From b62252c61113d2863b36ce2419aa81a07f393c42 Mon Sep 17 00:00:00 2001
From: d3lerium <creves.home@gmail.com>
Date: Sat, 24 Oct 2026 10:27:26 +1100
Subject: [PATCH] Independently audit coupled helper provider and conditional
 closure budget

---
 .../.gitattributes                            |     1 +
 .../CLAIMS.json                               |    60 +
 .../COMMANDS.json                             |    75 +
 .../README.md                                 |    68 +
 .../SOURCE-BINDINGS.json                      |  1622 ++
 .../SOURCES.json                              |    24 +
 .../TASK.json                                 |   112 +
 .../VERIFY.json                               |   351 +
 .../capsule/agents/algebra/check_provider.py  |   237 +
 .../algebra/check_same_chart_cache_mutant.py  |    44 +
 .../capsule/agents/algebra/phase_exact.py     |   110 +
 .../agents/algebra/prior_dyadic_engine.py     |   310 +
 .../capsule/agents/algebra/provider_rows.py   |   101 +
 .../agents/budget/envelope-inputs/PHYSICAL.md |    71 +
 .../budget/envelope-inputs/SOURCES.json       |    20 +
 .../budget/envelope-inputs/clifford_exact.py  |   149 +
 .../agents/budget/envelope-inputs/verify.py   |   602 +
 .../budget/independent_local_envelope.py      |    92 +
 .../agents/budget/independent_price_engine.py |   132 +
 .../agents/budget/inputs/ALL-PINS.json        |    46 +
 .../agents/budget/inputs/NORMALIZERS.json     |   126 +
 .../capsule/agents/budget/inputs/PROOF.md     |   236 +
 .../agents/budget/inputs/PROVIDER.json        | 13105 ++++++++++++++++
 .../capsule/agents/budget/inputs/README.md    |    83 +
 .../inputs/REFERENCE-5398-CONTROLLER.json     |  5194 ++++++
 .../budget/inputs/REFERENCE-5400-INVOICE.json |  5284 +++++++
 .../agents/budget/inputs/SOURCE-PINS.json     |    27 +
 .../agents/budget/inputs/SOURCE-WORD.json.gz  |   Bin 0 -> 207673 bytes
 .../capsule/agents/budget/inputs/SOURCES.json |    54 +
 .../capsule/agents/budget/inputs/WORD.json.gz |   Bin 0 -> 94039 bytes
 .../capsule/agents/budget/screen_v3.py        |   106 +
 .../clifford-proof/independent_audit.py       |   199 +
 .../ADVANCES-MUTATIONS.json                   |    45 +
 .../clifford-tensor-gram/ADVANCES-RESULT.json |    50 +
 .../research/clifford-tensor-gram/ADVANCES.md |   251 +
 .../research/clifford-tensor-gram/LICENSE     |   201 +
 .../clifford-tensor-gram/MUTATIONS.json       |    45 +
 .../clifford-tensor-gram/ONE-AXIS-RANK.json   |  9422 +++++++++++
 .../research/clifford-tensor-gram/PROOF.md    |   268 +
 .../research/clifford-tensor-gram/PROVIDER.md |   281 +
 .../research/clifford-tensor-gram/README.md   |   234 +
 .../clifford-tensor-gram/RESEARCH-NOTES.md    |   133 +
 .../research/clifford-tensor-gram/RESULT.json |    98 +
 .../clifford-tensor-gram/SOURCES.json         |   141 +
 .../research/clifford-tensor-gram/TASK.json   |   133 +
 .../research/clifford-tensor-gram/VERIFY.json |    87 +
 .../clifford-tensor-gram/audit_advances.py    |    58 +
 .../clifford-tensor-gram/audit_mutations.py   |    57 +
 .../research/clifford-tensor-gram/certify.py  |   329 +
 .../clifford-tensor-gram/check_witness.py     |   150 +
 .../research/clifford-tensor-gram/compact.py  |   182 +
 .../examples/native-64.certificate.json       |   552 +
 .../examples/native-64.json                   |   613 +
 .../examples/native-65.certificate.json       |    18 +
 .../examples/native-65.json                   |   632 +
 .../examples/native-relation.json             |    65 +
 .../examples/phase-trap.certificate.json      |    44 +
 .../examples/phase-trap.json                  |    65 +
 .../examples/reynolds.certificate.json        |    54 +
 .../examples/reynolds.json                    |  1641 ++
 .../research/clifford-tensor-gram/provider.py |   407 +
 .../provider/FUSIONS.json.gz                  |   Bin 0 -> 240388 bytes
 .../provider/HELPERS.json.gz                  |   Bin 0 -> 35042 bytes
 .../provider/MAIN-ADAPTERS.json               |     1 +
 .../clifford-tensor-gram/provider/NOTICE.md   |    55 +
 .../provider/PAID.jsonl.gz                    |   Bin 0 -> 125818 bytes
 .../provider/PHASES.json.gz                   |   Bin 0 -> 23356 bytes
 .../provider/RESEARCH-NOTES.md                |    97 +
 .../clifford-tensor-gram/provider/RESULT.json |     1 +
 .../provider/SOURCES.json                     |    40 +
 .../provider/WITNESSES.json                   |     1 +
 .../provider/WORD.json.gz                     |   Bin 0 -> 207673 bytes
 .../provider/generate_adapters.py             |    47 +
 .../clifford-tensor-gram/quadratic.py         |   256 +
 .../vendor/NATIVE-LINEAGE-NOTICE              |    14 +
 .../vendor/clifford_exact.py                  |   149 +
 .../clifford-tensor-gram/vendor/fields.py     |   140 +
 .../research/clifford-tensor-gram/verify.py   |   351 +
 .../clifford-tensor-gram/verify_advances.py   |   288 +
 .../clifford-tensor-gram/verify_provider.py   |   310 +
 .../borrow/vendor/clifford/clifford_exact.py  |   149 +
 .../universal-dirty-certificates/fields.py    |   140 +
 .../coded-native-caller/NORMALIZERS.json      |   126 +
 .../research/coded-native-caller/PHYSICAL.md  |    71 +
 .../coded-native-caller/clifford_exact.py     |   149 +
 .../native-center-free-code/CODE.json         |     1 +
 .../native-center-free-code/CODED-PROOF.md    |    80 +
 .../SOURCE-WORD.json.gz                       |   Bin 0 -> 207673 bytes
 .../ATTRIBUTION.md                            |    50 +
 .../native-rank8-helper-provider/PROOF.md     |   236 +
 .../PROVIDER.json                             | 13105 ++++++++++++++++
 .../native-rank8-helper-provider/README.md    |    83 +
 .../native-rank8-helper-provider/SOURCES.json |    54 +
 .../native-rank8-helper-provider/TASK.json    |    88 +
 .../native-rank8-helper-provider/VERIFY.json  |    39 +
 .../native-rank8-helper-provider/WITNESS.json |   434 +
 .../native-rank8-helper-provider/WORD.json.gz |   Bin 0 -> 94039 bytes
 .../native-rank8-helper-provider/verify.py    |   602 +
 .../custody/5376/LATEST-COMMIT-CHANGE.json    |    30 +
 .../5376/NESTED-PROVIDER-INPUT-BINDINGS.json  |    54 +
 .../5376/OFFLINE-CUSTODY-VERIFICATION.json    |    12 +
 .../custody/5376/POST-EXPORT-HASHES.json      |   545 +
 .../custody/5376/PRE-EXECUTION-HASHES.json    |   541 +
 .../5376/REGISTERED-DRIVER-BINDING.json       |    32 +
 .../custody/5376/SOURCE-CUSTODY.json          |  2160 +++
 .../custody/5376/STATIC-RUNTIME-CLOSURE.json  |   358 +
 ...2df915694c22f9f9236686bc8cf190384bbbb.tree |   Bin 0 -> 190 bytes
 ...2708457bca14482f52b582341037adca202ed.tree |   Bin 0 -> 864 bytes
 ...1abce68e32239bd8ad6abf979584eb93ad269.tree |   Bin 0 -> 575 bytes
 ...d9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree |   Bin 0 -> 1095 bytes
 ...19972c9aefe42525172d07b332fcff81cb4.commit |     6 +
 ...aaa876ecb530c4c173c8e3ef93ccf87c81673.tree |   Bin 0 -> 639 bytes
 ...a5f9bd6dd582395a80e7e79938728f9a2848a.tree |   Bin 0 -> 639 bytes
 ...31598313cbec16dc20f87d6fbf5cee01c65d0.tree |   Bin 0 -> 14080 bytes
 ...0a466021c5f549d7a538a0807b30c7ca9f25a.tree |   Bin 0 -> 969 bytes
 ...34f05634b0009800af4b43cef20e3860f5fba.tree |   Bin 0 -> 411 bytes
 ...894bb81f46797383832cb0c3e2b201a3b55fc.tree |   Bin 0 -> 33 bytes
 ...2ad411680208d2ae756f672fd481572cea5e1.tree |   Bin 0 -> 390 bytes
 ...1a3519696231257f30a6887aafa2c1c95b847.tree |   Bin 0 -> 470 bytes
 ...4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree |   Bin 0 -> 170 bytes
 ...c4efed933735c468ba445fe90c05bf34aa0ea.tree |   Bin 0 -> 30 bytes
 ...ed46b6d26cff0e98d5a72afdc8bac286f82af.tree |   Bin 0 -> 506 bytes
 ...563474e60185e6ca101a17622133d047e56.commit |     6 +
 ...ce9003262c4b6e02ec4558f302e4fae56ad.commit |     6 +
 ...bae99d9af0fe484def21ec8f5659b90066953.tree |   Bin 0 -> 335 bytes
 ...f43dfedf8679b600e3f014e6dc7b699cd23e8.tree |   Bin 0 -> 342 bytes
 ...db531e24b8ea46a80548efca2904f41474877.tree |   Bin 0 -> 432 bytes
 ...3da5da0a527baf42dbbe76e7af010384def87.tree |   Bin 0 -> 599 bytes
 ...2b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree |   Bin 0 -> 540 bytes
 ...10f4a002e73859c99bf4496c126d94b25ba4e.tree |   Bin 0 -> 131 bytes
 ...2e45bbb3f6be54e4ec0ca9859601dff722e57.tree |   Bin 0 -> 45 bytes
 ...2e01e7928a157c19a65af79533fb42091ddf6.tree |   Bin 0 -> 105 bytes
 ...40c52daf304d6a3276b101d53b307a99b4275.tree |   Bin 0 -> 6708 bytes
 ...b7f11ba1cce65d45ff5362b79c13a305780e9.tree |   Bin 0 -> 72 bytes
 ...420045d2bc04dd026b5020aea84d547873ef4.tree |   Bin 0 -> 969 bytes
 ...1d4eb07730865bffd69a35a85a0642acc333d.tree |   Bin 0 -> 219618 bytes
 ...6c76a46083783b675e5a5ce418c52a400d350.tree |   Bin 0 -> 1307 bytes
 ...b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree |   Bin 0 -> 79 bytes
 ...fc5419717800874561bcd3f69e345485faff0.tree |   Bin 0 -> 219665 bytes
 ...70b9927d6e9233633e4e88108f831e7c5c5d9.tree |   Bin 0 -> 14144 bytes
 ...a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree |   Bin 0 -> 969 bytes
 ...89891fd629fa004008ce67d89f00d4ece30be.tree |   Bin 0 -> 534 bytes
 ...d36c21c5147bdbc97476105e4215d8f47f76b.tree |   Bin 0 -> 787 bytes
 .../community-native4610-contributors.md      |    13 +
 .../PAID-CATALOG.jsonl.gz                     |   Bin 0 -> 125818 bytes
 .../final4610-independent-admission/PROOF.md  |    73 +
 .../joint-helper-lattice/NATIVE.json.gz       |   Bin 0 -> 35042 bytes
 .../research/joint-helper-lattice/PROOF.md    |   102 +
 .../ACTUAL-WORD.json.gz                       |   Bin 0 -> 207673 bytes
 .../PHASE-VALIDATION.json.gz                  |   Bin 0 -> 23356 bytes
 .../kappa-round3-warp-20261022/PROOF.md       |    69 +
 .../native/new/code/borrow/bw_adapters.py     |   165 +
 .../native/new/code/borrow/bw_phases.py       |    59 +
 .../certificates/selected-result.json         |    85 +
 .../docs/research/agent-task-catalog.json     |  1242 ++
 .../inverse-dirty-certificates/PROOF.md       |   246 +
 .../UNIFORM-ALPHABET-ADDENDUM.md              |    11 +
 .../projection-recursion-check/README.md      |   191 +
 .../research/t74-native-fast/LICENSE          |   201 +
 .../t74-native-fast/NATIVE-LINEAGE-NOTICE     |    14 +
 .../borrow/vendor/clifford/clifford_exact.py  |   149 +
 .../science/PROOF.md                          |   236 +
 .../universal-dirty-certificates/fields.py    |   140 +
 ...ce9003262c4b6e02ec4558f302e4fae56ad.commit |     6 +
 ...934faea13c2c1d72a4edd7f53875541ceae5e.tree |   Bin 0 -> 10009 bytes
 ...a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree |   Bin 0 -> 969 bytes
 .../registered-driver/research_package.py     |  1022 ++
 .../ADVANCES-MUTATIONS.json                   |    45 +
 .../clifford-tensor-gram/ADVANCES-RESULT.json |    50 +
 .../research/clifford-tensor-gram/ADVANCES.md |   251 +
 .../research/clifford-tensor-gram/LICENSE     |   201 +
 .../clifford-tensor-gram/MUTATIONS.json       |    45 +
 .../clifford-tensor-gram/ONE-AXIS-RANK.json   |  9422 +++++++++++
 .../research/clifford-tensor-gram/PROOF.md    |   268 +
 .../research/clifford-tensor-gram/PROVIDER.md |   281 +
 .../research/clifford-tensor-gram/README.md   |   234 +
 .../clifford-tensor-gram/RESEARCH-NOTES.md    |   133 +
 .../research/clifford-tensor-gram/RESULT.json |    98 +
 .../clifford-tensor-gram/SOURCES.json         |   141 +
 .../research/clifford-tensor-gram/TASK.json   |   133 +
 .../research/clifford-tensor-gram/VERIFY.json |    87 +
 .../clifford-tensor-gram/audit_advances.py    |    58 +
 .../clifford-tensor-gram/audit_mutations.py   |    57 +
 .../research/clifford-tensor-gram/certify.py  |   329 +
 .../clifford-tensor-gram/check_witness.py     |   150 +
 .../research/clifford-tensor-gram/compact.py  |   182 +
 .../examples/native-64.certificate.json       |   552 +
 .../examples/native-64.json                   |   613 +
 .../examples/native-65.certificate.json       |    18 +
 .../examples/native-65.json                   |   632 +
 .../examples/native-relation.json             |    65 +
 .../examples/phase-trap.certificate.json      |    44 +
 .../examples/phase-trap.json                  |    65 +
 .../examples/reynolds.certificate.json        |    54 +
 .../examples/reynolds.json                    |  1641 ++
 .../research/clifford-tensor-gram/provider.py |   407 +
 .../provider/FUSIONS.json.gz                  |   Bin 0 -> 240388 bytes
 .../provider/HELPERS.json.gz                  |   Bin 0 -> 35042 bytes
 .../provider/MAIN-ADAPTERS.json               |     1 +
 .../clifford-tensor-gram/provider/NOTICE.md   |    55 +
 .../provider/PAID.jsonl.gz                    |   Bin 0 -> 125818 bytes
 .../provider/PHASES.json.gz                   |   Bin 0 -> 23356 bytes
 .../provider/RESEARCH-NOTES.md                |    97 +
 .../clifford-tensor-gram/provider/RESULT.json |     1 +
 .../provider/SOURCES.json                     |    40 +
 .../provider/WITNESSES.json                   |     1 +
 .../provider/WORD.json.gz                     |   Bin 0 -> 207673 bytes
 .../provider/generate_adapters.py             |    47 +
 .../clifford-tensor-gram/quadratic.py         |   256 +
 .../vendor/NATIVE-LINEAGE-NOTICE              |    14 +
 .../vendor/clifford_exact.py                  |   149 +
 .../clifford-tensor-gram/vendor/fields.py     |   140 +
 .../research/clifford-tensor-gram/verify.py   |   351 +
 .../clifford-tensor-gram/verify_advances.py   |   288 +
 .../clifford-tensor-gram/verify_provider.py   |   310 +
 .../borrow/vendor/clifford/clifford_exact.py  |   149 +
 .../universal-dirty-certificates/fields.py    |   140 +
 .../5402/OFFLINE-CUSTODY-VERIFICATION.json    |    12 +
 .../custody/5402/POST-AUTHOR-RUN-HASHES.json  |   109 +
 .../custody/5402/POST-EXPORT-HASHES.json      |   190 +
 .../custody/5402/PRE-EXECUTION-HASHES.json    |   186 +
 .../5402/REGISTERED-DRIVER-BINDING.json       |    32 +
 .../REPOSITORY-DURING-AUTHOR-RUN-HASHES.json  |   105 +
 .../custody/5402/SOURCE-CUSTODY.json          |   705 +
 .../custody/5402/STATIC-RUNTIME-CLOSURE.json  |   143 +
 ...eea4bb046c082e37e916d717d1d0d7f035f88.tree |   Bin 0 -> 969 bytes
 ...19972c9aefe42525172d07b332fcff81cb4.commit |     6 +
 ...aaa876ecb530c4c173c8e3ef93ccf87c81673.tree |   Bin 0 -> 639 bytes
 ...ccea855082786d5f0fc5558b73d4974e745.commit |     6 +
 ...c36f9c275416a68b6a51e5508cbd72cbae10c.tree |   Bin 0 -> 963 bytes
 ...d281a274191242f183544f5ebab24b7f61127.tree |   Bin 0 -> 6799 bytes
 ...420045d2bc04dd026b5020aea84d547873ef4.tree |   Bin 0 -> 969 bytes
 ...1d4eb07730865bffd69a35a85a0642acc333d.tree |   Bin 0 -> 219618 bytes
 ...8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree |   Bin 0 -> 389 bytes
 ...c10b091c7946584b80f8e6066e556199940e9.tree |   Bin 0 -> 219673 bytes
 ...0b5bce46a423481c77655e41915a01abb3d1e.tree |   Bin 0 -> 1033 bytes
 ...70b9927d6e9233633e4e88108f831e7c5c5d9.tree |   Bin 0 -> 14144 bytes
 .../certificates/selected-result.json         |    92 +
 .../docs/research/agent-task-catalog.json     |  1242 ++
 .../coded-native-caller/NORMALIZERS.json      |   126 +
 .../research/coded-native-caller/PHYSICAL.md  |    71 +
 .../coded-native-caller/clifford_exact.py     |   149 +
 .../native-center-free-code/CODE.json         |     1 +
 .../native-center-free-code/CODED-PROOF.md    |    80 +
 .../SOURCE-WORD.json.gz                       |   Bin 0 -> 207673 bytes
 ...eea4bb046c082e37e916d717d1d0d7f035f88.tree |   Bin 0 -> 969 bytes
 ...ccea855082786d5f0fc5558b73d4974e745.commit |     6 +
 ...ae2e88caef63561bee40bc1a6916cba335f0b.tree |   Bin 0 -> 10059 bytes
 .../registered-driver/research_package.py     |  1022 ++
 .../coded-native-caller/NORMALIZERS.json      |   126 +
 .../research/coded-native-caller/PHYSICAL.md  |    71 +
 .../coded-native-caller/clifford_exact.py     |   149 +
 .../native-center-free-code/CODE.json         |     1 +
 .../native-center-free-code/CODED-PROOF.md    |    80 +
 .../SOURCE-WORD.json.gz                       |   Bin 0 -> 207673 bytes
 .../ATTRIBUTION.md                            |    50 +
 .../native-rank8-helper-provider/PROOF.md     |   236 +
 .../PROVIDER.json                             | 13105 ++++++++++++++++
 .../native-rank8-helper-provider/README.md    |    83 +
 .../native-rank8-helper-provider/SOURCES.json |    54 +
 .../native-rank8-helper-provider/TASK.json    |    88 +
 .../native-rank8-helper-provider/VERIFY.json  |    39 +
 .../native-rank8-helper-provider/WITNESS.json |   434 +
 .../native-rank8-helper-provider/WORD.json.gz |   Bin 0 -> 94039 bytes
 .../native-rank8-helper-provider/verify.py    |   602 +
 .../custody/verify_custody.py                 |    67 +
 .../engine_adapter.py                         |    30 +
 .../receipt_guard.py                          |    29 +
 .../reports/acceptance/BINDINGS.json          |    57 +
 .../FINAL-BUDGET-ENVELOPE-REVIEW.md           |    62 +
 .../reports/acceptance/GATE-MAP.md            |    41 +
 .../reports/acceptance/README.md              |     5 +
 .../reports/acceptance/REVIEW.md              |    71 +
 .../reports/acceptance/SAME-CHART-REVIEW.md   |    28 +
 .../algebra/REPLAY-EXPECTED-PROVENANCE.json   |    13 +
 .../reports/algebra/REPLAY-EXPECTED.json      |   556 +
 .../reports/algebra/REPORT.md                 |    53 +
 .../reports/algebra/RESULT.json               |   555 +
 .../reports/algebra/RUN-REQUEST.json          |    21 +
 .../reports/algebra/RUNTIME.json              |    54 +
 .../algebra/SAME-CHART-CACHE-MUTANT.json      |    29 +
 .../reports/budget/LIVE-5405-INTAKE.json      |     7 +
 .../reports/budget/LOCAL-ENVELOPE-PROOF.md    |    60 +
 .../reports/budget/LOCAL-ENVELOPE-v1.json     |   174 +
 .../reports/budget/REPORT-v3.md               |    91 +
 .../reports/budget/REPORT.md                  |    91 +
 .../reports/budget/RESULT-v3.json             |   558 +
 .../reports/budget/TOTAL-BUDGET-v3.json       |    89 +
 .../reports/clifford-proof/CONCLUSION.json    |    26 +
 .../reports/clifford-proof/RESULT.json        |    35 +
 .../reports/clifford-proof/REVIEW.md          |    48 +
 .../clifford-proof/SOURCE-MANIFEST.json       |    15 +
 .../REPORT-before-literal-scale-correction.md |    81 +
 .../diagnostics/RESULT-conservative-v1.json   |   557 +
 ...TAL-BUDGET-before-scale-correction-v1.json |    89 +
 .../diagnostics/screen-conservative-v1.py     |   104 +
 .../reports/packaging/GUARD-CONTROLS.json     |    32 +
 .../packaging/OPTIMIZED-ASSERT-CONTROLS.json  |    24 +
 .../reports/provenance/REPORT.md              |    14 +
 .../reports/provenance/RESULT.json            |    46 +
 .../RECEIPT.json                              |    20 +
 .../clifford5376-independent-pilot/stdout.log |    35 +
 .../RECEIPT.json                              |    21 +
 .../provider5402-author-registered/stdout.log |     5 +
 .../provider5402-budget-final-v3/RECEIPT.json |    22 +
 .../provider5402-budget-final-v3/stdout.log   |     1 +
 .../RECEIPT.json                              |    21 +
 .../stdout.log                                |     1 +
 .../RECEIPT.json                              |    22 +
 .../stdout.log                                |     1 +
 .../RECEIPT.json                              |    22 +
 .../stdout.log                                |    13 +
 .../provider5402-local-envelope/RECEIPT.json  |    21 +
 .../provider5402-local-envelope/stdout.log    |     1 +
 .../RECEIPT.json                              |    21 +
 .../stdout.log                                |     1 +
 .../source_guard.py                           |   143 +
 .../verify.py                                 |    73 +
 318 files changed, 111780 insertions(+)
 create mode 100644 research/coupled-provider-independent-audit/.gitattributes
 create mode 100644 research/coupled-provider-independent-audit/CLAIMS.json
 create mode 100644 research/coupled-provider-independent-audit/COMMANDS.json
 create mode 100644 research/coupled-provider-independent-audit/README.md
 create mode 100644 research/coupled-provider-independent-audit/SOURCE-BINDINGS.json
 create mode 100644 research/coupled-provider-independent-audit/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/TASK.json
 create mode 100644 research/coupled-provider-independent-audit/VERIFY.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/algebra/check_provider.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/algebra/check_same_chart_cache_mutant.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/algebra/phase_exact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/algebra/prior_dyadic_engine.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/algebra/provider_rows.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/PHYSICAL.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/verify.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/independent_local_envelope.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/independent_price_engine.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/ALL-PINS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/NORMALIZERS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROVIDER.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/README.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-PINS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/inputs/WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/budget/screen_v3.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/agents/clifford-proof/independent_audit.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/LICENSE
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/README.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/TASK.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/certify.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/compact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/FUSIONS.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/HELPERS.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PAID.jsonl.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PHASES.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/clifford-repository/research/universal-dirty-certificates/fields.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/NORMALIZERS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/PHYSICAL.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODE.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODED-PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/SOURCE-WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROVIDER.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/README.md
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/TASK.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/VERIFY.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WITNESS.json
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/verify.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/LATEST-COMMIT-CHANGE.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/OFFLINE-CUSTODY-VERIFICATION.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/POST-EXPORT-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/PRE-EXECUTION-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/REGISTERED-DRIVER-BINDING.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/SOURCE-CUSTODY.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/STATIC-RUNTIME-CLOSURE.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/14c2708457bca14482f52b582341037adca202ed.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/907db531e24b8ea46a80548efca2904f41474877.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/registered-driver/d50934faea13c2c1d72a4edd7f53875541ceae5e.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/registered-driver/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/registered-driver/research_package.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/README.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/certify.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/compact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5376/source-capsule/research/universal-dirty-certificates/fields.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/OFFLINE-CUSTODY-VERIFICATION.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/POST-AUTHOR-RUN-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/POST-EXPORT-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/PRE-EXECUTION-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/REGISTERED-DRIVER-BINDING.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/SOURCE-CUSTODY.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/STATIC-RUNTIME-CLOSURE.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/registered-driver/152eea4bb046c082e37e916d717d1d0d7f035f88.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/registered-driver/681ae2e88caef63561bee40bc1a6916cba335f0b.tree
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/registered-driver/research_package.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODE.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/README.md
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WORD.json.gz
 create mode 100644 research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py
 create mode 100644 research/coupled-provider-independent-audit/custody/verify_custody.py
 create mode 100644 research/coupled-provider-independent-audit/engine_adapter.py
 create mode 100644 research/coupled-provider-independent-audit/receipt_guard.py
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/BINDINGS.json
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/GATE-MAP.md
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/README.md
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/REVIEW.md
 create mode 100644 research/coupled-provider-independent-audit/reports/acceptance/SAME-CHART-REVIEW.md
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED-PROVENANCE.json
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED.json
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/REPORT.md
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/RUN-REQUEST.json
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/RUNTIME.json
 create mode 100644 research/coupled-provider-independent-audit/reports/algebra/SAME-CHART-CACHE-MUTANT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/LIVE-5405-INTAKE.json
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-PROOF.md
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-v1.json
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/REPORT-v3.md
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/REPORT.md
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/RESULT-v3.json
 create mode 100644 research/coupled-provider-independent-audit/reports/budget/TOTAL-BUDGET-v3.json
 create mode 100644 research/coupled-provider-independent-audit/reports/clifford-proof/CONCLUSION.json
 create mode 100644 research/coupled-provider-independent-audit/reports/clifford-proof/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/clifford-proof/REVIEW.md
 create mode 100644 research/coupled-provider-independent-audit/reports/clifford-proof/SOURCE-MANIFEST.json
 create mode 100644 research/coupled-provider-independent-audit/reports/diagnostics/REPORT-before-literal-scale-correction.md
 create mode 100644 research/coupled-provider-independent-audit/reports/diagnostics/RESULT-conservative-v1.json
 create mode 100644 research/coupled-provider-independent-audit/reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json
 create mode 100644 research/coupled-provider-independent-audit/reports/diagnostics/screen-conservative-v1.py
 create mode 100644 research/coupled-provider-independent-audit/reports/packaging/GUARD-CONTROLS.json
 create mode 100644 research/coupled-provider-independent-audit/reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json
 create mode 100644 research/coupled-provider-independent-audit/reports/provenance/REPORT.md
 create mode 100644 research/coupled-provider-independent-audit/reports/provenance/RESULT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json
 create mode 100644 research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/stdout.log
 create mode 100644 research/coupled-provider-independent-audit/source_guard.py
 create mode 100644 research/coupled-provider-independent-audit/verify.py

diff --git a/research/coupled-provider-independent-audit/.gitattributes b/research/coupled-provider-independent-audit/.gitattributes
new file mode 100644
index 0000000000..fa1385d99a
--- /dev/null
+++ b/research/coupled-provider-independent-audit/.gitattributes
@@ -0,0 +1 @@
+* -text
diff --git a/research/coupled-provider-independent-audit/CLAIMS.json b/research/coupled-provider-independent-audit/CLAIMS.json
new file mode 100644
index 0000000000..0f45425eb1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/CLAIMS.json
@@ -0,0 +1,60 @@
+{
+  "admitted_kappa": null,
+  "canonical_main": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "clifford": {
+    "finite_oracle": "bounded implementation evidence only",
+    "full_provider_replay": false,
+    "fusion_census_replayed": false,
+    "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+    "positive_compact_equality_independent_certificate": false,
+    "pr": 5376,
+    "written_all_n_criterion": "sound under fixed-coefficient exact dyadic-Clifford hypotheses"
+  },
+  "closure_budget": {
+    "actual_extra_autonomous_H8_admitted": 0,
+    "closure_constructed": false,
+    "hypothetical_unearned_extra_H8": 144,
+    "paid_144_H8_cancels_hypothetical_credit": true,
+    "providers": 18,
+    "status": "conditional necessary comparison only",
+    "unpriced_terms": [
+      "closure paid calls",
+      "lost targets",
+      "changed main/idle profile",
+      "physical ordinary work",
+      "full caller precision and compiler/outer funding"
+    ]
+  },
+  "completed_caller": false,
+  "local_envelope": {
+    "copy_count": 16,
+    "full_caller_precision_admitted": false,
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "joint_field_l2_exponent": 19012,
+    "max_field_l2_exponent": 18996,
+    "scope": "one-provider abstract scalar/unitary transcript; arbitrary contiguous intervals and suffixes; local residuals measured in the same stated field norm"
+  },
+  "new_unconditional_or_formal_kernel_theorem": false,
+  "provider": {
+    "admission": "independent partial coupled component",
+    "arbitrary_owned_inputs": 9,
+    "autonomous_credit_from_coupled_helpers": 0,
+    "autonomous_helpers": 400,
+    "coupled_helpers": 8,
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "original_inputs": 632,
+    "owned_outputs_zero": 9,
+    "paid": {
+      "1": 2193,
+      "2": 412,
+      "3": 510,
+      "4": 127,
+      "5": 40
+    },
+    "phase_bindings": 1240,
+    "pr": 5402
+  },
+  "review_status": "READY_FOR_COLD_REPLAY",
+  "schema_version": 1,
+  "selected_record_changed": false
+}
diff --git a/research/coupled-provider-independent-audit/COMMANDS.json b/research/coupled-provider-independent-audit/COMMANDS.json
new file mode 100644
index 0000000000..91a7ac5d6c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/COMMANDS.json
@@ -0,0 +1,75 @@
+{
+  "author_pair": "Frozen authenticated root normal/-O receipt only; never rerun by this schedule.",
+  "commands": [
+    {
+      "argv": [
+        "--out",
+        "agents/algebra/FRESH.json"
+      ],
+      "drop": [
+        "runtime_seconds"
+      ],
+      "engine": "agents/algebra/check_provider.py",
+      "expected": "reports/algebra/REPLAY-EXPECTED.json",
+      "name": "algebra",
+      "result": "agents/algebra/FRESH.json",
+      "timeout_seconds": 180
+    },
+    {
+      "argv": [
+        "--out",
+        "agents/algebra/FRESH-MUTANT.json"
+      ],
+      "drop": [
+        "runtime_seconds"
+      ],
+      "engine": "agents/algebra/check_same_chart_cache_mutant.py",
+      "expected": "reports/algebra/SAME-CHART-CACHE-MUTANT.json",
+      "name": "same-chart-control",
+      "result": "agents/algebra/FRESH-MUTANT.json",
+      "timeout_seconds": 15
+    },
+    {
+      "argv": [
+        "--moments",
+        "--output",
+        "agents/budget/FRESH.json"
+      ],
+      "drop": [
+        "runtime"
+      ],
+      "engine": "agents/budget/screen_v3.py",
+      "expected": "reports/budget/RESULT-v3.json",
+      "name": "budget",
+      "result": "agents/budget/FRESH.json",
+      "timeout_seconds": 15
+    },
+    {
+      "argv": [
+        "--output",
+        "agents/budget/FRESH-ENVELOPE.json"
+      ],
+      "drop": [
+        "runtime"
+      ],
+      "engine": "agents/budget/independent_local_envelope.py",
+      "expected": "reports/budget/LOCAL-ENVELOPE-v1.json",
+      "name": "local-envelope",
+      "result": "agents/budget/FRESH-ENVELOPE.json",
+      "timeout_seconds": 15
+    },
+    {
+      "argv": [],
+      "drop": [
+        "elapsed_seconds"
+      ],
+      "engine": "agents/clifford-proof/independent_audit.py",
+      "expected": "reports/clifford-proof/RESULT.json",
+      "name": "clifford-proof",
+      "result": "agents/clifford-proof/RESULT.json",
+      "timeout_seconds": 30
+    }
+  ],
+  "custody": "Source guard freshly verifies raw origin objects, source rows, nested pins and all working input bytes before any package execution.",
+  "optimization_policy": "Registered wrapper normal/-O modes each run all five commands serially. The adapter explicitly compiles unchanged mathematical source at optimize=0 in both modes, preserving scientific assert checks under -O."
+}
diff --git a/research/coupled-provider-independent-audit/README.md b/research/coupled-provider-independent-audit/README.md
new file mode 100644
index 0000000000..4b517de5a4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/README.md
@@ -0,0 +1,68 @@
+# Independent coupled-provider and closure-budget audit
+
+This focused review accepts **#5402 as a partial coupled provider**, supplies a conditional budget for closing it, and records a companion bounded review of #5376's Clifford proof/certificate implementation. It supplies no completed consumer, no autonomous credit for the eight coupled H outputs and no new κ.
+
+The candidate heads are #5402 `3348fccea855082786d5f0fc5558b73d4974e745` and #5376 `848cdce9003262c4b6e02ec4558f302e4fae56ad`. Canonical main at assignment is `1ec1119972c9aefe42525172d07b332fcff81cb4`. Raw commit/tree/blob membership proofs are vendored under `custody/`; the older #5376 base and its missing non-runtime contributor document remain explicit in that provenance. These side-head objects are evidence, not publication-history parents.
+
+## Accepted component and remaining interface
+
+The independent checker derives the actual early cache rows and both basis matrices from the original source, replays 632 arbitrary original inputs and nine arbitrary owned inputs, checks all nine final owned zero rows, and verifies 1,240 phase-sensitive physical identities. It compares complete Pauli action and a full zero-state phase anchor. Its partial block is
+
+```
+X = D x - R y + R W h
+Y = D y
+H = D(h - Z y),     ZW = 14 I8,     WZ = I-C.
+```
+
+The eight H outputs retain independent Y terms. Only the other 400 helpers receive autonomous credit. Ordered native words, explicit charts, all original directions and all owned fields remain part of the contract. The exact paid profile is `{1:2193,2:412,3:510,4:127,5:40}`. Unchanged native/helper implementations are inherited from the pinned source; this review does not flatten their entire physical tape realization.
+
+The original semantic controls cover endpoint/basis mutation, ownership, phase, order, false zero retags and false autonomous credit. The cache-source substitution is a frame-contract rejection. An additional legal same-chart `SCALE -1` after the actual cache COPY reaches the native algebra and rejects because a required zero row becomes nonzero. See `reports/algebra/SAME-CHART-CACHE-MUTANT.json` and the raw root run.
+
+## Conditional closure budget
+
+The budget lane reconstructs the complete #5398 eighteen-body comparator and requires exact agreement with the prior independent #5400 invoice. Its local paid/helper profiles already match the comparator. The deleted eight H8 plus eight H1 calls are savings against the original raw source, so they cannot be claimed again against this comparator.
+
+Granting eight **new, unearned autonomous H8 targets per provider** gives 144 hypothetical targets. At `t=1-κ`, the exact comparison is
+
+```
+margin_new = margin_reference + 144*8^t - M(K) - M(L) + M(Delta).
+```
+
+K is added paid closure work; L is lost productive work; Delta is every other signed main/idle/caller change. All remain unknown until a typed caller is supplied. If K is exactly 144 H8 jobs and L=Delta=0, the signed histogram equals the comparator at every rank and hence at every t. Any further positive paid job without compensating targets makes the incremental moment worse. This is a conditional budget, with no universal controller obstruction or autonomous credit for coupled H.
+
+The literal boundary inventory per provider is 17,917 ADD, 1,204 SCALE, 16 COPY, 40 CLEAR, eight whole-field swaps and 464 monomial maps. The exact inherited scalar tariff is 175,022 units, including 42 exterior boundary units; physical monomial work, closure, routing/storage, precision and compiler/outer funding remain open. The earlier checker failure used the wrong original-source subtotal (158,744 versus the actual 158,168). The failed raw receipt is retained as a diagnostic; final source and successful result are the corrected version. No failed construction claim follows. A later literal-scale audit found that the stored output `cache_scalar` already is the final factor. The earlier checker took its reciprocal again, yielding a conservative 16-unit overcount. `screen_v3.py` uses the emitted factor directly. Recursive profiles, field counts and moment budgets are unchanged; old results remain diagnostics.
+
+The separate local-envelope checker derives exponent **18,996** in the author's maximum-over-fields Euclidean norm and **19,012** in the joint Euclidean norm across fields. The latter includes a factor of two for each of sixteen COPY gates; COPY is nonexpansive in the former norm. It bounds the literal one-provider abstract scalar/unitary transcript, all contiguous subintervals and all suffixes at a fixed width. Local residuals must be measured in the same stated norm. It does not supply coordinate-to-field residual conversion or complete caller precision, storage, movement or compiler funding.
+
+## Companion Clifford review
+
+`reports/clifford-proof/REVIEW.md` reviews the all-n criterion under fixed coefficients, exact phase-bearing dyadic Clifford operators, fixed programs and arbitrary roles. The trace alphabet, exact Gram identity, filter and eight-copy invariant supply the written implication. The finite oracle independently builds Fraction-pair matrices: 25 entries, four traces, seven conditional inners, 24 programs, 64 tiny tensor-width cases, seventeen witnesses and 68 rejected witness mutations. It also constructs the 96 one-axis matrices, modular Gram rank and Reynolds checks.
+
+These finite checks support only their tested implementation cases. The literal witness checker certifies a negative nonzero entry; compact positive equality still relies on trusted exact expansion/trace/merge execution, shares expansion helpers and has no separate small positive proof receipt. We did not replay the complete #5376 provider programs, 7,000 recipe classes, 30,328 fusion census, or its six registered commands. The inherited five framework premises and physical/precision/stock/analytic recovery remain outside this bundle.
+
+## Reproduction
+
+Python 3.10+ and its standard library are sufficient on Linux/POSIX. From the repository root:
+
+```sh
+python3 -B scripts/research_package.py --package research/coupled-provider-independent-audit
+```
+
+A Git-free, read-only export can run either registered wrapper directly, from any working directory:
+
+```sh
+python3 -I -B /absolute/path/coupled-provider-independent-audit/verify.py
+python3 -I -O -B /absolute/path/coupled-provider-independent-audit/verify.py
+```
+
+Each command freshly authenticates every working input and raw origin proof, then serially executes independent algebra, the same-chart control, the corrected conditional exact budget, the two-norm local envelope and the bounded Clifford oracle. The frozen original root author normal/-O pair (51.350 seconds) is authenticated historical evidence only and is not rerun. `COMMANDS.json` declares the actual fresh schedule. Full stable mathematical result objects are compared with frozen receipts; only named runtime fields are ignored. The original main algebra receipt remains unchanged at `reports/algebra/RESULT.json`. Its derived `REPLAY-EXPECTED.json` adds only the authenticated SHA256 inventory row for the later same-chart control file: the unchanged main checker inventories every adjacent Python file, even this unused helper. `REPLAY-EXPECTED-PROVENANCE.json` records that exact transformation, and the source guard requires full equality to the original object plus that one row. No mathematical or other provenance fields are dropped or replaced from fresh output. Fresh outputs and logs go to a private temporary tree; `--output /outside/package/REPLAY.json` selects a new receipt path. `--bindings-only` performs custody/input checks without scientific execution.
+
+The wrapper re-executes through a built-in-only `sys`/`posix` isolated bootstrap, pins its helper/manifest bytes, rejects symlinks, hardlinks, undeclared files and bytecode, and verifies source bytes again after replay. Local imported Python source is loaded from authenticated private scratch, with a fresh cache path. Mathematical engines remain byte-for-byte frozen. Both wrapper modes deliberately compile scientific source at **optimize=0** so assert-based oracle checks remain active under wrapper `-O`; this does not claim an unprotected direct `-O` run of the assert-based oracle. Standard-library loaders are unchanged. The exported wrapper is the trust anchor; hashes provide integrity and origin binding, not a formal proof kernel.
+
+## Open next questions
+
+1. Emit one portable typed closure: exact A/S or alternative operators, their ordered physical words/charts, helper-tail updates, arbitrary-input/owned endpoints, and all added paid/lost-target terms. The reported private continuation is not a replayable input.
+2. Test that closure against the complete signed histogram and ordinary/precision/compiler ledger. The conditional 144-H8 cancellation identifies a useful stopping test before another large search.
+3. For compact positive Clifford equality, supply a small independent positive proof receipt and an explicit conversion contract for native versus dense witness schemas. Keep it separate from the bounded negative-witness checks.
+
+Construction and predecessor credit remains with Ali Romman and the source-pinned native, provider, controller, Clifford and compiler contributors. The independent dyadic and exact-price engines retain prior attribution. This independent audit is Chris R/Clear1nsight with substantial OpenAI Codex assistance; it claims no independent human or formal-kernel acceptance. New material is under Apache-2.0. The current acceptance record is indexed by `reports/acceptance/README.md`: the corrected-budget/envelope and same-chart-control addenda supplement the preserved original review and gate map.
diff --git a/research/coupled-provider-independent-audit/SOURCE-BINDINGS.json b/research/coupled-provider-independent-audit/SOURCE-BINDINGS.json
new file mode 100644
index 0000000000..6d3dc8eea9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/SOURCE-BINDINGS.json
@@ -0,0 +1,1622 @@
+{
+  "canonical_main": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "files": [
+    {
+      "bytes": 8,
+      "path": ".gitattributes",
+      "sha256": "705fd4d6451a31d36b3df7de96f83f30ac976c9b4a6d1e51671d8e2f33e2d0da"
+    },
+    {
+      "bytes": 2011,
+      "path": "CLAIMS.json",
+      "sha256": "903631c2f435b9080258d7a4c6f26293c5b99248b5e36ae3cba3b59e84a0f899"
+    },
+    {
+      "bytes": 2301,
+      "path": "COMMANDS.json",
+      "sha256": "524ccee9da1eb3334c255f9df76a3c84beb989e8e935c4d6da2d525541726f65"
+    },
+    {
+      "bytes": 9735,
+      "path": "README.md",
+      "sha256": "711be424b8b858b9f6099ec10f3ca473c285914c620dbd0980e07632dbeb279d"
+    },
+    {
+      "bytes": 984,
+      "path": "SOURCES.json",
+      "sha256": "e7bc2d106a8726d35e059073492fd45acd78a34934a361c68e7466d136a261c3"
+    },
+    {
+      "bytes": 7436,
+      "path": "TASK.json",
+      "sha256": "2ffd46ef1366bcbdf55cb6093c56b4877e3d08e389f98450c7d5a377b790c529"
+    },
+    {
+      "bytes": 39637,
+      "path": "VERIFY.json",
+      "sha256": "d0d46c4ef3d39de26ef9339c5cdd5e0af2603d2ee289d347f7dc20b00f0bd746"
+    },
+    {
+      "bytes": 16822,
+      "path": "capsule/agents/algebra/check_provider.py",
+      "sha256": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf"
+    },
+    {
+      "bytes": 3119,
+      "path": "capsule/agents/algebra/check_same_chart_cache_mutant.py",
+      "sha256": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad"
+    },
+    {
+      "bytes": 4011,
+      "path": "capsule/agents/algebra/phase_exact.py",
+      "sha256": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba"
+    },
+    {
+      "bytes": 17804,
+      "path": "capsule/agents/algebra/prior_dyadic_engine.py",
+      "sha256": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9"
+    },
+    {
+      "bytes": 5552,
+      "path": "capsule/agents/algebra/provider_rows.py",
+      "sha256": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c"
+    },
+    {
+      "bytes": 10632,
+      "path": "capsule/agents/budget/envelope-inputs/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 779,
+      "path": "capsule/agents/budget/envelope-inputs/SOURCES.json",
+      "sha256": "f732fe5eb69bb715d49e4cfc285866d6f99e9859e8a89be9096e14a7d702493d"
+    },
+    {
+      "bytes": 6824,
+      "path": "capsule/agents/budget/envelope-inputs/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 28568,
+      "path": "capsule/agents/budget/envelope-inputs/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    },
+    {
+      "bytes": 6888,
+      "path": "capsule/agents/budget/independent_local_envelope.py",
+      "sha256": "11d8b361adacac9ae44985ffa8a83ff0e9de47e94571e486427baa7201da7715"
+    },
+    {
+      "bytes": 11152,
+      "path": "capsule/agents/budget/independent_price_engine.py",
+      "sha256": "9ef7ee4082631566eb7903c3e21e517ef58039dca2a47104a2279c459589eb47"
+    },
+    {
+      "bytes": 1439,
+      "path": "capsule/agents/budget/inputs/ALL-PINS.json",
+      "sha256": "a37fa9735bbb2697811de72a706b243842d1303243f6e6a0300bd5046d4f3d66"
+    },
+    {
+      "bytes": 281582,
+      "path": "capsule/agents/budget/inputs/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 12418,
+      "path": "capsule/agents/budget/inputs/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "path": "capsule/agents/budget/inputs/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "path": "capsule/agents/budget/inputs/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 57201,
+      "path": "capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json",
+      "sha256": "60cc512b39cdb9ea2c2ac6c6634c8d3f9627d96ace08ffa659a9d9472444122b"
+    },
+    {
+      "bytes": 87551,
+      "path": "capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json",
+      "sha256": "a53bdbc009830f83b91233cf7cc2c8e9a03d76cff93c73bdd4f52fceb742e73f"
+    },
+    {
+      "bytes": 1057,
+      "path": "capsule/agents/budget/inputs/SOURCE-PINS.json",
+      "sha256": "fc2e447a0043f74b133a24b67b2a87e4ff87232dd8a003253d19dbf2390a9092"
+    },
+    {
+      "bytes": 207673,
+      "path": "capsule/agents/budget/inputs/SOURCE-WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 2056,
+      "path": "capsule/agents/budget/inputs/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 94039,
+      "path": "capsule/agents/budget/inputs/WORD.json.gz",
+      "payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 10670,
+      "path": "capsule/agents/budget/screen_v3.py",
+      "sha256": "9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e"
+    },
+    {
+      "bytes": 10514,
+      "path": "capsule/agents/clifford-proof/independent_audit.py",
+      "sha256": "d7045d7e09291e7a38ff15431b17e6ef4b869a6e80414edc0d31c951c835c43e"
+    },
+    {
+      "bytes": 1113,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+      "sha256": "db9d35f73310a67420ea81704c556efcb09eb3750b2f2fba4581ab3c061f5b2e"
+    },
+    {
+      "bytes": 1133,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+      "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5"
+    },
+    {
+      "bytes": 12357,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md",
+      "sha256": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700"
+    },
+    {
+      "bytes": 11357,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 1064,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json",
+      "sha256": "053abc2297beefb4ba82d674ec3495f6cb3deea2d4880bfb635a1411d08199d0"
+    },
+    {
+      "bytes": 119055,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+      "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+    },
+    {
+      "bytes": 12775,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md",
+      "sha256": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a"
+    },
+    {
+      "bytes": 14219,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md",
+      "sha256": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce"
+    },
+    {
+      "bytes": 13528,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/README.md",
+      "sha256": "ee7dbe386bfc4ca2dfc38126ceb03011e9fd7eef3f7dc1b9ef9ed669a91ac162"
+    },
+    {
+      "bytes": 7171,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+      "sha256": "ecb2b8db8cad84d7dc187f1d8e844a6c0fe11f5e4ba24a4b945f304883332b0a"
+    },
+    {
+      "bytes": 1910,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json",
+      "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677"
+    },
+    {
+      "bytes": 7413,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json",
+      "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082"
+    },
+    {
+      "bytes": 7778,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/TASK.json",
+      "sha256": "d151e705e86b9b840816cabf8a35326aa1a743921bb33326320cab1c27bdfbc9"
+    },
+    {
+      "bytes": 2484,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json",
+      "sha256": "a99403e42bfa05c35d28e84ae03dd820608adff08403d495973ec45b52e136e6"
+    },
+    {
+      "bytes": 2850,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py",
+      "sha256": "02762c23000ab44cb79f07949a384a19672b688fecb533006463ca73bd6435dc"
+    },
+    {
+      "bytes": 2683,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py",
+      "sha256": "a4d86293a0b645d44784504c4721396ab07b0c980f8fcc76bcb307f2fdcb0483"
+    },
+    {
+      "bytes": 12589,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/certify.py",
+      "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd"
+    },
+    {
+      "bytes": 5900,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py",
+      "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c"
+    },
+    {
+      "bytes": 8203,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/compact.py",
+      "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497"
+    },
+    {
+      "bytes": 6342,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json",
+      "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c"
+    },
+    {
+      "bytes": 8713,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json",
+      "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699"
+    },
+    {
+      "bytes": 345,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json",
+      "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b"
+    },
+    {
+      "bytes": 9000,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json",
+      "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081"
+    },
+    {
+      "bytes": 773,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json",
+      "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b"
+    },
+    {
+      "bytes": 780,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+      "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13"
+    },
+    {
+      "bytes": 777,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json",
+      "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92"
+    },
+    {
+      "bytes": 907,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+      "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8"
+    },
+    {
+      "bytes": 23029,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json",
+      "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0"
+    },
+    {
+      "bytes": 240388,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+      "payload_sha256": "03ad505c868b60c806e2af85824291b39c599becf2cb48d76e5b34860cbf63d2",
+      "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065"
+    },
+    {
+      "bytes": 35042,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+      "payload_sha256": "e497baacc300322b338f9e3e68d14937352bbf425aaaf5e759017c6c01e935c8",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 96307,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+      "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9"
+    },
+    {
+      "bytes": 3972,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md",
+      "sha256": "8b0e7e713f9843ee93863edd136b6a816060a4430778a6590d256b2a4d3c0907"
+    },
+    {
+      "bytes": 125818,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+      "payload_sha256": "dc47d96b5b651ba3446d73ac0710152f7de88547a0cb2bbd75706e691b6f0bd6",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 23356,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/PHASES.json.gz",
+      "payload_sha256": "bc9de6d11fc3d5fb2141a1658785f2093ea1b735d34414ed15749df7d731b34e",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 5821,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+      "sha256": "d2a023bdb084b0e3cf6d9d2558a1b582fc14f023ad3368b15a9c4f378604e469"
+    },
+    {
+      "bytes": 3603,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json",
+      "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339"
+    },
+    {
+      "bytes": 1692,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json",
+      "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e"
+    },
+    {
+      "bytes": 3820,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json",
+      "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"
+    },
+    {
+      "bytes": 207673,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 1840,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py",
+      "sha256": "61ebe524a6bad88af9032395c8309ca75c3f5a2a305ac32c43ace2f7d6da74f7"
+    },
+    {
+      "bytes": 18733,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/provider.py",
+      "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385"
+    },
+    {
+      "bytes": 10034,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py",
+      "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b"
+    },
+    {
+      "bytes": 2456,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 18240,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/verify.py",
+      "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c"
+    },
+    {
+      "bytes": 14473,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py",
+      "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0"
+    },
+    {
+      "bytes": 17137,
+      "path": "capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py",
+      "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09"
+    },
+    {
+      "bytes": 6824,
+      "path": "capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "capsule/clifford-repository/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 281582,
+      "path": "capsule/repository/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "capsule/repository/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "capsule/repository/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "capsule/repository/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "capsule/repository/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "capsule/repository/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 3247,
+      "path": "capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543"
+    },
+    {
+      "bytes": 12418,
+      "path": "capsule/repository/research/native-rank8-helper-provider/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "path": "capsule/repository/research/native-rank8-helper-provider/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "path": "capsule/repository/research/native-rank8-helper-provider/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 2056,
+      "path": "capsule/repository/research/native-rank8-helper-provider/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 7119,
+      "path": "capsule/repository/research/native-rank8-helper-provider/TASK.json",
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3"
+    },
+    {
+      "bytes": 1461,
+      "path": "capsule/repository/research/native-rank8-helper-provider/VERIFY.json",
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4"
+    },
+    {
+      "bytes": 5482,
+      "path": "capsule/repository/research/native-rank8-helper-provider/WITNESS.json",
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+    },
+    {
+      "bytes": 94039,
+      "path": "capsule/repository/research/native-rank8-helper-provider/WORD.json.gz",
+      "payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 28568,
+      "path": "capsule/repository/research/native-rank8-helper-provider/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    },
+    {
+      "bytes": 780,
+      "path": "custody/5376/LATEST-COMMIT-CHANGE.json",
+      "sha256": "6c45f84db79bb4c10d8d6d176db5741ab649cb864074559670ecebb34aee8caf"
+    },
+    {
+      "bytes": 2548,
+      "path": "custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json",
+      "sha256": "04c90a98ee3f837fc595248cec0ee866d852daae04a294f77d4b7e58a913d464"
+    },
+    {
+      "bytes": 350,
+      "path": "custody/5376/OFFLINE-CUSTODY-VERIFICATION.json",
+      "sha256": "5c20457424a2cb84c077b42c0cdd41996a6e108631aafbbbc75e0da1190a738f"
+    },
+    {
+      "bytes": 22292,
+      "path": "custody/5376/POST-EXPORT-HASHES.json",
+      "sha256": "e9064f8db083b6a83525db153fb5b6e5ae3c5423aab7e2c0fe69166195c7b9c7"
+    },
+    {
+      "bytes": 22188,
+      "path": "custody/5376/PRE-EXECUTION-HASHES.json",
+      "sha256": "a35527ed8f47a8d354474ca8167aeb65d0c4e3205191e4b631ca5141bc714bc6"
+    },
+    {
+      "bytes": 1193,
+      "path": "custody/5376/REGISTERED-DRIVER-BINDING.json",
+      "sha256": "5af2ddafeb7b10989c27526dbbb88548a0c1fbd2179fb6c028b6fc991e8b5189"
+    },
+    {
+      "bytes": 91829,
+      "path": "custody/5376/SOURCE-CUSTODY.json",
+      "sha256": "3136daa9c1abfabfbefc6c8d0fd363a867a8f829bb28f15cb0d0e897a0f4e0df"
+    },
+    {
+      "bytes": 14062,
+      "path": "custody/5376/STATIC-RUNTIME-CLOSURE.json",
+      "sha256": "77627e1c7eea7caad39fde48276db8e321e6f0b4de5b16a22e3dfb253cd2232c"
+    },
+    {
+      "bytes": 190,
+      "path": "custody/5376/git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree",
+      "sha256": "7c36034e44c94c7bcc1380fa41bc08e15dddb90b8e8aa79a38935d143f655a4c"
+    },
+    {
+      "bytes": 864,
+      "path": "custody/5376/git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+      "sha256": "5e5956a1847a4b38df9aa194263a67997cb799e185d26452841f8e65eb9d424b"
+    },
+    {
+      "bytes": 575,
+      "path": "custody/5376/git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree",
+      "sha256": "b86777926b23d06339e922e520bb9d2aaa7eed869025b290ce7d8c046e013979"
+    },
+    {
+      "bytes": 1095,
+      "path": "custody/5376/git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+      "sha256": "7160cb4ff76c07eecb2c4db5b9a03ffeab6a92d0fa3df5ffe84a9caecff9fdee"
+    },
+    {
+      "bytes": 317,
+      "path": "custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "custody/5376/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 639,
+      "path": "custody/5376/git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+      "sha256": "120fe002ef15545ac3d84ceca71d250910d8cc5fa38497fe9507b7cbcd29cb8b"
+    },
+    {
+      "bytes": 14080,
+      "path": "custody/5376/git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree",
+      "sha256": "80b1f7f9361c1ca1b274d53a7505e9bad4d7bef9133c5ebbd7efa8eb4db2abba"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5376/git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+      "sha256": "bddc86228590b0582a6400e1e2fe21ae88ef1209501d1ab2753a65b453324be7"
+    },
+    {
+      "bytes": 411,
+      "path": "custody/5376/git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+      "sha256": "907d606c199315653dafa954f78f01ffb3c566ad9026176c4938f3c885a89bd9"
+    },
+    {
+      "bytes": 33,
+      "path": "custody/5376/git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+      "sha256": "7601a02f5cec2ea81443ce341cdae6235effff9b8af00b53a9a11ea3cae8928e"
+    },
+    {
+      "bytes": 390,
+      "path": "custody/5376/git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree",
+      "sha256": "bd304e94c3ccae394ed9c4abfda402dc35d5f3e1fc6aa28bfdfd963d1520ea5f"
+    },
+    {
+      "bytes": 470,
+      "path": "custody/5376/git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree",
+      "sha256": "fbb93e71a229d5d6c26116d2bbb75fae4f968b1bc60c39a369512257655610b3"
+    },
+    {
+      "bytes": 170,
+      "path": "custody/5376/git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+      "sha256": "2889bb624151a51fa87cf7ec80ce4af32beda1353aa561c19547110df652dabf"
+    },
+    {
+      "bytes": 30,
+      "path": "custody/5376/git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+      "sha256": "804a5d0560891949b7b932c173274502c7161b97b224c0af01c4ce8cfbce2e28"
+    },
+    {
+      "bytes": 506,
+      "path": "custody/5376/git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree",
+      "sha256": "b6f887683be17666e34ac9bfdd5bc9d468dc792367a61ede2067dd741657b2cd"
+    },
+    {
+      "bytes": 307,
+      "path": "custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+      "sha256": "a01c2009baf760d4470ca92cc4641b51b200d83073cd3dd3ea2fa9868946ea32"
+    },
+    {
+      "bytes": 324,
+      "path": "custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b"
+    },
+    {
+      "bytes": 335,
+      "path": "custody/5376/git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+      "sha256": "55f0b42ade64281a1de5c4a051a1b223acf64af1e9d1b733e453357ea144067a"
+    },
+    {
+      "bytes": 342,
+      "path": "custody/5376/git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree",
+      "sha256": "6c64645872fd0ea6340943eabd27d5209afcc4976b6aa14f67cc08627c6f4882"
+    },
+    {
+      "bytes": 432,
+      "path": "custody/5376/git-objects/907db531e24b8ea46a80548efca2904f41474877.tree",
+      "sha256": "a76592ad4e7fddefb7fdd42aed0538239233c6a391da91f2f8d1575d3348e979"
+    },
+    {
+      "bytes": 599,
+      "path": "custody/5376/git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree",
+      "sha256": "3764da0e59c2829d0e8b560feac19e71051d92411598a8abd46fa95b6f8fd7b9"
+    },
+    {
+      "bytes": 540,
+      "path": "custody/5376/git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree",
+      "sha256": "749b28b6460a03d190c39a75a98527b3fa698817e9c623ec339df1f3f6790b3d"
+    },
+    {
+      "bytes": 131,
+      "path": "custody/5376/git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree",
+      "sha256": "4f335d3dbc3d9a131022d2f5fd92a3b96d84e720f0ceb165e498ecaf0a762388"
+    },
+    {
+      "bytes": 45,
+      "path": "custody/5376/git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree",
+      "sha256": "53b0f09f8c5b3862b29b7a32b3363431f7a91d9ecd46e94c2699978a01d0b4d0"
+    },
+    {
+      "bytes": 105,
+      "path": "custody/5376/git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+      "sha256": "bfb4adae6acfa64ce09105ff6724d9da58434b66bc9433260c4918430a06eca5"
+    },
+    {
+      "bytes": 6708,
+      "path": "custody/5376/git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree",
+      "sha256": "7cf87a4313e462774f7e4f73985bf701a88f93eebda757b3fd079bb15dd11649"
+    },
+    {
+      "bytes": 72,
+      "path": "custody/5376/git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+      "sha256": "5b1543f94c67af60c10b08c90c03a019a20854123662a940997f22f0a31fb756"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5376/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "custody/5376/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 1307,
+      "path": "custody/5376/git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree",
+      "sha256": "727b0999f3afd17b8756efdc2eec96e5d76f9fcab111db9031814b7fbfbd0d54"
+    },
+    {
+      "bytes": 79,
+      "path": "custody/5376/git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+      "sha256": "ac9dc3e8c90ff2d698c9715d41507ecb2f90f07bcf69b2277f4a5b4ead2b65d1"
+    },
+    {
+      "bytes": 219665,
+      "path": "custody/5376/git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+      "sha256": "d819add4616ad7e6f5033b145b4d3e97c68171a6a72157310bf56c7d2a50b7ce"
+    },
+    {
+      "bytes": 14144,
+      "path": "custody/5376/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5376/git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23"
+    },
+    {
+      "bytes": 534,
+      "path": "custody/5376/git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+      "sha256": "be33c7800bff4b1185e39141229dec783a8bca1f384d26f3999069110820f208"
+    },
+    {
+      "bytes": 787,
+      "path": "custody/5376/git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+      "sha256": "f1ff4c4237df126c0fe164120d970451712d454d688878e7ac037f29c48b5089"
+    },
+    {
+      "bytes": 1710,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md",
+      "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f"
+    },
+    {
+      "bytes": 125818,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "payload_sha256": "dc47d96b5b651ba3446d73ac0710152f7de88547a0cb2bbd75706e691b6f0bd6",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 14291,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md",
+      "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8"
+    },
+    {
+      "bytes": 35042,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz",
+      "payload_sha256": "e497baacc300322b338f9e3e68d14937352bbf425aaaf5e759017c6c01e935c8",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 11063,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md",
+      "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91"
+    },
+    {
+      "bytes": 207673,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 23356,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "payload_sha256": "bc9de6d11fc3d5fb2141a1658785f2093ea1b735d34414ed15749df7d731b34e",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 3880,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md",
+      "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c"
+    },
+    {
+      "bytes": 13755,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce"
+    },
+    {
+      "bytes": 4131,
+      "path": "custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e"
+    },
+    {
+      "bytes": 4922,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json",
+      "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375"
+    },
+    {
+      "bytes": 77545,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 13144,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md",
+      "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11"
+    },
+    {
+      "bytes": 1499,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+      "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f"
+    },
+    {
+      "bytes": 13383,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md",
+      "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996"
+    },
+    {
+      "bytes": 11357,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 2456,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 12488,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md",
+      "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7"
+    },
+    {
+      "bytes": 3973,
+      "path": "custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 324,
+      "path": "custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b"
+    },
+    {
+      "bytes": 10009,
+      "path": "custody/5376/registered-driver/d50934faea13c2c1d72a4edd7f53875541ceae5e.tree",
+      "sha256": "f648ad5349df87593f664c1b57f205a3c7de1bde19c85e5372e34bd25d83a326"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5376/registered-driver/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23"
+    },
+    {
+      "bytes": 50854,
+      "path": "custody/5376/registered-driver/research_package.py",
+      "sha256": "8e07ddee4d8e1c70a278538b2758d423a298b96d5d1a18233dc29925696fc96f"
+    },
+    {
+      "bytes": 1113,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+      "sha256": "db9d35f73310a67420ea81704c556efcb09eb3750b2f2fba4581ab3c061f5b2e"
+    },
+    {
+      "bytes": 1133,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+      "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5"
+    },
+    {
+      "bytes": 12357,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md",
+      "sha256": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700"
+    },
+    {
+      "bytes": 11357,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 1064,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json",
+      "sha256": "053abc2297beefb4ba82d674ec3495f6cb3deea2d4880bfb635a1411d08199d0"
+    },
+    {
+      "bytes": 119055,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+      "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+    },
+    {
+      "bytes": 12775,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md",
+      "sha256": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a"
+    },
+    {
+      "bytes": 14219,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md",
+      "sha256": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce"
+    },
+    {
+      "bytes": 13528,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/README.md",
+      "sha256": "ee7dbe386bfc4ca2dfc38126ceb03011e9fd7eef3f7dc1b9ef9ed669a91ac162"
+    },
+    {
+      "bytes": 7171,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+      "sha256": "ecb2b8db8cad84d7dc187f1d8e844a6c0fe11f5e4ba24a4b945f304883332b0a"
+    },
+    {
+      "bytes": 1910,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json",
+      "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677"
+    },
+    {
+      "bytes": 7413,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json",
+      "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082"
+    },
+    {
+      "bytes": 7778,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json",
+      "sha256": "d151e705e86b9b840816cabf8a35326aa1a743921bb33326320cab1c27bdfbc9"
+    },
+    {
+      "bytes": 2484,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json",
+      "sha256": "a99403e42bfa05c35d28e84ae03dd820608adff08403d495973ec45b52e136e6"
+    },
+    {
+      "bytes": 2850,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py",
+      "sha256": "02762c23000ab44cb79f07949a384a19672b688fecb533006463ca73bd6435dc"
+    },
+    {
+      "bytes": 2683,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py",
+      "sha256": "a4d86293a0b645d44784504c4721396ab07b0c980f8fcc76bcb307f2fdcb0483"
+    },
+    {
+      "bytes": 12589,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/certify.py",
+      "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd"
+    },
+    {
+      "bytes": 5900,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py",
+      "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c"
+    },
+    {
+      "bytes": 8203,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/compact.py",
+      "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497"
+    },
+    {
+      "bytes": 6342,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json",
+      "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c"
+    },
+    {
+      "bytes": 8713,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json",
+      "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699"
+    },
+    {
+      "bytes": 345,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json",
+      "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b"
+    },
+    {
+      "bytes": 9000,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json",
+      "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081"
+    },
+    {
+      "bytes": 773,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json",
+      "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b"
+    },
+    {
+      "bytes": 780,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+      "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13"
+    },
+    {
+      "bytes": 777,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json",
+      "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92"
+    },
+    {
+      "bytes": 907,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+      "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8"
+    },
+    {
+      "bytes": 23029,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json",
+      "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0"
+    },
+    {
+      "bytes": 240388,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+      "payload_sha256": "03ad505c868b60c806e2af85824291b39c599becf2cb48d76e5b34860cbf63d2",
+      "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065"
+    },
+    {
+      "bytes": 35042,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+      "payload_sha256": "e497baacc300322b338f9e3e68d14937352bbf425aaaf5e759017c6c01e935c8",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 96307,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+      "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9"
+    },
+    {
+      "bytes": 3972,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md",
+      "sha256": "8b0e7e713f9843ee93863edd136b6a816060a4430778a6590d256b2a4d3c0907"
+    },
+    {
+      "bytes": 125818,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+      "payload_sha256": "dc47d96b5b651ba3446d73ac0710152f7de88547a0cb2bbd75706e691b6f0bd6",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 23356,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz",
+      "payload_sha256": "bc9de6d11fc3d5fb2141a1658785f2093ea1b735d34414ed15749df7d731b34e",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 5821,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+      "sha256": "d2a023bdb084b0e3cf6d9d2558a1b582fc14f023ad3368b15a9c4f378604e469"
+    },
+    {
+      "bytes": 3603,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json",
+      "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339"
+    },
+    {
+      "bytes": 1692,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json",
+      "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e"
+    },
+    {
+      "bytes": 3820,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json",
+      "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"
+    },
+    {
+      "bytes": 207673,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 1840,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py",
+      "sha256": "61ebe524a6bad88af9032395c8309ca75c3f5a2a305ac32c43ace2f7d6da74f7"
+    },
+    {
+      "bytes": 18733,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/provider.py",
+      "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385"
+    },
+    {
+      "bytes": 10034,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py",
+      "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b"
+    },
+    {
+      "bytes": 2456,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 18240,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/verify.py",
+      "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c"
+    },
+    {
+      "bytes": 14473,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py",
+      "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0"
+    },
+    {
+      "bytes": 17137,
+      "path": "custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py",
+      "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09"
+    },
+    {
+      "bytes": 6824,
+      "path": "custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "custody/5376/source-capsule/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 348,
+      "path": "custody/5402/OFFLINE-CUSTODY-VERIFICATION.json",
+      "sha256": "b2d476abf2a342464b659e9db2c5287c49af4a57ea6cbf28aea7fd3ae8373240"
+    },
+    {
+      "bytes": 4222,
+      "path": "custody/5402/POST-AUTHOR-RUN-HASHES.json",
+      "sha256": "dd56f934e9ae914de704ae2fbbaf19d29c9be84762e2e8f469e4b9d99b71ca31"
+    },
+    {
+      "bytes": 7585,
+      "path": "custody/5402/POST-EXPORT-HASHES.json",
+      "sha256": "c31f1913eb7101637802ade7719f73cbe61d8da189b8b97a933bc0aaef794b60"
+    },
+    {
+      "bytes": 7481,
+      "path": "custody/5402/PRE-EXECUTION-HASHES.json",
+      "sha256": "603042ef1ae25665097b6696709d3c1e7baa2a55b5dab138874e9ea4542769c9"
+    },
+    {
+      "bytes": 1193,
+      "path": "custody/5402/REGISTERED-DRIVER-BINDING.json",
+      "sha256": "d1bd5e9e3b9844c054f6cf7d4b968d9e9877f7ad94f3c6664be4da82c4445fc9"
+    },
+    {
+      "bytes": 3957,
+      "path": "custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json",
+      "sha256": "00f372a7628f9e2848790644dc995499e565c992a9df61c5df5e413d45e14f0c"
+    },
+    {
+      "bytes": 30105,
+      "path": "custody/5402/SOURCE-CUSTODY.json",
+      "sha256": "8c6b31227593ec62e5f36c944ce761bfe01dccaf12a0ee26143031b0c57d1dbf"
+    },
+    {
+      "bytes": 6151,
+      "path": "custody/5402/STATIC-RUNTIME-CLOSURE.json",
+      "sha256": "71bf089ce102ddd67238a8c219e7149d3fe95d9ed0183d518be929e4a27d8d62"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5402/git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254"
+    },
+    {
+      "bytes": 317,
+      "path": "custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "custody/5402/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 288,
+      "path": "custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c"
+    },
+    {
+      "bytes": 963,
+      "path": "custody/5402/git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree",
+      "sha256": "826d520986d86ee3129ec43bb9e1e7294c18c2f3e9fffa5e49413f2f242c7f19"
+    },
+    {
+      "bytes": 6799,
+      "path": "custody/5402/git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree",
+      "sha256": "9925ce9ff27d85508b1493dad6f33b38a03350bb6985f17b55f58ecf0966313b"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5402/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "custody/5402/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 389,
+      "path": "custody/5402/git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree",
+      "sha256": "47975947d6bd0ead896cdbaf984003a82182765463de059329a7dbbef4d2b474"
+    },
+    {
+      "bytes": 219673,
+      "path": "custody/5402/git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+      "sha256": "fad02201d0903771696a5563872fb6b73dd4cf62462dd78db6d829ed6a0d4280"
+    },
+    {
+      "bytes": 1033,
+      "path": "custody/5402/git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree",
+      "sha256": "d7defe0d73092f0b62ba6765a1e41b74050e68a15bd2d69eb70b0e1c75c96d2e"
+    },
+    {
+      "bytes": 14144,
+      "path": "custody/5402/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 5495,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "bytes": 77545,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 281582,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 969,
+      "path": "custody/5402/registered-driver/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254"
+    },
+    {
+      "bytes": 288,
+      "path": "custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c"
+    },
+    {
+      "bytes": 10059,
+      "path": "custody/5402/registered-driver/681ae2e88caef63561bee40bc1a6916cba335f0b.tree",
+      "sha256": "ba7a149ebbfda2fc9a82dedb279df0e11a06ffdbbd2bed7b601c20349436d0f5"
+    },
+    {
+      "bytes": 50854,
+      "path": "custody/5402/registered-driver/research_package.py",
+      "sha256": "8e07ddee4d8e1c70a278538b2758d423a298b96d5d1a18233dc29925696fc96f"
+    },
+    {
+      "bytes": 281582,
+      "path": "custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "custody/5402/source-capsule/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "custody/5402/source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 3247,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543"
+    },
+    {
+      "bytes": 12418,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 2056,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 7119,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json",
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3"
+    },
+    {
+      "bytes": 1461,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json",
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4"
+    },
+    {
+      "bytes": 5482,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json",
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+    },
+    {
+      "bytes": 94039,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/WORD.json.gz",
+      "payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 28568,
+      "path": "custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    },
+    {
+      "bytes": 3304,
+      "path": "custody/verify_custody.py",
+      "sha256": "6c0a3172fbe89989ea56450dd067c73e37871dfbd9b6a8c8b7edefc0f2616908"
+    },
+    {
+      "bytes": 1379,
+      "path": "engine_adapter.py",
+      "sha256": "f50f67691fd9e59759241f02fa5a7a310a9e31c323093455613528d130434352"
+    },
+    {
+      "bytes": 2249,
+      "path": "receipt_guard.py",
+      "sha256": "4550a708cadb89d1d385984cf604717276bdafbe30ca1065d0f80db65b283b6b"
+    },
+    {
+      "bytes": 4160,
+      "path": "reports/acceptance/BINDINGS.json",
+      "sha256": "71a6ea60346727921e997511c0741e31c7259f53e667105c692c1dbe7580ed3c"
+    },
+    {
+      "bytes": 7432,
+      "path": "reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md",
+      "sha256": "5d17bd0a7af1d38072731b62adfdfc092646a186a3a20dc19b1de1673a77b339"
+    },
+    {
+      "bytes": 7344,
+      "path": "reports/acceptance/GATE-MAP.md",
+      "sha256": "b5b95c382986249c202c3897a09912e34a0b4160a5588c374c946bb82ff10317"
+    },
+    {
+      "bytes": 839,
+      "path": "reports/acceptance/README.md",
+      "sha256": "5e6670fcbd373f3c3baf97bd9cc3701ae95f044a0393192013b5c51263770d27"
+    },
+    {
+      "bytes": 12994,
+      "path": "reports/acceptance/REVIEW.md",
+      "sha256": "1a8522ce52a59deaa785bf04b938678da7dbab3b4a0b678be3fd672e430718e6"
+    },
+    {
+      "bytes": 3032,
+      "path": "reports/acceptance/SAME-CHART-REVIEW.md",
+      "sha256": "4014f361e8deaa3655f77ca32d9c92ebf099695a68cbfac83bc8e4ce012f651a"
+    },
+    {
+      "bytes": 918,
+      "path": "reports/algebra/REPLAY-EXPECTED-PROVENANCE.json",
+      "sha256": "d708dff083070d302558f68414dc2c2092b6a97b905625c6e26ca8c7e1099dd6"
+    },
+    {
+      "bytes": 10882,
+      "path": "reports/algebra/REPLAY-EXPECTED.json",
+      "sha256": "1a2fe8b7568d515caffff7f4ea0dcde49c238ac310226fce54f583d28ba105d7"
+    },
+    {
+      "bytes": 10489,
+      "path": "reports/algebra/REPORT.md",
+      "sha256": "d521185710b93c328b28b3933ea26dda9b5509f563bd5fe0852957daa455c557"
+    },
+    {
+      "bytes": 10774,
+      "path": "reports/algebra/RESULT.json",
+      "sha256": "e5b325235eeb6c976a8dc568df838f609fcca0f52945f00bb6b2e9a973a1a11b"
+    },
+    {
+      "bytes": 936,
+      "path": "reports/algebra/RUN-REQUEST.json",
+      "sha256": "de7a2168effb21ce77508ad0046b26bc53753fb17137fab76d5500d655d686bc"
+    },
+    {
+      "bytes": 2630,
+      "path": "reports/algebra/RUNTIME.json",
+      "sha256": "a9c61b97535d91999b9c5dc49304b90296436b024490701cb345deedfdaaf4bb"
+    },
+    {
+      "bytes": 1122,
+      "path": "reports/algebra/SAME-CHART-CACHE-MUTANT.json",
+      "sha256": "c8224338d3143f36ba5668908064971f11e2e684a80d9097b1bbd922cf152b15"
+    },
+    {
+      "bytes": 5345,
+      "path": "reports/budget/LIVE-5405-INTAKE.json",
+      "sha256": "7b00443affcc2973f133854efa3840bcdf4f582241b838b66642e829a7120efd"
+    },
+    {
+      "bytes": 7221,
+      "path": "reports/budget/LOCAL-ENVELOPE-PROOF.md",
+      "sha256": "3076fa358f1ff0c1a3b4ebee513a3f1250c3615d42eb73bf12450cfe5f143a24"
+    },
+    {
+      "bytes": 5805,
+      "path": "reports/budget/LOCAL-ENVELOPE-v1.json",
+      "sha256": "f99bc2dd5f60b38d6ee9617fac9fb1f03ce9c5f10455650ccf2f7acc54bb490f"
+    },
+    {
+      "bytes": 12452,
+      "path": "reports/budget/REPORT-v3.md",
+      "sha256": "27db6525ce5aa1bd8fc3c294e011ce9bbb864c099c3a3f187e33f6051f197310"
+    },
+    {
+      "bytes": 12452,
+      "path": "reports/budget/REPORT.md",
+      "sha256": "27db6525ce5aa1bd8fc3c294e011ce9bbb864c099c3a3f187e33f6051f197310"
+    },
+    {
+      "bytes": 22635,
+      "path": "reports/budget/RESULT-v3.json",
+      "sha256": "3918ce76fabf77199f18756249b13067c3d2319b67dfbab86d922de463320def"
+    },
+    {
+      "bytes": 4156,
+      "path": "reports/budget/TOTAL-BUDGET-v3.json",
+      "sha256": "9ceb95397fc3a876ed3dd53f9c2a2bf65dbf3812b138f868ebc5e2e17b022929"
+    },
+    {
+      "bytes": 1222,
+      "path": "reports/clifford-proof/CONCLUSION.json",
+      "sha256": "c13c2db7f6e045d03e4e4b42ffa0af2a6b627865a45117f84b687cd91a8e6f80"
+    },
+    {
+      "bytes": 1112,
+      "path": "reports/clifford-proof/RESULT.json",
+      "sha256": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c"
+    },
+    {
+      "bytes": 12033,
+      "path": "reports/clifford-proof/REVIEW.md",
+      "sha256": "8d3d6b752cb8603c2945d59cdb7d236389ebe16231ff6669d0df99764a345108"
+    },
+    {
+      "bytes": 960,
+      "path": "reports/clifford-proof/SOURCE-MANIFEST.json",
+      "sha256": "59f2bebd1ac5f49523ff01ee82e7ed01f786089683cf0f238a812e2777351def"
+    },
+    {
+      "bytes": 9963,
+      "path": "reports/diagnostics/REPORT-before-literal-scale-correction.md",
+      "sha256": "de00b3c1def634c630e29f670881d1ee8b858dcab9051c546835229ad513a704"
+    },
+    {
+      "bytes": 22538,
+      "path": "reports/diagnostics/RESULT-conservative-v1.json",
+      "sha256": "62842778ec9467579c04280182c7c591c1c73abe38034231c40cf5e00238861c"
+    },
+    {
+      "bytes": 4156,
+      "path": "reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json",
+      "sha256": "38d432cf1cf28853836eca7ee2f9a718cefd0742a401f5f3029a21a3ddd2dfde"
+    },
+    {
+      "bytes": 10454,
+      "path": "reports/diagnostics/screen-conservative-v1.py",
+      "sha256": "1046234495045ffc83226d698af0f26bbe061dba9c3059c7a1124b7ce8e86e46"
+    },
+    {
+      "bytes": 1025,
+      "path": "reports/packaging/GUARD-CONTROLS.json",
+      "sha256": "b84eb28addc17e9fd15ea9f2cba775b854347e77b06e5c52aed11468b98829b7"
+    },
+    {
+      "bytes": 766,
+      "path": "reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json",
+      "sha256": "48ef37249717823757995af07d9913affc880b53026d2c36c061086cfd760396"
+    },
+    {
+      "bytes": 3069,
+      "path": "reports/provenance/REPORT.md",
+      "sha256": "5d7b2ea72935ca1b5a9f962c35e781c2c4501df8f7c53af9073351424be3c32c"
+    },
+    {
+      "bytes": 1920,
+      "path": "reports/provenance/RESULT.json",
+      "sha256": "718995cfd673ee36dfca1d397ae0ddb64150e9e5dc743860d026d4c728dfd241"
+    },
+    {
+      "bytes": 865,
+      "path": "reports/root-runs/clifford5376-independent-pilot/RECEIPT.json",
+      "sha256": "ee289f8b74d9ff760d5e1b45e327b8ce3b431ca302ec91f6f86213f84cde3ab3"
+    },
+    {
+      "bytes": 1112,
+      "path": "reports/root-runs/clifford5376-independent-pilot/stdout.log",
+      "sha256": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c"
+    },
+    {
+      "bytes": 780,
+      "path": "reports/root-runs/provider5402-author-registered/RECEIPT.json",
+      "sha256": "f08ff9410f5b9908ed76ca4191945cb75acd945d23070c1862d141bf28bf364b"
+    },
+    {
+      "bytes": 1263,
+      "path": "reports/root-runs/provider5402-author-registered/stdout.log",
+      "sha256": "55ab1283e19d6f304b9f5a69b8509674bdf7eb79948cd785cbf92061cb411163"
+    },
+    {
+      "bytes": 771,
+      "path": "reports/root-runs/provider5402-budget-final-v3/RECEIPT.json",
+      "sha256": "51dac1cf61660b342c3346e2f61bb0b4d3d49703d904266aa62f911e67330309"
+    },
+    {
+      "bytes": 175,
+      "path": "reports/root-runs/provider5402-budget-final-v3/stdout.log",
+      "sha256": "32fde6ed6a8a21cbcd27c1b95fcb3cd2e91d9222d7773cb5124b0c50c0631d98"
+    },
+    {
+      "bytes": 744,
+      "path": "reports/root-runs/provider5402-independent-algebra/RECEIPT.json",
+      "sha256": "e79403fc2d7e71a9a4aecaf492757bb3ac89fd5ca1765c8da1bd261f11767ad4"
+    },
+    {
+      "bytes": 391,
+      "path": "reports/root-runs/provider5402-independent-algebra/stdout.log",
+      "sha256": "690b1a619233a55701d5e06997ef4c61e5fbcbab5519c317276853a4d42b61ec"
+    },
+    {
+      "bytes": 768,
+      "path": "reports/root-runs/provider5402-independent-budget/RECEIPT.json",
+      "sha256": "369d48d7096cb494358da43d01333492cb1cf0b6aecace6ab33e10dfa13dd659"
+    },
+    {
+      "bytes": 1201,
+      "path": "reports/root-runs/provider5402-independent-budget/stdout.log",
+      "sha256": "95c8284304f2bfe5d7cf080b3d6e3fc4197edc0b9c7868fa35ff84bd05c37846"
+    },
+    {
+      "bytes": 766,
+      "path": "reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json",
+      "sha256": "5804c78debcb3af5094aec94f66e99b03d275357d31d83258fd1b3677cd9e006"
+    },
+    {
+      "bytes": 175,
+      "path": "reports/root-runs/provider5402-independent-budget-fixed/stdout.log",
+      "sha256": "79b9b8bd80c146518d16f58cefb7e701226e09ce5ef86b98ed3ff0e68634a349"
+    },
+    {
+      "bytes": 779,
+      "path": "reports/root-runs/provider5402-local-envelope/RECEIPT.json",
+      "sha256": "a0f8cf240f23b5ddc52868d7e3d77d7e28100c989f93fae4b4487ffda4967e78"
+    },
+    {
+      "bytes": 187,
+      "path": "reports/root-runs/provider5402-local-envelope/stdout.log",
+      "sha256": "1a27db01ba466c1ea58cf2bc1e8c6909b10ab6cb5144354f5fc4747fc3ef0350"
+    },
+    {
+      "bytes": 772,
+      "path": "reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json",
+      "sha256": "15ff49f21e110782ea6dcbbe2196e22790241f42c3eb823a5a7211a2b2ed2a4e"
+    },
+    {
+      "bytes": 1010,
+      "path": "reports/root-runs/provider5402-same-chart-cache-control/stdout.log",
+      "sha256": "afc4e5719c0e7cf1b2c8c1770d6d5f5f3c8b9411df6b7644419cc138b9be9261"
+    },
+    {
+      "bytes": 13142,
+      "path": "source_guard.py",
+      "sha256": "d91d376d0ff60a3d893cf355f351a28ec0dc7bb028a2f70353596346317ca893"
+    }
+  ],
+  "frozen_engines": {
+    "capsule/agents/algebra/check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf",
+    "capsule/agents/algebra/check_same_chart_cache_mutant.py": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad",
+    "capsule/agents/algebra/phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba",
+    "capsule/agents/algebra/prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9",
+    "capsule/agents/algebra/provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c",
+    "capsule/agents/budget/envelope-inputs/clifford_exact.py": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+    "capsule/agents/budget/envelope-inputs/verify.py": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e",
+    "capsule/agents/budget/independent_local_envelope.py": "11d8b361adacac9ae44985ffa8a83ff0e9de47e94571e486427baa7201da7715",
+    "capsule/agents/budget/independent_price_engine.py": "9ef7ee4082631566eb7903c3e21e517ef58039dca2a47104a2279c459589eb47",
+    "capsule/agents/budget/screen_v3.py": "9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e",
+    "capsule/agents/clifford-proof/independent_audit.py": "d7045d7e09291e7a38ff15431b17e6ef4b869a6e80414edc0d31c951c835c43e"
+  },
+  "schema_version": 1,
+  "source_origin": "Source-custody reports bind actual capsule and declared source bytes through vendored raw commit/tree/blob chains; source_guard verifies all chains without Git.",
+  "trust_anchor": "Committed/exported verify.py pins this inventory and helper/command bytes; do not regenerate pins to bless changed scientific claims."
+}
diff --git a/research/coupled-provider-independent-audit/SOURCES.json b/research/coupled-provider-independent-audit/SOURCES.json
new file mode 100644
index 0000000000..75b7c6846e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/SOURCES.json
@@ -0,0 +1,24 @@
+{
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "files": [
+    {
+      "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+      "path": "certificates/selected-result.json",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038",
+      "usage": "provenance"
+    },
+    {
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "path": "docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72",
+      "usage": "provenance"
+    }
+  ],
+  "review_sources": {
+    "clifford5376": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+    "provider5402": "3348fccea855082786d5f0fc5558b73d4974e745"
+  },
+  "schema_version": 1,
+  "source_binding_policy": "Authenticate actual working bytes and vendored raw commit/tree/blob membership before engine execution; no Git, network or external checkout required at runtime.",
+  "vendored_source_bindings": "SOURCE-BINDINGS.json"
+}
diff --git a/research/coupled-provider-independent-audit/TASK.json b/research/coupled-provider-independent-audit/TASK.json
new file mode 100644
index 0000000000..2915131736
--- /dev/null
+++ b/research/coupled-provider-independent-audit/TASK.json
@@ -0,0 +1,112 @@
+{
+  "actual_scope": "Independent #5402 partial provider algebra/ownership/phase admission and explicitly conditional closure budget, with companion bounded #5376 written-proof/certificate audit.",
+  "ai_assistance": "Substantial OpenAI Codex assistance in independent code, mathematical review, source custody, verification and packaging.",
+  "assignment": {
+    "budget": "Explicit donor assignment; positive executions are serialized under the coordinator's separate run guards.",
+    "selection": "explicit donor assignment"
+  },
+  "author": "Chris R / Clear1nsight",
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "bottleneck_link": "https://github.com/CrocSwap/integer-mult-bounds/pull/5402",
+  "claim": "No completed caller, autonomous credit for the eight coupled outputs, frontier gain or new kappa.",
+  "evidence": "README.md; reports/algebra, reports/budget, reports/clifford-proof, reports/acceptance; raw root receipts and offline source custody. Final registered and read-only export execution remain root-owned gates.",
+  "novel_coverage": "Reconstruct actual source caches, complete original/owned formal rows, ordered physical phases, changed literal cost census and complete comparator ledger; isolate missing closure targets and positive certificate boundaries.",
+  "open_questions": [
+    {
+      "blocked_by": "Missing portable closure definitions, paid jobs, lost targets and caller precision/compiler/outer funding.",
+      "first_step": "Publish exact ordered A/S or alternative physical words, charts, helper-tail schedule and all arbitrary-input/owned endpoints.",
+      "question": "Can an actual typed caller close the eight coupled outputs within a fully charged profile?",
+      "why_it_matters": "The current coupled H fields earn zero autonomous credit and conditional budgets do not construct a consumer."
+    },
+    {
+      "blocked_by": "No separate small positive proof certificate currently supplied.",
+      "first_step": "Specify a positive receipt plus exact native/dense schema conversion and source binding.",
+      "question": "Can compact positive Clifford equality have a small independently checked positive proof receipt?",
+      "why_it_matters": "The existing literal witness checker proves negative nonzero entries; positive equality trusts expansion and trace/merge execution."
+    }
+  ],
+  "original_card": {
+    "acceptance_gate": "Demonstrate independence, source binding, positive cases and semantic failure controls. Name the existing checks and the missing coverage. More digits or another equivalent evaluation of an unchanged root is not by itself new verification coverage.",
+    "allowed_variations": [
+      "Reconstruct either a source ledger or a numeric enclosure with a different method."
+    ],
+    "bottleneck_link": "Independent pricing prevents unsupported frontier claims and can reveal genuine accounting slack.",
+    "existing_checks": [
+      {
+        "evidence": "research/staged544-mixed-fourth-entry/README.md",
+        "remaining": "Independent binding of changed construction to paid histogram, distinct from full admission.",
+        "scope": "PR #4088: mixed local/owner/phase ledger and moment reported.",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129",
+        "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+        "status": "author-checked"
+      },
+      {
+        "evidence": "research/staged-fourth-mixture-ceiling/README.md",
+        "remaining": "Validate dual, exhaustive pattern scope and exact source equivalence before applying to newer fills.",
+        "scope": "PR #4091: sharp pooled ceiling proposed for fixed THREE/FOUR words and inventory.",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129",
+        "source_commit": "a29bdd8f56cd18b805917775cdec09ff935eddc4",
+        "status": "author-checked"
+      },
+      {
+        "evidence": "research/r437-two-window-carrier/README.md",
+        "remaining": "Independent full cost delta; remaining caller/precision/stock obligations are separate.",
+        "scope": "PR #4067: paid (2,2) to (1,3) exchange and fixed OQ4 host reported.",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129",
+        "source_commit": "a95f11c52e3ca1e4c5171b3c20d8f4b0815aee2e",
+        "status": "author-checked"
+      }
+    ],
+    "first_experiment": "Independently reconstruct one changed ledger or pooled certificate with a positive case and a semantic failure control. Compare exact sources and name what existing checks miss. Keep this separate from supplier-boundary-audit (ordinary/outer dispatch) and uniform-transfer-audit (all-size proof). Stop after the chosen implication; more digits of an unchanged root are not additional mechanism coverage.",
+    "first_step": {
+      "command": [
+        "python3",
+        "-B",
+        "scripts/research_baseline.py"
+      ],
+      "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+      "inspect": "Choose one uncovered implication in #4088 literal mixed fill, #4091 pooled dual/model binding or #4067 changed frame/host bill. #4091 pins an earlier #4088 head: validate word, capacity and stock equivalence before applying that ceiling to the later fill.",
+      "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+    },
+    "id": "independent-moment",
+    "methods": [
+      "Independently reconstruct one changed paid ledger or pooled dual with exact source and model binding.",
+      "Check a genuinely uncovered moment implication with a different enclosure method and semantic controls."
+    ],
+    "overlap_terms": [
+      "independent moment",
+      "rank histogram",
+      "exact enclosure",
+      "2979",
+      "rank7 joint endframes",
+      "paired extraction",
+      "joint lowering",
+      "4088",
+      "4091",
+      "4067",
+      "staged544-mixed-fourth-entry",
+      "staged-fourth-mixture-ceiling",
+      "r437-two-window-carrier"
+    ],
+    "question": "Does a new paid-profile or mixture-ceiling claim have independent source-bound coverage of its actual changed ledger?",
+    "scope_change_triggers": [
+      "Importing the primary function and calling its output independent verification.",
+      "Calling an aggregate histogram or source archive an independently accepted physical supplier."
+    ],
+    "starting_points": [
+      "docs/research/research-family-status.md",
+      "certificates/selected-result.json",
+      "research/staged544-mixed-fourth-entry/README.md",
+      "research/staged-fourth-mixture-ceiling/README.md",
+      "research/r437-two-window-carrier/README.md"
+    ]
+  },
+  "outcome": "partial",
+  "priority_revision": 7,
+  "publication_transport_status": "Pending final registered normal/optimized, committed-byte/source-history/export and root acceptance gates.",
+  "schema_version": 1,
+  "scope_change_reason": "Direct donor assignment selected the changed provider and closure ledger instead of the historical card examples; parallel bounded Clifford proof review was explicitly authorized.",
+  "scope_status": "refined",
+  "stop_rule": "Stop at one independent partial-component admission plus typed conditional budget and bounded companion review; do not invent or search an unpriced closure.",
+  "task_id": "independent-moment"
+}
diff --git a/research/coupled-provider-independent-audit/VERIFY.json b/research/coupled-provider-independent-audit/VERIFY.json
new file mode 100644
index 0000000000..d1a7ec06e6
--- /dev/null
+++ b/research/coupled-provider-independent-audit/VERIFY.json
@@ -0,0 +1,351 @@
+{
+  "commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Fresh actual-byte/source-origin custody; serial independent provider algebra, legal same-chart content mutant, corrected conditional closure moments, two-norm local envelope and bounded Clifford oracle. Scientific source is compiled with optimize=0 in both wrapper modes to preserve assertions. Frozen author pair is reused, never rerun. No complete caller, new kappa or full #5376 provider/fusion acceptance.",
+      "timeout_seconds": 300
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Fresh actual-byte/source-origin custody; serial independent provider algebra, legal same-chart content mutant, corrected conditional closure moments, two-norm local envelope and bounded Clifford oracle. Scientific source is compiled with optimize=0 in both wrapper modes to preserve assertions. Frozen author pair is reused, never rerun. No complete caller, new kappa or full #5376 provider/fusion acceptance.",
+      "timeout_seconds": 300
+    }
+  ],
+  "input_inventory": "SOURCE-BINDINGS.json authenticates all actual package-local bytes and raw Git membership; read-only Git-free export supported.",
+  "inputs": [],
+  "package_local_inputs": [
+    "research/coupled-provider-independent-audit/.gitattributes",
+    "research/coupled-provider-independent-audit/CLAIMS.json",
+    "research/coupled-provider-independent-audit/COMMANDS.json",
+    "research/coupled-provider-independent-audit/README.md",
+    "research/coupled-provider-independent-audit/SOURCE-BINDINGS.json",
+    "research/coupled-provider-independent-audit/SOURCES.json",
+    "research/coupled-provider-independent-audit/TASK.json",
+    "research/coupled-provider-independent-audit/VERIFY.json",
+    "research/coupled-provider-independent-audit/capsule/agents/algebra/check_provider.py",
+    "research/coupled-provider-independent-audit/capsule/agents/algebra/check_same_chart_cache_mutant.py",
+    "research/coupled-provider-independent-audit/capsule/agents/algebra/phase_exact.py",
+    "research/coupled-provider-independent-audit/capsule/agents/algebra/prior_dyadic_engine.py",
+    "research/coupled-provider-independent-audit/capsule/agents/algebra/provider_rows.py",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/PHYSICAL.md",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/SOURCES.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/clifford_exact.py",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/verify.py",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/independent_local_envelope.py",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/independent_price_engine.py",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/ALL-PINS.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/NORMALIZERS.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROOF.md",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROVIDER.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/README.md",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-PINS.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-WORD.json.gz",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCES.json",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/inputs/WORD.json.gz",
+    "research/coupled-provider-independent-audit/capsule/agents/budget/screen_v3.py",
+    "research/coupled-provider-independent-audit/capsule/agents/clifford-proof/independent_audit.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/LICENSE",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/README.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/TASK.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/certify.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/compact.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PHASES.json.gz",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WORD.json.gz",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/coupled-provider-independent-audit/capsule/clifford-repository/research/universal-dirty-certificates/fields.py",
+    "research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/NORMALIZERS.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/PHYSICAL.md",
+    "research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/clifford_exact.py",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODE.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODED-PROOF.md",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/SOURCE-WORD.json.gz",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROOF.md",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROVIDER.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/README.md",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/SOURCES.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/TASK.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/VERIFY.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WITNESS.json",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WORD.json.gz",
+    "research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/verify.py",
+    "research/coupled-provider-independent-audit/custody/5376/LATEST-COMMIT-CHANGE.json",
+    "research/coupled-provider-independent-audit/custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json",
+    "research/coupled-provider-independent-audit/custody/5376/OFFLINE-CUSTODY-VERIFICATION.json",
+    "research/coupled-provider-independent-audit/custody/5376/POST-EXPORT-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5376/PRE-EXECUTION-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5376/REGISTERED-DRIVER-BINDING.json",
+    "research/coupled-provider-independent-audit/custody/5376/SOURCE-CUSTODY.json",
+    "research/coupled-provider-independent-audit/custody/5376/STATIC-RUNTIME-CLOSURE.json",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/907db531e24b8ea46a80548efca2904f41474877.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+    "research/coupled-provider-independent-audit/custody/5376/git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py",
+    "research/coupled-provider-independent-audit/custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+    "research/coupled-provider-independent-audit/custody/5376/registered-driver/d50934faea13c2c1d72a4edd7f53875541ceae5e.tree",
+    "research/coupled-provider-independent-audit/custody/5376/registered-driver/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+    "research/coupled-provider-independent-audit/custody/5376/registered-driver/research_package.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/README.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/certify.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/compact.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/coupled-provider-independent-audit/custody/5376/source-capsule/research/universal-dirty-certificates/fields.py",
+    "research/coupled-provider-independent-audit/custody/5402/OFFLINE-CUSTODY-VERIFICATION.json",
+    "research/coupled-provider-independent-audit/custody/5402/POST-AUTHOR-RUN-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5402/POST-EXPORT-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5402/PRE-EXECUTION-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5402/REGISTERED-DRIVER-BINDING.json",
+    "research/coupled-provider-independent-audit/custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json",
+    "research/coupled-provider-independent-audit/custody/5402/SOURCE-CUSTODY.json",
+    "research/coupled-provider-independent-audit/custody/5402/STATIC-RUNTIME-CLOSURE.json",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree",
+    "research/coupled-provider-independent-audit/custody/5402/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz",
+    "research/coupled-provider-independent-audit/custody/5402/registered-driver/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+    "research/coupled-provider-independent-audit/custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+    "research/coupled-provider-independent-audit/custody/5402/registered-driver/681ae2e88caef63561bee40bc1a6916cba335f0b.tree",
+    "research/coupled-provider-independent-audit/custody/5402/registered-driver/research_package.py",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODE.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/README.md",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WORD.json.gz",
+    "research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py",
+    "research/coupled-provider-independent-audit/custody/verify_custody.py",
+    "research/coupled-provider-independent-audit/engine_adapter.py",
+    "research/coupled-provider-independent-audit/receipt_guard.py",
+    "research/coupled-provider-independent-audit/reports/acceptance/BINDINGS.json",
+    "research/coupled-provider-independent-audit/reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md",
+    "research/coupled-provider-independent-audit/reports/acceptance/GATE-MAP.md",
+    "research/coupled-provider-independent-audit/reports/acceptance/README.md",
+    "research/coupled-provider-independent-audit/reports/acceptance/REVIEW.md",
+    "research/coupled-provider-independent-audit/reports/acceptance/SAME-CHART-REVIEW.md",
+    "research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED-PROVENANCE.json",
+    "research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED.json",
+    "research/coupled-provider-independent-audit/reports/algebra/REPORT.md",
+    "research/coupled-provider-independent-audit/reports/algebra/RESULT.json",
+    "research/coupled-provider-independent-audit/reports/algebra/RUN-REQUEST.json",
+    "research/coupled-provider-independent-audit/reports/algebra/RUNTIME.json",
+    "research/coupled-provider-independent-audit/reports/algebra/SAME-CHART-CACHE-MUTANT.json",
+    "research/coupled-provider-independent-audit/reports/budget/LIVE-5405-INTAKE.json",
+    "research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-PROOF.md",
+    "research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-v1.json",
+    "research/coupled-provider-independent-audit/reports/budget/REPORT-v3.md",
+    "research/coupled-provider-independent-audit/reports/budget/REPORT.md",
+    "research/coupled-provider-independent-audit/reports/budget/RESULT-v3.json",
+    "research/coupled-provider-independent-audit/reports/budget/TOTAL-BUDGET-v3.json",
+    "research/coupled-provider-independent-audit/reports/clifford-proof/CONCLUSION.json",
+    "research/coupled-provider-independent-audit/reports/clifford-proof/RESULT.json",
+    "research/coupled-provider-independent-audit/reports/clifford-proof/REVIEW.md",
+    "research/coupled-provider-independent-audit/reports/clifford-proof/SOURCE-MANIFEST.json",
+    "research/coupled-provider-independent-audit/reports/diagnostics/REPORT-before-literal-scale-correction.md",
+    "research/coupled-provider-independent-audit/reports/diagnostics/RESULT-conservative-v1.json",
+    "research/coupled-provider-independent-audit/reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json",
+    "research/coupled-provider-independent-audit/reports/diagnostics/screen-conservative-v1.py",
+    "research/coupled-provider-independent-audit/reports/packaging/GUARD-CONTROLS.json",
+    "research/coupled-provider-independent-audit/reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json",
+    "research/coupled-provider-independent-audit/reports/provenance/REPORT.md",
+    "research/coupled-provider-independent-audit/reports/provenance/RESULT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/stdout.log",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json",
+    "research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/stdout.log",
+    "research/coupled-provider-independent-audit/source_guard.py",
+    "research/coupled-provider-independent-audit/verify.py"
+  ],
+  "python": "3.12",
+  "requirements": [],
+  "schema_version": 1,
+  "status": "ready"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/algebra/check_provider.py b/research/coupled-provider-independent-audit/capsule/agents/algebra/check_provider.py
new file mode 100644
index 0000000000..e46b6bc6d3
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/algebra/check_provider.py
@@ -0,0 +1,237 @@
+#!/usr/bin/env python3
+"""Independent provider algebra, ownership, basis and physical phase audit."""
+import argparse, copy, gzip, hashlib, json, time
+from collections import Counter
+from fractions import Fraction as F
+from pathlib import Path
+from prior_dyadic_engine import require, initial, linear, rational_row, warped
+from provider_rows import interpret
+import phase_exact as ph
+
+HERE=Path(__file__).resolve().parent
+ROOT=HERE.parents[1]/'repository'
+P=ROOT/'research/native-rank8-helper-provider'
+MODE=[224,225,227,229,240,241,256,257]
+SOURCE='research/native-center-free-code/SOURCE-WORD.json.gz'
+
+def add(a,b,q=F(1)):
+    for j,v in b.items():
+        a[j]=a.get(j,F(0))+q*v
+        if not a[j]:del a[j]
+
+def scalar(row):
+    rr=rational_row(row)
+    require(all(not word and role[0]=='L' for role,word in rr), 'row retains native word or owned dirt')
+    return {role[1]:v for (role,word),v in rr.items()}
+
+def basis(program,rows,c,frame):
+    out=[dict(r) for r in rows]
+    for e in program:
+        tag,dst=e[:2]
+        require(224<=dst<632 and c['start' if frame==0 else 'final'][dst]==frame,'basis physical chart')
+        if tag=='add':
+            src,q=e[2],F(e[3]);require(dst!=src and 224<=src<632 and c['start' if frame==0 else 'final'][src]==frame,'basis source chart')
+            require(q.denominator&(q.denominator-1)==0,'basis ADD dyadic')
+            add(out[dst],out[src],q)
+        else:
+            require(tag=='scale','basis cannot erase or borrow scratch')
+            q=F(e[2]);require(q and abs(q.numerator)&(abs(q.numerator)-1)==0 and q.denominator&(q.denominator-1)==0,'basis SCALE signed power of two')
+            out[dst]={j:q*v for j,v in out[dst].items() if q*v}
+    return out
+
+def decode(source,changed):
+    old=source['programs']['backward'];j=0;caches={};centers={};zeros={}
+    for i,e in enumerate(old):
+        require(j<len(changed),'truncated native word')
+        if changed[j]==e:j+=1
+        elif e[0]=='center':
+            a,b=changed[j:j+2];slot=tuple(b[1][2])
+            require(a==['scalar',['clear',['C',0]],e[3]] and b==['scalar',['copy',['C',0],list(slot)],e[3]],'center replacement exact binding')
+            require(slot in caches and caches[slot]['frame']==e[3],'cache same physical frame')
+            centers[i]={'slot':slot,'frame':e[3]};j+=2
+        else:
+            require(e[0]=='climb' and e[5]==1,'unexplained source-word change')
+            require(changed[j]==['zero_retag',e[2],e[3],e[4]],'exact removed H1 retag')
+            zeros[i]={'role':('L',e[2]),'frame':e[3]};j+=1
+        if j+1<len(changed) and changed[j][0]=='scalar' and changed[j][1][0]=='clear' and changed[j][1][1][0]=='C' and changed[j][1][1][1]>0:
+            a,b=changed[j:j+2];slot=tuple(a[1][1]);frame=a[2]
+            require(slot not in caches and b[0]=='scalar' and b[1][:2]==['copy',list(slot)] and b[2]==frame,'cache production')
+            caches[slot]={'event':i,'role':tuple(b[1][2]),'frame':frame};j+=2
+    require(j==len(changed),'unexpected trailing native traffic')
+    require(len(caches)==len(centers)==len(zeros)==8 and set(caches)=={('C',i) for i in range(1,9)},'eight independent caches and deletions')
+    require(max(r['event'] for r in caches.values())<min(centers),'all eight caches simultaneously retained')
+    require(Counter(r['slot'] for r in centers.values())==Counter(caches.keys()),'each cache consumed at one deleted center')
+    return caches,centers,zeros
+
+def main(out):
+    start=time.monotonic(); consumed={}
+    def read(path,z=False):
+        raw=path.read_bytes();consumed[str(path.relative_to(ROOT))]=hashlib.sha256(raw).hexdigest()
+        return json.loads(gzip.decompress(raw) if z else raw)
+    source=read(ROOT/SOURCE,True);word=read(P/'WORD.json.gz',True);artifact=read(P/'PROVIDER.json')
+    normal=read(ROOT/'research/coded-native-caller/NORMALIZERS.json')
+    code=read(ROOT/'research/native-center-free-code/CODE.json')
+    rawsource=gzip.decompress((ROOT/SOURCE).read_bytes())
+    require(hashlib.sha256(rawsource).hexdigest()=='cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd','exact source payload')
+    c=source['canonical'];program=word['word'];caches,centers,zeros=decode(source,program)
+    sites={}
+    for r in caches.values():sites.setdefault(r['event'],set()).add(r['role'])
+    for i in centers:sites.setdefault(i,set()).add(('C',0))
+    for i,r in zeros.items():sites.setdefault(i,set()).add(r['role'])
+    original,observed,oldbill=interpret(c,source['programs']['backward'],{('C',0)},sites)
+    for j in range(632):
+        target=initial(('L',j))
+        if j<112:target=linear(target,initial(('L',j+112)),-1)
+        require(original[('L',j)]==target,'original unrestricted source endpoint')
+    centerfree=[['scalar',['clear',['C',e[1]]],e[3]] if e[0]=='center' else e for e in source['programs']['backward']]
+    cf,_,cfbill=interpret(c,centerfree,{('C',0)})
+    cf=[scalar(cf[('L',j)]) for j in range(632)]
+    M=normal['mode_columns'];require(len(M)==8 and all(len(r)==112 for r in M),'M shape')
+    require(all(sum(M[k][j]*M[l][j] for j in range(112))==56*(k==l) for k in range(8) for l in range(8)),'M Gram 56')
+    A=[[F(v) for v in r] for r in code['A']]
+    require(all(A[i][j]==F(i==j)-sum(F(M[k][i]*M[k][j],4) for k in range(8)) for i in range(112) for j in range(112)),'actual code factorization')
+    B=[[sum(-cf[224+h].get(112+j,F(0))*M[k][j] for j in range(112))/56 for h in range(408)] for k in range(8)]
+    for j in range(632):
+        want={j:F(1)}
+        if j<112:
+            for i in range(112):
+                if A[i][j]:want[112+i]=-A[i][j]
+        if j>=224:
+            for i in range(112):
+                a=-sum(B[k][j-224]*M[k][i] for k in range(8))
+                if a:want[112+i]=a
+        require(cf[j]==want,'source-derived full centerfree coupling')
+    E=[None]*8;cache_modes={};identities=[]
+    for slot,r in caches.items():
+        row=scalar(observed[r['event']][r['role']]);coeff={j-224:a for j,a in row.items() if j>=224}
+        projection=[sum(a*B[k][j] for j,a in coeff.items()) for k in range(8)]
+        require(sum(bool(v) for v in projection)==1,'source cache selects exactly one mode')
+        k=next(k for k,v in enumerate(projection) if v);f=projection[k]
+        require(E[k] is None,'cache modes independent')
+        E[k]={j:a/f for j,a in coeff.items()}
+        want={224+j:f*a for j,a in E[k].items()}
+        for j in range(112):
+            if M[k][j]:want[112+j]=-f*M[k][j]
+        require(row==want,'entire actual source cache identity')
+        cache_modes[slot]=(k,f)
+    require(all(sum(a*B[l][j] for j,a in E[k].items())==int(k==l) for k in range(8) for l in range(8)),'E B transpose identity')
+    deltas={}
+    for i,r in centers.items():
+        cache=caches[r['slot']];delta=linear(observed[i][('C',0)],observed[cache['event']][cache['role']],-1)
+        d=scalar(delta);require(d and all(j>=224 for j in d),'center delta uses scalar helpers only')
+        deltas[r['frame']]=delta
+        identities.append({'center_source_event':i,'cache_source_event':cache['event'],'frame':r['frame'],'scalar_relation':{str(j):str(v) for j,v in d.items()}})
+    for i,r in zeros.items():require(observed[i][r['role']]==linear(({},0),deltas[r['frame']],-1),'actual later row negative center delta')
+    owned={('C',i) for i in range(9)}
+    raw,_,bill=interpret(c,program,owned,require_owned_return=False)
+    require(not raw[('C',0)][0],'center owner already zero')
+    rawrows=[scalar(raw[('L',j)]) for j in range(632)]+[scalar(raw[('C',j)]) for j in range(9)]
+    require(Counter(oldbill['paid'])==Counter(bill['paid'])+Counter({1:8,8:8}),'eight H8 plus eight H1 deletions')
+    require(bill['paid']=={1:2193,2:412,3:510,4:127,5:40},'complete paid histogram')
+    active=sorted(set(j for r in B for j,a in enumerate(r) if a)|set(j for r in E for j in r));roles=[224+j for j in active]
+    require(len(active)==122 and artifact['basis_roles']==roles and artifact['mode_owners']==MODE,'122 common-chart basis roles')
+    L=[{j:F(1)} for j in range(632)]
+    for j in roles:L[j]={}
+    for k,owner in enumerate(MODE):
+        for r in active:
+            if B[k][r]:L[224+r][owner]=B[k][r]
+    for owner in roles:
+        if owner in MODE:continue
+        for r in active:
+            a=F(224+r==owner)-sum(B[k][r]*E[k].get(owner-224,F(0)) for k in range(8))
+            if a:L[224+r][owner]=a
+    identity=[{j:F(1)} for j in range(632)]
+    entered=basis(artifact['input_basis_program'],identity,c,0);require(entered==L,'literal entrance equals derived L')
+    require(basis(artifact['output_basis_program'],entered,c,1)==identity,'literal inverse basis product')
+    # Square left inverse implies full inverse over Q; also test reverse product.
+    inverse=basis(artifact['output_basis_program'],identity,c,1)
+    require(basis(artifact['input_basis_program'],inverse,c,0)==identity,'literal reverse inverse product')
+    endpoint=[]
+    for row in rawrows:
+        dest={}
+        for j,a in row.items():add(dest,entered[j],a)
+        endpoint.append(dest)
+    endpoint=basis(artifact['output_basis_program'],endpoint,c,1)
+    for j in range(632):
+        want={} if j in MODE else {j:F(1)}
+        if j<112:
+            want[112+j]=F(-1)
+            for k in range(8):
+                if M[k][j]:want[MODE[k]]=F(M[k][j],4)
+        require(endpoint[j]==want,'complete composed persistent endpoint '+str(j))
+    for slot,(k,f) in cache_modes.items():
+        want={MODE[k]:f}
+        for j in range(112):
+            if M[k][j]:want[112+j]=-f*M[k][j]
+        require(endpoint[632+slot[1]]==want,'complete composed cache endpoint')
+    records=artifact['mode_boundaries'];require(len(records)==8,'eight boundary records')
+    K=[];NN=[];F8=[]
+    frame=lambda j:ph.frame(c['frames'][j])
+    back=lambda j:ph.conjugate(frame(j))
+    D=tuple(('C',1<<j,1) for j in range(1,9));R=frame(1)
+    counts=Counter()
+    for k,r in enumerate(records):
+        require(r['mode']==k and r['owner']==MODE[k],'mode boundary owner/order')
+        slot=('C',r['cache_slot']-632);require(slot in cache_modes and cache_modes[slot][0]==k and r['frame']==caches[slot]['frame'],'actual saved owner/frame')
+        require(F(r['cache_scalar'])==1/(2*cache_modes[slot][1]),'exterior cache scaling')
+        kk=ph.freeze(r['input_K']['literal_word']);nn=ph.freeze(r['output_N']['literal_word'])
+        require(all(e[0] in ('P','D','X','phase') for e in kk+nn),'only monomial boundary gates')
+        for op,record in ((kk,r['input_K']),(nn,r['output_N'])):
+            sig=ph.signature(op);anchor=record['zero_column_anchor'];j=anchor['index']
+            require([list(t) for t in sig[0]]==record['signed_tableau'] and list(sig[1][j])==anchor['gaussian_numerator'] and sig[2]==anchor['denominator_power2'],'literal independently derived phase receipt')
+        require(ph.equal(kk+R,R+kk),'K mode intertwines R with exact phase')
+        K.append(kk);NN.append(nn);F8.append(back(r['frame']))
+    for j,port in enumerate(normal['ports']):
+        kp=ph.freeze(port['K_word']);require(ph.equal(kp+R,R+kp),'K port intertwines R')
+        wrappers=port['compiled_wrappers'];BX,BY,OX,OY=[ph.freeze(wrappers[name]['word']) for name in ('backward_input_X','backward_input_Y','backward_output_X','backward_output_Y')]
+        birth,final,fy=back(c['start'][j]),back(c['final'][j]),back(c['final'][j+112])
+        require(ph.equal(BX+ph.adjoint(birth)+final+OX,D),'X physical diagonal')
+        require(ph.equal(BY+fy+OY,D),'Y physical diagonal')
+        require(ph.equal(BY+final+OX,R),'main physical shear')
+        counts['main_diagonal_and_shear']+=3
+        for k in range(8):
+            if not M[k][j]:continue
+            require(ph.equal(K[k]+final+OX,K[k]+ph.adjoint(kp)+R),'ordered helper to main coupling')
+            require(ph.equal(BY+F8[k]+NN[k],kp+ph.adjoint(K[k])+D),'ordered main to helper coupling')
+            counts['two_coupling_directions']+=2
+    for k in range(8):require(ph.equal(K[k]+F8[k]+NN[k],D),'helper physical diagonal');counts['helper_diagonal']+=1
+    require(sum(counts.values())==1240,'all 1240 actual physical blocks')
+    # ZW and WZ follow by literal adjacent K inverses. Check every actual
+    # normalizer is unitary; no D/K or Q/K commutation is introduced.
+    for k in range(8):require(ph.equal(K[k]+ph.adjoint(K[k]),()),'mode unitary exact phase')
+    require(all(sum(F(M[k][j]*M[l][j],4) for j in range(112))==14*int(k==l) for k in range(8) for l in range(8)),'ZW14 exterior scalar')
+    autonomous=Counter(len(c['frames'][c['final'][j]])-len(c['frames'][c['start'][j]]) for j in range(224,632) if j not in MODE)
+    require(autonomous==Counter({4:28,7:7,8:47,9:318}),'400 autonomous helper profile')
+    for r in records:
+        owner,cache=r['owner'],r['cache_slot'];require(not endpoint[owner],'whole field swap target zero')
+        endpoint[owner],endpoint[cache]=endpoint[cache],endpoint[owner]
+        require(not endpoint[cache],'owned cache after whole-field/chart swap')
+    require(all(not endpoint[j] for j in range(632,641)),'all nine arbitrary-owned outputs zero')
+    controls={}
+    def reject(name,fn):
+        try:fn()
+        except (ValueError,KeyError,StopIteration) as e:controls[name]=str(e)
+        else:raise ValueError('negative control accepted '+name)
+    mutated=copy.deepcopy(program);idx=next(i for i,e in enumerate(mutated) if e[0]=='scalar' and e[1][0]=='copy' and e[1][1][1]>0);mutated[idx][1][2][1]+=1
+    reject('actual_cache_source_changed',lambda:interpret(c,mutated,owned,require_owned_return=False))
+    mutated=copy.deepcopy(program);idx=next(i for i,e in enumerate(mutated) if e[0]=='scalar' and e[1][0]=='clear');mutated[idx][1][1]=['L',224]
+    reject('actual_borrowed_erasure',lambda:interpret(c,mutated,owned,require_owned_return=False))
+    mutated=copy.deepcopy(artifact['input_basis_program']);idx=next(i for i,e in enumerate(mutated) if e[0]=='add');mutated[idx][3]=str(F(mutated[idx][3])+1)
+    reject('actual_basis_ADD_changed',lambda:require(basis(mutated,identity,c,0)==L,'derived basis matrix changed'))
+    reject('same_tableau_wrong_global_phase',lambda:require(ph.equal(K[0]+F8[0]+NN[0]+(('phase',1),),D),'global phase mismatch'))
+    reject('wrong_operator_order',lambda:require(ph.equal(NN[0]+F8[0]+K[0],D),'reversed noncommuting factors'))
+    reject('false_autonomous_H8_credit',lambda:require(all(not any(112<=j<224 for j in endpoint[owner]) for owner in MODE),'H contains nonzero independent Y columns'))
+    reject('false_zero_retag_original_input',lambda:interpret(c,[['zero_retag',224,c['start'][224],c['final'][224]]],owned,require_owned_return=False))
+    # The ordinary source mutation runs through the actual same interpreter.
+    mutated=copy.deepcopy(program);idx=next(i for i,e in enumerate(mutated) if e[0]=='scalar' and e[1][0]=='add');mutated[idx][1][3]+=1
+    def wrong_add():
+        rr,_,_=interpret(c,mutated,owned,require_owned_return=False)
+        require(rr==raw,'actual source ADD changes complete endpoint')
+    reject('actual_native_ADD_changed',wrong_add)
+    a=initial(('L',0))
+    reject('free_generators_do_not_commute',lambda:require(warped(warped(a,1),2)==warped(warped(a,2),1),'distinct native generators retain order'))
+    result={'status':'PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT','candidate_head':'3348fccea855082786d5f0fc5558b73d4974e745','all_original_inputs':632,'arbitrary_owned_inputs':9,'owned_outputs_zero':9,'autonomous_helpers':400,'coupled_helpers_without_target_credit':8,'paid':bill['paid'],'source_16_identities':identities,'native_replay':bill,'physical_phase_bindings':dict(counts),'source_derived_E':[{str(j+224):str(a) for j,a in row.items()} for row in E],'basis_roles':roles,'ordinary_basis_counts':{'input':dict(Counter(e[0] for e in artifact['input_basis_program'])),'output':dict(Counter(e[0] for e in artifact['output_basis_program']))},'controls':controls,'consumed_sha256':consumed,'checker_files_sha256':{p.name:hashlib.sha256(p.read_bytes()).hexdigest() for p in HERE.glob('*.py')},'runtime_seconds':round(time.monotonic()-start,6),'claims':['X=D x-R y+R W h','Y=D y','H=D(h-Z y)','ZW=14 I8','WZ=I-C'],'limitations':['No autonomous target credit for coupled H.','No caller, kappa, inverse/transpose schedule or outer budget.','Native realization and unchanged helper physical implementations inherited from pinned source.','Phase proof is exact Pauli action plus full zero-column anchor, not flattened all-column physical tape.']}
+    out.write_text(json.dumps(result,indent=2,sort_keys=True)+'\n');print(json.dumps({'status':result['status'],'phase_bindings':1240,'controls':list(controls),'seconds':result['runtime_seconds']}))
+
+if __name__=='__main__':
+    ap=argparse.ArgumentParser();ap.add_argument('--out',type=Path,default=HERE/'RESULT.json');main(ap.parse_args().out)
diff --git a/research/coupled-provider-independent-audit/capsule/agents/algebra/check_same_chart_cache_mutant.py b/research/coupled-provider-independent-audit/capsule/agents/algebra/check_same_chart_cache_mutant.py
new file mode 100644
index 0000000000..973ba63cdf
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/algebra/check_same_chart_cache_mutant.py
@@ -0,0 +1,44 @@
+#!/usr/bin/env python3
+"""Actual same-chart cache coefficient mutant through frozen native interpreter.
+
+This is an additional semantic control. It intentionally bypasses the literal
+source zipper to test native row content after preserving frame/ownership rules.
+"""
+import argparse,copy,gzip,hashlib,json,time
+from pathlib import Path
+from prior_dyadic_engine import require
+from provider_rows import interpret
+
+HERE=Path(__file__).resolve().parent
+ROOT=HERE.parents[1]/'repository'
+FROZEN={'check_provider.py':'3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf',
+'phase_exact.py':'15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba',
+'provider_rows.py':'c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c',
+'prior_dyadic_engine.py':'3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9'}
+
+def main(out):
+    started=time.monotonic()
+    for name,digest in FROZEN.items():require(hashlib.sha256((HERE/name).read_bytes()).hexdigest()==digest,'frozen engine changed')
+    source=ROOT/'research/native-center-free-code/SOURCE-WORD.json.gz'
+    candidate=ROOT/'research/native-rank8-helper-provider/WORD.json.gz'
+    sraw=source.read_bytes();raw=candidate.read_bytes()
+    c=json.loads(gzip.decompress(sraw))['canonical']
+    original=json.loads(gzip.decompress(raw))['word'];mutated=copy.deepcopy(original)
+    i=next(i for i,e in enumerate(mutated) if e[0]=='scalar' and e[1][0]=='copy' and e[1][1]==['C',1])
+    frame=mutated[i][2]
+    require(mutated[i-1]==['scalar',['clear',['C',1]],frame],'actual cache COPY already preceded by same-chart owned CLEAR')
+    event=['scalar',['scale',['C',1],-1,1],frame]
+    mutated.insert(i+1,event)
+    require(mutated[:i+1]==original[:i+1] and mutated[i+2:]==original[i+1:],'exactly one legal scalar event inserted')
+    # SCALE -1 is a legal ordinary signed power-of-two on the same current
+    # physical chart. It neither reads another owner nor erases any owner.
+    rejection=None
+    try:interpret(c,mutated,{('C',j) for j in range(9)},require_owned_return=False)
+    except ValueError as e:rejection=str(e)
+    require(rejection=='zero retag requires complete exact zero row','mutant must reject for nonzero algebraic content, not frames or ownership')
+    require(source.read_bytes()==sraw and candidate.read_bytes()==raw,'source changed')
+    result={'status':'PASS_SAME_CHART_CACHE_CONTENT_MUTANT_REJECTED','mutation_source_event':i,'inserted_event':event,'preserved':'same chart, all owned CLEAR/COPY rules, no borrowed erasure; one legal SCALE -1 on retained C1 only','rejection':rejection,'runtime_seconds':round(time.monotonic()-started,6),'source_raw_sha256':hashlib.sha256(sraw).hexdigest(),'candidate_raw_sha256':hashlib.sha256(raw).hexdigest(),'frozen_engine_sha256':FROZEN,'checker_sha256':hashlib.sha256(Path(__file__).read_bytes()).hexdigest()}
+    out.write_text(json.dumps(result,indent=2,sort_keys=True)+'\n');print(json.dumps(result))
+
+if __name__=='__main__':
+    ap=argparse.ArgumentParser();ap.add_argument('--out',type=Path,default=HERE/'SAME-CHART-CACHE-MUTANT.json');main(ap.parse_args().out)
diff --git a/research/coupled-provider-independent-audit/capsule/agents/algebra/phase_exact.py b/research/coupled-provider-independent-audit/capsule/agents/algebra/phase_exact.py
new file mode 100644
index 0000000000..4959f78b9f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/algebra/phase_exact.py
@@ -0,0 +1,110 @@
+"""Independent nine-bit signed-Pauli and exact anchor circuit evaluator.
+
+No submitted or source evaluator import. Equality is the complete 18-generator
+Pauli action plus the full image of |0>, which fixes the scalar phase.
+"""
+from functools import lru_cache
+
+N=9
+
+def parity(x): return x.bit_count()%2
+
+def mv(rows,x): return sum(parity(r&x)<<j for j,r in enumerate(rows))
+
+def transpose(rows): return tuple(sum(((rows[i]>>j)&1)<<i for i in range(N)) for j in range(N))
+
+def invert(rows):
+    a=[row | (1<<(N+j)) for j,row in enumerate(rows)]
+    for j in range(N):
+        k=next(i for i in range(j,N) if a[i]>>j&1)
+        a[j],a[k]=a[k],a[j]
+        for i in range(N):
+            if i!=j and a[i]>>j&1:a[i]^=a[j]
+    if [x&511 for x in a]!=[1<<j for j in range(N)]:raise ValueError('singular map')
+    return tuple(x>>N for x in a)
+
+def rank(rows):
+    basis={}
+    for x in rows:
+        while x:
+            k=x.bit_length()-1
+            if k not in basis:basis[k]=x;break
+            x^=basis[k]
+    return len(basis)
+
+def freeze(word):return tuple(tuple(tuple(x) if isinstance(x,list) else x for x in e) for e in word)
+
+def adjoint(word):
+    result=[]
+    for e in reversed(word):
+        if e[0]=='P':result.append(('P',invert(e[1])))
+        elif e[0]=='D':result.append(('D',e[1],tuple(-v%4 for v in e[2])))
+        elif e[0]=='C':result.append(('C',e[1],-e[2]))
+        elif e[0]=='phase':result.append(('phase',-e[1]%4))
+        else:result.append(e)
+    return tuple(result)
+
+def conjugate(word):
+    return tuple(('D',e[1],tuple(-v%4 for v in e[2])) if e[0]=='D' else
+                 ('C',e[1],-e[2]) if e[0]=='C' else
+                 ('phase',-e[1]%4) if e[0]=='phase' else e for e in word)
+
+def polynomial(e,x):
+    Q,alpha=e[1:]
+    return (sum(alpha[j] for j in range(N) if x>>j&1)+
+            2*sum(parity(Q[j]&x&~((1<<(j+1))-1)) for j in range(N) if x>>j&1))%4
+
+def pauli(word,x,z,p=0):
+    for e in word:
+        if e[0]=='P':x,z=mv(e[1],x),mv(transpose(invert(e[1])),z)
+        elif e[0]=='X':p+=2*parity(z&e[1])
+        elif e[0]=='D':
+            q=polynomial(e,x)
+            z^=sum((((polynomial(e,x^(1<<j))-polynomial(e,1<<j)-q)%4)//2)<<j for j in range(N))
+            p+=q
+        elif e[0]=='C':
+            if parity(z&e[1]):x^=e[1];p-=e[2]
+        elif e[0]!='phase':raise ValueError('unsupported gate')
+    return x,z,p%4
+
+def rot(v,p):
+    a,b=v
+    return ((a,b),(-b,a),(-a,-b),(b,-a))[p%4]
+
+@lru_cache(None)
+def signature(word):
+    tab=tuple(pauli(word,1<<j,0) for j in range(N))+tuple(pauli(word,0,1<<j) for j in range(N))
+    values=[(0,0)]*512;values[0]=(1,0);den=0
+    for e in word:
+        if e[0]=='P':
+            out=[(0,0)]*512
+            for x,v in enumerate(values):out[mv(e[1],x)]=v
+            values=out
+        elif e[0]=='X':values=[values[x^e[1]] for x in range(512)]
+        elif e[0]=='D':values=[rot(v,polynomial(e,x)) for x,v in enumerate(values)]
+        elif e[0]=='phase':values=[rot(v,e[1]) for v in values]
+        elif e[0]=='C':
+            out=[]
+            for x,v in enumerate(values):
+                # ((1+s*i)*a+(1-s*i)*b)/2
+                u=values[x^e[1]];s=e[2]
+                out.append((v[0]-s*v[1]+u[0]+s*u[1],v[1]+s*v[0]+u[1]-s*u[0]))
+            values=out;den+=1
+        else:raise ValueError('unsupported gate')
+        while den and all(not (a%2 or b%2) for a,b in values):
+            values=[(a//2,b//2) for a,b in values];den-=1
+    return tab,tuple(values),den
+
+def frame(U):
+    r=len(U)
+    if not r:return ()
+    if r==N:return tuple(('C',1<<j,1) for j in range(N))
+    basis=[]
+    for q in list(U)+[1<<j for j in range(N)]:
+        if rank(basis+[q])>len(basis):basis.append(q)
+    G=transpose(basis);gi=invert(G);cols=transpose(gi)
+    Q=tuple((1<<j)^sum(parity(cols[j]&cols[k])<<k for k in range(N)) for j in range(N))
+    K=(('P',G),('D',Q,tuple((Q[j]>>j)&1 for j in range(N))))
+    return adjoint(K)+tuple(('C',1<<j,1) for j in range(r))+K
+
+def equal(a,b):return signature(tuple(a))==signature(tuple(b))
diff --git a/research/coupled-provider-independent-audit/capsule/agents/algebra/prior_dyadic_engine.py b/research/coupled-provider-independent-audit/capsule/agents/algebra/prior_dyadic_engine.py
new file mode 100644
index 0000000000..f546c04c16
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/algebra/prior_dyadic_engine.py
@@ -0,0 +1,310 @@
+#!/usr/bin/env python3
+"""Independent joint algebra audit. Standard library only; imports no author code.
+
+Chris R / OpenAI Codex independent checking of Ali Romman's construction,
+using Cao Yifan's source word. Rational rows use normalized dyadic integer
+numerators, not the author's per-coefficient Fraction implementation.
+"""
+import argparse
+import gzip
+import hashlib
+import json
+from fractions import Fraction
+from pathlib import Path
+
+HERE = Path(__file__).resolve().parent
+ROOT = HERE.parents[1] / 'repository'
+SOURCE = 'research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz'
+CANDIDATE = 'research/kappa-joint-relations-20261023/WORD.json.gz'
+
+def require(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+def norm(d, exponent):
+    d = {k: v for k, v in d.items() if v}
+    if not d:
+        return ({}, 0)
+    shift = min((abs(v) & -abs(v)).bit_length() - 1 for v in d.values())
+    shift = min(shift, exponent)
+    if shift:
+        d = {k: v >> shift for k, v in d.items()}
+    return d, exponent - shift
+
+def linear(a, b, numerator=1, denominator=1):
+    # Source rationals may carry the sign on either integer, including
+    # SCALE [2,-1]. Normalize the rational sign before dyadic validation.
+    if denominator < 0:
+        numerator, denominator = -numerator, -denominator
+    require(denominator > 0 and denominator & (denominator - 1) == 0, 'non-dyadic scalar')
+    exp_b = b[1] + denominator.bit_length() - 1
+    exp = max(a[1], exp_b)
+    d = {k: v << (exp - a[1]) for k, v in a[0].items()}
+    for k, v in b[0].items():
+        d[k] = d.get(k, 0) + numerator * (v << (exp - exp_b))
+    return norm(d, exp)
+
+def scaled(a, numerator, denominator):
+    return linear(({}, 0), a, numerator, denominator)
+
+def initial(role):
+    return ({(role, ()): 1}, 0)
+
+def warped(a, symbol):
+    # Left action: cancel only an adjacent inverse. Distinct symbols never
+    # commute and the scalar coefficient is kept outside the word.
+    d = {}
+    for (role, word), v in a[0].items():
+        key = (role, word[1:] if word and word[0] == -symbol else (symbol,) + word)
+        d[key] = d.get(key, 0) + v
+    return norm(d, a[1])
+
+def rational_row(row):
+    return {k: Fraction(v, 1 << row[1]) for k, v in row[0].items()}
+
+def rref(relations, preferred_pivots=()):
+    """Conventional matrix elimination, with fixed increasing column order."""
+    all_columns = {h for d in relations for h in d}
+    require(set(preferred_pivots) <= all_columns, 'prepared pivot absent from derived relation system')
+    columns = list(preferred_pivots) + sorted(all_columns - set(preferred_pivots))
+    matrix = [[Fraction(d.get(h, 0)) for h in columns] for d in relations]
+    rank, pivots = 0, []
+    for j, h in enumerate(columns):
+        k = next((k for k in range(rank, len(matrix)) if matrix[k][j]), None)
+        if k is None:
+            continue
+        matrix[rank], matrix[k] = matrix[k], matrix[rank]
+        q = matrix[rank][j]
+        matrix[rank] = [v / q for v in matrix[rank]]
+        for i in range(len(matrix)):
+            if i != rank and matrix[i][j]:
+                q = matrix[i][j]
+                matrix[i] = [a - q * b for a, b in zip(matrix[i], matrix[rank])]
+        pivots.append(h)
+        rank += 1
+        if rank == len(matrix):
+            break
+    return {p: {h: q for h, q in zip(columns, matrix[i]) if q} for i, p in enumerate(pivots)}
+
+def decode_edits(source, candidate):
+    """Read the literal word delta without WITNESS.json or expected outputs."""
+    old, new = source['programs']['backward'], candidate['programs']['backward']
+    j = next(i for i, e in enumerate(new) if e == old[0])
+    preparation = new[:j]
+    snapshots, centers, zeros = {}, {}, {}
+    for i, event in enumerate(old):
+        if new[j] == event:
+            j += 1
+        elif event[0] == 'center':
+            a, b, c = new[j:j + 3]
+            frame = event[3]
+            require(a == ['scalar', ['clear', ['C', 0]], frame], 'center clear')
+            require(b[0] == 'scalar' and b[1][:2] == ['copy', ['C', 0]] and b[2] == frame, 'center COPY gauge')
+            slot = tuple(b[1][2])
+            require(c == ['scalar', ['clear', list(slot)], frame], 'snapshot consumption')
+            centers[i] = {'slot': slot, 'frame': frame}
+            j += 3
+        else:
+            require(event[0] == 'climb', 'unexpected source edit')
+            role, oldframe, newframe = ('L', event[2]), event[3], event[4]
+            require(new[j] == ['zero_retag', list(role), oldframe, newframe], 'zero edit exact frames')
+            zeros[i] = {'role': role, 'frame': oldframe, 'rank': event[5]}
+            j += 1
+        if j + 1 < len(new) and new[j][0] == 'scalar' and new[j][1][0] == 'clear' and new[j][1][1][0] == 'C' and new[j][1][1][1] > 0:
+            a, b = new[j:j + 2]
+            slot, frame = tuple(a[1][1]), a[2]
+            require(b[0] == 'scalar' and b[1][:2] == ['copy', list(slot)] and b[2] == frame, 'snapshot COPY')
+            require(slot not in [x['slot'] for x in snapshots.values()], 'snapshot slot reused')
+            snapshots[i] = {'slot': slot, 'role': tuple(b[1][2]), 'frame': frame}
+            j += 2
+    trailing = new[j:]
+    require(len(snapshots) == len(centers) == len(zeros) == 8, 'eight of each edit')
+    require(len({x['slot'] for x in centers.values()}) == 8, 'eight independent snapshot slots')
+    require(max(snapshots) < min(centers), 'all eight snapshots simultaneously live')
+    for i, x in centers.items():
+        match = [k for k, s in snapshots.items() if s['slot'] == x['slot']]
+        require(len(match) == 1 and match[0] < i and snapshots[match[0]]['frame'] == x['frame'], 'chronological same-frame snapshot')
+        x['snapshot'] = match[0]
+    require(candidate['programs']['forward'] == source['programs']['forward'], 'unchanged entire forward word')
+    canonical = dict(source['canonical']); canonical.pop('local_profile')
+    require(candidate['canonical'] == canonical, 'unchanged actual native operators and frames')
+    return preparation, snapshots, centers, zeros, trailing
+
+def replay(canonical, program, owned, source_sites=None):
+    roles = {('L', i) for i in range(632)} | set(owned)
+    rows = {r: initial(r) for r in roles}
+    frames = {('L', i): f for i, f in enumerate(canonical['start'])}
+    frames.update({r: None for r in owned if r[0] == 'C'})
+    observed, spaces = {}, {}
+    paid = {}
+    max_terms = 1
+    def space(frame):
+        if frame not in spaces:
+            s = {0}
+            for v in canonical['frames'][frame]:
+                s |= {u ^ v for u in tuple(s)}
+            require(len(s) == 1 << len(canonical['frames'][frame]), 'independent binary frame')
+            spaces[frame] = s
+        return spaces[frame]
+    for i, event in enumerate(program):
+        tag = event[0]
+        touched = None
+        if tag == 'scalar':
+            op, f = event[1:]
+            action, dst = op[0], tuple(op[1]); touched = dst
+            require(dst in roles and 0 <= f < len(canonical['frames']), 'scalar declaration')
+            if action == 'clear':
+                require(dst in owned, 'borrowed erasure')
+                rows[dst] = ({}, 0); frames[dst] = f
+            else:
+                require(frames[dst] == f, 'destination gauge')
+                if action in ('add', 'copy'):
+                    src = tuple(op[2])
+                    require(src in roles and dst != src and frames[src] == f, 'source gauge')
+                    if action == 'copy':
+                        require(dst in owned and not rows[dst][0], 'COPY requires clean owned destination')
+                        rows[dst] = (dict(rows[src][0]), rows[src][1])
+                    else:
+                        rows[dst] = linear(rows[dst], rows[src], op[3], op[4])
+                else:
+                    require(action == 'scale', 'unknown scalar')
+                    rows[dst] = scaled(rows[dst], op[2], op[3])
+        elif tag == 'warp':
+            _, role, symbol, old, new = event
+            dst = tuple(role); touched = dst
+            require(frames[dst] == old and 1 <= abs(symbol) <= len(canonical['warps']), 'warp source gauge')
+            rows[dst] = warped(rows[dst], symbol); frames[dst] = new
+        elif tag in ('center', 'climb'):
+            if tag == 'center':
+                _, idx, old, new, rank = event; dst = ('C', idx)
+                require(space(old) < space(new) or space(new) < space(old), 'center nested spaces')
+            else:
+                _, _, idx, old, new, rank = event; dst = ('L', idx)
+                require(space(old) < space(new), 'climb nested spaces')
+            require(frames[dst] == old and rank == abs(len(canonical['frames'][old]) - len(canonical['frames'][new])), 'paid exact frame and rank')
+            frames[dst] = new; paid[rank] = paid.get(rank, 0) + 1
+        elif tag == 'zero_retag':
+            _, role, old, new = event; dst = tuple(role)
+            require(frames[dst] == old and not rows[dst][0], 'physical identity requires complete zero row')
+            frames[dst] = new
+        else:
+            require(tag in ('phase', 'adapter'), 'unrecognized native event')
+        if touched is not None:
+            max_terms = max(max_terms, len(rows[touched][0]))
+        if source_sites and i in source_sites:
+            observed[i] = {r: (dict(rows[r][0]), rows[r][1]) for r in source_sites[i]}
+    for i in range(632):
+        r = ('L', i)
+        require(frames[r] == canonical['final'][i], 'retained final frame')
+        if r not in owned:
+            want = initial(r)
+            if i < 112:
+                want = linear(want, initial(('L', i + 112)), -1)
+            require(rows[r] == want, 'retained exact endpoint L' + str(i))
+    require(all(not rows[r][0] for r in owned), 'arbitrary owned entry must erase and return zero')
+    return observed, {'events': len(program), 'paid': paid, 'max_live_row_terms': max_terms,
+                     'independent_retained_inputs': 632 - sum(r[0] == 'L' for r in owned),
+                     'arbitrary_owned_entry_inputs': len(owned)}
+
+def serialize(d):
+    return {str(k): str(v) for k, v in sorted(d.items())}
+
+def verify_preparation(prep, basis):
+    pivots = set(basis)
+    expected = []
+    for pivot, row in sorted(basis.items()):
+        expected.append(['scalar', ['clear', ['L', pivot]], 0])
+        for h, q in sorted(row.items()):
+            if h != pivot:
+                require(h not in pivots and q.denominator & (q.denominator - 1) == 0, 'independent dyadic preparation')
+                expected.append(['scalar', ['add', ['L', pivot], ['L', h], -q.numerator, q.denominator], 0])
+    require(prep == expected, 'actual simultaneous pivot preparation differs from independently derived RREF')
+
+def main():
+    ap = argparse.ArgumentParser(); ap.add_argument('--out', type=Path, default=HERE / 'RESULT.json')
+    ap.add_argument('--candidate', type=Path, default=ROOT / CANDIDATE)
+    ap.add_argument('--candidate-pr', type=int, default=5383)
+    ap.add_argument('--candidate-head', default='4bd6efa51a495a7c7b7754915cf0244e7e60969e')
+    args = ap.parse_args()
+    source_raw = (ROOT / SOURCE).read_bytes()
+    candidate_raw = args.candidate.read_bytes()
+    source_payload, candidate_payload = map(gzip.decompress, (source_raw, candidate_raw))
+    source, candidate = map(json.loads, (source_payload, candidate_payload))
+    prep, snapshots, centers, zeros, trailing = decode_edits(source, candidate)
+    sites = {}
+    for i, s in snapshots.items(): sites.setdefault(i, set()).add(s['role'])
+    for i in centers: sites.setdefault(i, set()).add(('C', 0))
+    for i, z in zeros.items(): sites.setdefault(i, set()).add(z['role'])
+    observed, before = replay(source['canonical'], source['programs']['backward'], {('C', 0)}, sites)
+    relations, identities, by_frame = [], [], {}
+    for i, x in sorted(centers.items()):
+        s = snapshots[x['snapshot']]
+        diff = linear(observed[i][('C', 0)], observed[x['snapshot']][s['role']], -1)
+        qrow = rational_row(diff)
+        require(qrow and all(r[0] == 'L' and 224 <= r[1] < 632 and not word for (r, word) in qrow), 'derived relation must contain only scalar helper inputs')
+        relation = {r[1]: q for (r, _), q in qrow.items()}
+        require(all(source['canonical']['start'][h] == 0 and source['canonical']['final'][h] == 1 for h in relation), 'cold full-ended relation domain')
+        relations.append(relation); by_frame[x['frame']] = diff
+        identities.append({'center_event': i, 'snapshot_event': x['snapshot'], 'snapshot_role': s['role'], 'frame': x['frame'], 'center_minus_snapshot': serialize(relation)})
+    require(len(by_frame) == 8, 'distinct center frames')
+    for i, z in sorted(zeros.items()):
+        require(z['frame'] in by_frame and z['rank'] == 1, 'zero site belongs to named rank-one center frame')
+        require(observed[i][z['role']] == scaled(by_frame[z['frame']], -1, 1), 'unrestricted later row equals negative center-minus-snapshot')
+        identities.append({'zero_event': i, 'role': z['role'], 'frame': z['frame'], 'unrestricted_row_is_negative_center_delta': True})
+    canonical_basis = rref(relations)
+    require(len(canonical_basis) == 8, 'joint relation rank eight')
+    prepared_pivots = [e[1][1][1] for e in prep if e[0] == 'scalar' and e[1][0] == 'clear' and e[1][1][0] == 'L']
+    require(len(prepared_pivots) == len(set(prepared_pivots)) == 8, 'eight distinct actual prepared pivots')
+    basis = rref(relations, sorted(prepared_pivots))
+    require(set(basis) == set(prepared_pivots), 'actual chosen pivots not independent in joint relation system')
+    verify_preparation(prep, basis)
+    require(trailing == [['scalar', ['clear', ['L', h]], 1] for h in sorted(basis)], 'all pivot outputs returned zero')
+    owned = {('L', h) for h in basis} | {('C', i) for i in range(9)}
+    require({tuple(r) for r in candidate['owned']['backward']} == owned, 'actual owned declarations')
+    _, after = replay(candidate['canonical'], candidate['programs']['backward'], owned)
+    # Controls are exact local propositions applied to independently derived
+    # rows, rather than rerunning or relying on author's rejection controls.
+    controls = {}
+    def rejects(name, fn):
+        try: fn()
+        except ValueError as e: controls[name] = str(e)
+        else: raise ValueError('accepted negative control ' + name)
+    mutant = json.loads(json.dumps(prep)); mutant[1][1][3] += 1
+    rejects('wrong_preparation_coefficient', lambda: verify_preparation(mutant, basis))
+    mutant2 = json.loads(json.dumps(prep)); mutant2[1][1][3] *= -1
+    rejects('wrong_preparation_sign', lambda: verify_preparation(mutant2, basis))
+    mutant3 = json.loads(json.dumps(prep)); mutant3[0][1][1][1] = 226
+    rejects('wrong_pivot', lambda: verify_preparation(mutant3, basis))
+    # Swapping distinct saved values must change the unrestricted center delta.
+    cs = list(sorted(centers)); x, y = centers[cs[0]], centers[cs[1]]
+    sx, sy = snapshots[x['snapshot']], snapshots[y['snapshot']]
+    wrong_delta = linear(observed[cs[0]][('C', 0)], observed[y['snapshot']][sy['role']], -1)
+    rejects('wrong_snapshot', lambda: require(wrong_delta == by_frame[x['frame']], 'snapshot changes unrestricted identity'))
+    wrong_gauge = json.loads(json.dumps(candidate)); ci = next(i for i,e in enumerate(wrong_gauge['programs']['backward']) if e[0]=='scalar' and e[1][:2]==['copy',['C',0]])
+    wrong_gauge['programs']['backward'][ci][2] = 0
+    rejects('wrong_copy_gauge', lambda: decode_edits(source, wrong_gauge))
+    zi = min(zeros); z = zeros[zi]
+    wrong_zero = linear(observed[zi][z['role']], initial(('L', 224)))
+    rejects('wrong_zero_row', lambda: require(wrong_zero == scaled(by_frame[z['frame']], -1, 1), 'nonzero retained column at zero site'))
+    fake_rank = dict(basis); fake_rank.pop(min(fake_rank))
+    rejects('drop_independent_relation', lambda: require(len(fake_rank)==8, 'rank seven cannot fund eight pivots'))
+    result = {'status': 'PASS_INDEPENDENT_JOINT_ALGEBRA', 'author_credit': 'Ali Romman; source word Cao Yifan',
+              'candidate_pr': args.candidate_pr, 'candidate_head': args.candidate_head,
+              'source_file': str(ROOT / SOURCE), 'candidate_file': str(args.candidate.resolve()),
+              'source_raw_sha256': hashlib.sha256(source_raw).hexdigest(),
+              'source_payload_sha256': hashlib.sha256(source_payload).hexdigest(),
+              'candidate_raw_sha256': hashlib.sha256(candidate_raw).hexdigest(),
+              'candidate_payload_sha256': hashlib.sha256(candidate_payload).hexdigest(),
+              'checker_sha256': hashlib.sha256(Path(__file__).read_bytes()).hexdigest(),
+              'relation_rank': 8, 'independently_derived_pivots': list(sorted(basis)),
+              'independently_derived_rref': {str(p): serialize(d) for p,d in sorted(basis.items())},
+              'unconstrained_canonical_rref': {str(p): serialize(d) for p,d in sorted(canonical_basis.items())},
+              'source_identities': identities, 'source_replay': before, 'candidate_replay': after,
+              'simultaneous_snapshot_count': 8, 'all_16_unrestricted_identities_checked': True,
+              'forward_entire_word_unchanged': True, 'canonical_operators_frames_unchanged': True,
+              'negative_controls': controls,
+              'limitations': ['No new absolute-phase lowering or physical all-size proof.', 'Forward replay unchanged and reused; this checker independently replays backward words only.', 'Cost, compiler, outer inequalities are separate review responsibilities.']}
+    args.out.write_text(json.dumps(result, indent=2, sort_keys=True)+'\n')
+    print(json.dumps({'status': result['status'], 'pivots': sorted(basis), 'controls': list(controls)}))
+
+if __name__ == '__main__': main()
diff --git a/research/coupled-provider-independent-audit/capsule/agents/algebra/provider_rows.py b/research/coupled-provider-independent-audit/capsule/agents/algebra/provider_rows.py
new file mode 100644
index 0000000000..06f0fd7d9b
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/algebra/provider_rows.py
@@ -0,0 +1,101 @@
+"""Independent source-word interpreter for provider audit.
+
+Arithmetic is explicitly reused from our frozen #5383 dyadic engine, whose
+unmodified copy is retained beside this file. No author module is imported.
+Every original field and every owned field starts with arbitrary input dirt.
+Native generator order is free, with adjacent inverse cancellation only.
+"""
+from prior_dyadic_engine import initial, linear, scaled, warped, require
+
+
+def interpret(canonical, program, owned, observations=(), require_owned_return=True):
+    roles = {('L', i) for i in range(632)} | set(owned)
+    rows = {r: initial(r) for r in roles}
+    frames = {('L', i): f for i, f in enumerate(canonical['start'])}
+    frames.update({r: None for r in owned if r[0] == 'C'})
+    spaces, seen, events, paid = {}, {}, {}, {}
+    writes = {r: [] for r in roles}
+    reads = {r: [] for r in roles}
+    live_owners, max_live = set(), 0
+    def space(f):
+        if f not in spaces:
+            values = {0}
+            for axis in canonical['frames'][f]:
+                values |= {x ^ axis for x in tuple(values)}
+            require(len(values) == 1 << len(canonical['frames'][f]), 'dependent binary frame')
+            spaces[f] = values
+        return spaces[f]
+    for index, event in enumerate(program):
+        tag = event[0]
+        events[tag] = events.get(tag, 0) + 1
+        if tag == 'scalar':
+            op, frame = event[1:]
+            action, dst = op[0], tuple(op[1])
+            require(dst in roles and 0 <= frame < len(canonical['frames']), 'undeclared scalar role/frame')
+            if action == 'clear':
+                require(dst in owned, 'borrowed erasure')
+                rows[dst], frames[dst] = ({}, 0), frame
+                live_owners.discard(dst)
+            else:
+                require(frames[dst] == frame, 'destination scalar frame')
+                if action in ('copy', 'add'):
+                    src = tuple(op[2])
+                    require(src in roles and src != dst and frames[src] == frame, 'source scalar frame')
+                    reads[src].append(index)
+                    if action == 'copy':
+                        require(dst in owned and not rows[dst][0], 'COPY requires cleared owned destination')
+                        rows[dst] = (dict(rows[src][0]), rows[src][1])
+                    else:
+                        rows[dst] = linear(rows[dst], rows[src], op[3], op[4])
+                else:
+                    require(action == 'scale', 'unknown scalar opcode')
+                    q, d = op[2:]
+                    require(q and d and abs(q) & (abs(q)-1) == 0 and abs(d) & (abs(d)-1) == 0, 'physical SCALE must be signed power of two')
+                    reads[dst].append(index)
+                    rows[dst] = scaled(rows[dst], q, d)
+                if dst in owned and rows[dst][0]:
+                    live_owners.add(dst)
+            writes[dst].append((index, action))
+        elif tag == 'warp':
+            _, role, symbol, old, new = event
+            dst = ('L', role) if isinstance(role, int) else tuple(role)
+            require(dst in roles and frames[dst] == old and 1 <= abs(symbol) <= len(canonical['warps']), 'native warp declaration/frame')
+            rows[dst] = warped(rows[dst], symbol)
+            frames[dst] = new
+            writes[dst].append((index, tag)); reads[dst].append(index)
+        elif tag in ('center', 'climb'):
+            if tag == 'center':
+                _, field, old, new, rank = event
+                dst = ('C', field)
+                require(space(old) < space(new) or space(new) < space(old), 'center physical nested spaces')
+            else:
+                _, label, field, old, new, rank = event
+                dst = ('L', field)
+                require(space(old) < space(new), 'climb physical nested spaces')
+            require(frames[dst] == old, 'paid source frame')
+            require(rank == abs(len(canonical['frames'][old])-len(canonical['frames'][new])), 'paid exact rank')
+            frames[dst] = new
+            paid[rank] = paid.get(rank, 0) + 1
+            writes[dst].append((index, tag)); reads[dst].append(index)
+        elif tag == 'zero_retag':
+            _, role, old, new = event
+            dst = ('L', role) if isinstance(role, int) else tuple(role)
+            require(frames[dst] == old and not rows[dst][0], 'zero retag requires complete exact zero row')
+            frames[dst] = new
+            writes[dst].append((index, tag)); reads[dst].append(index)
+        else:
+            require(tag in ('phase', 'adapter'), 'unknown word event')
+        if index in observations:
+            seen[index] = {r: (dict(rows[r][0]), rows[r][1]) for r in observations[index]}
+        max_live = max(max_live, len(live_owners))
+    for i in range(632):
+        require(frames[('L', i)] == canonical['final'][i], 'wrong final borrowed frame')
+    for role in owned if require_owned_return else ():
+        require(not rows[role][0], 'owned return has dependence on arbitrary entry')
+        require(writes[role] and writes[role][-1][1] == 'clear', 'owned final write must clear')
+    return rows, seen, {'events': len(program), 'event_counts': events,
+                       'paid': paid, 'max_live_owned_rows': max_live,
+                       'original_inputs': 632, 'arbitrary_owned_inputs': len(owned),
+                       'owner_lifetimes': {str(r): {'first_write': writes[r][0],
+                           'last_write': writes[r][-1], 'last_read': max(reads[r], default=-1)}
+                           for r in sorted(owned)}}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/PHYSICAL.md b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/PHYSICAL.md
new file mode 100644
index 0000000000..da8837ba67
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/PHYSICAL.md
@@ -0,0 +1,71 @@
+# Real physical normalizers for the coded producer
+
+This is local constructive research on canonical/pr4929, not a completed supplier or exponent claim. Source code and Gaussian conventions retain the original authors' credit.
+
+Let n=9 and let q be any of the source's 112 port vectors (weight 3 or 7). Let e0=1. Construct an orthogonal binary matrix G taking e0 to q. If q_0=0, use the orthogonal transvection T_(e0+q). If q_0=1, select j>0 with q_j=0 and use T_(ej+q) T_(e0+ej). Here T_v(x)=x+(v dot x)v; both v have even weight, hence T_v is orthogonal. Such j exists because q is not the all-ones vector.
+
+For row j of G put z_j=(wt(row_j G)-1)/2 modulo 2. Define K=Z_z P_G. It is a real signed permutation. The full Gaussian R has entries alpha*(-i)^wt(x+y), with alpha=(1+i)^9/2^9. Orthogonality gives
+
+wt(G^-1 d)-wt(d) = 2 z dot d (mod 4).
+
+Indeed the degree-two coefficients vanish modulo four because distinct columns of G^-1 have even dot product; the linear coefficient is the weight of that column minus one. Therefore K R K^-1=R exactly, including absolute phase. K also maps the central line to span(q), and its orthogonal complement to q-perp, at the canonical-frame Lagrangian level. All these statements tensor to every positive digit-column count.
+
+Let Q be the central C gate, D the product of the other eight C gates, so R=DQ. Let E_i and S_i be the actual retained entrance-line and exit-hyperplane frame operators. With the operator convention that rightmost applies first, use
+
+input X: E_i K_i Q^-1
+input Y: K_i
+output X: K_i^-1
+output Y: D K_i^-1 S_i^-1.
+
+All four wrappers are monomial. Their Lagrangian incidences prove this for every port, and the scratch verifier checks exact tableaus and absolute phases at every one of the 112 source ports. With A from PR4929, define C_ij= A_ij K_i^-1 K_j. Then the full main endpoint is
+
+F = diag(D,D) [[I,0],[C Q^-1,I]].
+
+C is a physically implementable fixed owner recoding: apply K_i to each owner, apply A among the owners at common physical coordinates, and apply K_i^-1. Its inverse uses A^-1=(A+12I)/13. Since each K_i is real orthogonal and A is real symmetric, C^T=C. Since K_i commutes with R, C commutes with R. The polynomial C^2+12C-13I=0 follows by similarity. The 408 independent helper jobs and every paid Gaussian child are unchanged.
+
+For the actual raw inverse transpose, F^-T=diag(D^-1,D^-1) [[I,-Q^-1 C],[0,I]], since Q,D are symmetric. Multiply both outputs by D^2, then conjugate the physical X bank by Q^2 (input Q^-2 and output Q^2). These are explicit monomial powers. The result is
+
+B = diag(D,D) [[I,-Q C],[0,I]].
+
+The old source convention using Y-only Q^2 conjugation cannot simply be copied for noncommuting C. The X-only convention above is exact.
+
+For a prior code B0 commuting with the current D, set G(B0)=diag(B0,Q^-1 B0 Q). The following two constructive local identities hold without requiring C and Q to commute:
+
+(post X C) F (pre Y C) = G(C B0) F_standard G(B0)^-1,
+(post X C^-1) B (pre Y C^-1) = G(C^-1 B0) B_standard G(B0)^-1.
+
+They use [C,DQ]=0 and [B0,D]=0. Every additional operation on the left is physically cheap fixed recoding. For disjoint fresh blocks, codes from earlier stages commute with the current D. These identities do not yet settle interstage ADD/IDLE compatibility, terminal gauges, productive jobs, or the complete moment.
+
+## Literal recoding and complete local bill
+
+The source code has an exact factorization A=I-MM^T/4 with M a 112-by-8 matrix having entries 0,+1,-1 and M^T M=56I. Each mode column has 56 nonzero entries, and each owner row has four. The mode columns are emitted in NORMALIZERS.json and all 12,544 entries are checked against the pinned CODE.json. This factorization is used here as a constructive scalar program, without relying on any common physical address chart for separate Gaussian mode transformations.
+
+To execute A on arbitrary independent owner fields x, allocate eight owned zero fields t. Compute t=M^T x with 448 signed ADDs; update x-=M t/4 with 448 scaled ADDs; clear the eight owned temporaries. Reading x is finished before any x is updated. Hence no input field is overwritten before its last source read. For A^-1 use the same program with coefficient -1/52, since A^-1=I-MM^T/52. Both are exact rational linear programs. The helper fields of the native producer are never used as scratch, copied as free credit, or erased.
+
+Conjugating this scalar program by the 112 K_i and their inverses implements C or C^-1. This pays 224 monomial field maps, 896 scalar ADDs and 16 owned CLEARs per recoding, with eight owned fields reusable sequentially. The two additional recodings in either local gauge identity therefore cost at most 448 monomial maps, 1,792 scalar ADDs and 32 CLEARs, with no recursive Gaussian child. The four actual port normalizers contribute 448 monomial maps per native invocation. The displayed backward conversion contributes at most 448 further monomial maps (112 input X powers, 112 output X powers and 224 output D-squares); fusing maps can reduce this upper bound but is not assumed.
+
+These are field-level operation counts. A lifted K_i is an explicit binary map on nine f-bit address blocks together with signs given by block parity. Its constants, indexed movement and phase passes use the retained native monomial implementation. It is therefore a fixed finite O(V polylog p) nonrecursive operation under that caller's precision/address ABI, not a zero-work instruction. Each fixed rational ADD is likewise charged at its actual scalar precision. In particular the inverse denominator 52 must be implemented and rounded; no free exact real-division oracle is assumed. This lemma makes no independent TM tariff or outer-budget claim.
+
+The maximum exact component-l1 prefix bound for the scalar A program, including its temporaries, is 57. For A^-1 it is 56 (the output-only bound is 69/13). Signed monomial maps preserve component magnitude. A fixed local sequence has a fixed suffix bound obtained by multiplying elementary bounds 1+|coefficient|; owned CLEAR has bound one. This gives a finite bound for local rounding propagation. The number of local uses, compiler precision and complete outer error allocation still belong to the caller theorem.
+
+The normalized producer still has its exact PR4929 paid profile
+
+    {1:2201, 2:412, 3:510, 4:127, 5:40}
+
+and independent helper profile
+
+    {4:28, 7:7, 8:47, 9:326}.
+
+No productive main ranks are asserted merely from the coupled central ABI. Those depend on the completed caller, its initial/final gauges and every paid correction.
+
+## Universal scope and reproducible evidence
+
+PR4929 supplies the arbitrary-input logical identity over Q[FreeGroup72] for its emitted center-free word with ground-chart helper pre-compensation. Its normalized main endpoint is L(A), its raw dual is L(A)^-T, and every one of the 408 helper endpoints is autonomous. This proof is an inherited premise with exact source pins, not a consequence of this normalizer checker. The present wrappers and owner recodings act exclusively on the 224 main fields; new scratch is explicitly owned. Thus the helper block remains autonomous and its independent inputs, requested transforms and paid profile remain unchanged.
+
+For every f>=1, assign the shared native letters their actual consistent invertible lifted operators. Evaluation of the source free-group algebra is a homomorphism and gives the source logical identity. Independently lift each K_i as its f-fold tensor product, retaining spectator coordinates; its signed-permutation word, the two direct frame identities and its commutation with R lift by operator composition. In every compiled monomial word, P and X act columnwise on the f-bit blocks, D sums its Z4 polynomial over the f columns, and a one-column scalar phase i^gamma becomes i^(f*gamma). Reusing the one-column global phase unchanged would be incorrect. Finally form the owner matrix C_f with entries A_ij K_i,f^-1 K_j,f. One does not tensor the whole 224-by-224 owner matrix and does not assert that tensor powers preserve sums. Instead the finite scalar owner program is evaluated directly in the algebra of these lifted address operators. This proves the central ABI and local gauge identities at every positive width.
+
+Run `python3 -I -B research/coded-native-caller/normalizers.py` or its optimized `-O` form. The checker authenticates the decompressed actual native payload, CODE.json and retained Clifford source before executing the latter. It verifies all 112 real signed normalizers, 57,344 explicit weight-congruence addresses, 896 forward/backward monomial wrappers and eight exact frame/block identities per port, including absolute phase. Each emitted wrapper is separately lowered to a literal P/D/X/phase-only word and checked against its defining expression by exact tableau and absolute-phase state. No C gate remains in an emitted wrapper. The independent incoming-column and outgoing-row identities imply all 5,824 nonzero off-diagonal code blocks, without sampling those pairs. It also executes the eight-mode recoding on all 112 arbitrary-input basis columns in both directions. Omitting the essential signed phase is rejected at every affected port. The default command compares a regenerated mathematical receipt and performs no writes; `--write` is the explicit authoring path.
+
+Source pins: canonical main 624de9dc66858af0945e5f8a0942488d62280d43, `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, decompressed SHA-256 cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd; PR4929 head 361f5d4100640177d6a983dd2f336021c75bfd5e, `research/native-center-free-code/CODE.json`, SHA-256 8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0; canonical `research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py`, SHA-256 2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962. Gzip container bytes are not substituted for decompressed source identity.
+
+Credit Dugongue's PR4929 for the coded producer and stable code; Cinna Davis's PR4694/4698 and the original cache/helper construction; Cao Yifan's PR4610 native word; the retained zxv, Jacob Alan Sussman, Cinna Davis and Clifford/native/compiler lineage. The exact canonical-frame implementation and phase conventions are retained source material. The constructive real centralizing normalizers, their explicit lifted words, X-only raw-dual convention and costed local code gauges are the additions here. New work is Apache-2.0 and has substantial OpenAI Codex assistance; no formal-kernel or independent human acceptance is asserted.
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/SOURCES.json b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/SOURCES.json
new file mode 100644
index 0000000000..5be363adf2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/SOURCES.json
@@ -0,0 +1,20 @@
+[
+  {
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "source_path": "research/coded-native-caller/clifford_exact.py",
+    "local": "envelope-inputs/clifford_exact.py",
+    "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+  },
+  {
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "source_path": "research/coded-native-caller/PHYSICAL.md",
+    "local": "envelope-inputs/PHYSICAL.md",
+    "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+  },
+  {
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "source_path": "research/native-rank8-helper-provider/verify.py",
+    "local": "envelope-inputs/verify.py",
+    "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+  }
+]
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/clifford_exact.py b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/verify.py b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/verify.py
new file mode 100644
index 0000000000..b62af49c87
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/envelope-inputs/verify.py
@@ -0,0 +1,602 @@
+#!/usr/bin/env python3
+"""Source-bound coupled provider, exact rational rows and absolute phases.
+
+No scratch registry, pending Git object, network access or third-party package.
+The authenticated predecessor Clifford evaluator is the only imported module.
+"""
+from collections import Counter
+from fractions import Fraction as F
+from functools import lru_cache
+from hashlib import sha256
+from pathlib import Path
+import argparse
+import gzip
+import importlib.util
+import json
+import sys
+import time
+
+HERE = Path(__file__).resolve().parent
+ROOT = HERE.parent.parent
+SOURCE_HASH = 'cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd'
+WITNESS_HASH = '24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591'
+MODE = [224, 225, 227, 229, 240, 241, 256, 257]
+PAID = Counter({1: 2193, 2: 412, 3: 510, 4: 127, 5: 40})
+
+
+def need(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def enc(row):
+    return [[j, str(a)] for j, a in sorted(row.items()) if a]
+
+
+def add(target, source, factor=1):
+    for key, value in tuple(source.items()):
+        value = target.get(key, F(0)) + factor * value
+        if value:
+            target[key] = value
+        else:
+            target.pop(key, None)
+
+
+def addr(ref):
+    need(ref[0] in ('L', 'C'), 'unknown field kind')
+    return ref[1] + (632 if ref[0] == 'C' else 0)
+
+
+def replay(program, c, owners, snapshots=()):
+    """Every owner is an independent free-group column, including dirty C fields."""
+    rows = [{(j, ()): F(1)} for j in range(owners)]
+    charts = c['start'][:] + [None] * (owners - 632)
+    paid, scalar = Counter(), Counter()
+    zeros, dirt_clears, saved = [], [], {}
+    for event, e in enumerate(program):
+        kind = e[0]
+        if kind == 'scalar':
+            op, chart = e[1:]
+            dst = addr(op[1])
+            scalar[op[0]] += 1
+            if op[0] == 'clear':
+                need(dst >= 632, 'persistent CLEAR forbidden')
+                dirt = {k: v for k, v in rows[dst].items() if k[0] >= 632}
+                if dirt:
+                    dirt_clears.append((dst, dirt))
+                rows[dst], charts[dst] = {}, chart
+            else:
+                need(charts[dst] == chart, 'destination chart')
+                if op[0] in ('copy', 'add'):
+                    src = addr(op[2])
+                    need(charts[src] == chart, 'source chart')
+                    if op[0] == 'copy':
+                        need(dst >= 632 and not rows[dst], 'COPY must fill owned zero')
+                        rows[dst] = dict(rows[src])
+                    else:
+                        need(dst != src, 'ADD self alias')
+                        add(rows[dst], rows[src], F(op[3], op[4]))
+                else:
+                    need(op[0] == 'scale', 'unknown scalar operation')
+                    factor = F(op[2], op[3])
+                    rows[dst] = {k: v * factor for k, v in rows[dst].items() if v * factor}
+        elif kind == 'warp':
+            _, ref, warp, old, new = e
+            dst = addr(ref)
+            need(charts[dst] == old, 'warp chart')
+            symbol = (1 if warp > 0 else -1) * (abs(warp) + 1000000)
+            after = {}
+            for (owner, word), value in rows[dst].items():
+                word = word[1:] if word and word[0] == -symbol else (symbol,) + word
+                add(after, {(owner, word): value})
+            rows[dst], charts[dst] = after, new
+        elif kind in ('climb', 'center'):
+            if kind == 'climb':
+                _, _, dst, old, new, rank = e
+                expected = len(c['frames'][new]) - len(c['frames'][old])
+            else:
+                _, dst, old, new, rank = e
+                dst += 632
+                expected = abs(len(c['frames'][new]) - len(c['frames'][old]))
+            need(charts[dst] == old and rank == expected and rank > 0,
+                 'paid child chart/rank')
+            charts[dst] = new
+            paid[rank] += 1
+        elif kind == 'zero_retag':
+            _, dst, old, new = e
+            need(charts[dst] == old and not rows[dst], 'zero retag has nonzero input')
+            zeros.append([event, dst, old, new])
+            charts[dst] = new
+        else:
+            # Inherited source annotations / physical boundary bindings. The
+            # predecessor's normalized-row convention treats these as no row
+            # update; they remain byte-for-byte records in the emitted word.
+            # New physical boundaries are checked separately below, with phase.
+            need(kind in ('phase', 'adapter', 'residual_adapter'), 'unknown source record')
+        for at, owner in snapshots:
+            if event == at:
+                saved[(at, owner)] = (charts[owner], dict(rows[owner]))
+    return rows, charts, paid, scalar, zeros, dirt_clears, saved
+
+
+def scalar(row):
+    need(all(not word for _, word in row), 'endpoint has unreduced native word')
+    return {j: a for (j, _), a in row.items()}
+
+
+def rewrite(source, witness):
+    centers = {r['event']: i for i, r in enumerate(witness)}
+    late = {r['zero_event']: i for i, r in enumerate(witness)}
+    caches = {r['cached_event']: i for i, r in enumerate(witness)}
+    need(len(centers) == len(late) == len(caches) == 8, 'distinct eight sites')
+    need(max(caches) < min(centers), 'caches must precede all replacements')
+    word = []
+    for event, op in enumerate(source['programs']['backward']):
+        if event in centers:
+            i = centers[event]
+            frame = witness[i]['frame']
+            need(op == ['center', 0, 0, frame, 8], 'center source binding')
+            word += [['scalar', ['clear', ['C', 0]], frame],
+                     ['scalar', ['copy', ['C', 0], ['C', i + 1]], frame]]
+        elif event in late:
+            r = witness[late[event]]
+            need(op == ['climb', 'warp_retimed', r['zero_role'], r['frame'], 1, 1],
+                 'late H1 source binding')
+            word.append(['zero_retag', r['zero_role'], r['frame'], 1])
+        else:
+            word.append(op)
+        if event in caches:
+            i = caches[event]
+            r = witness[i]
+            word += [['scalar', ['clear', ['C', i + 1]], r['frame']],
+                     ['scalar', ['copy', ['C', i + 1], ['L', r['cached_role']]], r['frame']]]
+    return {'source_sha256': SOURCE_HASH, 'direction': 'backward', 'word': word}
+
+
+def inverse(matrix):
+    n = len(matrix)
+    a, b, ops = [dict(r) for r in matrix], [{j: F(1)} for j in range(n)], []
+    for j in range(n):
+        k = next((i for i in range(j, n) if a[i].get(j)), None)
+        need(k is not None, 'singular basis')
+        if k != j:
+            a[j], a[k], b[j], b[k] = a[k], a[j], b[k], b[j]
+            ops.append(['swap', j, k])
+        factor = 1 / a[j][j]
+        if factor != 1:
+            a[j] = {k: factor * v for k, v in a[j].items()}
+            b[j] = {k: factor * v for k, v in b[j].items()}
+            ops.append(['scale', j, str(factor)])
+        for i in range(n):
+            if i == j or not a[i].get(j):
+                continue
+            factor = -a[i][j]
+            add(a[i], a[j], factor)
+            add(b[i], b[j], factor)
+            ops.append(['add', i, j, str(factor)])
+    need(a == [{j: F(1)} for j in range(n)], 'basis reduction')
+    return b, ops
+
+
+def ordinary(ops, roles, reverse=False):
+    out = []
+    for e in reversed(ops) if reverse else ops:
+        if e[0] == 'swap':
+            a, b = roles[e[1]], roles[e[2]]
+            out += [['add', a, b, '1'], ['add', b, a, '-1'],
+                    ['add', a, b, '1'], ['scale', b, '-1']]
+        elif e[0] == 'scale':
+            v = F(e[2])
+            out.append(['scale', roles[e[1]], str(1 / v if reverse else v)])
+        else:
+            v = F(e[3])
+            out.append(['add', roles[e[1]], roles[e[2]], str(-v if reverse else v)])
+    return out
+
+
+def apply_ordinary(program, rows):
+    rows = [dict(r) for r in rows]
+    for e in program:
+        if e[0] == 'add':
+            need(e[1] != e[2], 'ordinary ADD alias')
+            add(rows[e[1]], rows[e[2]], F(e[3]))
+        else:
+            need(e[0] == 'scale', 'ordinary operation')
+            rows[e[1]] = {j: a * F(e[2]) for j, a in rows[e[1]].items() if a * F(e[2])}
+    return rows
+
+
+def authenticate():
+    pins = json.loads((HERE / 'SOURCES.json').read_text())
+    for r in pins['files']:
+        if r['usage'] == 'input':
+            need(sha256((ROOT / r['path']).read_bytes()).hexdigest() == r['sha256'],
+                 'changed scientific input: ' + r['path'])
+    raw = gzip.decompress((ROOT / 'research/native-center-free-code/SOURCE-WORD.json.gz').read_bytes())
+    need(sha256(raw).hexdigest() == SOURCE_HASH, 'native payload')
+    need(sha256((HERE / 'WITNESS.json').read_bytes()).hexdigest() == WITNESS_HASH,
+         'Ali verbatim candidate provenance')
+    cp = ROOT / 'research/coded-native-caller/clifford_exact.py'
+    spec = importlib.util.spec_from_file_location('rank8_provider_clifford', cp)
+    ce = importlib.util.module_from_spec(spec)
+    sys.modules[spec.name] = ce
+    spec.loader.exec_module(ce)
+    return json.loads(raw), json.loads((HERE / 'WITNESS.json').read_text()), ce
+
+
+def main(emit=False):
+    started = time.monotonic()
+    source, witness, ce = authenticate()
+    c = source['canonical']
+    normal = json.loads((ROOT / 'research/coded-native-caller/NORMALIZERS.json').read_text())
+    M = normal['mode_columns']
+    A = [[F(a) for a in r] for r in json.loads((ROOT / 'research/native-center-free-code/CODE.json').read_text())['A']]
+    need(c['start'][112:224] == [0] * 112, 'main Y inputs have ground chart')
+    need(len(M) == 8 and all(len(r) == 112 for r in M), 'M dimensions')
+    need(all(sum(M[k][i] * M[l][i] for i in range(112)) == 56 * int(k == l)
+             for k in range(8) for l in range(8)), 'M Gram')
+    need(all(A[i][j] == F(i == j) - sum(F(M[k][i] * M[k][j], 4) for k in range(8))
+             for i in range(112) for j in range(112)), 'A factorization')
+    original = replay(source['programs']['backward'], c, 633,
+                      [(r['cached_event'], r['cached_role']) for r in witness])
+    oldrows, oldcharts, oldpaid, oldscalar = original[:4]
+    expected = [{(j, ()): F(1)} for j in range(632)]
+    for j in range(112):
+        expected[j][(j + 112, ())] = F(-1)
+    need(oldrows[:632] == expected and not oldrows[632], 'original 632-row endpoint')
+    need(oldcharts[:632] == c['final'], 'original exit charts')
+
+    centerfree = [['scalar', ['clear', ['C', e[1]]], e[3]] if e[0] == 'center' else e
+                  for e in source['programs']['backward']]
+    cf = replay(centerfree, c, 633)
+    cfrows = [scalar(r) for r in cf[0]]
+    need(cf[1][:632] == c['final'] and not cfrows[632], 'center-free charts/owned')
+    P = [[-cfrows[j + 224].get(i + 112, F(0)) for i in range(112)] for j in range(408)]
+    B = [[sum(P[j][i] * M[k][i] for i in range(112)) / 56 for j in range(408)] for k in range(8)]
+    need(all(P[j][i] == sum(B[k][j] * M[k][i] for k in range(8))
+             for j in range(408) for i in range(112)), 'full native coupling factorization')
+    for j in range(632):
+        row = {j: F(1)}
+        if j < 112:
+            for i in range(112):
+                if A[i][j]:
+                    row[i + 112] = -A[i][j]
+        elif j >= 224:
+            for i, a in enumerate(P[j - 224]):
+                if a:
+                    row[i + 112] = -a
+        need(cfrows[j] == row, 'center-free complete scalar endpoint')
+
+    delta = [{j - 224: F(a) for j, a in r['relation']} for r in witness]
+    coupling = [[sum(a * B[k][j] for j, a in d.items()) for k in range(8)] for d in delta]
+    need(all(sum(bool(a) for a in r) == 1 and set(r) <= {F(0), F(1), F(-1)}
+             for r in coupling), 'candidate is not a signed retraction')
+    perm = [next(k for k, a in enumerate(r) if a) for r in coupling]
+    sign = [coupling[i][perm[i]] for i in range(8)]
+    need(sorted(perm) == list(range(8)), 'retraction permutation')
+    E = [{} for _ in range(8)]
+    for i, k in enumerate(perm):
+        E[k] = {j: sign[i] * a for j, a in delta[i].items()}
+        row = {(j + 224, ()): F(witness[i]['zero_factor']) * a for j, a in delta[i].items()}
+        for j in range(112):
+            a = -F(witness[i]['zero_factor']) * sign[i] * M[k][j]
+            if a:
+                row[(j + 112, ())] = a
+        need(original[6][(witness[i]['cached_event'], witness[i]['cached_role'])]
+             == (witness[i]['frame'], row), 'fresh original cached row binding')
+    need(all(sum(a * B[l][j] for j, a in E[k].items()) == int(k == l)
+             for k in range(8) for l in range(8)), 'E B^T identity')
+    active = sorted(set(j for r in B for j, a in enumerate(r) if a) | set(j for r in E for j in r))
+    roles, index = [224 + j for j in active], {j: i for i, j in enumerate(active)}
+    need(len(active) == 122 and all(c['start'][j] == 0 and c['final'][j] == 1 for j in roles),
+         'basis requires 122 actual cold H9 owners')
+    J = [j - 224 for j in MODE]
+    L = [{} for _ in active]
+    for k, j in enumerate(J):
+        for r in active:
+            if B[k][r]:
+                L[index[r]][index[j]] = B[k][r]
+    for j in active:
+        if j in J:
+            continue
+        for r in active:
+            a = F(r == j) - sum(B[k][r] * E[k].get(j, F(0)) for k in range(8))
+            if a:
+                L[index[r]][index[j]] = a
+    Li, ops = inverse(L)
+    for left, right in ((L, Li), (Li, L)):
+        for i, row in enumerate(left):
+            product = {}
+            for j, a in row.items():
+                add(product, right[j], a)
+            need(product == {i: F(1)}, 'two-sided basis inverse')
+    for k, row in enumerate(E):
+        product = {}
+        for j, a in row.items():
+            add(product, L[index[j]], a)
+        need(product == {index[J[k]]: F(1)}, 'E L mode selection')
+    need(all(sum(a * B[k][active[j]] for j, a in row.items()) == int(i == index[J[k]])
+             for i, row in enumerate(Li) for k in range(8)), 'Li B mode embedding')
+    need(all(a.denominator & (a.denominator - 1) == 0
+             for matrix in (L, Li) for row in matrix for a in row.values()), 'dyadic basis')
+    entrance, exitword = ordinary(ops, roles, True), ordinary(ops, roles)
+    identity = [{j: F(1)} for j in range(632)]
+    entered = apply_ordinary(entrance, identity)
+    def check_basis(rows):
+        for i, j in enumerate(roles):
+            need(rows[j] == {roles[k]: a for k, a in L[i].items()}, 'literal L program')
+    check_basis(entered)
+    need(apply_ordinary(exitword, entered) == identity, 'literal Li program')
+    need(Counter(e[0] for e in entrance) == Counter(add=822, scale=12), 'basis program bill')
+    need(Counter(e[0] for e in exitword) == Counter(add=822, scale=12), 'inverse program bill')
+
+    changed = rewrite(source, witness)
+    frozen_word = json.loads(gzip.decompress((HERE / 'WORD.json.gz').read_bytes()))
+    need(changed == frozen_word, 'committed exact word differs from source rewrite')
+    result = replay(changed['word'], c, 641)
+    rawrows, charts, paid, scalars, zeros, dirt = result[:6]
+    need(charts[:632] == c['final'] and not rawrows[632], 'changed persistent charts/C0')
+    need(paid == PAID and oldpaid == paid + Counter({1: 8, 8: 8}), 'paid children')
+    need(scalars == oldscalar + Counter(clear=16, copy=16), 'source ordinary delta')
+    need(len(zeros) == 8, 'eight exact zero retags')
+    need(len(dirt) == 9 and {j for j, _ in dirt} == set(range(632, 641))
+         and all(d == {(j, ()): F(1)} for j, d in dirt), 'all arbitrary owned dirt cleared')
+    need(not any(j >= 632 for row in rawrows for j, _ in row), 'owned dirt leaked')
+    need(sum(rawrows[j] != oldrows[j] for j in range(632)) == 218, 'changed endpoint count')
+    endpoint = []
+    for row in rawrows:
+        out = {}
+        for j, a in scalar(row).items():
+            add(out, entered[j], a)
+        endpoint.append(out)
+    endpoint = apply_ordinary(exitword, endpoint)
+    for j in range(632):
+        expected = {} if j in MODE else {j: F(1)}
+        if j < 112:
+            expected[j + 112] = F(-1)
+            for k in range(8):
+                if M[k][j]:
+                    expected[MODE[k]] = F(M[k][j], 4)
+        need(endpoint[j] == expected, 'composed all-owner endpoint at ' + str(j))
+    def check_cache(i, row):
+        r, k = witness[i], perm[i]
+        factor = F(r['zero_factor']) * sign[i]
+        expected = {MODE[k]: factor}
+        for j in range(112):
+            if M[k][j]:
+                expected[j + 112] = -factor * M[k][j]
+        need(row == expected and charts[633 + i] == r['frame'], 'composed retained cache')
+    for i in range(8):
+        check_cache(i, endpoint[633 + i])
+    first_cache = dict(endpoint[633])
+
+    def conjugate(op):
+        circuit = []
+        for e in op.circuit:
+            if e[0] == 'D':
+                circuit.append(('D', e[1], tuple((-x) % 4 for x in e[2])))
+            elif e[0] == 'C':
+                circuit.append(('C', e[1], -e[2]))
+            elif e[0] == 'phase':
+                circuit.append(('phase', (-e[1]) % 4))
+            else:
+                circuit.append(e)
+        return ce.Op(9, tuple((x, z, -p % 4) for x, z, p in op.tab), circuit)
+
+    @lru_cache(None)
+    def frame(j, back=False):
+        op = ce.canonical_frame(9, c['frames'][j])
+        return conjugate(op) if back else op
+
+    def literal(word):
+        op = ce.ident(9)
+        for e in word:
+            if e[0] == 'P':
+                part = ce.perm(9, tuple(e[1]))
+            elif e[0] == 'D':
+                part = ce.diag(9, tuple(e[1]), tuple(e[2]))
+            elif e[0] == 'X':
+                part = ce.xgate(9, e[1])
+            elif e[0] == 'phase':
+                part = ce.Op(9, ce.identity(9), [('phase', e[1])])
+            else:
+                raise ValueError('boundary contains a Gaussian gate')
+            op = op.then(part)
+        return op
+
+    def equal(a, b):
+        return a.tab == b.tab and a.zero_state() == b.zero_state()
+
+    def rank(op):
+        return ce.rank([x for x, _, _ in op.tab[9:]])
+
+    def receipt(op):
+        vec, den = op.zero_state()
+        j = next(j for j, a in enumerate(vec) if a != (0, 0))
+        return {'literal_word': op.circuit, 'signed_tableau': op.tab,
+                'zero_column_anchor': {'index': j, 'gaussian_numerator': vec[j],
+                                       'denominator_power2': den}}
+
+    def compile_monomial(op):
+        need(rank(op) == 0, 'nonmonomial boundary map')
+        compiled, _ = ce.monomial(op)
+        need(equal(compiled, op) and equal(literal(compiled.circuit), op),
+             'literal phase-correct monomial compilation')
+        return compiled
+
+    R, D = frame(1), ce.fourier(9, range(1, 9))
+    Km, N = [None] * 8, [None] * 8
+    records = [None] * 8
+    for i, r in enumerate(witness):
+        k = perm[i]
+        candidates = [q for q in range(1, 512)
+                      if all(ce.parity(q & v) == 0 for v in c['frames'][r['frame']])]
+        need(len(candidates) == 1, 'rank-eight missing line')
+        q = candidates[0]
+        need(q.bit_count() % 2 == 1 and q != 511, 'odd noncharacteristic line')
+        if not q & 1:
+            transvections = [1 ^ q]
+        else:
+            j = next(j for j in range(1, 9) if not q >> j & 1)
+            transvections = [1 ^ (1 << j), (1 << j) ^ q]
+        cols = []
+        for j in range(9):
+            x = 1 << j
+            for v in transvections:
+                x ^= v if ce.parity(x & v) else 0
+            cols.append(x)
+        G = ce.transpose(cols, 9)
+        z = sum((((row.bit_count() - 1) // 2) & 1) << j for j, row in enumerate(G))
+        K = ce.perm(9, G).then(ce.diag(9, (0,) * 9, tuple(2 * ((z >> j) & 1) for j in range(9))))
+        need(equal(K.then(R), R.then(K)), 'mode K/R absolute phase')
+        need(all((ce.mv(ce.transpose(G, 9), x).bit_count() - x.bit_count()
+                  - 2 * ce.parity(z & x)) % 4 == 0 for x in range(512)), 'K weight congruence')
+        F8 = frame(r['frame'], True)
+        need(rank(F8) == 8, 'actual cache rank')
+        Km[k] = compile_monomial(K)
+        N[k] = compile_monomial(K.then(F8).adjoint().then(D))
+        records[k] = {'mode': k, 'owner': MODE[k], 'cache_slot': 633 + i,
+                      'witness_row': i, 'frame': r['frame'], 'missing_line': q,
+                      'cache_scalar': str(1 / (2 * F(r['zero_factor']) * sign[i])),
+                      'input_K': receipt(Km[k]), 'output_N': receipt(N[k])}
+    Kp = [literal(r['K_word']) for r in normal['ports']]
+    checks = Counter()
+    for j, port in enumerate(normal['ports']):
+        need(port['port'] == j and rank(Kp[j]) == 0 and equal(Kp[j].then(R), R.then(Kp[j])),
+             'port K binding and R commutation')
+        wrappers = port['compiled_wrappers']
+        BX, BY, OX, OY = [literal(wrappers[key]['word']) for key in
+                          ('backward_input_X', 'backward_input_Y', 'backward_output_X', 'backward_output_Y')]
+        birth, final, finalY = frame(c['start'][j], True), frame(c['final'][j], True), frame(c['final'][112 + j], True)
+        need(equal(BX.then(birth.adjoint()).then(final).then(OX), D), 'X diagonal physical block')
+        need(equal(BY.then(finalY).then(OY), D), 'Y diagonal physical block')
+        need(equal(BY.then(final).then(OX), R), 'main shear physical block')
+        checks['main_diagonal_and_shear'] += 3
+        for k in range(8):
+            if not M[k][j]:
+                continue
+            need(equal(Km[k].then(final).then(OX), Km[k].then(Kp[j].adjoint()).then(R)),
+                 'helper-to-main physical coupling')
+            F8 = frame(records[k]['frame'], True)
+            need(equal(BY.then(F8).then(N[k]), Kp[j].then(Km[k].adjoint()).then(D)),
+                 'main-to-helper physical coupling')
+            checks['two_coupling_directions'] += 2
+    for k in range(8):
+        need(equal(Km[k].then(frame(records[k]['frame'], True)).then(N[k]), D),
+             'helper diagonal physical block')
+        checks['helper_diagonal'] += 1
+    need(dict(checks) == {'main_diagonal_and_shear': 336, 'two_coupling_directions': 896,
+                          'helper_diagonal': 8}, '1,240 physical bindings')
+    autonomous = Counter(len(c['frames'][c['final'][j]]) - len(c['frames'][c['start'][j]])
+                         for j in range(224, 632) if j not in MODE)
+    need(autonomous == Counter({4: 28, 7: 7, 8: 47, 9: 318}), '400 retained native helper jobs')
+    # Physical normalization precedes a complete-field SWAP, including chart tags.
+    for r in records:
+        owner, cache = r['owner'], r['cache_slot']
+        need(not endpoint[owner], 'SWAP destination must be identically zero')
+        endpoint[owner], endpoint[cache] = endpoint[cache], endpoint[owner]
+    need(all(not endpoint[j] for j in range(632, 641)), 'all owned outputs clean')
+
+    # Failure controls invoke the same predicates as the construction.
+    controls = []
+    bad_c = dict(c)
+    bad_c['start'] = c['start'][:]
+    bad_c['start'][0] = 0
+    try:
+        replay([['zero_retag', 0, 0, 1]], bad_c, 641)
+    except ValueError as e:
+        need(str(e) == 'zero retag has nonzero input', 'wrong rejection')
+        controls.append('nonzero zero-retag rejected')
+    need(len(controls) == 1, 'zero-retag control accepted')
+    corrupted = [e[:] for e in entrance]
+    mutated = next(e for e in corrupted if e[0] == 'add')
+    mutated[3] = str(F(mutated[3]) + 1)
+    try:
+        check_basis(apply_ordinary(corrupted, identity))
+    except ValueError as e:
+        need(str(e) == 'literal L program', 'wrong basis rejection')
+        controls.append('one altered basis ADD coefficient rejected')
+    need(len(controls) == 2, 'basis coefficient mutation accepted')
+    badN = ce.Op(9, N[0].tab, N[0].circuit + [('phase', 1)])
+    need(badN.tab == N[0].tab and not equal(Km[0].then(frame(records[0]['frame'], True)).then(badN), D),
+         'phase-only error escaped')
+    controls.append('same-tableau phase-only cache error rejected')
+    wrong = dict(first_cache)
+    add(wrong, {MODE[perm[0]]: F(1)})
+    try:
+        check_cache(0, wrong)
+    except ValueError as e:
+        need(str(e) == 'composed retained cache', 'wrong cache rejection')
+        controls.append('one altered saved-cache coefficient rejected')
+    need(len(controls) == 4, 'saved-cache coefficient mutation accepted')
+
+    # An explicit, conservative local error-amplification bound for this finite
+    # schedule. Gaussian and monomial field maps have Euclidean norm one.
+    def log2_bound(a):
+        a, exponent = max(F(1), a), 0
+        while a > 1:
+            a /= 2
+            exponent += 1
+        return exponent
+    amplification = 0
+    for e in changed['word']:
+        if e[0] == 'scalar':
+            op = e[1]
+            if op[0] == 'add':
+                amplification += log2_bound(1 + abs(F(op[3], op[4])))
+            elif op[0] == 'scale':
+                amplification += log2_bound(abs(F(op[2], op[3])))
+    for e in entrance + exitword:
+        amplification += log2_bound(1 + abs(F(e[3]))) if e[0] == 'add' else log2_bound(abs(F(e[2])))
+    amplification += 8 * log2_bound(F(2))
+    amplification += sum(log2_bound(abs(F(r['cache_scalar']))) for r in records)
+
+    artifact = {
+        'schema_version': 1, 'source_payload_sha256': SOURCE_HASH,
+        'candidate_witness_sha256': WITNESS_HASH,
+        'word_payload_sha256': sha256(gzip.decompress((HERE / 'WORD.json.gz').read_bytes())).hexdigest(),
+        'basis_roles': roles, 'mode_owners': MODE,
+        'candidate_mode_permutation': perm, 'candidate_mode_signs': list(map(str, sign)),
+        'canonical_retraction_E': [enc(row) for row in E],
+        'input_basis_program': entrance, 'output_basis_program': exitword,
+        'mode_boundaries': records,
+        'ordered_schedule': [
+            'Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.',
+            'On each mode owner apply input_K and scalar 2; run input_basis_program.',
+            'Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.',
+            'Run output_basis_program on the 122 persistent common-chart helpers.',
+            'For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.',
+            'Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y.'
+        ],
+        'paid': dict(sorted(paid.items())), 'autonomous_native_helpers': dict(sorted(autonomous.items())),
+        'owned_fields': {'count': 9, 'initial_values': 'arbitrary', 'final_values': 'zero', 'productive_credit': 0},
+        'added_ordinary_work_vs_original_raw_source': {
+            'ADD': 1644, 'SCALE': 40, 'COPY': 16, 'CLEAR': 24, 'whole_field_SWAP': 8,
+            'monomial_field_maps': 464,
+            'monomial_breakdown': {'fused_inherited_main_standardizers': 448, 'mode_inputs': 8, 'cache_outputs': 8}},
+        'local_error_amplification_power2_bound': amplification,
+        'source_original_scalar_counts': dict(sorted(oldscalar.items())),
+        'source_changed_scalar_counts': dict(sorted(scalars.items())),
+        'physical_phase_bindings': dict(checks), 'exact_zero_retags': zeros,
+        'formula': {'X': 'D x - R y + R W h', 'Y': 'D y', 'H': 'D (h - Z y)',
+                    'W': 'diag(K_port^-1) M diag(K_mode)/2',
+                    'Z': 'diag(K_mode^-1) M^T diag(K_port)/2'},
+        'failure_controls': controls,
+        'scope': 'Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change.'
+    }
+    artifact = json.loads(json.dumps(artifact))
+    path = HERE / 'PROVIDER.json'
+    if emit:
+        path.write_text(json.dumps(artifact, indent=2) + '\n')
+    else:
+        need(json.loads(path.read_text()) == artifact, 'committed boundary recipe differs from replay')
+    print('PASS_NATIVE_RANK8_HELPER_PROVIDER ' + json.dumps({
+        'original_inputs': 632, 'arbitrary_owned_inputs': 9, 'owned_outputs_zero': 9,
+        'autonomous_helpers': 400, 'coupled_helpers': 8, 'paid': dict(sorted(paid.items())),
+        'phase_bindings': sum(checks.values()), 'seconds': round(time.monotonic() - started, 3)}))
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('--emit', action='store_true', help='regenerate the package-local boundary recipe')
+    main(parser.parse_args().emit)
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/independent_local_envelope.py b/research/coupled-provider-independent-audit/capsule/agents/budget/independent_local_envelope.py
new file mode 100644
index 0000000000..fa33ce8e35
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/independent_local_envelope.py
@@ -0,0 +1,92 @@
+#!/usr/bin/env python3
+"""Fresh literal one-provider envelope, two norms; no submitted Python execution.
+Max-field Euclidean norm matches the author's stated geometry. Joint-field
+Euclidean norm requires a COPY factor. No caller/compiler/precision admission.
+Chris R/Clear1nsight with substantial OpenAI Codex assistance; retain source credit.
+"""
+from pathlib import Path
+from collections import Counter
+from fractions import Fraction as Q
+from hashlib import sha256
+import argparse,gzip,json,resource,time
+HERE=Path(__file__).resolve().parent
+
+def need(v,s):
+ if not v:raise ValueError(s)
+def load(p):
+ b=p.read_bytes();return json.loads(gzip.decompress(b)if p.suffix=='.gz'else b)
+def ceil_log2(q):
+ q=max(Q(1),q);e=0
+ while q>1:q/=2;e+=1
+ return e
+
+def rank(rows):
+ piv={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b in piv:x^=piv[b]
+   else:piv[b]=x;break
+ return len(piv)
+def exponent(g,geometry):
+ if g[0]=='add':return ceil_log2(1+abs(Q(g[-2],g[-1])))
+ if g[0]=='scale':return ceil_log2(abs(Q(g[-2],g[-1])))
+ if g[0]=='copy':return int(geometry=='joint_field_l2')
+ need(g[0]in('clear','swap','unitary','zero_retag','annotation'),'unknown geometry gate')
+ return 0
+
+def main():
+ ap=argparse.ArgumentParser();ap.add_argument('--output',type=Path,required=True);args=ap.parse_args();start=time.monotonic();resource.setrlimit(resource.RLIMIT_AS,(128*1024*1024,128*1024*1024))
+ pins=load(HERE/'inputs/ALL-PINS.json')+load(HERE/'envelope-inputs/SOURCES.json')
+ for pin in pins:need(sha256((HERE/pin['local']).read_bytes()).hexdigest()==pin['sha256'],'changed norm input '+pin['local'])
+ a=load(HERE/'inputs/PROVIDER.json');word=load(HERE/'inputs/WORD.json.gz')['word'];source=load(HERE/'inputs/SOURCE-WORD.json.gz');n=load(HERE/'inputs/NORMALIZERS.json');c=source['canonical']
+ # Every frame is an independent subspace basis within the same nine-axis field.
+ need(all(len(v)<=9 and rank(v)==len(v)and all(0<x<512 for x in v)for v in c['frames']),'valid square canonical frame domains')
+ need(all(len(w['G_columns'])==9 and rank(w['G_columns'])==9 for w in c['warps']),'invertible native warp address matrices')
+ # All literal boundary words have an invertible address permutation and unit phases.
+ wraps=[port['compiled_wrappers'][k]['word']for port in n['ports']for k in ['backward_input_X','backward_input_Y','backward_output_X','backward_output_Y']]
+ wraps += [m[k]['literal_word']for m in a['mode_boundaries']for k in ['input_K','output_N']]
+ for w in wraps:
+  for g in w:
+   need(g[0]in('D','P','X','phase'),'boundary word is monomial')
+   if g[0]=='P':need(len(g[1])==9 and rank(g[1])==9,'boundary permutation invertible')
+ groups=[]
+ def group(label,gates):groups.append((label,gates))
+ def basis_gates(program):
+  out=[]
+  for g in program:
+   q=Q(g[-1]);out.append([g[0],q.numerator,q.denominator])
+  return out
+ group('224_fused_main_input_wrappers',[['unitary']]*224)
+ group('eight_mode_inputs',[g for m in a['mode_boundaries']for g in [['unitary'],['scale',2,1]]])
+ group('input_basis',basis_gates(a['input_basis_program']))
+ body=[];record=Counter()
+ for e in word:
+  record[e[0]]+=1
+  if e[0]=='scalar':
+   g=e[1]
+   if g[0]in('add','scale'):body.append([g[0],g[-2],g[-1]])
+   else:need(g[0]in('copy','clear'),'literal scalar alphabet');body.append([g[0]])
+  elif e[0]in('warp','climb','center'):body.append(['unitary'])
+  elif e[0]=='zero_retag':body.append(['zero_retag'])
+  else:need(e[0]in('phase','adapter','residual_adapter'),'source record alphabet');body.append(['annotation'])
+ group('changed_native_word',body)
+ group('output_basis',basis_gates(a['output_basis_program']))
+ exit=[]
+ for m in a['mode_boundaries']:
+  q=Q(m['cache_scalar']);exit.extend([['scale',q.numerator,q.denominator],['unitary'],['swap'],['clear']])
+ group('eight_cache_output_normalizers_and_consumption',exit)
+ group('224_fused_main_output_wrappers',[['unitary']]*224)
+ rows=[];total_max=total_joint=0;allg=[]
+ for label,gates in groups:
+  lm=sum(exponent(g,'max_field_l2')for g in gates);lj=sum(exponent(g,'joint_field_l2')for g in gates);total_max+=lm;total_joint+=lj;allg.extend(gates);rows.append(dict(group=label,gate_count=len(gates),counts=dict(Counter(g[0]for g in gates)),max_field_l2_exponent=lm,joint_field_l2_exponent=lj))
+ copies=sum(g[0]=='copy'for g in allg);need(copies==16 and total_joint-total_max==copies,'COPY geometry difference')
+ author=a['local_error_amplification_power2_bound'];need(total_max==author,'fresh max-field exponent differs from author scalar claim')
+ # Local controls exercise the same exact exponent function, not hashes alone.
+ need(ceil_log2(Q(1))==0 and ceil_log2(Q(2))==1 and ceil_log2(Q(3))==2 and ceil_log2(Q(9,8))==1,'exact upward logarithm controls')
+ need(exponent(['copy'],'max_field_l2')==0 and exponent(['copy'],'joint_field_l2')==1,'COPY geometry control')
+ need(exponent(['scale',2,1],'max_field_l2')==1 and exponent(['scale',1,4],'max_field_l2')==0,'already normalized output SCALE control')
+ raw=json.dumps(allg,separators=(',',':')).encode()
+ result=dict(executed_checker_sha256=sha256(Path(__file__).read_bytes()).hexdigest(),status='PASS_INDEPENDENT_ONE_PROVIDER_TWO_NORM_ENVELOPE',head='3348fccea855082786d5f0fc5558b73d4974e745',source_files=pins,groups=rows,total_max_field_l2_exponent=total_max,total_joint_field_l2_exponent=total_joint,author_stated_max_field_exponent=author,author_declared_geometry='maximum over fields of field Euclidean norms',copy_count=copies,abstract_scalar_unitary_transcript_sha256=sha256(raw).hexdigest(),native_records=dict(record),square_clifford_contract='All fields are square ambient2^(9f) address arrays. Normalized signed C gates, canonical frames/conjugates, invertible address warps and literal monomial wrappers are unitary for every positive width f. Physical phase/adapter binding is inherited/audited separately; free-group invertibility alone would not establish this premise.',uniform_contiguous_intervals=True,uniform_suffixes=True,error_inequality='For either stated norm and its exponent L: ||e_out|| <= 2^L (||e_in|| + sum_j ||local_residual_j||). Residuals use that same whole-field geometry, at one fixed width. No implicit coordinatewise-to-field or width-independent injection conversion is claimed.',scope='One raw provider only. Not recursive precision, caller error allocation, tape routing/movement, machine storage, compiler or outer funding.',controls=['upward_rational_logarithm','COPY_norm_geometry','emitted_output_scale_used_directly'],runtime={'seconds':time.monotonic()-start,'maxrss_kib':resource.getrusage(resource.RUSAGE_SELF).ru_maxrss})
+ need(not args.output.exists(),'immutable output already exists');args.output.write_text(json.dumps(result,indent=2,sort_keys=True)+'\n');print(json.dumps({'status':result['status'],'max_field_exponent':total_max,'joint_field_exponent':total_joint,'runtime':result['runtime']}))
+if __name__=='__main__':main()
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/independent_price_engine.py b/research/coupled-provider-independent-audit/capsule/agents/budget/independent_price_engine.py
new file mode 100644
index 0000000000..ee684bfc8c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/independent_price_engine.py
@@ -0,0 +1,132 @@
+#!/usr/bin/env python3
+"""Standalone exact price arithmetic; no candidate/project modules imported.
+
+Directed atanh60/Taylor32 rational engine derived from our independent #5377
+review, with a separately transcribed selected #5241 outer ledger. Candidate
+histograms must come from a separately authenticated independent census.
+#5398 retains the #5392 profile through a distinct direct backward caller.
+Only the source-bound saving/reserve inputs change; enclosure formulas are
+unchanged. The literal caller, phases and fresh precision are separate gates.
+Predecessors: Ali Romman (construction); Cao Yifan; Cinna Davis; zxv;
+Jacob Alan Sussman; Chris R/Clear1nsight. Substantial OpenAI Codex assistance.
+"""
+from fractions import Fraction as Q
+from functools import lru_cache
+from hashlib import sha256
+from pathlib import Path
+import json, time
+UNIT=10**55
+MODEL='selected-mixed-target-p16-completion1024-v1'
+ASSUMPTIONS=['native_all_columns','owned_erasure','compiler','precision_tape','analytic_recovery']
+def need(v, why):
+    if not v: raise ValueError(why)
+def down(x): return Q(x.numerator*UNIT//x.denominator,UNIT)
+def up(x): return -down(-x)
+def mul(a,b):
+    p=[x*y for x in a for y in b]; return down(min(p)),up(max(p))
+def divide(a,b):
+    need(b[0]>0,'nonpositive denominator interval');return mul(a,(1/b[1],1/b[0]))
+def difference(a,b):return a[0]-b[1],a[1]-b[0]
+def logsmall(x):
+    z=(x-1)/(x+1);need(0<=z<=Q(1,3),'logsmall outside [1,2]')
+    term=z;s=Q(0)
+    for j in range(60):s+=2*term/(2*j+1);term*=z*z
+    return down(s),up(s+2*term/(121*(1-z*z)))
+@lru_cache(None)
+def logint(n):
+    need(isinstance(n,int) and n>=1,'rank must be positive integer')
+    k=n.bit_length()-1;a,b=logsmall(Q(n,2**k));c,d=logsmall(Q(2));return a+k*c,b+k*d
+def exponential(x):
+    if x<0:
+        a,b=exponential(-x);return down(1/b),up(1/a)
+    shift=0
+    while x>Q(1,32):x/=2;shift+=1
+    term=s=Q(1)
+    for j in range(1,33):term*=x/j;s+=term
+    a,b=down(s),up(s+term*x/33/(1-x/34))
+    for _ in range(shift):a,b=down(a*a),up(b*b)
+    return a,b
+@lru_cache(None)
+def power(rank,exponent):
+    exponent=Q(exponent);l,h=logint(rank);l,h=sorted((l*exponent,h*exponent));return exponential(l)[0],exponential(h)[1]
+def profile(p):
+    for k,v in p.items():
+        need((type(k) is int or type(k) is str and k.isdigit()) and type(v) is int,'rank/count must be exact integers')
+    p={int(k):v for k,v in p.items()};need(all(k>0 and v>=0 for k,v in p.items()),'invalid rank/count');return {k:v for k,v in p.items() if v}
+def moment(p,e):return tuple(sum((n*power(r,Q(e))[i] for r,n in p.items()),Q(0)) for i in (0,1))
+def ledger(p):
+    k,b,a,q,ep,be,r,st,la=(p[x] for x in ['kappa','b','a','q','epsilon','beta','r0','stop','layout'])
+    si,ta=1-b,1-a;it=ta+(1-st)*max(si-ta,Q(0));lf=si+st*(1-si)
+    lm=1-(q+a)/2;xi=ep*(1+q)-Q(3,32)+la;key=be+1-ep
+    m=dict(main_transform=ep*q,global_coordinate_router=a,fused_gaussian=1-ep+q*be,group_bit_router=1-ep+a*be,group_scans=1-ep+be,boundary_algebraic_matrix=Q(3,32)+xi-ep,sparse_union_movement=xi+Q(1,2)-ep,polynomial_products=ep,microbox_face_corrections=1-(ep+be+48-128+2))
+    c=dict(actual_bit_above_effective=p['bit_saving']-a,complex_above_effective=b-a,q_positive=q,complex_endpoint=b-q,q_below_effective=a-q,stop_positive=st,stop_below_one=1-st,leaf_saving_above_effective=(1-st)*b-a,q_below_internal=1-it-q,q_below_leaf=1-lf-q,lambda_above_tau=lm-ta,lambda_above_sigma=lm-si,lambda_above_internal=lm-it,lambda_prime_above_lambda=1-q-lm,lambda_prime_above_leaf=1-q-lf,epsilon_positive=ep,epsilon_below_one=1-ep,cap_above_band=xi-Q(1,2),cap_below_cell=ep-xi,group_positive=be,group_below_dimension=ep-be,support_router_span=1-be,group_gauge_power_slack=1-(2*xi-2)-r-be,actual_logarithmic_group_guard=1-(2*xi-2)-be,global_gamma_power_slack=1-ep-r,actual_logarithmic_gamma_guard=1-ep,alpha_logarithm_absorption=r,group_key_fits_record=1-key,membership_arithmetic_fits_record=1-be-2*(1-ep),microbox_halo_volume=128-48-be,positive_layout_slack=la,short_record_fallback=ep-a,complex_below_one_over_32=Q(1,32)-b,strassen_integer_power_gap=Q(2**45-7**16),theta_positive_polynomial_power=Q(2),cap_below_phase_cell_power=2-xi,halo_covers_generic_inverse_radius=Q(5),union_tag_work_per_visit_fits_record=1-be,union_header_fits_record=1-be,source_axis_superpolynomial=1-ep,gaussian_above_main=m['fused_gaussian']-m['main_transform'],new_complex_uniform_saving_above_b=p['complex_uniform_saving']-b,improvement_over_user_baseline=k-Q('.001730970419199163702738'),new_semantic_guard_with_C1_one=1-ep,fine_prime_halo_umbrella=Q(7,2))
+    c.update({n+'_above_kappa':v-k for n,v in m.items()})
+    f=dict(new_semantic_group_guard=1-be,new_BIT_row_stock_sublinear_in_active_group=be*Q(997,1000),fixed_halo_explicit_metadata_branch=128-48-ep-be-1,actual_new_BIT_stock_sublinear=be*(1-p['bit_atom']))
+    return m,c,f
+
+def enc(x):
+    if isinstance(x,Q):return str(x)
+    if isinstance(x,dict):return {str(k):enc(v) for k,v in x.items()}
+    if isinstance(x,(tuple,list)):return [enc(v) for v in x]
+    return x
+
+def evaluate(targets,paid,config):
+    """Exact arithmetic only. Caller must bind invoice and prove source applicability.
+
+    Supports the one fixed, source-certified tuple only. It does not promote a
+    model/profile or generic precision argument to physical/funded admission.
+    """
+    start=time.monotonic();T,P=profile(targets),profile(paid)
+    need(T and P and max(T)==145 and max(P)<=145,'OUTSIDE_PROVED_DOMAIN: ambient rank145')
+    need(config['model']==MODEL,'OUTSIDE_PROVED_DOMAIN: model')
+    need(config['tuple']=={'power':1024,'cutoff':20,'floor':21,'tail_offset':'1/5','theta':'63/64','logarithm_power':1000},'OUTSIDE_PROVED_DOMAIN: tuple')
+    k,s=Q(config['kappa']),Q(config['tested']);lo,hi=map(Q,config['root_bracket']);reserve=Q(config['reserve']);t=1-s
+    need(0<k<s<lo<hi<Q(1,20),'saving/root order')
+    signs=[difference(moment(T,1-c),moment(P,1-c)) for c in (lo,hi)]
+    need(signs[0][0]>0>signs[1][1],'strict root bracket fails')
+    signed={r:T.get(r,0)-P.get(r,0) for r in T.keys()|P.keys()}
+    der=[];away=[]
+    for i in range(16):
+        a,b=Q(i,320),Q(i+1,320);lower=Q(0)
+        for r,n in signed.items():
+            z=mul(power(r,1-b if n>0 else 1-a),logint(r));lower+=n*z[0 if n>0 else 1]
+        der.append(lower)
+    for i in range(128):
+        a,b=Q(1,20)+Q(19*i,2560),Q(1,20)+Q(19*(i+1),2560)
+        away.append(sum(n*power(r,1-a if n>0 else 1-b)[1 if n>0 else 0] for r,n in signed.items()))
+    need(min(der)>0 and max(away)<0,'fixed-profile ceiling not established')
+    target,payment=moment(T,t),moment(P,t)
+    ratios={'alpha':divide(payment,target),'gamma':divide(moment(P,t+Q(1,5)),mul(power(20,Q(1,5)),target)),'delta':divide((Q(sum(T.values())*21),)*2,mul(power(20,s),target))}
+    need(reserve>0 and ratios['alpha'][1]<1-reserve,'unfunded reserve')
+    need(t+Q(1,5)>=1,'tail moment outside source domain')
+    need(ratios['gamma'][1]<Q(97,100) and ratios['delta'][1]<Q(97,100),'tails not paid')
+    normalized=1/(1+1024*reserve)+Q(4,2**32);eta=mul((t,t),power(145,-1024*s));theta=Q(63,64)
+    capacity={'normalized_paid_upper':normalized<1,'tail_block':Q(97,100)**128<Q(1,16),'total_tails':4*Q(97,100)**1024<Q(4,2**32),'split':20**64<21**63,'shifted_exits':2*20**(1024*64)<=145**(1024*63),'eta':eta[0]>theta**1000,'initial_range':power(145,1024*s)[1]<2**1000}
+    gap=(s-k)/7;need(gap.numerator==1,'non-unit grid not supported')
+    step=gap.denominator
+    def wins(j):return (step*j+1)**1000<2**j
+    left,right=1,2
+    while not wins(right):left,right=right,2*right
+    while right-left>1:
+        j=(left+right)//2
+        if wins(j):right=j
+        else:left=j
+    j=right;H=step*j
+    capacity.update(height_domain=H>8*1024,height_success=wins(j),preceding_grid_fails=not wins(j-1))
+    need(all(capacity.values()),'compiler capacity failure')
+    bit=config['ordinary_BIT'];atom,after,admitted=map(Q,(bit['atom'],bit['after_cover'],bit['admitted']))
+    ordinary=(1-atom)*after+atom*Q('.0000384599')
+    need(atom==Q('.004') and ordinary==Q(bit['ordinary_saving']) and atom>ordinary>admitted>s and atom<1-ordinary,'BIT conversion/stock domain fails')
+    params=dict(kappa=k,tested_saving=s,complex_uniform_saving=k+6*gap,b=k+5*gap,a=k+4*gap,q=k+3*gap,bit_saving=admitted,bit_atom=atom,epsilon=1-gap,beta=1-3*gap,r0=gap/10,stop=gap,layout=gap,d=gap)
+    margins,strict,functional=ledger(params)
+    need(len(strict)==54 and len(functional)==4 and min(strict.values())>0 and min(functional.values())>0,'outer predicate failure')
+    controls={}
+    for n,patch in [('old_BIT',{'bit_saving':Q('.0027')}),('closed_uniform',{'complex_uniform_saving':params['b']}),('tested_as_final_endpoint',{'kappa':s}),('closed_epsilon',{'epsilon':Q(1)}),('missing_layout',{'layout':Q(0)}),('group_full_dimension',{'beta':params['epsilon']})]:
+        _,bad,func=ledger(dict(params,**patch));controls[n]=[x for x,v in (bad|func).items() if v<=0];need(controls[n],'mutation accepted: '+n)
+    controls['excess_reserve']=ratios['alpha'][0]>1-Q(1,10**7)
+    controls['insufficient_reserve_completion']=1/(1+1024*Q(1,10**13))+Q(4,2**32)>1
+    controls['power128_tail_envelope']=1/(1+128*reserve)+4*Q(97,100)**128>1
+    controls['preceding_grid_rejected']=not wins(j-1)
+    controls['raw_upper_has_negative_moment']=signs[1][1]<0
+    need(all(controls.values()),'one arithmetic negative control failed')
+    return enc({'status':'PASS_INDEPENDENT_EXACT_ARITHMETIC_ONLY','model':MODEL,'targets':T,'paid':P,'productive_count':sum(T.values()),'paid_count':sum(P.values()),'rank_mass_surplus':sum(r*n for r,n in T.items())-sum(r*n for r,n in P.items()),'kappa':k,'tested':s,'root':{'bracket':[lo,hi],'width':hi-lo,'strict_signs':signs,'decreasing_domain':['0','1/20'],'derivative_upper':-min(der),'remaining_domain':['1/20','1'],'remaining_moment_upper':max(away),'scope':'necessary fixed-profile moment ceiling on 0<c<1; no circuit-wide or compiler-optimality claim'},'ratios':ratios,'reserve':reserve,'reserve_strict_slack':1-reserve-ratios['alpha'][1],'normalized_paid_upper':normalized,'completion_strict_slack':1-normalized,'eta':eta,'capacity':capacity,'gap':gap,'uniform_saving':k+6*gap,'H':H,'j':j,'N':'2^'+str(H),'ordinary_BIT':{'atom':atom,'after_cover':after,'ordinary_saving':ordinary,'admitted':admitted,'conversion_slack':ordinary-admitted,'admitted_above_tested':admitted-s,'stock_slack':1-ordinary-atom},'outer':{'parameters':params,'margins':margins,'strict_checks':strict,'functional_checks':functional,'strict_count':len(strict),'functional_count':len(functional),'minimum_strict_slack':min(strict.values()),'minimum_functional_slack':min(functional.values())},'controls':controls,'assumptions':ASSUMPTIONS,'gain_over_selected':k-Q('.0030217758'),'gain_over_independent_5377':k-Q('.00302235'),'seconds':time.monotonic()-start,'no_candidate_code_imported':True,'no_expanded_word_materialized':True,'external_gate_requirements':['independent literal physical gate','independent complete census/ordinary invoice','fresh finite-template precision/stock applicability','source provenance/capsule','registered cold replay before public admission']})
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/ALL-PINS.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/ALL-PINS.json
new file mode 100644
index 0000000000..013d48050e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/ALL-PINS.json
@@ -0,0 +1,46 @@
+[
+  {
+    "local": "inputs/NORMALIZERS.json",
+    "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+  },
+  {
+    "local": "inputs/PROOF.md",
+    "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+  },
+  {
+    "local": "inputs/PROVIDER.json",
+    "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+  },
+  {
+    "local": "inputs/README.md",
+    "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+  },
+  {
+    "local": "inputs/REFERENCE-5398-CONTROLLER.json",
+    "sha256": "60cc512b39cdb9ea2c2ac6c6634c8d3f9627d96ace08ffa659a9d9472444122b"
+  },
+  {
+    "local": "inputs/REFERENCE-5400-INVOICE.json",
+    "sha256": "a53bdbc009830f83b91233cf7cc2c8e9a03d76cff93c73bdd4f52fceb742e73f"
+  },
+  {
+    "local": "inputs/SOURCE-PINS.json",
+    "sha256": "fc2e447a0043f74b133a24b67b2a87e4ff87232dd8a003253d19dbf2390a9092"
+  },
+  {
+    "local": "inputs/SOURCE-WORD.json.gz",
+    "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+  },
+  {
+    "local": "inputs/SOURCES.json",
+    "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+  },
+  {
+    "local": "inputs/WORD.json.gz",
+    "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+  },
+  {
+    "local": "independent_price_engine.py",
+    "sha256": "9ef7ee4082631566eb7903c3e21e517ef58039dca2a47104a2279c459589eb47"
+  }
+]
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/NORMALIZERS.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/NORMALIZERS.json
new file mode 100644
index 0000000000..bca92c222c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/NORMALIZERS.json
@@ -0,0 +1,126 @@
+{
+  "clifford_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+  "code_sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+  "finite_checks": {"absolute_phase_mutations_rejected":112,"exact_endpoint_factor_identities":896,"gaussian_free_compiled_wrappers":896,"monomial_wrappers":896,"omitted_phase_rejections":112,"ports":112,"scalar_basis_recodings":224,"weight_congruence_addresses":57344},
+  "local_gauge_bill": {"added_recursive_calls":0,"backward_extra_monomial_field_maps_upper":448,"main_wrapper_field_maps":448,"owned_fields_reused":8,"recoding_monomial_field_maps":448,"recoding_owned_clears":32,"recoding_scalar_adds":1792,"recodings":2},
+  "mode_columns": [[1,1,1,1,1,1,1,-1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1,1,1,1,-1,-1,-1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,-1,1,-1,1,1,1,0,1,1,1,1,1,1,-1,1,-1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,0,0,0,0,1,-1,0,0,0,0,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,-1,-1,-1,-1,1,0,0,0,0,0,0,-1,-1,-1,1,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,-1,1,0,0,-1,1,1,1,0,-1,-1,0,0,0,0,1,-1,0,0,0,0,0,1,1,1,1,-1,1,1,1,0,0,0,0,0],[1,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,1,1,0,0,1,1,1,1,0,1,0,0,0,1,1,1,1,1,0,0,1,1,1,0,0,0,0,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,1,1,0,1,0,1,0,0,0,1,0,1,0,1,1,1,1,0,1,0,0,0,1,0,1,1,1,1,0,0,0,1,1,1,0,0],[1,0,0,1,1,1,0,1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,0,-1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,-1,-1,0,0,1,1,1,1,1,1,0,0,0,-1,0,0,0,0,0,0,-1,-1,-1,1,1,1,0,0,0,0,0,0,-1,0,1,0,1,-1,0,0,0,1,0,1,1,0,0,0,1,0,0,-1,-1,-1,1,1,0,0,0,0,-1,-1,-1,-1,-1,-1,0,0],[0,1,1,0,1,1,-1,0,0,1,0,0,0,-1,0,0,1,0,-1,-1,1,1,0,0,-1,-1,0,0,-1,0,0,0,-1,0,0,1,-1,-1,0,1,1,0,0,-1,-1,-1,-1,-1,1,0,0,1,0,0,1,1,0,0,1,0,0,-1,0,0,1,1,0,0,-1,-1,0,0,-1,0,0,-1,0,0,1,-1,0,0,1,0,0,1,1,0,0,1,0,0,0,-1,1,0,-1,-1,-1,-1,0,-1,-1,0,1,0,0,1,0,0,1,1],[0,1,0,1,0,0,-1,0,-1,0,1,1,-1,0,-1,-1,0,-1,0,0,-1,-1,0,0,1,0,1,0,1,0,0,1,1,0,0,1,-1,-1,1,0,0,-1,-1,0,0,-1,-1,-1,-1,0,0,0,1,1,0,0,1,0,-1,0,0,0,-1,-1,0,0,1,-1,0,0,-1,-1,0,0,0,1,0,1,0,0,-1,0,-1,0,0,1,1,0,1,0,1,1,0,-1,0,-1,0,0,-1,0,-1,0,0,-1,0,1,1,-1,0,0,-1,-1],[0,0,1,1,0,0,0,0,1,-1,0,0,1,1,0,0,1,-1,0,0,1,1,-1,-1,0,-1,-1,0,0,-1,-1,-1,0,-1,-1,0,1,1,1,0,0,0,0,1,-1,0,-1,-1,0,1,1,-1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,1,-1,0,0,0,0,1,-1,-1,0,0,-1,1,-1,1,0,0,1,1,0,0,0,-1,-1,0,0,0,0,1,-1,0,0,0,-1,-1,0,0,1,-1,0,0,0,1,1,-1,-1],[0,0,0,0,1,-1,0,0,0,0,-1,1,0,0,1,-1,0,0,-1,1,1,-1,-1,1,0,0,0,0,0,1,-1,0,0,1,-1,0,-1,1,0,1,-1,-1,1,0,0,0,1,-1,0,-1,1,0,-1,1,-1,1,0,0,0,-1,1,0,1,-1,-1,1,0,0,-1,1,-1,1,0,-1,1,0,0,0,0,0,0,0,0,-1,1,0,0,0,0,0,-1,1,0,0,0,0,-1,1,0,0,0,-1,1,0,0,-1,1,0,-1,1,1,-1]],
+  "ports": [
+    {"G_rows":[11,13,14,7,16,32,64,128,256],"K_word":[["P",[11,13,14,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",500],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",11],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",10],["phase",2]]}},"orthogonal_transvections":[5,15],"port":0,"q":11},
+    {"G_rows":[19,21,22,8,7,32,64,128,256],"K_word":[["P",[19,21,22,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",492],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",19],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",18],["phase",2]]}},"orthogonal_transvections":[5,23],"port":1,"q":19},
+    {"G_rows":[35,37,38,8,16,7,64,128,256],"K_word":[["P",[35,37,38,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",476],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",35],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",34],["phase",2]]}},"orthogonal_transvections":[5,39],"port":2,"q":35},
+    {"G_rows":[67,69,70,8,16,32,7,128,256],"K_word":[["P",[67,69,70,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",444],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":67,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",67],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",66],["phase",2]]}},"orthogonal_transvections":[5,71],"port":3,"q":67},
+    {"G_rows":[131,133,134,8,16,32,64,7,256],"K_word":[["P",[131,133,134,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",380],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":131,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",131],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",130],["phase",2]]}},"orthogonal_transvections":[5,135],"port":4,"q":131},
+    {"G_rows":[259,261,262,8,16,32,64,128,7],"K_word":[["P",[259,261,262,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",252],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":259,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",259],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",258],["phase",2]]}},"orthogonal_transvections":[5,263],"port":5,"q":259},
+    {"G_rows":[13,14,11,7,16,32,64,128,256],"K_word":[["P",[13,14,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",13],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[3,15],"port":6,"q":13},
+    {"G_rows":[21,22,19,8,7,32,64,128,256],"K_word":[["P",[21,22,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",21],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[3,23],"port":7,"q":21},
+    {"G_rows":[37,38,35,8,16,7,64,128,256],"K_word":[["P",[37,38,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",37],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[3,39],"port":8,"q":37},
+    {"G_rows":[69,70,67,8,16,32,7,128,256],"K_word":[["P",[69,70,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":69,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",69],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[3,71],"port":9,"q":69},
+    {"G_rows":[133,134,131,8,16,32,64,7,256],"K_word":[["P",[133,134,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":133,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",133],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[3,135],"port":10,"q":133},
+    {"G_rows":[261,262,259,8,16,32,64,128,7],"K_word":[["P",[261,262,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":261,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",261],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",260],["phase",2]]}},"orthogonal_transvections":[3,263],"port":11,"q":261},
+    {"G_rows":[41,42,4,35,16,11,64,128,256],"K_word":[["P",[41,42,4,35,16,11,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]]],"Z_mask":43,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",41],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[3,43],"port":12,"q":41},
+    {"G_rows":[73,74,4,67,16,32,11,128,256],"K_word":[["P",[73,74,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":73,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",73],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[3,75],"port":13,"q":73},
+    {"G_rows":[137,138,4,131,16,32,64,11,256],"K_word":[["P",[137,138,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":137,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",137],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[3,139],"port":14,"q":137},
+    {"G_rows":[265,266,4,259,16,32,64,128,11],"K_word":[["P",[265,266,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":265,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",265],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",264],["phase",2]]}},"orthogonal_transvections":[3,267],"port":15,"q":265},
+    {"G_rows":[49,50,4,8,35,19,64,128,256],"K_word":[["P",[49,50,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",49],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[3,51],"port":16,"q":49},
+    {"G_rows":[81,82,4,8,67,32,19,128,256],"K_word":[["P",[81,82,4,8,67,32,19,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]]],"Z_mask":83,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":81,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",81],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[3,83],"port":17,"q":81},
+    {"G_rows":[145,146,4,8,131,32,64,19,256],"K_word":[["P",[145,146,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":145,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",145],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[3,147],"port":18,"q":145},
+    {"G_rows":[273,274,4,8,259,32,64,128,19],"K_word":[["P",[273,274,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":273,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",273],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",272],["phase",2]]}},"orthogonal_transvections":[3,275],"port":19,"q":273},
+    {"G_rows":[161,162,4,8,16,131,64,35,256],"K_word":[["P",[161,162,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":161,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",161],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[3,163],"port":20,"q":161},
+    {"G_rows":[289,290,4,8,16,259,64,128,35],"K_word":[["P",[289,290,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":289,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",289],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",288],["phase",2]]}},"orthogonal_transvections":[3,291],"port":21,"q":289},
+    {"G_rows":[193,194,4,8,16,32,131,67,256],"K_word":[["P",[193,194,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":193,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",193],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[3,195],"port":22,"q":193},
+    {"G_rows":[321,322,4,8,16,32,259,128,67],"K_word":[["P",[321,322,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":321,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",321],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",320],["phase",2]]}},"orthogonal_transvections":[3,323],"port":23,"q":321},
+    {"G_rows":[385,386,4,8,16,32,64,259,131],"K_word":[["P",[385,386,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":385,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",385],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",384],["phase",2]]}},"orthogonal_transvections":[3,387],"port":24,"q":385},
+    {"G_rows":[14,13,11,7,16,32,64,128,256],"K_word":[["P",[14,13,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",14],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[15],"port":25,"q":14},
+    {"G_rows":[22,21,19,8,7,32,64,128,256],"K_word":[["P",[22,21,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",22],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[23],"port":26,"q":22},
+    {"G_rows":[38,37,35,8,16,7,64,128,256],"K_word":[["P",[38,37,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",38],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[39],"port":27,"q":38},
+    {"G_rows":[70,69,67,8,16,32,7,128,256],"K_word":[["P",[70,69,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":70,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",70],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[71],"port":28,"q":70},
+    {"G_rows":[134,133,131,8,16,32,64,7,256],"K_word":[["P",[134,133,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":134,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",134],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[135],"port":29,"q":134},
+    {"G_rows":[262,261,259,8,16,32,64,128,7],"K_word":[["P",[262,261,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":262,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",262],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",260],["phase",2]]}},"orthogonal_transvections":[263],"port":30,"q":262},
+    {"G_rows":[26,25,4,19,11,32,64,128,256],"K_word":[["P",[26,25,4,19,11,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]]],"Z_mask":27,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",26],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[27],"port":31,"q":26},
+    {"G_rows":[74,73,4,67,16,32,11,128,256],"K_word":[["P",[74,73,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":74,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",74],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[75],"port":32,"q":74},
+    {"G_rows":[138,137,4,131,16,32,64,11,256],"K_word":[["P",[138,137,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":138,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",138],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[139],"port":33,"q":138},
+    {"G_rows":[266,265,4,259,16,32,64,128,11],"K_word":[["P",[266,265,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":266,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",266],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[267],"port":34,"q":266},
+    {"G_rows":[50,49,4,8,35,19,64,128,256],"K_word":[["P",[50,49,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",50],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[51],"port":35,"q":50},
+    {"G_rows":[146,145,4,8,131,32,64,19,256],"K_word":[["P",[146,145,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":146,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",146],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[147],"port":36,"q":146},
+    {"G_rows":[274,273,4,8,259,32,64,128,19],"K_word":[["P",[274,273,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":274,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",274],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[275],"port":37,"q":274},
+    {"G_rows":[98,97,4,8,16,67,35,128,256],"K_word":[["P",[98,97,4,8,16,67,35,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]]],"Z_mask":99,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":98,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",98],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[99],"port":38,"q":98},
+    {"G_rows":[162,161,4,8,16,131,64,35,256],"K_word":[["P",[162,161,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":162,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",162],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[163],"port":39,"q":162},
+    {"G_rows":[290,289,4,8,16,259,64,128,35],"K_word":[["P",[290,289,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":290,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",290],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[291],"port":40,"q":290},
+    {"G_rows":[194,193,4,8,16,32,131,67,256],"K_word":[["P",[194,193,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":194,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",194],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[195],"port":41,"q":194},
+    {"G_rows":[322,321,4,8,16,32,259,128,67],"K_word":[["P",[322,321,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":322,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",322],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[323],"port":42,"q":322},
+    {"G_rows":[386,385,4,8,16,32,64,259,131],"K_word":[["P",[386,385,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":386,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",386],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[387],"port":43,"q":386},
+    {"G_rows":[28,2,25,21,13,32,64,128,256],"K_word":[["P",[28,2,25,21,13,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]]],"Z_mask":29,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",28],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[29],"port":44,"q":28},
+    {"G_rows":[44,2,41,37,16,13,64,128,256],"K_word":[["P",[44,2,41,37,16,13,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]]],"Z_mask":45,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",44],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[45],"port":45,"q":44},
+    {"G_rows":[140,2,137,133,16,32,64,13,256],"K_word":[["P",[140,2,137,133,16,32,64,13,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]]],"Z_mask":141,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":140,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",140],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[141],"port":46,"q":140},
+    {"G_rows":[268,2,265,261,16,32,64,128,13],"K_word":[["P",[268,2,265,261,16,32,64,128,13]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]]],"Z_mask":269,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":268,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",268],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[269],"port":47,"q":268},
+    {"G_rows":[84,2,81,8,69,32,21,128,256],"K_word":[["P",[84,2,81,8,69,32,21,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]]],"Z_mask":85,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",84],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[85],"port":48,"q":84},
+    {"G_rows":[148,2,145,8,133,32,64,21,256],"K_word":[["P",[148,2,145,8,133,32,64,21,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]]],"Z_mask":149,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":148,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",148],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[149],"port":49,"q":148},
+    {"G_rows":[276,2,273,8,261,32,64,128,21],"K_word":[["P",[276,2,273,8,261,32,64,128,21]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]]],"Z_mask":277,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":276,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",276],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[277],"port":50,"q":276},
+    {"G_rows":[100,2,97,8,16,69,37,128,256],"K_word":[["P",[100,2,97,8,16,69,37,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]]],"Z_mask":101,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",100],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[101],"port":51,"q":100},
+    {"G_rows":[164,2,161,8,16,133,64,37,256],"K_word":[["P",[164,2,161,8,16,133,64,37,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]]],"Z_mask":165,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":164,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",164],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[165],"port":52,"q":164},
+    {"G_rows":[292,2,289,8,16,261,64,128,37],"K_word":[["P",[292,2,289,8,16,261,64,128,37]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]]],"Z_mask":293,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":292,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",292],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[293],"port":53,"q":292},
+    {"G_rows":[196,2,193,8,16,32,133,69,256],"K_word":[["P",[196,2,193,8,16,32,133,69,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]]],"Z_mask":197,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":196,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",196],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[197],"port":54,"q":196},
+    {"G_rows":[324,2,321,8,16,32,261,128,69],"K_word":[["P",[324,2,321,8,16,32,261,128,69]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]]],"Z_mask":325,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":324,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",324],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[325],"port":55,"q":324},
+    {"G_rows":[388,2,385,8,16,32,64,261,133],"K_word":[["P",[388,2,385,8,16,32,64,261,133]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]]],"Z_mask":389,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,0,1,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,1,0,0,0,0,1,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,0,3,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":388,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,3,0,0,0,0,3,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",388],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[389],"port":56,"q":388},
+    {"G_rows":[56,2,4,49,41,25,64,128,256],"K_word":[["P",[56,2,4,49,41,25,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]]],"Z_mask":57,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",56],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[57],"port":57,"q":56},
+    {"G_rows":[88,2,4,81,73,32,25,128,256],"K_word":[["P",[88,2,4,81,73,32,25,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]]],"Z_mask":89,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",88],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[89],"port":58,"q":88},
+    {"G_rows":[152,2,4,145,137,32,64,25,256],"K_word":[["P",[152,2,4,145,137,32,64,25,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]]],"Z_mask":153,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",152],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[153],"port":59,"q":152},
+    {"G_rows":[280,2,4,273,265,32,64,128,25],"K_word":[["P",[280,2,4,273,265,32,64,128,25]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]]],"Z_mask":281,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":280,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",280],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[281],"port":60,"q":280},
+    {"G_rows":[104,2,4,97,16,73,41,128,256],"K_word":[["P",[104,2,4,97,16,73,41,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]]],"Z_mask":105,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",104],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[105],"port":61,"q":104},
+    {"G_rows":[168,2,4,161,16,137,64,41,256],"K_word":[["P",[168,2,4,161,16,137,64,41,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]]],"Z_mask":169,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",168],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[169],"port":62,"q":168},
+    {"G_rows":[296,2,4,289,16,265,64,128,41],"K_word":[["P",[296,2,4,289,16,265,64,128,41]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]]],"Z_mask":297,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":296,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",296],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[297],"port":63,"q":296},
+    {"G_rows":[200,2,4,193,16,32,137,73,256],"K_word":[["P",[200,2,4,193,16,32,137,73,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]]],"Z_mask":201,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",200],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[201],"port":64,"q":200},
+    {"G_rows":[328,2,4,321,16,32,265,128,73],"K_word":[["P",[328,2,4,321,16,32,265,128,73]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]]],"Z_mask":329,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":328,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",328],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[329],"port":65,"q":328},
+    {"G_rows":[392,2,4,385,16,32,64,265,137],"K_word":[["P",[392,2,4,385,16,32,64,265,137]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]]],"Z_mask":393,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,0,1,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,1,0,0,0,1,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,0,3,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":392,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,3,0,0,0,3,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",392],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[393],"port":66,"q":392},
+    {"G_rows":[112,2,4,8,97,81,49,128,256],"K_word":[["P",[112,2,4,8,97,81,49,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]]],"Z_mask":113,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",112],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[113],"port":67,"q":112},
+    {"G_rows":[176,2,4,8,161,145,64,49,256],"K_word":[["P",[176,2,4,8,161,145,64,49,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]]],"Z_mask":177,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",176],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[177],"port":68,"q":176},
+    {"G_rows":[304,2,4,8,289,273,64,128,49],"K_word":[["P",[304,2,4,8,289,273,64,128,49]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]]],"Z_mask":305,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",304],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[305],"port":69,"q":304},
+    {"G_rows":[208,2,4,8,193,32,145,81,256],"K_word":[["P",[208,2,4,8,193,32,145,81,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]]],"Z_mask":209,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",208],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[209],"port":70,"q":208},
+    {"G_rows":[336,2,4,8,321,32,273,128,81],"K_word":[["P",[336,2,4,8,321,32,273,128,81]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]]],"Z_mask":337,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",336],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[337],"port":71,"q":336},
+    {"G_rows":[400,2,4,8,385,32,64,273,145],"K_word":[["P",[400,2,4,8,385,32,64,273,145]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]]],"Z_mask":401,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,0,1,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,1,0,0,1,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,0,3,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,3,0,0,3,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",400],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[401],"port":72,"q":400},
+    {"G_rows":[224,2,4,8,16,193,161,97,256],"K_word":[["P",[224,2,4,8,16,193,161,97,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]]],"Z_mask":225,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",224],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[225],"port":73,"q":224},
+    {"G_rows":[352,2,4,8,16,321,289,128,97],"K_word":[["P",[352,2,4,8,16,321,289,128,97]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]]],"Z_mask":353,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",352],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[353],"port":74,"q":352},
+    {"G_rows":[416,2,4,8,16,385,64,289,161],"K_word":[["P",[416,2,4,8,16,385,64,289,161]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]]],"Z_mask":417,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,0,1,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,1,0,1,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,0,3,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,3,0,3,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",416],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[417],"port":75,"q":416},
+    {"G_rows":[448,2,4,8,16,32,385,321,193],"K_word":[["P",[448,2,4,8,16,32,385,321,193]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]]],"Z_mask":449,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,1,1,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,1,1,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,3,3,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,3,3,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",448],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[449],"port":76,"q":448},
+    {"G_rows":[508,2,505,501,493,477,445,381,253],"K_word":[["P",[508,2,505,501,493,477,445,381,253]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]]],"Z_mask":509,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,1,1,1,1,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,1,1,1,1,1,1,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,3,3,3,3,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":508,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,3,3,3,3,3,3,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",508],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[509],"port":77,"q":508},
+    {"G_rows":[506,505,4,499,491,475,443,379,251],"K_word":[["P",[506,505,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":506,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",506],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[507],"port":78,"q":506},
+    {"G_rows":[502,501,499,8,487,471,439,375,247],"K_word":[["P",[502,501,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":502,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",502],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",500],["phase",2]]}},"orthogonal_transvections":[503],"port":79,"q":502},
+    {"G_rows":[494,493,491,487,16,463,431,367,239],"K_word":[["P",[494,493,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":494,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",494],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",492],["phase",2]]}},"orthogonal_transvections":[495],"port":80,"q":494},
+    {"G_rows":[478,477,475,471,463,32,415,351,223],"K_word":[["P",[478,477,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":478,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",478],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",476],["phase",2]]}},"orthogonal_transvections":[479],"port":81,"q":478},
+    {"G_rows":[446,445,443,439,431,415,64,319,191],"K_word":[["P",[446,445,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":446,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",446],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",444],["phase",2]]}},"orthogonal_transvections":[447],"port":82,"q":446},
+    {"G_rows":[382,381,379,375,367,351,319,128,127],"K_word":[["P",[382,381,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":382,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",382],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",380],["phase",2]]}},"orthogonal_transvections":[383],"port":83,"q":382},
+    {"G_rows":[254,253,251,247,239,223,191,127,256],"K_word":[["P",[254,253,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":254,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",254],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[255],"port":84,"q":254},
+    {"G_rows":[505,506,4,499,491,475,443,379,251],"K_word":[["P",[505,506,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":505,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",505],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",504],["phase",2]]}},"orthogonal_transvections":[3,507],"port":85,"q":505},
+    {"G_rows":[501,502,499,8,487,471,439,375,247],"K_word":[["P",[501,502,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":501,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",501],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",500],["phase",2]]}},"orthogonal_transvections":[3,503],"port":86,"q":501},
+    {"G_rows":[493,494,491,487,16,463,431,367,239],"K_word":[["P",[493,494,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":493,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",493],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",492],["phase",2]]}},"orthogonal_transvections":[3,495],"port":87,"q":493},
+    {"G_rows":[477,478,475,471,463,32,415,351,223],"K_word":[["P",[477,478,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":477,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",477],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",476],["phase",2]]}},"orthogonal_transvections":[3,479],"port":88,"q":477},
+    {"G_rows":[445,446,443,439,431,415,64,319,191],"K_word":[["P",[445,446,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":445,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",445],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",444],["phase",2]]}},"orthogonal_transvections":[3,447],"port":89,"q":445},
+    {"G_rows":[381,382,379,375,367,351,319,128,127],"K_word":[["P",[381,382,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":381,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",381],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",380],["phase",2]]}},"orthogonal_transvections":[3,383],"port":90,"q":381},
+    {"G_rows":[253,254,251,247,239,223,191,127,256],"K_word":[["P",[253,254,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":253,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",253],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[3,255],"port":91,"q":253},
+    {"G_rows":[499,501,502,8,487,471,439,375,247],"K_word":[["P",[499,501,502,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",12],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":499,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",499],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",498],["phase",2]]}},"orthogonal_transvections":[5,503],"port":92,"q":499},
+    {"G_rows":[491,493,494,487,16,463,431,367,239],"K_word":[["P",[491,493,494,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",20],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":491,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",491],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",490],["phase",2]]}},"orthogonal_transvections":[5,495],"port":93,"q":491},
+    {"G_rows":[475,477,478,471,463,32,415,351,223],"K_word":[["P",[475,477,478,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",36],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":475,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",475],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",474],["phase",2]]}},"orthogonal_transvections":[5,479],"port":94,"q":475},
+    {"G_rows":[443,445,446,439,431,415,64,319,191],"K_word":[["P",[443,445,446,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",68],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":443,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",443],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",442],["phase",2]]}},"orthogonal_transvections":[5,447],"port":95,"q":443},
+    {"G_rows":[379,381,382,375,367,351,319,128,127],"K_word":[["P",[379,381,382,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",132],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":379,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",379],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",378],["phase",2]]}},"orthogonal_transvections":[5,383],"port":96,"q":379},
+    {"G_rows":[251,253,254,247,239,223,191,127,256],"K_word":[["P",[251,253,254,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",260],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":251,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",251],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",250],["phase",2]]}},"orthogonal_transvections":[5,255],"port":97,"q":251},
+    {"G_rows":[487,493,491,494,16,463,431,367,239],"K_word":[["P",[487,493,491,494,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",24],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":487,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",487],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",486],["phase",2]]}},"orthogonal_transvections":[9,495],"port":98,"q":487},
+    {"G_rows":[471,477,475,478,463,32,415,351,223],"K_word":[["P",[471,477,475,478,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",40],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":471,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",471],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",470],["phase",2]]}},"orthogonal_transvections":[9,479],"port":99,"q":471},
+    {"G_rows":[439,445,443,446,431,415,64,319,191],"K_word":[["P",[439,445,443,446,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",72],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":439,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",439],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",438],["phase",2]]}},"orthogonal_transvections":[9,447],"port":100,"q":439},
+    {"G_rows":[375,381,379,382,367,351,319,128,127],"K_word":[["P",[375,381,379,382,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",136],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":375,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",375],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",374],["phase",2]]}},"orthogonal_transvections":[9,383],"port":101,"q":375},
+    {"G_rows":[247,253,251,254,239,223,191,127,256],"K_word":[["P",[247,253,251,254,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",264],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":247,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",247],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",246],["phase",2]]}},"orthogonal_transvections":[9,255],"port":102,"q":247},
+    {"G_rows":[463,477,475,471,478,32,415,351,223],"K_word":[["P",[463,477,475,471,478,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",48],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":463,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",463],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",462],["phase",2]]}},"orthogonal_transvections":[17,479],"port":103,"q":463},
+    {"G_rows":[431,445,443,439,446,415,64,319,191],"K_word":[["P",[431,445,443,439,446,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",80],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":431,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",431],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",430],["phase",2]]}},"orthogonal_transvections":[17,447],"port":104,"q":431},
+    {"G_rows":[367,381,379,375,382,351,319,128,127],"K_word":[["P",[367,381,379,375,382,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",144],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":367,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",367],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",366],["phase",2]]}},"orthogonal_transvections":[17,383],"port":105,"q":367},
+    {"G_rows":[239,253,251,247,254,223,191,127,256],"K_word":[["P",[239,253,251,247,254,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",272],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":239,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",239],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",238],["phase",2]]}},"orthogonal_transvections":[17,255],"port":106,"q":239},
+    {"G_rows":[415,445,443,439,431,446,64,319,191],"K_word":[["P",[415,445,443,439,431,446,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",96],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":415,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",415],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",414],["phase",2]]}},"orthogonal_transvections":[33,447],"port":107,"q":415},
+    {"G_rows":[351,381,379,375,367,382,319,128,127],"K_word":[["P",[351,381,379,375,367,382,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",160],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":351,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",351],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",350],["phase",2]]}},"orthogonal_transvections":[33,383],"port":108,"q":351},
+    {"G_rows":[223,253,251,247,239,254,191,127,256],"K_word":[["P",[223,253,251,247,239,254,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",288],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":223,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",223],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",222],["phase",2]]}},"orthogonal_transvections":[33,255],"port":109,"q":223},
+    {"G_rows":[319,381,379,375,367,351,382,128,127],"K_word":[["P",[319,381,379,375,367,351,382,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",192],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":319,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",319],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",318],["phase",2]]}},"orthogonal_transvections":[65,383],"port":110,"q":319},
+    {"G_rows":[191,253,251,247,239,223,254,127,256],"K_word":[["P",[191,253,251,247,239,223,254,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",320],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":191,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",191],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",190],["phase",2]]}},"orthogonal_transvections":[65,255],"port":111,"q":191}
+  ],
+  "recoding_bill": {"forward_prefix_component_l1_upper":57,"forward_update_coefficient":"-1/4","inverse_output_prefix_component_l1_upper":"69/13","inverse_prefix_component_l1_upper":56,"inverse_update_coefficient":"-1/52","monomial_field_maps":224,"output_scaled_adds":448,"owned_fields":8,"owned_initial_clears":8,"owned_terminal_clears":8,"signed_mode_adds":448},
+  "schema": "coded-native-real-normalizers/1",
+  "scope": "Exact physical central ABI and local gauges; not full-controller or multiplication admission.",
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "status": "PASS_CODED_NATIVE_REAL_NORMALIZERS"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROOF.md b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROOF.md
new file mode 100644
index 0000000000..5cbfc4fd02
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROOF.md
@@ -0,0 +1,236 @@
+# A source-bound backward provider with eight coupled rank-eight outputs
+
+The construction has 632 arbitrary original inputs and nine arbitrary owned
+inputs. Its paid native profile is
+`{1:2193,2:412,3:510,4:127,5:40}`. It returns 400 unchanged native helper jobs
+and a coupled block on the 224 main and eight remaining helper owners:
+
+\[
+ X=Dx-Ry+RW h,\qquad Y=Dy,\qquad H=D(h-Zy).                 \tag{1}
+\]
+
+Here `R=DQ` is the full native rank-nine Gaussian, `D` acts on the eight
+noncentral axes, and `Q` acts on the central axis. The eight `H` outputs remain
+coupled; they are **not eight autonomous H8 targets**. No complete caller or
+new multiplication exponent follows. All nine owned outputs are zero.
+
+## 1. Exact source and the changed word
+
+`SOURCES.json` pins the main-branch source, code, normalizers and Clifford
+compiler. The native source's decompressed SHA256 is
+`cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`.
+`WITNESS.json` retains Ali Romman's PR5383 candidate verbatim, with SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+It supplies candidate sites and rational rows; it is not a proof oracle or a
+pending Git-object dependency. Every used identity is checked again against
+the pinned main source.
+
+For witness row `i`, after the indicated original `cached_event`, CLEAR owned
+`C[i+1]` and COPY the indicated persistent row into it at its actual chart.
+Every cache precedes every removed center. At the original center event,
+replace the H8 call by CLEAR `C0`, then COPY `C[i+1]` into `C0` at that same
+rank-eight chart. At the indicated later H1 call, replace the call by a
+`zero_retag`: this is physical identity on the **exactly zero** field, with
+its bookkeeping chart changed to the old call's output chart. All other
+instructions, including inherited physical metadata, remain unchanged.
+`WORD.json.gz` emits the complete resulting backward native word; the verifier
+regenerates it from the canonical source and compares its parsed content.
+
+The replay begins with one independent formal column per field, including
+all nine owned fields. It tracks exact rational coefficients in the free
+group on the source's native warp symbols, their inverses, and actual chart
+tags. Every ordinary operation is checked at its true chart. COPY fills only
+owned zero; CLEAR acts only on owned fields. Before each of the eight retags,
+every one of the 641 input coefficients is zero. All initial owned dirt is
+cleared before use and is absent from every endpoint.
+
+The source's ten `phase` records are named stage annotations, not scalar
+Clifford phase gates; its 448 `adapter` records retain the predecessor's
+physical entrance/exit bindings (there are no `residual_adapter` records in
+this backward word). As in the pinned predecessor normalized-row semantics,
+these do not update formal rows. They are preserved in the emitted word,
+not deleted or priced away. Their physical interpretation and native cost
+are inherited; this package separately verifies every new physical boundary
+identity including absolute phase.
+
+The same interpreter replays the original source, obtaining its full
+632-row normalized backward endpoint `(x-y,y,h)` and clean original temporary.
+It separately replays center deletion to derive the native coupling below.
+The changed word has eight fewer H8 and eight fewer H1 calls than the original
+source, with no additional Gaussian call. It has 16 extra COPYs and 16 extra
+CLEARs. This is a changed source construction, not a constraint such as
+`Delta h=0` on otherwise independent inputs.
+
+## 2. Source-derived coupling and an ordinary helper basis
+
+Use the inherited 112-by-8 matrix `M`, stored transposed as `mode_columns`.
+The verifier checks all entries of
+
+\[
+ M^T M=56I_8,\qquad A=I-MM^T/4.
+\]
+
+Fresh replay of the center-deleted source gives
+
+\[
+ X=x-A^Ty,\qquad Y=y,\qquad H=h-B^TM^Ty.
+\]
+
+The verifier derives every entry of `B` by projecting the actual 408-by-112
+helper-to-Y coefficient matrix onto `M/56`; it then checks the entire
+factorization and all 632 endpoints. The eight candidate rows `Delta` satisfy
+`Delta B^T = S`, an exactly checked signed permutation. Put `E=S^-1 Delta`.
+Thus `E B^T=I8`. Fresh original-prefix replay also binds the candidate cache
+rows, their chronology and their actual rank-eight charts.
+
+In these coordinates the changed word has normalized endpoint
+
+\[
+ X=x-y+(M/4)Eh,\quad Y=y,\quad H=(I-B^TE)h,              \tag{2}
+\]
+
+and its canonical mode-`k` cache is
+
+\[
+ f_i(E_kh-M_k^Ty),\qquad f_i=\texttt{zero_factor}_i\,S_{ik}. \tag{3}
+\]
+
+The registered check composes all changed endpoint rows with the following
+basis, rather than accepting (2) or (3) from a saved endpoint registry.
+
+The union of supports of `B` and `E` comprises 122 actual cold H9 owners: each
+has ground entrance chart and full-R exit chart. Choose the eight original
+mode owners `[224,225,227,229,240,241,256,257]`. Define `L` on these 122 owners:
+its mode columns are `B^T`; its other columns are `(I-B^TE)e_j`. Exact
+Gauss-Jordan reduction constructs `L^-1` and verifies both inverse products,
+`EL` selecting precisely the eight mode coordinates, and `L^-1B^T` embedding
+precisely those coordinates. Every coefficient is dyadic. The emitted
+`input_basis_program` and `output_basis_program` execute these two maps in
+place, without extra owned basis storage.
+
+Both bases mix only fields sharing the appropriate physical chart, so scalar
+owner operations implement them ordinarily. After entrance `L` and exit
+`L^-1`, every one of the 632 persistent rows is checked: the eight selected
+helper rows are zero, the other 400 helper rows are unchanged, `Y=y`, and
+`X=x-y+(M/4)h_mode`. Each cache is exactly
+`f_i(h_mode,k-M_k^T y)`. Thus the cache fills a vacated original direction;
+it supplies no additional productive input or job credit.
+
+## 3. Literal physical boundary maps and ownership
+
+Backward frames use complex conjugation of the native frames, as in the
+pinned source convention; they are not silently replaced by adjoints. Let
+`Kp` be the 112 inherited main normalizers. For each actual cache frame `F8`,
+the verifier constructs an orthogonal, phase-correct monomial `Km` from its
+unique missing odd noncharacteristic line, and compiles a monomial `N` with
+
+\[
+ N\overline{F8}K_m=D,\qquad K_mR=RK_m.
+\]
+
+`PROVIDER.json` contains all eight literal `Km` and `N` words, signed tableaux
+and nonzero zero-column phase anchors. The compiler's output is checked
+explicitly even under Python `-O`. All `Kp` commute with `R`, including
+absolute phase. Every boundary word contains only monomial gates.
+
+Apply `2Km` to the eight original mode inputs before `L`. At the exit, apply
+`N/(2f_i)` to each cache. Use the inherited **fused compiled** backward main
+input/output wrappers. The verifier checks 336 main diagonal/shear blocks,
+896 nonzero main/helper coupling blocks and eight helper diagonal blocks,
+for 1,240 exact physical equations. Comparison includes the signed tableau
+and exact zero-state vector, so an undetected global phase is impossible
+within this Clifford model. These equations yield (1), with
+
+\[
+ W=\operatorname{diag}(K_p^{-1})M\operatorname{diag}(K_m)/2,
+ \quad
+ Z=\operatorname{diag}(K_m^{-1})M^T\operatorname{diag}(K_p)/2.
+\]
+
+The main code is the predecessor's `C=diag(Kp^-1) A diag(Kp)`. Exact word
+cancellation and the scalar factorization give
+`ZW=14I8`, `WZ=I-C`; `W` and `Z` intertwine `R` on their respective banks.
+No commutation with `D` or `Q` is assumed. These are finite ordinary code
+maps with exterior scalar coefficients, not additional Gaussian calls.
+
+After normalization, SWAP each cache's **whole physical field and chart tag**
+with its identically zero original mode output. The original owner now holds
+the normalized coupled output; the owned slot holds zero and can be CLEARed.
+There is no persistent erasure and no attempted free chart conversion of a
+nonzero field. `C0` is already zero, so all nine owned outputs are zero.
+Ordering the coupled input/output banks as `(y,h,x)` makes (1) triangular
+with invertible diagonal `D`. Together with the 400 unchanged native jobs,
+this proves preservation of all 632 original input directions. It does not
+emit an inverse schedule or establish a same-cost inverse/transpose.
+
+## 4. Exact local bill
+
+Relative to the original raw backward source, the selected schedule adds:
+
+| Ordinary operation | Added field operations |
+| --- | ---: |
+| ADD | 1,644 |
+| SCALE | 40 |
+| COPY | 16 |
+| CLEAR | 24 |
+| Whole-field SWAP, with chart tag | 8 |
+| Monomial field map | 464 |
+
+Each basis direction uses 822 ADD and 12 SCALE: its three elimination swaps
+are expanded into three ADDs and one SCALE each. Eight input scalings and
+eight cache scalings give the remaining 16 SCALEs. The source rewrite adds
+16 COPY and 16 CLEAR; final cache consumption adds eight CLEAR. The 464
+monomial maps are 448 fused inherited main standardizers, eight `Km` and
+eight `N`. This counts the newly installed boundary schedule; all unchanged
+source warp/phase/adapter traffic and native child implementations remain in
+the emitted word and retain their inherited costs. In particular, this table
+does not assert that a field monomial map is zero machine work.
+
+The original source has 16,273 ADD, 1,164 SCALE and 16 CLEAR. Including the
+new boundary scalars, the schedule therefore has 17,917 ADD, 1,204 SCALE,
+16 COPY, 40 CLEAR and eight whole-field SWAP, plus the explicitly described
+monomial boundary maps and inherited native operations. Nine owned fields
+suffice: the original center temporary and eight retained caches. Their
+initial values are arbitrary; their final values are zero. The autonomous
+helper profile is `{4:28,7:7,8:47,9:318}`. The physical implementations of
+those unchanged native helper jobs are inherited from the pinned source;
+scalar identity rows alone are not a new proof of those implementations.
+
+For an explicit local stability bound, use the maximum of field Euclidean
+norms. ADD by `a` has norm at most `1+|a|`, SCALE has norm at most
+`max(1,|a|)`, and unitary Gaussian/monomial maps, COPY, CLEAR and SWAP have
+norm at most one. The verifier sums upward-rounded base-two logarithms for
+every scalar operation in this finite schedule, obtaining **18,996**. Hence
+every suffix amplifies an injected field error by at most `2^18996`; at most
+`m` injections of norm `epsilon` give the conservative bound
+`m*2^18996*epsilon`. All dyadic constants and word lengths are fixed. This
+establishes local bounded amplification, not a complete coordinate rounding,
+tape movement, recursive precision or outer multiplier budget.
+
+## 5. Every positive fiber width and verification boundary
+
+A free-group identity evaluates in any assignment of invertible native warp
+operators. Therefore the exact rational row equalities and zero-retag
+premises hold uniformly when native operations act on any positive fiber
+width `f`. The scalar owner coefficients and scalar `L/L^-1` programs stay
+outside the tensor product; in particular `ZW=14I`, not `14^f I`. Each
+compiled monomial word uses the inherited prescription: `P` and `X` act
+columnwise, `D` sums its Z4 polynomial over the columns, and a `phase` gate
+contributes its phase once per column. Each address-operator identity is lifted
+columnwise; an absolute phase `i^gamma` lifts to `i^(f gamma)`, rather than
+being confused with an exterior scalar sign. Exact one-column operator
+identities, word cancellation and rational matrix identities then prove the
+same physical boundary composition for every `f`. The inherited native
+uniform implementation hypotheses remain inherited.
+
+The registered verifier performs complete 641-column native row replay,
+exact scalar endpoint composition, and the 1,240 physical boundary checks.
+It does not claim a separately flattened 641-column physical-matrix replay,
+a formal-kernel proof, independent human approval, hosted CI, or a complete
+caller. It rejects a nonzero zero-retag, a single changed basis ADD
+coefficient, a changed saved-cache coefficient and a phase-only error with
+the correct tableau. Normal and optimized runs use explicit checks for the
+new claims. The caller must close all 224 main and eight coupled helper
+outputs, preserve the other 400 jobs, charge every added child and ordinary
+operation, and discharge precision, storage and outer-budget obligations
+before any new target credit or exponent is admitted.
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROVIDER.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROVIDER.json
new file mode 100644
index 0000000000..0afd30ed01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/PROVIDER.json
@@ -0,0 +1,13105 @@
+{
+  "schema_version": 1,
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "candidate_witness_sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+  "word_payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+  "basis_roles": [
+    224,
+    225,
+    227,
+    229,
+    230,
+    231,
+    232,
+    233,
+    234,
+    235,
+    236,
+    237,
+    238,
+    239,
+    240,
+    241,
+    242,
+    243,
+    245,
+    246,
+    247,
+    250,
+    252,
+    253,
+    254,
+    255,
+    256,
+    257,
+    258,
+    259,
+    261,
+    262,
+    263,
+    266,
+    268,
+    269,
+    270,
+    271,
+    272,
+    276,
+    280,
+    283,
+    286,
+    287,
+    288,
+    294,
+    296,
+    297,
+    300,
+    302,
+    303,
+    306,
+    308,
+    312,
+    315,
+    318,
+    319,
+    324,
+    326,
+    328,
+    332,
+    333,
+    334,
+    335,
+    336,
+    340,
+    347,
+    350,
+    351,
+    352,
+    356,
+    366,
+    367,
+    368,
+    372,
+    379,
+    382,
+    383,
+    384,
+    388,
+    390,
+    391,
+    392,
+    397,
+    398,
+    399,
+    400,
+    401,
+    402,
+    403,
+    405,
+    406,
+    409,
+    410,
+    411,
+    413,
+    414,
+    415,
+    416,
+    417,
+    418,
+    419,
+    421,
+    422,
+    425,
+    426,
+    427,
+    429,
+    430,
+    431,
+    432,
+    433,
+    434,
+    435,
+    437,
+    438,
+    441,
+    442,
+    443,
+    445,
+    446,
+    447
+  ],
+  "mode_owners": [
+    224,
+    225,
+    227,
+    229,
+    240,
+    241,
+    256,
+    257
+  ],
+  "candidate_mode_permutation": [
+    2,
+    0,
+    1,
+    3,
+    5,
+    7,
+    6,
+    4
+  ],
+  "candidate_mode_signs": [
+    "1",
+    "1",
+    "1",
+    "-1",
+    "-1",
+    "1",
+    "1",
+    "-1"
+  ],
+  "canonical_retraction_E": [
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "1"
+      ],
+      [
+        7,
+        "-2"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "-1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        14,
+        "2"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        6,
+        "1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ]
+    ],
+    [
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "-1"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        100,
+        "1"
+      ],
+      [
+        102,
+        "-1"
+      ],
+      [
+        104,
+        "-1"
+      ],
+      [
+        109,
+        "1"
+      ]
+    ],
+    [
+      [
+        64,
+        "-1"
+      ],
+      [
+        70,
+        "1"
+      ],
+      [
+        72,
+        "1"
+      ],
+      [
+        73,
+        "1"
+      ],
+      [
+        76,
+        "-1"
+      ],
+      [
+        79,
+        "-1"
+      ]
+    ],
+    [
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "-1"
+      ],
+      [
+        23,
+        "1"
+      ],
+      [
+        28,
+        "1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "-1"
+      ],
+      [
+        31,
+        "-1"
+      ]
+    ],
+    [
+      [
+        33,
+        "1"
+      ],
+      [
+        35,
+        "-1"
+      ],
+      [
+        37,
+        "1"
+      ],
+      [
+        39,
+        "-1"
+      ],
+      [
+        44,
+        "-1"
+      ],
+      [
+        45,
+        "-1"
+      ],
+      [
+        46,
+        "1"
+      ],
+      [
+        47,
+        "1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "1"
+      ],
+      [
+        23,
+        "-1"
+      ],
+      [
+        28,
+        "-1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "1"
+      ],
+      [
+        31,
+        "-1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ]
+  ],
+  "input_basis_program": [
+    [
+      "add",
+      257,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "1/2"
+    ],
+    [
+      "scale",
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "1/4"
+    ],
+    [
+      "scale",
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "1/4"
+    ],
+    [
+      "scale",
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "-2"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "-1"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "-1"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "-1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "1"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "1"
+    ],
+    [
+      "scale",
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "1/2"
+    ],
+    [
+      "scale",
+      224,
+      "-1/2"
+    ]
+  ],
+  "output_basis_program": [
+    [
+      "scale",
+      224,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "-1/4"
+    ],
+    [
+      "scale",
+      225,
+      "-2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "-2"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "2"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      240,
+      "4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "1/2"
+    ],
+    [
+      "scale",
+      241,
+      "-4"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "-1/4"
+    ],
+    [
+      "scale",
+      243,
+      "2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "1/2"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      397,
+      "-1"
+    ]
+  ],
+  "mode_boundaries": [
+    {
+      "mode": 0,
+      "owner": 224,
+      "cache_slot": 634,
+      "witness_row": 1,
+      "frame": 274,
+      "missing_line": 7,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              13,
+              11,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            7,
+            0,
+            2
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            14,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              12,
+              10,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            504
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            14,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 504,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 1,
+      "owner": 225,
+      "cache_slot": 635,
+      "witness_row": 2,
+      "frame": 619,
+      "missing_line": 25,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              19,
+              11,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            25,
+            0,
+            2
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              18,
+              10,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            486
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 486,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 2,
+      "owner": 227,
+      "cache_slot": 633,
+      "witness_row": 0,
+      "frame": 254,
+      "missing_line": 42,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              35,
+              16,
+              11,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            41,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            0
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              33,
+              16,
+              9,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            470
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            2
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 470,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 3,
+      "owner": 229,
+      "cache_slot": 636,
+      "witness_row": 3,
+      "frame": 279,
+      "missing_line": 52,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              37,
+              21,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            49,
+            0,
+            2
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            37,
+            0
+          ],
+          [
+            0,
+            21,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              33,
+              17,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            462
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            20,
+            2
+          ],
+          [
+            0,
+            36,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 462,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 4,
+      "owner": 240,
+      "cache_slot": 640,
+      "witness_row": 7,
+      "frame": 281,
+      "missing_line": 76,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              69,
+              16,
+              32,
+              13,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            73,
+            0,
+            2
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            69,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              65,
+              16,
+              32,
+              9,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            438
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            68,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 438,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 5,
+      "owner": 241,
+      "cache_slot": 637,
+      "witness_row": 4,
+      "frame": 621,
+      "missing_line": 82,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              67,
+              32,
+              19,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            81,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            0
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              65,
+              32,
+              17,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            430
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            2
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 430,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 6,
+      "owner": 256,
+      "cache_slot": 639,
+      "witness_row": 6,
+      "frame": 624,
+      "missing_line": 97,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              67,
+              35,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            97,
+            0,
+            2
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              66,
+              34,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            414
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 414,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 7,
+      "owner": 257,
+      "cache_slot": 638,
+      "witness_row": 5,
+      "frame": 280,
+      "missing_line": 127,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              253,
+              251,
+              247,
+              239,
+              223,
+              191,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            127,
+            0,
+            2
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            253,
+            0
+          ],
+          [
+            0,
+            251,
+            0
+          ],
+          [
+            0,
+            247,
+            0
+          ],
+          [
+            0,
+            239,
+            0
+          ],
+          [
+            0,
+            223,
+            0
+          ],
+          [
+            0,
+            191,
+            0
+          ],
+          [
+            0,
+            254,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              252,
+              250,
+              246,
+              238,
+              222,
+              190,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            384
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            130,
+            2
+          ],
+          [
+            0,
+            132,
+            2
+          ],
+          [
+            0,
+            136,
+            2
+          ],
+          [
+            0,
+            144,
+            2
+          ],
+          [
+            0,
+            160,
+            2
+          ],
+          [
+            0,
+            192,
+            2
+          ],
+          [
+            0,
+            254,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 384,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    }
+  ],
+  "ordered_schedule": [
+    "Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.",
+    "On each mode owner apply input_K and scalar 2; run input_basis_program.",
+    "Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.",
+    "Run output_basis_program on the 122 persistent common-chart helpers.",
+    "For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.",
+    "Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y."
+  ],
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "autonomous_native_helpers": {
+    "4": 28,
+    "7": 7,
+    "8": 47,
+    "9": 318
+  },
+  "owned_fields": {
+    "count": 9,
+    "initial_values": "arbitrary",
+    "final_values": "zero",
+    "productive_credit": 0
+  },
+  "added_ordinary_work_vs_original_raw_source": {
+    "ADD": 1644,
+    "SCALE": 40,
+    "COPY": 16,
+    "CLEAR": 24,
+    "whole_field_SWAP": 8,
+    "monomial_field_maps": 464,
+    "monomial_breakdown": {
+      "fused_inherited_main_standardizers": 448,
+      "mode_inputs": 8,
+      "cache_outputs": 8
+    }
+  },
+  "local_error_amplification_power2_bound": 18996,
+  "source_original_scalar_counts": {
+    "add": 16273,
+    "clear": 16,
+    "scale": 1164
+  },
+  "source_changed_scalar_counts": {
+    "add": 16273,
+    "clear": 32,
+    "copy": 16,
+    "scale": 1164
+  },
+  "physical_phase_bindings": {
+    "main_diagonal_and_shear": 336,
+    "two_coupling_directions": 896,
+    "helper_diagonal": 8
+  },
+  "exact_zero_retags": [
+    [
+      15608,
+      92,
+      254,
+      1
+    ],
+    [
+      15894,
+      9,
+      624,
+      1
+    ],
+    [
+      15900,
+      11,
+      621,
+      1
+    ],
+    [
+      17269,
+      240,
+      280,
+      1
+    ],
+    [
+      17280,
+      81,
+      619,
+      1
+    ],
+    [
+      17288,
+      57,
+      274,
+      1
+    ],
+    [
+      17604,
+      288,
+      281,
+      1
+    ],
+    [
+      17746,
+      224,
+      279,
+      1
+    ]
+  ],
+  "formula": {
+    "X": "D x - R y + R W h",
+    "Y": "D y",
+    "H": "D (h - Z y)",
+    "W": "diag(K_port^-1) M diag(K_mode)/2",
+    "Z": "diag(K_mode^-1) M^T diag(K_port)/2"
+  },
+  "failure_controls": [
+    "nonzero zero-retag rejected",
+    "one altered basis ADD coefficient rejected",
+    "same-tableau phase-only cache error rejected",
+    "one altered saved-cache coefficient rejected"
+  ],
+  "scope": "Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change."
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/README.md b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/README.md
new file mode 100644
index 0000000000..92d0d7e523
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/README.md
@@ -0,0 +1,83 @@
+# Eight coupled helper outputs from the retained-center native word
+
+This package constructs and replays an exact changed backward native provider
+on all 632 original owners. It replaces eight rank-eight center calls by
+retained earlier same-frame caches; eight later H1 inputs become identically
+zero and their calls disappear. The resulting paid profile is
+`{1:2193,2:412,3:510,4:127,5:40}`: the center-free profile minus eight H1 calls.
+
+After explicit ordinary basis and boundary operations, the coupled outputs are
+
+```text
+X = D x - R y + R W h
+Y = D y
+H = D(h - Z y)
+```
+
+Here `R=DQ`, `D` is the native rank-eight Gaussian, `ZW=14I8`, and `WZ=I-C`
+for the existing physical code `C`. The 400 other original helpers retain
+their native jobs, with profile `{4:28,7:7,8:47,9:318}`. All nine owned fields
+start arbitrary and finish zero. **The eight H outputs remain coupled; no
+new autonomous Gaussian targets, complete caller or improved κ are claimed.**
+
+[PROOF.md](PROOF.md) gives the every-positive-width argument, ownership rule,
+exact local bill and precision boundary. [WORD.json.gz](WORD.json.gz) is the
+complete changed native word. [PROVIDER.json](PROVIDER.json) is its ordered
+boundary recipe, including explicit dyadic basis programs and phase-bound
+monomial words; its references to the pinned source main normalizers are part
+of that recipe. The verifier recomputes the word and recipe from authenticated
+main inputs, with no scratch paths or network access.
+
+The new schedule adds 1,644 ADD, 40 SCALE, 16 COPY, 24 CLEAR, eight physical
+SWAPs and 464 monomial maps relative to the original raw source. The 464 maps
+include 448 fused inherited main wrappers. Unchanged native internal traffic
+and implementations remain inherited. These are ordinary work, not free
+machine operations. Nine owned fields suffice without basis scratch storage.
+
+## Reproduce
+
+From the repository root, using only Python 3.12 and its standard library:
+
+```sh
+python3.12 -B scripts/research_package.py --package research/native-rank8-helper-provider
+python3.12 -I -Werror -B research/native-rank8-helper-provider/verify.py
+python3.12 -I -Werror -O -B research/native-rank8-helper-provider/verify.py
+```
+
+The registered normal and optimized commands check all 641 native input
+columns, every original endpoint, all nine owned outputs and 1,240 physical
+phase bindings. Mutation controls reject a changed basis ADD coefficient, a
+changed cache coefficient, nonzero zero-retag input and a same-tableau phase
+error. A direct run takes about 13 seconds on the preparation machine; the
+registered pair is bounded separately in [VERIFY.json](VERIFY.json).
+`--emit` regenerates only the package-local `PROVIDER.json`; normal replay is
+read-only. Frozen scientific source inputs are never regenerated or modified.
+
+[WITNESS.json](WITNESS.json) retains Ali Romman's PR5383 candidate verbatim,
+from head `4bd6efa51a495a7c7b7754915cf0244e7e60969e`, SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+The candidate is package-local data; every used relation is reproved against
+main's native source. No pending PR Git object is required. The phase engine,
+existing code and native implementation retain their predecessor proof
+boundaries; this is author-side exact replay, not formal or human acceptance.
+
+## Open next questions
+
+The complete structured obligations are in [TASK.json](TASK.json). A caller
+must close the 224 main and eight coupled helper outputs while retaining the
+400 autonomous helpers per call, price all additional children and ordinary
+work, then prove its final Gaussian ranks, chronology, finite precision and
+outer budget. Begin with one fully owned caller identity; a field becoming
+available at rank eight is insufficient for autonomous target credit. The
+selected frontier is unchanged.
+
+## Credit
+
+Ali Romman supplies PR5383's exact cached-center relations. Cao Yifan supplies
+the native round-three helper/map word; Dugongue supplies the center-free code
+and its factorization; Cinna Davis supplies the earlier retained-center,
+helper-basis and controller work. Retain zxv's Clifford/native/compiler work,
+Jacob Alan Sussman's recursion, Ryanson Jonathan's controller checks, and the
+full source lineage. See [ATTRIBUTION.md](ATTRIBUTION.md). Prepared for Dillon
+with substantial OpenAI Codex assistance from coordinated construction,
+mechanism and review agents. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json
new file mode 100644
index 0000000000..01775a36ae
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5398-CONTROLLER.json
@@ -0,0 +1,5194 @@
+{
+  "ambient_rank": 145,
+  "boundaries": {
+    "left": [
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "1",
+        "0",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ]
+    ],
+    "left_program": [
+      [
+        "SWAP",
+        30,
+        31
+      ],
+      [
+        "SWAP",
+        29,
+        30
+      ],
+      [
+        "SWAP",
+        28,
+        30
+      ],
+      [
+        "SWAP",
+        27,
+        29
+      ],
+      [
+        "SWAP",
+        26,
+        28
+      ],
+      [
+        "SWAP",
+        25,
+        30
+      ],
+      [
+        "SWAP",
+        24,
+        25
+      ],
+      [
+        "SWAP",
+        23,
+        26
+      ],
+      [
+        "SWAP",
+        22,
+        30
+      ],
+      [
+        "SWAP",
+        20,
+        26
+      ],
+      [
+        "SWAP",
+        19,
+        22
+      ],
+      [
+        "SWAP",
+        18,
+        29
+      ],
+      [
+        "SWAP",
+        17,
+        23
+      ],
+      [
+        "SWAP",
+        16,
+        27
+      ],
+      [
+        "SCALE",
+        15,
+        "-1"
+      ],
+      [
+        "SWAP",
+        15,
+        31
+      ],
+      [
+        "ADD",
+        12,
+        14,
+        "1"
+      ],
+      [
+        "ADD",
+        10,
+        14,
+        "-1"
+      ],
+      [
+        "ADD",
+        8,
+        14,
+        "1"
+      ],
+      [
+        "ADD",
+        6,
+        14,
+        "-1"
+      ],
+      [
+        "ADD",
+        4,
+        14,
+        "1"
+      ],
+      [
+        "ADD",
+        2,
+        14,
+        "-1"
+      ],
+      [
+        "ADD",
+        0,
+        14,
+        "1"
+      ],
+      [
+        "SWAP",
+        14,
+        15
+      ],
+      [
+        "ADD",
+        31,
+        13,
+        "1"
+      ],
+      [
+        "SWAP",
+        13,
+        30
+      ],
+      [
+        "ADD",
+        10,
+        12,
+        "1"
+      ],
+      [
+        "ADD",
+        8,
+        12,
+        "-1"
+      ],
+      [
+        "ADD",
+        6,
+        12,
+        "1"
+      ],
+      [
+        "ADD",
+        4,
+        12,
+        "-1"
+      ],
+      [
+        "ADD",
+        2,
+        12,
+        "1"
+      ],
+      [
+        "ADD",
+        0,
+        12,
+        "-1"
+      ],
+      [
+        "SWAP",
+        12,
+        14
+      ],
+      [
+        "ADD",
+        31,
+        11,
+        "-1"
+      ],
+      [
+        "ADD",
+        30,
+        11,
+        "-1"
+      ],
+      [
+        "SCALE",
+        11,
+        "-1"
+      ],
+      [
+        "SWAP",
+        11,
+        29
+      ],
+      [
+        "ADD",
+        8,
+        10,
+        "1"
+      ],
+      [
+        "ADD",
+        6,
+        10,
+        "-1"
+      ],
+      [
+        "ADD",
+        4,
+        10,
+        "1"
+      ],
+      [
+        "ADD",
+        2,
+        10,
+        "-1"
+      ],
+      [
+        "ADD",
+        0,
+        10,
+        "1"
+      ],
+      [
+        "SWAP",
+        10,
+        13
+      ],
+      [
+        "ADD",
+        31,
+        9,
+        "1"
+      ],
+      [
+        "ADD",
+        30,
+        9,
+        "1"
+      ],
+      [
+        "ADD",
+        29,
+        9,
+        "1"
+      ],
+      [
+        "SWAP",
+        9,
+        28
+      ],
+      [
+        "ADD",
+        6,
+        8,
+        "1"
+      ],
+      [
+        "ADD",
+        4,
+        8,
+        "-1"
+      ],
+      [
+        "ADD",
+        2,
+        8,
+        "1"
+      ],
+      [
+        "ADD",
+        0,
+        8,
+        "-1"
+      ],
+      [
+        "SWAP",
+        8,
+        12
+      ],
+      [
+        "ADD",
+        31,
+        7,
+        "-1"
+      ],
+      [
+        "ADD",
+        30,
+        7,
+        "-1"
+      ],
+      [
+        "ADD",
+        29,
+        7,
+        "-1"
+      ],
+      [
+        "ADD",
+        28,
+        7,
+        "-1"
+      ],
+      [
+        "SCALE",
+        7,
+        "-1"
+      ],
+      [
+        "SWAP",
+        7,
+        27
+      ],
+      [
+        "ADD",
+        4,
+        6,
+        "1"
+      ],
+      [
+        "ADD",
+        2,
+        6,
+        "-1"
+      ],
+      [
+        "ADD",
+        0,
+        6,
+        "1"
+      ],
+      [
+        "SWAP",
+        6,
+        11
+      ],
+      [
+        "ADD",
+        31,
+        5,
+        "1"
+      ],
+      [
+        "ADD",
+        30,
+        5,
+        "1"
+      ],
+      [
+        "ADD",
+        29,
+        5,
+        "1"
+      ],
+      [
+        "ADD",
+        28,
+        5,
+        "1"
+      ],
+      [
+        "ADD",
+        27,
+        5,
+        "1"
+      ],
+      [
+        "SWAP",
+        5,
+        26
+      ],
+      [
+        "ADD",
+        2,
+        4,
+        "1"
+      ],
+      [
+        "ADD",
+        0,
+        4,
+        "-1"
+      ],
+      [
+        "SWAP",
+        4,
+        10
+      ],
+      [
+        "ADD",
+        31,
+        3,
+        "-1"
+      ],
+      [
+        "ADD",
+        30,
+        3,
+        "-1"
+      ],
+      [
+        "ADD",
+        29,
+        3,
+        "-1"
+      ],
+      [
+        "ADD",
+        28,
+        3,
+        "-1"
+      ],
+      [
+        "ADD",
+        27,
+        3,
+        "-1"
+      ],
+      [
+        "ADD",
+        26,
+        3,
+        "-1"
+      ],
+      [
+        "SCALE",
+        3,
+        "-1"
+      ],
+      [
+        "SWAP",
+        3,
+        25
+      ],
+      [
+        "ADD",
+        0,
+        2,
+        "1"
+      ],
+      [
+        "SWAP",
+        2,
+        9
+      ],
+      [
+        "ADD",
+        31,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        30,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        29,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        28,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        27,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        26,
+        1,
+        "1"
+      ],
+      [
+        "ADD",
+        25,
+        1,
+        "1"
+      ],
+      [
+        "SWAP",
+        1,
+        24
+      ],
+      [
+        "SWAP",
+        0,
+        8
+      ]
+    ],
+    "right": [
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "-1",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "-1",
+        "1",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "-1",
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "-1"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ],
+      [
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "1",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0",
+        "0"
+      ]
+    ],
+    "right_program": [
+      [
+        "ADD",
+        30,
+        31,
+        "-1"
+      ],
+      [
+        "ADD",
+        29,
+        31,
+        "-1"
+      ],
+      [
+        "ADD",
+        28,
+        31,
+        "-1"
+      ],
+      [
+        "ADD",
+        27,
+        31,
+        "-1"
+      ],
+      [
+        "SCALE",
+        31,
+        "-1"
+      ],
+      [
+        "ADD",
+        31,
+        30,
+        "-1"
+      ],
+      [
+        "ADD",
+        29,
+        30,
+        "-1"
+      ],
+      [
+        "ADD",
+        28,
+        30,
+        "-1"
+      ],
+      [
+        "ADD",
+        27,
+        30,
+        "-1"
+      ],
+      [
+        "ADD",
+        31,
+        29,
+        "-1"
+      ],
+      [
+        "ADD",
+        28,
+        29,
+        "-1"
+      ],
+      [
+        "ADD",
+        27,
+        29,
+        "-1"
+      ],
+      [
+        "SCALE",
+        29,
+        "-1"
+      ],
+      [
+        "ADD",
+        31,
+        28,
+        "-1"
+      ],
+      [
+        "ADD",
+        27,
+        28,
+        "-1"
+      ],
+      [
+        "SWAP",
+        28,
+        29
+      ],
+      [
+        "ADD",
+        31,
+        27,
+        "-1"
+      ],
+      [
+        "SCALE",
+        27,
+        "-1"
+      ],
+      [
+        "SWAP",
+        27,
+        29
+      ],
+      [
+        "ADD",
+        31,
+        26,
+        "1"
+      ],
+      [
+        "SWAP",
+        26,
+        29
+      ],
+      [
+        "ADD",
+        29,
+        25,
+        "-1"
+      ],
+      [
+        "ADD",
+        24,
+        25,
+        "-1"
+      ],
+      [
+        "SWAP",
+        25,
+        28
+      ],
+      [
+        "ADD",
+        28,
+        24,
+        "1"
+      ],
+      [
+        "SWAP",
+        23,
+        29
+      ],
+      [
+        "SWAP",
+        22,
+        25
+      ],
+      [
+        "SWAP",
+        20,
+        23
+      ],
+      [
+        "SWAP",
+        19,
+        25
+      ],
+      [
+        "SWAP",
+        18,
+        27
+      ],
+      [
+        "SWAP",
+        17,
+        29
+      ],
+      [
+        "SWAP",
+        16,
+        31
+      ],
+      [
+        "ADD",
+        14,
+        15,
+        "-1"
+      ],
+      [
+        "SWAP",
+        15,
+        30
+      ],
+      [
+        "ADD",
+        13,
+        14,
+        "-1"
+      ],
+      [
+        "SWAP",
+        14,
+        30
+      ],
+      [
+        "ADD",
+        12,
+        13,
+        "-1"
+      ],
+      [
+        "SWAP",
+        13,
+        22
+      ],
+      [
+        "ADD",
+        11,
+        12,
+        "-1"
+      ],
+      [
+        "SWAP",
+        12,
+        30
+      ],
+      [
+        "ADD",
+        10,
+        11,
+        "-1"
+      ],
+      [
+        "SWAP",
+        11,
+        18
+      ],
+      [
+        "ADD",
+        9,
+        10,
+        "-1"
+      ],
+      [
+        "SWAP",
+        10,
+        22
+      ],
+      [
+        "ADD",
+        8,
+        9,
+        "-1"
+      ],
+      [
+        "SWAP",
+        9,
+        26
+      ],
+      [
+        "SWAP",
+        8,
+        30
+      ],
+      [
+        "SWAP",
+        7,
+        16
+      ],
+      [
+        "SWAP",
+        6,
+        18
+      ],
+      [
+        "SWAP",
+        5,
+        20
+      ],
+      [
+        "SWAP",
+        4,
+        22
+      ],
+      [
+        "SWAP",
+        3,
+        24
+      ],
+      [
+        "SWAP",
+        2,
+        26
+      ],
+      [
+        "SWAP",
+        1,
+        28
+      ],
+      [
+        "SWAP",
+        0,
+        30
+      ]
+    ]
+  },
+  "diagonal": [
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      -1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0,
+      0
+    ],
+    [
+      1,
+      1,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      0,
+      1,
+      1
+    ]
+  ],
+  "keep_mask": 35047648968703,
+  "kind": "complex",
+  "pairs": 16,
+  "physical_events": [
+    [
+      "SIGNED_SWAP",
+      1,
+      0
+    ],
+    [
+      "Q_POWER",
+      0,
+      2
+    ],
+    [
+      "LOCAL",
+      0,
+      0,
+      true
+    ],
+    [
+      "SIGNED_SWAP",
+      0,
+      1
+    ],
+    [
+      "Q_POWER",
+      1,
+      -2
+    ],
+    [
+      "LOCAL",
+      1,
+      0,
+      true
+    ],
+    [
+      "IDLE",
+      1,
+      [
+        0,
+        1
+      ]
+    ],
+    [
+      "ADD",
+      0,
+      2,
+      1
+    ],
+    [
+      "ADD",
+      3,
+      1,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      2,
+      0,
+      false
+    ],
+    [
+      "ADD",
+      0,
+      2,
+      -1
+    ],
+    [
+      "ADD",
+      3,
+      1,
+      1
+    ],
+    [
+      "LOCAL",
+      3,
+      1,
+      true
+    ],
+    [
+      "IDLE",
+      2,
+      [
+        0,
+        1,
+        3
+      ]
+    ],
+    [
+      "ADD",
+      2,
+      4,
+      1
+    ],
+    [
+      "ADD",
+      5,
+      3,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      4,
+      1,
+      false
+    ],
+    [
+      "ADD",
+      2,
+      4,
+      -1
+    ],
+    [
+      "ADD",
+      5,
+      3,
+      1
+    ],
+    [
+      "LOCAL",
+      5,
+      2,
+      true
+    ],
+    [
+      "IDLE",
+      3,
+      [
+        0,
+        1,
+        3,
+        5
+      ]
+    ],
+    [
+      "ADD",
+      4,
+      6,
+      1
+    ],
+    [
+      "ADD",
+      7,
+      5,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      6,
+      2,
+      false
+    ],
+    [
+      "ADD",
+      4,
+      6,
+      -1
+    ],
+    [
+      "ADD",
+      7,
+      5,
+      1
+    ],
+    [
+      "LOCAL",
+      7,
+      3,
+      true
+    ],
+    [
+      "IDLE",
+      4,
+      [
+        0,
+        1,
+        3,
+        5,
+        7
+      ]
+    ],
+    [
+      "ADD",
+      6,
+      8,
+      1
+    ],
+    [
+      "ADD",
+      9,
+      7,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      8,
+      3,
+      false
+    ],
+    [
+      "ADD",
+      6,
+      8,
+      -1
+    ],
+    [
+      "ADD",
+      9,
+      7,
+      1
+    ],
+    [
+      "LOCAL",
+      9,
+      4,
+      true
+    ],
+    [
+      "IDLE",
+      5,
+      [
+        0,
+        1,
+        3,
+        5,
+        7,
+        9
+      ]
+    ],
+    [
+      "ADD",
+      8,
+      10,
+      1
+    ],
+    [
+      "ADD",
+      11,
+      9,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      10,
+      4,
+      false
+    ],
+    [
+      "ADD",
+      8,
+      10,
+      -1
+    ],
+    [
+      "ADD",
+      11,
+      9,
+      1
+    ],
+    [
+      "LOCAL",
+      11,
+      5,
+      true
+    ],
+    [
+      "IDLE",
+      6,
+      [
+        0,
+        1,
+        3,
+        5,
+        7,
+        9,
+        11
+      ]
+    ],
+    [
+      "ADD",
+      10,
+      12,
+      1
+    ],
+    [
+      "ADD",
+      13,
+      11,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      12,
+      5,
+      false
+    ],
+    [
+      "ADD",
+      10,
+      12,
+      -1
+    ],
+    [
+      "ADD",
+      13,
+      11,
+      1
+    ],
+    [
+      "LOCAL",
+      13,
+      6,
+      true
+    ],
+    [
+      "IDLE",
+      7,
+      [
+        0,
+        1,
+        3,
+        5,
+        7,
+        9,
+        11,
+        13
+      ]
+    ],
+    [
+      "ADD",
+      12,
+      14,
+      1
+    ],
+    [
+      "ADD",
+      15,
+      13,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      14,
+      6,
+      false
+    ],
+    [
+      "ADD",
+      12,
+      14,
+      -1
+    ],
+    [
+      "ADD",
+      15,
+      13,
+      1
+    ],
+    [
+      "LOCAL",
+      15,
+      7,
+      true
+    ],
+    [
+      "ADD",
+      14,
+      16,
+      1
+    ],
+    [
+      "ADD",
+      17,
+      15,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      16,
+      7,
+      false
+    ],
+    [
+      "ADD",
+      14,
+      16,
+      -1
+    ],
+    [
+      "ADD",
+      17,
+      15,
+      1
+    ],
+    [
+      "LOCAL",
+      17,
+      8,
+      true
+    ],
+    [
+      "ADD",
+      16,
+      18,
+      1
+    ],
+    [
+      "ADD",
+      19,
+      17,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      18,
+      8,
+      false
+    ],
+    [
+      "ADD",
+      16,
+      18,
+      -1
+    ],
+    [
+      "ADD",
+      19,
+      17,
+      1
+    ],
+    [
+      "LOCAL",
+      19,
+      9,
+      true
+    ],
+    [
+      "ADD",
+      18,
+      20,
+      1
+    ],
+    [
+      "ADD",
+      21,
+      19,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      20,
+      9,
+      false
+    ],
+    [
+      "ADD",
+      18,
+      20,
+      -1
+    ],
+    [
+      "ADD",
+      21,
+      19,
+      1
+    ],
+    [
+      "LOCAL",
+      21,
+      10,
+      true
+    ],
+    [
+      "ADD",
+      20,
+      22,
+      1
+    ],
+    [
+      "ADD",
+      23,
+      21,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      22,
+      10,
+      false
+    ],
+    [
+      "ADD",
+      20,
+      22,
+      -1
+    ],
+    [
+      "ADD",
+      23,
+      21,
+      1
+    ],
+    [
+      "LOCAL",
+      23,
+      11,
+      true
+    ],
+    [
+      "ADD",
+      22,
+      24,
+      1
+    ],
+    [
+      "ADD",
+      25,
+      23,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      24,
+      11,
+      false
+    ],
+    [
+      "ADD",
+      22,
+      24,
+      -1
+    ],
+    [
+      "ADD",
+      25,
+      23,
+      1
+    ],
+    [
+      "LOCAL",
+      25,
+      12,
+      true
+    ],
+    [
+      "ADD",
+      24,
+      26,
+      1
+    ],
+    [
+      "ADD",
+      27,
+      25,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      26,
+      12,
+      false
+    ],
+    [
+      "ADD",
+      24,
+      26,
+      -1
+    ],
+    [
+      "ADD",
+      27,
+      25,
+      1
+    ],
+    [
+      "LOCAL",
+      27,
+      13,
+      true
+    ],
+    [
+      "ADD",
+      26,
+      28,
+      1
+    ],
+    [
+      "ADD",
+      29,
+      27,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      28,
+      13,
+      false
+    ],
+    [
+      "ADD",
+      26,
+      28,
+      -1
+    ],
+    [
+      "ADD",
+      29,
+      27,
+      1
+    ],
+    [
+      "LOCAL",
+      29,
+      14,
+      true
+    ],
+    [
+      "ADD",
+      28,
+      30,
+      1
+    ],
+    [
+      "ADD",
+      31,
+      29,
+      -1
+    ],
+    [
+      "QUERY_SHEAR",
+      30,
+      14,
+      false
+    ],
+    [
+      "ADD",
+      28,
+      30,
+      -1
+    ],
+    [
+      "ADD",
+      31,
+      29,
+      1
+    ],
+    [
+      "LOCAL",
+      31,
+      15,
+      true
+    ],
+    [
+      "SIGNED_SWAP",
+      31,
+      30
+    ],
+    [
+      "Q_POWER",
+      30,
+      2
+    ],
+    [
+      "LOCAL",
+      32,
+      15,
+      true
+    ],
+    [
+      "SIGNED_SWAP",
+      30,
+      31
+    ],
+    [
+      "Q_POWER",
+      31,
+      -2
+    ],
+    [
+      "IDLE",
+      7,
+      [
+        17,
+        19,
+        21,
+        23,
+        25,
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      8,
+      [
+        19,
+        21,
+        23,
+        25,
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      9,
+      [
+        21,
+        23,
+        25,
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      10,
+      [
+        23,
+        25,
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      11,
+      [
+        25,
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      12,
+      [
+        27,
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      13,
+      [
+        29,
+        31,
+        32
+      ]
+    ],
+    [
+      "IDLE",
+      14,
+      [
+        31,
+        32
+      ]
+    ],
+    [
+      "ADD",
+      30,
+      28,
+      1
+    ],
+    [
+      "ADD",
+      29,
+      31,
+      -1
+    ],
+    [
+      "ADD",
+      28,
+      26,
+      1
+    ],
+    [
+      "ADD",
+      27,
+      29,
+      -1
+    ],
+    [
+      "ADD",
+      26,
+      24,
+      1
+    ],
+    [
+      "ADD",
+      25,
+      27,
+      -1
+    ],
+    [
+      "ADD",
+      24,
+      22,
+      1
+    ],
+    [
+      "ADD",
+      23,
+      25,
+      -1
+    ],
+    [
+      "ADD",
+      22,
+      20,
+      1
+    ],
+    [
+      "ADD",
+      21,
+      23,
+      -1
+    ],
+    [
+      "ADD",
+      20,
+      18,
+      1
+    ],
+    [
+      "ADD",
+      19,
+      21,
+      -1
+    ],
+    [
+      "ADD",
+      18,
+      16,
+      1
+    ],
+    [
+      "ADD",
+      17,
+      19,
+      -1
+    ],
+    [
+      "ADD",
+      16,
+      14,
+      1
+    ],
+    [
+      "ADD",
+      15,
+      17,
+      -1
+    ],
+    [
+      "ADD",
+      14,
+      12,
+      1
+    ],
+    [
+      "ADD",
+      13,
+      15,
+      -1
+    ],
+    [
+      "ADD",
+      12,
+      10,
+      1
+    ],
+    [
+      "ADD",
+      11,
+      13,
+      -1
+    ],
+    [
+      "ADD",
+      10,
+      8,
+      1
+    ],
+    [
+      "ADD",
+      9,
+      11,
+      -1
+    ],
+    [
+      "ADD",
+      8,
+      6,
+      1
+    ],
+    [
+      "ADD",
+      7,
+      9,
+      -1
+    ],
+    [
+      "ADD",
+      6,
+      4,
+      1
+    ],
+    [
+      "ADD",
+      5,
+      7,
+      -1
+    ],
+    [
+      "ADD",
+      4,
+      2,
+      1
+    ],
+    [
+      "ADD",
+      3,
+      5,
+      -1
+    ],
+    [
+      "ADD",
+      2,
+      0,
+      1
+    ],
+    [
+      "ADD",
+      1,
+      3,
+      -1
+    ],
+    [
+      "SIGNED_SWAP",
+      0,
+      1
+    ],
+    [
+      "SIGNED_SWAP",
+      2,
+      3
+    ],
+    [
+      "SIGNED_SWAP",
+      4,
+      5
+    ],
+    [
+      "SIGNED_SWAP",
+      6,
+      7
+    ],
+    [
+      "SIGNED_SWAP",
+      8,
+      9
+    ],
+    [
+      "SIGNED_SWAP",
+      10,
+      11
+    ],
+    [
+      "SIGNED_SWAP",
+      12,
+      13
+    ],
+    [
+      "SIGNED_SWAP",
+      14,
+      15
+    ],
+    [
+      "SIGNED_SWAP",
+      16,
+      17
+    ],
+    [
+      "SIGNED_SWAP",
+      18,
+      19
+    ],
+    [
+      "SIGNED_SWAP",
+      20,
+      21
+    ],
+    [
+      "SIGNED_SWAP",
+      22,
+      23
+    ],
+    [
+      "SIGNED_SWAP",
+      24,
+      25
+    ],
+    [
+      "SIGNED_SWAP",
+      26,
+      27
+    ],
+    [
+      "SIGNED_SWAP",
+      28,
+      29
+    ],
+    [
+      "SIGNED_SWAP",
+      30,
+      31
+    ]
+  ],
+  "prefix_pairs": 7,
+  "wrapper_sites": [
+    {
+      "pair": 0,
+      "source_index": 0,
+      "stage": 0
+    },
+    {
+      "pair": 15,
+      "source_index": 99,
+      "stage": 32
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json
new file mode 100644
index 0000000000..b8c7533352
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/REFERENCE-5400-INVOICE.json
@@ -0,0 +1,5284 @@
+{
+  "authentication": {
+    "canonical_base": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "head": "174fb211493b43a42210434083e9702b4fb7a2ce",
+    "input_rows": [
+      {
+        "git_blob": "4b24a5096154736ce060474eb8c72dc64c303699",
+        "path": "research/higher-moment-strictification/verify.py",
+        "sha256": "0ce7e7137422d5ffeda22085c81fa88471bbe963100fdad62e659f1e3bf89326",
+        "usage": "input"
+      },
+      {
+        "git_blob": "49a2f0675819f9deeea27ed77be2c2b6ff2e87e5",
+        "path": "research/joint-helper-lattice/CONTROLLER.json",
+        "sha256": "1f5d6aa267e4e66048818714b5d3b5eae17a58abe91d15deeaa34574f7391a5f",
+        "usage": "input"
+      },
+      {
+        "git_blob": "5a55034ec9e6185d981e16c28e1e2e455069e2cb",
+        "path": "research/kappa-causal-continuation/buffer-borrowing/verify_buffers.py",
+        "sha256": "106b4d5e052427230df452f0c901d5390a0583782960b80a8af94d9a984022c7",
+        "usage": "input"
+      },
+      {
+        "git_blob": "4fc05ab08138218ba9f09e5c89b649afae7c914e",
+        "path": "research/kappa-rebuild/architecture/mixed_target_probe.py",
+        "sha256": "011c3c9d0cf81103dc84d709a0e36793eb7c5ae3f23c85eac27650ef13afa04a",
+        "usage": "input"
+      },
+      {
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+        "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+        "usage": "input"
+      },
+      {
+        "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+        "path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+        "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+        "usage": "input"
+      },
+      {
+        "git_blob": "0fdb65f946d557c13d8e2781b9151e2a8ddee5c3",
+        "path": "research/kappa-round6-compiler-tightening-20261022/ARITHMETIC.json",
+        "sha256": "b4f720a7ccbb5b46e472eaf85dc8739a40598986f19b37d26c4f9ecfbd31f0de",
+        "usage": "input"
+      },
+      {
+        "git_blob": "340e1f0ffb8a1a9c38fbbd9119580b6d23e01b59",
+        "path": "research/pr4359-p7-padding/dependencies/compiler-refill/endpoint.py",
+        "sha256": "d097e55f06c3f244f2074ffd7c1a0a5f3c4b4b6a6accf9619d1dde5c0ae85e15",
+        "usage": "input"
+      },
+      {
+        "git_blob": "e0695152c98d727edfd0d2034b58a1c7e8682c0c",
+        "path": "research/query-thinned-controllers/RESULT.json",
+        "sha256": "6ebfc8c0f09166f4834e9d7427410cb31aefff2cd4d4ce588c8e52c9c70e9a0f",
+        "usage": "input"
+      },
+      {
+        "git_blob": "8d2d96e3998254c2333c43fe47cdfd074cbd811e",
+        "path": "research/pr4359-p7-padding/native_inventory.py",
+        "sha256": "65539acaf45bdfe8c5aee6830f9c9b3d1107c442a60842ef803fdd7688de8f32",
+        "usage": "input"
+      },
+      {
+        "git_blob": "d9a4f84211182ca200c081ea061d724c8a2cfb70",
+        "path": "research/kappa-0023-productive-jobs/dependencies/kappa-next-regime/direct-decoder/sources/DATA-PHASES.json",
+        "sha256": "c5916ff312678f12aba403847643fbbc29f643acec60bdf836fa56cd3e8251fa",
+        "usage": "input"
+      }
+    ],
+    "package_rows": [
+      {
+        "git_blob": "01775a36ae1238350bf8cd859b04cb8c4589873b",
+        "path": "research/kappa-backward-controller-20261023/CONTROLLER.json",
+        "sha256": "60cc512b39cdb9ea2c2ac6c6634c8d3f9627d96ace08ffa659a9d9472444122b"
+      },
+      {
+        "git_blob": "c698f5b3e826b53c066d77fb22c091a5267a44cd",
+        "path": "research/kappa-backward-controller-20261023/README.md",
+        "sha256": "e67cc6eb8f4bea9b1e83faeab9fb53ab91c427ea2fabd3cb1f746326e4c0b3c3"
+      },
+      {
+        "git_blob": "32b2b214ae108046bb68a507939ecb8c28c4ba92",
+        "path": "research/kappa-backward-controller-20261023/RESULT.json",
+        "sha256": "9b65013f63f616f12f4bb4d96ac75429452fad8680cada4bfd570e001fcd9a34"
+      },
+      {
+        "git_blob": "03e7dd04168d60f28c0a5586ee32d03b0423a961",
+        "path": "research/kappa-backward-controller-20261023/SOURCES.json",
+        "sha256": "cdca320708afb6906093883686e1162edd7895189396dcce54f5bbbfb92d6cfc"
+      },
+      {
+        "git_blob": "9f4365c01282a99fbb947b0116665b212d85f791",
+        "path": "research/kappa-backward-controller-20261023/TASK.json",
+        "sha256": "379ebcf47ca05ea9663cf2b29c04f2c91f58aeb3725b1fa94a32b8260e61a683"
+      },
+      {
+        "git_blob": "f1e1cabfcefbc82acc9f56bf0cecaf3bff334bc4",
+        "path": "research/kappa-backward-controller-20261023/VERIFY.json",
+        "sha256": "f68e5d854b43c6ab745cdec3e498be70fa5fa8669806bdfb83756d10bbcf9464"
+      },
+      {
+        "git_blob": "19665f9eac2238d709758e0296eb6016e71b2b1a",
+        "path": "research/kappa-backward-controller-20261023/WITNESS.json",
+        "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+      },
+      {
+        "git_blob": "e9bf6c763bbb413c3aa0b1889fe5cd73435bcf73",
+        "path": "research/kappa-backward-controller-20261023/controller.py",
+        "sha256": "3af89e0c1fdca5bad89d8b51a9235ca6a44b117a7e9284cfbf3b3acf8c149f76"
+      },
+      {
+        "git_blob": "cbff46fe6e7d71c10fe439610f1916ad07fa3cd8",
+        "path": "research/kappa-backward-controller-20261023/native.py",
+        "sha256": "3c8efab1f830868c054d33391ee2f8bc74f9bae9c134edf5b455790eb674c1c4"
+      },
+      {
+        "git_blob": "b68fabab8a87f4ca106ab7e366185659c44b0865",
+        "path": "research/kappa-backward-controller-20261023/price.py",
+        "sha256": "2f5c78ee2bf9e92db0abacfbd7e64a43e30f0e86a72fe4cb9a5e8085a6f8f09c"
+      },
+      {
+        "git_blob": "55b904336eeac347fe1af798b87ec0c3ad622f35",
+        "path": "research/kappa-backward-controller-20261023/verify.py",
+        "sha256": "d0d59450cd457c3ee740375ba407dc2eab19ef0fac5f7cf80a50ad450edf3bca"
+      }
+    ],
+    "prior_word": {
+      "path": "research/kappa-joint-relations-20261023/WORD.json.gz",
+      "payload_sha256": "2aee5e997df99726fc763e510d9cb69fbe4f86114dc8d2cd33ad26c6c462a21d",
+      "sha256": "7883ba0faefc96505bb61ca7312d588fa22dfe2164050c817c1718b8fa28693a"
+    },
+    "unchanged_supplier": [
+      {
+        "candidate_path": "research/kappa-backward-controller-20261023/native.py",
+        "prior_path": "research/kappa-joint-relations-20261023/native.py",
+        "sha256": "3c8efab1f830868c054d33391ee2f8bc74f9bae9c134edf5b455790eb674c1c4"
+      },
+      {
+        "candidate_path": "research/kappa-backward-controller-20261023/WITNESS.json",
+        "prior_path": "research/kappa-joint-relations-20261023/WITNESS.json",
+        "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+      }
+    ]
+  },
+  "candidate": {
+    "head": "174fb211493b43a42210434083e9702b4fb7a2ce",
+    "package": "research/kappa-backward-controller-20261023"
+  },
+  "chronology": [
+    {
+      "event": [
+        "SIGNED_SWAP",
+        1,
+        0
+      ],
+      "index": 0,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "Q_POWER",
+        0,
+        2
+      ],
+      "index": 1,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        0,
+        0,
+        true
+      ],
+      "index": 2,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        0,
+        1
+      ],
+      "index": 3,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "Q_POWER",
+        1,
+        -2
+      ],
+      "index": 4,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        1,
+        0,
+        true
+      ],
+      "index": 5,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        1,
+        [
+          0,
+          1
+        ]
+      ],
+      "index": 6,
+      "paid": {
+        "16": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        0,
+        2,
+        1
+      ],
+      "index": 7,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        3,
+        1,
+        -1
+      ],
+      "index": 8,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        2,
+        0,
+        false
+      ],
+      "index": 9,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        0,
+        2,
+        -1
+      ],
+      "index": 10,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        3,
+        1,
+        1
+      ],
+      "index": 11,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        3,
+        1,
+        true
+      ],
+      "index": 12,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        2,
+        [
+          0,
+          1,
+          3
+        ]
+      ],
+      "index": 13,
+      "paid": {
+        "24": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        2,
+        4,
+        1
+      ],
+      "index": 14,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        5,
+        3,
+        -1
+      ],
+      "index": 15,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        4,
+        1,
+        false
+      ],
+      "index": 16,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        2,
+        4,
+        -1
+      ],
+      "index": 17,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        5,
+        3,
+        1
+      ],
+      "index": 18,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        5,
+        2,
+        true
+      ],
+      "index": 19,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        3,
+        [
+          0,
+          1,
+          3,
+          5
+        ]
+      ],
+      "index": 20,
+      "paid": {
+        "32": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        4,
+        6,
+        1
+      ],
+      "index": 21,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        7,
+        5,
+        -1
+      ],
+      "index": 22,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        6,
+        2,
+        false
+      ],
+      "index": 23,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        4,
+        6,
+        -1
+      ],
+      "index": 24,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        7,
+        5,
+        1
+      ],
+      "index": 25,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        7,
+        3,
+        true
+      ],
+      "index": 26,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        4,
+        [
+          0,
+          1,
+          3,
+          5,
+          7
+        ]
+      ],
+      "index": 27,
+      "paid": {
+        "40": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        6,
+        8,
+        1
+      ],
+      "index": 28,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        9,
+        7,
+        -1
+      ],
+      "index": 29,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        8,
+        3,
+        false
+      ],
+      "index": 30,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        6,
+        8,
+        -1
+      ],
+      "index": 31,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        9,
+        7,
+        1
+      ],
+      "index": 32,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        9,
+        4,
+        true
+      ],
+      "index": 33,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        5,
+        [
+          0,
+          1,
+          3,
+          5,
+          7,
+          9
+        ]
+      ],
+      "index": 34,
+      "paid": {
+        "48": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        8,
+        10,
+        1
+      ],
+      "index": 35,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        11,
+        9,
+        -1
+      ],
+      "index": 36,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        10,
+        4,
+        false
+      ],
+      "index": 37,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        8,
+        10,
+        -1
+      ],
+      "index": 38,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        11,
+        9,
+        1
+      ],
+      "index": 39,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        11,
+        5,
+        true
+      ],
+      "index": 40,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        6,
+        [
+          0,
+          1,
+          3,
+          5,
+          7,
+          9,
+          11
+        ]
+      ],
+      "index": 41,
+      "paid": {
+        "56": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        10,
+        12,
+        1
+      ],
+      "index": 42,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        13,
+        11,
+        -1
+      ],
+      "index": 43,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        12,
+        5,
+        false
+      ],
+      "index": 44,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        10,
+        12,
+        -1
+      ],
+      "index": 45,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        13,
+        11,
+        1
+      ],
+      "index": 46,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        13,
+        6,
+        true
+      ],
+      "index": 47,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "IDLE",
+        7,
+        [
+          0,
+          1,
+          3,
+          5,
+          7,
+          9,
+          11,
+          13
+        ]
+      ],
+      "index": 48,
+      "paid": {
+        "64": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        12,
+        14,
+        1
+      ],
+      "index": 49,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        15,
+        13,
+        -1
+      ],
+      "index": 50,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        14,
+        6,
+        false
+      ],
+      "index": 51,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        12,
+        14,
+        -1
+      ],
+      "index": 52,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        15,
+        13,
+        1
+      ],
+      "index": 53,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        15,
+        7,
+        true
+      ],
+      "index": 54,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        14,
+        16,
+        1
+      ],
+      "index": 55,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        17,
+        15,
+        -1
+      ],
+      "index": 56,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        16,
+        7,
+        false
+      ],
+      "index": 57,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        14,
+        16,
+        -1
+      ],
+      "index": 58,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        17,
+        15,
+        1
+      ],
+      "index": 59,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        17,
+        8,
+        true
+      ],
+      "index": 60,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        16,
+        18,
+        1
+      ],
+      "index": 61,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        19,
+        17,
+        -1
+      ],
+      "index": 62,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        18,
+        8,
+        false
+      ],
+      "index": 63,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        16,
+        18,
+        -1
+      ],
+      "index": 64,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        19,
+        17,
+        1
+      ],
+      "index": 65,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        19,
+        9,
+        true
+      ],
+      "index": 66,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        18,
+        20,
+        1
+      ],
+      "index": 67,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        21,
+        19,
+        -1
+      ],
+      "index": 68,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        20,
+        9,
+        false
+      ],
+      "index": 69,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        18,
+        20,
+        -1
+      ],
+      "index": 70,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        21,
+        19,
+        1
+      ],
+      "index": 71,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        21,
+        10,
+        true
+      ],
+      "index": 72,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        20,
+        22,
+        1
+      ],
+      "index": 73,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        23,
+        21,
+        -1
+      ],
+      "index": 74,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        22,
+        10,
+        false
+      ],
+      "index": 75,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        20,
+        22,
+        -1
+      ],
+      "index": 76,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        23,
+        21,
+        1
+      ],
+      "index": 77,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        23,
+        11,
+        true
+      ],
+      "index": 78,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        22,
+        24,
+        1
+      ],
+      "index": 79,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        25,
+        23,
+        -1
+      ],
+      "index": 80,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        24,
+        11,
+        false
+      ],
+      "index": 81,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        22,
+        24,
+        -1
+      ],
+      "index": 82,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        25,
+        23,
+        1
+      ],
+      "index": 83,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        25,
+        12,
+        true
+      ],
+      "index": 84,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        24,
+        26,
+        1
+      ],
+      "index": 85,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        27,
+        25,
+        -1
+      ],
+      "index": 86,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        26,
+        12,
+        false
+      ],
+      "index": 87,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        24,
+        26,
+        -1
+      ],
+      "index": 88,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        27,
+        25,
+        1
+      ],
+      "index": 89,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        27,
+        13,
+        true
+      ],
+      "index": 90,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        26,
+        28,
+        1
+      ],
+      "index": 91,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        29,
+        27,
+        -1
+      ],
+      "index": 92,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        28,
+        13,
+        false
+      ],
+      "index": 93,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        26,
+        28,
+        -1
+      ],
+      "index": 94,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        29,
+        27,
+        1
+      ],
+      "index": 95,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        29,
+        14,
+        true
+      ],
+      "index": 96,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "ADD",
+        28,
+        30,
+        1
+      ],
+      "index": 97,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        31,
+        29,
+        -1
+      ],
+      "index": 98,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "QUERY_SHEAR",
+        30,
+        14,
+        false
+      ],
+      "index": 99,
+      "paid": {
+        "1": 112
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        28,
+        30,
+        -1
+      ],
+      "index": 100,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        31,
+        29,
+        1
+      ],
+      "index": 101,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        31,
+        15,
+        true
+      ],
+      "index": 102,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        31,
+        30
+      ],
+      "index": 103,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "Q_POWER",
+        30,
+        2
+      ],
+      "index": 104,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "LOCAL",
+        32,
+        15,
+        true
+      ],
+      "index": 105,
+      "paid": {
+        "1": 2193,
+        "2": 412,
+        "3": 510,
+        "4": 127,
+        "5": 40
+      },
+      "productive": {
+        "4": 28,
+        "7": 7,
+        "8": 47,
+        "9": 318
+      }
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        30,
+        31
+      ],
+      "index": 106,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "Q_POWER",
+        31,
+        -2
+      ],
+      "index": 107,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        7,
+        [
+          17,
+          19,
+          21,
+          23,
+          25,
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 108,
+      "paid": {
+        "72": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        8,
+        [
+          19,
+          21,
+          23,
+          25,
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 109,
+      "paid": {
+        "64": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        9,
+        [
+          21,
+          23,
+          25,
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 110,
+      "paid": {
+        "56": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        10,
+        [
+          23,
+          25,
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 111,
+      "paid": {
+        "48": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        11,
+        [
+          25,
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 112,
+      "paid": {
+        "40": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        12,
+        [
+          27,
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 113,
+      "paid": {
+        "32": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        13,
+        [
+          29,
+          31,
+          32
+        ]
+      ],
+      "index": 114,
+      "paid": {
+        "24": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "IDLE",
+        14,
+        [
+          31,
+          32
+        ]
+      ],
+      "index": 115,
+      "paid": {
+        "16": 224
+      },
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        30,
+        28,
+        1
+      ],
+      "index": 116,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        29,
+        31,
+        -1
+      ],
+      "index": 117,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        28,
+        26,
+        1
+      ],
+      "index": 118,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        27,
+        29,
+        -1
+      ],
+      "index": 119,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        26,
+        24,
+        1
+      ],
+      "index": 120,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        25,
+        27,
+        -1
+      ],
+      "index": 121,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        24,
+        22,
+        1
+      ],
+      "index": 122,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        23,
+        25,
+        -1
+      ],
+      "index": 123,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        22,
+        20,
+        1
+      ],
+      "index": 124,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        21,
+        23,
+        -1
+      ],
+      "index": 125,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        20,
+        18,
+        1
+      ],
+      "index": 126,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        19,
+        21,
+        -1
+      ],
+      "index": 127,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        18,
+        16,
+        1
+      ],
+      "index": 128,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        17,
+        19,
+        -1
+      ],
+      "index": 129,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        16,
+        14,
+        1
+      ],
+      "index": 130,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        15,
+        17,
+        -1
+      ],
+      "index": 131,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        14,
+        12,
+        1
+      ],
+      "index": 132,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        13,
+        15,
+        -1
+      ],
+      "index": 133,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        12,
+        10,
+        1
+      ],
+      "index": 134,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        11,
+        13,
+        -1
+      ],
+      "index": 135,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        10,
+        8,
+        1
+      ],
+      "index": 136,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        9,
+        11,
+        -1
+      ],
+      "index": 137,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        8,
+        6,
+        1
+      ],
+      "index": 138,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        7,
+        9,
+        -1
+      ],
+      "index": 139,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        6,
+        4,
+        1
+      ],
+      "index": 140,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        5,
+        7,
+        -1
+      ],
+      "index": 141,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        4,
+        2,
+        1
+      ],
+      "index": 142,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        3,
+        5,
+        -1
+      ],
+      "index": 143,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        2,
+        0,
+        1
+      ],
+      "index": 144,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "ADD",
+        1,
+        3,
+        -1
+      ],
+      "index": 145,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        0,
+        1
+      ],
+      "index": 146,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        2,
+        3
+      ],
+      "index": 147,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        4,
+        5
+      ],
+      "index": 148,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        6,
+        7
+      ],
+      "index": 149,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        8,
+        9
+      ],
+      "index": 150,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        10,
+        11
+      ],
+      "index": 151,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        12,
+        13
+      ],
+      "index": 152,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        14,
+        15
+      ],
+      "index": 153,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        16,
+        17
+      ],
+      "index": 154,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        18,
+        19
+      ],
+      "index": 155,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        20,
+        21
+      ],
+      "index": 156,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        22,
+        23
+      ],
+      "index": 157,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        24,
+        25
+      ],
+      "index": 158,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        26,
+        27
+      ],
+      "index": 159,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        28,
+        29
+      ],
+      "index": 160,
+      "paid": {},
+      "productive": {}
+    },
+    {
+      "event": [
+        "SIGNED_SWAP",
+        30,
+        31
+      ],
+      "index": 161,
+      "paid": {},
+      "productive": {}
+    }
+  ],
+  "controller": {
+    "counts": {
+      "ADD": 90,
+      "IDLE": 15,
+      "LOCAL": 18,
+      "QUERY_SHEAR": 15,
+      "Q_POWER": 4,
+      "SIGNED_SWAP": 20
+    },
+    "events": 162,
+    "idle": {
+      "16": 448,
+      "24": 448,
+      "32": 448,
+      "40": 448,
+      "48": 448,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "main": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "73": 224
+    },
+    "new_wrapper_counts": {
+      "Q_POWER": 4,
+      "SIGNED_SWAP": 4
+    },
+    "raw_owned": 306,
+    "sites": [
+      {
+        "pair": 0,
+        "source_index": 0,
+        "stage": 0
+      },
+      {
+        "pair": 15,
+        "source_index": 99,
+        "stage": 32
+      }
+    ]
+  },
+  "controls": {
+    "lost16rank9_targets": "claimed recursive invoice differs from literal source/caller census",
+    "missing_helper_normalizer": "missing/wrong source helper normalizer role/frame/side",
+    "omitted_idle_job": "literal caller differs from independent wrapper reconstruction",
+    "omitted_native_wrapper": "literal caller differs from independent wrapper reconstruction",
+    "omitted_query_shear": "literal caller differs from independent wrapper reconstruction",
+    "omitted_scalar_sign_swap": "literal caller differs from independent wrapper reconstruction",
+    "one_sided_helper_normalizer": "missing/wrong source helper normalizer role/frame/side",
+    "unearned16rank9_targets": "claimed recursive invoice differs from literal source/caller census",
+    "unfunded_wrapper_bill": "unfunded actual wrapper ordinary bill",
+    "wrong_paid_job_rank": "paid frame delta mismatch"
+  },
+  "external_gates": [
+    "full Laurent caller and native wrapper-contact phase",
+    "authenticated unchanged all641 source columns/17owned returns",
+    "fresh complete306bank precision/compiler/stock/tape including signed-swap intermediate factor2"
+  ],
+  "helper_normalizers": [
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 224,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 226,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 228,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 231,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 232,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 233,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 234,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 235,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 236,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 237,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 238,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 239,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 240,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 242,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 243,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 244,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 246,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 247,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 248,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 249,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 250,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 251,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 252,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 253,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 254,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 255,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 256,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 258,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 259,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 260,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 261,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 262,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 263,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 264,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 265,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 266,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 267,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 268,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 269,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 270,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 271,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 272,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 273,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 274,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 275,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 276,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 299,
+      "rank": 4,
+      "role": 277,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 278,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 279,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 280,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 281,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 299,
+      "rank": 4,
+      "role": 282,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 283,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 284,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 285,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 286,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 287,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 289,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 290,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 291,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 292,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 301,
+      "rank": 4,
+      "role": 293,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 294,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 295,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 296,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 297,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 301,
+      "rank": 4,
+      "role": 298,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 299,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 300,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 301,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 302,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 303,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 304,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 305,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 306,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 303,
+      "rank": 4,
+      "role": 307,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 308,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 303,
+      "rank": 4,
+      "role": 309,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 310,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 311,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 312,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 313,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 303,
+      "rank": 4,
+      "role": 314,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 315,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 316,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 317,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 318,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 319,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 320,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 321,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 322,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 304,
+      "rank": 4,
+      "role": 323,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 324,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 304,
+      "rank": 4,
+      "role": 325,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 326,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 327,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 328,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 329,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 304,
+      "rank": 4,
+      "role": 330,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 331,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 332,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 333,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 334,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 335,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 336,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 305,
+      "rank": 4,
+      "role": 337,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 338,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 305,
+      "rank": 4,
+      "role": 339,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 340,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 305,
+      "rank": 4,
+      "role": 341,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 342,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 343,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 344,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 345,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 305,
+      "rank": 4,
+      "role": 346,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 347,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 348,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 349,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 350,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 351,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 352,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 307,
+      "rank": 4,
+      "role": 353,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 354,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 307,
+      "rank": 4,
+      "role": 355,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 356,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 307,
+      "rank": 4,
+      "role": 357,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 358,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 359,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 360,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 361,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 307,
+      "rank": 4,
+      "role": 362,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 363,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 364,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 365,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 366,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 367,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 368,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 308,
+      "rank": 4,
+      "role": 369,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 370,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 308,
+      "rank": 4,
+      "role": 371,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 372,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 308,
+      "rank": 4,
+      "role": 373,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 374,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 375,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 376,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 377,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 308,
+      "rank": 4,
+      "role": 378,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 379,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 380,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 381,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 382,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 383,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 384,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 309,
+      "rank": 4,
+      "role": 385,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 386,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 309,
+      "rank": 4,
+      "role": 387,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 388,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 309,
+      "rank": 4,
+      "role": 389,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 390,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 391,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 392,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 393,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 309,
+      "rank": 4,
+      "role": 394,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 395,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 396,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 397,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 398,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 399,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 400,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 401,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 402,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 403,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 404,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 405,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 406,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 407,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 408,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 409,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 410,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 411,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 412,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 413,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 414,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 415,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 416,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 417,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 418,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 419,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 420,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 421,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 422,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 423,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 424,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 425,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 426,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 427,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 428,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 429,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 430,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 431,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 432,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 433,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 434,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 435,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 436,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 437,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 438,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 439,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 440,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 441,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 442,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 443,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 444,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 445,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 446,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 447,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 448,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 449,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 450,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 451,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 452,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 453,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 454,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 455,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 456,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 457,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 458,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 459,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 460,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 461,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 462,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 463,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 464,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 465,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 466,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 467,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 468,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 469,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 470,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 471,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 472,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 473,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 474,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 475,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 476,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 477,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 478,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 479,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 480,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 481,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 482,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 483,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 484,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 485,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 486,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 487,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 488,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 489,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 490,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 491,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 492,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 493,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 494,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 495,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 496,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 497,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 498,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 499,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 500,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 501,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 502,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 503,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 504,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 505,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 506,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 507,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 508,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 509,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 510,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 511,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 512,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 513,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 514,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 515,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 516,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 517,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 518,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 519,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 520,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 521,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 522,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 523,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 524,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 284,
+      "rank": 7,
+      "role": 525,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 526,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 527,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 528,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 529,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 530,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 531,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 532,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 533,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 534,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 535,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 536,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 284,
+      "rank": 7,
+      "role": 537,
+      "sides": 2
+    },
+    {
+      "entry_frame": 131,
+      "exit_frame": 1,
+      "rank": 7,
+      "role": 538,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 539,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 540,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 541,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 542,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 543,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 544,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 545,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 546,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 547,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 548,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 285,
+      "rank": 7,
+      "role": 549,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 550,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 551,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 552,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 553,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 554,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 555,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 556,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 557,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 558,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 559,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 560,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 285,
+      "rank": 8,
+      "role": 561,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 562,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 563,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 564,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 565,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 566,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 567,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 568,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 569,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 570,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 571,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 572,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 573,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 574,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 575,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 576,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 577,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 285,
+      "rank": 7,
+      "role": 578,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 285,
+      "rank": 8,
+      "role": 579,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 284,
+      "rank": 7,
+      "role": 580,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 284,
+      "rank": 8,
+      "role": 581,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 284,
+      "rank": 7,
+      "role": 582,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 284,
+      "rank": 8,
+      "role": 583,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 285,
+      "rank": 8,
+      "role": 584,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 285,
+      "rank": 8,
+      "role": 585,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 586,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 587,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 588,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 589,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 590,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 591,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 592,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 593,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 594,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 595,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 596,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 597,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 598,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 599,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 600,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 601,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 602,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 603,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 604,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 605,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 606,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 607,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 608,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 609,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 610,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 611,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 612,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 613,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 614,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 615,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 616,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 617,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 618,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 619,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 620,
+      "sides": 2
+    },
+    {
+      "entry_frame": 115,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 621,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 622,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 623,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 624,
+      "sides": 2
+    },
+    {
+      "entry_frame": 114,
+      "exit_frame": 1,
+      "rank": 8,
+      "role": 625,
+      "sides": 2
+    },
+    {
+      "entry_frame": 1160,
+      "exit_frame": 1,
+      "rank": 4,
+      "role": 626,
+      "sides": 2
+    },
+    {
+      "entry_frame": 1160,
+      "exit_frame": 1,
+      "rank": 4,
+      "role": 627,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 628,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 629,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 630,
+      "sides": 2
+    },
+    {
+      "entry_frame": 0,
+      "exit_frame": 1,
+      "rank": 9,
+      "role": 631,
+      "sides": 2
+    }
+  ],
+  "histograms": {
+    "paid": {
+      "1": 41154,
+      "16": 448,
+      "2": 7416,
+      "24": 448,
+      "3": 9180,
+      "32": 448,
+      "4": 2286,
+      "40": 448,
+      "48": 448,
+      "5": 720,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "productive": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "4": 504,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "7": 126,
+      "73": 224,
+      "8": 846,
+      "9": 5724
+    }
+  },
+  "local": {
+    "helpers": {
+      "4": 28,
+      "7": 7,
+      "8": 47,
+      "9": 318
+    },
+    "kinds": {
+      "adapter": 448,
+      "climb": 3282,
+      "phase": 10,
+      "scalar": 17563,
+      "warp": 240,
+      "zero_retag": 8
+    },
+    "owned": 17,
+    "paid": {
+      "1": 2193,
+      "2": 412,
+      "3": 510,
+      "4": 127,
+      "5": 40
+    },
+    "scalar_ops": {
+      "add": 16327,
+      "clear": 56,
+      "copy": 16,
+      "scale": 1164
+    },
+    "scalar_units": 158744
+  },
+  "no_candidate_code_imported": true,
+  "ordinary": {
+    "boundary": {
+      "left": {
+        "events": 90,
+        "explicit_scalar_units": 138432
+      },
+      "right": {
+        "events": 55,
+        "explicit_scalar_units": 101696
+      }
+    },
+    "boundary_controller_reserve": 1100288,
+    "local_budget": 10000000,
+    "local_units_upper": 4986744,
+    "raw_budget": 1000000000,
+    "raw_upper": 181586816,
+    "signed_swap_intermediate_norm_factor": 2,
+    "source_route_terms": {
+      "adapters": 448,
+      "phases": 10,
+      "source_paid": 3282,
+      "two_helper_wrappers": 816,
+      "two_per_added_owned": 32,
+      "warps": 240
+    },
+    "source_route_units_upper": 4828000,
+    "tariff_scope": "Retained primitive allowances, not literal tape-step counts. Common1000/group reserved for source9axis recipes only; compiler matchers need their own finite fold.",
+    "wrapper_allowance": 459648
+  },
+  "schema": "independent5398-literal-invoice/1",
+  "source_keys": {
+    "functional": [
+      "actual_new_BIT_stock_sublinear",
+      "fixed_halo_explicit_metadata_branch",
+      "new_BIT_row_stock_sublinear_in_active_group",
+      "new_semantic_group_guard"
+    ],
+    "path": "research/pr4359-p7-padding/dependencies/compiler-refill/endpoint.py",
+    "sha256": "d097e55f06c3f244f2074ffd7c1a0a5f3c4b4b6a6accf9619d1dde5c0ae85e15",
+    "strict": [
+      "actual_bit_above_effective",
+      "actual_logarithmic_gamma_guard",
+      "actual_logarithmic_group_guard",
+      "alpha_logarithm_absorption",
+      "boundary_algebraic_matrix_above_kappa",
+      "cap_above_band",
+      "cap_below_cell",
+      "cap_below_phase_cell_power",
+      "complex_above_effective",
+      "complex_below_one_over_32",
+      "complex_endpoint",
+      "epsilon_below_one",
+      "epsilon_positive",
+      "fine_prime_halo_umbrella",
+      "fused_gaussian_above_kappa",
+      "gaussian_above_main",
+      "global_coordinate_router_above_kappa",
+      "global_gamma_power_slack",
+      "group_below_dimension",
+      "group_bit_router_above_kappa",
+      "group_gauge_power_slack",
+      "group_key_fits_record",
+      "group_positive",
+      "group_scans_above_kappa",
+      "halo_covers_generic_inverse_radius",
+      "improvement_over_user_baseline",
+      "lambda_above_internal",
+      "lambda_above_sigma",
+      "lambda_above_tau",
+      "lambda_prime_above_lambda",
+      "lambda_prime_above_leaf",
+      "leaf_saving_above_effective",
+      "main_transform_above_kappa",
+      "membership_arithmetic_fits_record",
+      "microbox_face_corrections_above_kappa",
+      "microbox_halo_volume",
+      "new_complex_uniform_saving_above_b",
+      "new_semantic_guard_with_C1_one",
+      "polynomial_products_above_kappa",
+      "positive_layout_slack",
+      "q_below_effective",
+      "q_below_internal",
+      "q_below_leaf",
+      "q_positive",
+      "short_record_fallback",
+      "source_axis_superpolynomial",
+      "sparse_union_movement_above_kappa",
+      "stop_below_one",
+      "stop_positive",
+      "strassen_integer_power_gap",
+      "support_router_span",
+      "theta_positive_polynomial_power",
+      "union_header_fits_record",
+      "union_tag_work_per_visit_fits_record"
+    ]
+  },
+  "totals": {
+    "paid": 64116,
+    "paid_mass": 237838,
+    "productive": 10784,
+    "productive_mass": 238590,
+    "rank_surplus": 752
+  }
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-PINS.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-PINS.json
new file mode 100644
index 0000000000..7a16a7dfc2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-PINS.json
@@ -0,0 +1,27 @@
+[
+  {
+    "path": "research/native-rank8-helper-provider/PROOF.md",
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+  },
+  {
+    "path": "research/native-rank8-helper-provider/PROVIDER.json",
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+  },
+  {
+    "path": "research/native-rank8-helper-provider/WORD.json.gz",
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+  },
+  {
+    "path": "research/native-rank8-helper-provider/SOURCES.json",
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+  },
+  {
+    "path": "research/native-rank8-helper-provider/README.md",
+    "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+  }
+]
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-WORD.json.gz b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCE-WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCES.json b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCES.json
new file mode 100644
index 0000000000..dd77397ca5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/SOURCES.json
@@ -0,0 +1,54 @@
+{
+  "schema_version": 1,
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "files": [
+    {
+      "path": "certificates/selected-result.json",
+      "usage": "provenance",
+      "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "path": "docs/research/agent-task-catalog.json",
+      "usage": "provenance",
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "usage": "input",
+      "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "usage": "input",
+      "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "usage": "input",
+      "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "usage": "input",
+      "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "usage": "input",
+      "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "usage": "input",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/WORD.json.gz b/research/coupled-provider-independent-audit/capsule/agents/budget/inputs/WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..f3111b47e89496da8ca0ee45b2e4b258c0634d8e
GIT binary patch
literal 94039
zcmY)V3p~^R8~=}Mj+yfub7*Fa9FpWL%&>_WNhoJ(<ec-NjKrL`p~$eAoC}dtNm51;
zBjprInqwu0kovFp=X?A9zJIs-p0DeAoxHZ!;dwnD*Y!G{$;0;V5Ab*G>GT7ouCU-e
zjn(}!(@mkO#P_?0T$X0e#6qu%pmTXMnw<w<;!8<IwMBc`n<oOb<2;r%tzI6Nf~NRt
zO8&liWADJ@&)a8*%WWpV4?S+IFFpI6>+xsn?alq4-%W;tBK}_g9Wc4pw)53w3hOhh
zPyM6!XD`?5PruyF$K9<aMY@@LRqE?@H>dvm{^}w3?Dw9>-<|2QKR-SGZXSR8>Cdm#
zvOl?h_qRh%{@uNK_+`)JPru3G*vXrRcRc?7ng03r$IZVxZO?u$l>OaVefD=J?b+GC
zna_Urm;K$|_DGEXJ$CZ#-=&AojQ)Q8`{#8<|F50KxWL@?FDGyQ9ec>yV$S`~&g$!j
z>-5!|*M_={OQ$Ll<15~VmqwYH{00@y$(ig)tX%yI|GnnHeEN6GL(*gu`1bHc+p0&S
zplbHRXA710*28c7mU#8{Pim3L;eYEMu0=7YcUq@^?ZY<rUO#pF(+Aw#DEd^F8{<_P
zrEl^Z=n;K?ZdJm)cz^lppT5lK!vPb*`qjUEsUe-eQsb7Mdi?1HZhj>Hew`bG``>Y#
z-1r9j+xPzC^6q}>!><h1#^DD8&%PVn`E*-yI+I=IqREepC(%_u-q}5Y+jW&6|BHV(
zwI6+uy7%)Y<;Kp*4|adK4hSL4lZTP+f8Zf)pi$MIEwA?$Jbran-hAlsD^6~I_6Fpz
z>Mvr_?(tY^h{4}J4d$0;hdZy+F2!u*9J=(iJ-qo~uR9~|5^hViGm&wFx#FR$$-(LR
z_wh(HZ<gDvhBD@}6RvwG1ejQ5nix!U|1<j(kj$y|Ons{XaNw=V$?0w|N(TJ!$L(rF
z*O>kdY!p%(X_I#@zj=u%&FNlrI5&IA6yrH36iE@>N_-TO!FfxG{`6Ahb3mDGp84`E
zTS?A8L6i`~g(_0qUi7XwHkos&Ew#I~XJe(n>jNj}ju2Wxt<jEyqWzrbIp~JK3yJ*+
z(5tpDbF(Krr=J26=S~Fg@_yI}+KX=EwegbNu>-Q&;iu0<fs0R7H`d1lY4aJow*H{s
zrawhRf5}Xi?()Xmxb$Z>5hiMhTOVuE<bBm$eO~mtklOdjT8%6~ZpiCrUB@|-IbU6U
zrt=)|_~el8b5M8IyJ^KD);BV=YmeuTt`uw^;fSAkoqD#huI?AkVZY}pD1U@I;2ZnB
zPw5;N1IvaZd3oR1O~LI=m)Xn2@1Dnaeq*<WIbM13Lths7$jd{gIzzQo$=P#`Q0$4b
z>p$H5wqf=BDd6c%o##TLl4VD}J&1ryOx*f;9ktZkJYyoe>-f7zbb`Gp8t!GRX|jw_
z8@aV@`ue=kdfat`?&E?7gThD0e#lL!co{r+yBu?Vf?Y+Ax-T=yYJW!{D*0Yu3>Lbl
zK?YuHWQ>a-4Jh7t9`khy@aOQ?n~N2ulM-t=NN2$}i5}&8R1vkjc$lafrc5095<tmH
zej6;-tDK%FdaGGiRK|XL%>UE&$Iyd6%S#upoAFAM5;cU>G|$c!YD;K)>0}vHdR>l(
zAKcLCy=V*OsQGlgpsiqpqip52med(P(ZH&o9oK-rcHic8ALHz$MjQmb6S^Fhpkb}+
zr)B+IxK&T~k$Zga&f(`D4|S9VYkyt0{Q&=PcdgFbPb=I@bjyywIy-YIaYRlI6VEcQ
z&cbBQv+-Ff_s&b~a3*?ycn<(`>|KMJ+N^8f@ZK#iY}rbbpJ=;?!qmn6-r|v6NrFi2
z1sOu(gDp<0@n|bwA|UyA_4+h??nGmmvr6g6Eql%VW#w<3f{VMP?(V4)-bBx(V*c<h
zec3sa>EG5z{4QLsGVi>`xxXve@hkw~WgwT9^=ew_7lg39l<-wG=-KLG;zw(_MB~MF
z+%9<hBKz0)(_?o^ce*s{gH1y9k7vgZ9GJPztUM`ePlzS{ddhz1e9rUM_ldH<qeCB5
z2}B#TeS=Zl4?bRm#VB+fM|*6HOO~5-HC*4}H@a@j^JMjH<X6{cT~W(71gGPa5_KK+
zXHg@&Ij+x)41Rwsnz?gz=o)bN^Js#E7qla3v2ExMuQV>D2j%H?y>-mTT>DgMBxFA*
z^<-~O_bDZ+tTK^SrnJ|mJyLT`L=t&}?Cm@KH0_$B<kpHtpW6P$rmNLf`^CjP<)a7*
z%E778!<=B#^<9f4(dCPo)s4b>=?ql99Q!D#<&9?fPN=7lyuD8)ka<cM5~owXjhOXE
zLyGUl8Q|De+)Vw=pAOK|PciQCB~l3=x1u!EtfM~NdjgWo4u_Ek@cID$2Ux@^vuE6l
z>!Mzfmq_*|!UxPhpp*h8oNLHdc3_!5vGNCE%^t!BV&RYi&+#W!uxnHgAI@54ZvDjz
z+SsD^kAA`2gki4Sl6eo$T_Fee_?-KC3Yb0B1oD_1=yU>>zH%%4y6fe&!PESJzd0jw
z%;8+6Z2C@iPj-(0-+G@6<B4=t?8VBe2kA?q$$F{hMX0>dv*RB3+aH7yz?UiHU~*Ix
z#2615<WX)3KB?uNk#)ylsjEhlP|_D=eXBM{DgdGuv1|;wTy#>rlgBtOQ1N!h*h12u
zyZaXmjyBwSZOQ%lnoPKP<Y>2ir?9J}HgG1wd3nlkCf`oR^FmY45l^oRO)my(y(zNk
z;!hR<x&YEizHzldxEF<WNG%v=tY^SL9a=>6IB3r^eCG^(^1W%l3%l%9^{pp!X#VhD
zXGRv@!@2Dd#aEV8(kmFCkttD~QPJDz1o6%!&aUtgEx!7cG~CZGUh@gDGQ%#V5e7nJ
zgzzRlCE-*1T$v#IokNK!qylf+=!=cuz(k2C?=Elv&)10;Jr6u3KZx;(93JBu&SdT2
zlWef%Jmb>$*RNev*L;%<i&tc9BXgD%V2J}L1p|MC)p^rAo<8)s)qCI{8L8r2u|nKZ
zeVLp`gZV^KrJ)Xwdjz)fWRT^Y{}7TO`ex@vzgOuNRGl@jx3X>iVb^@rW_*_zC`Dq?
z$3yJn+1zj+k6xJJv2nF1D*3sgGrjAn!b9|hxnf~))kCpe&L^AyXtdD&(adTK)kUAE
zh&HM=Z>fvUs<O~JF2=hf%A#mBV4FAY>Ja~E^<*VEp`p}l0s-_FD;mv2oZmG#(%aJY
z;`9+UUxD>dkuw~*hew}%Rk{3vKVQ$;-+U{PYakGIr-6YIwHMz2&I%hpx7q=GH;sED
zF=X$jaA50eBCi^OGqjHvK-eKF1hCRn_PYpr@#T4F91m#G!5YxoNqo>gBAZa5d2je9
zuJ%N+woSPi$byMDR2dLD&rrI`?oR^BFr_n<9q5NDMR|`1HuO{_C6z_Xj0lw)fdRNQ
z)$O>i1D{{%PoewB6n%$*i<jroo(h`HR-o=i(w6{_I~rO>JS9A(1~b!%YB3KxYMgy!
zPWsyl>i|@Z<4Ow4PS~DpvI9sY^>eMAI))qI&Ot#*Ix^^SBsf-NZ0N}NU0MgM=~V=P
zBwrUu>F=zc@M5gigYG7jgUDp&8se(rzGlwAMC~G2(?1v{r;;blujQD`_f45<B@%K6
zu?!s|_A%ZKNK7EKrCd3uzC=dWzvx-NQBS)tibik?&nDF^`!<XZxYo3xJQV^saAsvU
z-aZ$K+(^Dt>RY5gpmm+<w}g28=K55HwJz&7l%|3tF)sL_^DnO!M8Tz-%Oc^1#C02;
zeQQBD_X^Hz%B`3RD?-AGrT<a1p~Ry2xl(cdl0hU}u`^AfY{y>vPqC7I=g;4zr6;C@
z)U^*({$5NikgO%BKVw0uP*aG%!NO2B9=|msWGia_c-nHO;~!BK|IoS1BFg5igV*@H
zy=jEVE+uen_@y$!I79m!fpVcQ=6D+D1i$6$_|8Ti)z@JPhEk5-JdaI=N=}CA6}A6%
zY`ZKbYbvO?{T#KDQsK*G@-(lUA*&2gl+m-+3(XImzb3hj3XW7UevXPuCT($Wi;Z10
zz)zUHvWb9B;j!a6s5f`2ufl!+2eTsL#?3FV^Si64%x`sP@G4kjXjg3cGL784>@7f<
zNZ33Y-9s)(GSnXvAWBLqpZbn@z&&EYG#htno(K3nfBA!sNrmCqdmal*wo*gV(dFs+
zRpL-Pb<B!O-uNTaWiK<v3qWNWCrU8$Glj$>!Kg@=<Fsk;Q{^0R$~aH$w2o$-53&9`
z%D)O&K>vezOJVe=6%~|&fXU#K9se<`CqfQ`8hl1Zydp5O6h@`2sHbxfS7lJi7x2j!
z{<Uyx)PJyy|IbFVHVcIsEFi;sy`(#|{iU4?PKF9u<X_nP;TKJI$~dOBb(lEIS&D2C
z9_{<k>+X#+Y$|QM)5yQ3D1P^@c}HmHh}jmhJgu>+X+1`x!rIbjbmY6k<8#2-bR~FY
zq=GJ3LbA1kTbNuf#lGk0W!2u3gCGTytA|K2c?h>N1d?OaJ)rFqTI2N00z6K1w8HfC
ziP&^tiK)NewaypW5itL2og?g9dAkbwVmdS)7iXj*UBdM)pMie<B`n1}vSoY)Tk~#!
zT1h&uzdG+2jN`_^aQK>nmvF1oaV%hCZruG>fHQbGvwbUY3bZMb`T!;qtgd;iV=#aG
z`Q!vZ!I(GV+Ly)v9G-pjN>L7r`^hZK9=~D_%H~FmK04x{5tx(@l!jWo<wA{o@b~*`
zF!CodkAq(tYW9LPr_t>HtN{Mf%Y~w9hO@usno{9!J`Z`{DlWO*4Ze>a&p;VGZrPUd
zT|JEyd5M;Apru1BZfAv`55R%&T-|m9l*S|B%7IBTywcETBV6=$%}u>#+whsIB$-|H
z7LY}9&(Sq`8K_31)){o3MF_}u^rYsPkI1OyJXHOG3`Qe@-S#Z%Vd)|$^>@NOu*sYf
z{cYRP&7VQZ|BstvBym?eI&Vqf6E<0|*mTw;{oXJ?lh7B13WP1*o?3nvCZ^Otm2sWs
zNSn}kPH82(n@ALBY^GXt5+h`SK{9F69Q_NH?p_}AfX2}17fS72td4VO7+uIcILmMT
z_RT$9-Ipu#0eb*LhJsMTR)E6$i6PTS=xO4SE0$V4Z%oA$P7^h*STbI|=}C<_9V-8E
zP4v0MvoLC@@u=<zJQhesfXs&;&>D&eEoV*>A78P2Fmaav)jdsIyt0Tpb~=1@E-Qal
z$B^t)y#)<WxG6>V;F5Z7?Vmy(&Q>PUr||Xal}Ag;;x77+>%lv?PdjWp&&rQ){29MS
zok~61Y+B}Ejk-&?XLp76{TAU)`5R;b@9E9F*Ki3+Wl|C0H|8`(cpwW(DyH~4gs;Y=
zC9>(^ef>f@Ju0uUZ6ptyIW2`<E~+Dvkxs8n%Tx8^HU^VRY`FA`_(bS@El~mvTsNyK
zkypy!UH`}Vx2D(D!4$i2?ob>#p@Q<*9#Uxrsa%Yr5F|#U^e{Jh$IJ4aRbq>WM%1ko
z+GHg3@NyPw1p0&nz`p!tz&|9h<=5vAU7;)XsYdxNA_6Q#y!o4j1ROkXQt%!H6OWk$
zxcNmVb<Chs-scT)|EyVZJ&Q%Zm$EvrP=Fr(*kGs5dqO<7M3W_D>^Hn=8t`&OqMfb2
zq(dU(=S0|c&59RC6wNBx&QWB8S8+zH`r@-55MF5lR4VQ^&$grKC!!qw%VY8Tvvi*m
zL_6ocOfl41weKS<fM{<lOx6w+qD=gVsoJu>Ao%GeK>xn!3!QXnl9mjw1ufGi!$RpL
ze6PS_Qx)j=cFs#%Un1Zoyv!M!tfI+FOAjL`%f#+o$FV0+@|Rr7<Ng2yA+eCkY^J?w
zZugOar$^eVZaE|>oEs)P6_#`p_}J!5b?%d-e*;U{N)h~i+e?dF&q5aeq=YQW%<6{c
zY%mR;RIGmQCXmAB=mYH)bziy(Qi&AMD64}v*BU@7ZxK>ORmSrziXDo6h)d#wrK#N1
z=Sg=oUdFPAafX2PhotGla|^h6%WljhC0@b*$4B}$He^1or6M}_DembH0btiGr;@d5
znmJm|(S06DC2zsJ$~t-w%iux*Z-4n&x-`;bZUHK1_F+1fJ-X#7!Enm3p(Htm-DT-x
zPj)cuAzwWEy)z-ukQr$tXY}Tu4S*m31iK%YP-0Zm)iW58$s4byvewjd)Kgyig(3ab
zhXpgJ>ZGKhIusTUQxO6ViH4P@3pb={r*dv^h%+`z9Qh^}z#fvU;Fn(rcE<EcO5G&d
zy)A09bDI@GJdm0D7C|6X&uDLUTdpk*(`K~89o+g1+h4BBmN>?9!`>Or=(1v5)rvwR
z>;~-$zM@z$r_^NE?1aM}Sga-?FY^rgBloUZ^I<{~(Gl&wv}3l>tyc^Glrm%Y!)&8U
zuh#q%GwiArr)h~OTbLtTA2&+$rx~#$A?cHSj+|H2=7Z*n_qnnK%iqny2?=@0n6pST
z<>S!EkK8D7^d|Emi6NTf{v*;M$QwuQL2cco$62pkBeLh<1@uOwyK_E%cf-=~6;5~l
zbI+pk1Bl9EvESaK2%KfmLT!6B{5beKifT?mq$wFpn)-2;IP!j2xQ#eR5f4ASi7SYG
zHK2HyDqeU4?erz*{{d~ic{0LWn{mnIN0|p%RE)60jo#t@8V$W*LD#kJI%-nNkB^ho
zO2-)8#EmAkfLkhtPpsdSS-(rK9N@GhzeAZDghO$~#+bk7qk?myf|>rd(c$lB$up52
z*u^geZj=f)%5lL0L_>i(v?Hynhbw<#=N>c2c6V&kV!SI78V{ZXjnb1F($~<IMUU;2
zbQ@)jt=mR&u+P8cNvuUVyGALxMp3MmjRqLX1EZITt!UyqU|e2sRVC-qIPc+6&~+gB
zmVkHQmnZ6@v6qNHA49(eq0ldhZ(<hD7+5_V)sOWE#*upFfvx^ZqmD^(71y^U$r6)F
z|Css@6iu0kw1*O?7>EU>!JlH20WT7@&{E0pbr2ntP|F86L(f$p3oQvxfZ?%$Y3!{X
zp|XKES-ik^JiZ0J7%I}isj^GOFgz(i&IIxW%8*FM<<=fN0(5}tIA#%kCSx%`l>RQA
zpT@889o#5<rUWSffF*Gn_H%`A`6%e`HxXnGKhX8RpzXZ=9+%dCm&IQa@XAtaKgB5b
zm^7W4%kR5&vJtc@<zRrv!k*gwZ_c;SK+hOX|3dJPNZ(D4AIEzML4osh9UY8>iH^fd
zZJoS*DQV;(YgecHEr*LF4CpX%EhJ&su@7v)=in<NE|tc4Uw=6?fs&ohWvzN<*GJ*q
zIUn|DJ@0=Xh5t>d1cm)nxpeV~ao{>K3d|ZZB0{Ky@g^)dQtcR0Hk0eYt8d>$m6EwO
zMy(WfnH4zgM_A~P+A-AWOiRWaDvk&rMWS7`G3S+!p*$~Pwc`pR+OW{sAPO+SHxRLI
zIwV&;nTmZ2P`D{hFH<=Kq!Nlb4axMG-p{B}`tnWf@crZ2`L3+vQ&$U33Q_aUgU>$9
zGvk$_jbKk|Pi4O8w#KD%1|wVKkLktMIJ|_P&SVQwsm!ocsG*LU)?&4ZCpyOlIUnfF
z8kIuo>q`x*Pd)45+`=T&42{wmaElRHxxN@5Aw3?OKwVM~qB*E1;tK78ny}lgDDHrG
zk-N?(F}nOzE27dv)+3m9UZT-z&S0b>1eETSW4nLq3Ak5QMLqWZ(PlC67|19Jt2p3I
zNf}{ZZde4XX)_S?lbI+7A#Y+y6IsVsM78{JMWHBzSNsE;Oy2~~(iXCM)Wwta<ks+A
zfxAjz7JbMM8KiU_0Lg4b8Y`)CRgLab160d865)TXs-Qnx+|~K=!AeSGd%7IEzcH_}
zH$A~2k7u@&Cn6qF@+4n4N2l?t(f&1qT)Q!}upEbz(i1Woo{PhB2dMtoh3*NVdcUC<
z^5L^7%S)Q$nwD8Gi#ZVI_|KS8n_DR@RM9)bXEYkd@V>BsVyNwT`Ui_FH{>;yUqy>~
zMgtqC-p^JDu*YNVpCc$;5Q%j0IEbq=RD9~wyRcaKUUq-=_3ymv-!bU8a<!kzEidaL
zGpk;3dRp<<tbJeEnrcIGYekjg@~Y1%u0T<@ZRM{?_(y*6#)wWWicKz3wl<VoUe`t5
zsTxZ(k6=HpqE>R<FzBaaoXBWz_)SWtGWFN5)C~kkvAJV}M3-Y-8#U*GX)~|j+zuRP
zh7n3dI3}W4RI_{&GYOX#&h8#1rYn^(nIPG1<u8g4Q!R~8&`o*94*@k~ItjW`--^ps
zTcq)BKZ67*kR#Q%*ovQ^H#*lW<Dx@kN0A|wTzzQL(Jmn2L12}e(|hKPvPUg1*zw}-
zo0sR=zC(#spvnfGb^cNE$SEFjwZ9hb2rxpp(q;%?2OveQ4KDP-brGuTdOhTR8R+Y?
z+yg-#Oh}6_G0Zi{jv$w=gWzTu64u^FUL2cm1KvBK7W3=K$MeHsyvUjsP&}XSDsI0l
zJS>7D-B=ciZtfvD`$Db(1vO8Gf-QIxK2MV!o9d>ZWz~U2Tza!E^We}U=YV(It|xsh
zzAp2*;Dk*=az)P9KAGOiX-*~fQzP}lpmem>E0W$gV$7bXL8h09FW*nS{}T?1kk7@?
zZ=@>G;AfjhHc?aZg5ic<6hor1P*B`gCyldfq3p8Xp8`-IFD;?`OAqyXNJIKLr((p!
zOAa`SG=N4tfgETy)mROboC$KP#0(uisyz_TrEhlsH9%tY1@gsRg;6uC;+P-BzK%P9
z4z4goMNTdw5}~MRXn?d|aVhqb;@jiU*gs$xGQ!1Ei!a~i4kuTs-CzW2tMvJ~w!BPx
z^-zE_J#yA-Ve^l`G)JR!QbGKrA$bv)sqEG>!VnuFix1wYOgV>NhWZCk#2RFww(6lr
zoLy4%+Vk&1PaDb7f?0bQV4Qkd(VCY6uSChsAh|E9fS$HBjqp2%L@{h(dk6~K3IMj>
z2WiPyn+ID3<M3v;M4&($qhw6$nbFrWDEB32Pjf2Xn3m7Ut?Lak{@gT@tt^5~;M}J}
zjnClQ&<ri>($8qs*8wJSUbULx>lRrT`(nP(gn|0qkeqLan2V`~IR51$R{&oa5eDtr
zPkU$;C*DPXjCTm=O?dL<jY~{OgjMt080;QWnn=DShYV3UR2+GJt=wi<@7=tZx*q1z
z@NKMD{>vJh?&=-HQYn1~RCLMuV)mGbBaPqR8woNmM&hYBhq7du1TGb)wh^>JK}C}g
zf3@tQG<)O*;>L-hK<!YG$oIPvNBSPCj92n5y9petqAMR%hfE_n<tN!kX<;qnlX{iI
z86J~d)PeGGhl6C91x^)<LX_6Qrlcua*eS<gGoMR&@P=Wm<AOvAUr}if_}i+%g$SX{
zh${p@K<+=SlAQ4A9GgS%-L_v9ycM_Yb7FsrCW%^{OY5cWn-N#Ii>fLsYg^eb*^M`(
zI>f}Py#VhDDRjTdi`Vk)-ra7r=59<E{;7gWip{#0VeqWq_CoO+X@?nY6pO+6<vj~~
ze?>o`3;oVa9P7#<weLW$2aC+*SHG-$lWN52d!coJc|u!QbXnel>rMO$)mp(vLMw_=
zG`~K7=|We8b0@wmty$4r+&HPJ;M||sIA_O#HH6mpcn3>gB3mR2xy&<lEajNaEuLg}
zSL<x=;tBOPfL6lOixescQ1+I1;Y2GA@TL{Fs%25?Qpc}We@&roj;u4T`N~&<Qou2o
zs^duntAl8Mfb3+%D<>!UR-B=5E6&d%$diJRE*i=-x_?2s=*=~S^T9!$?w37b)al#U
zEkbsd=9jpH$WX4<9s$oeo*6b7L^#{PU}COpaPl!)c{D|2_RPTH0%TV{fVleN%s}cq
zTo=Ooj`!hF2HQ2_o9<%p;RDQ%Z^iQ;{cRl%9*q>F!z+6;^I6L^u86CMxid4&DXIcz
zP;nP*9m*dmDUY~RJH-%O7tWXs3>7aj+z9u0EO;{|YX7*=_M@eyUQ4o|_kHy8Q}yvx
z^;yjGq!?0R_Rw^!0yP`20Y4WnrEp}4EHJKvo3fl5mSoY+|Cps(z=Yg<>m}?v^B5NU
zWsk|Hn#reH{zGWW)l=&gZI&<Y7G?Mj-hl?QUp)Kj$&16YLYHsU{;gn;Bx%y421&*S
z%~ryd1y(BJo$|#I-KTnVyEm@d++Y7=6h|o_Z1i6vP_c@?ma)(0Y0engV6$cM*x9s!
ziBj5C)jRiB68x<l`|=D=e=5)7i@XltK9w&269s(mB3te0JCF0gMY%6@epRnPn4j-!
zltVE2p$k6X+%*hLIFef|KtfXgHA3Uh8KLsmmgp0xN2-KG6L;Xn0!yEIdIF|8P4t-d
z89bzK+``7qSEm}`fxN>0MahL6OspYthbB4@77XSb&ife>Z4=5KSB5!kw3p-?x-;=u
z^N8|?YVc>4(~cf{g;?<Ji7%HSNb(X{obdtZrgVu3-a-VtWebpYKqxOeGlR#_s+D(u
zZf!11jsR6%?-M!h?kNTEA)wJwo4B$FVC9G{fh_)@GAD>V(#2_CC$Fui_s5d8AY_Wi
zCSQ&&*SoM}4Qlx2q2ulaoy0SCuigU&B61IU+kk2%fe#{JRC^L|Tf^yCWFA6c>5tSR
zrv`(}>$2D_*~beLaZ7R<*1330Po~oM1$>u(blshBUjlt;{=nN(wf>E??a4=vdv^UM
z#GRFeA2DRp(bWD#sXLq+kd7qZ$`flJI&T<WPc5_R*}m_Y`g5b+2iNtfq3eeJ^;DMJ
zq}l(P3jYiD%>e|=%(Y%#u#D>$y8rTq>rs4J%+1O0RDQfb`Sz2!<p<hYbBKUB5B%i?
zDEk$0p`boRNh$WFz6o)Jps%1R+)&DM_m0fPc9OuSzC&I++4>fe9rWXJ<euto9uu(&
zJ_{WkvDJDBEjn{+3al#YOMjv^<#*{lSp8=+_Py6u_Q`Vzhae#Ku&MXrG7f8AoFshz
zR+mKQk-y^u$#(5_ZM`6sAVh?aWIJpDKFh1iFfnj8ic~B<gC4N6rOmzSI5ABK^qZ26
zi@A|%*vO+*hH(k0<WKa@v-6!$rS5zXn#D~y(0_gxxcBjpt9b{r)0x)K@U>7{u5(ac
z{QbMAHXU?u)Nk9Vv!}7iGA>{KcqJl@t6k_3L%{X$Fx2)POI~FKOBL^>mmweVdon|E
z*7Lzh#kW+mi(e5QW$|aRt9;Z$KKb!I=3elcsrUfe7gnr5((V$085`{=sk%uoPg+dy
zogrYob0Ir1#sZ`KfZttF$Ka(GFZnBE2tE5Aru~2+JIX$K8`~VUr^k@++vVRPYH-eR
zTT4imJ1u_b0iIH==R=tktcd%6NgsM{J_IzT>*knwJ}3P0U#`#4DDR(1lDjT)H(|ks
zdV0@P@!An1_2ym#KP+m;(vxagzEO5$3+Zj>zZ0!>U}&uxs!iy;(Her2#%_Kj$Pp#Z
zeX0S)t{_ScMhC)(dcrDax)}5u=J-6A{;18TI*<|g83Qz$+=h-QFPcZyraJwOq>}m&
zFg(gAN+g%u=L6gPaP;G}`!YucQo|7c8ok(j{$|eAR9KQUHhh^5eoio(?qSCR)kSkX
zmJd`C)2u{Bb&jqx71;enIL|hB3fz2>Rn9QO`jIC0moNKgY#nMk&mVMn;)*6%LxDnI
zL&_KU>Y{T^<af_8YnWzPIA+|y<x30NNguersE~SL7$9Mfa9L8@LTK+J{m5emE?-*&
zCiELpU<FRcYJ!kKR@n+hH7yKwJ{hY3?l1vdiMddS)RB3_W3=z;+M+Z_e-CkJ=W_9}
zz(hd<DbjD%)2)N0Cvlxm&S(9n_MpcM+GHg-RzY7odvT;CECZ!Y=r$RdT<8{dmf}*b
z^Pzy0sWKmQ!#(HdHKFEJy@s;vqkUj|nxDvaRhwHg&qeNxC&93Yn3Xu>*KnY$X|83l
zJ&HS!E4W?TaKqoxIn2*8%Jg=WY1GUSd}GTG&E_ACpKV1)<$Of+@HJKhyM(T9;EY12
zp{OUl;0&k2+OHy{T2>M(@1rP7#xV!e!Ghx^G>b-xMWgIDKy?OGsKJQR!2k_#86#Zd
zj=9E7o%(!vyn^!-{oWnX1&wwslP@;W1aX6%8cYQ*Z1e@+sDP;OM<sWr=~5;*f|aX1
zct0rKp1ug@s$p0>6L<w9izB!vw>b<>^Mqd!@;we>(!ulzD1Aqsjx)<+PXVj`HvP(J
z<}?B2E~m&OrAAS?9XiwH7-2^SG_WY6c*xrv5s72gm$AxW6hdFB<^Sv4{-1*iHfTY_
zgYv(QU`ovuVg<4n^;@9#phVG8j6)w>;S%=`3@Qs2gvOk(QmBzpH+x!MNOQ-W%X|3|
zsbr;4Bm=ZbXnedb?*hs8#cSs)I+WM`u~s$ff>2uF%O@f;3TrY%F$mXp;_dUDJt;k;
z1aDmgE9IGfSz-`TJ=SdD=*x%Trv6jimiv@Ik?Z)aQe=p~$Ax}J4ly)<v`{xwahZ7=
zyI3J3WtbkqvnbvBoK0YylB{h@y-x@S^1i&Vny=1E(j@p2qSUk}RE2Fj%L<9k{fc*Z
z?Vtui{7Xv9ALrr!k|Cp3J2_ad!Zql*M-^&A<c)N31~88M)DyHrodK$0MY**$TIkva
z^nF#d(5H3s*3+{CX8myB#JwuyJyvg0%#?S8FO%xcB#uqGy1d>V%WQ_!t9=n?i4N2>
zAUcwgjg>`4mFLJ-%csT+11h{Q0%tcryL(G4BO-*0V{YfJE`PGxK_h^{ixK)y@r?`@
zGKXfAEB)k}09@oSf#g;R(?nWvEx!Syx|@<FtdZ2R;MF?KrjI<3qPso@7$3-hMc~yw
z8F&PR^d@x!>{C}()^grLA^sPaXsjXJ-s@9;NrXSlTs8feS)70Qm80Wo*5gz|B-bjs
zR|uGGbe?cU&3g^9blyRtGo>9Ko!9fY#|#R~o6!M81Eg`!k&fZBoyU)tVZ0cqR_B-U
z2a7dxSR%Nf=D3Kp@4(<udlOiGb@R7J@)9v3DG}azIebJq*rLU0<Jp$c#+M5*;8FSq
zg}gxDp7%eYE~Fv^$)zW0kdvBf$>kV+!O;4a3)8e1dg^G?+^S1KeLt%~D_mWs3#&>z
z-j|12y@%#~95iz_x&NKn4El9$0bGB4Gtu{q2!Aso#fFY`XQfTYDZFQFj$As&eaYDF
z$Ri~NB52vS?)ddw-^n2J2rKO(r8$A#h{-<PCt@Ar%eS$O;mpAk4fLm<Q=P6fL%21R
zE2>E{lpMwl18cQq<yERghujR13=lQoR1W9GFh$Gh?>@WFuY{cpHHpE=GAZPfq6QwO
zRok-UiCw@|iHeldDWd}_Jxp+;iNVpeTmisA1qpM=1n-|Uz<1{gP`_2AFc1E7d8%1U
zS1L$J`%G~8Sp%N<Ty*cp3R2@P6TD{p&lO;~Daairm}qQ}?wgCI4ppRJe=@;zLxc3b
z905pEMaujN6WnfK!1EwSAi3`Ub<r%BG`}JV77k=32gyByjL<x-(}wl++ppO0o`z~_
z+v4rZjV)JPnE+}5qVW_e?uDtpPYNx2y-_6bxbi??9`q5X4xqx$hT4+%Ob7F4%5?7<
zkZel8ciSVQq?IRwDE9s04nVGf3TbF=aJf-us?zKf!5E+-LRaTlNyHgA3SCp(kp1#=
zJwkZY!ZMCRc(5p@q1{+YJfewt^$Gspy^PgLMeSv$Eb0mn=k&5<ss#<@s_Pm-#_nam
zMZDy9I$4haFRM6F;RYF>lM&o=)iOSU3jH5|LC7ePI30w7ZN9>0>XkSNtjw461j?K{
zyJ&p5K2f$0Iykz;k`NT`>8*Sm%o(BU?`VeSJRQTGb<ppZORJ5G)3uLkjxyR3-=_2b
zI_EciZE+-CQh&=GJHBFpt?`^=JqAE!JC8ruOIz{ENa_c=Gjp(7Q<X24yp-p?7O`=X
z`o->8zZHcLsKA!xCpgg1k^5~h-)8A2({CyQtO@vklmCAYYzGzCM0^T$=m^Nu72%Fm
z2-AyYc<IG3ywXywa=Bx7Li4T)a>xBQk+{2630YDexy^{rcrl>L%l?$W60h;>1x7Nl
zyu`W)Ay*Y2z0G_n8p8%eSwL;~$d>+>0iHCk$!{AAHWjvG<8HDlAC{;dxXzM;0$>3}
z(4}(>d!X{Hu9oDP=)(R-(PC)mF-e;0$$@O6((XFVP+serCmpzgZGa)GtZ29HJEsQN
zrJA$7ht#vk-Zd{D?W%I6YlMBY_vknrbV+sFU*cFzgX1GNCZgH?^M~75MrFQiAG{(r
z0y<s9y1T)_P`dJK)~HsQOp{FwVgR_8C-F9J)eps+k-~3J1lF<AyAPAn;@r}hp|D2w
z>8Dj}wVM8$=qp>f+MxvkaMjZxCUOlKp%>$}(b14%<yrn^!Yw&zjITB{4s3vfFl;)j
zP`cnL<mqDpQrF>z%aCCNw~#EUhbG3}>Kz4_IM(&jmsDuKlzrpPy!`@t-fW(2>6aeL
z!QX4lm>d6d$m~<X^*p^fv}#y4tCD31Z1@Bh6~lgOFUpyfTx~It^1Z2rEC~^4`7DX;
zKV?b_5fE9vmx9<|0u#FR|BuU#*cX>P<9no`5;G?Q9oOaN*&Z^3Ctgp&%n7JoTf<F!
zU~g#R#&1)Ae4tq^XJ!u547))5Ttdrx19jOplp*yX1uMbRXqZ-%uxqXODf{M4xFA9`
zOxREz>9~J($cvhWk9KXZc=As>(?Hs6TCZz|t9ua>I`ML)Wah%8f0dL&C8*jBLD+34
zvbwP;JQG3993f^3e&^WB8hfK{F-3rwiK;+4fnB}e-S6U^piE``V?bkqQgu*1Oi<i_
zum(`qM@}PuJYqW<3AE{)Gu@G_el&a_Ee15oV*<FEveTX5x6I(Tm_swEI*=(8>*uzF
zk?lGL+DDK<icV5hLr-gYnvsF!K2{3fp<Kf5E-s#nF!sGv@C*C)$qtsP;j6s_CEEX0
z)&hy{^+G(Hu{jR_TmAQKD+jC*g9ta48Zl<|x&LTgtxl-j;3ab)U!nX{g2f~8CPC4r
zT%X>eTAnbw!NZxNMVjs?DuhUK-wfR|x{%|v!13MGL+_ZdaUPc18Zmrt6(TSqJ4*9=
zb7YO4ki#lVX^`1c(r4O6jND_E-!aND29bYKt6Hv7YqSSYCu3vcS-E_aU@TcT!kLMV
zG&;Esk>PL>4~u-V4DNj_d^dp-+7X8X^|%<!6wFU`j8|FDwNVIbVG5I<Et~tZeRHJ;
z<aCL~!O-{w96xggf5xEcHnFvF%shQoErQk26!Rer8Mn6b@HSe6DeK`bN=dZ2{<quV
zA0;|*a#(T#jc`h-o?k+8TiE=S_+YM-^|%KXM#W!`-oaO!a25fRV@wu!lPIcemJiq@
zI{=={|D4CT$aab}+hamxJK?`YA1s}IS#Ge_VE1GSBoPeRZvW>r_Vnm)Ti%DNY!8fV
z0~Fo^-Ipkp!}riYMQ4`mJlPwNK#?6~X}%GJhmOR4@lM=*M~0Ai9Jtl~bA)eC*fSNk
zc}vgn4sI!3xc*&E0UGxsxs@BF53bd6k9y25r?fyr<|Px;8iaqku%617OI@%G3-`hy
z^Fo_7%9FXrBlL#`n|0`M0j*;xTjQo>l1vbLwwq!{WEIF(7A50HtuaSwT*hig@>CMU
z^~{djZ(LN@KII|*Q*3!MHPDSdk$O2wk^0>EjzgUUOU$T0LPM;jmLhfT3esf0rJ@lM
z7@B;h_I!F}_$8pRd!3W}7@1?<aH={&#PJ)n`r|<OvkJ}xt8)wJ!d}^#50^Z>1t|~;
zMS9})hS?=6vmvww`_!_^i6%pR5m`h;p3cSO7_!Y6^H>WZlcg5m7#7`)B|V-zNUz5^
zOBG`W4sN#$MH+tH$IpD@@ORKb73bTA`%Ed-M7EE?rw&<}&eO)k5ld0w<~Kn^gAAR4
zoakh&4B#3<P`)ibO)S^IERJYPENvOX+mI0ixPm3>N;4`vn)SuvAXAYf<WXzGSuQG!
z^_47ciP|gp^-DOr1Q41(TMp)YYYbHxDp_pP8-Rxq-*=AikJ8*|Hp1L4jg}{h?^QT!
zsu*>@xLseh_+DcRno)krvv1-7N14nQj2?Z~ZQhjiD8QZ7!sPNYDu^we&FA2i)2#8j
zaYlP8q||QGfk6EZT%)}Nwor%zPgpl<UkcVmSYTs)EmWGL6p?GWh1rO@$BH4LE|03=
z-HIJP!HeBll<@t+#f%Qc4((vtuWpL;Y0KJgmxxD=?K}ObE_Y^dO&o36>h`_hj(6VG
zPR|rkl8DOv?EDqo2(MSj?Zk81*-AxgL>n#qeLy(pD@@G|h01;Yf)!nd+Bsf}y$r-2
ztNmxJt@Ez`N9rCgi**u<j5Sh5AItX3So8bWa_qC<<^0G0HU8)R-#HoebYKHLlhyX^
zB`CN&?k1>Blf^e)9ayeF_PJP}z3yBju;@xR!RGWF@_tbWRQipsgK;p$uzW68`CqV#
z$5tvz*JLu44QK5O+jKFKqteRvzN|~Oh<TYWfohcvtTQ9>#g~<(S@R>A(4!;vBIRv9
zeAcPbI2hvvo(ZNF9Ppeq)4PgGt$7bS`t=vbLJ4OnhYkRS%S@n%yqR1cU;+Ywf+saJ
zn@Sz9!Bw(}R8rwlh8e(Lo#T3x^U)=>2nFisckA&BnOk}AA!mfJO37!?t?S}?1gvIH
z{%Q_TEwF0V6h)GC8dOk=V5jmwCo|<mO((r5Y=f-699LOjSjW=9>TUi&&HL<cr<3@E
zVNwvZ7NW#AUF|!E0Z<H6vRJC7d5Y|iMz?p(tY{I3`K#wJTuW%JdZ=rx{b-UZWF%qw
znuhiHVo~|0J}djYLcPi|blK2v4_JnFy|RxQf|GQj7q@SHZ>?}FNkwmETljJ}dz5<#
z`AR~U6HrEtnDRGdH7tslOM)JcZgEs{Ig4&ikn!7VuTV5Z{R|^6eO4aow=d2mX_v{0
z56<cj91YJ0wTy5T+v`6J%{N<wrqENy&$_TgK`+trXhWlsQ|I!$mE>r5@!Y)Ex!Y%%
zX6UpL)#Ewtd*8tYc1FlAAlSF4wZ>*1rITT5jk9xWJ8bWbjgjggL5J7ARaX@PR0X5e
zw6*Xpaf0FY@7VJLx4}n4<Y<j^@UMr5*9614qpHYRQC8|I<Hg%-V%AZtf@m`?S~y*X
znI~oZa3So?1^WdE6*MHv*o!RxxoXOtZZ=q?)&eqt_%7<jt-eU1S;Xb(el!{xxSEvz
zn$t4qe09*RbJKF*-LaJM(_vdH>D=u?8@Oim<VEY)Jkn=VSU-+&7Eqa39&J_fgunTP
zwVYKRaGNE^nEZe~-$fi0Ll25MPV#Al3LEDSA*hFD#MG#NR9+`~UQf1GK?h%sA#THB
zulwRiEg6&zO8vfwg*K^vk*HR_Dfw1(0lH44#Usz98r_z)FwXe!0Qm@essnM}4dOwj
z{Xzxy9d5LQN6YItP@s=}Q0K)gsW6B5D1=@44j-E|ArKjU<b$ra0Oi+!0C&J0CSr>%
zlxmiD8*3E-XayEM%$u^X^uZ0o+{&F<r>HzKgyy4K#RcT!x*M(tL3%ys6xX2v6Q5nq
zK^MLrHESLOa3>Y?CXb@RU%?Hjz-nV@9O~X%RDLO|N77z_SeMe_6%R#sIDuI<5Z~)-
zjUgO5)HEVOxH{)EntQn($K?xdO_d!K02=0Vmd=An5mgavs_|v1O6!oo{N(Z0tn)S2
zVwPuHN1W9dbp`pE;7Co0y9u9HwGe6ScuOvOrR9#ZFR3pEpPYJr?YY^5*L~1!o8-&5
zqY*WJ6qs-jTd6dT;0yCmw*9jhZfk>4_Dg#zZ2Ux_c<bqhbS799N|=x`jgW81l%y$%
z*mC(0hGBbA;jLG2_-D(qe6t!BpZF~HSY!ph=L@R&pZ%|0ul)}{z973S#C}$w9n0Xe
z*#BoE_F2aN_`mi)L!Hi_y3d!opLJ_LtG<c9;UC$3`@gqlyd;*PE#Zb|OU6x(a&Oy3
zImcG%qc7$n^zyLst3hd?BD+{iof4?5y0-sLu8(zrT)Go=$ZVwyk#tN^xZD!ecS@wL
zm#p02s6DxiO}8xOdFKF7gmPIUv-B)qIO-j_Op^twG|Y%(u)TADAY1dn`XR!!KdA8^
zmr<z&o>sCaZR$dg7=MhivAreTlt#SXG(rbENY<iVL~B3xeSq(LU?p><S><U9tccQr
z*+D2Qs<yJ#>Rm!m@vW75?&QbKwGd8G;gw5jn#WFCr#I%*oUWDYGudP1)KgCYQ%_{x
zI`KBu_Co6@PbR;z2*0Eu{Z|I6UP550Xl))y$~v;(`U{{?Rcy9q&q@`>4!}?Q6ZC7+
z_ijx~0kcYc755SI4wYRpK-<go{wtWu?CN#o`iRx%RW|{t;69IYVtDamHZlx*Q%XhB
z`6D0C8Hcl1Jprn1t<LnQgaps$N8_@4kp5rtqbV?I_DHY(H^6CDsk4M|5K_1@;}bfb
zJ-~1|F~`+SpE<-Yv$bR?5GP@f#DpByu<9!K*%!*Aap%$su78~AVQonYo;|pYrCid*
zh=rx4vB#hRpffffRx~1nrgY2GG4QZ7V8W+^A0%Fdf!-xm)MgBI@dtF^GoIK_g65uV
zJYsxnJe3peEvR_X*xr2~Zbv)Xluj%oK))EH2IGnOy9kwUK-;xb<R07>5>X*v0Ud)`
z-+!Ak5h|N+X_FsU2Hif3T4BX0<t+}>FbcPDw#_=-On(Jq#uWmdlRyS7@R|};*-#JI
zpdEm`MPAdWW+9j^8*zq>o>TaX<x^GJ@DJF0VbXwbcJKgy65_vw$Ov}uD1Q=p!*?pr
zT0yD9EiWbC@-kN5mURme)$7H%RI=Mg@JztYd7bPOTC(~Uc<KD0ghm9wM{t}aU)}H#
zF&=^Oo^ck}`}R6oJwiA|IW`(NE0i5K9`BF%p$gO5jX=Pf!BPac>^)8$h*Tog!7_|u
ze<yq#b&Hw_%)0ypWb%n7#hzVk%5~H`5Bx_h-2~`uRLT5=hBdoGPEvi<HMBP&_}k9Z
z3rV4Zp190*>o1!V@QPvA>adKh3AnmTwPLEzA*Us<1=77)Vd(?%XXr3G{=fyH@sP>e
zzA3L_O&}K+EIobCR%&~rMQ~-<DlHVp4JyxX=rkU$!vivU+}b0HmovTgrFH=>A*3#9
zWfKu%Fz|GlQz=ez4{l}6?JuGDQ5W^(+ZMf?7c`CfxdHXk4}W1WdWH#oUoOEacPSSx
zxVRA24$1`=SlYnaWLUvDt31dzrjpd0X{b)yKFP|cvehr1)~82%c*2%6y#@T^*Pzb~
z$-c_^)tz^9MDj~wuEE~djiHi>AVC}V2i8`5D0Fl5*Z@B>wUkvV(G@JRp7-4Bae%?V
z)$mX^1JvXXPB{)%GWO_$F2!1dQk0e#5!$x6Y-aNV#NE`AKTTA=s$)N_rsCiIV(>y^
zs%3_<)MI=ygVw$;Ag%SddD8UVyJ**eS=;cR{uKMyddG5m{q94*yd&jb^zhV<DKJWd
z?k0;A1bZ-VGX>Nf`s~F|A%(xW({xeGJk=k6vx-aBkrBAz_XV|rK>quh>J0`1l|?pr
zPcYIQ2JVXi=YkfOVuI#1VkmX$tpuadDbtm!l+A-y!pvL9_U<+I^Zr4e;c5|0l}P`;
z@OS&y*xx4uFRY$)Xn00fzYA~k<h`)^ke{~l&hmcOR8NUxwewAa_n}3`_It}KjZ<`*
z<6?#_g*9X4+eHP|xW6<V4Ob;OoN0VMy?`5c+PMI<6%_^~0<*S+9$$Dz|9F*>Ino<-
z1!pLdtwz1IFCNF%3Yt8Lk`RU`8eZ<3NX^&KieZiY;s0J~c&>+;_+U7Ly17Cpt2A}5
z%qMQF(BixzF;5!}1~Ti>n~>FnFIF^GIt2-mzZsYY!aIpH)shhPE6_951~r>bRjX_#
z>LYr>_-yOGBdDYi_=F9=Lt!0eCyXBxQG?02!jF+^!sK{SjCzihfAFGQehNPtc_v3#
zgWoAbb^`oT0Qe<GY(Tco%vzzaA|{6vlau102rNMes+4}7|M61RsaHRzS6{&W{AJe2
z0GRHi(V?N;R4U()8ea#@n!23vRS*9kEaQK6dt65kYbe&DK|8Zz$7zWZe;X$9HZ1gO
z7_MM8Itij|SU>LIjAf_7l4W~t=ZgnFIvEPn`~|PMJcU-hXfNUV3qgcAK<#MAQY68M
z0FQ-OY$C)zBr&YtoI<_KhpQ-CIAC}y%SEltRPvLXM{>?K_gI}cstRPihy_ZdiKN+L
zRBJIBHiXM};T@U<*u=Yw8A~kLkbt_C>}=5-&g=I@Z3`R+_Av}Efb-fBL`xwmMy$e!
z4BB^5>xCNVHP8I#=b<T8BI*xOyl(-Z-1EML8uOv~5oPe@vlfg*-pT_}>)pv^u2)I<
z(vDDFERHZienXp5;U0vZaNw%U$Twrfo4yB!k?&FkXedZ$(vei(pC`ia-*W$54e`U&
zno8x%ifdprLb-P&X?46W5p{IG*C!m_(^l?!fKNbV=fn)URWYYpM@~xv$#e+)#snRC
zk@1mt9H6#&q90%)?Mn|35~La}*jo(dt3?Q%H?%j*o5I~TW5vyVnH*B5ac`;|Pq0dU
zcFuiDVfE(*tP8(5r<AA0;QsgO&}64Oo610=t;apAGPC^vN}<ZQR;ug$kwtrK#|7Wb
zyp?=Mob=ZV%4t+g+yzR-62xkV^Fg;n+)ZCrh-16O^qr$PnifspPrG+fkIjg;=k$>^
z)33Wejn~@A8TGmZ4X`UR+<BRU+HW~;xh08QUFb`I>%U};!oMB7KXi(LSR{|!9@nAn
z9Ht}!*U($v!CQx2p{iMNj^$?|^=(eaifDOj-p!~x4gm$~Ekd_lmsumJdl5oHm;U8B
zI_+5EZKtM6L|$|UgPsIpB>+L@T>r{v4Rt&>5Qk^%%TD+bA;)Xf9$%b_AZ<<HnM&zg
z_%YQI4h^<l^gPPbo8NEUh`t$8FZUI7pZiol_%<tOLw&v5Cu2FT$@qw#n#K<|5tM8g
z1w?Hx;p?Km;QrE<;Y0t#msx3$x^o;c=mTQ95wBxH3cR5-Rc_O4R)l?fYP8gcXxxv8
z&%s9tgVrHRQx-NYnRl_3CZpDKn5|xVAJ*5qB{FL{F3S>8Vdr?o((vO5#*3CFJbD|^
z#XgF5J#}nUf%WzsZB>yab`gQdjY0V2mgY}h)wAzLxn>74W(PW_@CTuv&dR74kh8+9
zF2(+T+`DeY;<c+)*L4;!;H7^qi*uJ?=Pp^Dn+A9NG=1J~y3h(f@(3LN<{#6q!1ubq
z^0najE*7RoYX7;yRi?sKtQHbRft)IY2&Y5LQdt1Hn2&M7-95cLbN+s}+W2Xg9z=jU
zd#rd3w>X12G^kt9I2&qO<F<z<!|axD;|t5PBXsU#d!}B2>Ww5N(H%peO`t?yl-a)q
z&(+XKa`p7?g0er!^Ek1Ew>aBmnyK*c!JAgY`ZujWV<FaEoIH`eW`2qNV8qfP%9R~v
z^{*1+jXX<UK*_kyLvA~Hhwy)qYUM&#ir>}#gmAT^wTjeU!j3l-82?2}?^~OD_%l_r
zv)C1XjU3}a>g4yfjL@fW^|JpOavwq2O00np`Ub9W(Sb%1-FpR}b7rN0k#^Uhj7MYq
zdZvn=GZ^dl@Y4;cHF)13?M>c&YnTvAEPPqUFA@?$3LLTfhSCv6Q`3A`@jHJ=^$|)g
z%QnqF%dqQO0~0r?8`^g7Z2F>P7NrZSd!hEJ_z8W|EwQC0Jv>%GfmM<X<WF3<q$ptT
z@Apm%<?Kal?1g%z;tSPCePU4`2H0ZirYOCA@1g#Mte59}N5nVpvs5LzggEn@1D|&q
zNV{FU>8`K5Hmb*)nDp{D#s6<b>C09#K2GyB#}%^zb?r{VmwSW}JPXPT4)e65mW71d
z$uP?tIlh<ZtUmPGukQK}CS3an6^6Gm!+Y`a3rzV-v>+oxiO{Qc`#&tv@T@iOwJog&
zSYa!62Lr!TqJ95|@DXq2+diuq$j4FC0R?+jJ>fk>5Q$zOy8M9kF3X6O__Bj*5*?F7
zpYY3{+HlYw7-`C-gc4a0LW#0v`rSG_D3w5HWg`Lld?}9nQdT@;?_{V1l-u?Et2mWE
z!z0S)11UgkL;Y}aeOq#0{3k~*r<Szvfv1G6{~uxR7#(TUv<uI~wryi#+jb@s+qN^A
z*tR>iG4aH<ZEIrZ>&)}K=X^iTI%lm~b$9Q5cY1a2T~}AtzN*rMQA|?<Ft>0(HvT8M
zk0;Xk7q{y4TCAa@Vg*T1Qcqf2V4AdXp<gcJD}ZbP3+&?wPtvDAp2*BJG%(J2rY?2v
zVf5RqWWZ5@^Mf?3F55Ie-7r5LP)pf!41?b$=OV00Q!0usW0FB9QfRhOeo7RjramP!
z4@HS$<CL=fHz}w~MW}mqRw>pE1M+q?<2+5{Jn8E!%$86t2&NFnYt^H@(xG9Myd}8d
zW82)i1DFI?hwC6^-h!z#g*+sQxP&wkN)|B$Ey2njbP8@6r63ZXHWIHV;g@rejDgNL
zIU|V&Xl|*oOERXe1l5<$I6h^{(j$D6l!vG@cJ5)UOR}fdeD9OaIC>$<urd5X3b*+5
zHQb?|W3uIz1iDRNYJ^9+|C|cFIpJ(2y3WcAlo}hqFpHsqlpC7f*!~uRnUh<Z?3{|U
zo}=#Rk_>o>rJGVBFs3Yx!Y^dMM_AZ~wFW}~5-v2cqxPOolP*FD0x{Tcc+MmnYWObq
zurHD>1fAmv0M?T{WxR_#8YTA#u7@27>mHZ-c`H0WN-i4ecrF9_7M{OM*WqKZSHrGB
z^M0u~(|I9!>CQs94jW;&FHVYG5av-NlcL3#5m{cn6Ealw`H7`QiLH^f$LtbMP}eIA
z2f$rAxu~flbg8p-YruEe6U;O&aG}JuSPye@tc!4Mptg^PUQnXXyyz?D{#z>VO+%AW
zKP75GD$S#$2}8@doRO<6ur3AHGmN%t9`3-}&zWYZ=mWSg7Is84b71x1O7G0HK9>xZ
zc0;*zV2$7oN8nmv<4((y!jPBv!O17N7q&NlOZ2kyPYmNXW<hNLph2UO>{B49GPHk=
z1T&ugiH9;yc|LDG0o9NMN|fhMkrsk2B-;@DACqAO%3C>!#Hap-QT`y5LjMH#fQ+XM
zGQ19qljlqbP%5;;0Te2Ua>(#|Fql(_FnI8=uL*%w1XL$zR41a2!rW2=M`RDVnA}j*
z&Pd98k_NHQPO#p79X{6j^sI`NtwI|jxO;pJLNxPHQ56~k;`i49ykqR_bxDK;>gz;}
zClIA-9RHrZuPqJzG681od-lhJ<VjXJzI6tYj}j$a4T%4OF(Q>o7P8!qiV{V~Sdkhf
zt8GN7!77;8Sd#1pvi-ey#!NvBxL6g{I&0&O28c|a2E^4lVY6~0+WG0rdJC#una`zb
zV};5d>FuE*gxEeXxMR;m>w+8v%ig2J5n#kgA;AOY-f&AUHi;%9q9J}!=Etc7O$*){
z=L-9RqF>{d#BQ1sc`_@SbP8p|;um}aK69_@?pf*ZmmEcS5g+)S@2V6n4?#o8i32qj
z3Gw-mf)ginl&&VgRCbP8c*rc5IVj&hc2ZCcMgo*LXL<;Ef`|=X0+cDoUm7P`+>k%t
zpEMI(zJteyx3Ov_SIe!TPO(P{6kSFect)jUsF0ttL62!sxB)!Q1J-2rUtv7In?4;4
zF8u<=)X<%Z;q=bTF|N#PuCWx~xTyjKra;?yfF!(`v>72%jMxf1?HGg+p!fP!!+|{u
z4I39fQ#8h*;)<w8*rFOgnIvJ)W(6E$gfP-!1+j!RzOv#95(XLpZI9G$;=&$@Q;DYt
z^#(oejl0`fGu$rrP<K!i8CKQEEjPUmwlXmLz~Z57Mu_z<0^HHiPa#pWI6KvaMV?4F
zlF9+f(s&>lddODv@?iv%rh>H~&PYgE!ZB7j6qwUhICFn4==nOQxR5Qbo&c041nmy!
zEY`fbd(otuVEh=mK2s%(&=To2;RFoEDTZnSp*LX*H7jE^8JPNWd%JGe8DaDe#kSd*
zwS9A_+=@MaM|(`1V|qEJXq*sUl-AzxP1v0W#qk<{%it&?nPj5QNV0x-)iSGCx*Bkb
zbLCteGC~w%sW@YabTZ+jg59`uRZz7wP4nv@`9xsdO-)wQj_eFie4iXp6iteisNyxL
z+Wlz|;8i=!ib1EPZWo%?#G2Mn)smJiOvE=W{xm9Fa~_b{2{C+A)=Zlau;?$9S3Wk5
zA4H_|=(Gz7a_K>!Ew5Yd9xw)^EKqoASmzCMz&Kr4>&FQUzi9JR(7~I5p5BK|6q{1&
zy5t4v@5)cYPoo0gN8L0)D%#7GlKhF1`!emQ-OQDFn$G!)lMHEI!pvEH0=Ati>n;$n
zrQ}U1xYE)<>C!2=Qh#i{7`5R8T}DcO)FV2&+ruvgEnI?FwjoLMeZmP7+oCZ<_VL+?
zU(;)T8e2HkO$CH9e1XkKkdn`I)mR=L3p>!h-rLSJKS?+DO#@27rQA&9USo|#pIib<
zR9N<}^gS?RoWCC8!uGS0P_{S@a^l(vdHW%8SZk~e;)0V!vM6>r1xOPhunF}ES?LK+
z_p1D2sv;*|(a+flSpEsn531H;uYE+8U~zOVmX!YRlo{H}8phmdSy_F8iqla+>i5Y)
zcwR`~@u@D*%?UjjmWX`w>+Z?b&`onC5zGF31GNdA6vGmY0Gr{7JtNW43ReUVmj+0K
zpsJyy`Zpa26%7ay(>rf&zP5~K;k-6EscnC`dMPxB^X*b3odHLClHC4&jB>=?kzO?;
zel%=OdHW)hPP6{??Qdj_G;F#%=t~;@1@2D?5KbiRFI82&mr|TG-j_Mvc;9zvWXT}o
zfE;XFFk9|dUn9w&po47658|0w=yUif!u<Pm_MHce6(~OJ^Fa02>{SQEqCfGgPCOUz
zRogeJD{Lzqf_`JsH1vHKyxr2qAwfx@IS=?GHlgatB)+;;mJJOUKg<p2cRVsL(jg?i
zwzML2O|mS08?gj#GGRt$VBvpK5HNHB_I(&T0yn)Sa;Y!`<){i!O$vk8?u>#^C!X%6
zA;ZxKqWcy{S0Rj{kqXH7HyHwf&E_5o@DUp6Jg-4Yj|A~LBCEzCrxvN}6(@uBFDCO4
z<k80U55oE*4BJ6^v&54QvHJGIJ>EB^V3YjV?Z+O1a+dU8He`8Vru_51Q5RTxZ53K(
zqzJe^642Ty87(n!!?-vNb21E^uq6F<G|z~Z_&@;dbSQCeJ4~tEfQSE6Kf9uXQ_v-5
zEUZniIb=B0AtJ2LX6^UXuqv<VsHIk7Ee>O=9Z`(ujWD_z!_#2v_0Y;c`r7&i-xwNj
zbCaf*1f^EN)f+aBy)f%~!*}b&pIt=WTJwC@6}xN;^p}NU@!RsE*ChvSv#{Dojogf_
z6}8R$!3lx)mhv#WKo(^eqpYX|-mphDPT7Suli=YZXMGi2Bm->LNwPlX|2$>$sS+%k
zkvjT~3=D3B%!k(w4IObRmtRyTWrBE+@!_W>T>&w&kc2-Zoqr4FoD!BgQ#unZPhZM0
z$2Ly7gow7rp0(OZk@~DEZnDocSArVho~($sHsw{>WG#9A;&Su{4{4eWU)?wsY}jdX
z({xy6|3hby;BIr-y#h>OG}Mp)3sP%ph?Wid=U}s1j~<>&7q7thjs1Ck21p{1{P;@*
zdk)OVPfH+PFZw;*U3R@)KkhewJOcZg>G?h0O?JKC3HZINZu&jlKUeF04BilaT-*7*
z_xio>BYyl{^?SQsB6vF$Xc~Ncj(KD1df#<lTJ+0A{CJMJ53T+<ig|sG`CC%`ks8yC
z|M2jk3B2rJnl2HXk4T?SGn~ym=j&*cMM<>PsAa^s8dRDBRrLW-)nWiueR7PiL4!I_
zHNLMkGE^+&GzWk0C>MARntyh`g)P5(I>J;xz5i72pX%?Ydcp##JD|c{HPY6w;YA#V
zEsuJ~`kwE|I}kKK;2jBD4)67;{D3OT{Zo050hK3Ejh{0yR<P&b?*+{t)YG=rtl-6X
z?2jK9>1x=le5&V9HSnnpdKoI%PYp2D>(4*ceGP2+55J|L`7;lgmYVeO5S?+5&#^Rt
zvmQ$f#I~CB{a(fj)4MC!@~3;C^6+{Lnr|0)?Xl!1@HJrb%jRaRIJmzmU!EldK8*>{
z(-^-&##F!Y><gMV^a3gX-%gL^G@*k*BUVgHjpmqywg!E63Ld69tY6=J87Tp9Vn{+)
zgZ?BAQ+@ROQ{4~2mYetiKZzsnb&n+%p@%_Z!{;42DVD%l_q};bdO{b2#tI1?jmoA^
zwUW<Jq5h_Xsb2oK1h#zMdoE~xgaCNQ_2*=EN(*ozMeJgp=D{PaO{dB!2eWl`UfRt|
z_r&(Q)%v+dZJSP|YxCj$g=^!+dNyYJ>U=nG@)|g~aqck<ob+ryG`VzbyjahM_h{5{
ze_x#JP9oQ9f?M<ozQ-_l#5szgh0kt=Pw~rM^lLg5c)82jeV+7qJ8XTuxoO(Io;-h^
zTvR{(KMC%l`u{~T7S;bRQg2nh+&F)>V(Dtb*4C7+qcvVtX}YNXpW)XPOJ5tduBLQ7
zt?}y0gGKcltMaGD`G3QWElrx*TJ%+w7>nu=R^|PT^E)e+4mSTCuC7d8R3Eh}-*241
zUa|DBX>4!O)YYQ@H(YL2KHoThvSR6C)7aXisiRd{RjIzH{yAJY|J<bW@f#?5A0FBt
z9=adPRUc=Ie$l4_hj%&El?zp$;@ZJ+wCEM!`~SEQdIiLgHhi3?>>jU<`n{Z|#29xm
zUex2~GJ%;Ve@P=bE^i}{kbL6G0lA&Gi9<iBq>iOkgi#b&qkRKf`u*ZVS9{=a_V?_`
zdIc|@-pARlH(;Z|zrU08QUzYmn?GI`{XWhoFTGk8<s@ECj@TYZ3J9gr7D@Ef8_Iz7
zWJ4);nKU!SB-bwb;Ut?GhL|38H?#G5dSo5om?;9Cflb!!L1`QB`wzZmzcU<}uh@K=
z*4cd6N6FV8+~z<2Cg`z1>hYiUyRZJ<?SLCeQAuyHm~mK@v99*by^Bw=$)s^iUP$qm
zOc3q#G*L4CpyRoZsk};8c(XpjlyZIF9bNuY&z7CChgpe#L;IpTYc{JhD}L13RrnC2
z_bSZC=Qlr!*@bUcv3s?QH~DfKS-vSns+Souab2(*d^Kw4JKkE`{2qTO&^gd#)7hWe
z^<LPt_JWKz_G=Z1-+0@H<b7te-B5v1@8QIBVENmm@8Iix-=XQ3)yj;`_wA~^#-S9O
z1e)ucra$AxbH;I(w2@wM2%^u6H>)xS`A=GqXT<`YdoCKC#y_+h9v&xraG?cOFXDaK
zMp3)pPOBa?Qx`Y1PdVM%Q$CCaWNe4#FX48~lLsw;47Hr)9Knuj7RI^R$Yuq8MkCz@
z&*3QZ?_DeroM~C=>P$TJ9;rXV13X+#>^5(+S?gS1Qj)aV@hWtGU%ievY0pXzPP|&S
zZ%$#paqD5)+C^y}x~$3o`s(W=M;Tpj`=dLTP~lBd_@5dDe=o15Z;zhMYzR>7Dm^UD
ziBBYT%4_52$mMqjZE;ikh~@DAZDsyb;^W}>q0Nrc(IX@V+KMWM<InNM45iQsWhJcA
zhZInW6vaP-S7K9ueOc`vJ?TZ&dsz(@JsDqwavm9-zmnj+yT7!4N>x|u#rPb;v-zmU
zclQMmNPbSdh(0Q%oe5}=eGq1?aq&A=&<W;=TML~jxpA3$Y6VyHvVLG7Q-5@=RSYD+
zr>eV@Ae+9SYSrs;Me&iNR4(Y|xOkXDpMIgY3Ij&*ePpw-)|3r4-9Ll5!{kI+8mC*B
z=87vMcR5ceqFcjw%<&{9h^I7$$SA09<Mvw_v9%z>BW>`+^cbd|e}n4ILPlsSco{j9
zJRdRIna<h2p}ss?-y$uLJ^&ESvLBKp+`^3DzQCf}sIMUN`I9`jWT`Jft%c19Tbu@U
zR#&yMy5JmRaUuC^inu*?M&H0tVr}UB1lBF>ZPSNtNHi09Iut$tUaDN~UR-};`e1EH
z7StuJ01M$7r=pLb(Ux(Tw0<+R!V<TDcYgQGi9`2mZfF#Kksf8KBl1j(YpZF51G$u@
z{W|uD%r~&`b7miSauJJTh4|GO(h||Q6L>yDLdO%?KtWGRmz0dqLqZ|m#EpVaOMmH%
zHvO_82H*kUmvmg}fVpqBQhAE<gkN~_Y_PU|ELq4>3at>}h9#i;zd=5;L4ot<X>6gw
zKmas|V88*AM4`Cyq6y+TR6n_-zBmDb(+UhAm^TGGV*36T{umgdGcr!DCCo5MB%k0P
z)gY~p6r}{5ibi~86T9c9mTDk=))(@CQ4zg#N)>kFp>bTlI3Fw`w-T@^GH@E~W08CL
zSdqQyYTul^_kH;h1Icw72V{Xd0Q&0*q?%Ay5ZHeQ;3};`C>x`+t}30Mig~<l0eBOw
z_{Q=OPJDBw0GE`NPeXAZq7Z3AM4<SM34HVVp1E8`xu$qjZutq+Mfu{4e-^DnZE5Lw
zRHax|R-tWh6}{X%VR+*RT+!C=T-!6SP6zP{90d}&hn{8^ia-38geY%gy6NRki2UOH
zMCH%;<Ly?n4c)qewJq|{u7$f;J=+tZFpjdxdFdP6&N$>mmlu#bke|niOYD)B;s_o#
zIR#J;CED)hfT?(l4H;cvXaIrsbVNeKhs+mBg5S*o70K^_QW#{$BmR;qqW7_`<0*KP
z)G38%?uz6i@t`HP@bpCLu%~%YRNm%#wE5$9sfge7`w}#rHuNV!Hfjo2u??0no~{AN
zg(P_>cA@2kTKj4pmU)ckX^DT-hMY}X8Er3jt8t9$-ZsCx1>ecq7uPC4iI)KiipTSI
zNxkCgz9#Tm3uG<#l$*e=L$Bjc3)+~d)c|X^a25A_tJ`~o^eJn$#sr-1WRFX8Qb_oZ
z7|7vQ4j!ID#n7I{K)v(ZQn9G1e|6U8bk^#5rZeWL?TAA>c9N<vw>G<skxYxIwPLPF
zkW_jpFSnY1d~IY)khDq*+JHKLfE@&v2X<b`S6~G+fTw>OItQ(MnU~)5NcW|EuDM1+
zJ9@Essf2Zt;}6Jj@dIh<4i;4);!X%92r{S0&@kro$NkCk+$W!i0dSZ3bq#D$n!)q1
zci0-!erYkUMm5<k$nH*U;JH7`Z*}cGcB=vyObxtvn6L#lIl-M0!PcNX56x~}xm?Dj
zS%Yf-+5-91bD>Yq7fAZkho0{uLH=H>6wHp>TX!z<QZx;bW#P0~2eIP!;Ms*;Xyw&g
znPpzHurm?R?7Jmwbwb*%oZo<b!R!R%UPxEa5r8bRB*s@b#^#rV;pGGA%|E+PdZ*L!
zp4zjxNFCt*Sx2>vJk#YIv7){g^M~fmD;G8Pi<X7(z+$;0QZ4@&>(XAr7s<GL(FRbl
zi|RCBV#OY^23qftD?niz=HRuRkN@%#Ffkdm&Es9^l6l)wlod(<b|D&r;RZn55PWV>
z2%$~n&^YoHD5a}Gb^p?WuGC5#z<L!%IO>rEWGDfKi0nzPAhrnhV3UST9Pm|go0B?K
z`a+L3LXV<CH)5X1fpqbROGSijv^d<~$eq9<w!Bq(;7f?U)eZ{YD|!!7@^M^+Ih{)0
z3OaugTM^g44m&T8b3B@OAeTyRym!^3G_rkL6}n~P1y*kW=}n~JXvpgnNb8ZIRnT?O
z7|)#;yU@vEF$>PqmuaRt0YT@_Advn+$Zb<^?=37-zb_99ND>8k_j}3!n|9gG$k`9D
zyAL^jmY(rtne<+S0?XSTegSq1#X)?56L_at18u&wy$=%}0@6rLMLAc_CScFcVKj7S
za)Sgn)a0P$U%P5&f6;2_Gq-}rI4f%g754RHZBXQHM%aegJAc`vyas;1(vt`%b%Cny
z38eE0nz+X$4^ovF4rBC~1_lV57N{c{KgNujBA{UVn_XAHZkBa(UVOdjYrYX)+|vE=
z^;*+t@$Z~@sO;=#8ZL;qY6)>t+f}zfD$v$fu`SuF4Id%L^BP&ExTO?0a4oMPc~*4P
zDjxKqIia-fk&1ZAuKWIzpo5hALPF!1{MB^{&FHf6E+cpF@DU}R{Osmz_<EM;+y?gc
zZR0sDHFY)Rm5HOatAK-VeJG2t=)OasvDs%8|6@Cd?bT(?IjtEJ^3mt@D#<S5rP!*L
zPk>JqhOGdY+>5^lvWpOb)LXkf*nA}Xo~*3z?*|}P@8((8>chgYrmNf0q8vornLrrO
z39agM8?you|A;@yJUjq!TtvfNA!}Y+oA#NUA25vTzej6OANik5^GK298W8?Wo?j8g
zzdURk*<m=MZiKv}9;JA~BChOTZZ)}PQ)an}!pi63n^B?@eCcE~>F60EAf9{IF&DWN
zy%qFy+m_u<!W<kxy`u8`FtAlb>hR&A`>MJGWM7)%rjN1jL9!cn!mEbpZ7F&VxNfol
z1S5cZT7$Y<uRsjQzHUX;WWLs_=WBe4^X8Gn^`Oc{umW5EOEr9}=R5l_?tHmHI_&x@
zEZXk5iezWWUri&GgG3%*qYx7Ku`+6`Jx}))x&j!vS}8l$+4m?wc>!@yt{@!GvO}nz
zlzURXWD*+bj8|k=U+nHgKkRr*oC1}v_@UYT2PM?9o%P5=*=Ob>o!LZm#udM_%*{ty
ze+v+0!_YXg8hB2pMs*6DTK*NuM#_`sHNA-~pwP9epCfSZolN4HdGN|G10-h72!Kbb
zYJ_ol&)dXIp=sJwkqU8C)@gL2zim$6^DiL3K{lR0xO^WtE^CkmHj<q+*fu?df%M1s
z&bz*!kVY(=TX+L@mS~)}Y=&VqY{Hi(;|@KN--7Sf<Dc?n{cB@*qDhdOX9!Yo`_pjO
zkBTq12Z($>Rg^p#sa(4DG`6aGs}I~~j>C?G(0(HhpI^z$%l~jJ`t~=;KJ3WnNWkBh
z+AmHu@k>~A;|=ezvqZxd*bXO;#Z_CSn)}JUdxns+CX^A7xqmBuL<evyLTRdw{kM*-
zE@8NdqA$(8D1yL76iLHl)5Zhg37pJ13E#iHO?VJ`1=kE~NejTx8y1McHHPM4FwKz!
zYxbqa6&?vfPy55npr6%<PlYs~;6GkxbXNb|+Mx6pNeCm@+|%iYaRcE{4sH(=^o~+-
zgRE1VCNvT$M4is77z%bIA^J@%pqU${$$j0uXK(;y^|ssN-4^as-p<v%S2fk0Tp9<=
z4`bw2N01-GU%Vht2Nq!H&2P8ODYW9EiE_-$;~ZPUyEF#3YKrJo=5<(+`c%esE@<dk
z&15nb#L-uk#ks1mOEm+!SbVd62mf?tv0HTI9Pxh7IeT^@ar4k{!I`4r3q3;EQZ*#h
zyZdW|3M+BxRc;dJs)%vk4EW$#p`ZpEZWw<#4R6%dnT0*t)VtR(psYc5M{3Duv_2B@
zkJmjZd9kW+@RThIYtV1P&z8LX0%#@!Zg<b6txmwywYmr@LmImXyy4J*xV3d3P>tzM
zbMkJ_m~cY#21>9-$J7noiZ^V42{Z%qaFZ`#m*`#ejZ+r^1jW9k%{9{un{z1&n$Q5q
z^sE7nEwBLxS7ig>55ZY2G0>@Iib+Bc<pIDSSE{0T?)TUJ1>+6h@Jj`LH4nS>-)S<z
z5Uv_h+0$J1Ai0_KDA75evu^nBBN=WZ#Wf4!Ff2;Ma4h43H4E}EEXIbUskVKrc}sVz
zkWUd<$)WNBtGkY0V4yC1Uh)8>;YXF7$8F)2(fArcK^{isDv;{Hp0c91NXc?`9k0g^
zSLBcn1<hKNw#vv^-Np3wC>mHUz$UZnfrDHqbmN#y(AHfq`QD`!yBvAtHu|V78p-Xu
z)L{rS^S_)M1$F2Zzr)VW|FZtZfikb5pH~fjYLzEDw(2vnyi=A~i(yRZ#Q4m!dwA@I
zcZN`AFEo89Y@}1bA#B%E;0J?MT7%;BSho7!OPb$Yd2lKjD+f!6%~lx0Wb<LhAJ*F0
z#xi_r_pqO%-h$flwFT23wZjfGG?`$D;6W&dN#3rPJq}~6sTUWy63YWmFH3D(UjJCF
z`-OY^)XMlFd*{(P4FT~gctuO)^mf%qC96G;BK)F{C=06~!By$GAAuGz7@yF$jj*KW
z-3N~#qr<Ah=3Jb4Evfi18nO0-b-ESy-B(LXG^HIH_Gk45`c{-Hme@5W{M;be^vh^T
z?+{Pf2;I7Z7)~1$&`Q3zT?O790h=_;;?nXV0l&T@ua<{F%#OYPE^ML;2uhaziO!bP
z*4GWe6!jlKDq#n*W@&v+w+Ca*eRf?9+dEw%eWPCNJ?xyX{|ckx3%F%hixtW_TYw+d
zL$jQcz_noSAnwhF-1Kcwu-aDx=EvHd^LX=@qRam0Qb0WnZGB`GcMY(AtzF<nA@88U
zh(XAn49Xcd_ewv@bi!kUl=q5gzAZo@GlXfz#1pBJ$N%#C8*Dpuw3sKMcxV$n0(fKk
zbr}K*pX7Jkf^zt|d59BBP?tubru?kFU!N!&aMwsIHzpjswo?Z2L}s$-MEgH0i_aVS
zMXY%?b5m^P&s|82+zOgW#ykI9#u0HjU*1t{(#4Rsw7wX&&8kIAB|pP`|BJ}rCZ;lF
zauv0x9{ZIr1gcF=5u3q7&20V8qcq^bF!0plxyS#gsL$e@ACB$xqwr$g)nwS=e9G_m
zFiG%8SV#B#k_vAL7k=rd&%{8}*IqwA;c!W%IBX_PRx9+@m%N{0nz9h&f0;#<=6J1=
zzo0hq*`PXT8q(8NG=uLbs)wQ`VAO1ioT;!?hmeK=ha`=AC{OA{v#b~Slt#msXi-tV
zQ;=0uz~*C0%UZWmp7dc^k~xAgjawR5>ZZ?!QbY?=1uMUhpP-ipoL^GzwD)i!dz45z
z$LwRA8;aeA?!-qkRhXz}V=8o1DzZ!{Rw<>EPtf-H8u0JTc#D#l6wLKmEwQ-#08G$2
z3Uu!H%$w)g>^5#GJuaKr_n@4%pm^>|A4R21jjE)OpR|i+C71M$5J4Z}W5%J@zC|0D
zy!DJc2NmAI%A8^*FEG+o>eVFgaSy9*P@s5Z3`_TpoQ=eLnOw6oRZt<I!o7}ASVuL!
z7#T1gRKduiNKlNlAcC8g-k`W>0x%$qxef$_uE`xt7Hb<K^o%+x9~*4?i*01oo9W>l
z+Ll7iO0kK$D$jbG(C50wiHBY3WSbaKmYat2=qhpIY_tsVPkxoj_0eWxt7VkzqOhq@
zXnt?XHz3DkMP6;iIEk+ck_I;gm@4R?8(7U+GrbTb+(o^$`{vY!T-RPcM^)TNj6IMw
z>H(Spd>@DG;`+u+nfA)1HNgRa@x?Kfm4*AFc>xTLH8)rZU&dU5&=;P2TuJO7MS%;s
z3*(?c>`L3WIs#S5pu~d6;^ryhlQ33q3PVIYTh!+p)~KaVZxO^<g#?_-2@flFKQoE<
z$!0+=MmHoW=2aRbx3nXalby2_vi^~V^eI0u#TgS*mpbL=vYAy4o3mak#1~GUenhz&
z?oiY!%lrW7#%V(NT^^!ubD<)tx;e5WszkWfl6Z<*NDX2w*nTcIaHXL0offIaQ9{5C
zsbO!3Wp0Q?uT22S<R>kn_{n>w1SJ=@1vc#%yfD=QaPk_49hHF_HsrUqpKCoxeo`ZP
z{=KA-0WRKQW0k~_guPA~bHR>8p0=;=S#HiDjGIpB1>KT3yO0ZWdE_S<2`KYZd@FOC
z?XVmZHc}~VxCj_1HEl)>+rkr~FC)cMSvMUMvI&_V)i)XZ<dQcOw!fKorTf*JTQXG>
zk$TNG!=)${v*8LdwEXmy8tbCKy$Y)Y&Y?8=YpIXlnxskTL-Y)Lu!rm_aHvTR!Ng=9
zc&)5WMpsJ!3i<y?(s@b6-Y*J6;YDM)#Z<_0dADm49dskBy1L8SADc^)ryMw5uS;%k
z;tSiP2VU{5bV{f~AEaIVD1+o&sooIzd+$b8Ru*7N%-`tivIbMZ^nX6WoHCo1BXN2I
zT>sgt_V>^m7za&kgJg2clfTD?l+NK9X5(nxm9iNqDdY<tL5+IE8yKOecaP4slVUeZ
zqi8R@W+eBteWLOnfDQGMmlJT;$i5TcE=7$8nss#rY#yd`X6X5;s1BCMc%Lm#%8#gu
zdD?oM>Atj<2Oi+g0NQo^`DGI4JorSIdth5aMqZ|7Lj?LX>4*&XK+Qz`b-TM|m#7?;
zPN%p<Jm(_%PRln!4-0<gIPbKQb(Fg%VY%OVugGI`Q4<aS)>@zqOkTq%OI_Gb6T0IV
z#na=&CMf+H)WYI<29DFiu*ajAZ7(q_$~rmeE&(Wo|65S4q^c5RO$3?azNS^EVwiFq
zl0S?X3)cO!?43``c6kigjM%qV(@#zfW8N0=mpai-DH%m^F%`tPsbW8rnHi}vvcT*b
zSgC$w?b?}rjh}xiBz}&Fa!+5W4DFytVkz02{Abr7jHv(Hu8q#sRmUq!(zTS?nhPv#
zrRLXWT%E}=3;H6fezWQ16ZDRV-mUJHt&Oz)FPqM<wIh6~+8pGbk4e3h0`7M?)j6NN
zW{n*ivFN@%7ASIs{r|3XZbW8ie9tx0*RB{B{CYKLJbtA^^aYC`4fW7om|8uYJgq#2
zx!#3&`J*}B$#iN#-86RcXqk#$5UU-gyD-j5Bo#!h?=RX7(H*jllTH*nb;7cHiIgV|
zqWI_eVL&4Z)lsJ?sF0QX|5<e0r$y`Rep+<@KZ}Mq|J?5>=%ujRm%HsGyk-afmm{|$
zh5rHYlTQHet>9(M{@kzPn4bWijJ{)Iz&|qMjYjgstaL~Yd_Q^_M-@cxMZwhpt3UZy
z&%IlL<O{y!x6esar;K?i#qu(9b)xtwCF?yz*oWtz;2l?KYx1@>^8CB-&PnF<FnM8;
zzA~r&A9zC)pkT)iORtZd1s8tlF%~S-QpO{}vX;rHL0>3*|8v<d-9htBMpiUUSpY4y
z@E@Rz^Fr#D9ClOd?O?j%o7iA>^|jJHHiWfQAfc*rD7}zd0$}7zp@{@OArJRXp>GUz
zJV<Iwjbyb5q3}QOZItz0mA<+}Q&+jMy};5#YW{k}wc)?!e4SpUr0^Xb@GSRf&K@S4
zM)km))1n>g{p~;K-v2abPvBCCPJIm7)%ICPAyDM}q4IcLTG7N2N`#Y*us&p>_?p`D
z0lvV@fEKn+V@E<^Yd2OQcSe_wJAhNW&TVvHErEkg>0_uToE{3zm6#e&S|RJAo7U0J
z>;=gD9@>xkoL3Rh5ne|Wf)cTQVQ<<&B0+L%q=lpzmcq%x!WVszhD^gm8ln|T8a-M)
zZHh0kk1Cc4S?eLX_(c6TA|)V~;9L%%LrqjQ*0+GFT7_WA<36Y~hG#Q`7sB0deF$P&
zJ6`7fcVs0|WFTL8x)Y2&Dz+pjYoDlOP)BvS?EHRXgwnP?$!^F16G5^CNehNq7cpkI
zsxq?FTd_Vq^@t%^$eJ>O49<!UtQO9YWlGKvDQKx45A4p}KqwR6A)h7`8xl}LD|3%D
z3sdVj(Ue`3_Siof7gl=TZWoUPQG1Rmofd|<M^qvKdShM;W882W<BB3YaB3gf5qU_E
zpA{eNk`boY4*Y|m2X)9=A>5%hr4r<p4H?FLO00zE2lNRJ$oSBv3t_2zE+zMB4A_Xq
z5&(%wFxt>$)p|11q+Cum9f-gZL}I}qv@<O2I8#g7fs*K@$D$+Q6@F1AnrV5<<X!1E
zyN}(jkI9ecW<9?bfscKG_qUIyn68h@k9UEO&X1v&M=Kr_ga^1ymV-MF)tDvdQF$s?
z3$v6_mM;I`j!tXuFSV4>X@{v?(I$r)CoF@=hwc1w-eh;#oa)&|g`B~a^srl;x|t6K
z#-O}=NAA(lyGL%(Z2V4mki7hn<LgSHSA9%Zc%Xx|KO%lAMMQfpMRY5{PAYLmkDGoG
z+2^2xs2ingldU~nK>2Cg_D8XjoG3c!P@@{p?#}f~`*WU269jf2+$oon*R?mctON{|
z-d*nkML?>7Pm&wjE^(0^a@Dip2?j;uvMxD3rNGZ!T$E#ovmZ89(xxY=<Igk~oWFh*
z#b!t#Oyf7%E6nxW5cx-Yf&IFXL&loi6bqp|e`_Y^_>KvX0AZKhNrJMf1;pPZWvwDd
znXQWTgVm6JSPDbX6*v=vZeyXJWM0Ouk5ZL&6^H5r`<H$p?h6eZD<#en0*edO{m!E|
z@N220B$h~9eG~Yf5Pq3mCn~3Mo>MaIdoaxInJI9A%NAMvCG88`9}CG03u6t(pB!Yo
z+#gH8<=mIWBDsSe*O+oV5{F<Xc;%qr(<|;sX&75NMPu9L+&pa1S2`uO6apmM)vW6E
zd7(5;eAz*3)K^^WP!0kFpW9bKT}NlG2LdJ+hcAztvFWn`I7?Mc&7Cy`RWi>-tsjoh
z;)ieWwUnM5`2!-#%in0MP6;EW;C1pqGv}V+XC^snzYSgQ^8HPC#olfTVxv$)Aoox3
z1f8G6toqi@y&X!pH+e8)O&(g0mRtEwR6k}s^M#b5xdg9I>%E=pMktu{`fR%2=wa2{
zE>=IyqJCN^`0c{F7{$KD?hn6YgSOpGTL7HI^YTM@?Kv+*5UIu0;bPE@l5SUY{w~ws
zZ@dRizNtqgwMr<Wh#>^q=9n|3XK5>k3M<LPihQd0A=QfVUUYNsKAPvh2G=_;b44uC
zUd$lT@tSNmf33<2oxUhSA+b~(;zuq(uo(Nse*NC?f@yoZzC1<(g1ZTyVnU-(&x&|-
z)?y7`vb<!=eKi|j?IrFN@8}kQr*g@{A=NmDKIHuCPm&@pyx1-hx}wV1Avx8B$lcF`
zbv{bGWwd72u8`oOje8YnzlryF?5jBD3XUv}PDTz~EYTbrCk+!nbS;7qx54k6rTZd5
zyj;?9t8ob^i$}dLnsg@gr!*RAY-OV~8dB(Z&5|XTEC%NB$@SIGdly%8!zgUK0|zE?
zY}c(VCmwOxFxIotN!geEk~M<zm6KiZ+q|ui8$aTdHw&r1XX4UE7qwtn4v$7ZWj}Lo
zr(FxyLFw`5;}9B`f+ta~N%RXRw?9i<w}qZb5sBb9YQt_#M<R1<g`lT3f;|y8fS&y@
zhg6=(CQkvcfd4rOKX<>zpOB!DOjNYT7S?rdcI$vzKHkt5`V=*^_r7*Ij3+i;^6p|b
zo}kjX#Z`Y*V;51`L>^$gTSD>RIZK|eYUB(dL6}sytI@QR94QYQVla^R8{34;=o{xV
zXEHTJv`M*bss5T;2p>jgkHJ5S?`Q>wYdaCO^nt~5Ip8vlHY#_JB7)|*`1!=?_)7|D
zaKxzsO~OJwK``Aj(cKeUJwY*E6K`_b0WV{kGndcSJVy7yLDGxtADS#jg0Aca-ye;0
zg)~S69#Vaeez4u@V4PN7C(9)GL=0F!m{Bii>WG*7v#(8fru^qvL_4!`Na(TG$eQas
zmR1*>Vep;Wh7x0NYNtcFQ`5b+%eXSzFW^wzx(J4nj?*OZACbv5(tDy`zS_8D*>>O}
zbBcolZ2p&&o8EeokJhZ&%ANx<15&bfB5|zu-O!wLi*LYjG#3d$4?s_P1rin6R`6QE
zXmO_bG><J5G$!Zo;GZBc+@Sh<QX}Sonlj;EP>qw51c@R&gLORjr^=4oS`YL?f1ii{
zW;^~ezto1MBHjim##cHBgJ}Z|N+jmP<m~^(6{s>17^jk>=)KprJ6DBU(oLOgSF(~*
z=>v#iA>$Dn=e&C0>Zk1E`EmgOfKY~QVm(@acr%ubg?>Ut#i9>tRsV9Fi(7pOhD4K{
zy$}0lCnnoC(KTA5;n3om%0NFSkFg!V)LEJG9k(&ZrtVT~oF$o8bR2iULhfr{>ii0u
z=2pcBhdW~KFVF5OmY>f;?{HpivxD`mppR7)_UgSH!2+AKgQ2H=6uz+nxU%)hu~~&*
zZJr?045;d1u>SrAKaB0zpU&Vxw2l_^;g(0i+u+#K$F{7W`N{FIJ)r#eV)O1Np<_d)
z-A#J{9OTRL%R#8m91|63a`Me-j|VmV?_o}U0#roMg4GFVU_O@Q{$@N=0?ff2CE9&Q
z!DSLII96(tIj|z6ZWn1m+OSm&!_rEi((TXg#Ca<SYl8}R46~%sQfu+ee8#V$hkICL
z)QZD5S)5hI;4wtztw>kI-l&ZjUnvNcMY$A{lWfytW+Dank{`>qJdd;QtpN>`)Xow^
zOm|H731obAf<>rk7{Y&9vAE2v2>QKsK@Ry<5nGnm-Fo8W;$+xO&FlE6w<nkNZp3j-
zH0-$Tygy7)L64#TVa6&S!eun${t+-J?oGU+nmsA7wz{>M=Cc7p2GtnOa2*Ux>91=B
zrrgfSz&z|hTdO@dx8D@88kPf5<D+$w3=!o77{{gEMQ!T7otUJ5K)4$DKcs_ijtJb%
z#H8^%oswiGqR`C>ese0Err_W3-MRFD?)$56kD96O2GBL;UO+!6)y7izCBHF{c%cl%
z2Dev&Uyc7S#CQ-fhg_<kLMX`Mlj;1`sG{M&lD%r?h@!9;*q0)Ab_)5za=#X~V5(`@
z_bP7e=;sT9KdH=8mb3817KZj8Vl>#DM#Tz_&|5)>;}ZV~)MDrKoZj;}&}eGK>~pxn
zwcr}6!Z{N+qpR+yLh7AsBg#|B_qUC&;^GFAjy^o%jP8I%8M2IVz0!3l2E6LP@D6r6
zShF!6S#!ceW{Pto;om=#@k(rS-g7g>mf|aDJQcVY9$7P+WE&lD-s?*0o77cB-V6Vt
zRq=>U+DXkA=Tuc=;_fz&f-yca555?=TIdu9wQj6FBnd3X_y-t?QbxrAsnH<&?(@i6
z`TxK{_uL;WwKIj(?<k^D2ZE{hnWmau2xL4$96Y3w7gMetZQRrwSzV7$VnNaJW-M=O
zhGKKanJN-?aj{pVwzkI|o0N!9(a6awZ;NFbKhK$(Z<h!?|4g9f>ySJ2ZGmrU@yewV
zrnhJ7ZZ?CNe&(KP079!r6v}(W4Kyt;t}zsNPW^kh^sl&}a4efWHZV~WxvHE=bZ@k_
z{EiaQrFEJuo=uTI?zXpDe5Hi9bvab%+H(y7LnWe9uvDSEn{>Z1>&gf@O=PiX?|%0k
zwps9~f)Ed*b^SShN}S?*V-KiNnTr(h0RjnLJFNsJx*F?o6fAt!;i%vPpcPv*6MzwU
z(JIr^$ib6*v4K9n5!tzen#rG|-CF#>V$Ca7iM7X8t?F<-UPbBxX#H@08aO^wF@Cr;
z5RVBdap|3^$eG5erx`rvJA3m4T@<NepS#|L4gq=?N3MEyW0w4LU=x;a;^%qR>?7Aw
zeBHtDML%RpCT4y%y?#BPqYz0`>xLSorwBQrH`~zm_<7i)A}sjEC9gGi;Uxl}oX1WJ
ze}oauy|Jvk&6l}ATFgdVKJC~!eiICnZ`1j=v*x?K^kJ?&mJPYv+b3vLR+oNbC%B3B
zVxM>N4LvHs;>+c;`F>v{A>K|~TxVuEDqx`%%z3Big4eByuhu-+Lo|O}B}nhS);Q1d
zr{5N30ibHX)EaT4CM%S15Vb#9(@ADf+zOWQ2^ryKloFSNDzFf<z4kwfo-C3XbV^9r
za#!dfeLd(D=0(0Ry_&$2DF_fCcFVTeat9pCrC<MuV?|KYI>lN@S^iMu-qJ1KQj$ZK
zN$|GUK9+j(op{$&jHOEOob}j!dGfjhIWD(>DnF|>JRIC!|68cNhUd8+g1xQe*vcy>
zt(k8ZabcnILtSW~(CMt&f_0+YjoYqj|M4Brkmw_~mqgrk5Mh3TZaCps716Tic0$63
zKJ8pTqVS-JrjZxjB~$$&HFhw~byXFfplOSeAX62EUR*V#yIc3Yv$!)jexxO*dZ`9y
z<`GJ!(#*HpOBK&}SO}{<Vjvrg2`^C6s+K2hdmG}R2BqFK)-Uwrix<W`-(eb`RF+3*
zM_>(Kb1hkal+5*jnE!5ipT&;^i!kIH+_+)*r!YHSnemc0bgRF6E@6+eu)O3tp0t>;
z`cA+qK8aL>!bQh#oSyVyBmPFqUcaqt_#*k;^VhZ66G6reneKkn%Ly~v%+uGLK3*9-
z*T7nGUpW28qp*c0$}hK*HkP~ka~MT4S*wgEQ*FBpR{6*&My<J3N36qW8&pb~<_Zd8
z#;{8+t2g&^3RxQZAGX{F=nhR4Ymd|rJZ_00XXo4Fc@dL)PRdJE1|{0h0Ye~QP|_hZ
zP20CE!U3gI2W;zy>6{NgN4%-@C8K)8usm64tfmvD!Y201>_c2W|LE1L>ZscIf1M1@
z;M8amRN=5H8Z*mGU|e!JbWPlAUOg4)BYL$|e`gpW4VKk<!=1q%4RvXAAoY6nwx+GW
zc6DsdUw9i?KbDZX0YS-t$R*T=Sor%-%eK?p0x}5=`hqdIn1ff9&4|IwzKT4O5;+?Z
za&ssyHD0KBtWf(j)1uatIca@u5N~OYF%+NpAUxq@6U-9>4d%oR+F~Ds_ghMF4bk)E
z799tDf1!LOr8p)VQ!SOk-|OEi7Q9^9YI3L$s)H3fH=EvN&}D8ks~myret+pK)BRVd
ztp*fxC(9hPGZB@PI#hoD8F*pL7VFTDRGIrVt>>oF!d%R!fR%WntNH=o`k==fp=qk&
z5pMaj`=IpdR1AKELup%!mfSc032KGGYT48Svt4Y7t0mJkNX*8iS*I|s;t6+Z(57A~
zmC;fI0>$=CkY?eh`n+ZmOnw6N!ev*@^kSIGE0JGQswu-XmkjvIvjpTOVBC#czwZR2
zB>yH^&yJsud(s4HuA0ZFdGpoI`A^-PX%TXxhuS7j28}g-h6v*OwAkni`y#HxJ=t1|
zUMfHJJ04nei3v{^Lt@5^&ciz_7D-H42vc2eNv`TQQTd~F@<=iSwH~Hwu7Rq{G#NNq
zoD|}pd~^5`wej*9baTFbntu%=*BZ+xkCM_utEkWkS~46n?%)4{DMGOIzB=~1WpHyL
zJNr(3E#Bkh0bjoyQwDKzi#vSgR7+tpv6LL&&}Qy@tF3M*mTHyROLhGi8dJVtf?&?-
zfy?*BNp@_Sk1^zD6q+DhfyApq<*lO*MxTVMe59m*<$5_Cr&3s6$e6(0MBK#1kz{P*
zs;KJ<e>>y8c;uGf><NMKa7<K*kI6*u65mu`pFOCn3P}4=&|VRcHutAO465&;)ST5w
zvrC)-%;PsjvIg)}VjO$Y1v@2K2k2o;6=`VzJq)8iAirO1%H9+Vxnkb^-M$yhU1#-b
zU)xr2k{<Uztq`^xcwL`H!tMw3ko<ar1OE4?LUmSNApsh^nLRD{g06^>Y%rERyyr%u
zi}P;|0Y5d;ei%Us^tt`yi?|ddSgGGL_-apj>jc`u*L=7q>MBFhrWUsj81ns*XA$=a
z8Ot5d&~ChP6D1#m6kh(>j?hH2R}CSw9U5T#4S?S}0LuHCib73UpXqkr{nQ0@T2dm1
zqDzgrxO!A)4b`ka)2BD~^A2=gX>i=%d11@B73dR%B!W7F(Tn_zSHexe_CW5`py=yR
zowL<~4yo`4)#-Ns{0_m@RBaqU!Z(^5a~i`N+;E07{@X}tFdxV;vb_k5R^SF}?gosu
zGJ88>s(ul;dL<5S{3l-77gY_(!)xsM>Ila>Xut1%2`3&&_kFzPZivWKL+_jXydp$u
zXGk$TSpK2&$mh^LehN)aS}?Mic86tTr5@1L@JxQ#dty$Fo=LQ{np9h)GyE5r+=^fj
z&#XD!wvd#~3pWO!8?Qf4Wox?Kf(2qBLWu3b89w+;?~=|ffE2+>{~lrH(zEN0pB}#l
zx*8QLnfkYn4UKF+kAFe*=*hdAfBdP>b(uL*nF1P?8yGSlZ+g<w)f7>WqDYQr7=L<h
z#m5C2+Pqj2Mt1(7S&IwL9vV%o0>89%$)R{&8suR|9zN?OSqqt^M5@k&C|Dk};e~*E
z@~m9db|Q-b+&m>3A;My_XKr{&dS{%~?IgO=v%DL=iFnDA`4QwW4?Mq&t&V1E#TFgc
z+Si>o%*nc7Y@N(HjL4VPm>zH@o{<X%%&ge?Yxo8rc+3uBD`o@K;Xcw+U|J?h2&Rd1
zE!{eRtx$YF`s+)WcSl6#Y7E8}*t(I}2)W_K;5P;NnUUzsfqmb<f!Wrdz=4<O$W8G<
ziczv;Ll*AdfxbKny<0PlYZ}@oLp1CY8ZRj_(CGIaW8@oMB`eq=_{3sc1Pqr$#^~7J
zbTNUADrO{!J9kL<Tw0g@847HuArxs?vvcYQfD3tDehW5#Dq*K0O)vTvoK#LgiwB;e
z#t=4oDIlSepm$u}B8lLogBj^MMTE4Pfr!cC?!G}nINOZq`eL`O_maT+>m0({QMs?Z
z=!0}#Pm!$&;7(;he($_@GpGmW%SELCZjQR9{f<V1p;sc%3G;_<Ye#KuX<}gNof!<H
z4gBLXyhJ`SaK3Gy0m{{EndB}F8-c=2S{vzJ>hnp7l%-I~`tULycra+5JE~=Q(}B_$
z<Lb$Co@e*?MJH;sb+mR6&PqPYd*)jsmOsnCyoO(Wlz*?&e;`DM5SZ6UadfW7+Ww4D
zbbe$eiaj?SWj7_8pjY^7kcPjp(PMF<SL{krpS;Lor5Dg!?d4n`D6G3Tg#t|1md>yj
zhNN;dG3Y&*YL2Uta{i?@CV;7p*#Ajwv|UE-$2%GIV}~(>YwC^V|0hzx-}N6M@qP-o
zbdIGT`-O1L_%FS&#>aT5BYIC3yAAg{vGI%U7?uO5uST4d%%isW1MX+ELYB=ZrK?`k
zL`$o<>hvNjzjJ&R68l&e=JTfSH$WgTy&@|UnYtM&doihyyDMcWeOJw6mCZ}X^x+7u
zAeEZGi84e&`)#$zRpuKl9mZr${~uM!qK<WxEo?P;n`SUB(*UET8T~Y_<c>`gN&Vny
z9HZI(m{6mAF7@zytDtX3NvJkiJHaS<5;DJ>cqIlM&Vs)EG*XRD#|*>+on*4dLmc&g
zcpvZx&ya<@w~9kA5@tRpH!c~l)5xC%GUhl<KVuiy(XXed&OURFThFT5MjejrcK$3)
zGLG|zS{a|d1UMBZy~|hGMt*X?Bj~*E7+izzG>ztnwB2rrtb^q{OO~d<Tv#=TRS>p5
zH#?Rv)wI~YY*hUZz5RJ-!f%lz<KG9N5G7Z7@y@NGk`NH8`RAR*am6DMFqnE!D%Rfg
zBi~c}^$>*k_L<RpL{)<@&DQyY#2_nbxq7icG1TOhKzBLNG5fKy$&;iC6@>o$u;#f7
z<ALT4iz>_m2!RPnWG3^k3|S{8iT+dsGzjA7Z!OD)B=!V4iv==;!#@Ck9ShfzFmw(3
z))`#+E*vQ+fCroFephs6*{?m+W<BO*3MCF`+6e1{$g}I+i%^DB>ZYl#;pt3pM^2WR
zc#9&cs;{hBnx|nNbd!JuY`xDI<pTi{JVFm=?cxFhy{qLhs^t?f>{zOJP1un1ofPW~
zlyorBZNs#mgRhmcGuXK~L`FqaTY@Y*5>~vi0l^}Lc_nuc(*f`Cph4i3lu@|ie>z%v
z6~A!Zk_p1Me7$2rI-)hd>`|;8X7vi&p+h%66&RvZNptQFouL<&`1>Ec_)!XacLD-%
zI!kfHnH6k#F9pc(-k*+_N<b$+ajX&=2aDvK>46NOz)OgR{pS@1a7;WdVM}-T0X@X6
z{aNoW+uk`Bd*C7KMmrA64!o41VQsC1p+}}#D&tkzoUyIWD@Z9esfnCMyxyru2vL>q
zrK=v>%22c6n7r5bBe)knD<;;}8UU@Bzowg5*%>)y6-wgVoUhaeDb6+K+)ETU0dSAM
z56nuSkFu>Xke6CT(~oyqb=pi#Y(;0}sJ2FHpIQ|fi>cj0h8)+KITRWP>4#i?tt3r#
zQqLi;NHBGsEeSLtK58Kw8RKBGEr$lG4Zf6y2$=bG#G+HL{tHw%GRP!zY$86hp)boW
zYkyq|mU6iFh7BxFVl$IkKK+iHgSv`<q#p&XKt1=TtP#HNA)iia6kEgR+RgoB4To!g
zNL!mZ`;?i1-b=Tj7?5Eb@dT|G2@bor2J%LmHUVrfzK%}q@-833@S8&u?+5bx`RI4=
z&&<XE%YL9b@tB$ME+~B?;2P|`#eHaI&<qHo%k}2Lv*j&V{rT8bwnRwuEEaIrB0qtd
zjW38~&7YZ#mi&q@whFdfTyg6-bHE??UN5%i*oZ|7UCX|Ad27c(f&pL~?(x)am+}t5
z&c4@GN?!cVy9>D^{%NQg-8POq>ln9BOSewqxFXrHNA=x1of7NY`e*H4s}!-M$qxL0
zG``fayB;SrV8-*eP>NJ9r_B{9C{%U)^MBlm2e^)p?b|PtR+}uhxe`|{K^FU|!5i(+
zI&cJ#2|^hhd1$Wo|Iox{a!LkAUdVl_$?S+c3aJNXR*>1|KHxd{F;7Z})+Ck!e4A?|
zY1hZY|00WjK6;8OBGbt454^8+Fp{3n%Z#4dfcm%3qZ4FK^9PD<Rj-x>#Cc-XagxI&
zy~2g>pvapJwy4%Rt(Mt^?qH|o-K5Z==lPT~sGSMAT4aQxQ@s-O7LuZ8gyXy@+)Oub
zQ*_&;nqBz79H<jb__E)Xb<}FXN^xe%rfPY#&EXt$PW#1@Bn6E~9y-B!mpjJ%IF8T%
zN7Y#d#kqycIzfX34esvl4#9%E2MF%&4#C~s-QC?8oWS7j?(Vt6-us+W_t(_uS2Z=$
z_4d=f)*21V+CC{ECij%Y!QsUg!Sp_qFbX5jiJP`1?=^XpL|kOr+F8{WYRl*gbmp6o
z>6w06Ld~wr<8T#*V`17#E6*&GN=xxANb35#squ%AD+okFYv-7XA1hp&TdD|44o8!1
zSlj<@r}9sxoF%Xs@cyAd%ci{`)mBz^WD|0u%l|PYs-|O{V;82$h;%9oo4k6u+5V!X
zY=_!p^V<1$TVs}$WL#-B?CO_`5|$eCSxwhSngUt;`jxz4H|W`U-kovb`3}9;c~-#)
zv&vvuxD2%?sD~E@OIq}XGzIFQf#4UwO&j=Y6_u?{KgZC9kDh-GW8m!96={}~l*~eK
zna@zEdNlPYIbuO?_^JljmNK!W>zp{Bazy{8bfVE}7GN53UQbOEdz>z%YejRZBjjlO
zCG4m7y8p!W>&Nt^$oRDV@kBl%Gd!7bbr#9J7a%8sQG2o)?%=HfjB=;PLz?&8aL%0Z
z8J;QEWf^@SgHezx0R|elDaSJU?K@2Tq)|vXVjy6v7LC+Ji9uObPxD4Ug7;u24II6e
zk2icJKe-yuaPf5Q2xgp-ZSXY>H>=77^~10<C-8v`%MHk|_)o<i9A_0B+q11H310_e
z_1Z+MTr1IJnLbY8{wV5&wocj&VU96-6bll}WnK0fy)@WQCi?=iEI+N$L6#*fFcNEd
z*Mq~u68FWT&OG1pMCKs!qCNeVHxKdOf#d8WNJ+MLsmHw5lXOi`f{o2cw2JJiY%88H
z(uNMyAk~-`B65;%*!O$nM~gHr>8OlFofJEm1l6_3)-$dGtR~83Z}mV)id7rO{(%P*
zdPU63M&a^b(xjV10#}z0FnW_GwGINKhCoj9?(?*Zk!luvN`hT<<Z+W<J3F+EdFL?C
z3R^K`KEWJvVn%Ymv1SsQ8wtCX^tPcs*D}`+ZF+}XfGEd?A4Ids$QszD*x><`t%voL
zMA&Jv$bC8S3tMcnQDBj%*tm^|@x!s-RTsg^3Pv{UW|5&JUI5#*Tr$YFSR`^1Qsuk7
z#X<&9Af*~5Q#n^c75knUO=nF1SpfrReK1Q*t-G(1Wswh#{!MtoRE<b@A5n<M8usuE
zymuLUi1x1~$T02lmQq5Z@=C3pVR%(#1*Ctxi!sGvi%5_jK#%J3mgJwA;+|ds$DE0u
zQ&tDxu7VdJX_v6B`_(ms`DcKs58E!uz!mP=hivqiuA)|@>7B%WkPJbrPM`3UDB&{u
zITWqp|1btHBE>xYPx;W|v(d+xaV?wdniYPyv0g!{<x$mUT#DWMteGuf?=eigdY)$B
zXHsSsJ?#(SX3O_XV=PU;@D<JRR5NWV95OpPNLX-+6TmnE8r{%l3Py`lN=#IE7?ve2
zg^r_~!%+0zRC?+`|MGEOvr8)SFPR$HvLTRJK4-udR1pYws2oc7W3@b(*rAsNWTFCW
zP0A=pg7I_tYAFdwD@c!8U;9Dk))f#D*^x5WBSrto*9bmLZ=w%2dCO_yR+WWa88c=I
zri?Nq<@No_&1MxeZwx9ic?$#8v%-sSGgCOJ<9?MZE=6$-7WeaPp5^6jmzEC8l`F_&
zy0AoXiqc_jIZXwWdpeWiB^<tw9pT6Tu7B>JzD3~5Nze?rO>n9F+^+Y(%@KLfrQZ<b
zQ$^D4k03ylI0>rN(DfEp<hsQQr9Q{00a1+Hc`Vj9LZ6_vH(sFn`)VR-|6TP)i`U=4
z$U0fxZRn@^R#vUhIStr9Nj@=H#?0lu$mv>!QFH&LuKA$UwH$EX{Iss_Z&Wn#0~+hT
zy*_u|7u*}}p;m0{j=h^_*tR6w%O-MB7&K?ZvJQbf3Ktb!Qz<7mK58_MRHDQ0luJ%D
zwK<5Z{#=O<6xwEDz9QhoBi!On$%F8#GFPQ}xQ|dZb-sPmZo$)0Z17(Y%6t|+@XgVE
zSM(kJ#0`<9Tgo8*NeC)K;coXoZ=ypo!7A`!O{ivlW#Rm@@lPDivCky9aftw|(hSm}
z$N^>j(r91A#VNC(^5ZNg@>8ayY#F_lNTmKtPJmvvrbiMVd8?*Y3}yd+Boq!DL_!h%
zkA&i`;r?C=rrJ`NjOI{?kDEVS$@5s&Oj2Rw){msTUvNy@QD&5tGeX`l>H9-UXQYej
zW;9&AM3U52fM!1FxLqbEW05o-;-Edj8YQvxq!R%FnlzqY;jkw2JvKAZDDLL`|Ms-j
zZYPj!71HwTdmLM^mPSB7!y=X|L?YJBX6*hOx_WvyCxr}WK`>_!>CW83?M^XmL%r4z
zgK{sQFJ~a7SoSNZHyODBn}_N-fHL>6&K{AVH4@z(Bfr1%f5Y-P6tQ5TW778~VQv*b
z1d^2Yotf+2?q{b*3+W`4bpPyCLMcLP&AG{E9!LZ&fsHZP<bsMapm7p%L9DmOb!&y^
zg8gVybdti8T{iILWNGDt(~R%}#_cQ%=?}4uRHKBwn0M9x$v`wq;mp;E!M_*AB8%|-
z_-_BNL(#hw3hh;p>X-k`51D1K$;qBBM5hvGkINoUD89u73#jE_1*gf!c#7v1Xkq@B
zf|~F}(kXVD2UUuHWFo&!W){y0i~6ms)aYuRMv2KmIAbn@?bkEEZHDEN!+%N<RmU{o
zsGO$!k4}`Ofe>i*{=Kj0?&4~_<>jCH0Q72T<l7yx!}3PwfT@e$(7g;$92*ok{5Wf|
zlF4z`abYU=1iabNFA~LaTz>tMYky(9YYVorLAeQUp)?Rib0$b4S&pkW)FSjN$Cs|n
zY+-Q0-&I72zOfWk`7o(r^xT{&Yq|aS36R-9w!?+OZ{(gdkEk`>F`QiMO0u(sc}>2=
zIP|v5pN*1Pm~zF53N5D~Wr^d3Irms&KC;%$|FTvy#i^qui%T%GG@>Oc^C7?PsZu-s
z4+iR|B)Ng9&MwcJW+L)2U(BC$!Kk&I4!5;yC~w8Ra<rgdnpav|#S?%y##5SyeT%he
zb2~ZpaS`^+S96R%1@_<h`|tH`=J1LGoxg>dIH?`5Ds0to`8~X0u%B{+mw+l5HO-(6
zh{}0<5mC{^NKu25tw@m6;&MOXu%{T)ZD)LBtdNbqneaxcpGo+eH)$ue@H<;?gp48f
zM~Zo(@oaCpwtpLyOh|%cqNBdB&DX#i?r}SB&oli1&yaI*YJEZUG(SpcOT7&`Was3&
zTPf=u9N_9I#TAqArP*Jx_Y;>7m(ag4Yr7WjET0mU@BikkNi$}#fy>KsC)$@S+UIgv
zdh%=hIPB(&z{XKaSZep@^uO>YQaa9UD*FEjMeNP#;h-)wM8&FTnwe`_;Ym2gtZ!Ok
zYk)wdl~7T<pXH-8#*d;k8s_)}4?{m`3d#(u!FW%<zLYe5@7C?tQV_i0W-5{*Sx9&W
z7fzSYZ3Yb0cI)_DC+Kw^bzHrrcW@S9tl+9H=?)@9_qXp!akWWAync)miWn4w)zi(Q
z4-JhK<-d&QDH+Otk*nCcSA;$CqXrq{o-7Op63Q(=ph!)$)VgW(VY})4bkZm|09#pX
zyuRtggh3xJy?at)&Jcg-;h|A9f0|UG=i*Ss)lClANcxvt1YQg3A$NI-vGETp!eM9G
z5}?6p*t_j}W5n{o82%8xxA?r8{yzeN<o%yOG=K!6|NjI+B5kbc8%6U!wT#nN)XM*A
z8K>`{U0*>f+wTW$-b<e_cM}*~Cuw=lR@?<hW2|Y@{HDEs)Y#@;<I)T=J=9^u9M1E)
z%->ihG*A8$r&gXq?jb-6@Og@!f{oG3pMJc{hhc{ov|N}pL3ZjNdqU$XM8Pm>TL8Aj
zB{|93Kh9*?1jgWx@F^*{GN(O<NbRHXm1Ip*qPxubjn<szFs7O_D}RTRUF)jErrUmY
zVSy0P;{dM~)jXdluJ@|KBu&R`3Nw`aD-nPXeTA!rwp&Kr^!+1jE$<-F`jV0~4NIv#
zH>gVgVM=0~P1i7gaW^52sAiVuX}F8kbdB<$xDVq>nq_J5@+Q*p{Xir>?3+^x*%+_U
zS<mE^-41R)oWad@^~7y|$)qnd_*nq<?P?RLTAJHyG!)@L(ZPHBs`o64tSuwUE*{on
zz~8=&`{<gA;=4rmvWMQKFUMYx8x(RMn&u~J{zXEwFCnninzZQAh<-QDA(*Kpd}ezN
z(2E_V0KPzxXx{>Kv4NfbZ9INwsz4Y{SVBnNfYh~J7+EgJ{6hZBmTPnI!aR`&0$GmX
zSphX2BZ2-JrI~<yuWUt6!gRzp(PHssaVM}&e28ks{1By?h%0RuiN{5Ez|2~Ep3;dY
zcroNwBqulkl%DA6JV>^PnL;0dTnkA-do6Eg!`n}if=vCf5|bM=gZifT&kJ7~_Z!j`
zw@kS{JHtRMa_<y@)Iq*^qKw73(V5N8R&|ZT8e~4eD^cSfg%D1Sn$cnY308lPzEcRN
zDidPrwGJA>tY7a>B*Jxc#Gd1FcXZXZZ|r-JfnaB$1%8;z(we&Y7tYycP6nd1Di;?}
z5d-kJ^c3`O5#xK|zeS8HA%;bcD6efhE+uXXO5`m&>Ju0kzhL25TO_KL(z8^MP?dbe
z+MX4jvr|4iWT3$kD>KqO0~5#7q(gmmL}mO|_}#w>$feITI7?HsC&$>ex;?jBF0luV
zX8XO@0sKP8I0+Hc#e*PiM<bj3aK=@#WXsV)=5frx=+#lT8#AkpFG!Z@tScrZAKm?T
zzcj@o&X+_W(r$dE<F}i!5y|I2JexoLH)AKR%H)MTW_z>iyXR4CRqu*!h8|8Hh9D89
zmiB8#->IFwaM$s4M+YbL0}z$^@@c~z>V9m@uL6haD*U*Rq(o}Fi{8MB{oLFiLm$00
zP}nPDeYkme9aL0HuqfDH0^3An-Dm4e0pWTwE@iKt3`2g9_SRnSfv5Y^JfKiDVcDyg
zEZGxO-jbu~Q`2x7dl*=Fa*p`>6!x{8C^D)hRAWl$9rC$Ea5zqYVPBi|o-|}@oHMa;
zQ@i4moxg{As07R7PmvG0S%P2)%2g)=GK92M1)C1;lQMdMO9(`l9d;nPX)u&UKV2pb
z_dz$u&qm}zcDVE<&&Fm9X}SEwF)kBqkG!G<+tg*MOgBhU-q1eMO)UwyHbl0^NUYzD
zc>h?C&K=|*@a54o%U55>d;iH!Ef`GPj5#M|%Fycxok0aqO6STLNGH?k{;m1gE8(xp
z!e2j<)6>qVo|HR&k2xK2+u46~1Qfc&cSgl$aMMESNLT;U9-Yucsp0SJ)w#1`G4yG?
z#yv^gu{y*$J1gR%{;#m*I-T_za%B4bHrJ);pSo6g$MVJ(M!Yv^0oI{;hJQPsvw=iK
z`Mx5SXRXI+rRMA(LJ}NIOMG6XLF{c@)$oNcBnC0N%r6gbM%*GQqznILOLd?)i--A$
z*?mZunmzXMCmd_qS2MWSFS0*eE}D5TLLWUH0X*81J+2a>yeQcoOlYaMj|r$5g+<GM
zev7!qwMmtdA}LD~i@}i;PIFM^1@9}u4WV4=ogm!Qq3GF^|B%~uV2g1E;IXkIXN)zm
z)5?JTgm35vgnr@qEE<E7&8I&CYIqK^UMgnG?tE*;)$}v>EBhN%gd#Lymg=_%njyBj
z<Vx+1J*XME8Oru>ZX_Yta-D{di%X#TPIO?@Dre6YL>w88zNRI80UKv00VvIc+3DO!
z{g(1`j>-Dhf0Tsts)4C+>;OKxo$MB41QA?cwX^@}b}o`B<Ctd(0THiFN>(yEnM&;`
zVKU}kBUi|**+*gH+c#=J76aKX3G5>WNlKLl<sf_L38Ec)6X^^DhMa^`2->{&T@w#s
z5M$Emu?WnkE+)c>z6M@!x5U%-of8)b%(%NI8#KrsB?j`GQRiD*k8QTHlHsNh&;WyN
zJx5D4FE5bCD52CQ6}q(rRkU2#GLN%Lt^O9+V11txUb6diveiPFT6>rFVKJo2wSKSH
zOHhiIZq_&vU}Uv}AqbUcb<Yd*KgYRen*Xq578v$rL6M8%$JG|j98qpNs*~O`OWOa8
z$AjP?I5A4PB^P}s0i0H5^DKghGkXXdC!NFBU{rb<vJ^~a#U!g`i`Mtn0DF?>+cXxv
z94;DG!AehiJuCi*Kkj6e3gG|25gV3zgkDV(dWml;mTvz@!}Nsy?1wZ|nAs_AV|!^i
z%4v<Y!KxZZ9@oLDDnb^EXNCNKwa&s8&>E)MjH91wc4l)opu)wXBXD%;L7!BeD7ss!
z{;vf5!8G6HWLUy8xp?dDs=8fV#h2{uIs;JQLe{m2_Ybw_Q-rx^Od-1Rzw^U&8ve)y
zaUF#pyxFiFo$rcPBF<%h*tq8JSES|7_p}Y*5++k|)xWGhd0OXygdw$HK+5j=ztAI#
z<NpsmG|a{R4L#^SLJvehmKKe@5MIlgR`?G4wO7e!m(`43ChL`7N1REO^N>!IE_SxK
zp<J`Myw-jPn4D3d$M)#OZE9O&4yr=(FL48R7R|NggB%=(!dDWGg>hM?m>h7mD&e>>
z@DWh}Rs|5#LN=@aXo)rpwj(VrV6;V#^{|428{puG3$SJ>A!}L*GUI8)o~@;8tLbBn
zkv1^VL;|v=h#6@jDQW0Y6G&gIslEx{8O?(z#77E>J0P3IApD!?clSq9iq6#gOk9oA
z8HEIFF1JnhG)2fY`zI4|`h%eETm8yJl~5{1U~XcLH~3E7RI+&380NfvD}};~XeAeC
zNcJ0Fr}9VKR|><1K|wipv5k&AQdi4mLFwcfmUkt+2wnk7PQ3($dcUl3$1|da`yeS;
zbw!sS*p!H6mp@Q!@vT))l~j?smQiu7WVh@rJzyxPkOK&g<H<x(<wIpDBXsEuL6^#W
zk5MeytTJhm$T9)SRXrvs{pl;lHzp;cHRB|eQ5IAjr<xMYwS%j-;53o}Q6Gs3^;y?L
z=zz;TsBwM_t0B6{oU?CppCADZ=(Odyb?613uAs;%kPeKXaEdD+`+Ls|sL|Q*-kXRO
znsHt;kLyd!hEj`5(DM7vi>`x=CbU%@iO9Hp{7-N0X)Us*_laoQdS?h%bHRct?&QrW
z%RNavC2;%!vxU}}m=A7f72rJMHfhB2(0v>;7^M*C4kQJVY?eiL3?q}XeyaK5=d;pH
z%rt(;<ytvOr*u>6tIve>C@{w>^#JRZr(Ywz4RiBRWck`V&dnN=pT+;8Ka+_AKR3hn
zMBMwQw_o*e>2o;2kA{@)y|&p#NuJo(AyY)B2HVXz?ZHb1f$u@=L3Zj8td+`eUUT`B
zc^Y2^q&w0JfAOH?jWVRqQq?FS?P=JDjBfv0bS^t%fV|=YjfLMr4tMN8&a7jXAUeU=
zeQrNQ9-Mn43H_?*z`l!XxdJHh9pT_HUgDRVH&V{RQE6^7mVCT<Hwc#)SLMtg0W`Nu
znm6r+aKxNN#0M%4%2Ww1<xmJPG7OJA8X?xYZS8Abjhh()A&8r@&lFhx4nS8)6i2eQ
zTD{E5()@<B#sb$PA0uc9Ls%W9GnvGYjT<fw#1eKYSE{Fb&#CM_kU4~grJB_rY5NXa
z9<y^tsT#l*DiI$q?qWKgqf2~{vDzVM9jl|tMp*Ig3-52R(9U=@cBQ`uy{h<Djs?u$
zP`5KI*xlN<bRD^wMlqX@c=gqFSwq}iNJY$Wu`e$<V0op3FtoN>W3eviBbU3#I=a|y
zHkn4W+Fa4^**KNA_fIu#H9N5t2n;*~XQdSxv6}kZQ|ag29JIvO9!oYcTs^4LO?m&Y
z9?f^L&E_d|Y^8;gJ_&B=$MmJy6w%sFbu};BbsdA(3i@TtfN+kz&|d{YS#YPWmx;SE
zVZ8Pf@y-w8<xsUXKFZ|oS69b}`<Q<C-t?7ko+a*C2gAodc*@$Zn8fWK@GPjKp&VQ!
zdlvF9!zdpX;v>t`&x;Kaks;2*_!vprw{o7da`%?OCv$(6PJK{}(?(F=V1YC3R&y-q
zda>&tbA#&)4m|TWNr8uEcA}A9g9g6%vNW-7l@T<tYYae~Sdijqkqz8>tse0=OwH5&
zGdHN|UV}>qQ-rH^);5m+ODK+;Op1hr9Y}8vgg2y}@)var5Yo6snuw~@bkKe}qiI5b
z5|2`g)WUB#qQfQTREIC6T;Hi4BbpRK74-&HwG+3kOt-~E;oP%0hW6nLH-W3F5%iLQ
zXqrT^-{iGYDH8ejAdnlKz%40+An{-KX9%YWf4d5=cuIwmhs-$BLuMicqvsWF-srhV
zN<cbrgg%|pXs6;{Qc>_qMFB=sd)d@@hEL<{^?ukDC75(?9-m^!YM>4&dMRFw)NjZ_
z3Q<h)dxNWkghS0cUE!mSrM{V>=Bd1<GjQ6Mmw#O2MPfij_}+qLn9+w0|EWE?4~^rE
ziLww>)NB)4g*^3oi=dTLpc(R;kWu+Lyeo`>#%GD=)#`VB*BUbtjP(mYFE6<U$DT*I
zCq@OKQmhW@;p<VMB|JQkuu+e3wTKM|JElF$u;lX{&XQCWI~Y%G7|4Q<1II<nSX6SH
z^vX*1M>nhv%8*O65|WPpQ;9g}<CXG%RHC%EVRoLNurHnaZb;dpr?*?wyL8&VXW|Kg
zndDdwp+)Sp07N2Eme-R{bTKAn%<kmaws)CsIAw<%f?7Dayl|{P%V{%j>u{m*E0y|5
z>@bT|2e<7oqBjA_OX+-4R6929ntNxpGx^YKy<B2?{p4Oco?p#xNKb}0p9KJ~ZN1YF
z^g;)T2(E?u<}F+y^j;CLn4b0eNmkw&6=Qlr+hTK8RT?O-9o7y_B_^=z*Lf3c_MYwe
zhQ{TPMd((HT8-~i6QK!X?KIL&%E>Q1cemu;$0V1%6Sew*EixE=L`C8guc!nqNgSjz
zyIqaI5Z$(=UV)N;R9c@+YIkq^9XyawOy(|oX{IpE)^M|#T|ryD@!5Pofjz>jS6_v$
zO63x#E^yHV3Wg%hlkQ7f=T(1uV|y8hSCX~9$8?L#x@$9=?xG5<f-7fZxgB5tgclMN
zY!sjT<sG^`1mOrQil;fi-+>Rkn2acpJE?l{d&PF3-plOLAGUwg`ZBz_yl=AlBTz;s
z=Th1Sqnj_>TOGVR1ES)O|NrR4@c-yVDM&8}tNre4{?!Xe-SBb@8Mimn3jn^;6?PXP
zTf5%Dtl=_@+7Mx19$&zq228m3Hdo|TLXH_E=jX0E{#%1xOmOKZh!3{d1cr-<l8b7K
z58PG2X8rO3E-ODlcOD_LB}Fs}$vF<hxJ9MzEW+Am2(Pi<K09JAi5_hBoWKG{nIbFU
zq51c7DJDr!L)Z61rmt}EKx@jPpo78PH%soK|DgXXDh%4f(DD7~#pd4(!xdbk`s_{%
zEf5lA4g;f0yeE474$z98{Exh30=o9S{<l$aedwe+;K;k#rR_BMpI*3-jv)i>HdCwI
z4J=Ycr9mj7oXpDiXi-|aIV|fAq!^Y?1|Om6Dp6hJ8lH<!Cj0BXoVgHhuD!0)DfY~a
zF~I9!onjdV4f^FA9vBpD=JE-+SFl?2J*D9@(jLVf|DMPsIa_cFyJt>&e;%WPUZLu*
zgr<YKawPIb&~plG9GtQ2uD2)J{i6O~wh<=43+R@AP$Lpe!-=+v9yM&CZsQ??Kt$+4
z7z_}~+;C^tUyf_qtd3_}YWdRaI*PTuAT&$_mL0WhC}D{$qmCTD__<&kc(As;BjR+C
z*kto9U64m`@L5500`n^_&^$vmyDh?Z*icr($jkXqX<XHV8uPO=bRdoOvT8}Y7R25i
zRP6RSg!Oy?v%#3sd|2!+2So%7W;WkdL#L8BiE?4INs5P`Bj1iAm=HDAf_hhS!POV>
zW?U+R>eh3f8?4w-!sFYQ8S$;FomD{dMV$>KA6l8Or@u!jL>JH2hjg$5;mNs7js&&-
z3K=hsR)C9TSPOA;*|^>B&!hf6$Ida?KzIOe$Fb(;Z2h%lUJndtsz3HN(HivF{R8e}
z|Dhc(AniDm!(S9VE&9-oHt0|g#eAY#bD=O97%|wl%aA^Rx3jaycKfZq{f7+q!Fj=z
z(zB=zJbuXNiw>d_z^)>?9ppqf(uY70bLH1@l?#6OVi(WwW>2x!Z#D>}`JC1R6Z5dA
zJ-qNz-rqT(0i#3Ffo&Dn5#WG~`mcJpW>mN-d++?G9<S<U4^Z(bbX-3{GX@W6#<)hd
zB3!{DGZ8~$6U$`$7&2_Rlx$au`N0TQacOY3zb)+J0Dpy`THX#IjUfI!!QeBoxA|@p
ziqyry^9cPtW#k&VDlhneY29w$bBk8uy@8QeS+#$Ur&j2H2aVLy!O;`gRE@xK&4r$j
z8fqpp`=@EVZLHfB6t08aeMs2wTQ?PO!#n7on6q>jeIL@1NMI{<S8XgE?QPH-TN^j#
zvhOefQjXSAB@E$<W~YTWLGMhrtqvu1QNHXg8zMpn3!E%F5;S%*_it?fGirD<ZF=w|
zto|a`v|i@!lhY%5{`3`2!F=UL;EPm_7h1iCJ&6?T`NHmfx&Dhv>04XSjiT^9hkm`A
zFDi*!T1H(kjiFW!#T&#AgH;=7U>8iqdvfw49O=1pSk1*QbfWk3#yemmTHyVLeuuz^
zH4gFj-;0gE7mpA1M}FNT8S7E-l8^jA@u`DCuhg<t363jA3*NPP@*@2rYpsOYL|r`x
zC}7<X%jhJ_uPl;Wx#%t!?8<2d$+Xv83#{X`UEu}h*~Y5xPZ|sBlOor6TLl=XTORO-
zwL#d3+GD@;hu~Idr)uPy23abu654LYQ;KKVvScV=jWy84vzBQ}hK7OIQ_g)IE9&-W
zW*T<dV^DLQNr3{I-tGM6OCAbg?IaoLoYY%C((?~K+q>{{%*gB~FStq`X+pV4YV2S&
zRT;&YsN;I@W@DL3pQ+($6dgcnkF!=VtvxwWq~;d65y%BYsn9tK+*O#{WY^WV=V!#k
zW>W_D_B2yoBMULlG+jx48*3UpqW`o&9WJfJiwE^9ZJQYQ=&emkvZtOk|Df$K;Pey!
zS8EW-GQ~yAB-aATSx%c8mznHXyLcjycMxyOa0_*7#hTZ=*vY-w=BNlk!!6Q8BG^Tk
zS4wl|NNM5MFp%N;v=gJ<W2F^pn}{sRigQYxXrYF)m>>7O((+ID+2`i|Hjbsvy2AZN
z{&aYmQFeH}=tPbLU_@}}wH0#-o<a%q;d_!zT3XxiZ1y88(_OiAJns5eCYie727x|J
zxu#xg7MZCY=PV-PChtUxOD(mw-K(I6{7WInYWvpq$^*W>72IRIwE`RiBu(AjSRq57
zXAWO;uX`zJ|3`3hq9P&m)FOL#&H>g$vZ79yUjWUokBctfB&w`EJU9pDD(O^!4G3Pa
z@WnbawI?(PTdRINq@`6P#duLUflE<sDrr_+LMVn>s)do@f4&9#K9#jpUhX-PhEx|p
zOLTQ*j3j{x$v+ufwmPBM>}@QqDafL0kLCybecyN=`}_Ptzt#Qr_V;bW=Wq1iyJizR
z&C7N~uQviYHi2a^vEQ=<Hf{C=eQ|C1?f9aat{TxU1e{g3H9vJyDg+&5Ix56Bq{EaS
z^{(Jf6!%PgliBFtX>PzS(-LuIu#e`hvj|jO|5V8Ni%DF)1B-W`8kFvR;Gd<+oc7Ac
zyob=->5qS>-guMS_#|e#y|G0F8EHLnQNjTme<Ay%7UvfK(ld4|?n$rSVD5(Mz~^3H
zu<CHz6KPAcY{!m{79sU%O~X~|ewN!c*MaK_DttTnv}p0!uk(GYX1~$b;{B@Xs&NxX
zW4Wij2-0*1BZt$5Gt0&G`*$2i?)!U=&je9;S_MlRo-AzLZKpQq3ukwTfT?Q8PjAtP
zz14x3ug?|{+jk4<gC_(CSUPYiTX%>XQl04RN(>0wi}V0qlE@9r;wo?FrGsxeK=kj<
zyJ(fywZvBivB@gv_YR&j`a6)99f0sx_yEYNSY0|DZ7{@@?cXS{-4L&R`+;uSf7Ep5
zDO_FxnR}KVSEj%4W4mlD?uVB?&8Y~~n<KK;ZK`n4mCzHo1yEGNl^SNTGAy>fl;cjE
zRM&pNUbqBz;8k37bxn0!lY~1NoJu+{A^eis^f?jPMlC*~Eu_UuFRku%$w)dL{nHV#
zyz3hz=pb4D3a<18-5o2P?zJ`7?iyGl7@CfE?3&AGxIcY;xCLY`H_sNY6DJ%zxXKte
z_as;ggR?fKsA>Yw`E;`<)l0&i-Y?|lb88i!Y8Q0<2Xwme!YZHB7y87G?-ouAbh>?L
z8V_w%dlpZsg$$|%U;tgUL7nM!l9r@i!nopI_u76p+3)wRr))ZQPRo<W$X20AMrIcy
zUse2H)}hq@^iOYvX?eUT&;FsVz8rVoLSn8o^D~pd1+I(Yu&liXvoxg+p%ulZ&BS52
zCXK_SMOh!@B&Q8re=gxsQU(!wFr_8VB3bm5wrSA;J_7RMsY|d*YOmb^E`6$43fVKu
z9^q}yp-29>yKi?d^7962oB3=bO!H3#PaQXrs*^lZEN3P&7)1}sVgggyo3z6RFyFEu
zFQk)^1}6aKHh#H<bc|=vwxAc>zH2r^pqU_LCrXLQ+YX|0{G=hZ{ELU-I*(ZGDu-V^
z$mR;Q-Pkdd;%8o7IegbL<EY<Ce>pzqtZ(=2q&plxhisP-LkB787x$X_YqRiou;iL!
zfetIKIiHLZtR$s=&o<K+Q6hbtM`sB^i0L%Xd4EHb{_IBuW&JN(hV)jocY3Hw0d{An
z+FOPpn>VMTmd|zsWdsJOL=#XX*BS)AD(bUxYUG-kQytyFh@eQx_W>=|2Suy%Jr-TP
z(xb!ge~MRd@HN8HU7Ctmt=DVPX5Za|^h22M!4!Fgs-mdUrX7h9AZmXq;iquwAU2}g
z?uRD{XV3v!4m2WW0f}wf2@ipbHg=&-H5vzGr8l%}G83VhCbcrhb)+sDaqYAt+NwqE
z^r6~n2?djiHyKvBC$`*y>Zw9!9NmIvbrtd+Vkq6D&AM?b3?pYIt#sQpq|PaWMH(g=
zgvJ5$TIT^1lupAmvs@MOIKl0ioD3hIZMKbz9)guS2G|$S?@=04Bf}KsN2}e@)?{)q
zi-+F{!5Edt2v+Y#td)4L8|qg6&2P05_bNFxB5;$;_C9`_jc9t52rU=q@Ws=3%F@rs
zu>F}~BPA_X9GQP=!}#KW20aKUZ(e?QJi6Q#XIF@BQjZ{|2z?)LJ(`ZfGp?ULYbSBu
zLhAA}j;Bhx`RB!!D}8=vXyUZ$<OLCZjdyKF>S;=ZY(#j+VC8j_dU3RfZGhH7sQ2up
z{jR%5Kj#$ljcz@BYAg{00+Ua6mBX#BLBpfNt&zfe9i@*(LU)CXPv`obUcKO3ura!+
zKEaM+Qt4lNKfYv(yK93hpPmiWgZ_O9XZvI=x+bueiy6f*&o&r;BZNA_8_N6N%q@jP
z=HILTUZYhSDZh_Y-yAIY$ZdJ;bN^L-B|Lexy7yM-eVwtS=HuW)^^tYkzAN}szpK2i
zbu?A4a^qNpzQVixvqXHD&_X!j#EL%Y)gmB?F_1{kqOO>237B?jX19HlcIl?jd_9A_
zL@T=$1q-)TK6Y2uMkf43S&?^CpMOfx1{s^5Z&+d>T(Pi2miFop0Oe*l{MJO;zL8}3
zuo8Fbt(ES2QOyP~_AW9~`Z^+V(M<C~aj37_D#Ht&cypy^6|$w7CKm4#^@k8KkSN-s
z4#2jwlXhxnw{0ZjsxeEaQ3jcEC~-B`7=c9gm3(_!Rgt6<;2Udjxwm{0{Ec+w;MUAB
zxo}9mdf|anU-HnM4kCC!Pb-GY5{^08N@%~PQrgkB<4?Rhgh_dDosLrH=J=_qEdd?L
zFcS((9$C*@z>uUDjhldiE8QOtIb}?_-K+f3R?(8_P1nC0Po7#mtpUr79zFxLs<O{N
z4LA_sjhUD>YKA#tJa>pU%(4)Ml0%of)83r&&ar~rz^dRY32I1C%?(G@_#f9_DjLWi
zU;SGiKg;I4ax$TN?Lx&6K)Tb*Sic0Qf64+XGCerA)r$N~_hfYXMCyG8OJaVrVr}V|
z)%u$Q*qEhrVJY(H?hnV47HI??ZEO*khZF51I=lL_jk~#P52iDyi{)I`+Hg`fI7q?7
z`FPDigNjMv$zm${fXZf{SF{y<(8C~Y*@{T%q0UnmgE^skarA)S{?p`47w~TAYshg^
zbeEqM82b)0pcgIlxI1b^4&$#UTq)C6w2JQRGD-k^K-f1zXW=DZFxSeNaC6FZ1r)hq
z?5fQ2PO`G<rjqmJ?PZ*}CJXf<upiG|!H{S<Xn+)0Bz`#bjNH%fmuBsw&nApcXIM)?
zh%48{vl?wCN!HZ2Kl~}a)vx^utpZDCM)QyOgt-;2N#!CGo1GSh$NIyy;Zd)i^iC7v
zThNXF@33ZwJIzP3{@dD&NljM{v{+6&-VWcxio)cneh(Ac&T_g!Y8)iiV2kWOnesJM
zczSX%RA#wu3PlLIaeOJ(J^b;Wy76d-(vr<ZVXOjst?|QL#lt5O-PSE6J-VA%e>_E2
z#P&|%W;CEShd29)Kt~h{Hq>hwpH3BiyF9ZyMHh4Wo66wU1rV-~e;oa@4H>qsL+D~v
zdlq?T*4%<9fjkqnvCvYxEN)Wn6-9t$Vshx!-mt`^9FRO$H6gzOF%ZIFg)i+_(&(9}
zIB<BmcR9&Q*l@ysqMgPB*`VGS92?R%?AVv9M~aQH@kL|rIqf%x$X(TPUeHNB+<F|V
zBQ%<y&wTPkV>sAP@1@rxa%xA^E}v!vWVIWB!H$Xdb?f%%EU)N*ou+K?MFaaKIo;Y#
z%h<$%ROQ6Yqc1}v=+Xi-D{AvPg!G(xO`HX;u%T1C-Zv<h+T)eI#4tZ@zO~zcqeuyQ
z9Jopgy4QQTzf#^Za4?%JoI7(Nh{6oLiFxGRMs0G&GwoBQ-z41JaW`@ljqEwYE+}85
z9*En}nUrJ=*iUx&vut!PhlH#nbDtn&Q!aDs@<#<_6y6qEP+aTTpKYz~<3cemEHHtQ
zW^^GIKs?86b4wLqx552+Fo$%vNp9;Ry3JcbD^5WR#FCJiX=p$2&H7dG)*d;&G}oRx
zpG$zhBv(rz(KQ)(iEE@E)pw_YU?Uy7QC4VI>fNAYA2ca(;TZc}5SV5D*F4{TpfpaF
z8(yTS4iH^WYC`3qmYaf97P26=_qC)T#6rNsP!55OwWW#mLK^RU%aKvkBMgb3`Vm{l
zxAcCIy;C7(^a!=xZeWuV?ZJW2&}l)fx`WI-q^QK55Lc`YRm!}o%W|W$Y4bW94!Q^)
zIgpmCYo#Q_Sgr2sOGwM_h1m`y{xI3hLif&2IYD~T;u8-UIvm)1RjN!f#$Br}7f<^D
zq4GTpmyRz19jjG*>f69f{&TRQvuXw>rzl2s4zzWbBf(*-t_`=EfN&**BvZT9yVSZ#
zlpk)i(y%7E>%ueSPLY_(rZ6`l`&7PQy{9kFg)y7K+5~4gziBe>YL7le6<^m<QW@SF
zZ8+&6_0HWqufYRmhGM@z87*!wEd*-p>iJQ9Yw`9vv;Q(I#fD>=f9}}J{#OtB4BC`>
zg|(>Vjaj*!felRKU8)&1Kz(oXK$G`wQ7ABLX!!^q@o#3)(C91|0~YEs1?YU$ZusE&
z@m%0%7=A4%Toi~3S?!&lzdx5{`;oc);e*Q&eY2*A4zay@K>OiA$Wd^rYwbAs(@Vwu
z+j;%PeUjIk5kzs<Io6&>k?A#pJm~g%-icp4y4%ZKEWds&LaYwAbIWA3IssDF?F!J0
zlSz^{l5#^!nZ_y*fA7_Sj2S%_H5f&Kjjc35U!|oPhL-Nmo76td)i-zq0PShq;H4($
z!Brhu)wk#hneiC`-SRqH#w-IeLo*jpl>#P(+Mwxn%57)%eWQfvut28fby#u}CG0E)
zRd3}8c5FCH@OJklmEgOadm$ithwE_d`g1nKP?OhLyFEN}OOnnV3Ct?-ossnRFT+r;
z0e@Hq*I5RVtQidQ(BQ>N$4pFRTNpOsl!5-~+t?O}t1=#n4j^(kUc)Ufj1HhFNWzx(
z?g`h;Q%oUV;8FvCzvX$~YMF=>l+=uN;TR!wOy--wxH8EMLrZ0$bHW%3VH=RNRK6n_
zcbU=jBpv62^?t?}7SWYu0{!srKJ+~6L?zMdzacwDxp~uet)j~s1E%(#;U1CK=8g`Z
z=eQL-BmAw=Bh}dMNE`j7<Jf8tRT4~QqGLmlycajdF;H%#SMFstna3_yKcFF@W`TE}
zr`Pf(H?cLIi@0d_$_mjy(uMgVv!}l7Zcx@QgsQ$M_pEPg%bA768BS+%59+C6sXx>k
zPZU^5f}e1ELwvJhK(Xrwd+MJU^mM$kAHf@8!!~9m2Uos7R5-6tpJBUX=uZKYNb2U|
zWnW$&K-KrFpYm)Pcj%BQD(sDw)GyLq*+1M}Jt(5HjfBP@{H5zvTL22{=VTSFO(&`{
z=Byg?Ru4AM=~4nby*qAV9!#JLjCjuvPOQB)9eC=Nh<7g|ioytSp!jx#+y(oRG3bjw
z;Y%%a_~F}>P};8Ep=Uwrb&BRoRryy67^lXYZ?)N}idEirTb8SgSs&r9%YruER4=`x
zCxC-cK8&y#dZh9RQfcXu)rw!~z8jul;fy%HLOpJ2qO<$FR?Nvt63c|7-wX$<VBpnx
zr&Cc(6soh1axVnzC2CzO@n^pMeLwAvLP&yM<(tQZo_>*x91ipNn5&DIA8>Sx6>;H{
zp)96kV3m2~_`R*k#>BhX>6W7I=_?I(+dQ*#s)Jp88J6t1JR3NG&EHg4oYOkYtUmsV
zvB(KA*^ZmG1ET|p=`3%5(7t+NsMaHL@27o&Yht=-7Bj7gsdyz332E}$tLsu|TbAxj
z614-WVxCe*{p6R%iJGkYKH={dagi?>>?kv%=-^L*QLjijVQ$`=CllY+EX`b`DwVUl
zJn|k;^{S>^Sm_SYRWl}^(d6?i)C;>11*jv$&sb~JD9CdvmQ6LMz*iXL`IqtRs(Nf&
zqRSCIW3~pP-P?)Kl(9FXB1HY5MP8m=Ah8T>+49k2icl_No^6-+xPvF2Ql7@?UfE^5
z)-U7k_oPJ`Vc`!hA#()zDpM>ALYT_mkcI@m^WPR;I0i(@hF#zee1Cs+rN#mma=}f;
zh*`K+N{^LzsAH;pNhnhE#<IR(L`s;K+!{Jd{M}e)p-jyv#wO>S@<UYcawxG-@oJmE
zfq(|e5Kz1oI^A$z_VPGBjMtP*Jz4Q&Fo%P+<+PtzjdRN_bEV{jnON9$7#R^l1Z-35
zkHtU9A{H~+dgLBuE(NAW;v1!oVhJe*2G`4+JlCmBL8MC@l>rc{wSKZI^W&By=xKDp
zG$19l9*+}KJh@WLM=}?CD5F=)9DJ2Wx5xN2=UVVQ?bR*y>Ef~t{7Bg}r%i5-*w|HD
zGA=P%NuC^a#$OHVgos*mp(HRekFCvCyHK5?M$?)uEk;<pri<)nR0@Wz<ar4ewxO#6
z8`>%Ea?!=f90sdO3X<jC`dLXOZ2hf@oGK{Q?Yc*kM5BPXiA^mF)fj_`n}dL!h2B{&
z4K|VDFV57w<p!_&qIRP$k$eSXG4^hAl|zydDm~SlCnA~-^xk9J5tijbNan#a$WrP>
zmsDl#$~0ML&qyC#<HTNKA&$E~8)5F+$&SLBz!`^Qk6wt#kM)}>wuw&W5H4-|zV~%u
zY($SB^7QE@txldHi34%rJ;TFwAxC1VYjrrI^VSKweaj|oOQTV$vaH-nME)p_JHu>C
z?@sZCQ|2O4xV!1RHCq{CXixeCLGI1mi-BjzAntjArA>f$Ftq^HW+3(4zJfIs7Zw_5
zi0Ud|$Z~CH6W+gP-)>-fvObKvbsiRl*F`Kf8+k+*{ov=-<KpWc$w{04)!r+jd|{=(
zT~fcl$<wQ21gE5uDkG72whPK_IMf3I&!qE*>{(#~V9*zWU_^R9x1r0WqjL;yGxfIX
zlULw%lI@!M;V9E^#Nh0#?Yg{A(Jg|`<8HN8c>A=Gp{>CN4g~|^)Z0(p+>Wgb;kYVX
ze|UzXg#^!aSbSw1`So9AwOIR1H?wu+X8V=fca|2Zc=UlbCQ4R^*7>h}HK2oyd2_9p
z>m4}flA}~yqL`#r9#7$`-ukNqf6is79iqJ$3AbiVVNmeY)OW~aJF8uWTJU7hP^_^u
zO?#ueEl+(D&TpG(?6Zj0RzIYegv@H2j}|{b_}o$Z{#D@dcRYP@#8N*e%|=;tTLEh}
z@N}|-<i<;CI_|V2#?qdf#Jg9rZr>s8T<aj)Y6^&skMBE)ERuryr~lyeuPC$$KVats
zi!C%IBWl^pk#nB4*kBI}w6piPI7+WrKE*hTbMgT@9FXJhp9Q?%?ssnSD@&W5apu~_
zvr%@kW7k_&Lz-5ecTY%_^`DX;$QcS=mL7I-%yLcf=VemZqDDO_OL61!h=HJ$^;k}~
zEkCB{seo#puPwh2BfHL~afa;~XOmaaNb`em+H#g>SwOeb1Qw}$5w|ZX&p9l|Jh@}|
zccb27kret;hz*$MdL_}7iXBTCF5`+~GHXUQ@MVa@TO<?48Mz#C)P9=I#VXH-@(#Lx
zx>Bk(;g_v(0jWB<tN!CZNVYYsSkn03I~WdT#7DV1*LlKIEOt`(_+=~a7$Y;`6GoD4
z7?L_Ssm_3@b}LK!X9y>PE)b-X>*sGz0cd43O81Y9PA+=EZaGq5%Ri;aJE!LR#8H2>
z?u;Sn%D`PvdZO_FCOXa*<ASth=_hAFd$>j5sdASOmD71>*{koc1tU~4j4iI=mgBQ$
z^m5%Y=X=Y<H)CxvLX!-$+8E##uqRrCBOoeLEHa|etKqgIc(9<jtkHatT`euX36xyr
zx~MdUP+39tpsRom4qdrxwDnABL0wwPy1cS%W0~PQ)1kIYDUoRPOQWXcm~;+I&dQJW
zAZ`&gG>S=CKLgf_cy0l-nn^`@K<DLPb}SNI$W#i_sv>$RGItcYmkx6ICE{;!(!(Id
zgk1DbmW0Muy_$x=c@PXZOVtmiA=$YlpDf2J_+x61Rnc_P66GT>z4%7$gF|NTodtPH
zdmtN69~8sOJE?dvv;YKau*7jZi|f54IHGS}@Ku}7;+H8JoZ6k#ccO9P$(Zhses^)}
zpzN=>?aSNFj1gc>f3o@dY$KPX0E}j@^pbR7v{oMga?86VvNM8qp4Y8ab&4ECCMZ0&
zuF(1+B3}BOwUA&e#&f)GRxj5T>$EgznGIT8VRqJO5=TF=!wO`<7HmkgDMxq_C>fhB
z`GO+|`bXTZw{b3cX%Avh6hG#kAXLkadMq*FS}ZShA#9~Q+N1+)rTexVBDSlF9IfW`
z?2@6<B#wSLsqtl|IHh1t8i@yohGnu2_w^4fR_`@Z@bwfrR3gobV?a<}Ps6i)q4d1l
zK}#z^Mf=0|PN|j5MyRoYigZWkPdL0WHXX|SrOXDWeYvD^8@$bhz$5#Wu;kj6^MDeT
z1(I$)w}c0|tw10}R!tjKe>qy2j6?#UX!e~Xr~N`<5`!6H%@>ZlJkN4Es8MYpFrtC&
z7=pBu=y!vPyPMv9NGW|{5{7X}`C1k8%v?!*nKR_rN`Xl%%P|u2&aX1nz_4b0n>j4z
znOQpxM)F2#_1MIya^9oVBUg$J7j(}Xk+8Hj38R9N{s-|hYph?yIU9K}t%OAel8x$|
zIoC1sjdmuQv1w6#4<$s*Jz$64Kpy3SqP&v=s6c(WQ^bORuvyllj4~mWf}%I3c=^~g
za&0fR64<#09A#1SG{@Yc1;3m$Xa6!m8S#bFl-VqKI^$D0*}$+_$6Ku^jk8i>wu!YY
zYDM7mHO(<zkv#IeP4S%7-;jreujvg4BUtCv;yBLL+WXA3CT77&m4Zd~mNzeYkv9|A
zWHvr;Z#Ecp$uoRJkMHgZvMnWfD(2P-Bb!ocvL1sbDRkGFM7S;d*@^v5t8(>J0Aey%
zci{8M?G@*KY-K4XB72i*PiN!kX4d)jpc0K+Oezi5YHQphvuZo|oFkt0{9L&yFchz?
z94G3c&yNOpMgJ97Zk%r1NGKC-=mtVzL#ubFNeY{LhVC*q^Zv^Ez<+WPd6%ma98W#G
zUgpgI4MBVM`kU#G7xcUfrk@vsp#oXa*O<G4PQvz7(L#Rw1R&fjSpAt)&c?472ds0e
zN!ZUj0Y#LKEDRw@;-Odp7xq>oKdvisd$Z&I!1&`Hg~|qn5Mm?XT|}fk0P$9rO_bof
z<7JSbkJXT$V0C(I#l;-gx5Kfk4s7Ox>9@vi$|vKn(}L~_B)l0QbCI&HYDkqQZ^8;V
z081B~`?D3~a{B|qCD#;da6YOQt~5h-g7d4bH?x7wDz1qjqWe*Mgia!E{hE-PM;bj&
za<uc+a=9y(4nOvV+T#%+&e`Ph0?wH4`O}o;hToef{Us4Rz9B=Q$8YMYZs+7Hv>dPc
z4gBRXEdDRg&KGSfQ>JiBU2B|uu{3JB$4<M5y^WD245<7erVkR&F@ieMx`vKQ#JKDN
zM+PXoMMt>+&6YXZS@W=raF{8=K6F_x@gg4l?KyHOtb3i<NhAc&R+lOdtmj&RaW1F`
zf>n{i>;OthT0poe7xaGNm^!b~6djwpKDp~$yB9w}V9cj_(TUsyEEXbC^*%28eTiAl
zv-V$I#cGGmSmikQs+_9>Iqd|hZ|_|WC2cJC4_}tO&JU0{mYZ%l;x`yJgzye?s0jbC
z#_iNnnto?^9N6iVnq62|%k+VixwLI|{PPXTw2Wkrxf41H!OFmgjsyxKt*j3UQs%HR
zP@UTpmNK-sygCP_GatzUTIREFQO?UJzVhh9*nmZw5`a7skg3qUnIVYb&uq|ikNk-?
z7{R4wuq_>L&Tm?;#`%-m49kP)`FE7fr|GaaFPDiDB&iLUd!Ui$u=565LolX;pPEPC
z6VxtYzYRN-R}@2jrrwLY0hT=S!+^8WB~ljnnZ&(fTX27~ea7RC4*8k83C#mtpevX%
z;t2CH4+t&3Zq`6g)r>gJ$~mOIp!Awh-f1ZCkw~ix*dLfy{MkGvZu}0N+WK8|60J;~
z>!h?l(Upe9bje!`xrMALjLFuhZLipFqrx;bMxN14?(jO6)2vV~oZy|-?z{DkD<f@k
z1ioHkDvjPBe%#=ONfmXGY5onbP=9DL_dG3%RR}rBXPhrsd+y&N%xLUPE4$_n?j`q*
zuX6gf$Z>f~t~fSa5VB@xcdS?#RfNjV%k#)x<#l;_geZ=MrjBk?FTcpmMvI3i5WLhJ
zJ)&*)+}tjIM&Oo1lojp(!*$JCx7lkDHnP3ta;5GO0vyfgCPyA}^0lz8TPpebM*$06
z#4Jrlea*0>(Kd0Re_s+AF7fC0K*+eSO5}R<_?nxh{XMHfQQ1FS0cKvjaG?$~sT4JH
zSHsr7<l=!f=yNKk=F9zsJgZAC2k6?+f>ZltExLc5L5Aq^KP_~WTV9Hub_g7)@FJLw
zN{2@ClwdaHhsNKWpF~8^a&vdVy91&Gc8OfF343KKmb+{^1Vvixgs7R?p0$Zp{1LjZ
z12|U64~$Y3BZzO04Cctu?}v4-VPb<5SbWPG@@mc#%9UVs1B}vkTZ$hkvQXFvJW?rD
zm0^?VQOx_QiLM;9JJ^=Y5=ABR8d?9)A=+_`qCuMK9~Hy?1$P6z9MT<8?K0+4vPc~E
z^6vctqrd9+xhxb`ha?2dAGFK%S<k0A5y<LX1;5Xy<7>JaQ6=QmuArYg6c$1^IJhz@
zTE~!<C=_KrZ50XlPt?06A-gd6Uv=|NhQ48Wzk}SZ&QKK;5^fKEl2C`imH}lqkS7N{
zNty-JJ+4k!Rxdjb6dufpF!>wXyFX>uCUS{&Zb88p%|zeX52nVXyo7EOwsSmRIh}1M
zDa6YC^IHzQ7*_?a_Wk7?)0uF-#dhv}pF$%Y&~T4(cB~E=8Z*7A(;Qv`OXXy3J8lM1
z<cW6$<el&09qHe5OHae6C(mYD7@Ahc3)BqN$`q-LIw_C;gLUSbr6ZMq+VQl!)Vl?r
zl*|9sShMh|%eP@RD$@t)Au5ydFXOS>py+6XClAEo9RLk|wt310&N;DcCQDppt7ch2
zM6A(W)D6~%v~|JrVnfDN#6G3SA1(5xd1J?qsL0@RLII3>uguDmSVDfRcQaESsRSk(
zRvreIexUX=54s={gGi?PAQ;ltoiicw=ZbnMag#FjPunybwVxC_7^zzaY0!PcTzFNY
z=XHd}Zk73dzIy9&<eASSC6<2wY?wQ<0Uk2^{Wlntl@jg=N!M_`@iYL@#e2&8vFs?7
zX_sy#oSRNp*%q-T=DXbIuXQgA@<9gwkELsl&g^&kTidp6+qP}nw#{v~TRydI+qR9Z
zZEd^n^ZlLopPX~=o#ZB&<TIJcB(oCx5SkU-Qpfchq(vipJr;5jJ~YW3LD0BI_6(;y
zlrQ;s{*^53V)ee~EBrSK#&VGTKi4CuC;@Lsm^BrlnUW`p(A%f*g(_L3`~xw8g1!yZ
z8VuZh1|Qpqlrl}~v0hOafMjCUKt9DQ48Y|^9#4#$)PnYbJ-_QXDa&-6@>aB_iru+c
zsy}q|HlkRo0nNhqnsN<>%J|&=)4$C(D#rq!Oa0?@?*I#tj%Y|U;j1x`RxNVH?Hj6?
z+FSj--a4w=<JZ*d9`I6or`w%yTB|wB3_yh^k=Grj&9yvAIdVef=H?HLS=n`7HE`O|
z9z2+A)`;7fj#>1OSQR&#tXfQU9y%%DZGk*^z>k@o%)-fpA6o+DuAYY#O0V2+omx&T
zk+fDr?Nek~&HvFB2rVbjT8S;vU|4)W)5cCF3x@U!e1g<~otkV}w3Zq{yl&eD2;jjp
zl%KBp%+&njVDIvd>f6<ZTxRgFta5A*PEIQe)nI;U^g!3==iiX&C>jy*=#qE(T58wq
zj{1M(O}_A0Msn-8o!vsE$VkR*%Phsu7y|ZPx9}u8mSYHPn{Ww}vM80W1$y}}8)-cA
zP3*%CBKami-1!+<fQAF1TGB_{j3r>yM|=?)95TIA%L{~kAg!U|dO9hRSQ@HRlp_%@
z@QU_1c(a0(C-;bPQ8WLQ>FYA`6eoliee&^5Q;k~S8C1@0>-4h>il8@lx9^`M5yriP
zZ~<S)Scj^SAx+((-n)q(%%Bq<p_;(<M*fi3(dTOti_h|gjOiFnc{S%5BM+@2%w4DO
z|DNLg%1|-N@*8zy2!QD(bA6xq2#`wif3z>%^?RAL${{_;rckuNtnqM)s2Jt{BmOTP
zp;2*xrL9WK;8hAQkF8ZxErnJY+0G;tFUgb__`@Br&G41aNQ82i+qI}g+ufXf6%{hT
zM|O?t)08ga`T5L?3a7CQ0sRe>f5s0|8;Y;S{Sxb`Krlu^$#-{SAl$|IS-T8DKpww!
zzEqC(*YO+*Ce0WpR)6d-duj);mmO9H+vU<Iuc3iTp>_4#k8TdtOEt0<!3HKJ*mAq2
zw+D7&_3!!r0R{yd8dKvlAJs@$t)q$l9CFQ4$nS+J5WW7}q|n1TuOfW+*Yim3pnnAT
z2LZHRh;Z(+3nDzS_kJ9QDE9({%Qk6YH-XCOw|!6%ht{_&<n`pu7c+DTMW9xdV=5vj
zLHfcN*DU0q6xS~3tC@*gJcVtD68p_B+_0DOP}^A7%;e>>>b_AVAs(eio{83B;36KS
zi+u1fm23oxQq2R&{k%&@&w|=kx*h=b5Xeh;zp(#EHOkyC5I(x2aQ(uX1GvxqUSw~n
ziKu%RlJj$wUGSQ!974#41aWp?mA};R)BVJeT)<a_o?C@OFY*q(i^ZE6lKVf(b}^-a
zpSL5smRp5EFY|o$h((^2Tz)ynwL+k3|6ASyg{ci%TqU!GtpBcPgFsdPhYn!;l?75A
zbm0&Jz9Ix*fahI0?@;)4e-jV_PEa&<kJ)5xL>w}9*29#XZ}wCkap2=Sgnn*wD@<Ci
zsv7sN87#Wr>}mIhxG|uRh(tIE3WBic^&2lVaiIwFpUppn|8o9|%r|ov$XYuj`S0l~
zvOkqXAbafv4^%1A_Y)xmicO?U9RZebx;g#9v-sD%nj#B4Qw;()Du32FFy+mP(N!&n
zxdKnJ)cv_O+vuGk0ed}jk!t}ZLyjX;t-Q<d2ky#fFRP?A36DW;Yh~0k8dDkXmc`v@
z*P$D3^OVp@S-R^nq8%||@rDeBQ0^I+639s?wA#G>1Wzi_#q2V<{ZSCqWxEHv2s>#k
z)1lr0K!eCbP&yqW5qDbC+FVJKJh?82y6+VYnJ<2GO9O9-CZw#yNQEJsNSoJ!;Q^jY
zo0%FS>#!uNoe``qLZW$<cN3Z5TZoN67l+)90hVLZ;z#%40MVB)olTa<sEVF(ba@Sp
z${Qblaa(4K?2Wy#g+lI*jZ?<4h)S--3_LUnuD!Ot+27JEEMg<KU{{r8M_rF6Y*hT>
zp&hpF6nmZ6`qRhnN=+>#6g8*D3g{@HB06etZs+v4Iv%Y_JX=LDByN2ht^yk9|8Pa4
zElRTK;e9$*wvaWpm=qklk_fc^IhoJd3Bo?-fF7V4$5#<R|BBuspIo497)}^~S8RQq
zC*z+lms(GJyC1<$q)4K6JOlI2`e0f(^WES*NIScq4{#b-8t>kzoBR5=-E&>bz~e~q
z#`yJ#PyECnFdd<iQE|hv-+<7D$97hhmyb@uI*Z7l+UEF;4HhA8LFgDOB7-jRGp-3l
zT*CP323y;Q<Iqz3lq117G<y27-k0%|hr3%PvE8nRZ@=cZ-_@PGc<ZX)2_*c_XT$>=
zQ?5}Uxw`uOxfvDPy2BU^JI5g3MfCh?w4chc>kRM!mLN;nFbg&tqge@U3$9Dj4%}t%
zIDCtHE+7s163>@LCjo=0qiBc)In(g=g!R@v10K`QMk1lT@1}!&oD>D;jGGlI$#g`7
zOsk9Nx;%-Ron4A4@Z4R*tJ9!cXxB#@_k79OAFb65+)=72@vtXGFWAK-KmoQAu7G(t
z{2G4+CzVG$`8yutU~uQ4TvYsDNQf#Lr`suG5w9NUBW+<=+|uO08H)k@nX*#*k>N{^
zeMjNT4;w>x{4p%LaJKxm8nwqnQ-=D6IwFcvZgieHWX1i4Lv8bR{P%DK1NpUPGBM!A
zYHuB#rSVOFXtY`>uV&JU(vMIwNs89eY#fx6yW(>mvg!-$8q)POmIsVWcREKe32-`x
zyvPBuC~YwQ>9Fgx7eslMe>XH5RxrfY64D>rBm8BGJZsyYR}psXt*`hmh?UYTzY-Hj
zDhUcyRzx6wh_|nhe7fmWY!utp#kv#{Jnxc7@%qUrWW_DziE%H4Bd^cS{B8hL*(~dr
z8=un7`DTd?J(PqbE3>t_F(h?jtPdu9elTOo&%^>QTQBu-ovZRrZR^H}S;GKFcHCc}
zB;M^PtmEyOS~F|aWWoD7duNqzAMs1_XB=HXPXGcfOlQX5TwX!b$R?8MtKTR3Y^|=p
zbmSB5Yd^Z$>6U&@L(|3(wtvj8j|0Yxlx%0ITap;)wPaVT^>xk(b>ZxZB~NiCwB@;0
z*$rYt_s97N_iapLhn523&m$e|VU@Vbw9zSKa$G6w1|Vzy{3Ovx4x!s-$`#rfVt1Id
zsg|(W)t8J#1+|^o)(fb0gYJ?q7yC0|yl*B2vl(DOyg$R+mmRj%LcONZ8Ky~4><tY=
zHgJzt++GN@2y8>Qn&cRt-tb736tHOwyC66*$jT>zI<%nI1VKkg(O&FNvG6Pi6=UN6
zDw5V?(74<eIru398Rn{Z(-O;c;r>}$ViTR|ZjxpGR>+9VW@mF(s<?Kmiv-b>!YH2#
zYq-oq(6lOczolf=tyy+pmJG%*QNPD{$6`AIQTiug?E)hj)-|6J<7w-Cq(rk0|Bv~R
zv(lntXq*+RfASPB!Ey@w^HIm)>=QWwO?hbHD$t4%mbD0V%8RN}bJsJFzN%*|&l<0A
zcC01#<7L~9$!^B`Y2D94zVY=E^p$BpAK7+D_7oUHsIuKC)~SL_M{Ajp!h7`ZDFGsj
z%Ul!tON9FU8Q4Q7X}R2}%>#UyK3%n}Tu)-Y>Gq>=$SdWz^MnX;h*x+A?j$vLId(3;
z^4=EkrGqGP8Vv$va@WtgjbCFIt8rR(Y!pV2ifL5{nEuDPzB(-9)FNRjX?6~!^fUc1
zX&6HUCyBEfEWfjal2mQU)v{s6r?3iqo>T-qvFl<<=Kh`!DUW4t%10aJy4lc%FS&t1
zwU|z0E2$I^k29NBI*C5cudd{h8nE=nm3=phB%9c4%msH~P*ACeO)Lvl?rUiIu@{Ik
zBZEK_pAc;D!n(X9ReC>dUzX5`BV=L-lEnB(wbmwd|Jg*>I|aI@NqAW24B{8g^EY~^
zoB7Q84N;hpApXdTq#fm6<8gM;62mYXPMLj;bbI(ZpHZ1wfmD02A_AY=)eke^J3Hfd
zFc_M6{9fi~_zCF-1j4~Ar>IZ~>DF3;^;MJ?2RHc_!Wh6QpA~4E7zhKo-WsC)B{fQy
z52YVbz>U|g3j*krYIlVa^(<MzX{%cbC5~dvjkm;C=dSV4xf`Kco|65AEflLQGbqC*
z-E@IUPb8ASzgB|vSrt1!tql0G3(w+EJLl!1!Ij*yEkyeh*BfleRQR%|$oJws#J8K|
zPOh!Q$XDGPhB&H?Pv4`S-#$GY@RYK<_HNv2DX1{kYVBYNf?u$KyAH_b#m9k-Tv0Xn
z9Q)RxS39%Q3-1MW1D1hLwsM%eCUogiL)(yO<{e(xYpU$)&$r9`6oy=7=FbT0$tUt9
zFebehT<ZjP&AJtHRP3%k`El%4mBz?oWN==)d8&ExBZDh~A~O_nm3~mXU64|kvq}7~
zC(ecXxX9KBCoZ$U-jd&@*lwhOduu1oc}lTCSRyaH++LaHPL%^U5vMah8INWT0&~<`
z)WJ7C&(51peZ}5?F4xB7Jf1lBG5Y?o3B3{k5C?hoIMyEYD*nmgO4_nLX7%ipGH9{9
z6k8zd@-aW2eGG-g(j5r2Px^*q)!#&Wds$W%Uj&@OrExdI_5o&FiOZc~lIQtiWh9OK
zOeCt_Mir5AWReeX<L8IZnEU+Ijhkbgu4-NyJ7pr{I6%4TtyhjTZP5d51rNS7$2x9)
z0*(wz29v@idcrwSXC1EC2zwITcF4rEeA>7O1&$J1(Ic%1^>{;5fnK&^a${Y99#|vi
zOFdXI_9O-a#i6j*`NexjC4SyU_u1DAqEif~2mCBsolHcmafk)eF(Tz)ZrTX`7wU?5
zAq$a6yK`=<gusv&|0@lnS+jK3Wsukb_jYl5X8`;cxWMN#XhSMA9^e8hJTc0U0*PrE
zsjA{o*w?0AcSsFNju+jyWmLZM?rP7t7-J2r89~b~dGuUbIGUcuRd1EYec0m<dW}sx
z=-{jU+o1Wafuz+i>7y5wzSC|P@J7XC?#>P;=zR(ou$4ihT$ePrz9y)@gep>(SCPra
zswaMINQTZF?!cG!4z{=TJIKcJhgw3Kz9TK=JE=(Pbv%-46Oflg+`Qg*UR?T3n*#6A
zHSiw9f<nG2JxH?z@V7Y)kW)k{w@fGuhkkS<963@VVaG^l9?MjO`XV93AiBeAnxID1
zX%o9pc?dL1@M+=@M6rhp473d$>qM4R8(k5ZMzbzi<@?eq+?^8EJL5s6Z|L-a8Rche
zE|nwE_aGk*0<=!Z9bUc;<xeCEf2Vg}pK<w3@IwOilIA;A&Otiv+V4VA=TGNxv_@as
z_0{e13>@H6dz_klvNUpUL+Q@^^cfG!G&}WF^%+TzG}}jb=z2`8zt;QoI~oX&@RP<n
zd0tG)Jj6VZ(2t6-mVf_(tHOiw5nY{Wfb&~BZgn?SH}I9Wg?Wv>qVh3qeEs{lQJAdc
z8tsCnA0!8S?K-_iDP_!UQ+hkhuf;b!SfJ;8-dm-ba>X}@ywr2cQ7iL%wrGqS-(5$j
z0{yljDkkG9;4e-pI!#CYXt(^HLB-4S*Y6ScTRlhKIg!Ai;Wxze$HbyA^@qh<ZfgDv
z?g0{M1oHR*g$XbQ8m_fVb17`07`~VjpGL80qCMXmVY$f>j`&mp6OfXP59SkQsJeC$
zD1oBZ@M{CF0$?{}=e!?ZiIzp;`8;VY$6pha9H;!tE$GQMGA!+xf*P&B;qs)Ql}9of
z;_XNC9Ie34_#GI^;xL*(AQic@;A<Umz6+5N)42T=9~eraOs(jpdY}gmh>=<BapG(B
z(}7lI(T9z=$Qipo5RPM)>GT3=-)qSUjm++Sf?A0$@(}2gOzv^&@i}n`RG5<W%J?qM
za%rx$dW30wT{tZm+wf<widWdn%V2HwX+hlMEE?g`V;!OG?J-9F{2u?+uuzrmmAx=|
zG@GvB?>9o-NFc@;&XlBw?<GBej2tNZ*WMN1xt$WBegpab%%K~W#5n<d$%^j}GCF@x
zVyRacX*C|>i)S1%UkD#5zUfnJ$Sd!aVX(&U<;;dx3-L21Ea%-OF0<e}rUO~>@wetn
z7Ce!c-V1Jx?7cv@p)X`#N|Avv1CJw9wRsmVJ{rl|IO}rE$PdZqvX#Q8;J!mn2uuz)
zGpBD)=)Kb+Z#@RtCQmL<uJU$HpBs0&-W@aM6T}gGRznX*_8W0&niv(+oHLV57F)M5
z`(6^|RRKZ2D5daUDdLX;b46J2avLHv2K}F37e5p4s!-cB4m#t1++zOvEk{@-=k3n5
zJB-YzcKE`!tt=qimn+LC%7+D2jhg?#P3xO&j$JjvhG`fkoZR36|10t`zg!v^RRi}T
zaKxD=7vu(4JpM`>|9a|ZwnF{KPF0r5=`#7p^Q^|HOH%Q&3kq)SU?HqIEnTiTwx|eu
zg%k2R>z_m<Wd5AjT)u1woJdsU1lKU6_LRKIN4#2)B3W%(CxCf-ijn)Y19s5k88ov(
z6^LEWLu~;rGYBRbKOOw?IWMH#kc6>1rBsU(0%nLpJ0{b$|JOp{`k2d7iQowtz~F`H
zW@g^Z$eJmL;x(t%L(1oi&VV@f?<Fi`d_B2RiboNWqgeLEPNe36j;A*!-dyKU(}SYX
z8ntVl3gZChBA$g~)^v)M-@`D&KYLQSkIu1O@&r8^ak4tfgB{tdXI)B%qs{pb*2{Lz
z=HGD)>v!<+Y2d+-;dcUBPsVW<JO&@jnW}Rekb3HsI6Pf_nYJ7@G)T4O(5VF7oAMGF
zx%H!2szy8_wB7U{5AA*@`?&N0k)n#FlQOp1yz8J=R+9B#WQj%|KL`1}tbXMi(%{|%
zesiQ$2?GdxFWBP+xk5t_e+h*}ca!@H)M7LB&1e=f;`*O^@=s`ya%+GOEM3R+r^CEf
zoJs!c;5$v$OC@@$N!ryMtVKt5hhUz&`$HoXEy{_m00#m)PF&QAg!=Rwf_OYkkq{?l
zhqWzb8!tTlX@C>YjIn&&J3#qYItNHxJRiQFRW`~NwTDSL;Z5)rfFYdUdjW?Yj!<iB
z{W1V#>!|4xtorp@`WC>zySjdD(<*A%8SmAKK!O~e?ulA2nqF8D#=yJgZ3T-itnQ1K
z<lgWceH}k|zjIevkyZu*0bSvS0)V`c?e+QlmGj4$P$uD{zvl}eZ>;+dz-V<^@_7IH
zDi*4B6M!UK=>Q&a<$JQgtCKnh=n_a7nlaM#bv973@VFxPl>cUFrL@~DK9!<)3nNWy
zcnvdOHe{KGabqaGweK=*Qy6Iz2s!afaVZ4vaVQ){idDIFu?9?T4=gAPallM%`&|s}
z<Du-)W0+DK-{K&IG4Yb*K@KQq5$?D=N=W^=ia~#O0mlTqmhBI;5r^p=cjHV>oKqYh
z#$}z%mKFDU!ABf|d-&f+l#yQ+WXkr#^mROz96I)U3BJbmZ@2gNdX-FhQ7tF!dgS#S
zxEefnptT)m@?G9=c41kja%ap6sjyNKlnB;Xd@g7z<=XdAx8&k(8o&?l&EgcrOIb2P
z367AApKu1X>v|M*$q1)0+tZdBGS9URHR*Vt9MwNgA9@T^IW&H1`LMCnm^vk|oj<rD
zl=)rkKWp}qIR;t}Dmo;GWlIH=gQj??aFzocDpqPuLrt}dX58eZe*GM{i8kAEkB8`g
zsemCc3&FfMh9i9cOAn1ag&j)O9!E2-cK5jMOeqeo+Z#r6;fq5A_huP4I~!*sSpyO{
zGvneW-lNHsh>YYDJ3$X;o9S{d9(=<#wG88(@ZrM1Q&GNo(fPYQFQ|+iqcXD4w|K2j
z4Y?+yFE39dxbfk(3g&sp&a>a{#U7gfGd$UD{SY@^{|Hm-yrFIg*y^N5zNdp$x2$cM
zbiH~7q2_zVJkAkCq#paPeoAGXONmbr_5cwb*k;2mgG+?xujl)QP6TFx=1wRhFXG<&
z0%U?<GOxcMvsmKx{x5lS_+oZ%{*TYmOn$Q);8`M<ABS;-WR!dKi{QkBk{KTobtr1v
z#LIE@jDzS{9Bg^FQY_Fe3kMjJGh9V+=u>pcxDQhBfAM2nc`I<)g{4@%%&jk;F`n6n
z{kIRGBkVSgbnW#o3AKLKX9}Xb2SS$sUgT$r%fg<SUPCh_4NG5R`zmyLV>VjLN(uAa
z5oLH11TYxSc`QejXpsVL=D~Dm2!(Ny1zZ@<amw>Pmd~mVwiZ?EE_X!PB$yd5(I^F0
z<3UCvTBnTlP_`cCBNFFCKP~DdzAoIpx0#T=BT#er^pbMtPU)OtC&J4``AGDYY4&A4
zSj-^H(Pa^@?HA1cEsMl*BBRTG;Oj3GLBE1wVF#=nTwM=f3dBYy?!QCX$H?c%eu>J*
zs2x-a{0=HnLL^Xny{>!8K}!#s5t#XNe>#%WxxmTMZ)+no*L-!N*D<)}@ZcfY8<@%@
z)N2^O7f?tqG=DqaW%GhQ5hn7$j~DAM(%VK3Bc%RTo7MVS61tlWjw-|q!_HQ0s9y2a
zpM5gP0HNy?E2sdD)Ep?1Ns=~=5(teXo_%;2ryBwb!HagM<U}g)hPe#I8R!TLeSWmG
zEGFSk<toK1Z!FM^!Mm3@2!`A3&EtZJPPq4T8q#W>Mz$Z)60bM0tn71OJp_`bU^aYb
z*}k7guxnz2WEOsFKhX40x-UU>L{5q7^_q-O0!0ot_D~`(=%!*7T>s$INDB?Si{Vi{
zzl5sh)pA|yg6vP$OFJdrTKAa7pW;AZbTxij(c;GPdo6wJw2rZ|pSy1gBX<g+c0R5n
zJ};655COYpPRW##eX22%xd?-DAEry*SDQB>s~+U#ftARlQpa|vFleyF$FdsR`ecR=
zVRXK4v(IW4*f$e<yulSFY-Yo71m@itP<k2n{^KxR8<_g%-0Ou}PM*sUYq4~CkXr6g
zhd@h@dfaYz5s^Ka??dj{tctO3l9#g%rwCkPZp4vrzxVgg=5#5gha@52PUsZ4h16%k
zI=WM(36y*}2zabcI@oYyUeK|D9e?#v{Vl>Z%fpK#hFU}N!qD0}iNGz)9u?a%IY5t|
zjW)_4A7Hzz#|i!Ed)?G2CDJTbh@(6?n^Jv|Z_BhMz*Sd#ZgC>0Qn@3eIgY{ix1!3$
zp=FhQ=m4gm+?WzTWWWCB?lm9zdZ)=%wK4KSKsbz~U63<`7n=|mpN=^cNpqcWge8EX
zJ!^)%ml%-*{Lk^yOiMo2ZHzpnA_@4yv03N3=J4;3gAFI)eZ5S>ii$j+IA%hgBvYnD
zlBYz;X8^z{6lB7tj-LqvJTonz`<-{#i<fthOosV!W5-|MkPpR4{6#GElOCa$U;uVm
zPN8c*6=8su(8M(o@!}WvdVNJX!siTkVX+4$&z5kRuh4NEn{O$cz2~G7JIy&@-YDSA
zA?~k=&_930-$_$KOVqzATHe@jEMhm56E2@my}lk$b4y~OXxs94*UY5VjVAQ76YRJ>
z+aqn}4#r|K%e#Qv$8DlSIT3-O4muErMB!#mKZ=AcZo@KnxgidrX4`u&w4oRV=JWq8
zlY=W1dHCH&6buk!xIWf+9~=6M{AHY#D^<o1=Y9MW?a_<#%w^d=IZjDXkO6pPe)IHh
zY;hB4+H`g1^k!A67sCP`7`n;mM@MQF_#?3GwgxiNA7T7~)VuLxgx`RWX%@jHSD6qg
z`<v}`V`;LMEb5(G@LSrg>CG%Z6wDPpX)SND;Ub{zB`=6VDYBpA{QECkp1!XZJa7-E
zEvT_jRzGyIc+Cv13io$4HFw%zd%K=C3_ZQ@&9RhyGMESfk68GZ2u?AkVIo_=LR1HX
z3>A-6wO+YGV>l+JZU1s9jmZO&j%Km~!DV*+eXv0l(Pr4ZH;2Cb0^dq^r%RA+w6|2n
zCV+-F#&WLL60GrY*{sb?;#B$AaC0JD`E>N++H3t8!MOL44<tJLuxGa{&OzM1toiDn
zm^?7hkqt@?Tps#LX8&P1)x0sBBi)2c((gMkh#L@aF_XVly2o#s2w2jjv6;%E)2Bu-
z8=;~^w?QRq{ISOFdjB5l*eAkU$AbL#JdT?lPO0c%Mbti^<U({-%w}SXY4NJV&$Uyr
z-cj)W2rEBmE(U<(X+yl4KNGrp>A5OC=z3*ji)V)P<nbz(D}*XN<Q3BUPxNB*UXawA
zk44=OpOJX{CM|{N=&3#!3b)W^l7WkM9M$n)B9=iBCpo}FswH#*EKMCJA^Rl<v-zqL
zi@v+w=uDM~z@oxF@5jz}wTsrHqiGtKr`J<Qr=DD@B71HR)CQiL#wqV6R)8U5MJ92}
zof%HJba)XtiTC_oXZYTXD5i?L84mp0vX?n@>>c#?`7ce$(>>8%-uQ`Bz1@kB;k}Zk
z#$>ckNwc{GH}(z)9j7Km<Ia!t5lTVRFnnlPM<k2K`V*F_kFXWL<esbXi9ZxK%x%%A
zmYe#Ug{?DV<o{?UFLsK!`bpTQo=;sK@yIePIx`AM`(nED?13)ePLvRSuD!hJ)}guG
zFB)UN!1Y2|C;%{OjffD&)#GFGIQgV=5J3~LVO&e)(bSlO!B1b*j|AH&-E;Cm`h*tJ
zO*e)*XB$yU(pZ7{oV7oa&Ns?h>pYJZ>3b`!>JS?}0`N{N5{3ybz~+sQ+I<rYNz6<5
z$|_NrT_qAeEg=&hn_i_O_7st*PN7=xF043wude-K;Qc?lyFNE;%Lbd1Jd+X!MCZhs
zQ0d(y81QfkS7%1CkonK`C4Z&J>WBPveh0m;fyVNY#K!l^5ebVT<Sm&H7o!?f6}Zb$
z0>oXZLEos)M*PX<Jz{}>+TWbFnyW=((YEBzxvW7-Y{R{V@{I`BW4LogJF9oDOY2>l
zQ*alPV2DJLih3n(e74P-InvL#mPF3~g>*wm0Q$%~h#u3MTBG*YDxG8uVH@`<QI_vZ
zU%JMG`C@5Yl}mvXY)_D{y@Tf#0W$DGfEV1{lP7PFkay!_%j&x6$nh1rk#c2y=_;BI
zmJDSRO9YE69CUUAmUIFoA#m4<jiauJ(ZPBK#nt7)d}^R$0@i4Gzq)M6p<KN#jB4kY
z)i@PT)F^MjgUVN#Yu%yMpy=rOx4u+Q$QHwNdA{7?7D=<W&=%-HrzF21$Ax2<qd}Zk
zeF?)_Wsy<7;Mf>?|B--{^tHu&4N|+#%8?bGzz4+Q4~l5y>SY(|>~D7O`$90>{gR;i
zAN5O3T@cW3&FAF@9`hgw@<r)7KQgp8{jODE8YqSFou6ZWu$iomSfl29IbIwcQS6KM
zTK(AXoPkR`8rHRdSzfB19{@&cS(AmDzIE>hpN6p>X$BR|Iyw^YX8eZ@XoLb|`oXBJ
z&Pg)B)w#+uR5Yf>Mmae~()m2W73bQG<wsm#_OBhndHo#b6ty_M3hcS`rKzm|t{dFM
z?qc<tm_-nFH@wzM>egKtYzc98Ht`9rc*7SCxdD>&Sphl>5&vH|%p*GSARlIl&cc`-
zsQDfqmodoUu%TO~9=s?Fw4*O{@LKTeD?0c7dn4T72EZGE{Gm&1K3!P8$4k5n%+i<<
z1Q^zV19^N18`Kyo*%-1>&C?`fWQ$Q6#P}J~C%;As<Oab7QC?t<cjtpXN3dK7)k(~K
zMKKUI`0Jl*Zp3*ZnAJgd;4d+H&_D1mzr;Yh`S1-PmhWmuMWED~sRlGOK|)RC4={;M
zlj?ucbe{#op0J{qmq6K@86>I1$jATWGL&<Y3xkk;<e1bDL?pBCTvQwTSS~z>8i)-;
z7C$-RWM>4iwbTmZst%sVJ96)Qwp*sRb$i5())FRG@`_I?GEm>p0yM%5$xD0XFot-U
zT$E(H!wBGeLRTQLhcKe<_#(A)dyx=DLgx%Z1;OoOB%SfcH4?e^6YO&k&ypquoA?1}
zMu-vXt_Im_k;S3Z`)7JKP<{K`wuhvyP?vT%qD0!%`<q2H@WJad{hy1Lf3Ft`c*kmg
zs=)hg%z4+L^$%$WFM&sJpI{^?4OFVvLevY!mBG-CzEe@ri3hyc-Fy}B5=grMKCtqV
zEc5ooM&BkO<7;0nhVYo>-#D>Kn7~cWx?Ct`L70Sto(Km3h{jLTILKU}%aE+4+z|b{
z`{&^+`j7<NkY#+{(Q+!nH^vvpAkD3zrl9_}fc5iW*f-rX9f<Pb;#ZbiQ121=JSfT9
zFvN1>T2MzJIUx}$5)NWMcM$!HnRi|SZkSV<KjA3iRm?_1z_BdbL-j)+nle9?Zlx8J
z)PQrSfbmBVVaPH;{Zh!>DTQ|iW-t|$U3}fJgsoF*{A+%lKT$GlaF6z9N%O5EJ|3SU
z%puF!DjPGI7(xEg>JQkMD1M0kUgd(4Lns1gaBl=?x%jvaJcq$=n>STY-<b-iGEq_5
z48QzXi63HQ9<cfCMW?njCi5T|)BVAzk;psJ)K^k0yb3>Hi_*ByR=12rO*${^LAfu2
zc)*n%ORjT4_mR6YtM?_aJlmm7y`UO<A@y$<(D(@Ef9yg3p%qUnlWK?PN0Gf)-6adR
zCW1^{#Oi=t%{cdu8dtLzVJcw5?;Dt={tMMH+}bzZD_}{7n0!8V+$^~VRK&dF?nS<l
z$>dp(w{W%};XAV)JKc>1VcI?Seh7^dnZh?ZA#LymUL9Ob9IlzpHT$f2t0r@1WuVU=
z2Ak2V;aMQG99tTde@~H&Dm_GDhh1%nwdSt5AGfHiY6iP0C-TrhG#j=5_tQ%sI|@v)
zx)v4y>zt{1F#?ICp`Do`ESBM~_FCks?qVNR{>8`)bY(apyJKweCj85x^NimOJ3m8_
z9!^m`)Zm9bJ9pE#?7{gW1X}dsksiu8OR=M`r%~Lt0laO`kW4wW>?79Wj^3DH^$7SW
z=$qPl28es%tSuq&@5G-k88z*wtwb_Bx0`mXF;b-t48z#wdxT91N&eM(@XRqTX){g8
zWRRF(^c|FHhlD=7b#hr?vMmB?XPBnTHq#(_TrSAn{r~W=qP$rC(w5kfi~`F{uJNP1
z;dkZUT}w&lA!1#yY7r-}Gn?`3&G-IE34=@3MVu;RJ~}6h7crvkXN1p#oHp$cF!*q3
z<vLefwW5f!shwAE4~30#FMHv$X82o1m=(;%L;`A~ZOmTmHxA+4>z7wYwmh_Vad@?+
zR4;@`Jb{=v?|t)+*#aHN*G!yx-o4ml^Bz%3{WduwrSDt0%5nS<sodGgco~`1_;=6r
z2*tt8JB8wmIs2b!<Uc8N*k1fMV+&s|LEZvP1PtSeWWeGercN2m@l)j?y?ep?E{7+|
zj-+1tWvOJQ5$mgDC@uN(!uQg=$GQGUQI6T(O3MVh+_4HBWD?%h4%0uv5W*nP9bM?4
z4!>#lq4afGMER?9ufgy-9FnX~WU&wtDfTYclr60sFCAXw5`>f6jn+&?eV%3?bVULF
zkR2VB1X*lUCYxX9y39X3zJC}zwfj37`bZ8o7WmP5i~AdC8}{<<95|Yr#c4MLyUaYW
z+`s2O)uxgY<rCH=(E*~-keL$|d#?nEe($E8{gGQfqVaC=Do%i4$?Oh1^4Bs=aY}jR
z6)_Y+;{}PAGw5UQxdo6CQQn{->$H--Ae#D*W0ldsXj28gi#Bw=!A?P9yUpw5@|o0#
zyWA`j-9}WoNnM!FtcOU|zn<$0>DJg+bAznKe}(IM`^0&tlTWoj*QCZ;mcamm;R1g<
zq0V_feeUv@|M<L*Zdi<2=L^0chQ5<(0WW3BfBh^=!YWzWMOh^j@8*elea!r05F;UI
zx1EyT)DAm^*^iMO;Fnle>(z6V?&wujOl;@+Gr(_}(=ETzc^>a-pT<*>?JR-QSrPvU
zGQET6AjZtvLVzJA&iNv~4zoC6@?K-VzzvzNiE|ZFS^a3Z0>S;q>G-C0(=nIBs5#xf
z=cvvA&D<O9gS6_&+eMbc2{tZN4;ykAllWia(Bbhz5%UDianE?WY_{ms>2PSF8Er`y
z)HzN1B5oKeU;OHXmI@pFM%JNj9%2^mX}EP)uC;w1hv4=}cP%x59oWW`I`9dPyi7!E
zxBl{xll2BqC^~<=%O4qJ;m6A^UR^@V`=RK@yX>>bH~P>cuv!ZEai}M7-QKPOEB*uY
z%x5!98RfZr%9G01K4DrkQ?w8i{wu2BJAAE3Ly`~&0d;fN@4L%EzJ7ZkaElSnIAx>}
zl1^>%kx{2nCQ-<)qH`W)3q>i=D`z0t6ZNe*(Z-_Ae_Rzc=NjX!8};YJDnoBt1YHTI
zqwZb~H+ARi#4)ihqDRh1xhcF>-dQvjibgS`{2z&i#PWd_y4_!<opz<T88n(0Wdizh
zH+1L(Su~S<?LWt~Xm-zYDk#r(2MVxR<qT~_YG1{HP80_4Ho1|=&V9^Amx1RIS;LqW
z>3wsRdlyR2FSr%)%XpVEp3seJpamN=V)`7WhG1NO5BGMmW|SiZ1@(8}B~0|TU)#h!
z2RBwFA5j~-uI1iCbq?MI;f?8@VPeUb0A@O6QG0=U$Rn=MTe;vkqSQVW37kG=to;0^
zBi?o8m$(KrSO~xRhRn6~5(`iShKnZ71v}|-Yh3dn>t()%!72|6y8_#k*hukMp~RJ^
zexRB|7c4g|^IF1jC?6jf^z5idbID)e7DYv;LLFr=fOk!7qE;9Y4mzTWkFU2P%xU&0
zfhUVzTeXT-F50%Vbe8fFyvO{&0Rxs3QdV%I0CsLt|6KnryuOW4(Rw+o0LAZO)-@aM
zo?kcvQ-vwv&0JI9eJVhr;c2cS7CR4jCIgL>G}>zQOByMRLAUR3!0I!eB2>-G;8nQW
z{$~U!Oy}$76HhOEALTr)y`nVghX(k$s5gU!fHEmj>cIhz+<a8<3Ws{~uSOiDjd=OU
zmgDxgSg{>3(b!Y_pDhDJpRS9~V(3XiVlfi@y%awfv4UdqcAJhHhz+7QuFX9--&pj@
zX<(6VOH(2B3d7x#YJV{0sQ%t1Al7ZBKs6BvHGuxIKZAp0T9Kp*L~*~RG>hatZZg(2
z8pPYfe6yGSZ~XOVmzK;ZEX_fh!aYw}g=zF1@T=*yy}z9a+1Lubpk5iVB`s1i&e{+p
z<%IMQ6E>(0hq{y8u{w>Nup+&-4eT%yp4+cd5}vnm*3*-Ed{K(L`eJ4AfS(uac`(c@
zi=p3v(wK;JA`@b%t1K84eA^%|=Nz@NS#3f|7>Gf5ckwAvsadjCGmHW1@i)8GaohlZ
zaOQq@%|U`k@uT&qqAC5OsaxTwiy&Q~v!Iv8GJUDi1t6GAV~UGADq0R3WlO58VH<!P
zaVt?|)yPD)P)vgIhaa8=Y8ll+%>C{I7BkN)5JRp8viPAWs0Nbq)CG%K3|Al@wwDum
zpp4OtmvZ+jzN=uS3CmDct@3pvxK=EoA!4M5KE!jjsmdPB%4r1H+<FyRk2&fR#2!ie
zgAWH2w=YOh%d?2=3KOMYvuDI-yK~=}nWS-EYaF_PmIqIHyB`kP$&BG^u>k}aKFm0T
zxpdO}w9gbC2@4$UFj8rZ|M7X9(=VD!_(!FHeV$8$K-z|9d1rhU^4u?3CN(|bh;4ZX
z7}65d=jDf<$&^73M8BJG+l??Blo`$6&m!q6vDyY^Ps#VX6K1W-W*`L&j42QGO+Pk@
z5mSEMt5SsL-!xizQ(5(CZa=Wz3BCUw3v|!~j=Oz@rNfibbIOLMnbKRf%XCej(}W#y
zUOzr*xyZJ&%r=TS!{j5@x$$J~9$G(OUxPBaxx8%t_UY_J(98bCRiiM*La<6{yhmwh
zB_^4BC;tSz4!<k1DD#p&R{S4+J+WAHJl(!nK?)b;(2$z|K<v6o+Q7^mKh%xNfHED$
zv-7wSIwTH?ZwD1$LukTnxGC+X35288^(rQodW5%%YQ|a=J-U|1R3s7^B@clyaU+)6
zbh2ZqDR!b@?e>gO!v{jXIb2XL72ZznSG;dDr5rW#kSC4TgMS{vnWA7SQmVM)<i29=
z|7J)Uur|>A2tHo8lOvcnkczeJH<9Al^+#6`QbF!x0i5}IPxK^ljp6ilMg>+dI;g-f
zxkZF9tl`3vG4Hqus+}G`)|i6wJia2`PMZ-yV-;$Wj*HzwZ@zjQJJFwVub7@|QyqAY
zNP(A_JRq%x!js6(`$9Z<f<p8Lr6paMYM}#JO&2LGTO>9}KD2q!vLvR5(PII4+)H${
zXJ&>YdG;c%(qFjSj^BMWuZc@M;h@rosQ4LFj|oH}vccuaA|*^%=*PG1$)SQf$1`b{
zfTz+Hmh)7Ix?!HFkN1Kaa5q<LE04G&r$1$73yHu1=)~Y=_4CwSY4t-?&@KFv>C~Kq
zejFLp5l2yw(=n59ovd}@DM0f1!`C+9q-`J1owSqsY!?mP>3H$@Sk+NyFYi58O{cA#
zFYi{13KgW*d6uNL#yQBX=64dCF3u?vnHv6!^@Rs1y7Qq@f9P_!<p9ViE^?N}Fg7WB
z&UK1ZU9L<iywE*H?csDu?Z>|1KteY!j{<9XWg@|X#xaVec`xG4;XQlHB|Y{2V$LZ&
zM{bG7=4iMm>Z$O(b~IyflA&GYvLCL*8}ieJ`os|Wir-an%i@I_dTMQ1A{1*Wbcx^S
zmZXRlg<9R8Kv3c#zpXKUe13^3Ij>xw?!gZ-Hh^Dn@W&C!4x3)l&Cv)t!{7Ffn+g~;
zA#FHMTE`)xh1cmz9y$*|)|cF0TUv|~OQRvO?4uWYMM1_=Z@}y=YwfbL;k2HTBBOV@
zvQ%yn5Vn_cmiAfcJPle<d59U5mct=%M4Jm+P%Z$G%3=~s^N1%N@SN&b=cDYtnw_2<
z3%YQU;XDjH(-s*f#4qgFwLwCOQK@j7w?z<;_NTd&R9Csx9P2uNyq`!Y>CAv|D8PWi
z^>Oi)OWNH$k|b#)2w7cQ5PH!<X%)~|*=AjJYO8;PJ_$L&uCvp5gy$(J<)t{^V<dKB
zZqeIZLq`>GBA1<09SW>dKf_Qo=_td}=Q^@p`EGZ`ZtYHQ=UrO+l8?x%BWIcG2uW8j
ziqc1vBOPW@T(B1Rl!@K}mzK4qb`vKZT1C@oJu5;N)3+e%Jc*FW-2(}xqn;e!rGzNT
z<o^(CEX3Nk<^1c3^a=hiRL<`xlzC-F4E2^KeJ4RJfP|g^udf3bx6V0lpNlbVUf>Bg
z>U<iD;(npOb8`WqokfJvVfw3ifu7|JA`?u3dv0+C7R0QcWGaSWCll|w59@a2WYnrh
zlaeN<O_kVy0UsPFAZp6`pd_WD%RvbBP8Y_l@$GM|u+F2v4Q*_~->{bd<}{p(7v|u|
z>Px_APjZqwp#7~oNzlkjG(s!)o%m!Uy~eKnJVqcHsRN52i1Q!}sBE0N#oJ6WPY%}4
z53e{{PTXt4mlVVpylyN%edF@|ZVPyf>Qj`NtgD#oU=_rPZ2N(5-_4}kH?UwgUsQ&7
z|7~blAwBSc%iFJ{&A82gvw((qSv5pyxD?SyN3FO<S7<xDBrz6%;eI=`#$)hzQ0+)p
z?=hk*Cfgw4KN*k|wMy(RuO&Xpla>ToAV{cfw05Upm%LdvHFW3}>FLJS2@)qZ=O=r~
z!GU2oOa_QkT<lrvo!dzpxzXiP&8fpL7~cVcnE`aS-NQ{S4VRw&R^IEfobIKC4Tcbv
z+H${Kr`FQMB!-{KR|fy(*72v#jCMRDsNtcHTTBwp)cX7%1-{hrZ6rRmdNsBrhzyaL
zvU2Tqi-6b}WY3gI2JK{$a8#*yuR3FVnd!X#N@~uGMf_fC18b?WP1D8nqjWF#DW#`;
zA;tUHGCM-Jvjg&nYeoBr&ec_U_n1RZEjl1#Eg;r7JZ98F_T)Znw000^8<}}`cN=t;
z!7<)ah29-64W4I3%5}uAeQFDHy#4gT5}ML*#>qQ>RJo~*1diZ+oAR!uWTsYUuHl)T
z<Rni(r?*Q<My(r2(29I#oK2+{0$3iYQ5#+r)+LF7C~?tne1aqmQ5)j?#qlj$?XEDL
z*PGpp3DuK+uOLk4npzMjspP%kUN91O6<Q_qGKWMm33woqO90_Gd%-I*rZBO5(ON<+
zGwv>(#s2rj!F8&Pk${r7w+!_q<2=ue-=Bg5I(Obzg}xq6^ks{y^x@knyY*V`sW?##
zn;$b~K-uIS(y=hs!AyWD{DkI|HTZGIZL=0pmDDOG(^XxEm=gGINWByz`Lc7!=}%SW
zF7&WOwewkGF{^bFz1V3cniFGRF!2rx?04{Ot{f7pZ7u<}ymis9R)sHB<9?*2=-c_s
z#3<Uc-N;k&WqQS^XAIxaeD(v{mgo^|(te5DrCrk7gP*B%%^cgs1D3Y@4&zhH!gASj
z25tlhFam&SDc><A?#ma<jr-Ij?`0<#IM(p~)`e#;_Re;at#MH3`~dUwPGF^Vu62cY
zx2#foeW^n1=<>b1Sew^Wa_{{+KCQ>8j~z-;c@zh<U!y0`uABb3&T5SUW!#-z$7L<W
z43;m06^L(K_!PN?gb91M5_itZ&ZJu}CBdrJEr!cA(=Q)sufJ2C2Yx)qh6zO=f}gY5
zVMkWot-a}U)tpRWgl7fZugUx{A*TaQvtmiU$a>vG54(ZmPxH<MJ#P?MDV*KKe*dat
zXj8(!bcICb+{3Si%@8MvFD|R#Lau<*d9$Pz+7xcB?oDv(1K}4w*2lxhfwrvi#jOl7
z=+DPBa(ENHQ<b^x9Af4V6wAWf3K4SfSq~QjBXsDY3C5&cGOkYJeptMtqiO54INS38
zA`8i;L0_%3OG<>(OLns1&Y=|2<wdv7LSmrXtfMRAS_iT0-hy0E3{m1l=Xkm*JPfHK
z;SET=pcZxNt@k-qSn`LoR)BZiS*5<(al$06n_WTDYuZVEGW1)DOvTb41^LcbcDI+}
z$_#pATb{V@{S8&1+OvO^xx*k9d*)vd_zsrvfl%Da*Z_(sxs(jC^9gWXeVeNJQ9p2E
zSYEB41mt@@$E^KK+~3t7>}(!$lf&FK@QO91>O{O4`1GGSX%d-w?u$yRW$W?<(S!5g
zz=hi&UrB`*)UCUG)R<R1sjo+^Hl2O^Z9~arU0zv7w!5~8<8Kddq^-_Vmsq~|zrSf<
zg7D#}t8vz06ij;$b&b$2WBpKh!!0ELgTgTofMJNj<MF}~G8nJhO!q4au&gA#d@t-w
zK_e0!^i>h_QGW>ND0RoJ68*`?0QUTYQ#^l6g7qB`$K$_QTHd{=|1G$u#dZNen%<R%
zkkPMXgN`IactpvFpJp`uUGx45kBfmd0|S;?J6GX>Z2#f*HR@x_CWY$oe%vZkP`=C8
zhwlZ0=PLJkmTE5ymiuB)-e0z(oX;a*v(w9bE&=mITwl6CwDsbaUif*~ZN|&rYbJkJ
zWi+L0V&;EU&0R^#=WotiUB7E~>zZb~7q^r+?CA7Mj(w&I3y9lFZs~slf3%(P3~1ya
zVE|R4J3^@g-V?BybSV|6QC5pzh_`5(>&l>v|1O>1*o|tv;|B55L$RWR#U59#dsVmP
zA2EQ+z3OaE9sMbsI@jF0t!XbVuoWS%2z^}IuL@IZV<P`e@J`Rl1a3ZW7J6|^hz-A?
zB0GB!kn7cJw+_9@@Su+Jbk?W)15hk^hs&)U{hygA)(o6<Vs)=OliWF80Uv5d>dt3_
zQ*|$gw14oqN7`u_8yqo!3yIw$wSuw?RLZg_N6|C^?pvL4Z4)t=cFgUOZ}^=IM7nA(
zoE}e*=9gpM5f)vKo2?PJPA{@4!}4vI%UJ=p0H1>h-Xw@~QDqhu{*fgPBSc?;>!yiH
zFPQ(hOvW3KW!=jke^#%hccMoaI|u$?8?`am<{G4520F-yuyj6E7<azX@~&aj6la5M
z$RNr`0j!cYVLM-?3!&(%?fKDs;64)jO_aQ_qnX^GoK5~miVI`@)O<K4+&2CU57t`r
zO4EFJ$Tq%s^JM`RR)c|QuV$BcEVlo`$1zfK?cV&7A@D}qKX$tP3iCZdSY;~X5b%w4
zI0HFDvW)*}m4f?YBj41>_)7=(0<W}>2g>ZLV`G6`m)3O$#{co#^*xIjU9VVKWv^?N
z=6(BgRwgRnk0>bexe*NwlC{$Z?p|Q-Kecku@2c%p95ahK=|d;RQ8L#nQ43fS(wpga
zlY`BmXan{1T(c38GHL!LUo}%!DAkqwKnj{W(96*)!+l^<*W{6BE`~t!KRIo2y1WB$
zqXVJK$eVM3eF+eAuhMG>R7$TH!&lxSnfny+mG`KLJZFiyR&KyH0Jq3&o3Yp}(incJ
z_XjL&nolOSS0gA6zI+Q3Dz}NveJ4cIc6eaE*jH`_`Bt@=0Ob$%XDN|c6qdWUKh@w3
zv_`RAby5<@rT%S(h!qTIwOPdT&7+nhWKO+*-YKD$#HTX>65%nUvqhP3k5`}p<~1<T
zICF&1e>F`yqOCoxRC{a%t7VS-=>!k8fu7(&v2R|YxJX5xiGE_)7$r7A_|xz_@_n%V
zD)aF0%Uf7^;@<cxt~~_`R4I&0?|l2o4#<Q_@!^@6v#c|sC{OU9d>^Ue&%YzzQsl`c
z<mbD6cB_&^gC-A`(>F14K${oc`hPMMg|o?JtCYsT{~lJ+kB+<D(RJMFPL}e;NAl^C
z*Iw(qeONgMg|OIEsT+$*Ua=o2d`J^nJgAX<OJZ;cR{SOJ)QD`iH#sDaK7++31fp2f
zONU@Dw=P{XlzSLvH0q8$3@5Hj*$QDhU+=8~+<#kvkKg190}|0V{Qomv@FOC6DNAQD
z-{zn4Do9(*tq{bHe!RV1H<mfQz=%1eSJ&tE`1qJu_q++31T5^!@gA=fQ=S=)<=thd
zP_Di`QvlHHx-;tkQwjP3WUO}ad}C_^Saj=7wC#PCPgaIeMY9b#R^mv)`DcmQBc=`G
zY^DJfj7z_X{(^@LijV^p>pJ%nJN<J5GyoGT&)*Qq)T1$h!pBjX4RBY!S?DKTh8vVa
z)T=d~4R|lQ8<cWvp`<j)x+U(~ZMfL5{GlT+>~ufUoWce{!NA#Di2^BT`6!H4JJC9V
z5XP0>88HGZIkXh_6!+VsxhyEA+Lb^9hHIX4qpRpxV1>o2>kXroP@<z3XHMP()LpYF
z70lRsk=_LQsAiYKAyNnb(rdkd^vou;8ym5|l@gxdgzT1CWza$SNLD*tm_VvZ=p#R)
zQ384BOgh-Wha#}M#uPgO1a*R+VO>Zj6nFTyY@iWyt{EBvDmf@73H=180;G3p;IVD*
z-??%i3V%y4ITh5_#82Zi>)(X8U=>dnmOi6VL#aCn(;lPqLouUt1t?q~<H$&Zn_Myf
z#<6j8|EI{N->W<;l+r;}9v&U|UC&T3(N4;Jl~Wp+gh@#j%-a_@j9y%H*kM(|i&}Ai
zCElaEeuK@f`Uw8vKU*D|6Ah(S;~f0Z6j-85Ig<a#hX$^Rt{Km#ubUz|4Ib`xV%obp
zsXuUs%;afBr^+^5p;Ka4RvI3d*g@SxY@dBIi^HJiH8%BtThM*EC=Hd{dY5#*03mDt
z5MhLDng14Y>>gfA$)u1*#YW%4O@Uj_v+mzu7wMj21n$OfHeHq52$y&szzl<)692V@
z@v*aOS_VZ7W_)wF)y6>-uB}Bzx$jyKcmB((6=;0uy1cv%x7?SkWbBvllnItQtuPi^
zI<gM4GpTh>JZ+8E;8+fa>mKizD`CdbO!Im~mMUTT?nX3-@|Hx?7z&`x-yZhuLe>EP
zJ@|lYP*$(uEsZ0~Lf-#Xc`mq31=~`U8}{n=*`vX#xq?j)CabD<xGho~CZW+ob#Kw2
z43eSLHbQG%xXF*a|Ll6mG5%=mLtqsyjDjlV)IDU2#Sd2aGu8#tSD2sLFIZ@{9jd(g
zhS&ZQYx;-MtH}>J`Z6K|iDM;gE6+8YexYH`^8XgPjpCto3+T_CBePfx2H(O*iwa}s
zzAso!^LHkGyY8QMe6bc3j(EV(Xk5+D1>AUl2nL_+|H~Iy>GHmP{;MS++1A^eYVcZN
zVGWy*OnC8xmSB`YZ}}Lz8xw?=auY!yjF`~7b=J-e36E@lj2%m^`fw9Jsio8MR<i*Q
zS>61~Gc#QJP4{#uqXt|+{r`A+$LLzRU~Blqwr!l)#))m)w(Vrcws~UPIk9cqwv#W<
zeeeDL%(1$<$J%RjRnIlYuI?&Zz*q-6S!Iotd)A+w^EBEO)|}^*+?v0&5S=9JA`ngk
zsW+}yRro<MC&+y9LWU?_)WCLTSF{wSKb@O?qJF;dQfB`uHt5Y|{q3>D_mn64Wo^Tp
z{Y3x*kUOd`a|L*8YMb07Oz15j{vTgAcTH@5I?Svw9E4A<1*h3sfzY=nSuMwcE2|Q;
zZV0rpI%G%lGG7YUfmj<V&<l`=l5i{=P6fikZyC9%VIo{+A=<I-s@X?)nD!k;t`?N*
zayxTMm=~NB%plxC+D$kEVwHdjh9@HfS(wM)9Zm9n8JG|!8A3)RmP5WY$f1sv?cHbE
z6g)$yF249i#maEAJhS197L<4M*5HL8zfV^To7C+rW)h3-|MB11c;-%m#T`6c^cr$|
zL%0r?l#d{y%nE4d208rlZH16r-2l0-3~@W08S_E^R~d-)mr}6F!>1{i;n5Jmm}UqO
zEuF~Js#)mjjj7d|U9GC*&w3gwE-w9U5zNnDXJ^d&Dk8$fd+pfm_LM)bgWW8iq4!a2
z&`&6_<T0i*@s!xSq1JW-;2GH1JcL605iFZZ#~IaWf!m)p*H5)DhAYQBjL0AKU{{#3
zk@N<lIjij^Oz?GOE<*mJwH<tIVZnw&XwbA>Vu9uek)KH6+fRtt8MZdDQ&98cZ)2iT
zu$sSLf#<bi?|XMEkVWb@*LJ?9(@n!*iND5Jf0Jd#x!{T!E`WzD3z8Kvng2<D6iZww
z0x$f?PlcWU%Pq=8=}~d`g@+P);iPG-)}u?r4kA1&`Kkx0kB2#W@XC&mKjT@inyDTq
ztabw!8aQ8n3Y&;poYZlmSn#e2fq-SESCi2~pcW85k@-85BmZI|>!W&GvgVu?B0_eX
zQxDP;G#RKo&T^|ma3z17dU}%gm!E~uU?36)Yf~;0#fZs0m&N6!XNEC4;#6KD=R#e0
z5?d&>la6qVVDzPxMp+}Vm+q+~gZ%eUyU~$aiJ%-xHk6iUE>=il(EgN^#X*Ph<$k=u
z3j{m{Aex>jA)&!qc%0Lrglic`5H;|oNd9AHXwx(!eE6V$V`zmC*3Gm)$dbL~utMo1
zhoI8MGy`g-n1=L?Yl5-R`QqshO$NdKZO90KoPiAw>zRaKd>@~wKYR|)t$5o0uIc%l
z?#Y$@j`e$e-~M{^`+VpBJl_6#)%(Js`d3=WI)uUX!9B(xQrErYfv_QL+z3G$KjS5V
zjVHH+i`R0*{emc>m{QR>(#IU#-JE9P%znqGI-T7B|5IGh%fcCW89WA~n%R(ZJYCdZ
zNohL!#l|4rky)JcOaVcJmrU2iQ-4Q8Fj<lX7MEVx<DUbS7-}dH(Y(s1g?_qZJ!MG@
zy0kjGn*h?><c7vzZ38h`mujb)S%Jj^U@&bgd)C$<J;J~!#Ocn`XO``=r$>&W{QY2i
z?78`65xx_Bjfb669>km7ca*Vm(Ecr`$&$RFMI`8mZsKj-*?7G65EuRGh$S-xEPk#L
zzo#?yyQA_@S(hfc?4dUr{qm+QEbm`O_wq?Ab1-`0;EL)QtRG<vqa$`+?-DYhq@7h1
z|G@+4J8U(-amvb&dEIc5rSKNy8{$+83;+RYcySioS7JD;WCSDw<?75C(^}S!P{yu%
zM+@1ELcRNM|Gn6w*2bbfybMf>giDHDcwzGI4|Ly-*c6YpfbW}@7Z_0dNf<Y~dUvF*
z<Isv1tzxqCRSDf)4RFnryWa+cw}B33``M^81d4PsZVyDvy318rYG#M!;mUku@Hc22
z)En%pwYZAyFi*3?($67J(Yr=xDm=mbM?)!p2>RE_H28+#>~UWh=VMEvN%%xL5u}$o
znrbBZrq#4V;nujt1|zhruiAL1z+{#Rr_)((VM?wQtcKtvdE_cw|I{!}F!MJT`8Zii
za4BqKyL_Njsx2Z~Ja9B|gw;)~_w;7+h~E7T?Vf&=*v=61_FhbB)F5U@erpdHm&zE7
z=AmzCDvJziAE1g18po&k`fls8Lg4<z!}aXjZgkxzIDtVmu7NZ4xk7?wrLYg*Bb<-m
z-DLL6g_lx6zH9Iv%sC~~pSF17>aZ4t-Y7NMMib*t&-y`>V&dS*(j;QDat~}T%tJFB
zwhN5-7A|D}Q~mPy>n*g1@p&4Zm*ZCscPzA}B7H^i5nL^N`Ir7V#kyPN6V|tMR;K>|
zBxlz7Mz2dwkn=?&ZQC7i{I#i5BXsy#eCgqCTNzBAn<0Nf`!B)MUcb&?ru|Q-5jH@<
zvrWnxzXa-iCQiK6!qOiSmLFoJ-dbtq1s0*9zsKL7$3n~Y1&}Ug^$e8<`NcO%#u?I`
zVfbq9@k`>!+I{D#Wn}c}G*0h<uN0VM3$SPIp|2DGa(fX|D@VGr=QYQGwhzso;^Xn4
z$$5m5bp;E!!0hb=<1%~)iXKQ__0ujZ*CIOYPmuzPc_Z;~L|quz92xn(Bm`D$ws;k=
zIN~|>@RJ3w46$NF-Mr{S=VCC)WDZ(Nm`3tZ6&;80ctx#ufu0D(ZA7;S<Wk^nbQ)V&
zC8)oeNr+yBM>{OdxHsQ*uea6REoEwhr6fy5c-(mB;pM3MWb}4Pp6XNCEB$EI=GG;w
zWmlu<@4s92cUc)dD+J5aW*c|t)m<oUv)BVXn1}nfY1IhTmIP`~2uBK+35B9C>SOA0
zMrQ3KG@3tTRSGTG2VmZ1492;{0h|92ZYG@_=LVi|b~S;&_jxh5=3WK4m}liVGuSwU
z9(At6?d?T_Cme4?{Qs$qb7PFIeBM9S3W^5-I3jEk9C?_m6cu~MeYL=uokrZOWF)KK
zIpKYXyV@g;n6(fX%wr7|kf|G^fQ=xTa-OQ66aRR=kp)JVhth<j#YP0Bh91iL!s04F
zIFEQpls60z1rTEM=W#SP=Xu8=q-GSD5)MGn&b4?a3^L-_L63>rusey<^7Kn`Tr7vX
z5U@nE!T1{`5NX)te&||rU<PU(zEG{5%NOe)q@D!pO#r$yHq_{#_*mQUT)#dDyorA6
z*3P>PcsS9%{GJ$Y9%P)w*mvtYXyz~tMDMfHZtJAF{d_qs6t!N)Cx~9&0j+;jV6Ubg
zqMoRo<%i!5>8fxv+O?$_%LXf%?i74ao4@8~EIXs}$XuvA?zmt;Z`>uiEmug=28x8c
zOGasgx|i&_T|H|gFqQ0`@8qMgtKiJ;ba;}L9b0jP%4WHB8}K6gB=f!V(yOv2EUA7z
zZhXJA(DNS?zVy$E&1jeE<`r1G?>sQe%Flwu*_d)oc)~a|cWT<d^|kW!c~$!~bbao+
z8mz{w@%L&%34d*~Oq-WQjYe)S_u+Dr-FS1(W@Kl$dsALqUdQPa^wfj9vt=+fUWFs-
z%ZIt8z^q|<U0ghjDW|$HU<#wcZdywh+kb-wYzj7Azj$H(BE~&x>M{Vz>Mmzn;k!sS
zj96t}l>5V1=1j};!gTum_3rn9^ZU#0d%v;Mx75eu&n4Y>9{qSNW31R>7=ctP3|4ez
zy_90~K;s+gRLK5xuj0oH%k`hm5BAS}ufHfM@@ACi_FCSP{9~=+inO*5Qk}u&*ftuA
zC$NEyl~zgSs3GMa1FB<@v9HX55rmAmpGY5V=SyGj{NLx>qP=UMdS74PU-y1r^V?t3
zJ)iG>U!VM6X5ZtF^glc4<MsFS&z9QrIp6a+KKelg>-SwK<o9qA3-rlYz)$`#9QCC>
zLqPpz6eRhNDv--jUIN~7RDhMUlmY_nFs~R_IXS5PPF@YahN6@j!R0W&nr9(7^nWa8
zV?sJ$r4_$i&~A=`+M(sufX=A?{I4ains`AaxIIE%4M~ftv;xuvE&u<wK%G$u=#Z6G
zfVw2tYJ|2+%B%gK1=b}wznW=51<*bwuZEQy@B?R5LOLd;6~HbkdDYMhDgo_O@@imb
z<@%vOXXSr%&`K+yT~zX`sTNd1+RNqD(9X&QbyO~N1awqNE5KbA^Qy5IRD#+q<<;QM
z$^~>-ODh063WFGfQzrpkvmhOX5Km$V7jZu+Pu^N7PyO77f3l|mO~q|D>Q)B>u{7mq
zK&;SkVLJ;OBlKEGMIFrN5ro@52x_2*ww_JIrFs~Kn-O_Gl{+jdIwl;RJ#>%|F_}8y
zkR%!ANIhPmED~@(gIOfHeFZZfUWY#PkdiurMkDgJ5T~dE+3c;Bp1YM2u`CigzhUiS
zz5robNWnPK<|2p?(%%_`(Z!rrf&X**3gqXSYS16B1^WRya4?I6D{!!_dZ=^g9~<P)
zAsy6zw*R0S`Uh-bz$_dIWrzb^jqs}WpoUL?+R5z;fi^PyYun?=Pru~j$+_uJ=SVk+
zspd#^NPl3H?7tDke<RBOMpW2y#&)M5h3pG3@IUimz**F@hyTea;uaOkD6;wwGXI0|
z|KR-xcxrIJ{$$WB7~_k!e@OVVXp}PkOoPUaC!VOh=1wT1c)A|IqA|9q;V2?67CXQy
zfD`Sy%-FSWd)`58?<O~l)>|eK%Hpvl-T5=&9e*f`1Q|EHMg37gRu?&Cp}|T<UJN<!
zfA`~OHI@fFbEJ!u9+(1;AnSHAh~Rw}8UFr9@#JM|y(BVoN|9n2Jl70rayw`OUAc*B
zpqI9a9T8{*&+i)%|27Fxse%14CaNJzBW?eH-r7F26LYX)Arp_do$f^JEErRU<!v2$
zQU|)SPwNgYmU&Rj6*;jFy#1UaZQn-}%oB6N4J^Mui4kIO`1ukO5@x258@~6(!+DrU
zoFn#%19bRk7B93N*xh;fR{1_@hZ@jx%cTao3m%<Q<Mw^7_jQ>2A5&cZ@CColucYtE
zJJ=T+57mz?_X!t2nsEb?_4D||+phTYUEjz{=*xo&N_iy_^aV;Nq5}1jP6|>!%isvI
z^_|X|M*z#ODq>-U&cERtkt~5gt9vhF3cqzr-ZpfhTk!8+Xxv;{|H&GREV>j+#3(Rn
zyWGu4^0X>4pw5@7MUw**XQ-fB1(}WeOI1u2D{r}j^=tgw>M2#UNR%-vZuZO7VOVI<
z-p(@Sd)HbA*m;!f2*Q;MwP8R=DaUUWMk_0*%g4QJ&F6igV&N$HW7dQ`%zlG?2RyW`
zooPB~m=l;(f>-2`7dMleKN>gZq0dhw?*{6UVP$K2pX5;gB7gXK35>FAKdJ;N`;=i^
zZ_;RFF98c%Sjyy$%(t)&H+!U3Sw#j=aw-5kmB@FJktG5)o3tlZ`&foe<n6;;=UiA<
z2gbO%Ufhv2uM?fOEK+kDzmP)DwRx8U-??Ebggzhdfv*E+WDApaUqEsQ_3K_AXso(u
zw*SORWt_rg<9+Q$Lv#oy)qwx@DS7Y<^j__pb{~>@ufI9^3JlN;xw{76s;utnI739|
z0_F7#S=s;7@3qSEcotO{;$)s8ovWCV%e&cs*7@axzObgBCF5qt!nLq4=C7LE4FKd~
z)lhu+?Y<BNg^k+)bc_}*GeIDp|4q7#)nhPkbSo4F=C!aTtsS4BYTTJ9sCsm34NmSk
z*3~5=Zrawpom)e6{2%>aD8i?d+)wC59g<9<@|H5LH<7(aBdkpVI2$sdS=#9alwzt~
zgSgsqF7GE^l}*J}Wfj_+YJfyHw>ftE$`hbIBRKY}^Q=xTla*}pLK`ofwkswPsQgeY
z(o|=}$hm$<P}iocr!u-xg^0kX-34N-U{na>ZZ%T}<!<#&2V<^4Lb6q{xPvL;$^g+3
z08ZOctap-$4039r$NC3ksw);Y!&xb@8(S7@%v?%?)0oG`hGRYY9PhE}l0w<4A#GUy
zXK9+1-q6@FmTa-T^)-(k@DB`_$u_*xtU>21N1Iy<6ot_bP#;(ieTp}}>G`q6@5l=J
zLz%&qpN~pN^-s&@l%yn1IDdMv*}3X)S$^)Duta1;TvXT@Y)UBORHR7akIDIDUI&xC
z6Ki5W>&kG3)C0BfFIsSlLm@p#UwOJd3ivT2v#EwNx_PFNvAw~+>XqCGqF+-qVhCIr
zIk`v?)@9pMNsXn@63>2>qcm?A*tXC)jDZ;<Bjs`}&mxOOe=ryZe(@M>rMb4eV_$CW
z#BXjt+zzG7Aj07chesPZ_?Bjnn9{<_d-;N(I&NXY?t};QqC^fxlgd-dB=(*Pn!=Z2
z1|O8{TXVLade&GbIN~Io=8UlPngqq6jFD#Aqil)`4R%mRv&cWxPL`^+$ENT;7c{O&
z5cG&Xi@uN<7^4>$aJ~~_63Stz(P#$4w#T(mq!Xx%<Fnzgr2B<$p9*@8J7ef1M!BoP
z3f5;gR*r6XHp8+V-C8*#gT0&La{z=Ks$rE%WFs^{7r*3@v0Vc=%ncwRLE$0O3ebZy
zi^~|}-14C~g$%*3iErM;nsM1*8O)j7ed>=LP+&6-=xkO4SFr`J1xhb6avY=jpF5l2
zrbvf}f-I~E^a}T>v=jdxi}qLXvYx{BiVth8?@24>WRn-kiOd_jI@wVK<)#$JP3=i1
z?B~g}TsPrF#LcI(1e5ZHl4cvYDH*n?p-PPL-4t#}Uo&td+)Gqz_(Sb4pX|aC2sp|O
zh&|U#h)=BEKr#sgHT=CKaS>fkI;o%|?H5rCigSTZmlpI4BL5xoB_Es>Cbwvhzw|26
z%$IU&#nKOWk3i1ZWfsafwr9i4y=a||9~2_dTc^%%6doEjIv#cq!qgcdjgo7IOotUz
z6vbOIcFkJNs~Kgvzka)RCW4#CD+3EC9zCTI266qAmbvVi&*g|!_yXj1dom(<?;e!U
z_m3~r-%@XiFDZzGwYb)}^ocscYa#S6<;)UC;+)cG7P)!Q6#i0Xe=)oF+0t0RgtLSl
z&Yxmw8D#2Q4t~|$r`4(B-F(YfrZL709*L3zwOa1#gM>TqPGxAS9(w?2G&TSd7U~VX
zF*Vq%1m7l_hcknn!HJ-P<=V`rOQiTMar5F(SZlr~2#XBbc^ADbGY%%toMo7p>P^~>
zY95sfij#uk?YFr5Khb3d(j#X5jN=%dxFioB$79=7N%toBtaK9@S-SB=Bjc1`D#{p@
zb;LzYE8F9eaiZB1;}-KIxU7;!W#`3X%q(e03$0ay;>z^OQI9E<;;Q=MMD{us@@+4@
z?ce{5XH1}mn@f%mKaTl)EHMztD=9}CXMoXunt>BVii{LkFcHiT#)x1zwzrEhLZv^R
z%8uqqxQ@8UkS`gtrT^r}6<Jneg%8UN&P34|ogjPCNGCpRq(%kDyXK)#9ge;*REFf$
z#S^g;1)>8iL(zziU8tfy;H^iGBW0K@m^4^cA4X+ip(?B#!D-*7or!oSi!4d!|7HFO
z@$E!Puq8c?jGiv8!t<i#>?V3@G{+U<K7wN`y|O)cIYW{W1dog>C%^ap9YJ&|c(;oB
z6HY$uBq2AfGP0pWs5;`!2k5yQN|<^bf$_)<{TQnrZJZBiuTmc)g!$JiV3JLTv$r&P
zVfU=6sf>_BGL}Vx%8%rk&O~j<tfzwH-6NujajSU}?TOThygC_(E>ifMDYkX|)%)_4
z<FnC}e2|(Gizg3<9EnWQnHf)!j=WKLDZgw_PjxGB-cnz}uR@=Vd1=-2E$Am<c{lf8
z$$SkFYtH7SYHHMdEIc7(yKE=@MZe>_#ZH?4K2?_E`9gquanzRReo>U2mLEEa(a*a&
z;MS^+;7_4uU_R>b=%G0>q+{1qFvigrLt?F(pMR}52l+H&UH(v}&S&yyPD@Fgi_Bez
zI*Ug$YV4S%>F+_$7=M^_Gue)OaXN?AVdN2+gUGUK_@5Grm?DO;Yc~<7uV`f^k#VEM
z#`7%crX*qJ?%vV&kF2ax`M4%gR`YleG!*Cw@j_YoV0V>c<|z=^eI1Tem?BpzT;}@|
z?mFTC&^8bD`$@$~u{ccum@Bd|h%t3>*HPGOaqAbEA5qy=F42dh5PWd<ZSD@Vi*H4y
z6<i4}^CTw3vl&9&1uG{p|KKIH<$lI|%F2z!^@UMMmeb2C)FqPfi2mvJcJ+kkCKaC9
z1XLLg$kvr%GTxzJ6G%z=71*H^QUnuQAVHTA>A59n7zHXdt4%z^XVXpsRchhrxhKYC
zoHEtoAvK#tL6n^_q6RTT#UzkLV#Xlwkz#|AaC4*V$K-6xOL<U9(DKh!ngelLT4j1R
zZxmI92y226OOcq9w=^xvgW0_P+V-!nHy;I-tDCrXhRw(|bX^b!RYxWRGsx9C>-k(l
zzAw)tbe;ZhX(^BeC8>k+ybOCcHF!QyA>wV8qm+!Ag?x!7(8w$nnc}f!2qB;c?}i^D
z3YmCw4$ZNzG<W2}T$LB&+irNjen9R4T7x_1{ruA@3g+wPP<*9*gHvfx0CL!6Dii9Q
zZjE_1SQo-VdU97am$16{E?yc>pd!jnqO=+}q~;s0cN#L?n>RGq=<(EG%8nZ3ku|h%
z4yhY8h?FHek%lQZ00l-rcpi;!_B7p~suf_vsjN*4kn_kf!yF_f%YMSE120@x7MdTF
zsDznl9GyY+0_Qk`uLDYt2#0G=8%*FY%99~t$nACzL~UU7=0w3c$gI09c?)sZA(@4A
zNKVmP{YI{cmVu;Z`=r;tr}}2HRO?^Q1y73edz}ZPJlyhSmB)aGRXZSU4sYfpkf+TE
zzd`m8C2<876AOs2g2Bau<y2I8*=qfl()$Z{b!MH1S0K=Oz$M6G(IE<pbC?*cqQDjr
z$5~;l12uM0_6hWw1)Pe>`<0Y!WO)lIuBeS9y2vmn<c%oDSjbOeb%=Z!E%OTl&=qfa
zkrDuuagYm+uI%+b{|Bqg&JX*qC`VD>=nC!0Q;~!<iVX!j)M5dW8WeBg<>6BdPmlmt
zhOK<DSqZl*tOgQXTH`K6ZA^5#3iok&P$Sbyln89GtxJ&lGI-(L2dYrz<}JmBNe-3<
zU(Wf23)DHcZCqT<IVsj|(%D?ciJyWYy9)HzRPi@i*DERr`RKcv*Zj7Qp5J1$q}M0R
zZGZC?uRk*j2DcO?B3wa}ggwe6bro{8$oeEqBYKqCEeI>vzNGOd2-fy4L_`=cr{N7E
z>0@2*8-#ux@QfjHk%Yj-0(dke2Tl;7w9TuyKotyeUSJHIVI*##=c%!CfnBv$ir-nt
zJ73pYM2-WB-uHq}qQBHyA!wkytJw|mn&7)>_+ma5D*dcj<LA;=uNZ@1KLR3RRMHJd
z6bK3W$FD(oOTZ&eUgf6BvGEbwgQPDlc|4hKz}%nWu0o6*s%rvD;MTP_F;@O+&#9@}
zpm_vuaO$50u3<fKFT-kqN+7_3b2n8ZL0#v;^o60VV%Zi|TbBweo*TmCMH>aJ5QpaJ
zX6`B2+_>`N$RmESHZLS5Z(X<%Jm3W3I(fQ1c>cMH8{E}A_@mlkReT)x_^#Rd>`uQu
z%sRzCc4AO>8*AyR{rFy3u1zh#{vd_8;1Sw{@0$$vZW765r%-_%e*+FK0P3<<pbHiQ
z0V>2+C|P<>7!F4aebyQ!=>`gTaV5ZMg}A-sThj2`M^t^BKGQd&8hY@QYr$G*hi=U-
z(`DlhT2C~VXcxsbv1k?ipqX6?tDs3<vW`t8c(Ey2TCb9@ENL1@R5|(iou+LAAIzdD
zoInOxfnyu9OV=<sMVJfF%|rA7bb<?a$h#}_hb)M1Y{S#vTs1AVy1H1peoj91e}CPT
zN4XRW4pb~HYgj7R?3tLAqjind-R98O<7$!kCW%;ieJSKrBJqy}HwB&D25h^YmD6cT
z=p6XE;|4a0GPH-&OtFnnmR2;wkli+LNR6!|sxVcLgll<5!AzPD{1JUa0dyy=0G}l!
z4uD^a%OC$`o~1{`dIy`w)@jO_Qr2`+so|1ZG-2U+kF=ECgfp80tRRL;BYYkq7SgmX
zhBeT5t5^q@CM@cRNZ>uPRR(gIM`|sh{&-grk=sh>UR@!;28r~-+h_$z7`5fRg-f8)
zi#cJ9p1{l#X65CndY$zRZ|ywS{N)Cn9n<6)vn-i<+4&g&GxD&hYLZ;Wy!dRw+c-8D
z&Goyd1Q#HmnYvhn?GPW5Eveo+Uh~d|a-LJ>6&7W24?xry(>Ho=_=l#3a!xG#o;nDJ
zl;tDPD&|m^?25H<p4$F`UVPs2(IS?Tv+;CS`Dq^44rw0;An^{`#ie`RQu;92E6<nu
z5Fe;h@fZ0N@TaaTz;8LG>MDgm4x(&k;xT-A&QR8FdM;!`Rh#}SogGlI=C>qk>XQ^&
zQIJ2zTLPeHCFQ5ko^^^;SqY<FYJ&dOBG7OJ<z!2u4TGy2Ole+l6E9QQa_D{Eb&9)%
zvMaV-pb1qoTHgOh)cqA6)90_3q?Gj6d2PzBo<rWNy{vvip+Qvu-QLo4&%I`Q0L_;F
zjMCxnYOJTI_U&U~wLG;T3rE*5U?yP&%eKow2vOp)r8IUCMv$I*&|kOyX_2rn&sA$d
z3d_r#fx~LFZka^YMQVUbMA>G%E{)g%`t6gUvn%{zwi^VnK~*0k4a3i-fmQMl^<2Lo
z*MKB~PH)LscKtW9b%6R5>PXw_u`mfijrWtXZ2s&TmVQ65{i>D@e91y8F7%156i!0I
z;Aa6k&83fJNG=U7p(}aT0$t8<)pwK2EC2=Hw~S$idJVl?&gwDEmo%bx1Fh}a#9bMt
zPIjVUgziy9LhXkGUpa=!>#n+F=6?C=;U%pe8Yde5Qvp)=atbp6t(&ik$DH2=Rl46>
za+t>uq;4zQ<_TYrgYhpbumcLspejxF_?}h6*UOqaU&6)6j(%CVC`;$JTYUG~t)tEE
zYwfi4IQgoAs>W)69{aUFE%DZ@J`JvBIpvdXtDQw?>Yg}v(&22{KMQ$NiYqBS6D;6`
z;wO6_OkC&!gV~oaP_Ug?A3)p6POCA|oVcB&9-OXHU!vb3R>#~`)aF`R?v#-A3yKDO
z+I3B|C*~}^H0kAarjb+0K2FFR4LxMN2dF(w*FG;k8}vP}6PJXttWxG}-U4)+_b}yR
zR)lG_c&loI`bL=qQ|^uF$%*zY(!DCt>>uj;lct#B<M8XH1)hQw71GF;>=oTi_K+JH
zsN8qJ&mNA^1OKE&Y34p;)^hiOH~AMT@)CCQV`ARl#}hGHAK$w=_fn`V@479R_LrsQ
z8ZyDIUgE5wS<UIsd{YfcpeEah=T{g;-d5V*zBMp+XaGRnb$LA#+5_sexrM;&N%%Q6
z#bQH=lwY`WP4sDi`_F`>@AVya%4^{xL`;%&I&$~n-l{r$Wj~m0r=}p#><%?Aws!iw
zm?nPfQhl*6sYLi1xrp^Ya(n>NB^a$SJIu}Da7sfY22B>31vO!HFHW(kK1}uXg$gyg
z_#(!5`>9JmNY_<am8T~DIW@MvS3jh*Ofg)hoIyPi()>m5^+mmv{1oW?x5MSBC1|#y
z1c+ea1NB9u2Y1tJW3Rshr`S|Py4VU=JBiXu&zoN^oMt+!!g@^cInFG8#%imR=6W}r
zWN_zLX!8D;Dhh>5?Zes9IO={*i8C&sCWy(f-`_Zpd3I>O!+YVwN8e;nqmla!67!P>
zdo{ZsTMYR~V%qrwD)g>~B8H4SO!U%NLr$c`rLo5$ELne89$><wvG)fQr^fp2#_6*$
z50p5|+`QZnQw|ZG_flxV`UC-p%jndMO-QXBPGTOA*HRyN7!_S2^7O)!w#NSJdNP%y
zgj`IHeWL7ioR6kDtAf=f%SsYTgcp0JJTijd5RU$(XP~B0<S&!2Fl&Y{^Cpsu<{Uu*
z-I65Na)gkT$sIGQAG$!fTQH}c$c&Xia8VI$u|}4KglS~#QRR!v-YO}Y*wb8LE)o3x
zu$hqn+%UTzD}-E!I>9D{O3cHbqa9A<RRW0=C(=2sVyU#hsc_ZKDZ?HtobE9LBoW{i
z;4wv`{+y<()6!-Va*hxWID5{PUIKvv$tBc|sFh=cUi+AQA6eNTaxc3gc4Q#Kj*bKO
zyk36+=15G+ie%2HLRIxdp=Sjx`xR`hPQdIyVF0y3d(WJv-c$I)SznRkpQixK$@@W4
zfivf+fGzehjZD9%TFlMSSv^*^;QU-qhB@fCoo9{t1b1Go%DsBLFg0-Uc&?D_LN=s8
zclgLd^KnJeTSRI2HX@J2TiR_)V@~gbd+HgQZgU<-P2|`!il_S!j~`_i#4#&fe$-I!
zx1t-zghRXbVl6M_n<FlMq&rS^0!?w8rwJaBKGre*(m4m#jxqwKbhqae%kv@&iwvam
zBu_iZ{vwCPjFlZba0b&yxzC((@}T?tGA?}0vqu0lV94~|TMF=HnAnh$%(ARk%ko-4
zej+BX`Va-J+*Q&mombv_qcJbC%x^XH{E&KaI!n%*ALp}(FFtpLdVg4tIgrNQSYTJ{
zp%p&pt0UnVj;W_sumwyQo+zGb*nS`}O=o7uZNdv=?ODo;T!JKLWBgf^%`j<jJvj)8
zZTtrshIqCAm%vasx~EJW<<P8EU~7l^-4QG_#)I@PfwQQ=##L?U4xT0a$4r2sYk+RI
zSXE7Cdw@4%c;aEh9(Y!BxF@>EN&cvW#vQn@Y`xII2c@wVnb#aAu02oq_@>}I3V8(S
z(p;IUePa!Ucas}X>9i=~R^O81)yVP*+Q>Vz=qdZ#?+b;Bqr9u6uqC0kCSHDO>qY|x
z1%BOrG=)Mu$2%lw74$0-{fZ5dLOiZ+K5lRi7%iB8ze3rpl~UZG)0#^wJUNzXe{uCf
zGhf!$E6JJW%Qj#Iv=6qDCAX|-M%>}!_h3uQDeKiPN*R*ihUD9hk7g!u0p(w!2HGf`
zH_3Vw^3hY@77nW|cFuMT3-j*A`WB(^cnZ!gvQl5BmOU@cIxH<;Cxv#IMh7gzxoB<(
z^~zHY@}k0qD8?FN7`aaav)IbX_!!e!aCzC4-)?0c&2CL-t!PS?3C#fWO@nm>iFZj<
zZ4YH?zng}LM1JzKaZT7L;y|}xJ$`B2zM4-gIXp3_hO{gPI)<VOjgqtTn@?_i{8RSD
z#0k-Scgkc(T|C{va1iLg&LKW}A=6%HWwEPCW=CX3wxL*(Ju|igumq@zxltjc`Za1}
znU)>kyUa+fmur74U2F1=@$^tzKkRK3vhh3wlXR+u@oO?Z^{?$;HGT1J-^`+fTiXnQ
zouj1p%1=y8vKHhQ=$UF_>-E4ESrn?Ic{T1YL@XV2dgJ_6=ey^rD1z;h)L5Xkbi?GK
zrbvy@G2^m6rTP8@!Y9Nq@Y5dWK=A^izR{mwm!iB(zyLddVV0Aqh3h^ZO?c3U;ABJ$
zg}CTzNmh@2oKAE#pAhf#cJ)o0s-GX97S1L}zFmUnQMm3Im2oNfTDp<;c0THC&K`Kp
z=6TL;baqMZAiRgd5T5l(hU|xkpB|VUkiuaHB>o-VC;wJS;sF-Tsx!`iclNbW6154<
zIp)yP$xxO)#1~OuG*R>XpyJKM7(V{VJJ3)J7sGn7s0`i*;vxuT#339i*VX5p{a!<I
zIPq(4rcDu;=R663c-+-?grM_IuR|uFVGnSJ$Em2#%6O`B7;?%G>21p%hpI;9*W;mu
zA>;JvGvqO2W%J(80RP8e6vGz6X2h5!jCD43TRgLF!c@opa`~ZZd6LuX&aNw$n)V7h
zg{7Z|DK0jwx<h}_qXYwX;R4L;U{cmD_R~1a#G$)H7|&7hMD2R%_J!^;`CUQ7z$fuj
z0jS<{uhLQy^PCk7k1509ml8v1<(E12*(H6!(bL&q4Z%l%>O_{OL4MAu0ifw#yJM|#
zvA6@WdnO)!l8F7C4oBXORns!n3l38H5ju+3MnczG7XLT(_HT=A9%cn^rY!Dbe@+2k
zX1Zb!-?p3fNVS|l^Ha&E4=?&0iBe0l!|N2wPIL*0yO-HxPOOE(#arH5bsw-J?N?&u
zgdd&#kqq0aV4ZF8I&~~pFY!&`Nca)fQyl_T_`efY{DB9exupY*e~*AS0TFOoLlT$u
zqc`adcyUd-1u)LIw?+>Qhpr>fN+7Ad{A;X-j;gt1YZy_#GgJ=Iw97^sSG|wg-&Mar
z)UxPWtCwQIae?_sxH_=>bS^t4SeP|+5p`nd5x9s}UF>^>XllX3DI}PKuXCw)vtS);
z6LU(%Gb}{)lwxv-z_F&66Q4V;&CNXU5;A7x;3i36&VPkoslGbSfwW&58I?lrs&W2i
zWQfAUHKyBrU$!Qjr6H47ICK-{?un}yqMsOP4$-@#>cN_B7LJP;n@&~p{eHjxzO@@T
zw)+mM*2f5*N`Sz4#?j=Y3ES==q<|9vcs&gDXH^*G!QnJA!y4>r=~fu3!mufocy{XF
zQwwnh9T#8NbDRMwXJe6TQ)DCbEFue*VH-{hgD;EaK!F3UJunn4>Cr503<Fpd5F#y$
zjn!d<qMAa8h~gO2#Exva0g`_$Haf8?7yOs?kH_+=Qi8FWPdAEu&G^?XjBaom4T9Kc
z_xup#MR_;=U2pczXfAxe1x4|bKC%JYD~<@@3@!t)>x;7T|FU;bwU<g;#j7Z4DYnx9
zVfjWw0*X<0mkCThiK^HgSvY#84=w-dTwRrv8Wdh$sDo_@a|<`k>K43JK{Y6r;4KXn
z)Ei^+^Oh`&TF+`Ea4|b|Tc;+k)cPeXq_<HxMs4X|+3-Xjlr8SQ>-nLb506?MS#x;p
z-^VF0n=DkxKH#uvDwfE=b@T|wculUCwjAwmEvj1f2y|&X+F5<|%uTspdD=Bo;#9&#
zUY2-lbN0}bl=!?f8mWFmp36~;WtL8S&1^xxlT`9|sdv<9T!=o$Hu%0BtD5<q;@E6)
z<+L<hXItf3cC;VfpcnAFhCkx;?r$65JSyWG!0ZoQQrcN#3OOsT_;(uVmVc5X!Bw>k
zL@??LItW(xrXJZkcwTBm#VYeByTqsWsygRk76!O%$d5>eYQ7I&gE!eqOHY6=c?>I?
zw#lk24PVnJkFy?=r0qz%%L6LX)fXL%D6mnp-L5qGc{IO=3sj!T9g1ZPTN}d4UYIL$
z=dit<o6%RJ_Mgl!`9+#Gtop9Ar2GPJm6V0}Du4am;6VST*(b0Xm+fproM?2gTbgL}
zl^ZnG+)TfbFs-bZ{VVcQ+3QvT%>@*@Q*V8`iscvX6xA=Yh+VGnznj5Ge2WLL_95Dp
z#=nTNMo{>jEVeaDo-NbW28W*a{ytxblF5AL*PFzjBvPf7N+&vFGQ6(Bvj%DXgW3ha
zap*Ax8C*);{NXOIopMXrBxP>Q>K*+Y<X5;3o1FVc$RbrqBVx8^(ssg>QfeyzI+GSN
zNdt`p%kVcU0mIpP3JTVA#|k{hH?Q9ZXLq-}w^zMHm%mKfNmII_6x9m@Ua0WEw8lPL
z+vVT*0_m?b);2>6A$(|tKkc}#5}YCDu?$~v3+tH0rav8N^vj{TClL+joz%dJVmNEY
ziA(Lc0|CY_4+oc4^iCQBxd#6)P@OA1=v1hy*nzswVlgYr7Z#?DhLsd?s<wBnZZ?Ys
za4MCUcd5^OB`hyF+t>_sOr+0SFe&Vgt(i7#K+F^r&4RL9ZfO!qM6>)pO)4Wl5e*E-
z)3tJ>R{Y;iqcv;O%*q;?%k-a9M|Ri2Z<nmq|ELcNQ}hh3FYH!+q^@I3^Ik_UkR!}r
z#e1(jWjBmFI<AG<Jzc*ERq}sQ*cCXM4x1Q-d=f1YOjWFo(zr&xhhp*TI97aL(dynB
ztY~Ttsb*K@Mq@3qHqCR-?QDL@N=atZwq(ui3!#VziJ^HB2KwO;^;V3fR6v%4A*c@T
zK3zwr5+XKlWm%yQoY-ae9MMn6bOsVh5BzHa_gC8{ov0qm5Xi~I8sfm>dc}t(zXG;<
zS%>7nr41FS6>boMEG{knEo;iq7PW?*MU*jlQp^QyUMUv_I<jJymkDkb{s9g$K-zzf
zf7G5`TTNE!vJh6z(-}iUWuBSc%qeAhqFU&NmsTuE`_=!$Dy%8s=e7IOSC6Iw5W!V@
z%q(6CZ9oKFHjrZj=mK3pr+Uir=T_6q!ZZKtENAY1oHJc36;CH#GFDKZb0;Ww6dRt4
z#{5-_uH9Qv`5N?PoLl6jbC1~>9ZdeZH0@17w$iAMp=P)tUAs`yaJV|377&aj-#&_W
zKg`;w-9=a(`8j9wFP`&ShcJe^9EQ<G{@M|ss3vyHUc($P7pF{USHEyvgHU%XHtEv6
zeA_Gx>8{2rJL<2VsqUAy<F5F%y%yf6ipQiL^rNX&6Hd-aSwMHVulkN()?>-{fsC^1
zx1rVl`fql0L-69GKPs25ZP5<_5SP1~bK4o~lSyxf-f&1`HMX;5t8GTGT->vlVr_m)
zCp+{pzQwH@OK!i7*wxkF;4{=x=LeYAf?)IvW#;kkFuXR>7jMmeZMFsB9EeM>Fu(mh
zI~)lloIxb{*dHfFM{CQy9rZXC9*%2%@|zDQ@Pwf>apCmZg^s^=@3zFFS1ky@R|Lz&
z&;dTig2eV%ry*;1QijW3dzWaXSH-RkReqJ&;NFS*%(_rE<t$^T3zUzo3F?s5o)#j$
zl^$}ETh=sUvR~HI=a8xmlIPKE2RJTgWv6WVS51a7>dOvmJ|z#}dh-kuQM7_=vW;}9
zrw=DAT3QzN3^O2we*^Zk^*m2t_*bg3$g+s%`q%tIQepPEGghygB}nBN++6!xw!<Hx
zQxsf^_Ugt;Vt;uKp5F~MI-fg2hkMJ;oGGmeA`u@PV#Fkp-%ps^umT7@;62ZT*=7OH
zUf`U~Jm@go0t9W7__rJ0JIa4?X2^m=)zhV1rZc1e$ABA_?jU}$09sQiwYQVRTJ5vN
zLlN%$+MVX&$7`XDTVu1Au-BJTUTqz@1)8;En?`8vI8`n4|GRaC;w_;wWcJHTc?2In
zV28tT!6=%!P7NEF*{tykoK0+W64D8v<xn->NGFuIZs7KOQ7uVduybfl=^k01rmdMg
znzCX}#N@$eV*eLf&l&7@Tj{Z0YFcHnRVv2iXtLjju0u}CUJW9vhFwkzC7bu-j-G3w
z2;8QRv9({$1)bqz7jYL=wfuc=^N~&O8Kbt&-#k`5Mpm6iIG0;o8!4kIB^MqK>gY>T
zwOiE_JrOpI+Xj)Jjt8!?!>D^PE|J_vWOmvK2tE51C;3NM#dU;#lktW$9+|h{=3|(T
zU~f=S1_q2B3$pAkCm9B|)9uGycJ~!yG~T1BW7ah!Wv|dwjvAe;UUzZc_|fDYaeTX?
z%GLjPyH>+)+$!j~3A#+pO*34i)owGj*+R^XT<fFS43N;aZCtwb8PZ)M4o{vkqoj60
zG0x+Aak0%|$NW3EY*wAIy<z2H7<y%BpxXB<g4Ns!i`A<ch*T3N=+?CR#9X+R0GP&D
zJXt`eup>;xl$$mIntM60%703|mK=spCb5Au!=&n;`y_+VgO0bwyLonoU^i7e7^w2C
zaey}==s?0??VhVSb2pj<sZK9AcnCqJ`u&!3;Ev+odWz!Y@;oiX?6`m|PqDYh;15Fl
z5jBGHTJ_}FWbLW!=#w<`A3tPV)RY5-ezGtu$TE*lzSD2W(KGfF7ARHYIE_NeJ*)<*
zXU)B9S~)kcrsPw&HJEH+v|Ls{alz=Sp7|t~$o1Z=WHz7KeJHUmk%R5<^_W`c`lKX?
zh+}&~1F%YY0Ny-%$xakhZ23PygHz^qM1sx4PWFgyhhkmn_Pyvj6svPxwO||SvchrJ
zwa)vWp4pr?$Ju@~Q}^Ri*b+8*3T;+h`60^mZ__7M+TzjAw@7t<Ub~8)ULw(K*C^A}
zi_cR!lQZNK3;m;fm9{|5AIIB<UTO3>qjuUc1wK6s*;Y~cFeSCaTfVVj;H@wYG$&6h
zq1%5P*cqS7Q(t{=UZW9UQ{YpFV|qD#3-QgZ+G*87VqrK<b=a%f4UC9xJ)51G*V<}6
zZlJ%_<0!4&ADD6s?VJ0SOo&!_3vR3ml?K4~3AW8B_@0E>=FXm&ZB}Rn&L<lI#hwP;
z7o=wX>ZpxeeZhw={|;-=alG;DVaLk>NNF6{J159$l&2wWwn7TrQGRydu*+lwY)b-J
zyRXJKi6I#kWK(Kz?8o77n2A2eFDI8M$8gCePE6jjRrvfCKW!m>Dcy}SnlvTtiXRIk
zBFowN8Oh!k%(*$yzZWz52LV}WMF{-6^r-`}WU8<-AeL{B+zW5#2{o{T`7KR*Efzk1
z`Pu6%W&73Wz$OKt=ltE*sTOkAwHn^D0-qS3N0?qh0-LY286w&WQ+i2IAUOe1WqKbZ
za8?63)+ua`r-9<9^EO64zL|!ImT#7Pg@xIiLm4z%g7$i}z1qO90^k&GR}Q(4<&SM>
zK2NSDuSb^+J6erSS99yf%l16dk$P}wlk*XW*18FRRL}T)Og8gR*|kz;J0qbOJU7xX
z*EwTyIG3O*TRhOJLq?kO9IcoiB?NQuze?x~iZ8LT;$dCddL(?Bt6M|XRbW0Q&q8cQ
z-+p~C_{@r);PC$xyS0beOSVZi%_KoYzKx;>4Uk>Iq(czfszngcs;)hst8g=Egt1V9
zdyZO5vyinydgGeuQ0gp`W3zP*jmncvN%JqP6?f55B@+0aFQz5#&=I6bv+5*bEme~l
znwW*aULKgU&L1JPJQD93_I$)?C$BXHQ*4`J*5B!!`tp6<?SAE9SH$*WBe!qKdw7rJ
zHcdA^YC*tvU3&4udk?ukymtj{Q(4PD@Ye6a%AM}ezxQP@q~%IZ#W#EOlP{$yKNgW=
z)tXEYHL|y3x2^K%xB9|s2CTuV&J9JECP!DzeN0{cU4xS{5B0$S#e3p}6#uq1&&hF9
zCn%qPsqU<js{}8r@Tq{9{ns}WQ1ZH+E)sd3>pGQ9j9%8)iuO)RWKZzVc#E=kPSZBX
z!F;e2tc|%iKk@*6|9Cmw;ymY{sU~k~f4AKJP`4G1nQ6myRCbf@<@htX&8TEqiNEZ5
zTtza=>ag6TW3+j@8?yifoFjk+?Gb_be-!JP7nwweZ)P~0L<ykCR@Q{2zd`c=bpV{R
zW3H!a-a_5|lr#66;~c@FD}I0K<jsxo@_Tt}^>QR-f8}*6R$&?K-`2u+KPWiwJXmXh
zMaL|@e)Y%IRRqd!g?Ow{yTkBCvoWV0Lojv`g(Ts4(#Q5++_W9}*nu&9b*h|CHno^<
zWfnfLvcd*=!NZ-uE`U?aX|4}vv0kofFfk{yE?8Z6&4u8aq0H{GkXEX<MYCVt>i(&6
zIuO~Q+ZJFi0mm;EeEXH}+-n{Df&)TV$BqWhP^Mwgph3rG&Bs1PV5fchZHEX)+&tMd
z2li!~GS(-eD)aTMF}osFx*aMDkmrF$hP@D3xb9QM)g!;M)06IuMUCEoGe-0OR|Uhi
z*k5<&CktD?{~aX+PY}?ZlhkOktD{lu;qP6|Dx!(j-sP{<$TDpxxdE_p5tcx6eyqOd
zD9#!9%zIjI$`d_;*o#m?Uq;5G@~!#|H<I#x+OMsflR6fxjNk(Ur6#&%`^Bp}eGD75
zY5Tm^u5TZ?X%sunYWke2KBEgJfQJd`sq`L#V2=CzU?c38^OoHRjwPVomPs|}YFsv;
z?54#UOq*@wb-2>9TcF4yVqC<y2Uz24g_Txb${J(1-Lz2n{qMj+*90TVcTL}ZnPImw
zhglMmVEMY>YK~a()=?Ax(`cd4BiIZ_7N#ioF6`^OEO6Q`J_t6uP<5z{9Y|&=a!%;_
zD}L}h{%DZz7_LBIqnTT+eGJ1S`geA9*2i_`p0b|cC!a4<a9>@Rp#gn?FGlAcq0&t&
zJw?igG$Km)dz4Rwi^7w=gDYlP2uPn61<BH(m4#Z(Y|?&0C_AhzLAz%(`i!AxveL)_
zcvD<4m)$mM{tT2bU7qqnr#9GOAUXO5bp{X;t*qEoMTWPw++Xh(@;4>(k8YPbeBeuo
zIsU02)W0_B3y+R3WCPbCtRraxr!Pl~V<x;3jv~9UD@F=RNTf0%NR9rP<pY!Sc!zI-
zdtwrB-SqSyJ#xF7p2W6Kzl8iQjO-x2Qj-D_|G-iKbKInJI*CFN=J85vAe2Y`0;kg2
zDPl+^MGT^YIe#D7tP@IvMeIvAgG}1b9O0?a=nl}-5JbnWY^5IImaxg=05dKN;5Z5a
zmpLO~@%D|xl>oBp7w}x;ZZsA?(4{WKjr*2H*>{-35e~|;ajJF>n7)Pj?r4gn$>#VM
zMll-%^W|~o7N3ZOSQSy2wk#F4EmFx)FHHAarzhlv2yxiJ3z+_71f7Js&K<sRcM=Cp
zkzV~p4RQU7yV#CMHt$Sjw<=K;ipu~=ro>^|mD)I%S88L(ioPi9SvYyR4i<VNtAZDe
zqd7yxQE7w9Mg>tiFUmSXip5u%oGOUI*|!s+S15aDcf0(OJ2=poy#uD~QVIZ}m=fIN
zi1mBLfRjS~wX@zm*K923)S*zHo@*e(j>oGqT%*J$P8&gfcWaVoSNmjfpkc@P!gx6@
z0QwEufvcx=!{2{@0a$6~(&=?sJNWRbX`n+u-+Fln)2M>Ol0z9N-Vtf3rmrwqrHoa#
z(-X-M)Sx3b__1#oKhKuI?R>24=49o0jfVIam25R~|LL!1lLi^4-%Opl;sgio&ZZs1
zb~S3O<Bka=!^pplw}le3MY&{?aH6Vbz}rqe=H)<gywB>>fn}jFA4YApqi~GBs1!xT
zJ1-@AtClS>G0*cnd>kZtui6F^*aYT^#n(tBqLo*3grI58!9B<xxh<mCw&R1pAu3)6
znni`9ujf;%uSE4>H#nN1R$71xPx{K3aW;X!dU#;zg+X{xOPHm-pS4k8kK}H-I_z26
zzksvaLR3C^{~vitCgA9)-WS3JHG_dS>5Idle|{^0<!%#;SpolWR|}`iEP0+B>Q2|{
zA%U48kE~~qxl*Zs`rT9)^*DwGuSb!>OK4Zvn-8K1q=*sh=zy;9CtYwzJo%mU=^O2U
zm%eP_3poCC{N+&hal80>n^e}3*p-SzTE`cbv!ccFHIeHPG(H#i`cx-Ee1Oy0B1;$x
zu%k}UA9W4_k_}&s(<}SQ$byF0#mmQE@MVcb#^+%9$by5@1!f><$a;Fmc6$Sd0dtx0
zlE{h@z`r3(x{<m5Ft<Oh?Q$48>uLal<f%2ox)UX;DFy&Na4C`LwYB!D$!5|+yo|BM
zvh3S-z{5fpq`FcrgbH?1{U#JJO;Kl6=EEx*U7|PnO-+lk%4m)D_EREAI-zm8EWP!*
zzO|d|@x^u1A>J{T^Es9pTYOUh{=qes7}gP^9%je?0fWMp&zSm~hxO+ZAWDm@<3GBM
z+5-J2<@VpUrb%4G(Lp>7za^w3fZR@DB&hlv4x3LKEZ}n(9<n@p*7#3QnJCE^*!V+6
zoscF|oeikoi+$4lNXAOeH`aL68z2pB^u|ZYw;@a2tQvC1biUQ4!F=Sh^A<#a)W9}S
z?Nc9+O4#3`28Ha^2v39LD`-n~pb;(9H^JEDN;RmGHq<(<<#J#PWw3&XO=}$OmHz2q
zH{U9CAGG-~MTm-8cnfRCoNJ)ktNfDza@&O&W!g`S{aeX*xC)Ww+kc`QqnL=|dwqgD
z(aXJiZ=eSE_gAbOp3|{@g6lEU34(z?%E;Z_2~~b(@YNnOP=@IH#vWhu-W~MWW*SU3
zW-(9Q9KL_X-LHoNUb2CN0j&uLzrJ3b1S5a6P_<rl^+p)3$ofH^rl^a8O7F3CatKk6
zQ`(LCY?&GRM3xOwIChDCnc3Qux9x&k_h;k&o&Jb*;X(boHw#LySt1K}aY-D6aTF1D
zs7(n&MX+$PiaZW`4I3AcD4k>AOsGKR8%>8mW(!Wu7!HS9KwAyR&VU_2LwM!FZl97P
zpQrp0w`)l4$cZn2`hJ6>L2d?EPaX7#IJ_=R!1mQcck`O^5$cMO?9BLy%yK+kNo&Kz
z)~5hY#e7UV0jl9I;&am`CPc%Mte*>B01Ch4v%dW><Ln_~DYN;P#?fJYK#=kNM1`VP
zIIYDdwf}v|Q6d6m8qcfl#7US<0kwNdqpY8yJum1HU-cD#DJFRP$l3+*{}<~c6x?g%
zSg>-Tb5+2*qAy&IDxm8>tUpt19GuiO-j%D4<zU>#;*v3A<Ssh@teHa>^Uj1ALVF0B
zO~R+y7e=huD~Nw;#4gH^DWd*|AKmq7B^`X?fH9j=a5c1Wky}O+cP5_A_XJ;RHNJ1N
zI=HX7Y4sj>pCD=S<fAc{7LYJo<gw_nBIZg+veDl@KWf}H(2X2P6}qYLb<S-<<8XRH
zEpD#lunI4E5u-R^AgSf!`a<G&k{Tnd2|J0KO1Yp3yeK&17X>F4)a?|>zETm?a%}u-
zK!NSuAg`o;C#_NIOTypB^Lk-VBx!5`OI0;~RF%(7QilB@sY$~{(Mh2uPpdL`<(tz!
zxDX6f=Djv1zB?@n29qawm0d8p9Kg>r&f+-(a5=8uMLoe_5n15#<ivLq4y>}o9;Y0F
zd-mugD){^sIZg#EjmF!QrszXJSM*ltX<4`byz^q8^M?J2KpjUU?|i$mc9E5n|9w)N
z>Px8K$4`b(I26(>>?PFif>#`57VdFhOuUEWG=6^;6RG<Q#i;g;UVJV^UIT;hR@t@M
z^;>9{w=!j(RvwKTsB7ldn8wdt4LsDcvhI&NKl8If4r2;GMO(MLH%*7s#uZ}Oc+l-E
zou5^Xc;_(=eD*gF6h|D&&%%3+JU=ez$uN2ad9xOPA}6!LiATEr-yjYOBc9y$20zE0
z(D*(6x^0VdJ{-0P*hczQf^K(>OKP(S=}U;;NotG`G<9fRrCd<buRA_<nPnbgL03fx
zAgBWaLCxZu>@}dk_H3QqzlQpqv<4YLR`hPF6x+$Uo5d-~OI7i^u!Sv+WBbXmMk<6m
zbW^AY(HJPwVQn8=1|}+NPGy+*?zAWvOrGXdcERXG`VBJ9;W-0v%Gd9ro?x(uEO5N$
zIw_2l1xvBVNm+2u9^FI*pWh+}sH3yM(rCO*X^PGQ8a+&TGs{2Hyx8ZwVSge}gG8}M
z->$4(WaZ?4-xR0%66*KylOYrig)|F$3H7_+6$hDvd)yZj?;$yj-#a*W1N)49KXy?z
zdU3yQQrr=Qx5BQqwClIhTIzh)nkwEADNAS)+*$#BIaYiLS}Uxbh8;qTlH!0SonCKI
z?3ya4F7r_Fd4Tz0kU;b?yk&&cU2qF$_ah!s+gFAhY!e<g;-8;!9eiW6<{vSovSv!a
zD{WLB0z!M$;ZfqD{8DfNQI<e_tK7)k%kpm^)aA66%2#|W3Hv$mt>`2S2%Yl=ckKf4
zKFAo`rGcZ+s*MH4W=*{q3#xAm3yrYc&DWH`_pSG$20Aspfm{5Zd-|w{SF8W>uYdXL
zKmYRUFaQ3hzyIx@{{Gv){pGK}{rUIw+w$vZ$3I9@%vc_#+B3@Z>!|&6%2l+Il*3#p
z8u2aPoMl!MSC$dY&f#sHGZ)bNZdXTSkh6SREVIq4p{EagKQPG=msIZ9AQv{-$-!li
zBS|cUo0?$b7|`yUTyP$7bzcYn`=%@^Xc_U5cM^n1iV!IhVk>tazdoBo1?(lwr>HL>
zew5T0-wCQwYz9c7AO-5j5E<0c2?`Y1xk(DKiDMfmH?*D@$ENMUAd!H0mNL$Vv1RC3
zWe%GJ;#N5^m^TYt2B;9e(48DDGtR?vMz5yF^}DDim?UK^aN@*e0C#f})u0xLU-mjX
zMFpSVB8Mdftc=FnlxAqKR4nj`YWkLO{Nd)sKIaXh<529ux6%dvZkWo_MOIG!_kvS>
z5%s&k$q0z<I~DVK3GsfztOS;a;Kg4{yocB{9yjv#&p_LwE*R9lDFa=PI_i4Vg+B(F
zvUdGu;uN1NIlY3zqP1}v%E~CXwiKTbd*8x0y9pF+m@`Kz-;}^5Ls}iin{oyM9<_T#
zSN@3!T<D~Ap)(GC%##ds3bFo`5eFNE$4xk_IR*AM-Uk^s>GK$Xdhi{~;{nc#&V|xC
zTTJ{|1Y9{N#3>0r#%T?lol4YYy#e9=wt(k93UQiuq#!)>)(P4&DAfCCV{8`3kAuY_
zq1Zk|C3A4R1SVmDNP@>dgwXNeKG`h|C&mK5nFU9f2X=108EaSW6=E0bd!mNa^`sXI
z6KQdoN{4L%HeQ!T=0ezPo;Tu*w3v8Hb&4|`Ct;0W-DIyVF6fANGV$@i;9@FLDnc5l
zg1H70n3S!X?AK7glhz<(J%zs?SuklLXq+^-G*#nks+E$L1uTaeXaeie3Uwt<WPk&*
zGWMZmV4|_HG=_Qa-im_3%o$!|7mltZubptN^`L?~^m_d^>XWY?#+Oms*Sol$TkLIW
z6+E*?4^hA8x5zORtTGmF^O>TnfUc|<-}y(I6%RAsD7pyLz|<ZcyRvSPRg=dTLr~dk
zsNaW9hEO;Pk}T{s)Q>SMj4p{&I<MbAyGP+PWG4Z8ytCLhR~Kd178h7KNr9D<|7{%8
zZX2c7(K@fz6^EG>-*YJb(uB|e6q;HEMJjl&P`g5HVOaOE@{CuCw+bF`)XY`A(i7q@
z?82xV{1L*zpB1>SAE4@c+K$aHue)Lb#QVKGNc~6;lo{PjlZ*EI5!^SVvL%ommiGM5
z_UVT`+#p^g?xf_@Y1Ai{x^h+DkBAN4#+hL6<m4An?^cvwp1*W{B_HBBHOox;D07l$
z0$sF>8N+CkxWn!30^iJx%h8pKdm-uS?WUTd!G)yNE4NK=@50N7gkJjI@N5d%*B-k>
zpG0z|HD8j2sl3p@+8$C2_%{v#oFt1t*4Dq2nTWnIrrz!7=Q21y7IO&b`yDF;$F;qE
zLW?P2i8(9!NCjLOmTNTsKk_MBUJ`OGH#|-jAZRba;3*Ezsdoz=FZw9gLT((OO=aO(
z0uCIfA3P+Iaj?Xkm0?Ter+mpr{)xOP?80~~G&A7NN6&$C;$Sd(9xO3u;S0%<<Z}j<
zTp=k@noZTW6h|=aqaDw{4}=yLJ**pi*XnddUTckg+eMiVMdqpuFz9{ZxJl-#J?7|9
zbQV4mJhq>Cch4>E!`CFS4<OW=$>&5ThAEE{v?o)hJej&^k8ijnRe9;9JPQNG(LB0<
zb9gPiGk!F?u;iJd1DhZQdgAH0v&4M}XtLBiOr=D{{@oE_Wv8To6@|daDHdSmDwDiz
z#WFlPOXwk>Ntm_3SxMf08fWb)jt>*k7XMQ)O3y7y-fxjKTqLDEzEPoQjT`i<Zvyo~
z=Njjmx3xJ2=~i7~PP`(@62m%ZU)B$S+T}}j{)Hf4&Rte_-WN2!t*={C(93rb;|pnE
zpOxE1p0}g~yxa1H%K_G%vk80Pg(gqoCb)pNGD{9%bZM6IyZtVDLgASsk2H_oQ|I6U
zidw9_b-WtS{wH8gP2L=5mVBKUHaa?m#$2E|;i+`SD!gyr;w_-s-Is}JD;n^1?c}X!
zib>aA(z{uAe;jAg%}ELlNIK_TjjQ7VebZlc{<^1uDwi{#s0lFuC{ns=l(yL7dvg*)
zMcjULc^$F!f>pdeu7hbO5bs~72q9I!i(LFUPcULnvB2a3-Z_LIe4#UFzn*6EvD@z=
zTRuE>w1TW9<ltcN^4lH7$3{0__{HvG9e`)BkNPrk5Onfyt30My*{|&ok{TP>h_pk<
z?R|XU_o|nJxmP`X_4cF7cM;P8Au0TdhNJw;{e(EIU{}`3{t?glb)J570ep54s7$v8
zoN+3vRyxS{&z?G%_p{&N?LTN+&lu}_=YmArDKlzY`q1;(SS!+lH<%RKauy?_&52#q
zoi!nXDJnFq&VAY&xa*ivbkF<-{zNTjPa)5vXTPfm@_s!!MOmp%9TroU)qVij=R)TS
zdUiN;9B8FeNTc`E19+rWmN>4@GCXr&(#LX0mA(jX!Xqf~#$S0`)tm^?K1+EA+wg<V
z$=bkMyC%F7<=S0eR>_M;PP}~^g&vx?7%QAL6Vp-7u!Y(KtN2C%9%8GW9(stvpS~~f
z+nF~*gCk@IjyqSRT6wW`o8d8Go(YbzD|TU4tc*n*x8^Q07K$$b(n=#G*VJDn4%YN_
zx)E=K)`e3C@4(jJf#aq*P0sj$Y{}f>2WCAvVyp{LnNlEbf|7S3AU4N}D8gtg|3)qr
zjh`x>#z)Sdj}d2>lzXhcZDgZtXot=M`W8V_K{8mPR{h5gc4b*$UI%2L&gv?-3~CZ8
z#8Zk424(J_;-joGZ$n~-xK1oHNn_%~HkwmgFi)1&z=^s*ynh|Vo<$QFV`J}<*WFa+
z;PU_#EwAoZQNWk*9pvIIU=jH;F~%A{z5$w8$FUh40HS9O=L$^Y^NKTja6~;TG7{>e
zNYq)OP72s0IZlrbGeqNN(Pb7xyeT_cbr%?<aXR#&ppPb@lOXnC3RwBZdpkG^t_nCy
zawG|@d}ApRw>AEe_g-soWO}?Qs=|!5E-=rdtQ045xtjy>Dv{p>q?LL$1cAW=*e?@D
zOVrv-#^bS$eLA?kScl2rB(mkJlPHWDR?a1`qSI4zeSm{Qh1z8$WKj$bjwj&B2gPAK
zA3%^Va~=mDKkr}STEG3^;D;l#3zy>nXUf@cvM+r5o)uM-${IJkAT9`)Tl$)~>8Hfq
zQDJ=Hr35AL_dITl&MisYT@gF3rMeQz#Zgvr)!~SMObhpIAU~`Xep*JT_gxV)Mnz0E
z)yp;=45PEe-NOQ<4m<>KyvBI&ser5Ug(S<d^(!|{Z}39#cSAM0Zg@6_3`=R!HxX;o
zyh)WNb5+c(D&|%dbE}fMRVk_VxJJ(9<9i%%C>v96hSU$i2O1Rf6wvp}5K5gCa8|%Y
z0ar;M4Xpg*8aaTEoyrh)W6-w@VMBw^Za;YPZP;__-Ga|oebmadK|XNs>pZW4ByOKM
zxG3N%4O{yuU-H~P8ALOqJcJQh)L=v$I4j_yfUEF@WSMcDWTZ0+pglspFCa#za&%a9
z?sw7@oD{#473QLVD+gyy=B_yH4)&rBoh5XU&{g=z-gp8@22rm!<MayZ-I^1f8AhdS
z21<*W5XpOV5%iTs?k;@f@8iwERgt5Eo;p2!C0_|`gnCl8nO!?#PRin^oaXlwt!KO0
zhqW@+dp@LM>14y9tAa)<E{ckal%7_i0oirjVjVX>RVkS4Cl;9ON1LQ!EvK(NtWXqP
zBy<%XPc-TA#64h!uP20;7U?t&&Y%fMIjeuCa^bH@8c4y*KK})ybE(Qx9PqTZKD>c3
zh>lYj9JmS8#Uw$Bf+hoLqwwcRW!+qkc;hpf(?OED4^F-0NC&7W=rVZX)Wjl)v9RDC
zR}f->Z5W>cAh9&Bf<^$mC&OO29Pw7g2|_B@xNPFg6P0rZ@2RftSHZ9h&O6_)#*I<d
zlP-|^JmsxNTt2oIL5QpS(dD~{gJK_vf84}^S0HKjt_I^aE2Mx|e)ITjfKyK|M3mOD
z&gJ6VjG6S223ABmK*ctNc;-FEDqi(14v_975bs}yv8D-(u|ncLu%Gn;TuIzF(xUu~
zGWWOUVsVD1`>sw7t-kcu;W_oTj{+4(JtsMX9$yo8{FJ!+<}l6%SyFaVVrBSv1EWjQ
zxHIqJ^rkOL9iPz-yMD<g;s}gT@1sn*ban3=E_Br*AugcalhoNvQ^Z7$!J*?m=?;y?
z_w-iDsfz-xJlX*7bX;h1nDB*Ut+!R7W)N=UJ0C*58&alo$f%Ua+Dx)G&6}7snN2Y_
zQ_Rg2b2G`@Oft86jhxHJ4hwu^OuZXY6?~vUF`IzCKj(wsEHpyYq`pV20ySqo6|hM{
zgNx3w9n=V}P&nkGZmS6IM;W>(b2_Hp#ceP9sInQQQS>Q{0eD3Fa4N~crvf%XAJ6?I
zb5qY<pFuPmzp9K#RYs&LBT|(SsnUp4VFfE^`O=ecpglsptxYGM%8{RJ`$+%=55?~s
z0(0CF$%Bo9!8XY=XJv%J)zU(fyAh8*CA9I61ZQTey25jl`^b!e6Cl)kYaOFA!{}t|
zvCs7Ap`b}mq*GZTJ$Dv9ax@P9;WarrP8eFlEL90H)Hle49jr$;0ZrU@Hol&DFln%U
zgqc$*KF<9R3{>pVCZU^v1}b*otO)XSKz1F+-IiPdiO#`bKjFbu0XN|~hbb*RtWXqv
zN@!4a%7ja3m;6wKbPz2;rknyZxYJFmiP;G%@N`cd6<VJ$Eoe))zy%0hR*U9PXx9uE
z)W2ReZQ>v;uhbY2NIB}t3wGV)h^XhVfWk<wP;`8Mp13yFX>$B|uHJE0%o)7=szMW<
zhh9K9wW$hcRX1&1Fd7)rs?&Vao`CLxBwAN$lF+l4myTA#I0rS)(TfxJ^Q<!lUd!cq
zkKV&=Yqmqco`MjwygndKhd`W8Ogz(6K>?nX(rN-Ps2Q|~K{+A^mYA~wu3Q&!-KUjF
z4XT|wa2JRLA?%sj_Gcx(PtFS~Mn-aUkLth?wh6?mCmR8uT#7R(#CZp^8hCL#wAp3N
zGI-`JtVj;rIGE%UFJ`pV?WGGLwqR^N1c~#J6mS)!XaaU{?0E>-{bAj|{Oe!-`p>`o
z`pdun>F<C0r@#O9Z-4pgZ-4&XJ&a##O+QGVEnEZJuPHuaj_--5MNUn?RxU0mSH7@u
znMYghcYw%XD%cvRy9qk=I?7nse0?SHE-G-3Q&;hJbw%tiCf;=bv2m*KE-%K0;=0wn
z3L%Cm@kmkv#DOI)CrAq|7KbCNM=bF8X4{y3j!g=2RlrS<VhF^mCjfZFJhuy=;lV@S
z3`1Dbh{u%fh^92RFr^KT?fpg=ww)N8K@oKa9s<~mOJPaC76Ds1_UT@4zlpm^dSOQz
zzdzYczxL0L3aiqv-m=u*UPG7b_KBb0<D`9?o)P%IPiNq_jXI>hj~+#9+*v|bK_fqQ
z>kQlk;&fkkDS9aAAMqsv-;drt1E*QffSBIOB#IxcFXjYlTc$Y~0riptxbf9>2;7Oy
z@*r^|p~;)TWAv{R2a(gkKd!V>@JXeXuc3>9V)V}*QM^mM2;BX8(L-(;SLQH73#n!9
z<*#(*c|+q&h9ApshTsPLitSN41S5xU-YE-cN$elVRTQjzV^^3*R)ikPFb+i@_gn7I
zJ$@FFrDle5ii<8gX7IMFtTcX5kK461jxR`;$B$)R1!>{~q2-uCO!sBtV0CEx<4Th{
z8r5=DQr>=qM3>KlX4~SY&#}W{gY2#qF~`KKcWsPq5A7W@!^RQZ0@srh*Q5}41+0kN
z4lZ&FKX2cn1&vy(kEs>j3moWVT@@Je4pHC)HIYc;<F81Z$`fKg>u<9un4ELgpP)6+
z+F0MWE1!d_(6u_vX5UEa5oIiR|6__AN%_Q7xE#y3-R}f51jiwnM>hdY8go1Da!6?9
zBTM1nn-yL-x(d|E6mU|&lF(1*w=cIM%v?t;EW$Z1@!`R7V)48hiOcFZEZEUiS1c`j
zH+pry`f1`lN%&cuwZ9sTgR!IY4@zh9;J|gd_XMGvJtZjyCNAez+YXJ^{pKPgY$fZi
z5V@7~aB~5fs{$6jk3??X%Bc|PJUDS&YtUhnfRzM}gX44_E=4=c=iXIu{v7e<9eyx=
zKJia;lz1w~LC}__&ZqK;r}DimX=Ye3<rcUI#7!VBrhpZZOXeaM{&}}$feMk%%8Ab=
zU?m}jumidW#+~PHbMOztVCc8FxbxI-4pu(#hi!CT8;K^7-}Zfts$(2{f1Km?e#w<r
z1jm|l(;L5RNo4~^+u2ox5IhSSTnwj;4(e%k4t}U&dEs(^S~oMX{dQZ8(FSt396H4>
z^c~nF>a0)~1+1v=wiF6z69mbUuEA5O1ulnVB9cZ5sc!z`%Irb~0LSF^a2@wLYAZ#^
zt+v%r*utoJwVNmBGwbylLgy+7l8XX11$;_E9|E-rLZ|sY?+*U-ZQR^+#M5d$-b~<e
z*AfFf$V{`!(TG#-mdxOEW)AmAf-XQ|V1d{=SMn}Ia84z>c%5D&#|2pPd@%{YWu~NN
zQu@KkaezYGhk*X_>J3uM-3*M+cYY=?;NT?21wzQ7t;dQWSqV^bmE@442rV$+aY1@@
zT#!LOwLIUnOK}0AUMqd>m9O*wT&(Y4_NM(!XciR^p>t8dNf0`l!h9;=Ljdo-QF4uv
zXVmsgm+#s%X_830CPjTkSy`+~8mY=^Q57d$g)L`Ehr&Ewyd7H(MBELL#<a)o{y&{x
zbtvHaAjjv&P?8*`fKLHj9=`B%SKSrnrhqF4r$?DTKMb1%;^O)e$sL_#a445KwUYy+
zmnWBB-h>V%;S_Iz$g49|EW_&S1<of|cmSSa<!Sr5f(_Bw!3O1sOE3P{Qv3g6sr~=p
zeDdju<HukrP|;34|09Jp_C1kG{jRX)7FS%P_$s^-IldGG0cu;1cEI~q7c!+o2$?_v
zii?>L+7v-f0lXp`0&a@Xr3%!KcKvxA)cGVRV}>>*K3`qT13YP7_nxJ5IY60;^&)-5
zv0H797&f=N{pj*t#25>*`}}y|5HB2!mbil3YFGza7_Jg}pc+Z-9vxAiJJ_Hc;r7PY
z{figQRI+d27ov@8k5F&vS|tktfT3O;9TTVp;n87-EDx>%bpb6&Ja<<F3GK*bYam?<
zyCFio4>l<Ex{A3Ekb5x(-{=wQ{ZTGz0U(J<Cfq_-QU%;`XGxN<e6j}*0bG?O9n>iu
z<Kg^)qQMF|!v$iT-r$8u<T>>|J35_1hNU#&n~1fk-lPhX*>ex!BejgRQvpjRfdaDQ
z8abDb58e(T-w*k%x7<DE0}YCK3g~-42*LT_;QMJJ1s4TeC4Dqd%zN|5g1=JEgrRQ%
zlXUJ)5xNL|o>1==e7@?V$`(e1K5+0YjRWUHJjCbVqJXP3Y(M8qKF$L+)tMQl9+D5P
zf*@IN!DRT9?(8016;)TV%G7H#p+1_VKzoFGUu`O#_t7QPxf>e;*TWPil{xc$=SpR+
z3UgCr?#c*flHPwx_l~DGdI4R9kBkqnN<OZU$$ezTzzGoQy{gkeXNJ+qR>-!oN}J3o
z?aHg*y&ukCP4OrkTopO$GpX6YePj%&fVx%(_d}jJ3v#@TpF!>_aW_RHV6}OeOo@tJ
zGgtP_6LD~rK9NOFp#W)?B0|AaQTFH#T@^G67K##Tl`EfFUJ&r?<u(!qFH6c0z+@j*
zrG0#pG~6VmwTH!;qKkwESJh3)GHFtlNt3cnnv`YIq%4!BWSKN2%cKe206jV@)QZqU
z7<1C7&J8+vCt2)JQk)cOSDF%`jrR<41vQPdqE)C@9nct@T#<h8>~@|F#N86oS_(n4
zt|do`<81dXDdQe^fOnZvZlJ4I=iuV{eGI{*Z+~*Zf{;hZ!=(PoCUq;ftI{_;Y{L2>
z*c7o7s5t4sT>vN6K;GiFHEVXCAj^Cf4Z3r`j@s2;KjQ|gNur)vtAu)0EhW_1qLvxH
z+vZ$}Kq2GBoWRz}c}L@NbkLY&sw3|Amu6{@xaX(qJPN|iFB4-dXsqhTgFZ+N2csL;
zZ#VwncTLsYKm*TqcyvTPcCbM?;=Wiba~&jyuE)|Tfh}aJ!gFarz3uZ-7X$!9UHYQ{
z2GMbklm!L{tqWbcBuLyF&x2DOEFM=y*PVx6gnAonass#e%?tI&pj$Gb-VO{qIuDk_
zBooemRF98A9d}nG0fqY=I4R()tms7mmqYnNvOuoN^W;3nZI6UNB%v#Vgo>8mxC~Fr
zDtr^MHqo0n?j~tB2_LC#Yl{Fbl1U(Q%h$-ceB6>Ad}B<#8&Vd0pg}Q<fG%;jVNcx@
za96;J80Ap(Q9$`{R}{x2f0dMaJIuEvp==F9CuQQr)VsLlWgnHcxnmR^?`XURnphx-
zgB3B5Q%j*!W4`3W!@{`Q_M<a1N{t3PE5nzS;mgYKWo7uXG<;cDll&2gQnm_ck5KPL
zzz3c8ky9<Zu`zJzLOn3BWAw~TkU1X;b5$IxNgf`g!#Z@A&_h9&L-<Hg`FS;gPeYm^
z?G@C!H8(mlj7ph6_RK`1O{POPL0`msKODiD;!!a8<~2F`1o=cMlP%4*@i%HY#1A!T
zBi0_q&loq_6gOc{<GG8%{rl)7EOzJ0zIh@HE{Z~E^aKPLO7Ju!(-_iVYr(=$LalLC
zX4Z&et^HL&+&N%1;OLcu$v(`1vjQ%{1rJi1Lw5;16m+~;o9nkm3TZ9$P|*F5&`A)x
z7Y=^wP+$yw#@QkcYznwYax?{PSwdGqY)~%DHGxZ@6Z;KsaQH|TTXAh@Dz^+m?JoF9
zE2DM8AJ>_67yN|Usz7}t<r|L&sbLycNlF@43H$B1G%O&;DpmuSSFsubu0kVwSF46l
zp8~iHK^>(l%uNAT1)LRdQox5YDp?Ua7X_SzQOSyNWW_kLV*Y6;x=V^Fr6Q;!WyN<S
z#XNS;8-1cF{=k&k@~+6=r<I+$;?!5|MR4jgnL%Nv^_GVazexdJu&u(GJ-(Hm<{v)?
zt*Z$+c^1Qo(@d0&Q?!@X23TVS;{EF&wjN0n7-QqiJZ?R+02DEZwLD}c1}yQTA5RU=
zWY?8q2Ujg$o2JjHx1BUO<XJN`ZYNrg_8@>kbd3uyEpQj8>mdm;4ndF+KZaiET}ao}
ze`5rWsrSK-cjq@{t-%h_)hqeuslB*w;})S5G0BAU9~D2K_1uyqBTW7A;8OuxJQRZK
z_TVmkAvkB6y=91TI)fka6%wG{X2&?_95OsDv+zyC+Ej1Sg~{x-dkP;Jo0|tG1+19_
zF*mzL&gCPAMZOVG@8)KL4>Txd643VukAd%@BbB2n;HH4Pqz`Z{J<e<706ugoaW5=F
zy_>`-#Qh9?3KI`d@8YJHebl+l9mD9v#{g`8yt=9aZVI?d!!~}(mwe=(z*gzenHi-<
zgKf(2nKFE)44)~(XVUPQuqM?beQDnhv`47-)h5w-A34>u8=JvTYJ!uBcZ{C7Dl&J4
zIV+C!5JvdzFbYZy4(2?%N$9S8<Pgs0jwH+w-~<TuUP$PqGsEa)>lthtleEc9(ylxS
z-rGBgL-@#{Xk>Irj)5vbDMz)pF)?g8jhh+Sh<R%81jBK6i90JA0jtf!WJ*+QP%kZS
z(Gv%E=@VJ>6c-#CO$nZwvPU0HIRRN{6f86))M~;dh!>=SjI9x8#ks=knS;?jY$*Hq
zA!&F>N*fQ0HAOcG-Nn987pXCn)E7!>3ng`hx=3xIE{4%ko8hW_V-s3Vp&}~|T@`9!
z6qD4^jnusN=qjNVu@&P3h2h*id{!EEk>YI{_bPCxwfB-L)V-lI>ou7{&nXFP9Q^(h
zKi$)`B2<%IdzuzMcwBX^I*?=bvIo>oj&6W@^}dOdV5?^i_7&BCU{Iu`^UrhGIJn}U
zw#F{Lzi%d3#R7wMsMI7-FL1U0a=Tx5q##W9VC4&k<o?Ggp-oyWPDSjdtQE@ET3m)s
zHK-2OiqRjaGrBHh=q#Y$jm+ok&><XbuQaDPgj~$=RhdFNWf<|hgRy39d~n!?BM!32
zCNFq8q7bLnmePXN>gs-Sc^U2gX%JiD{p=<#g~n-Kja$x&bYf#DEh#=|p+RfOwQQ4`
z?Nt(_l&_(I*hPxq+otTxxA>Lk)Z38{sa;oBzt~t4yH^SOK$ZR5DA)w*0unAfcUA<6
z>mp2xM!H_(7YD?IdLL}kSuy#+4$+y1`h<FK=z*?=Br(Z^^B+|}PmC;#uSdss9S&R+
zFz7mz`HJJf-IOov;AnRBGX}=#4L;t40_uHsWIBh8N=e-NTJeCjsound$?Um{@R6~(
zd2kcJT`~z|ZuJ^Dmyb`Dz&FO!yCGG<2O1Q!3Fv!VN~wnc?uP<C6|gD#=t($heC_}~
zb}GtYBlImr*sL&gQ6^qYy^Gsk_ECGRW*BYC7!2`rn1fFRY|60ppYtUj`6sm9uhM{2
z$tJ5Zd{r5~stjLMhObJ)SA{jH4Exey1<)R$-d7u=^FDH_Z8tW9pHvhlbtuePkhz({
zoD`X}<l#YP{6dopEr&iOv<V;C6F*KY!=xE9UO~NE^Pn@ssFW3ycN->cGELf*o8Y~@
zcC+x2tqI_6iX1(WVsO&w@@-5ETTbC-#x`Q(Vf+koo5Y<IjiA+Ln@ov{-4Cwpn<wI6
zMIkVH0s{0?2%Z+0n1(}}gl+<wgj$YzD1tnTwRRoH<>mX9HbB8-AJ&z9d{2^wlccot
suvk;{DWSKq{@Z{5)BpO%F#Pi8|M@?D`{jE5-~a9Z03EsK&TmW(08Jw{{Qv*}

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/agents/budget/screen_v3.py b/research/coupled-provider-independent-audit/capsule/agents/budget/screen_v3.py
new file mode 100644
index 0000000000..0b7ae1fb9e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/budget/screen_v3.py
@@ -0,0 +1,106 @@
+#!/usr/bin/env python3
+"""Independent static invoice and conditional closure screen; no provider code imports.
+All closure target credit is explicitly hypothetical. Does not construct a caller.
+Credit: native/source/normalizer/provider authors and predecessor independent price engine.
+Chris R/Clear1nsight with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from pathlib import Path
+from collections import Counter
+from fractions import Fraction as Q
+from hashlib import sha256
+import argparse, gzip, json, resource, time
+HERE=Path(__file__).resolve().parent
+IN=HERE/'inputs'
+HEAD='3348fccea855082786d5f0fc5558b73d4974e745'
+def need(v,s):
+ if not v: raise ValueError(s)
+def read(n):
+ b=(IN/n).read_bytes();return json.loads(gzip.decompress(b)if n.endswith('.gz')else b)
+def enc(x):
+ if isinstance(x,Q):return str(x)
+ if isinstance(x,dict):return {str(k):enc(v)for k,v in x.items()}
+ if isinstance(x,(list,tuple)):return [enc(v)for v in x]
+ return x
+def tariff(g):
+ if g[0]in ('copy','clear'):return 2
+ q=Q(*(g[3:]if g[0]=='add'else g[2:]));n,d=abs(q.numerator),q.denominator
+ need(n>0 and d&(d-1)==0,'nonzero dyadic tariff')
+ if g[0]=='scale':
+  need(n&(n-1)==0,'scale is dyadic unit')
+  return 2*(abs(n.bit_length()-d.bit_length())+int(q<0))
+ need(g[0]=='add','scalar tariff alphabet')
+ return 2*(3+n.bit_length()-1+n.bit_count()+d.bit_length()-1)
+def basis_gate(g):
+ q=Q(g[-1]);return [g[0],g[1],g[2],q.numerator,q.denominator]if g[0]=='add'else[g[0],g[1],q.numerator,q.denominator]
+def static():
+ pins=read('ALL-PINS.json')
+ for p in pins:
+  need(sha256((HERE/p['local']).read_bytes()).hexdigest()==p['sha256'],'changed input: '+p['local'])
+ a,w,s,n=read('PROVIDER.json'),read('WORD.json.gz')['word'],read('SOURCE-WORD.json.gz'),read('NORMALIZERS.json')
+ original=s['programs']['backward'];c=s['canonical']; paid=Counter(e[-1]for e in w if e[0]in('climb','center'))
+ raw_orig=Counter(e[-1]for e in original if e[0]in('climb','center'))
+ mode=set(a['mode_owners']);need(len(mode)==8,'eight distinct mode owners')
+ helpers=Counter(len(c['frames'][c['final'][r]])-len(c['frames'][c['start'][r]])for r in range(224,632)if r not in mode)
+ need(paid==Counter({1:2193,2:412,3:510,4:127,5:40}),'literal paid census')
+ need(helpers==Counter({4:28,7:7,8:47,9:318}),'autonomous remainder frame census')
+ scalars=[e[1]for e in w if e[0]=='scalar']; old=[e[1]for e in original if e[0]=='scalar']
+ bp=[a['input_basis_program'],a['output_basis_program']]
+ basis=[basis_gate(g)for p in bp for g in p]
+ # Boundary exterior factors: input 2; emitted cache_scalar is ALREADY output1/(2*f_i).
+ boundary=[]
+ for m in a['mode_boundaries']:
+  for q in [Q(2),Q(m['cache_scalar'])]:boundary.append(['scale',m['owner'],q.numerator,q.denominator])
+ full=scalars+basis+boundary+[['clear',['C',i]]for i in range(1,9)]
+ counts=Counter(g[0]for g in full);need(counts==Counter(add=17917,scale=1204,copy=16,clear=40),'complete field operation census')
+ oldcounts=Counter(g[0]for g in old);delta=counts-oldcounts
+ # Read all monomial words literally; native physical validation belongs to another lane.
+ wrappers=[p['compiled_wrappers'][k]['word']for p in n['ports']for k in ['backward_input_X','backward_input_Y','backward_output_X','backward_output_Y']]
+ words=wrappers+[m[k]['literal_word']for m in a['mode_boundaries']for k in ['input_K','output_N']]
+ need(len(words)==464,'complete boundary monomial count')
+ gates=Counter(g[0]for w0 in words for g in w0);need(set(gates)<=set(['D','P','X','phase']),'monomial word alphabet')
+ kinds=Counter(e[0]for e in w);need(kinds['zero_retag']==8,'retag census')
+ units=sum(tariff(g)for g in full)+8*26
+ need(sum(tariff(g)for g in old)==158168,'original raw source scalar tariff binding')
+ return dict(status='PASS_STATIC_LITERAL_BUDGET_INVENTORY',head=HEAD,paid=paid,autonomous_helpers=helpers,paid_calls=sum(paid.values()),paid_rank_mass=sum(r*v for r,v in paid.items()),autonomous_count=sum(helpers.values()),autonomous_rank_mass=sum(r*v for r,v in helpers.items()),coupled=dict(owners=8,diagonal_rank=8,autonomous_credit=0),original_paid=raw_orig,removed_paid=raw_orig-paid,original_scalar=oldcounts,changed_word_scalar=Counter(g[0]for g in scalars),basis_counts=[Counter(g[0]for g in p)for p in bp],basis_scalar_units=[sum(tariff(basis_gate(g))for g in p)for p in bp],boundary_scalar_units=sum(tariff(g)for g in boundary),complete_scalar=counts,added_scalar=delta,whole_field_swaps=8,monomial_maps=len(words),monomial_primitive_gates=gates,scalar_tariff_units_including_swaps=units,scalar_tariff_units_added=units-158168,retained_native_word_records=kinds,owned_fields=9,owned_credit=0,unknown_costs=['ordinary monomial maps at machine/tape level','retained native warps/adapters/phase annotations and recursive primitive internals','consumer closure recursive invoice and changed/lost targets','caller query/idles/boundaries/main diagonal','full caller finite precision/movement/storage/compiler/outer funding'],scope='Static literal census and inherited scalar tariff only; source equation, endpoint and physical admission are separate gates')
+def full_profile(paid,helpers):
+ ref=read('REFERENCE-5400-INVOICE.json');ctl=read('REFERENCE-5398-CONTROLLER.json');P,T=Counter(),Counter();events=Counter();idles=Counter()
+ for e in ctl['physical_events']:
+  events[e[0]]+=1
+  if e[0]=='LOCAL':need(e[3] is True,'all comparison providers backward');P.update(paid);T.update(helpers)
+  elif e[0]=='QUERY_SHEAR':P[1]+=112
+  elif e[0]=='IDLE':need(len(set(e[2]))==len(e[2]),'distinct idle stage incidence');r=8*len(e[2]);P[r]+=224;idles[r]+=224
+  else:need(e[0]in('ADD','SIGNED_SWAP','Q_POWER'),'comparison caller ordinary alphabet')
+ main=Counter()
+ for term in ctl['diagonal']:
+  need(abs(term[0])==1 and all(x in(0,1)for x in term[1:]),'comparison main diagonal');main[1+8*sum(term[1:])]+=112
+ T.update(main)
+ need((P,T)==tuple(Counter({int(k):v for k,v in ref['histograms'][name].items()})for name in ['paid','productive']),'reconstructed complete comparison invoice differs')
+ need(events['LOCAL']==18 and sum(P.values())==64116 and sum(T.values())==10784,'full comparison census')
+ optimistic=T.copy();optimistic[8]+=8*18
+ equal_paid=P.copy();equal_paid[8]+=8*18
+ bct={side:Counter(g[0]for g in ctl['boundaries'][side+'_program'])for side in ['left','right']}
+ return dict(reference_head='174fb211493b43a42210434083e9702b4fb7a2ce',reference_paid=P,reference_targets=T,main_targets=main,whole_idles=idles,caller_events=events,boundary_program_events=bct,hypothetical_paid=P,hypothetical_targets=optimistic,hypothetical_paid_count=sum(P.values()),hypothetical_target_count=sum(optimistic.values()),hypothetical_rank_mass_surplus=sum(r*v for r,v in optimistic.items())-sum(r*v for r,v in P.items()),hypothetical_added_target_profile={8:144},eight_paid_H8_per_provider=dict(paid=equal_paid,targets=optimistic,signed_profile_equals_reference={r:optimistic[r]-equal_paid[r]for r in optimistic.keys()|equal_paid.keys()}=={r:T[r]-P[r]for r in T.keys()|P.keys()}),unproved_contract='All 18 providers must close to standard B main outputs, preserve400 ordinary helpers each, and supply8 new autonomous H8 each; no source proves this contract. Closure paid jobs/lost targets and ordinary overhead are unknown, not zero.',ordinary_provider_subtotal_for_18={k:18*v for k,v in dict(ADD=17917,SCALE=1204,COPY=16,CLEAR=40,SWAP=8,monomial_field_map=464).items()},ordinary_caller_scope='The literal caller and left/right boundary record counts are retained; ADD, SIGNED_SWAP and Q_POWER each act on112 fields. QUERY_SHEAR recursive costs are included in P. Consumer closure operations and their finite movement/storage/precision costs remain unknown.')
+def screen():
+ from independent_price_engine import power,moment,difference
+ ref=read('REFERENCE-5400-INVOICE.json')['histograms'];P={int(r):v for r,v in ref['paid'].items()};T={int(r):v for r,v in ref['productive'].items()}
+ rows=[]
+ for k in [Q('.00302728823'),Q('.00302728824'),Q('.00302728825')]:
+  t=1-k;base=difference(moment(T,t),moment(P,t));u=power(8,t);credit=(8*u[0],8*u[1]);ratios={}
+  for r in [1,2,3,4,5,8,9,16,32,64,145]:
+   v=power(r,t);lo,hi=(Q(8),Q(8)) if r==8 else (credit[0]/v[1],credit[1]/v[0])
+   # Strict incremental budget requires m < ratio; equality is not gain.
+   maximum=(lo.numerator-1)//lo.denominator
+   need(maximum < lo and maximum+1>=hi,'integer budget separated')
+   ratios[r]=dict(ratio_interval=(lo,hi),max_identical_paid_jobs_for_strict_incremental_gain=maximum)
+  rows.append(dict(kappa=k,reference_target_minus_paid=base,hypothetical_credit_per_provider=credit,identical_paid_jobs=ratios,reference_full_calls=18,hypothetical_p16_credit=(18*credit[0],18*credit[1])))
+ return dict(status='PASS_CONDITIONAL_CLOSURE_NECESSARY_SCREEN_NO_CALLER_NO_KAPPA',new_kappa=None,rows=rows,contract='For any completed comparator at t=1-kappa: margin_new=margin_reference+sum(extra_target_count[r]*r^t)-sum(closure_paid_count[r]*r^t)-sum(lost_target_count[r]*r^t)+main_idle_other_delta. Unknown terms never default to zero.',relaxation='Reference p16 invoice plus n times eight autonomous H8, all other paid/productive jobs unchanged. Coupled5402 H fields do NOT supply this credit; physical reachability is unproved.',stop_test='If all other changes vanish and per-provider closure costs eight H8 plus any positive paid job, its incremental margin is strictly negative for every 0<kappa<1. Eight H8 alone exactly cancels the hypothetical credit. This does not forbid changed compiler headroom, a changed connection graph or productive contract.',ordinary_warning='Field operation/monomial counts are ordinary work, never recursive moment terms.')
+def main():
+ p=argparse.ArgumentParser();p.add_argument('--moments',action='store_true');p.add_argument('--output',type=Path,required=True);args=p.parse_args()
+ resource.setrlimit(resource.RLIMIT_AS,(128*1024*1024,128*1024*1024));start=time.monotonic();result=static()
+ result['full_profile']=full_profile(result['paid'],result['autonomous_helpers'])
+ if args.moments:result['conditional_screen']=screen()
+ need(result['boundary_scalar_units']==42 and result['scalar_tariff_units_including_swaps']==175022,'direct emitted boundary scalar bill')
+ result['executed_checker_sha256']=sha256(Path(__file__).read_bytes()).hexdigest()
+ result['runtime']=dict(seconds=time.monotonic()-start,maxrss_kib=resource.getrusage(resource.RUSAGE_SELF).ru_maxrss)
+ need(not args.output.exists(),'immutable output path exists');args.output.write_text(json.dumps(enc(result),indent=2,sort_keys=True)+'\n');print(json.dumps({'status':result['status'],'moments':args.moments,'runtime':result['runtime'],'output':str(args.output)}))
+if __name__=='__main__':main()
diff --git a/research/coupled-provider-independent-audit/capsule/agents/clifford-proof/independent_audit.py b/research/coupled-provider-independent-audit/capsule/agents/clifford-proof/independent_audit.py
new file mode 100644
index 0000000000..ee354b4f67
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/agents/clifford-proof/independent_audit.py
@@ -0,0 +1,199 @@
+"""Bounded independent Fraction-pair oracle; submitted modules are DUTs only."""
+from fractions import Fraction as F
+from pathlib import Path
+import sys, json, hashlib, time
+HERE=Path(__file__).resolve().parent
+PKG=HERE.parent.parent/'clifford-repository/research/clifford-tensor-gram'
+Z=(F(0),F(0)); O=(F(1),F(0)); I=(F(0),F(1))
+def add(a,b):return (a[0]+b[0],a[1]+b[1])
+def neg(a):return (-a[0],-a[1])
+def mul(a,b):return (a[0]*b[0]-a[1]*b[1],a[0]*b[1]+a[1]*b[0])
+def conj(a):return (a[0],-a[1])
+def power(a,n):
+ out=O
+ for _ in range(n):out=mul(out,a)
+ return out
+def scalar(x):
+ if isinstance(x,int):return (F(x),F(0))
+ return {'i':I,'-i':neg(I)}.get(x,(F(0),F(0))) if x in ('i','-i') else (F(x),F(0))
+def external(x):return (F(x.real),F(x.imag))
+def eye(d):return tuple(tuple(O if x==y else Z for y in range(d)) for x in range(d))
+def zero(d):return tuple(tuple(Z for _ in range(d)) for _ in range(d))
+def scale(a,c):return tuple(tuple(mul(c,x) for x in r) for r in a)
+def plus(a,b):return tuple(tuple(add(x,y) for x,y in zip(r,s)) for r,s in zip(a,b))
+def mm(a,b):
+ bt=tuple(zip(*b))
+ return tuple(tuple(sumg(mul(x,y) for x,y in zip(r,c)) for c in bt) for r in a)
+def sumg(xs):
+ out=Z
+ for x in xs:out=add(out,x)
+ return out
+def adj(a):return tuple(tuple(conj(a[y][x]) for y in range(len(a))) for x in range(len(a)))
+def trace(a):return sumg(a[j][j] for j in range(len(a)))
+def kron(a,b):return tuple(tuple(mul(a[x][y],b[u][v]) for y in range(len(a)) for v in range(len(b))) for x in range(len(a)) for u in range(len(b)))
+def tensor(a,f):
+ out=((O,),)
+ for _ in range(f):out=kron(out,a)
+ return out
+def gate(n,g):
+ d=1<<n;k=g[0];out=[[Z]*d for _ in range(d)]
+ for y in range(d):
+  if k=='phase':out[y][y]=power(I,g[1]%4)
+  elif k=='X':out[y^g[1]][y]=O
+  elif k=='P':out[sum((((r&y).bit_count()&1)<<j) for j,r in enumerate(g[1]))][y]=O
+  elif k=='D':
+   rows,alpha=g[1:];e=sum(a*((y>>j)&1) for j,a in enumerate(alpha))
+   e+=2*sum(((y>>j)&1)*((y>>k)&1) for j in range(n) for k in range(j+1,n) if (rows[j]>>k)&1)
+   out[y][y]=power(I,e%4)
+  elif k=='C':
+   q,s=g[1:];a=(F(1,2),F(s,2));b=conj(a)
+   out[y][y]=add(out[y][y],a);out[y^q][y]=add(out[y^q][y],b)
+  else:raise ValueError(k)
+ return tuple(tuple(r) for r in out)
+def circuit(n,gs):
+ out=eye(1<<n)
+ for g in gs:out=mm(gate(n,g),out)
+ return out
+def bank(problem):return {k:circuit(problem['axes'],v) for k,v in problem['operators'].items()}
+def direct_endpoint(p,seq,f):
+ r=p['roles'];d=(1<<p['axes'])**f;ops={k:tensor(a,f) for k,a in bank(p).items()}
+ rows=[[eye(d) if j==k else zero(d) for k in range(r)] for j in range(r)]
+ for op in seq:
+  k=op['op'];dst=op['dst'];src=op.get('src',dst)
+  if k=='swap':rows[dst],rows[src]=rows[src],rows[dst];continue
+  if k=='scale':rows[dst]=[scale(a,scalar(op['coefficient'])) for a in rows[dst]];continue
+  image=rows[src][:]
+  if k in ('apply','query'):
+   a=ops[op['symbol']];a=adj(a) if op.get('inverse',False) else a
+   image=[mm(a,b) for b in image]
+  if k=='apply':rows[dst]=image
+  else:rows[dst]=[plus(a,scale(b,scalar(op.get('coefficient',1)))) for a,b in zip(rows[dst],image)]
+ return rows
+def exact_terms(p,seq):
+ r=p['roles'];d=1<<p['axes'];ops=bank(p)
+ rows=[[{eye(d):O} if j==k else {} for k in range(r)] for j in range(r)]
+ def combine(a,b,c):
+  out=dict(a)
+  for m,v in b.items():out[m]=add(out.get(m,Z),mul(c,v))
+  return {m:v for m,v in out.items() if v!=Z}
+ for op in seq:
+  k=op['op'];dst=op['dst'];src=op.get('src',dst)
+  if k=='swap':rows[dst],rows[src]=rows[src],rows[dst];continue
+  if k=='scale':rows[dst]=[combine({},a,scalar(op['coefficient'])) for a in rows[dst]];continue
+  image=[dict(a) for a in rows[src]]
+  if k in ('apply','query'):
+   a=ops[op['symbol']];a=adj(a) if op.get('inverse',False) else a
+   image=[{mm(a,m):v for m,v in b.items()} for b in image]
+  if k=='apply':rows[dst]=image
+  else:rows[dst]=[combine(a,b,scalar(op.get('coefficient',1))) for a,b in zip(rows[dst],image)]
+ return rows
+
+def rank_mod(a,p=65537):
+ a=[r[:] for r in a];i=0
+ for j in range(len(a[0])):
+  k=next((k for k in range(i,len(a)) if a[k][j]),None)
+  if k is None:continue
+  a[i],a[k]=a[k],a[i];inv=pow(a[i][j],-1,p);a[i]=[(x*inv)%p for x in a[i]]
+  for k in range(i+1,len(a)):
+   c=a[k][j]
+   if c:a[k]=[(x-c*y)%p for x,y in zip(a[k],a[i])]
+  i+=1
+ return i
+
+def main():
+ start=time.monotonic();sys.path.insert(0,str(PKG));import quadratic as dutq;import compact as dutc;import check_witness as dutw
+ counts={'native_entries':0,'native_traces':0,'conditional_inners':0,'programs':0,'dense_tensor_widths':0,'literal_witnesses':0,'rejected_witness_mutations':0}
+ words=[(0,[['phase',3]]),(1,[['C',0,1]]),(1,[['C',1,-1],['D',[1],[1]],['X',1],['phase',1]]),(2,[['D',[3,1],[1,0]],['P',[1,3]],['C',3,1],['X',2],['C',1,-1],['phase',3]])]
+ # The last diagonal rows must be symmetric: row 0 has off-diagonal 1 and row 1 has bit 0.
+ for n,gs in words:
+  a=circuit(n,gs);path=dutq.Paths(n,gs);d=1<<n
+  assert mm(a,adj(a))==eye(d)
+  for x in range(d):
+   for y in range(d):assert external(path.entry(x,y))==a[x][y];counts['native_entries']+=1
+  assert external(path.trace())==trace(a);counts['native_traces']+=1
+  inv=dutq.Paths(n,dutq.inverse_circuit(n,gs));b=adj(a)
+  for xp,yp in [((),()),((0,),())] if n else [((),())]:
+   expect=sumg(mul(conj(a[x][y]),b[x][y]) for x in range(d) for y in range(d) if all((x>>j)&1==bit for j,bit in enumerate(xp)))
+   assert external(dutq.partial_inner(path,inv,xp,yp))==expect;counts['conditional_inners']+=1
+ def op(kind,dst=0,**kw):return {'op':kind,'dst':dst,**kw}
+ cases=[]
+ for n in range(3):
+  ops={'I':[],'phase':[['phase',1]],'C':[['C',(1<<n)-1,1]],'S':[['D',[1<<j for j in range(n)],[1]*n]]}
+  def case(label,program,reference=()):cases.append((label,{'axes':n,'roles':2,'operators':ops,'program':program,'reference':list(reference)}))
+  case('native_phase_vs_outer_scalar', [op('apply',symbol='phase')],[op('scale',coefficient='i')])
+  case('C_inverse',[op('apply',symbol='C'),op('apply',symbol='C',inverse=True)])
+  case('query_sign',[op('query',src=0,dst=1,symbol='C',coefficient='-1')],[op('query',src=0,dst=1,symbol='C',coefficient='1')])
+  case('self_query_snapshot',[op('query',src=0,symbol='C',coefficient='1/2'),op('apply',symbol='S')])
+  case('noncommuting_order',[op('apply',symbol='C'),op('apply',symbol='S')],[op('apply',symbol='S'),op('apply',symbol='C')])
+  case('dirty_second_input',[op('scale',dst=1,coefficient='0')])
+  case('swap_and_scale',[op('swap',src=1),op('scale',coefficient='1/2')])
+  case('coefficient_grouping',[op('query',src=0,dst=1,symbol='C',coefficient='1/2'),op('query',src=0,dst=1,symbol='C',coefficient='1/2')],[op('query',src=0,dst=1,symbol='C')])
+ for label,p in cases:
+  left,right=exact_terms(p,p['program']),exact_terms(p,p['reference']);equal=left==right
+  cert=dutc.certify(p);assert cert['equivalent_at_all_positive_widths']==equal,(label,p['axes']);counts['programs']+=1
+  for f in range(1,3 if p['axes']==2 else 4):
+   a,b=direct_endpoint(p,p['program'],f),direct_endpoint(p,p['reference'],f)
+   if equal:assert a==b
+   # Direct dense endpoints independently bind each exact-matrix expansion.
+   for output in range(2):
+    for inp in range(2):
+     expected=zero((1<<p['axes'])**f)
+     for m,c in left[output][inp].items():expected=plus(expected,scale(tensor(m,f),c))
+     assert a[output][inp]==expected
+   counts['dense_tensor_widths']+=1
+  if not equal:
+   failure=cert['failure'];w=failure['witness'];o,j=failure['output_role'],failure['input_role']
+   def evaluate(terms):return sumg(mul(c,product_entries(m,w['output_tuple'],w['input_tuple'])) for m,c in terms.items())
+   value=add(evaluate(left[o][j]),neg(evaluate(right[o][j])))
+   assert value!=Z and value==external(dutc.c.G(w['discrepancy']));counts['literal_witnesses']+=1
+   dense={**p,'operators':{k:[[to_string(x) for x in r] for r in m] for k,m in bank(p).items()}}
+   dc={**cert,'schema':'clifford-tensor-gram/v1','problem_sha256':hashlib.sha256(json.dumps(dense,sort_keys=True,separators=(',',':')).encode()).hexdigest()}
+   assert external(dutw.G(dutw.check(dense,dc)))==value
+   for mutation in ('wrong_value','wrong_digest','positive_flag','wrong_width'):
+    mc=json.loads(json.dumps(dc))
+    if mutation=='wrong_value':mc['failure']['witness']['discrepancy']='0'
+    elif mutation=='wrong_digest':mc['problem_sha256']='0'*64
+    elif mutation=='positive_flag':mc['equivalent_at_all_positive_widths']=True
+    else:mc['failure']['witness']['width']+=1
+    try:dutw.check(dense,mc)
+    except (ValueError,KeyError):counts['rejected_witness_mutations']+=1
+    else:raise AssertionError(mutation)
+ # Independent one-axis closure from explicit 2x2 C and S matrices.
+ gens=[gate(1,['C',1,1]),gate(1,['D',[1],[1]])];group=[eye(2)];seen=set(group)
+ for a in group:
+  for g in gens:
+   b=mm(g,a)
+   if b not in seen:seen.add(b);group.append(b)
+ assert len(group)==96
+ ranks=[sumg(power(trace(g),f) for g in group) for f in range(1,9)]
+ assert ranks[:7]==[Z]*7 and ranks[7]==(F(96*15),F(0))
+ # K is a sum of four Gram matrices; invertible mod p implies invertible over Q(i).
+ def mod(z):return (z[0].numerator*pow(z[0].denominator,-1,65537)+256*z[1].numerator*pow(z[1].denominator,-1,65537))%65537
+ K=[]
+ for g in group:
+  row=[]
+  for h in group:
+   t=trace(mm(adj(g),h));t=(t[0]/2,t[1]/2);z=mod(t);row.append(sum(pow(z,f,65537) for f in range(5,9))%65537)
+  K.append(row)
+ assert rank_mod(K)==96
+ # No submitted arithmetic or trace/filter helper used in this independent polynomial audit.
+ norms=[]
+ for n in range(9):
+  coeff=[F(1)];den=F(1)
+  for j in range(1,2*n+1):
+   root=F((-1)**j,4**j);new=[F(0)]*(len(coeff)+1)
+   for k,x in enumerate(coeff):new[k]-=root*x;new[k+1]+=x
+   coeff=new;den*=1-root
+  norm=sum(abs(x/den) for x in coeff);assert norm<=F(77,75);norms.append(str(norm))
+ result={'head':'848cdce9003262c4b6e02ec4558f302e4fae56ad','scope':'Independent theorem-boundary and tiny exact matrix ground truth; no complete provider replay',**counts,'one_axis_group_size':len(group),'one_axis_K_rank_mod_65537':96,'Reynolds_ranks_1_to_8':[str(x[0]/96) for x in ranks],'independent_filter_l1_n0_to8':norms,'elapsed_seconds':round(time.monotonic()-start,3)}
+ (HERE/'RESULT.json').write_text(json.dumps(result,indent=2)+'\n');print(json.dumps(result,indent=2))
+def product_entries(m,xs,ys):
+ v=O
+ for x,y in zip(xs,ys):v=mul(v,m[x][y])
+ return v
+def to_string(z):
+ a,b=z
+ if not b:return str(a)
+ if not a:return ('i' if b==1 else '-i' if b==-1 else str(b)+'i')
+ return str(a)+('+' if b>0 else '')+str(b)+'i'
+if __name__=='__main__':main()
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
new file mode 100644
index 0000000000..cadc0398be
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
@@ -0,0 +1,45 @@
+{
+  "cases": [
+    {
+      "mutation": "conjugate native C factor",
+      "optimized": false,
+      "rejection": "Native trace phase"
+    },
+    {
+      "mutation": "conjugate native C factor",
+      "optimized": true,
+      "rejection": "Native trace phase"
+    },
+    {
+      "mutation": "ignore native inverse sign",
+      "optimized": false,
+      "rejection": "Native entry phase"
+    },
+    {
+      "mutation": "ignore native inverse sign",
+      "optimized": true,
+      "rejection": "Native entry phase"
+    },
+    {
+      "mutation": "omit output prefix constraint",
+      "optimized": false,
+      "rejection": "Native partial inner product"
+    },
+    {
+      "mutation": "omit output prefix constraint",
+      "optimized": true,
+      "rejection": "Native partial inner product"
+    },
+    {
+      "mutation": "omit final native return",
+      "optimized": false,
+      "rejection": "Compact complete endpoint"
+    },
+    {
+      "mutation": "omit final native return",
+      "optimized": true,
+      "rejection": "Compact complete endpoint"
+    }
+  ],
+  "status": "PASS_CLIFFORD_ADVANCE_MUTATIONS"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json
new file mode 100644
index 0000000000..2e8e73ba23
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES-RESULT.json
@@ -0,0 +1,50 @@
+{
+  "code_fourier_values": 256,
+  "complete_programs": 48,
+  "controls": [
+    "singular permutation",
+    "diagonal parity",
+    "asymmetric diagonal",
+    "wrong C sign",
+    "unknown gate",
+    "coordinate out of range",
+    "invalid prefix",
+    "negative axes"
+  ],
+  "exact_native_relations": 9,
+  "exhaustive_quadratic_forms": 640,
+  "filter_axis_counts": 65,
+  "general_test_widths": "8n-3 through 8n+4 for n>=2",
+  "large_native_programs": [
+    {
+      "axes": 64,
+      "base_dimension": "18446744073709551616",
+      "equivalent": false
+    },
+    {
+      "axes": 65,
+      "base_dimension": "36893488147419103232",
+      "equivalent": true
+    }
+  ],
+  "literal_witnesses": 48,
+  "native_entries": 3328,
+  "native_traces": 128,
+  "native_words": 128,
+  "one_axis": {
+    "group_sha256": "32481fd502c5f388244bcd56d20fbc0e0ca3933f47dbbdbbd8215397cea0238d",
+    "image_of_i": 256,
+    "prime": 65537,
+    "rank": 96,
+    "widths": [
+      5,
+      6,
+      7,
+      8
+    ]
+  },
+  "partial_inner_products": 304,
+  "scalar_phase_traps": 1,
+  "stable_separation": "75/76",
+  "status": "PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md
new file mode 100644
index 0000000000..340c54f752
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ADVANCES.md
@@ -0,0 +1,251 @@
+# Fewer widths and exact computation without dense matrices
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+
+This note extends [PROOF.md](PROOF.md). It uses the same group C_n, exact
+global phases, complete register endpoints and coefficients that do not
+depend on the positive tensor width f. Set D=2^n. No result changes kappa.
+
+## 1. Eight widths suffice for every axis count
+
+For n>=1, a fixed residual vanishes at every positive width if and only if
+it vanishes at the eight widths
+
+    8n-3, 8n-2, ..., 8n+4.
+
+For n=0, use widths 1,2,3,4. For n=1, Section 3 improves the test to
+widths 5,6,7,8. The number of tests and the largest tested width are
+different quantities. The general maximum 8n+4 has not decreased.
+
+Let E be the binary code generated by the four length-eight rows
+11111111, 11110000, 11001100 and 10101010. It has dimension four. Its
+weights are 0,4,8, and E=E-perp for the binary dot product. Define T_n
+in (C^D) tensor-power 8 by summing the basis vectors whose n binary rows
+all belong to E. This vector is nonzero.
+
+The vector T_n is fixed by the eighth tensor power of each native generator:
+
+- S on one axis contributes i to the power of that row's weight. This is 1.
+- CNOT adds one code row to another. It permutes the summands.
+- The native Hadamard is ((1+i)/2) times the binary Fourier matrix.
+  Its eighth tensor power has coefficient 1/16. The Fourier sum of E
+  is 16 times the indicator of E-perp=E. Thus it fixes T_n, with phase 1.
+- The scalar iI has eighth power 1.
+
+These gates generate C_n. Here is a direct reduction argument. The image
+of Z_1 under a Clifford is a nonidentity Pauli. Single-axis H and S gates
+convert each nonzero component to Z. CNOT gates reduce the resulting
+nonempty Z string to Z_1. An X gate corrects its sign. The image of X_1
+then anticommutes with Z_1. CNOT and controlled-Z gates with control 1
+remove its components on the other axes. An S gate removes its remaining
+Z_1 component, and Z_1 corrects its sign. These changes preserve Z_1.
+The remaining operator fixes X_1 and Z_1, so it has the form I tensor V.
+Repeat on V. The final scalar is a dyadic Gaussian unit of absolute value
+one, hence one of 1,i,-1,-i, as proved in PROOF.md. Replace each ordinary
+H in this argument by the native Hadamard. The Pauli action is unchanged;
+the final scalar still belongs to the same four-element group.
+
+Normalize T_n to a unit vector tau. The injection J_f(v)=v tensor tau
+satisfies
+
+    (sum_g c_g g^(tensor(f+8))) J_f
+      = J_f (sum_g c_g g^(tensor f)).
+
+Thus vanishing at f+8 implies vanishing at f. Every integer from 1 to
+F=8n+4 can be increased by a multiple of eight to a member of F-7,...,F.
+The first theorem in PROOF.md now gives the stated eight-width test.
+Apply the argument separately to every input and output role.
+
+This argument does not transfer the dimension-free stability constant
+to the eight selected widths. The bound in Section 2 uses all widths
+1,...,8n+4. A direct restriction argument loses powers of D.
+
+The code invariant is classical. See Runge's prior results as credited in
+[Nebe, Rains and Sloane, The invariants of the Clifford groups, Sections 4
+and 6](https://arxiv.org/pdf/math/0001038). The contribution here is its
+use in the fixed-coefficient endpoint test, with the native phase checked.
+
+## 2. Uniform separation improves from 14/15 to 75/76
+
+For distinct exact operators and M=sum_g |c_g|^2, let
+E_f=D^(-f)||sum_g c_g g^(tensor f)||_HS^2. Then
+
+    max_(1<=f<=8n+4) E_f >= (75/76) M.
+
+Use the same filter as PROOF.md. Write r=-1/4, m=2n and
+
+    P_m(t) = product_(j=1..m) (t-r^j)/(1-r^j),
+    q_n(z) = (z+z^2+z^3+z^4) P_m(z^4)/4.
+
+The four residue classes of coefficients do not overlap. Therefore the
+sum of absolute coefficients of q_n equals that of P_m.
+
+In descending degree, the coefficient with index l has sign
+s_l=(-1)^(l(l+3)/2), namely ++--++--. To check this, the elementary
+symmetric function in r,...,r^m equals
+
+    r^(l(l+1)/2) product_(k=1..l) (1-r^(m-l+k))/(1-r^k).
+
+This identity follows by separating subsets that contain the last root;
+the empty product gives the initial case. Every factor in the product
+is positive. Include the coefficient sign (-1)^l to get s_l.
+
+Let u_l be the absolute coefficients of P_(2n), L their sum, and U_odd
+their sum over odd l. Add the next two roots -a,b, where
+b=16^(-(n+1)) and a=4b. The new factor is
+(t^2+(a-b)t-ab)/((1+a)(1-b)). The sign rule gives
+
+    L_new - L = [2ab L - 2(a-b) U_odd]/((1+a)(1-b)).
+
+For n>=1, the unnormalized coefficient of t^(2n-1) has magnitude
+(1-16^(-n))/5 >=3/16. The sum of the unnormalized absolute coefficients
+is at most product_j(1+4^(-j)) <=3/2. The last inequality follows by
+expanding the product and bounding it by the geometric series whose
+ratio is sum_j 4^(-j)<=1/3. Hence U_odd/L>=1/8. On the other hand,
+ab/(a-b)=4b/3<=1/192. Thus L_new<L for n>=1.
+
+For n=1, P_2(t)=(64t^2+12t-1)/75, so L=77/75. For n=0, L=1.
+Consequently the positive coefficient mass of q_n is at most
+(1+77/75)/2=76/75. The exact identity sum_f b_f E_f=M and E_f>=0
+give the claimed bound. This is a bound for this filter; optimality of
+the operator stability constant is not claimed.
+
+The implementation forms the integer numerator
+product_j(4^j t-(-1)^j) and the common denominator
+product_j(4^j-(-1)^j) first. It reduces fractions only when it emits q_n.
+This gives the same polynomial and avoids repeated large rational reductions.
+
+## 3. The one-axis maximum cutoff is exactly eight
+
+The frozen native C and S gates generate all 96 exact operators of C_1.
+Their closure and phases are checked in verify.py. Let
+
+    K[g,h] = sum_(f=5..8) (tr(g* h)/2)^f.
+
+The file [ONE-AXIS-RANK.json](ONE-AXIS-RANK.json) contains an inverse of K
+after reduction to F_65537 with i mapped to 256. The checker reconstructs
+K, checks that 65537 is prime and 256^2=-1, and multiplies K by this
+inverse. It does not use the elimination routine to check the inverse.
+All original denominators are powers of two. A nonzero reduced determinant
+therefore proves that the characteristic-zero determinant is nonzero.
+The positive semidefinite Gram sum K has zero kernel. This proves that
+widths 5,6,7,8 suffice for every fixed residual on C_1.
+
+The Reynolds example in PROOF.md vanishes at widths 1 through 7 and is
+nonzero at width 8. The maximum cutoff eight is therefore sharp.
+At least four tested widths are required: for each residue r modulo four,
+the four scalar operators give the residual
+
+    sum_(k=0..3) i^(-rk) (i^k I)^(tensor f).
+
+It vanishes unless f is congruent to r modulo four. A test set that omits
+one residue cannot detect this residual. Thus four is also the minimum
+number of widths for a fixed universal test on C_1. Neither conclusion
+establishes a sharp cutoff for n>=2.
+
+## 4. A phase-exact quadratic path calculation
+
+[quadratic.py](quadratic.py) accepts the frozen native P, X, D, C and
+phase gate grammar. It keeps a list of binary affine output bits and a
+phase polynomial modulo four. The polynomial has arbitrary linear
+coefficients and even cross coefficients. It also keeps an exact Gaussian
+scalar factor. It never allocates an array indexed by the 2^n base states.
+
+Start with n input variables. P and X change only the affine output bits.
+D adds its stated linear and even quadratic phase. For C(q,s), use
+
+    C(q,s) = ((1+s i)/2) (I + i^(-s) X_q).
+
+Add one binary path variable a, multiply the scalar factor by (1+s i)/2,
+add -s a to the phase and add a q to the output bits. Keep the literal
+phase gate. The formula also covers q=0. The number of variables is
+m=n+h, where h is the number of C gates in the literal word.
+
+An affine parity has, modulo four, its constant and linear terms plus
+even pair terms. Terms of degree at least three vanish modulo four.
+Twice a product of parities needs only the product over F_2. Thus every
+gate preserves this representation, including affine translations.
+
+An entry fixes the input and output bits. A trace equates them. Binary
+elimination either rejects inconsistent equations or gives an affine
+parametrization with one assignment per solution. Substitute this map
+in the phase. The remaining unconstrained sum is evaluated as follows:
+
+- For an odd linear coefficient a of variable x, write its part as
+  a x+2 x L. Summing x gives (1+i^a) i^(-a L). Remove x and add the
+  indicated parity phase. This keeps the same quadratic form class.
+- If every linear coefficient is even and a cross term remains, sum one
+  variable x. The result is twice the sum subject to a binary affine
+  constraint on its neighbors. Eliminate that constraint.
+- If no cross terms remain, a linear coefficient 2 makes the sum zero.
+  Otherwise each remaining variable supplies a factor two.
+
+Each step removes at least one variable. The code uses direct polynomial
+substitution. A conservative bound is O(m^5) arithmetic operations per
+sum, plus O(L m^4) to build a path form for L native gates. It uses
+polynomial space. This bound is not a
+claim of optimal stabilizer simulation or constant-time integer arithmetic.
+Coefficient bit lengths are polynomial in the literal word length.
+
+The use of binary quadratic forms for Clifford operations is classical;
+see [Dehaene and De Moor, Sections III-V](https://arxiv.org/pdf/quant-ph/0304125).
+The new implementation derives its phases directly from the pinned native
+kernel. The dense frozen kernel remains a separate finite test oracle.
+
+## 5. Bitwise witness extraction removes the D^2 scan
+
+For two operators g,h and fixed prefixes of the output and input bits,
+define B(g,h) as the sum of conjugate(g[x,y])h[x,y] over the unspecified
+bits. Combine two path sums, negate the left phase, equate their input
+and output bits, and impose the prefix equations. Section 4 computes B
+in polynomial time, with at most the sum of both path-variable counts.
+
+With r tensor factors still after the current factor, the conditional
+squared norm is
+
+    sum_(g,h) conjugate(c_g)c_h B(g,h) (tr(g* h)/D)^r.
+
+It is real and nonnegative. The two choices for the next coordinate bit
+partition its sum. Choose the larger child. After 2n choices, the current
+base coordinate pair is fixed; multiply each coefficient by g[x,y] and
+continue with the next tensor factor. There are 2nf bit choices, each
+with two children, instead of fD^2 coordinate trials.
+
+At the start of one factor the conditional norm is D E. The 2n splits
+lose at most D^2. Induction gives the same final entry bound as PROOF.md:
+
+    |entry|^2 >= E_f D^(-f).
+
+[compact.py](compact.py) also expands complete register endpoints as
+signed native words. It retains every input and return role. It merges
+two unitary words exactly when tr(g* h)/D=1; the identity
+||g-h||_HS^2=2D-2 Re tr(g* h) proves this test. Global phases stay inside
+the operator keys, not in coefficients outside the tensor power.
+
+For expanded support s and a maximum literal path size m, pair traces
+cost O(s^2 poly(m)). A witness costs O(n f s^2 poly(m)) arithmetic
+operations, with polynomial space in these parameters. No 2^n matrix or
+2^(nf) tensor is built. The symbolic support s can still grow exponentially
+in the register-program length. This result does not remove that obstacle.
+
+## Verification and limits
+
+[verify_advances.py](verify_advances.py) checks the code invariant, exact
+filter bounds, modular inverse certificate, exhaustive small quadratic
+sums, frozen native entries and traces, conditional inner products, and
+complete programs against the original dense compiler. It checks larger
+native examples without a dense matrix. ADVANCES-RESULT.json records the
+executed counts. Normal and optimized Python must produce the same receipt.
+
+The proofs above are written arguments, not proof-kernel certificates.
+The code invariant and quadratic-form method have classical predecessors.
+The sparse full-program adapter, finite-width refinements and native phase
+bindings are the present contribution. No complete current provider or
+physical cost invoice has been run. No selected frontier changes here.
+
+## Open next questions
+
+1. Prove a sharper maximum cutoff for n>=2, or give a matching obstruction.
+2. Bound support growth on one complete current provider before a large run.
+3. Derive a useful stability constant for the eight selected widths.
+4. Improve the quadratic elimination cost after a measured provider needs it.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/LICENSE b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/LICENSE
new file mode 100644
index 0000000000..261eeb9e9f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json
new file mode 100644
index 0000000000..9263be8739
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/MUTATIONS.json
@@ -0,0 +1,45 @@
+{
+  "cases": [
+    {
+      "mutation": "omit final trace root",
+      "optimized": false,
+      "rejection": "Polynomial endpoints"
+    },
+    {
+      "mutation": "omit final trace root",
+      "optimized": true,
+      "rejection": "Polynomial endpoints"
+    },
+    {
+      "mutation": "ignore inverse",
+      "optimized": false,
+      "rejection": "Signed-word complete endpoint"
+    },
+    {
+      "mutation": "ignore inverse",
+      "optimized": true,
+      "rejection": "Signed-word complete endpoint"
+    },
+    {
+      "mutation": "omit final return",
+      "optimized": false,
+      "rejection": "Zero-axis scalar group"
+    },
+    {
+      "mutation": "omit final return",
+      "optimized": true,
+      "rejection": "Zero-axis scalar group"
+    },
+    {
+      "mutation": "remove Gram normalization",
+      "optimized": false,
+      "rejection": "Independent dense norm"
+    },
+    {
+      "mutation": "remove Gram normalization",
+      "optimized": true,
+      "rejection": "Independent dense norm"
+    }
+  ],
+  "status": "PASS_CLIFFORD_GRAM_MUTATIONS"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json
new file mode 100644
index 0000000000..6138b717d1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/ONE-AXIS-RANK.json
@@ -0,0 +1,9422 @@
+{
+  "group_sha256": "32481fd502c5f388244bcd56d20fbc0e0ca3933f47dbbdbbd8215397cea0238d",
+  "image_of_i": 256,
+  "inverse": [
+    [
+      32344,
+      51075,
+      51075,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      41134,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      4446,
+      18453,
+      4446,
+      38637
+    ],
+    [
+      60702,
+      32344,
+      7672,
+      51075,
+      51075,
+      51075,
+      59027,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      32344,
+      59027,
+      51075,
+      51075,
+      51075,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      39000,
+      39000,
+      39000,
+      4446
+    ],
+    [
+      43700,
+      60702,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      60702,
+      7672,
+      32344,
+      7672,
+      7672,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      38637,
+      57865,
+      41134,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      60702,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      41134,
+      41134,
+      57865,
+      39000
+    ],
+    [
+      43700,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      39000
+    ],
+    [
+      51075,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      60702,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      43700,
+      60702,
+      60702,
+      38637,
+      38637,
+      7672,
+      32344,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      38637,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      4446,
+      60702,
+      60702,
+      60702,
+      60702,
+      7672,
+      7672,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      57865
+    ],
+    [
+      59027,
+      43700,
+      4446,
+      38637,
+      60702,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      43700,
+      60702,
+      38637,
+      60702,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      59027,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      4446,
+      38637,
+      38637,
+      60702,
+      60702,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      6061,
+      41134
+    ],
+    [
+      51075,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      41134
+    ],
+    [
+      7672,
+      59027,
+      51075,
+      4446,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      39000,
+      43700,
+      4446,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      7672,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      4446,
+      43700,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      17417,
+      43700,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      4446,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      59027,
+      43700,
+      4446,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      6061
+    ],
+    [
+      7672,
+      51075,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      51075,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      4446,
+      4446,
+      43700,
+      38637
+    ],
+    [
+      24403,
+      39000,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      4446,
+      43700,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      38637
+    ],
+    [
+      60702,
+      7672,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      39000,
+      39000,
+      43700
+    ],
+    [
+      38637,
+      24403,
+      7672,
+      59027,
+      59027,
+      51075,
+      51075,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      41134,
+      59027,
+      39000,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      24403,
+      51075,
+      59027,
+      51075,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      38637,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      59027,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      39000,
+      39000,
+      59027,
+      43700
+    ],
+    [
+      60702,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      39000,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      41134,
+      59027,
+      59027,
+      39000,
+      39000,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      41134,
+      51075,
+      59027,
+      59027,
+      39000,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      7672,
+      39000,
+      59027,
+      59027,
+      51075,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      24403,
+      39000,
+      39000,
+      59027,
+      59027,
+      4446,
+      18453,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      59027,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      7672,
+      59027,
+      51075,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      4446
+    ],
+    [
+      38637,
+      41134,
+      24403,
+      39000,
+      59027,
+      39000,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      38637,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      24403,
+      51075,
+      51075,
+      59027,
+      59027,
+      17417,
+      53551,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      59027,
+      59027,
+      4446
+    ],
+    [
+      4446,
+      60702,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      7672,
+      24403,
+      41134,
+      59027
+    ],
+    [
+      17417,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      7672,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      38637,
+      24403,
+      7672,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      59027
+    ],
+    [
+      18453,
+      60702,
+      60702,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      17417,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      41134,
+      57865,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      6061,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      7672,
+      7672,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      60702,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      41134,
+      41134,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      60702,
+      41134,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      6061,
+      24403,
+      41134,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      41134,
+      24403,
+      7672,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      41134,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      38637,
+      24403,
+      41134,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      6061,
+      7672,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      60702,
+      24403,
+      7672,
+      7672,
+      59027
+    ],
+    [
+      17417,
+      6061,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      4446,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      41134,
+      24403,
+      51075
+    ],
+    [
+      17417,
+      6061,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      59027
+    ],
+    [
+      43700,
+      6061,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      17417,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      7672,
+      24403,
+      39000
+    ],
+    [
+      59027,
+      4446,
+      17417,
+      60702,
+      38637,
+      38637,
+      6061,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      18453,
+      4446,
+      60702,
+      60702,
+      60702,
+      38637,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      17417,
+      38637,
+      6061,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      38637,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      60702,
+      60702,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      38637,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      6061,
+      6061,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      18453,
+      38637,
+      60702,
+      60702,
+      60702,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      6061,
+      6061,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      17417,
+      38637,
+      38637,
+      6061,
+      6061,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      60702,
+      7672
+    ],
+    [
+      39000,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      53551,
+      38637,
+      6061,
+      6061,
+      6061,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      60702,
+      60702,
+      60702,
+      7672
+    ],
+    [
+      59027,
+      17417,
+      4446,
+      6061,
+      38637,
+      38637,
+      60702,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      6061,
+      6061,
+      24403
+    ],
+    [
+      59027,
+      17417,
+      43700,
+      6061,
+      38637,
+      6061,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      59027,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      7672
+    ],
+    [
+      39000,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      6061,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      60702,
+      60702,
+      24403
+    ],
+    [
+      59027,
+      17417,
+      43700,
+      6061,
+      6061,
+      38637,
+      38637,
+      41134,
+      57865,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      38637,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      53551,
+      17417,
+      6061,
+      6061,
+      6061,
+      38637,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      60702,
+      7672
+    ],
+    [
+      41134,
+      39000,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      38637
+    ],
+    [
+      41134,
+      39000,
+      39000,
+      4446,
+      18453,
+      4446,
+      4446,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      59027,
+      53551,
+      17417,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      39000,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      51075,
+      17417,
+      53551,
+      17417,
+      17417,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      59027,
+      18453,
+      4446,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      39000,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      17417,
+      17417,
+      43700,
+      38637
+    ],
+    [
+      41134,
+      39000,
+      39000,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      17417,
+      17417,
+      53551,
+      6061
+    ],
+    [
+      41134,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      17417,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      59027,
+      43700,
+      17417,
+      4446,
+      60702
+    ],
+    [
+      57865,
+      39000,
+      39000,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      7672,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      17417,
+      53551,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      51075,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      4446,
+      4446,
+      18453,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      39000,
+      17417,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      51075,
+      43700,
+      17417,
+      17417,
+      38637
+    ],
+    [
+      24403,
+      51075,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      41134,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      17417,
+      43700,
+      60702
+    ],
+    [
+      6061,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      59027,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      51075,
+      51075,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      41134,
+      39000,
+      39000,
+      39000,
+      39000,
+      4446,
+      4446,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      53551
+    ],
+    [
+      6061,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      4446
+    ],
+    [
+      6061,
+      57865,
+      41134,
+      39000,
+      39000,
+      39000,
+      59027,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      7672,
+      51075,
+      51075,
+      51075,
+      51075,
+      17417,
+      17417,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      18453
+    ],
+    [
+      6061,
+      41134,
+      57865,
+      59027,
+      39000,
+      39000,
+      39000,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      51075,
+      51075,
+      51075,
+      17417
+    ],
+    [
+      6061,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      51075,
+      59027,
+      4446
+    ],
+    [
+      6061,
+      41134,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      51075,
+      51075,
+      43700
+    ],
+    [
+      17417,
+      6061,
+      6061,
+      41134,
+      57865,
+      41134,
+      41134,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      38637,
+      32344,
+      7672,
+      7672,
+      51075
+    ],
+    [
+      53551,
+      6061,
+      6061,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      4446,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      7672,
+      32344,
+      7672,
+      59027
+    ],
+    [
+      17417,
+      6061,
+      6061,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      7672,
+      7672,
+      32344,
+      51075
+    ],
+    [
+      59027,
+      17417,
+      17417,
+      6061,
+      6061,
+      6061,
+      6061,
+      41134,
+      41134,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      32344
+    ]
+  ],
+  "prime": 65537,
+  "rank": 96,
+  "widths": [
+    5,
+    6,
+    7,
+    8
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md
new file mode 100644
index 0000000000..cb8b75a33d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROOF.md
@@ -0,0 +1,268 @@
+# A finite and stable tensor test for dyadic Clifford programs
+
+The [continuation](ADVANCES.md) reduces the number of tested widths,
+improves 14/15 to 75/76, proves the sharp one-axis cutoff, and supplies
+a compact native implementation. This note retains the original proof.
+
+## Result
+
+Let R = Z[i,1/2], let D = 2^n, and let C_n be the unitary matrices in
+M_D(R) that normalize the n-axis Pauli group. Keep their exact global phase.
+This class includes the source Gaussian gate
+
+    C_v = (1+i)I/2 + (1-i)X_v/2,
+
+its inverse, quadratic phase gates, affine binary permutations and the
+source Hadamard gate. It is larger than the monomial subgroup.
+
+Consider two finite scalar register programs. Each role has an independent
+arbitrary input in (C^D)^(tensor f). Instructions can add a scalar multiple
+of one role to another, scale a role, exchange roles, or apply U^(tensor f)
+for U in C_n. Queries can add c U^(tensor f) v_s to v_d. Self queries are
+permitted. Both programs and their scalar coefficients are fixed as f varies.
+Every input and return role is part of the contract.
+
+**Theorem.** The complete endpoints agree for every positive integer f if
+and only if they agree for f = 1,...,8n+4. There is no program-length or
+support-size term in this cutoff. This is not a claim that these widths are
+minimal, or that dense tensor matrices can be tested at low cost.
+
+There is a stronger quantitative statement. In one endpoint entry, combine
+equal exact native matrices and write the residual as
+
+    A_f = sum_(g in S) c_g g^(tensor f),
+
+where the matrices in S are distinct. Set
+
+    M = sum_g |c_g|^2,
+    E_f = D^(-f) ||A_f||_HS^2.
+
+Then
+
+    max_(1 <= f <= 8n+4) E_f >= (14/15) M.                 (1)
+
+The proof gives explicit rational weights b_f such that
+
+    sum_(f=1)^(8n+4) b_f E_f = M.                        (2)
+
+Each E_f can be computed from base-dimension pair traces. It does not require
+a tensor matrix. A nonzero E_f gives an exact nonzero tensor entry by a finite
+sequence of conditional norm tests. The executable uses Q(i); the theorem
+allows arbitrary complex scalar coefficients.
+
+This result changes an infinite algebraic obligation into a finite test for
+this native class. It does not supply a native layout, a physical cost bound,
+rounding, stock, a recursive supplier, or a change to the complete kappa.
+
+## 1. The exact trace alphabet
+
+Use Hermitian Paulis P_v, labelled by v in F_2^(2n), as an orthogonal basis
+of M_D(C). A Clifford U acts by
+
+    U P_v U* = epsilon(v) P_(S v),
+
+where S is symplectic and each epsilon(v) is 1 or -1. On the fixed space
+L = ker(S-I), the signs form an additive character. Indeed, multiplication
+P_u P_v = gamma(u,v) P_(u+v), followed by conjugation, cancels the same
+nonzero gamma on both sides and gives epsilon(u+v)=epsilon(u)epsilon(v).
+
+The trace of conjugation on all matrices is |tr U|^2. The Pauli basis gives
+the same trace as sum_(v in L) epsilon(v). A nontrivial sign character sums
+to zero; the trivial character sums to |L|. Thus
+
+    |tr U|^2 is zero or 2^d, with 0 <= d <= 2n.           (3)
+
+We also need the phase of this trace. C_n is a finite group. Its conjugation
+action on the finite Pauli group has finite image. Its kernel consists of
+scalar matrices: commuting with all Z generators forces a diagonal matrix,
+and commuting with all X generators makes that diagonal constant. A scalar
+in R with absolute value one is in {1,i,-1,-i}. To see this, write it as
+(a+bi)/2^k. Unique factorization in Z[i], with 2=-i(1+i)^2, shows that a
+Gaussian rational with denominator a power of two and norm one is a unit.
+The kernel therefore has four elements.
+
+Every U has finite order. Its eigenvalues are roots of unity, so its trace
+is an algebraic integer. The trace is also in Q(i). The ring of integers of
+Q(i) is Z[i], so tr U is a Gaussian integer. Factoring its norm in (3) now
+shows
+
+    tr U in {0} union {i^k (1+i)^d : 0 <= k < 4,
+                                          0 <= d <= 2n}. (4)
+
+The same statement holds for U*V. In particular, no arbitrary rational
+unit-circle phase may be admitted. For example (3+4i)I/5 is unitary and
+normalizes Paulis, but is outside the dyadic hypothesis.
+
+Finally tr(U*V)=D holds exactly when U=V. All eigenvalues of U*V have absolute
+value one. Equality in their sum being the positive real number D forces
+every eigenvalue to be one; a unitary matrix with those eigenvalues is I.
+
+## 2. An explicit polynomial that selects the identity
+
+Let z = tr U / D. In addition to zero and the four scalar values 1,i,-1,-i,
+every possible z satisfies
+
+    z^4 = (-1)^j 4^(-j),  for some 1 <= j <= 2n.
+
+Define the rational polynomial
+
+    q_n(z) = z(1+z+z^2+z^3)/4
+             * product_(j=1)^(2n)
+                 (z^4 - (-1)^j 4^(-j))/(1 - (-1)^j 4^(-j)).       (5)
+
+It has zero constant term, degree 8n+4, and q_n(1)=1. It vanishes at every
+other value in the trace alphabet. Therefore, for exact matrices U,V in C_n,
+
+    q_n(tr(U*V)/D) = 1 if U=V, and 0 otherwise.            (6)
+
+Write q_n(z)=sum_f b_f z^f. The triangle inequality for polynomial
+coefficient norms gives a dimension-independent bound. The first factor
+has coefficient norm one. Each odd-j factor has nonnegative coefficients
+whose sum is one. The norm of the even factor j=2k is
+
+    (1+16^(-k))/(1-16^(-k)).
+
+For nonnegative a,b with a+b<1,
+
+    [(1+a)/(1-a)] [(1+b)/(1-b)]
+        = (1+t)/(1-t), where t=(a+b)/(1+ab) <= a+b.
+
+Induction and sum_(k>=1) 16^(-k)=1/15 show
+
+    sum_f |b_f| <= product_(k=1)^n (1+16^(-k))/(1-16^(-k)) < 8/7. (7)
+
+For n=0 the norm is one and the same strict bound holds. Also sum_f b_f=1.
+It follows that the sum of the positive coefficients is less than 15/14.
+
+## 3. The Gram identity and stable separation
+
+The Hilbert-Schmidt inner product is multiplicative under tensor products.
+Thus
+
+    E_f = sum_(g,h in S) conjugate(c_g)c_h (tr(g^* h)/D)^f,         (8)
+
+where g* denotes the adjoint, so the trace argument is g* h. Apply (6) to
+(8) and sum against b_f. All terms with g != h vanish and the diagonal
+terms give M. This proves (2).
+
+Each E_f is a nonnegative real number. Terms with b_f<0 can be removed from
+the right side of (2) when taking an upper bound. Hence
+
+    M <= (sum_(b_f>0) b_f) max_f E_f < (15/14) max_f E_f
+
+when M>0. The weaker non-strict form (1) also covers M=0. If the first 8n+4
+residual matrices vanish, (2) forces M=0. Every exact coefficient c_g is then
+zero, so A_f vanishes at every positive width. The reverse implication is
+immediate. Apply this argument to each input/output entry to obtain the full
+dirty-register theorem.
+
+This proof uses only pair traces and a rational polynomial. It does not need
+an irreducible character table or a census of C_n. Burnside-Brauer supplies
+a related classical tensor-generation argument; (5)-(8) give the explicit
+native cutoff, quantitative bound and computational certificate used here.
+
+## 4. Extract a tensor entry without a tensor matrix
+
+Suppose E_f>0. For one output coordinate x and input coordinate y in the
+first tensor factor, put c'_g=c_g g[x,y]. The remaining tensor operator is
+sum_g c'_g g^(tensor (f-1)). Its normalized squared norm is obtained from
+the same pair-trace matrix by (8). The sum of these conditional norms over
+the D^2 choices of (x,y) is D E_f. At least one choice is positive, and a
+maximizing choice is at least E_f/D.
+
+Repeat until no tensor factors remain. The final scalar is exactly the
+chosen entry of A_f. It is nonzero and its squared absolute value is at
+least E_f/D^f. Start at a width attaining the maximum in (1) to obtain
+
+    |entry|^2 >= (14/15) M D^(-f).                         (9)
+
+The independent witness checker uses a separate signed-word interpreter,
+multiplies the base matrices in their literal order, and computes this one
+entry as a product of base entries. It does not use traces, the cutoff,
+the interpolation polynomial, or the producer's register compiler.
+
+## 5. Cost, input validation and trust
+
+For s distinct residual operators supplied as D-by-D matrices, all pair
+traces cost O(s^2 D^2) exact scalar operations. Equal traces can be collected
+into at most 8n+5 buckets, including zero. The full norm sequence then costs
+O(n^2+s^2) further scalar operations after the pair traces, apart from
+coefficient storage. Coefficient bit sizes are not bounded by this count.
+
+The direct entry extractor uses O(f D^2 s^2 log(f+1)) scalar operations in the
+worst case, with base matrices and their Gram matrix in memory. The logarithm
+accounts for repeated squaring of pair traces. It never allocates
+a D^f-by-D^f matrix. Word support can grow exponentially during compilation;
+the program compiler is not asserted to be polynomial in instruction count.
+The base dimension D itself is exponential in n. No practical full-supplier
+speedup is inferred from these bounds.
+
+The frontend checks every supplied matrix for dyadic entries, unitarity and
+Pauli normalization on all 2n generators. The last check is sufficient:
+the generators generate the Pauli group, and invertible conjugation gives
+an injective map of that finite group into itself. Products and adjoints
+remain in C_n. Exact matrix keys include global phase. Scalar coefficients
+remain outside tensor powers. The checker does not move a scalar phase
+from an operator into a coefficient.
+
+The actual source kernel uses precisely the gates in the first section.
+Its C formula has eigenvalues 1 and i. Its Hadamard convention is S C S,
+so H^2=iI, not I. The retained source bytes and the independent column
+formula are checked in verify.py. These checks bind the algebraic grammar;
+they do not run a complete native supplier or its physical implementation.
+
+The proof is written mathematics. Python, the compiler, the frozen Gaussian
+arithmetic and the native-source transcription remain trusted. The direct
+tensor, signed-word and source-column checks test different implications.
+They are not an independent human review or a proof-assistant theorem.
+
+## 6. A finite test that misses a real failure
+
+The one-axis source C and S gates generate a group G of 96 exact matrices.
+There are at most 24 signed images of an ordered anticommuting Pauli pair,
+and at most four scalar lifts of each image. Thus this group is the complete
+one-axis dyadic normalizer, not just a proper subgroup used for calibration.
+Let one dirty target receive
+
+    y <- y + (1/96) sum_(g in G) g^(tensor f) x.
+
+The source x is unchanged. The average is an orthogonal projector, so its
+trace equals its rank. Complete exact enumeration gives rank zero at widths
+1 through 7 and rank 15 at width 8. The all-zero input/output tuple has
+entry 5/24 at width 8. Thus seven full small-width checks can all accept
+a false all-width identity. The registered example and literal witness
+checker reproduce this counterexample without building its tensor matrix.
+
+## 7. Scope and credit
+
+The program must have fixed scalar coefficients and a fixed native word as
+width changes. This theorem does not cover a different program at each f,
+arbitrary continuous phases, nonunitary scaled operators, non-Clifford gates,
+positive characteristic, nonlinear leaves or physical aliasing. A caller
+with restricted clean inputs needs its own input contract. Rounded equality
+is not exact equality. No complete multiplication theorem or kappa changes.
+
+The finite-group algebra viewpoint is prior work. The repository's
+projection-recursion-check already uses positive-width Burnside-Brauer
+separation, following Jacob Alan Sussman's engine model. The free-word
+tensor audit of Cinna Davis's programs and the certificates by zxv and
+Krzysztof Wojt retain their separate contributions. Chris R's retained-helper
+and passive-query proofs already use finite Clifford alphabets and tensor
+Gram separation. For fixed scalar coefficients, this package supplies the
+explicit filter and dimension-independent stability constant above. It does
+not replace their statements about width-dependent coefficients. The
+concurrent PR #5369 targets the smaller
+affine-quadratic monomial class with four selected widths. This package does
+not claim its result. README.md links these related sources.
+
+Classical provenance: Burnside and Brauer's tensor-generation theorem, as
+reviewed by Benjamin Steinberg in
+[On the Burnside-Brauer-Steinberg theorem](https://arxiv.org/abs/1409.7632),
+the Pauli conjugation basis, Gaussian-integer factorization, polynomial
+interpolation and Gram identities. No global mathematical priority is
+claimed. The new package provides the explicit dyadic-Clifford trace
+filter, stable bound, complete program frontend, compressed failure
+certificate and source-bound checks. The exact source and credit map is
+in README.md and SOURCES.json.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md
new file mode 100644
index 0000000000..7b7dfa9e48
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/PROVIDER.md
@@ -0,0 +1,281 @@
+# Complete selected-provider check and a pair-fusion obstruction
+
+The new verifier passes the complete local provider selected from PR4610.
+It also excludes **30,328 fixed pair fusions at every positive tensor width**.
+This contribution does not increase kappa. The paid profile does not change.
+
+The provider is the exact word at main commit
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. Its author head is
+`20bb93cd990d2ff683e4d0fc56b87a42cd5d3296`. The paid catalogue comes from
+the independent PR5241 admission at
+`13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2`.
+`provider/SOURCES.json` binds each copied input to its source Git object and
+SHA-256. Frozen source files are not changed.
+
+## Result and coverage
+
+Each direction has 21,449 source events, 632 independent persistent inputs,
+and one independent owned input. Every persistent output is checked. The owned
+output must be zero. All 408 helper inputs remain arbitrary. Their outputs
+have their specified native frame changes; they are not assumed to be zero.
+
+The new quadratic-sum engine checks 7,000 oriented recipe classes:
+
+| Class | Checks | Coverage |
+| --- | ---: | --- |
+| Paid transitions | 5,710 | All 6,596 event instances across both directions |
+| Native warps | 360 | All 480 signed event instances |
+| Helper boundaries | 34 | All 408 roles in each direction |
+| Main adapters | 896 | All 448 adapter events in each direction |
+
+These counts refer to labelled classes. They do not count distinct matrices.
+For two unitary circuits U,V on D=512 coordinates, the checker requires
+`tr(U* V)/D = 1`. Here `*` is the conjugate transpose. This equality proves
+U=V, including absolute phase. Each circuit then has the same tensor power at
+every positive width. A recipe's stored PASS status is not an input to this
+test. The main adapter generator only proposes data. Acceptance does not
+import or execute that generator or its native compiler.
+
+The complete physical programs are also passed directly to `compact.certify`.
+Their references contain every input and output role. The result is equality
+at every positive width, with no nonzero endpoint entry. The complete sparse
+expansion gives these measured support counts:
+
+| Direction | Scalar/native instructions | Native symbols | Peak total terms | Peak terms in one row | Final terms |
+| --- | ---: | ---: | ---: | ---: | ---: |
+| Forward | 24,827 | 1,297 | 22,331 | 156 | 744 |
+| Backward | 24,819 | 1,297 | 12,930 | 148 | 744 |
+
+These are counts for this fixed provider. General program support can still
+grow exponentially. No dense tensor matrix is made. The separate check of
+the displayed failure witnesses uses base-space vectors with 512 entries.
+
+## Exact boundary and translation
+
+Let F_U be the source canonical frame, C_q the source Gaussian gate, and
+F_full the full frame. Write E_i for the entrance frame of persistent role i
+and H_i for its exit frame. In the forward orientation:
+
+- For 0<=i<112, E_i=C_(q_i) and H_i=F_full.
+- For 112<=i<224, E_i=I and H_i=F_full C_(q_(i-112))^-1.
+- For 224<=i<632, E_i=F_(start_i) and H_i=F_(final_i).
+
+The backward orientation uses the entrywise conjugate of each native frame
+and operator. A negative warp uses the inverse before this conjugation.
+Conjugation is not replaced by the adjoint.
+
+In these logical coordinates, the forward endpoint is
+`L_(112+j) <- L_(112+j) + L_j` for 0<=j<112. The backward endpoint is
+`L_j <- L_j - L_(112+j)`. All other persistent logical coordinates return
+unchanged. Thus the persistent physical endpoint is
+
+    diag(H_i^tensor f) T diag((E_i^-1)^tensor f).
+
+This operator is invertible for every positive f. The owned input is erased,
+and its output is zero. All scalar coefficients remain outside tensor powers.
+
+The importer expands a paid transition a->b as F_b F_a^-1. A signed warp
+becomes F_b K_signed F_a^-1. A scalar ADD retains its literal rational
+coefficient. Owned CLEAR becomes scalar multiplication by zero. Owned COPY
+becomes CLEAR followed by ADD. Borrowed CLEAR and COPY are rejected.
+
+The 448 main adapter markers are included. An entrance adapter is
+F_start E_i^-1. An exit adapter is H_i F_final^-1. There is a source detail
+that must not be hidden: some identity exit markers precede the final climb.
+The importer permits a marker at a different current frame only when the
+adapter circuit is exactly the identity. A nonidentity marker must use its
+actual current frame.
+Every nonidentity entrance adapter must precede all uses of its role. Every
+nonidentity exit adapter must follow all uses. The word audit checks both
+conditions. Thus an adapter inside a candidate interval changes its endpoint
+frame and has the identity logical map.
+
+The sparse interpreter expands all independent inputs together. The existing
+`compact.certify` interpreter expands one input at a time. Both complete
+endpoints agree with the same explicit physical reference. The earlier
+PR5241 free-group argument already proves this provider's algebraic lift.
+The new contribution here is an executable application of the new Gram
+engine, complete support measurements, and the obstruction below. It is not
+a priority claim for that earlier lift argument.
+
+## Fusion class
+
+For each persistent role, list its paid climbs in chronological order. Take
+every pair in this list, at all positive ranks. Paid events on the same role
+or on other roles may occur between the two climbs. Native warps, scalar contacts,
+adapters and complete owned-center windows may also occur between them.
+There are **7,582 pairs per direction**. No adjacency or common middle-frame
+condition is imposed. The domain includes all 2,658 adjacent pairs, including
+all 1,363 adjacent rank-one pairs, per direction.
+
+Let A and B be the literal physical operators of the first and second climb.
+Let T be the complete interval between them. The original local map is BTA.
+Two replacements are tested:
+
+- Early fusion: apply BA at the first slot and remove the second slot. The
+  local map becomes TBA.
+- Late fusion: remove the first slot and apply BA at the second slot. The
+  local map becomes BAT.
+
+Every other physical operation is fixed. In particular, no scalar contact
+is changed to a new native query. The product BA is used with its exact
+phase, even when the middle frames differ. This gives 2*2*7582=30,328 candidate
+rewrites. The domain does not include a new intermediate placement, a
+changed pair of operators, simultaneous fusions, or a pair on different roles.
+
+The initial invoice opportunity was two H1 jobs replaced by one H2 job.
+For a legal replacement in each of 18 local calls, the complete delta would
+be -36 H1 +18 H2. This is the physical-pair gap in the PR5243 handoff.
+The proof also applies to the other rank pairs. The endpoint obstruction
+rejects every candidate before a new complete pricing step.
+No such saving is charged to the complete kappa calculation.
+
+## Closed-cut lemma
+
+At every persistent climb in this source, the owned register is either
+unused and about to be initialized before any read, or is zero after a
+completed lifetime. The word audit checks this property. It also checks
+that only the owned register can be overwritten and that all reads occur
+after initialization.
+
+Set the unused owned entry to zero. At either end of each candidate interval,
+the state is therefore determined by the 632 persistent fields. Each prefix,
+interval and suffix defines a square linear map on those fields. This remains
+true when the interval contains a whole owned-center window.
+
+For a fixed positive f, write the complete baseline as S(BTA)P on persistent
+fields. The complete endpoint above is invertible. A product of square
+matrices over Q(i) can be invertible only when every factor is invertible.
+Thus P and S are invertible. It follows that
+
+    S(C-BTA)P = 0  if and only if  C-BTA = 0.
+
+A nonzero interval defect therefore survives to the complete provider's
+return. This argument does not require the persistent prefix or suffix to
+be unitary. It does not carry a numerical norm bound through those maps.
+It would fail at a cut with live owned information omitted from the state.
+
+## A quantitative contact obstruction
+
+Use the moving logical frames at the interval boundaries. Let M be the
+interval's logical matrix. Frame changes and adapter changes are identity
+maps in these coordinates. Scalar instructions remain scalar instructions.
+Each native warp is the corresponding phase-bearing K operator.
+
+For each candidate, the saved certificate gives an off-diagonal block of M
+that touches the changed role r. That block is exactly
+
+    M_(r,j) = q U^tensor f  or  M_(j,r) = q U^tensor f,  j != r,
+
+where q is a nonzero rational and U is a signed word of native unitary maps.
+The coefficient is obtained by exact free-group arithmetic. It is not a
+sampled equality and holds for all positive f. The second replay checks every
+saved coefficient with the earlier independent-input engine. A separate
+role-list census checks that the saved pairs cover the entire declared class.
+
+For early fusion, let G1 and G2 be the diagonal physical frames immediately
+after A and immediately before B. Let G3 be the frame immediately after B.
+Then the changed logical interval is L M R, where
+
+    L = G3^-1 G2,
+    R = G1^-1 B G1.
+
+Both corrections act only on role r. Their r-blocks are conjugates of B^-1
+and B. For late fusion the corresponding corrections have r-blocks conjugate
+to A and A^-1. These formulas do not require the two middle frames to agree.
+
+On the saved off-diagonal block, only one correction acts. The defect is a
+unitary left or right multiple of q(V^tensor f-I), where V is a conjugate of
+the relevant paid operator or its inverse. Let
+
+    tau = tr(V)/D,  D=512.
+
+The normalized squared Hilbert-Schmidt defect of this block is exactly
+
+    q^2 (2 - 2 Re(tau^f)).
+
+The new quadratic-sum engine calculates every required trace with exact
+Gaussian rational arithmetic. In every case it checks
+
+    Re(tau) <= 1/2,  |tau|^2 <= 1/2.
+
+For f=1, the first inequality gives Re(tau^f)<=1/2. For f>=2, the second
+gives |tau|^f<=1/2. The same bounds hold for the inverse, whose trace is the
+complex conjugate. Consequently every saved block has normalized squared
+defect at least **q^2>0 at every positive width**. The closed-cut lemma lifts
+this obstruction to the complete provider.
+The smallest saved q^2 is **1/256**, which is a uniform lower bound on the
+selected cut-block defects. It is not a lower bound on the full-provider
+defect after multiplication by its prefix and suffix.
+
+`provider/FUSIONS.json.gz` contains all 15,164 contact certificates, the exact
+event positions, ranks, four frame IDs, native word, scalar coefficient and two
+traces. Each certificate excludes the early and late replacement.
+`provider/WITNESSES.json` also gives twelve literal width-one basis witnesses
+from the complete physical programs. They cover both directions, both
+placements, equal and unequal middle frames, and nonadjacent pairs with a
+higher-rank climb. The native source
+amplitude evaluator checks each value without Gram traces or quadratic sums.
+
+## Verification and limits
+
+From the repository root, with Python 3.12 and the standard library:
+
+```sh
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_provider.py
+```
+
+Expected final line:
+
+```text
+PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS
+```
+
+The replay checks source bytes, every recipe class, both complete programs,
+the complete pair census, every contact coefficient, exact trace bounds and
+the full-program witnesses. Negative controls cover an omitted paid class,
+a wrong absolute phase, borrowed erasure, a cut with live owned data and a
+missing contact. An identity interval is a positive control: no obstruction
+is inferred merely from the presence of two paid operations.
+
+The local paid profile remains `{1:2201,2:412,3:510,4:127,5:40,8:8}`: 3,298 jobs
+and rank mass 5,327 per direction. The complete selected kappa remains
+0.0030217758. This work does not reprice the controller, run a new outer
+admission, or change the selected record. The five selected framework
+assumptions remain. The result covers this ideal finite local provider and
+its tensor substitution; it does not prove physical tape, precision, stock,
+analytic recovery or the complete multiplication theorem.
+
+The obstruction does not exclude changed contacts, joint use of several
+fields, simultaneous rewrites, interior placement, owned-center pairs,
+new operators or later source providers. In particular, it does not
+subsume the separate frozen eight-relation row argument in PR5393.
+
+## Open next questions
+
+1. Can a changed scalar contact supply the missing transformed operand at a
+   lower complete cost? Start from a saved contact certificate. Replace that
+   actual contact, retain dirty restoration, and price the replacement query.
+2. Can several coordinated fusions cancel their endpoint defects? Start with
+   a small explicit set of saved pairs. Run the complete native endpoint test;
+   individual rejection does not prove joint rejection.
+3. Can the eight-width criterion help with a complete program whose endpoint
+   cannot first be reduced by free-group identities? This provider gives a
+   manageable support example, not a bound for other programs.
+
+## Credit
+
+Cao Yifan / intqwq supplies the selected PR4610 construction. Chris R /
+Clear1nsight supplies the PR5241 independent paid catalogue, complete admission
+and earlier quantified lift proof. Cinna Davis / 1337isnot1337 supplies the
+retained controller, native warp and helper chain. zxv, Jacob Alan Sussman,
+Dugongue, Rohan Arun, Jeremy Kothe, icekylinx, DreamingOfClouds and chafreaky
+retain credit for the relevant native, frame, helper and adapter sources.
+The source notices and `provider/NOTICE.md` give the source links. The scalar
+arithmetic and frozen native kernel retain their existing notices.
+
+The new provider importer, Gram application, cut proof, complete pair census
+and receipts are by Ali Romman with substantial OpenAI Codex assistance.
+The checks are author checks. Independent human review and a proof-kernel
+verification are not claimed. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/README.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/README.md
new file mode 100644
index 0000000000..9f6cdf24c5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/README.md
@@ -0,0 +1,234 @@
+# Finite, stable tensor tests for the full dyadic Clifford group
+
+**A uniform algebraic interface theorem and an exact verifier; no new kappa.**
+For fixed scalar register programs on n binary axes, with unitary dyadic
+Clifford operators and every dirty input/return retained, equality at the
+**eight widths 8n-3 through 8n+4 implies equality at every positive width**
+for n>=2. For one axis, **widths 5,6,7,8 suffice**, and both the maximum
+cutoff eight and the number of tests four are sharp. For zero axes use
+widths 1,2,3,4. This
+covers Gaussian and Hadamard gates as well as phase-monomial maps. The cutoff
+does not depend on program length or expanded support.
+
+The [original proof](PROOF.md) and [extensions](ADVANCES.md) give a stable test.
+Let M be the squared coefficient
+norm after equal exact native operators are combined. Some tested width has
+normalized squared Hilbert-Schmidt residual at least **(75/76)M** among all
+widths 1 through 8n+4. An explicit
+rational polynomial recovers M from the finite norm sequence. Base-space pair
+traces suffice. The compact implementation uses exact quadratic sums and
+bitwise conditional norms. It builds **neither a dense base matrix nor a
+tensor matrix**, and it removes the original D^2 coordinate scan.
+
+For the source's nine binary axes, **eight tests at widths 69 through 76** suffice.
+This is an algebraic bound, not a full supplier replay or a minimal cutoff.
+The complete kappa calculation and selected frontier are unchanged.
+
+The [complete-provider application](PROVIDER.md) now passes both directions
+of the selected PR4610 local provider: all 633 inputs and returns, 7,000
+oriented native recipe classes, and the full physical programs. It also
+excludes **30,328 early/late pair fusions at every positive tensor width**.
+The domain contains every pair of paid climbs on one persistent role, at
+all ranks and without an adjacency condition. The [result](provider/RESULT.json),
+[full-program witnesses](provider/WITNESSES.json), and
+[research notes](provider/RESEARCH-NOTES.md) preserve the evidence and limits.
+No paid job is removed and kappa does not increase.
+
+## A concrete small-width trap
+
+The [Reynolds example](examples/reynolds.json) adds the average of the 96
+one-axis native group operators to a dirty target. It preserves the source.
+Its complete endpoint is the identity at widths **1 through 7**, but fails at
+width **8**, with a literal entry **5/24**. The
+[certificate](examples/reynolds.certificate.json) gives the roles and coordinates.
+This example uses the full group, not a numerical sample.
+
+## Use
+
+Python 3.12 and the standard library suffice. From the repository root:
+
+```sh
+python3.12 -B scripts/research_package.py --package research/clifford-tensor-gram
+```
+
+The registered commands print `PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA` and
+`PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA` in normal and optimized Python.
+The provider commands also print
+`PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS`.
+Direct commands also work in a Git-free export:
+
+```sh
+python3.12 -I -W error -B research/clifford-tensor-gram/verify.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify.py
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_advances.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_advances.py
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -B research/clifford-tensor-gram/compact.py \
+  research/clifford-tensor-gram/examples/native-64.json
+python3.12 -I -B research/clifford-tensor-gram/certify.py \
+  research/clifford-tensor-gram/examples/native-relation.json
+python3.12 -I -B research/clifford-tensor-gram/check_witness.py \
+  research/clifford-tensor-gram/examples/reynolds.json \
+  research/clifford-tensor-gram/examples/reynolds.certificate.json
+python3.12 -I -B research/clifford-tensor-gram/audit_mutations.py
+python3.12 -I -B research/clifford-tensor-gram/audit_advances.py
+```
+
+The producer prints JSON. Read `equivalent_at_all_positive_widths`; a successful
+process means the decision completed, and a counterexample is a valid result.
+The independent witness checker prints `PASS_LITERAL_TENSOR_WITNESS 5/24`.
+Relative to the original dense producer, it uses a separate signed-word
+interpreter and literal matrix entries, with
+no producer import, trace calculation or interpolation argument. Only the
+frozen scalar arithmetic is shared.
+It checks the literal nonzero entry, not the claimed norms or the universal
+cutoff theorem.
+
+The compact producer reuses that signed-word expansion. Its differential
+checks use the original dense compiler, frozen source matrices and literal
+entries. It is not an independent checker of itself. The research record is
+saved in [RESEARCH-NOTES.md](RESEARCH-NOTES.md).
+
+## Input contract
+
+`compact.py` uses the same roles and instructions below, but each value in
+`operators` is a literal native circuit. See the
+[64-axis example](examples/native-64.json) and
+[65-axis phase relation](examples/native-65.json). The native gate forms are
+`["P", rows]`, `["X", offset]`, `["D", rows, alpha]`, `["C", mask, sign]`
+and `["phase", exponent]`. Binary matrix rows are integer masks. Diagonal
+alpha values belong to 0,1,2,3 and have the diagonal row parity. C signs
+are +1 or -1. The parser checks the native gate conditions.
+
+The compact certificate records the reduced decision widths. For a negative
+result it still computes all 8n+4 norm values to use the stronger stability
+bound and select its witness. The eight-width theorem alone does not give
+that dimension-free bound on the selected eight norms.
+
+The [native relation example](examples/native-relation.json) gives the format.
+`axes` is n; `roles` counts arbitrary independent inputs and returns.
+`operators` contains exact 2^n-by-2^n matrices, with integer entries or
+Gaussian-rational strings such as `1/2-1/2i`. Floats are rejected. The frontend
+checks dyadic entries, unitarity and normalization of all Pauli generators.
+`program` and `reference` are complete instruction lists. An empty reference
+is identity on every role.
+
+| Instruction | Required fields | Action |
+| --- | --- | --- |
+| `add` | `src`, `dst` | Add a scalar multiple of a role |
+| `query` | `src`, `dst`, `symbol` | Add an operator image of a role |
+| `apply` | `dst`, `symbol` | Apply an operator to a role |
+| `scale` | `dst`, `coefficient` | Scale a role |
+| `swap` | `src`, `dst` | Exchange roles |
+
+`add` and `query` accept an optional `coefficient`, default one. `query` and
+`apply` accept Boolean `inverse`, default false. Self queries read the previous
+value. Global phase stays inside the tensor power; scalar coefficients stay
+outside. The source convention has H^2=iI. Replacing that operator with scalar
+scaling by i passes width one and fails width two, as the
+[phase example](examples/phase-trap.json) shows. Scalar coefficients need not
+be dyadic.
+
+## Evidence and limits
+
+[ADVANCES-RESULT.json](ADVANCES-RESULT.json) records the continuation:
+256 code Fourier values, exact filter bounds for n=0,...,64, a rank-96
+modular inverse certificate, 640 exhaustive small quadratic sums, 3,328
+native entries, 128 native traces, 304 partial inner products, 48 complete
+program comparisons and literal witnesses, nine exact native relations,
+a scalar-phase trap and eight rejection controls. The large cases use
+64 and 65 axes. Their base dimensions are 2^64 and 2^65; no dense base
+array is allocated. The 64-axis witness is the exact entry 1/4294967296.
+The 65-axis relation retains H^2=iI as a native operator identity.
+
+[RESULT.json](RESULT.json) records 96 group elements, 689 exact trace-filter
+values, 2,124 source columns, 48 entangling trace cases, 60 explicit tensor
+norms, 72 complete endpoint comparisons, 24 full tensor program comparisons,
+16 random literal witnesses, two zero-axis boundary cases and 20 controls.
+The source columns include both
+orientations of an actual nine-axis Gaussian gate. Controls reject nonunitary
+inputs, non-dyadic phases, Toffoli, malformed instructions, wrong tensor phases,
+missing helper returns and false witnesses. Source hashes are checked before
+the replay imports the frozen files.
+
+[MUTATIONS.json](MUTATIONS.json) records four private-copy defects rejected in
+both Python modes: a missing trace factor, an ignored inverse, an omitted
+dirty return and a missing Gram normalization. The audit prints
+`PASS_CLIFFORD_GRAM_MUTATIONS`. The local runs used CPython 3.12.13 on macOS
+with no third-party packages.
+
+[ADVANCES-MUTATIONS.json](ADVANCES-MUTATIONS.json) records four additional
+defects rejected in both modes: a wrong native C phase, an ignored native
+inverse sign, a missing prefix constraint and an omitted dirty return.
+The audit prints `PASS_CLIFFORD_ADVANCE_MUTATIONS`.
+
+The written proof supplies the universal quantifiers. Finite tests corroborate
+it. This is author-checked with substantial AI assistance, not independent
+human or proof-kernel acceptance. Compilation can expand exponentially many
+terms. The compact path and witness algorithms use polynomial work in the
+axis count, literal word length, tensor width and expanded support. The
+original dense frontend still uses base dimension 2^n. No polynomial-time claim in instruction
+length or practical full-supplier speedup follows. The provider application
+checks the complete selected local word and its native recipes. A selected
+controller/compiler cold replay, new admission, Lean and Docker are not run.
+Physical storage, tapes, stock, precision and outer recovery remain separate.
+Programs that change with f, non-Clifford gates, continuous phases, nonunitary
+native operators, rounded leaves and restricted clean-input contracts are excluded.
+
+## Sources and credit
+
+Base: canonical main `7c472563474e60185e6ca101a17622133d047e56`, priority 7.
+[SOURCES.json](SOURCES.json) binds exact sources. No predecessor is modified.
+The provider application has the separate current-main pin
+`1ec1119972c9aefe42525172d07b332fcff81cb4`; its source copies and full credit
+are in [provider/SOURCES.json](provider/SOURCES.json) and
+[provider/NOTICE.md](provider/NOTICE.md).
+Rohan Arun supplies the retained native compiler, following Jeremy Kothe and
+the native lineage. Tekalign's retention and Cinna Davis's borrowing work keep
+their credit. The complete [notice](vendor/NATIVE-LINEAGE-NOTICE) accompanies
+the byte-identical kernel.
+
+zxv's [PR #5235](https://github.com/CrocSwap/integer-mult-bounds/pull/5235)
+supplies the independent-symbol interface and frozen Gaussian arithmetic.
+Krzysztof Wojt's [PR #5262](https://github.com/CrocSwap/integer-mult-bounds/pull/5262)
+supplies the inverse-aware interface and native-relation handoff. lm1909's
+[projection-recursion check](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md)
+already uses positive-width group separation, following Jacob Alan Sussman's
+engine model. Cinna Davis, ToikY, Sagar Thakrar, roger-sato and the retained
+free-word/tensor audits keep their earlier results and attribution.
+
+Chris R's [PR #4928](https://github.com/CrocSwap/integer-mult-bounds/pull/4928)
+and [PR #4978](https://github.com/CrocSwap/integer-mult-bounds/pull/4978)
+already use finite Clifford alphabets and tensor Gram separation. Their
+[general separation proof](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md)
+and [passive-query clarification](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md)
+retain that credit. This package adds an explicit linear cutoff and constant
+stability bound for fixed scalar coefficients in the full dyadic class.
+
+Concurrent [PR #5369](https://github.com/CrocSwap/integer-mult-bounds/pull/5369)
+proves a four-width criterion for affine-quadratic monomial maps.
+Its scope excludes Hadamard gates. The
+[coordination claim](https://github.com/CrocSwap/integer-mult-bounds/discussions/5236#discussioncomment-19153620)
+records this package's larger class, Gram test and stability claim. Public
+PR/Discussion bodies and relevant main notes were checked. Historical diffs
+and unpublished work remain outside coverage.
+
+Classical ingredients are credited in [PROOF.md](PROOF.md). No new general
+Burnside-Brauer theorem, general circuit identity algorithm or global priority
+is claimed. The contribution is the explicit native trace filter, stable
+cutoff, program frontend, compact witness and source-bound validation.
+The code invariant follows Runge and Nebe, Rains and Sloane. The binary
+quadratic-form method follows Dehaene and De Moor. [ADVANCES.md](ADVANCES.md)
+links those sources and derives the native phase conventions used here.
+
+## Open next questions
+
+1. Find the sharp maximum cutoff for n>=2. The one-axis maximum eight is
+   now sharp. The general eight-width test still reaches 8n+4.
+2. Prove a useful stability constant on the eight selected widths. The
+   present 75/76 bound uses the full range 1,...,8n+4.
+3. Bind a complete current provider and measure support growth. Retain every
+   input/return and native phase. Physical admission and a full bill remain open.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md
new file mode 100644
index 0000000000..dc3244e15d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESEARCH-NOTES.md
@@ -0,0 +1,133 @@
+# Continuation research record
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+
+## Starting point
+
+The first result is commit 0db0609042d3bee25028ef6515fcee40a33e958d in
+[PR #5376](https://github.com/CrocSwap/integer-mult-bounds/pull/5376).
+It proves the 8n+4 positive-width cutoff and a 14/15 separation bound.
+Both local modes, the export, mutation checks and hosted CI passed.
+The continuation refresh found main at
+1ec1119972c9aefe42525172d07b332fcff81cb4. Priority revision 7 and both
+consumed kernels are unchanged. The selected kappa is not part of this work.
+
+## Questions and acceptance tests
+
+1. Can a degree-eight invariant reduce the number of widths to eight?
+   Prove invariance under a complete native generating set. Prove the
+   resulting kernel inclusion, with all width and coefficient quantifiers.
+2. Can the filter bound improve from 14/15 to 75/76?
+   Prove the coefficient signs and control their total absolute value for
+   every n. Numerical samples do not establish the uniform bound.
+3. What is the sharp one-axis positive-width cutoff?
+   Combine an exact full-rank Gram certificate with an explicit lower-bound
+   example. Do not generalize a one-axis result to other axis counts.
+4. Can exact traces and entries avoid a dense 2^n base matrix?
+   Derive a phase-exact quadratic-sum algorithm. Compare it with the frozen
+   source and independent dense cases, including inverses and zero traces.
+   Preserve possible exponential growth in expanded circuit support.
+
+## Initial observations, not yet new accepted results
+
+For n=1,...,12, exact filter coefficient sums give reciprocal positive mass
+at least 75/76. The n=1 value is exactly 75/76. The later values increase
+toward approximately 0.9887179563. These samples suggest a monotonicity
+proof; they do not prove it.
+
+The extended binary Hamming code of length eight is self-dual and doubly
+even. Its row-code tensor is a candidate invariant for every axis count.
+The classical code-invariant construction is prior work of Runge and
+Nebe, Rains and Sloane, not a new invariant discovered here.
+
+The original direct witness search examines all D^2 coordinate pairs at
+each tensor factor. Even a compact trace routine alone does not remove
+that search. A complete scalable extractor needs a separate argument.
+
+## Results of the continuation
+
+The proofs and algorithms are saved in [ADVANCES.md](ADVANCES.md),
+[quadratic.py](quadratic.py) and [compact.py](compact.py).
+
+1. The length-eight code invariant gives kernel inclusion from f+8 to f.
+   Eight selected widths now suffice. For nine axes these are 69 through 76.
+2. The coefficient sign pattern ++-- gives a monotonicity proof for the
+   filter norm. Its maximum is 77/75 at n=1. Positive mass is at most 76/75,
+   so the stable separation improves from 14/15 to 75/76.
+3. The one-axis Gram sum at widths 5,6,7,8 has rank 96. A saved inverse
+   over F_65537 proves this rank in characteristic zero. The previous
+   Reynolds example proves that the maximum cutoff eight is sharp.
+   Central scalar characters also prove that four widths are necessary.
+4. Exact quadratic path sums retain the native global phase. Conditional
+   sums with coordinate prefixes give a bitwise witness extractor. This
+   removes both the dense base matrix and the D^2 coordinate scan.
+
+The first modular experiment gave cumulative ranks modulo 65537 of
+4,14,34,57,77,91,95,96 at widths 1 through 8. These are modular ranks;
+the lower-width values alone are not characteristic-zero rank certificates.
+The final proof uses the rank-96 inverse and the separate Reynolds obstruction.
+
+The replay includes 640 exhaustive small quadratic sums, every one-axis
+native group word, entangling two- and three-axis words, complete register
+programs and exact positive relations. The large cases certify an explicit
+64-axis entry and the phase relation on 65 axes. Full counts and literal
+certificates are saved with the package.
+
+## Performance correction
+
+The initial filter routine repeatedly reduced rational coefficients. The
+continuation instead multiplies integer numerator factors and keeps one
+denominator. A direct comparison with the function from commit
+0db0609042d3bee25028ef6515fcee40a33e958d gave identical coefficient lists
+at n=0,1,2,9,16,32. One local CPython 3.14.7 measurement at n=32 took
+0.283 seconds before and 0.0149 seconds after. This is one measurement of
+the filter builder, not a full-verifier or provider speed claim.
+The registered validation uses CPython 3.12.13 and checks the original
+receipts as well as the new results.
+
+The first read-only continuation replay found a receipt-comparison defect:
+native gate tuples serialize as JSON arrays. Comparing the loaded arrays
+with in-memory tuples fails even when the serialized bytes agree. The
+receipt check now compares canonical serialized bytes. This fixes the
+serialization boundary without changing mathematical values or certificates.
+
+## Limits and routes not established
+
+The eight-width embedding does not preserve the dimension-free stability
+constant. The 75/76 bound still uses all widths from 1 through 8n+4. A
+trace routine alone would not remove the coordinate search; the conditional
+two-path sum is needed for that step. The general maximum cutoff is not
+proved sharp, and the one-axis result cannot be extrapolated to n>=2.
+
+The code invariant and binary quadratic-form method are classical. No
+literature priority claim is made for those methods. The native phase
+derivation, program binding, width refinements and reproducible certificates
+are the contribution here. Symbolic word support can still be exponential.
+No complete current provider, physical invoice or kappa improvement follows.
+The written proofs remain author-checked with substantial AI assistance.
+
+The final upstream refresh kept main at
+1ec1119972c9aefe42525172d07b332fcff81cb4. The selected result and source
+pins did not change. The canonical Discussion claim remains the coordination
+point. This continuation updates the same focused PR.
+
+## Local verification closeout
+
+The registered runner passed all four commands on CPython 3.12.13:
+the original replay and the continuation replay, each in normal and
+optimized mode. One complete local run took 88.42 seconds. The original
+receipts remain unchanged after the integer filter optimization.
+
+Both mutation audits passed. Each of eight defects was rejected in both
+Python modes, for 16 negative runs. The new defects change a native phase,
+an inverse sign, a coordinate constraint and a dirty return. The metadata
+and pinned-source check also passed. Exact commands are in README.md.
+
+The final advisory overlap refresh at 2026-10-23 21:12 UTC covered 337
+open PRs and 4,676 Discussion records, with complete remote pagination.
+The new-term matches were this contribution and an unrelated occurrence
+of 75/76 in a prior pencil-selection note. The sparse local checkout covers
+only 16 of 7,269 note paths. Relevant predecessor proofs were read
+separately. Historical diffs and unpublished work remain outside coverage.
+The concurrent monomial PR remains at its previously reviewed head and
+has not been changed by this work.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json
new file mode 100644
index 0000000000..bd440a4b06
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/RESULT.json
@@ -0,0 +1,98 @@
+{
+  "closure_edges": 192,
+  "complete_endpoint_comparisons": 72,
+  "controls": [
+    "wrong witness value",
+    "wrong witness width",
+    "wrong certificate schema",
+    "wrong certificate problem_sha256",
+    "wrong certificate axes",
+    "wrong certificate cutoff",
+    "nonunitary",
+    "continuous rational phase",
+    "wrong shape",
+    "floating scalar",
+    "non-Clifford dyadic unitary",
+    "invalid instruction 11",
+    "invalid instruction 12",
+    "invalid instruction 13",
+    "invalid instruction 14",
+    "invalid instruction 15",
+    "invalid instruction 16",
+    "omitted helper return detected",
+    "noncommuting order detected",
+    "phase outside tensor detected"
+  ],
+  "cutoff": "8n+4",
+  "dense_norm_cases": 60,
+  "entangling_trace_cases": 48,
+  "full_tensor_programs": 24,
+  "native_source_columns": 2124,
+  "one_axis_group_order": 96,
+  "polynomial_values": 689,
+  "random_literal_witnesses": 16,
+  "reynolds": {
+    "coefficient_norm_squared": "1/96",
+    "first_nonzero_width": 8,
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "15/256",
+      "0",
+      "0",
+      "0",
+      "155/4096"
+    ],
+    "output_role": 1,
+    "support": 96,
+    "trace_buckets": 13,
+    "witness": {
+      "discrepancy": "5/24",
+      "input_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "output_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "width": 8
+    }
+  },
+  "separation": "14/15",
+  "status": "PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA",
+  "trace_histogram": {
+    "-1": 8,
+    "-1+1i": 6,
+    "-1-1i": 6,
+    "-2": 1,
+    "0": 36,
+    "0+1i": 8,
+    "0+2i": 1,
+    "0-1i": 8,
+    "0-2i": 1,
+    "1": 8,
+    "1+1i": 6,
+    "1-1i": 6,
+    "2": 1
+  },
+  "zero_axis_cases": 2
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json
new file mode 100644
index 0000000000..874eb9c3f4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/SOURCES.json
@@ -0,0 +1,141 @@
+{
+  "schema_version": 1,
+  "base_commit": "7c472563474e60185e6ca101a17622133d047e56",
+  "files": [
+    {
+      "path": "certificates/selected-result.json",
+      "usage": "provenance",
+      "git_blob": "c35482cd9035843b15a634cc8276a7e1e40e8395",
+      "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375"
+    },
+    {
+      "path": "docs/research/agent-task-catalog.json",
+      "usage": "provenance",
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "path": "research/inverse-dirty-certificates/PROOF.md",
+      "usage": "provenance",
+      "git_blob": "d2433c24ca46a1cf4af481f6ae9b281991cdafac",
+      "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11"
+    },
+    {
+      "path": "research/projection-recursion-check/README.md",
+      "usage": "provenance",
+      "git_blob": "1d8c9f7b1b96cd098a9a00a90022143bbced8b64",
+      "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "usage": "input",
+      "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "path": "research/universal-dirty-certificates/fields.py",
+      "usage": "input",
+      "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "path": "research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+      "usage": "provenance",
+      "git_blob": "380e979f0e84e00a22bd890615d87cc4684ad740",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "path": "research/t74-native-fast/LICENSE",
+      "usage": "provenance",
+      "git_blob": "261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "path": "research/two-full-retained-helper-ceiling/science/PROOF.md",
+      "usage": "provenance",
+      "git_blob": "85eb3ade566aecd21b681085543eff617fc0f5db",
+      "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7"
+    },
+    {
+      "path": "research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+      "usage": "provenance",
+      "git_blob": "d742381500d94759a3278050d86b7d1dcc726a7e",
+      "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "retained_copy": "provider/WORD.json.gz"
+    },
+    {
+      "path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+      "retained_copy": "provider/PAID.jsonl.gz"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+      "retained_copy": "provider/PHASES.json.gz"
+    },
+    {
+      "path": "research/joint-helper-lattice/NATIVE.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/NATIVE.json.gz",
+      "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+      "retained_copy": "provider/HELPERS.json.gz"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PROOF.md",
+      "git_blob": "97f1d19ad423fe5540cc2986fb51af24a251d57c",
+      "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c"
+    },
+    {
+      "path": "research/final4610-independent-admission/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PROOF.md",
+      "git_blob": "cc71e69b34835eff261b6073606dd585355e442c",
+      "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8"
+    },
+    {
+      "path": "research/joint-helper-lattice/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/PROOF.md",
+      "git_blob": "e41106031da41fade7a7419c17a32c1bd9aa103b",
+      "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91"
+    },
+    {
+      "path": "docs/research/community-native4610-contributors.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:docs/research/community-native4610-contributors.md",
+      "git_blob": "977eab508c183efd5f725617e30ed7ccd19a1ff2",
+      "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "git_blob": "99f351785ebca5fbf3336bedcd7b48bac9c255e5",
+      "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "git_blob": "82beaa9c1d13bcd5f79d0a5e10e8a10733eac347",
+      "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce"
+    }
+  ],
+  "attribution": "Rohan Arun and the retained native lineage supply the exact kernel; Tekalign retained its source. zxv supplies fields.py. Krzysztof Wojt supplies the inverse-interface handoff. lm1909 and Jacob Alan Sussman supply the prior positive-width group-separation use. See README.md and the retained notice. New material by Ali Romman with substantial OpenAI Codex assistance; Apache-2.0. Chris R / Clear1nsight supplies the related finite-alphabet tensor separation in PR4928 and PR4978. The current provider application retains Cao Yifan / intqwq, Chris R / Clear1nsight, Cinna Davis and all source frame/helper/adapter credit in provider/NOTICE.md. Current source bytes are copied and authenticated inside the package; their source paths are provenance pins."
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/TASK.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/TASK.json
new file mode 100644
index 0000000000..220174d087
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/TASK.json
@@ -0,0 +1,133 @@
+{
+  "schema_version": 1,
+  "task_id": "formal-interface-lemma",
+  "priority_revision": 7,
+  "base_commit": "7c472563474e60185e6ca101a17622133d047e56",
+  "original_card": {
+    "id": "formal-interface-lemma",
+    "question": "Can one uncovered interface implication be formalized with exact caller and certificate bindings?",
+    "starting_points": [
+      "docs/research/research-family-status.md",
+      "certificates/selected-result.json",
+      "research/gate-operand-parity-lean/README.md",
+      "research/staged544-certified-endpoint/README.md",
+      "research/unconditional-batched-crt/README.md"
+    ],
+    "methods": [
+      "Formalize a missing boundary lemma identified by the selected review.",
+      "Audit a formal theorem-to-certificate binding independently."
+    ],
+    "acceptance_gate": "State the exact formalized proposition and remaining assumptions; avoid duplicate arithmetic formalizations already present.",
+    "first_step": {
+      "command": [
+        "python3",
+        "-B",
+        "scripts/research_baseline.py"
+      ],
+      "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+      "inspect": "Inventory the gate-operand parity lemma (#3807) and certified endpoint arithmetic (#3857). Neither is a full multiplication proof. For #4100, audit the compact-switch statement and its hypotheses before formalizing it.",
+      "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+    },
+    "first_experiment": "Write one missing statement with quantified hypotheses, actual caller and existing coverage. A compact-switch lemma is a candidate only after its mathematical contract is reviewed. Establish a bounded proof plan before a separately budgeted proof-assistant build; do not rerun large Lean jobs as orientation.",
+    "bottleneck_link": "A missing interface proof can reduce the conditional gap even if it does not change kappa.",
+    "allowed_variations": [
+      "Narrow to one formal lemma or one theorem-to-certificate binding."
+    ],
+    "scope_change_triggers": [
+      "Formalizing already-covered arithmetic and claiming the full multiplication theorem."
+    ],
+    "overlap_terms": [
+      "hyperplane end",
+      "formal interface",
+      "Lean binding",
+      "3807",
+      "3857",
+      "4100",
+      "gate-operand-parity-lean",
+      "staged544-certified-endpoint",
+      "unconditional-batched-crt"
+    ],
+    "existing_checks": [
+      {
+        "scope": "PR #3807: scoped gate-operand parity formalization.",
+        "evidence": "research/gate-operand-parity-lean/README.md",
+        "remaining": "Exact theorem-to-caller binding and genuinely uncovered interface lemmas.",
+        "status": "author-checked",
+        "source_commit": "4c3530f42a6abcc48e7a6bcffd6c901911dc8269",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      },
+      {
+        "scope": "PR #3857: certified real-power moment/endpoint arithmetic.",
+        "evidence": "research/staged544-certified-endpoint/README.md",
+        "remaining": "Uniform algorithmic implications, not another endpoint digit.",
+        "status": "author-checked",
+        "source_commit": "ef4315b8caa605e47a2515004845eb2d2ed71a86",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      },
+      {
+        "scope": "PR #4100: compact-switch formalization proposed as future validation.",
+        "evidence": "research/unconditional-batched-crt/README.md",
+        "remaining": "Audit the statement and assumptions before a formal proof campaign.",
+        "status": "author-checked",
+        "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      }
+    ]
+  },
+  "scope_status": "changed",
+  "actual_scope": "Eight-width full dyadic Clifford tests, compact exact native certificates, complete selected-provider replay and a uniform obstruction to all 30328 early/late fusions of two paid climbs on one persistent role.",
+  "scope_change_reason": "Supply a written native-relation interface theorem and executable certificate rather than repeat a formal arithmetic endpoint.",
+  "bottleneck_link": "A fixed native program needs an all-width endpoint proof. The trace filter supplies a uniform finite test and a quantified failure certificate for the full dyadic Clifford class.",
+  "budget_minutes": 60,
+  "stop_rule": "Prove the stated cutoff and stability bound, check source and independent tensor fixtures, then publish one scoped package. No supplier or selected-frontier update.",
+  "outcome": "completed",
+  "evidence": "PROOF.md, ADVANCES.md, PROVIDER.md, all result and mutation receipts, source-bound complete provider inputs and registered normal/optimized replays.",
+  "author": "Ali Romman with substantial OpenAI Codex assistance",
+  "ai_assistance": "Substantial OpenAI Codex assistance in derivation, implementation, self-review, validation and publication. No independent human or proof-kernel review.",
+  "open_questions": [
+    {
+      "question": "What is the sharp maximum cutoff for n>=2?",
+      "why_it_matters": "Eight tests still reach width 8n+4.",
+      "first_step": "Find a smaller representation-theoretic bound or a matching explicit residual.",
+      "blocked_by": "The one-axis modular certificate does not generalize."
+    },
+    {
+      "question": "Can the eight selected widths retain a dimension-free stability constant?",
+      "why_it_matters": "The 75/76 bound uses the full range of widths.",
+      "first_step": "Bound the selected-width Gram spectrum.",
+      "blocked_by": "The invariant embedding alone loses powers of the base dimension."
+    },
+    {
+      "question": "Can a changed contact provide the transformed operand at lower complete cost?",
+      "why_it_matters": "Every fixed pair fusion retains a nonzero contact defect.",
+      "first_step": "Use one saved contact certificate and replace its literal scalar contact with a priced native query.",
+      "blocked_by": "Whole-caller endpoint, dirty restoration and full cost remain."
+    },
+    {
+      "question": "Can coordinated pair rewrites cancel their defects?",
+      "why_it_matters": "The obstruction covers one pair at a time.",
+      "first_step": "Name a small joint rewrite and run its complete native endpoint.",
+      "blocked_by": "No joint-rewrite or physical invoice certificate exists."
+    }
+  ],
+  "coordination": "https://github.com/CrocSwap/integer-mult-bounds/discussions/5236#discussioncomment-19153620",
+  "continuation": {
+    "user_requested": true,
+    "main_checkpoint": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "previous_result": "0db0609042d3bee25028ef6515fcee40a33e958d",
+    "source_pins_changed": false,
+    "notes": "RESEARCH-NOTES.md"
+  },
+  "provider_application": {
+    "user_requested": true,
+    "main_checkpoint": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "verifier_predecessor": "5370f4465388dbbfff3ba45d5d6ae99d447b1766",
+    "scope": "Complete selected local provider in both directions, then early/late fusion of every pair of paid persistent climbs on one role. All positive tensor widths.",
+    "decision": "Narrow after the full fixed pair-fusion domain fails. Changed contacts or coordinated rewrites require a new test.",
+    "outcome": "No kappa improvement; complete provider certificates and a uniform scoped obstruction.",
+    "paid_profile_changed": false,
+    "unknown_costs": "No changed physical, compiler or outer cost is assumed zero. All candidate rewrites fail the algebraic endpoint.",
+    "notes": "provider/RESEARCH-NOTES.md",
+    "sources": "provider/SOURCES.json"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json
new file mode 100644
index 0000000000..b41360ab97
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/VERIFY.json
@@ -0,0 +1,87 @@
+{
+  "schema_version": 1,
+  "status": "ready",
+  "python": "3.12",
+  "requirements": [],
+  "inputs": [
+    "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/universal-dirty-certificates/fields.py"
+  ],
+  "commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "timeout_seconds": 420,
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "timeout_seconds": 420,
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls."
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py
new file mode 100644
index 0000000000..0429c569ab
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_advances.py
@@ -0,0 +1,58 @@
+"""Reject compact-computation defects in private package copies.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import json
+from pathlib import Path
+import shutil
+import subprocess
+import sys
+import tempfile
+
+HERE = Path(__file__).resolve().parent
+MUTATIONS = [
+    ("conjugate native C factor", "quadratic.py", "G.pair(1, sign)/2", "G.pair(1, -sign)/2", "Native trace phase"),
+    ("ignore native inverse sign", "quadratic.py", "out.append((kind, gate[1], -gate[2]))",
+     "out.append((kind, gate[1], gate[2]))", "Native entry phase"),
+    ("omit output prefix constraint", "quadratic.py",
+     "equations += [left.outputs[j] ^ x for j, x in enumerate(output_prefix)]",
+     "equations += []", "Native partial inner product"),
+    ("omit final native return", "compact.py", "enumerate(zip(left, right))",
+     "enumerate(zip(left[:-1], right[:-1]))", "Compact complete endpoint"),
+]
+
+
+def audit(write=False):
+    results = []
+    for label, filename, old, new, expected in MUTATIONS:
+        for optimized in (False, True):
+            with tempfile.TemporaryDirectory(prefix="clifford-advance-mutation-") as directory:
+                target = Path(directory) / "package"
+                shutil.copytree(HERE, target, ignore=shutil.ignore_patterns("__pycache__"))
+                source = target / filename
+                original = source.read_text(encoding="utf-8")
+                if original.count(old) != 1:
+                    raise ValueError("Mutation target is not unique: "+label)
+                source.write_text(original.replace(old, new), encoding="utf-8")
+                command = [sys.executable, "-I", "-W", "error", "-B"]
+                if optimized:
+                    command.append("-O")
+                command += [str(target / "verify_advances.py"), "--write"]
+                run = subprocess.run(command, text=True, capture_output=True, timeout=180)
+                if run.returncode == 0 or "ValueError: "+expected not in run.stderr:
+                    raise ValueError("Mutation did not fail at its semantic check: "+label+"\n"+run.stdout+run.stderr)
+                results.append({"mutation": label, "optimized": optimized, "rejection": expected})
+    receipt = {"status": "PASS_CLIFFORD_ADVANCE_MUTATIONS", "cases": results}
+    path = HERE / "ADVANCES-MUTATIONS.json"
+    if write:
+        path.write_text(json.dumps(receipt, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+    elif json.loads(path.read_text(encoding="utf-8")) != receipt:
+        raise ValueError("Committed advance mutation receipt mismatch")
+    print(receipt["status"])
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the advance mutation receipt")
+    audit(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py
new file mode 100644
index 0000000000..11fd235740
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/audit_mutations.py
@@ -0,0 +1,57 @@
+"""Check that semantic defects fail in private package copies.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import json
+from pathlib import Path
+import shutil
+import subprocess
+import sys
+import tempfile
+
+HERE = Path(__file__).resolve().parent
+MUTATIONS = [
+    ("omit final trace root", "range(1, 2*n+1)", "range(1, 2*n)", "Polynomial endpoints"),
+    ("ignore inverse", "adjoint(operators[symbol]) if inverse else operators[symbol]",
+     "operators[symbol]", "Signed-word complete endpoint"),
+    ("omit final return", "enumerate(zip(left, right))", "enumerate(zip(left[:-1], right[:-1]))",
+     "Zero-axis scalar group"),
+    ("remove Gram normalization", "G(0))/d\n             for right", "G(0))\n             for right",
+     "Independent dense norm"),
+]
+
+
+def audit(write=False):
+    results = []
+    for label, old, new, expected in MUTATIONS:
+        for optimized in (False, True):
+            with tempfile.TemporaryDirectory(prefix="clifford-gram-mutation-") as directory:
+                target = Path(directory) / "package"
+                shutil.copytree(HERE, target, ignore=shutil.ignore_patterns("__pycache__"))
+                source = target / "certify.py"
+                original = source.read_text(encoding="utf-8")
+                if original.count(old) != 1:
+                    raise ValueError("Mutation target is not unique: "+label)
+                source.write_text(original.replace(old, new), encoding="utf-8")
+                command = [sys.executable, "-I", "-W", "error", "-B"]
+                if optimized:
+                    command.append("-O")
+                command += [str(target / "verify.py"), "--write"]
+                run = subprocess.run(command, text=True, capture_output=True, timeout=180)
+                if run.returncode == 0 or "ValueError: "+expected not in run.stderr:
+                    raise ValueError("Mutation did not fail at its semantic check: "+label+"\n"+run.stdout+run.stderr)
+                results.append({"mutation": label, "optimized": optimized, "rejection": expected})
+    receipt = {"status": "PASS_CLIFFORD_GRAM_MUTATIONS", "cases": results}
+    path = HERE / "MUTATIONS.json"
+    if write:
+        path.write_text(json.dumps(receipt, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+    elif json.loads(path.read_text(encoding="utf-8")) != receipt:
+        raise ValueError("Committed mutation receipt mismatch")
+    print(receipt["status"])
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the mutation receipt")
+    audit(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/certify.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/certify.py
new file mode 100644
index 0000000000..95c1cbf710
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/certify.py
@@ -0,0 +1,329 @@
+"""Decide complete tensor identities for dyadic Clifford register programs.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+The trace interpolation proof is in PROOF.md. No tensor matrix is built.
+"""
+import argparse
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def require(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def conjugate(z):
+    return G.pair(z.real, -z.imag)
+
+
+def norm2(z):
+    return z.real*z.real + z.imag*z.imag
+
+
+def power(z, k):
+    result = G(1)
+    while k:
+        if k & 1:
+            result = result*z
+        z = z*z
+        k //= 2
+    return result
+
+
+def scalar(x):
+    require(type(x) in (str, int), "Use an integer or an exact Gaussian string")
+    return G(x)
+
+
+def identity(d):
+    return tuple(tuple(G(int(i == j)) for j in range(d)) for i in range(d))
+
+
+def adjoint(a):
+    return tuple(tuple(conjugate(a[j][i]) for j in range(len(a))) for i in range(len(a)))
+
+
+def multiply(a, b):
+    d = len(a)
+    out = [[G(0) for _ in range(d)] for _ in range(d)]
+    sparse_b = [[(j, x) for j, x in enumerate(row) if x] for row in b]
+    for i, row in enumerate(a):
+        for k, x in enumerate(row):
+            if x:
+                for j, y in sparse_b[k]:
+                    out[i][j] = out[i][j] + x*y
+    return tuple(tuple(row) for row in out)
+
+
+def key(a):
+    return tuple(tuple((z.real, z.imag) for z in row) for row in a)
+
+
+def pauli(n, x, z, phase=0):
+    d = 1 << n
+    unit = power(G("i"), phase % 4)
+    return tuple(
+        tuple(unit*(-1 if (z & j).bit_count() % 2 else 1) if i == j ^ x else G(0)
+              for j in range(d)) for i in range(d))
+
+
+def pauli_signature(a):
+    """Return the exact X/Z/phase label, or reject a non-Pauli matrix."""
+    d = len(a)
+    n = d.bit_length()-1
+    first = [(i, row[0]) for i, row in enumerate(a) if row[0]]
+    require(len(first) == 1, "Conjugated generator is not a Pauli")
+    x, unit = first[0]
+    units = [G(1), G("i"), G(-1), G("-i")]
+    require(unit in units, "Conjugated generator has a non-Pauli phase")
+    z = 0
+    for j in range(n):
+        value = a[x ^ (1 << j)][1 << j]
+        require(value in (unit, -unit), "Conjugated generator is not a Pauli")
+        if value == -unit:
+            z |= 1 << j
+    phase = units.index(unit)
+    require(a == pauli(n, x, z, phase), "Conjugated generator is not a Pauli")
+    return x, z, phase
+
+
+def validate_operator(a, n):
+    d = 1 << n
+    require(len(a) == d and all(len(row) == d for row in a), "Operator shape")
+    for row in a:
+        for value in row:
+            for part in (value.real, value.imag):
+                den = part.denominator
+                require(den & (den-1) == 0, "Operator entry is not dyadic")
+    star = adjoint(a)
+    require(multiply(star, a) == identity(d), "Operator is not unitary")
+    return [pauli_signature(multiply(multiply(a, pauli(n, x, z)), star))
+            for x, z in [(1 << j, 0) for j in range(n)] + [(0, 1 << j) for j in range(n)]]
+
+
+def parse_problem(problem):
+    require(type(problem) is dict and set(problem) == {"axes", "roles", "operators", "program", "reference"},
+            "Problem keys")
+    n, r = problem["axes"], problem["roles"]
+    require(type(n) is int and n >= 0 and type(r) is int and r > 0, "Axes or roles")
+    require(type(problem["operators"]) is dict, "Operators must be an object")
+    matrices = {}
+    for name, rows in problem["operators"].items():
+        require(type(name) is str and bool(name) and type(rows) is list and
+                all(type(row) is list for row in rows), "Operator format")
+        a = tuple(tuple(scalar(x) for x in row) for row in rows)
+        validate_operator(a, n)
+        matrices[name] = a
+    return n, r, matrices
+
+
+def accumulate(out, label, coefficient):
+    value = out.get(label, G(0)) + coefficient
+    if value:
+        out[label] = value
+    else:
+        out.pop(label, None)
+
+
+def compile_difference(problem):
+    """Keep phases in matrix keys and keep scalar coefficients outside them."""
+    n, roles, operators = parse_problem(problem)
+    eye = identity(1 << n)
+    bank = {key(eye): eye}
+    products = {}
+
+    def execute(instructions):
+        require(type(instructions) is list, "Instruction list")
+        rows = [{(i, key(eye)): G(1)} for i in range(roles)]
+        for instruction in instructions:
+            require(type(instruction) is dict, "Instruction object")
+            kind = instruction.get("op")
+            allowed = {"add": {"op", "src", "dst", "coefficient"},
+                       "scale": {"op", "dst", "coefficient"},
+                       "swap": {"op", "src", "dst"},
+                       "apply": {"op", "dst", "symbol", "inverse"},
+                       "query": {"op", "src", "dst", "symbol", "inverse", "coefficient"}}
+            require(kind in allowed and set(instruction) <= allowed[kind], "Instruction keys")
+            dst = instruction.get("dst")
+            require(type(dst) is int and 0 <= dst < roles, "Destination role")
+            src = instruction.get("src", dst)
+            require(type(src) is int and 0 <= src < roles, "Source role")
+            if kind in ("add", "query", "swap"):
+                require("src" in instruction, "Missing source role")
+            if kind == "swap":
+                rows[src], rows[dst] = rows[dst], rows[src]
+                continue
+            if kind == "scale":
+                coefficient = scalar(instruction["coefficient"])
+                rows[dst] = {k: coefficient*v for k, v in rows[dst].items() if coefficient*v}
+                continue
+            image = rows[src].copy()
+            if kind in ("apply", "query"):
+                symbol = instruction.get("symbol")
+                inverse = instruction.get("inverse", False)
+                require(type(inverse) is bool and type(symbol) is str and symbol in operators, "Operator reference")
+                a = adjoint(operators[symbol]) if inverse else operators[symbol]
+                image = {}
+                for (i, old), coefficient in rows[src].items():
+                    cache_key = symbol, inverse, old
+                    if cache_key not in products:
+                        product = multiply(a, bank[old])
+                        new = key(product)
+                        bank[new] = product
+                        products[cache_key] = new
+                    accumulate(image, (i, products[cache_key]), coefficient)
+            if kind == "apply":
+                rows[dst] = image
+            else:
+                coefficient = scalar(instruction.get("coefficient", 1))
+                updated = rows[dst].copy()
+                for label, value in image.items():
+                    accumulate(updated, label, coefficient*value)
+                rows[dst] = updated
+        return rows
+
+    left, right = execute(problem["program"]), execute(problem["reference"])
+    result = []
+    for output, (a, b) in enumerate(zip(left, right)):
+        row = a.copy()
+        for label, coefficient in b.items():
+            accumulate(row, label, -coefficient)
+        for input_role in range(roles):
+            terms = [(coefficient, bank[operator]) for (i, operator), coefficient in row.items() if i == input_role]
+            if terms:
+                result.append((output, input_role, terms))
+    return n, result
+
+
+def cutoff_polynomial(n):
+    require(type(n) is int and n >= 0, "Nonnegative axis count")
+    coefficients, denominator = [1], 1
+    for j in range(1, 2*n+1):
+        scale, sign = 4**j, (-1)**j
+        new = [0]*(len(coefficients)+1)
+        for degree, coefficient in enumerate(coefficients):
+            new[degree] -= sign*coefficient
+            new[degree+1] += scale*coefficient
+        coefficients = new
+        denominator *= scale-sign
+    return [Q(0)]+[Q(a, 4*denominator) for a in coefficients for _ in range(4)]
+
+
+def gram(matrices):
+    d = len(matrices[0])
+    return [[sum((conjugate(a)*b for row_a, row_b in zip(left, right)
+                  for a, b in zip(row_a, row_b)), G(0))/d
+             for right in matrices] for left in matrices]
+
+
+def energy(coefficients, inner, width):
+    value = sum((conjugate(a)*b*power(inner[i][j], width)
+                 for i, a in enumerate(coefficients) for j, b in enumerate(coefficients)), G(0))
+    require(value.imag == 0 and value.real >= 0, "Invalid squared residual norm")
+    return value.real
+
+
+def trace_buckets(coefficients, inner):
+    out = {}
+    for i, a in enumerate(coefficients):
+        for j, b in enumerate(coefficients):
+            value = inner[i][j]
+            accumulate(out, (value.real, value.imag), conjugate(a)*b)
+    return out
+
+
+def bucket_energies(buckets, cutoff):
+    powers = {label: G(1) for label in buckets}
+    answer = []
+    for _ in range(cutoff):
+        for label in powers:
+            powers[label] = powers[label]*G.pair(*label)
+        value = sum((coefficient*powers[label] for label, coefficient in buckets.items()), G(0))
+        require(value.imag == 0 and value.real >= 0, "Invalid bucket norm")
+        answer.append(value.real)
+    return answer
+
+
+def tensor_entry(coefficients, matrices, output, input_tuple):
+    answer = G(0)
+    for coefficient, a in zip(coefficients, matrices):
+        value = coefficient
+        for x, y in zip(output, input_tuple):
+            value = value*a[x][y]
+        answer = answer+value
+    return answer
+
+
+def entry_witness(coefficients, matrices, inner, width):
+    """Choose an entry by exact conditional squared norms."""
+    d = len(matrices[0])
+    initial = energy(coefficients, inner, width)
+    require(initial > 0, "The requested width has zero residual")
+    current = list(coefficients)
+    output, input_tuple = [], []
+    for remaining in range(width-1, -1, -1):
+        best = None
+        for x in range(d):
+            for y in range(d):
+                candidate = [c*a[x][y] for c, a in zip(current, matrices)]
+                value = energy(candidate, inner, remaining)
+                if best is None or value > best[0]:
+                    best = value, x, y, candidate
+        require(best[0] > 0, "Conditional tensor norm lost the witness")
+        _, x, y, current = best
+        output.append(x)
+        input_tuple.append(y)
+    value = sum(current, G(0))
+    require(norm2(value)*d**width >= initial, "Tensor entry lower bound")
+    return {"width": width, "output_tuple": output, "input_tuple": input_tuple,
+            "discrepancy": str(value)}
+
+
+def analyze(n, terms):
+    """Analyze distinct validated Clifford matrices with nonzero coefficients."""
+    coefficients, matrices = zip(*terms)
+    require(len(set(key(a) for a in matrices)) == len(matrices), "Merge equal exact operators first")
+    inner = gram(matrices)
+    polynomial = cutoff_polynomial(n)
+    buckets = trace_buckets(coefficients, inner)
+    energies = bucket_energies(buckets, len(polynomial)-1)
+    mass = sum(norm2(c) for c in coefficients)
+    require(sum(b*v for b, v in zip(polynomial[1:], energies)) == mass, "Trace interpolation failed")
+    require(max(energies) >= Q(14, 15)*mass, "Stable separation failed")
+    width = 1 + max(range(len(energies)), key=energies.__getitem__)
+    witness = entry_witness(coefficients, matrices, inner, width)
+    return {"support": len(terms), "trace_buckets": len(buckets), "coefficient_norm_squared": str(mass),
+            "normalized_squared_norms": [str(x) for x in energies],
+            "first_nonzero_width": 1+next(i for i, x in enumerate(energies) if x),
+            "witness": witness}
+
+
+def certify(problem):
+    n, residuals = compile_difference(problem)
+    digest = hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest()
+    result = {"schema": "clifford-tensor-gram/v1", "problem_sha256": digest,
+              "axes": n, "cutoff": 8*n+4, "equivalent_at_all_positive_widths": not residuals,
+              "nonzero_endpoint_entries": len(residuals)}
+    if residuals:
+        output, input_role, terms = residuals[0]
+        result["failure"] = {"output_role": output, "input_role": input_role, **analyze(n, terms)}
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    args = parser.parse_args()
+    result = certify(json.loads(args.problem.read_text(encoding="utf-8")))
+    print(json.dumps(result, indent=2, sort_keys=True))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py
new file mode 100644
index 0000000000..a3bca57b43
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/check_witness.py
@@ -0,0 +1,150 @@
+"""Check a tensor entry by a separate signed-word interpreter.
+
+This module does not import the certificate producer or use Gram traces.
+It shares only the frozen exact scalar arithmetic. Word support can grow.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def need(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def star(a):
+    return tuple(tuple(G.pair(a[j][i].real, -a[j][i].imag)
+                       for j in range(len(a))) for i in range(len(a)))
+
+
+def product(a, b):
+    return tuple(tuple(sum((x*y for x, y in zip(row, column)), G(0))
+                       for column in zip(*b)) for row in a)
+
+
+def eye(d):
+    return tuple(tuple(G(int(i == j)) for j in range(d)) for i in range(d))
+
+
+def add_term(row, word, coefficient):
+    row[word] = row.get(word, G(0))+coefficient
+    if not row[word]:
+        del row[word]
+
+
+def word_endpoint(problem, instructions, input_role):
+    r = problem["roles"]
+    rows = [{(): G(1)} if j == input_role else {} for j in range(r)]
+    for instruction in instructions:
+        kind, d = instruction["op"], instruction["dst"]
+        need(type(d) is int and 0 <= d < r, "Destination role")
+        s = instruction.get("src", d)
+        need(type(s) is int and 0 <= s < r, "Source role")
+        if kind == "swap":
+            rows[d], rows[s] = rows[s], rows[d]
+            continue
+        if kind == "scale":
+            coefficient = G(instruction["coefficient"])
+            rows[d] = {w: coefficient*c for w, c in rows[d].items() if coefficient*c}
+            continue
+        image = rows[s].copy()
+        if kind in ("query", "apply"):
+            symbol, inverse = instruction["symbol"], instruction.get("inverse", False)
+            need(symbol in problem["operators"] and type(inverse) is bool, "Operator reference")
+            letter = (symbol, inverse)
+            image = {}
+            for word, coefficient in rows[s].items():
+                if word and word[0] == (symbol, not inverse):
+                    new_word = word[1:]
+                else:
+                    new_word = (letter,)+word
+                add_term(image, new_word, coefficient)
+        if kind == "apply":
+            rows[d] = image
+        else:
+            need(kind in ("add", "query"), "Instruction kind")
+            coefficient = G(instruction.get("coefficient", 1))
+            updated = rows[d].copy()
+            for word, value in image.items():
+                add_term(updated, word, coefficient*value)
+            rows[d] = updated
+    return rows
+
+
+def matrices(problem):
+    d = 1 << problem["axes"]
+    bank = {}
+    for name, rows in problem["operators"].items():
+        a = tuple(tuple(G(x) for x in row) for row in rows)
+        need(len(a) == d and all(len(row) == d for row in a), "Matrix shape")
+        inverse = star(a)
+        need(product(a, inverse) == eye(d), "Inverse requires a unitary matrix")
+        bank[name, False], bank[name, True] = a, inverse
+    return bank
+
+
+def evaluate_word(word, bank, d):
+    out = eye(d)
+    for letter in word:
+        out = product(out, bank[letter])
+    return out
+
+
+def discrepancy(problem, output_role, input_role, output_tuple, input_tuple):
+    width = len(output_tuple)
+    d, r = 1 << problem["axes"], problem["roles"]
+    need(width > 0 and len(input_tuple) == width, "Positive tensor width")
+    need(all(type(x) is int and 0 <= x < d for x in output_tuple+input_tuple), "Tensor coordinate")
+    need(type(output_role) is int and 0 <= output_role < r and
+         type(input_role) is int and 0 <= input_role < r, "Endpoint role")
+    bank = matrices(problem)
+    left = word_endpoint(problem, problem["program"], input_role)[output_role]
+    right = word_endpoint(problem, problem["reference"], input_role)[output_role]
+    words = left.copy()
+    for word, coefficient in right.items():
+        add_term(words, word, -coefficient)
+    answer = G(0)
+    for word, coefficient in words.items():
+        a = evaluate_word(word, bank, d)
+        value = coefficient
+        for x, y in zip(output_tuple, input_tuple):
+            value = value*a[x][y]
+        answer = answer+value
+    return answer
+
+
+def check(problem, certificate):
+    need(certificate.get("schema") == "clifford-tensor-gram/v1", "Certificate schema")
+    digest = hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest()
+    need(certificate.get("problem_sha256") == digest, "Problem digest")
+    need(type(certificate.get("axes")) is int and certificate["axes"] == problem["axes"], "Axis count")
+    need(type(certificate.get("cutoff")) is int and certificate["cutoff"] == 8*problem["axes"]+4, "Cutoff")
+    need(certificate["equivalent_at_all_positive_widths"] is False, "Expected a negative certificate")
+    failure = certificate["failure"]
+    witness = failure["witness"]
+    need(type(witness["width"]) is int and 1 <= witness["width"] <= certificate["cutoff"], "Witness width")
+    need(witness["width"] == len(witness["input_tuple"]) == len(witness["output_tuple"]), "Width mismatch")
+    value = discrepancy(problem, failure["output_role"], failure["input_role"],
+                        witness["output_tuple"], witness["input_tuple"])
+    need(value != 0 and value == G(witness["discrepancy"]), "The literal discrepancy does not match")
+    return str(value)
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    parser.add_argument("certificate", type=Path)
+    args = parser.parse_args()
+    value = check(json.loads(args.problem.read_text()), json.loads(args.certificate.read_text()))
+    print("PASS_LITERAL_TENSOR_WITNESS", value)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/compact.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/compact.py
new file mode 100644
index 0000000000..aa83f0f565
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/compact.py
@@ -0,0 +1,182 @@
+"""Certify complete native programs with quadratic sums and bitwise witnesses.
+
+Program support can grow exponentially. No base or tensor matrix is built.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+import certify as c
+from check_witness import word_endpoint, add_term
+from quadratic import Paths, partial_inner, inverse_circuit
+
+
+def decision_widths(n):
+    if n == 0:
+        return list(range(1, 5))
+    if n == 1:
+        return list(range(5, 9))
+    return list(range(8*n-3, 8*n+5))
+
+
+def validate(problem):
+    c.require(type(problem) is dict and set(problem) == {"axes", "roles", "operators", "program", "reference"},
+              "Native problem keys")
+    n, roles = problem["axes"], problem["roles"]
+    c.require(type(n) is int and n >= 0 and type(roles) is int and roles > 0, "Axes or roles")
+    c.require(type(problem["operators"]) is dict, "Native operators")
+    bank = {}
+    for name, circuit in problem["operators"].items():
+        c.require(type(name) is str and bool(name) and type(circuit) is list, "Native operator format")
+        Paths(n, circuit)
+        bank[name, False] = circuit
+        bank[name, True] = inverse_circuit(n, circuit)
+    allowed = {"add": {"op", "src", "dst", "coefficient"},
+               "scale": {"op", "dst", "coefficient"}, "swap": {"op", "src", "dst"},
+               "apply": {"op", "dst", "symbol", "inverse"},
+               "query": {"op", "src", "dst", "symbol", "inverse", "coefficient"}}
+    for instructions in (problem["program"], problem["reference"]):
+        c.require(type(instructions) is list, "Native instruction list")
+        for op in instructions:
+            c.require(type(op) is dict and op.get("op") in allowed, "Instruction object")
+            kind = op["op"]
+            c.require(set(op) <= allowed[kind], "Instruction keys")
+            c.require(type(op.get("dst")) is int and 0 <= op["dst"] < roles, "Destination role")
+            if kind in ("add", "query", "swap"):
+                c.require(type(op.get("src")) is int and 0 <= op["src"] < roles, "Source role")
+            if kind in ("query", "apply"):
+                c.require(type(op.get("symbol")) is str and op["symbol"] in problem["operators"] and
+                          type(op.get("inverse", False)) is bool, "Operator reference")
+            if kind == "scale":
+                c.require("coefficient" in op, "Scale coefficient")
+            if "coefficient" in op:
+                c.scalar(op["coefficient"])
+    return bank
+
+
+def merge_terms(coefficients, paths):
+    """For unitary matrices, normalized inner product one means equality."""
+    d = 1 << paths[0].n
+    inner = [[partial_inner(a, b)/d for b in paths] for a in paths]
+    representatives, merged = [], []
+    for j, coefficient in enumerate(coefficients):
+        i = next((i for i, k in enumerate(representatives) if inner[k][j] == 1), None)
+        if i is None:
+            representatives.append(j)
+            merged.append(coefficient)
+        else:
+            merged[i] = merged[i]+coefficient
+    keep = [i for i, coefficient in enumerate(merged) if coefficient]
+    indices = [representatives[i] for i in keep]
+    return ([merged[i] for i in keep], [paths[j] for j in indices],
+            [[inner[i][j] for j in indices] for i in indices])
+
+
+def residuals(problem):
+    bank = validate(problem)
+    n = problem["axes"]
+    paths = {}
+    out = []
+    for input_role in range(problem["roles"]):
+        left = word_endpoint(problem, problem["program"], input_role)
+        right = word_endpoint(problem, problem["reference"], input_role)
+        for output_role, (a, b) in enumerate(zip(left, right)):
+            words = a.copy()
+            for word, coefficient in b.items():
+                add_term(words, word, -coefficient)
+            if not words:
+                continue
+            for word in words:
+                if word not in paths:
+                    circuit = [gate for letter in reversed(word) for gate in bank[letter]]
+                    paths[word] = Paths(n, circuit)
+            coefficients, operators, inner = merge_terms(list(words.values()), [paths[word] for word in words])
+            if coefficients:
+                out.append((output_role, input_role, coefficients, operators, inner))
+    return out
+
+
+def entry_witness(coefficients, paths, inner, width):
+    """Choose each coordinate bit from two exact conditional norms."""
+    n, d = paths[0].n, 1 << paths[0].n
+    initial = c.energy(coefficients, inner, width)
+    c.require(initial > 0, "Positive residual norm")
+    current = list(coefficients)
+    output, inputs = [], []
+    partial_cache = {}
+
+    def score(x, y, remaining):
+        key = tuple(x), tuple(y)
+        if key not in partial_cache:
+            partial_cache[key] = [[partial_inner(a, b, x, y) for b in paths] for a in paths]
+        partial = partial_cache[key]
+        value = sum((c.conjugate(a)*b*partial[i][j]*c.power(inner[i][j], remaining)
+                     for i, a in enumerate(current) for j, b in enumerate(current)), c.G(0))
+        c.require(value.imag == 0 and value.real >= 0, "Conditional squared norm")
+        return value.real
+
+    for remaining in range(width-1, -1, -1):
+        x, y = [], []
+        parent = d*c.energy(current, inner, remaining+1)
+        for coordinate in (x, y):
+            for _ in range(n):
+                children = []
+                for bit in (0, 1):
+                    coordinate.append(bit)
+                    children.append(score(x, y, remaining))
+                    coordinate.pop()
+                c.require(sum(children) == parent, "Conditional norm split")
+                bit = int(children[1] > children[0])
+                coordinate.append(bit)
+                parent = children[bit]
+                c.require(parent > 0, "Conditional witness vanished")
+        a, b = sum(bit << j for j, bit in enumerate(x)), sum(bit << j for j, bit in enumerate(y))
+        output.append(a)
+        inputs.append(b)
+        current = [coefficient*path.entry(a, b) for coefficient, path in zip(current, paths)]
+    value = sum(current, c.G(0))
+    c.require(c.norm2(value)*d**width >= initial, "Compact entry lower bound")
+    return {"width": width, "output_tuple": output, "input_tuple": inputs, "discrepancy": str(value)}
+
+
+def analyze(n, coefficients, paths, inner):
+    polynomial = c.cutoff_polynomial(n)
+    mass = sum(c.norm2(a) for a in coefficients)
+    norms = c.bucket_energies(c.trace_buckets(coefficients, inner), 8*n+4)
+    c.require(sum(b*v for b, v in zip(polynomial[1:], norms)) == mass, "Compact trace interpolation")
+    c.require(max(norms) >= Q(75, 76)*mass, "Improved stable separation")
+    c.require(any(norms[f-1] for f in decision_widths(n)), "Reduced width criterion")
+    width = 1+max(range(len(norms)), key=norms.__getitem__)
+    return {"support": len(paths), "coefficient_norm_squared": str(mass),
+            "normalized_squared_norms": [str(x) for x in norms],
+            "witness": entry_witness(coefficients, paths, inner, width)}
+
+
+def certify(problem):
+    entries = residuals(problem)
+    n = problem["axes"]
+    result = {"schema": "clifford-tensor-gram/native-v1", "axes": n,
+              "problem_sha256": hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest(),
+              "cutoff": 8*n+4, "decision_widths": decision_widths(n),
+              "equivalent_at_all_positive_widths": not entries, "nonzero_endpoint_entries": len(entries)}
+    if entries:
+        output, input_role, coefficients, paths, inner = entries[0]
+        result["failure"] = {"output_role": output, "input_role": input_role,
+                             **analyze(n, coefficients, paths, inner)}
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    args = parser.parse_args()
+    print(json.dumps(certify(json.loads(args.problem.read_text())), indent=2, sort_keys=True))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json
new file mode 100644
index 0000000000..e2a64e17cc
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.certificate.json
@@ -0,0 +1,552 @@
+{
+  "axes": 64,
+  "cutoff": 516,
+  "decision_widths": [
+    509,
+    510,
+    511,
+    512,
+    513,
+    514,
+    515,
+    516
+  ],
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "1",
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1"
+    ],
+    "output_role": 1,
+    "support": 1,
+    "witness": {
+      "discrepancy": "1/4294967296",
+      "input_tuple": [
+        0
+      ],
+      "output_tuple": [
+        0
+      ],
+      "width": 1
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "79b256e48a82a194351bda191bdf195a598cbd6bb4f855b78965216595f4ad34",
+  "schema": "clifford-tensor-gram/native-v1"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json
new file mode 100644
index 0000000000..16577e87db
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-64.json
@@ -0,0 +1,613 @@
+{
+  "axes": 64,
+  "operators": {
+    "H": [
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ],
+      [
+        "C",
+        1,
+        1
+      ],
+      [
+        "C",
+        2,
+        1
+      ],
+      [
+        "C",
+        4,
+        1
+      ],
+      [
+        "C",
+        8,
+        1
+      ],
+      [
+        "C",
+        16,
+        1
+      ],
+      [
+        "C",
+        32,
+        1
+      ],
+      [
+        "C",
+        64,
+        1
+      ],
+      [
+        "C",
+        128,
+        1
+      ],
+      [
+        "C",
+        256,
+        1
+      ],
+      [
+        "C",
+        512,
+        1
+      ],
+      [
+        "C",
+        1024,
+        1
+      ],
+      [
+        "C",
+        2048,
+        1
+      ],
+      [
+        "C",
+        4096,
+        1
+      ],
+      [
+        "C",
+        8192,
+        1
+      ],
+      [
+        "C",
+        16384,
+        1
+      ],
+      [
+        "C",
+        32768,
+        1
+      ],
+      [
+        "C",
+        65536,
+        1
+      ],
+      [
+        "C",
+        131072,
+        1
+      ],
+      [
+        "C",
+        262144,
+        1
+      ],
+      [
+        "C",
+        524288,
+        1
+      ],
+      [
+        "C",
+        1048576,
+        1
+      ],
+      [
+        "C",
+        2097152,
+        1
+      ],
+      [
+        "C",
+        4194304,
+        1
+      ],
+      [
+        "C",
+        8388608,
+        1
+      ],
+      [
+        "C",
+        16777216,
+        1
+      ],
+      [
+        "C",
+        33554432,
+        1
+      ],
+      [
+        "C",
+        67108864,
+        1
+      ],
+      [
+        "C",
+        134217728,
+        1
+      ],
+      [
+        "C",
+        268435456,
+        1
+      ],
+      [
+        "C",
+        536870912,
+        1
+      ],
+      [
+        "C",
+        1073741824,
+        1
+      ],
+      [
+        "C",
+        2147483648,
+        1
+      ],
+      [
+        "C",
+        4294967296,
+        1
+      ],
+      [
+        "C",
+        8589934592,
+        1
+      ],
+      [
+        "C",
+        17179869184,
+        1
+      ],
+      [
+        "C",
+        34359738368,
+        1
+      ],
+      [
+        "C",
+        68719476736,
+        1
+      ],
+      [
+        "C",
+        137438953472,
+        1
+      ],
+      [
+        "C",
+        274877906944,
+        1
+      ],
+      [
+        "C",
+        549755813888,
+        1
+      ],
+      [
+        "C",
+        1099511627776,
+        1
+      ],
+      [
+        "C",
+        2199023255552,
+        1
+      ],
+      [
+        "C",
+        4398046511104,
+        1
+      ],
+      [
+        "C",
+        8796093022208,
+        1
+      ],
+      [
+        "C",
+        17592186044416,
+        1
+      ],
+      [
+        "C",
+        35184372088832,
+        1
+      ],
+      [
+        "C",
+        70368744177664,
+        1
+      ],
+      [
+        "C",
+        140737488355328,
+        1
+      ],
+      [
+        "C",
+        281474976710656,
+        1
+      ],
+      [
+        "C",
+        562949953421312,
+        1
+      ],
+      [
+        "C",
+        1125899906842624,
+        1
+      ],
+      [
+        "C",
+        2251799813685248,
+        1
+      ],
+      [
+        "C",
+        4503599627370496,
+        1
+      ],
+      [
+        "C",
+        9007199254740992,
+        1
+      ],
+      [
+        "C",
+        18014398509481984,
+        1
+      ],
+      [
+        "C",
+        36028797018963968,
+        1
+      ],
+      [
+        "C",
+        72057594037927936,
+        1
+      ],
+      [
+        "C",
+        144115188075855872,
+        1
+      ],
+      [
+        "C",
+        288230376151711744,
+        1
+      ],
+      [
+        "C",
+        576460752303423488,
+        1
+      ],
+      [
+        "C",
+        1152921504606846976,
+        1
+      ],
+      [
+        "C",
+        2305843009213693952,
+        1
+      ],
+      [
+        "C",
+        4611686018427387904,
+        1
+      ],
+      [
+        "C",
+        9223372036854775808,
+        1
+      ],
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ]
+    ],
+    "iI": [
+      [
+        "phase",
+        1
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "H"
+    }
+  ],
+  "reference": [],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json
new file mode 100644
index 0000000000..583db4f717
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.certificate.json
@@ -0,0 +1,18 @@
+{
+  "axes": 65,
+  "cutoff": 524,
+  "decision_widths": [
+    517,
+    518,
+    519,
+    520,
+    521,
+    522,
+    523,
+    524
+  ],
+  "equivalent_at_all_positive_widths": true,
+  "nonzero_endpoint_entries": 0,
+  "problem_sha256": "adfd67b1b9af2f1f70c0cc32e33dd5a98979beb1592b76c11af06f61e4430a30",
+  "schema": "clifford-tensor-gram/native-v1"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json
new file mode 100644
index 0000000000..f663e259bd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-65.json
@@ -0,0 +1,632 @@
+{
+  "axes": 65,
+  "operators": {
+    "H": [
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808,
+          18446744073709551616
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ],
+      [
+        "C",
+        1,
+        1
+      ],
+      [
+        "C",
+        2,
+        1
+      ],
+      [
+        "C",
+        4,
+        1
+      ],
+      [
+        "C",
+        8,
+        1
+      ],
+      [
+        "C",
+        16,
+        1
+      ],
+      [
+        "C",
+        32,
+        1
+      ],
+      [
+        "C",
+        64,
+        1
+      ],
+      [
+        "C",
+        128,
+        1
+      ],
+      [
+        "C",
+        256,
+        1
+      ],
+      [
+        "C",
+        512,
+        1
+      ],
+      [
+        "C",
+        1024,
+        1
+      ],
+      [
+        "C",
+        2048,
+        1
+      ],
+      [
+        "C",
+        4096,
+        1
+      ],
+      [
+        "C",
+        8192,
+        1
+      ],
+      [
+        "C",
+        16384,
+        1
+      ],
+      [
+        "C",
+        32768,
+        1
+      ],
+      [
+        "C",
+        65536,
+        1
+      ],
+      [
+        "C",
+        131072,
+        1
+      ],
+      [
+        "C",
+        262144,
+        1
+      ],
+      [
+        "C",
+        524288,
+        1
+      ],
+      [
+        "C",
+        1048576,
+        1
+      ],
+      [
+        "C",
+        2097152,
+        1
+      ],
+      [
+        "C",
+        4194304,
+        1
+      ],
+      [
+        "C",
+        8388608,
+        1
+      ],
+      [
+        "C",
+        16777216,
+        1
+      ],
+      [
+        "C",
+        33554432,
+        1
+      ],
+      [
+        "C",
+        67108864,
+        1
+      ],
+      [
+        "C",
+        134217728,
+        1
+      ],
+      [
+        "C",
+        268435456,
+        1
+      ],
+      [
+        "C",
+        536870912,
+        1
+      ],
+      [
+        "C",
+        1073741824,
+        1
+      ],
+      [
+        "C",
+        2147483648,
+        1
+      ],
+      [
+        "C",
+        4294967296,
+        1
+      ],
+      [
+        "C",
+        8589934592,
+        1
+      ],
+      [
+        "C",
+        17179869184,
+        1
+      ],
+      [
+        "C",
+        34359738368,
+        1
+      ],
+      [
+        "C",
+        68719476736,
+        1
+      ],
+      [
+        "C",
+        137438953472,
+        1
+      ],
+      [
+        "C",
+        274877906944,
+        1
+      ],
+      [
+        "C",
+        549755813888,
+        1
+      ],
+      [
+        "C",
+        1099511627776,
+        1
+      ],
+      [
+        "C",
+        2199023255552,
+        1
+      ],
+      [
+        "C",
+        4398046511104,
+        1
+      ],
+      [
+        "C",
+        8796093022208,
+        1
+      ],
+      [
+        "C",
+        17592186044416,
+        1
+      ],
+      [
+        "C",
+        35184372088832,
+        1
+      ],
+      [
+        "C",
+        70368744177664,
+        1
+      ],
+      [
+        "C",
+        140737488355328,
+        1
+      ],
+      [
+        "C",
+        281474976710656,
+        1
+      ],
+      [
+        "C",
+        562949953421312,
+        1
+      ],
+      [
+        "C",
+        1125899906842624,
+        1
+      ],
+      [
+        "C",
+        2251799813685248,
+        1
+      ],
+      [
+        "C",
+        4503599627370496,
+        1
+      ],
+      [
+        "C",
+        9007199254740992,
+        1
+      ],
+      [
+        "C",
+        18014398509481984,
+        1
+      ],
+      [
+        "C",
+        36028797018963968,
+        1
+      ],
+      [
+        "C",
+        72057594037927936,
+        1
+      ],
+      [
+        "C",
+        144115188075855872,
+        1
+      ],
+      [
+        "C",
+        288230376151711744,
+        1
+      ],
+      [
+        "C",
+        576460752303423488,
+        1
+      ],
+      [
+        "C",
+        1152921504606846976,
+        1
+      ],
+      [
+        "C",
+        2305843009213693952,
+        1
+      ],
+      [
+        "C",
+        4611686018427387904,
+        1
+      ],
+      [
+        "C",
+        9223372036854775808,
+        1
+      ],
+      [
+        "C",
+        18446744073709551616,
+        1
+      ],
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808,
+          18446744073709551616
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ]
+    ],
+    "iI": [
+      [
+        "phase",
+        1
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "iI"
+    }
+  ],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json
new file mode 100644
index 0000000000..70c67084e5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/native-relation.json
@@ -0,0 +1,65 @@
+{
+  "axes": 1,
+  "operators": {
+    "C": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "H": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "S": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "iI": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "iI"
+    }
+  ],
+  "roles": 3
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json
new file mode 100644
index 0000000000..ca3a24abcd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.certificate.json
@@ -0,0 +1,44 @@
+{
+  "axes": 1,
+  "cutoff": 12,
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "2",
+    "first_nonzero_width": 2,
+    "input_role": 1,
+    "normalized_squared_norms": [
+      "0",
+      "2",
+      "4",
+      "2",
+      "0",
+      "2",
+      "4",
+      "2",
+      "0",
+      "2",
+      "4",
+      "2"
+    ],
+    "output_role": 1,
+    "support": 2,
+    "trace_buckets": 3,
+    "witness": {
+      "discrepancy": "0-2i",
+      "input_tuple": [
+        0,
+        0,
+        0
+      ],
+      "output_tuple": [
+        0,
+        0,
+        0
+      ],
+      "width": 3
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "940062ace2db113edfadf94db380b7c0c1c44d884037f9d8bb26ae63a5e1e392",
+  "schema": "clifford-tensor-gram/v1"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json
new file mode 100644
index 0000000000..a76136d600
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/phase-trap.json
@@ -0,0 +1,65 @@
+{
+  "axes": 1,
+  "operators": {
+    "C": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "H": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "S": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "iI": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "coefficient": "i",
+      "dst": 1,
+      "op": "scale"
+    }
+  ],
+  "roles": 3
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json
new file mode 100644
index 0000000000..f9940e488f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.certificate.json
@@ -0,0 +1,54 @@
+{
+  "axes": 1,
+  "cutoff": 12,
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "1/96",
+    "first_nonzero_width": 8,
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "15/256",
+      "0",
+      "0",
+      "0",
+      "155/4096"
+    ],
+    "output_role": 1,
+    "support": 96,
+    "trace_buckets": 13,
+    "witness": {
+      "discrepancy": "5/24",
+      "input_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "output_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "width": 8
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "c843711bf4c635a80f4d96b711bc224598d2b8aa9c3a50f56b1fc12b18b27e1b",
+  "schema": "clifford-tensor-gram/v1"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json
new file mode 100644
index 0000000000..8ca3752efe
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/examples/reynolds.json
@@ -0,0 +1,1641 @@
+{
+  "axes": 1,
+  "operators": {
+    "0": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "1": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "10": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "11": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "12": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "13": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "14": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "15": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "16": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "17": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "18": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "19": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "2": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "20": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "21": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "22": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "23": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "24": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "25": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "26": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "27": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "28": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "29": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "3": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "30": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "31": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "32": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "33": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "34": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "35": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "36": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "37": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "38": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "39": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "4": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "40": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "41": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "42": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "43": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "44": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "45": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "46": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "47": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "48": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "49": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "5": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "50": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "51": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "52": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "53": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "54": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "55": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "56": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "57": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "58": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "59": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "6": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "60": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "61": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "62": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "63": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "64": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "65": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "66": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "67": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "68": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "69": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "7": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "70": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "71": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "72": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "73": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "74": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "75": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "76": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "77": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "78": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "79": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "8": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "80": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "81": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "82": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "83": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "84": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "85": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "86": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "87": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "88": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "89": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "9": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "90": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "91": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "92": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "93": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "94": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "95": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "0"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "1"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "2"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "3"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "4"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "5"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "6"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "7"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "8"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "9"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "10"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "11"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "12"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "13"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "14"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "15"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "16"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "17"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "18"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "19"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "20"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "21"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "22"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "23"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "24"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "25"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "26"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "27"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "28"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "29"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "30"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "31"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "32"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "33"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "34"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "35"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "36"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "37"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "38"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "39"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "40"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "41"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "42"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "43"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "44"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "45"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "46"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "47"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "48"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "49"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "50"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "51"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "52"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "53"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "54"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "55"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "56"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "57"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "58"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "59"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "60"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "61"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "62"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "63"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "64"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "65"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "66"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "67"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "68"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "69"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "70"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "71"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "72"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "73"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "74"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "75"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "76"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "77"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "78"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "79"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "80"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "81"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "82"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "83"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "84"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "85"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "86"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "87"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "88"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "89"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "90"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "91"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "92"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "93"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "94"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "95"
+    }
+  ],
+  "reference": [],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider.py
new file mode 100644
index 0000000000..9faabb34d0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider.py
@@ -0,0 +1,407 @@
+"""Bind the selected PR4610 local provider to exact native circuits.
+
+The source word and recipes are data. No source evaluator is imported.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from collections import Counter
+from fractions import Fraction as Q
+from functools import lru_cache
+import gzip
+import hashlib
+import json
+from pathlib import Path
+
+from check_witness import need
+from quadratic import inverse_circuit, rank
+
+HERE = Path(__file__).resolve().parent
+N, D, PERSISTENT, OWNED = 9, 512, 632, 632
+
+
+def read_inputs():
+    manifest = json.loads((HERE / "provider/SOURCES.json").read_bytes())
+    objects = {}
+    for item in manifest["inputs"]:
+        raw = (HERE / "provider" / item["file"]).read_bytes()
+        need(hashlib.sha256(raw).hexdigest() == item["sha256"], "Provider source bytes: " + item["file"])
+        payload = gzip.decompress(raw) if item["file"].endswith(".gz") else raw
+        objects[item["name"]] = ([json.loads(line) for line in payload.splitlines()]
+                                 if ".jsonl" in item["file"] else json.loads(payload))
+    return manifest, objects
+
+
+def transpose(rows):
+    return [sum(((row >> j) & 1) << k for k, row in enumerate(rows)) for j in range(N)]
+
+
+def inverse(rows):
+    work = [v | (1 << (N+j)) for j, v in enumerate(rows)]
+    for j in range(N):
+        pivot = next((k for k in range(j, N) if work[k] >> j & 1), None)
+        need(pivot is not None, "Invertible native address map")
+        work[j], work[pivot] = work[pivot], work[j]
+        for k in range(N):
+            if k != j and work[k] >> j & 1:
+                work[k] ^= work[j]
+    return [v >> N for v in work]
+
+
+def native_map(columns):
+    rows = transpose(columns)
+    inverse_columns = transpose(inverse(rows))
+    quadratic = [(1 << j) ^ sum(((a & b).bit_count() % 2) << k
+                                for k, b in enumerate(inverse_columns))
+                 for j, a in enumerate(inverse_columns)]
+    return [["P", rows], ["D", quadratic, [(quadratic[j] >> j) & 1 for j in range(N)]]]
+
+
+def conjugate(circuit):
+    out = []
+    for gate in circuit:
+        if gate[0] == "D":
+            out.append(["D", gate[1], [(-a) % 4 for a in gate[2]]])
+        elif gate[0] in ("C", "phase"):
+            out.append(list(gate[:-1]) + [-gate[-1]])
+        else:
+            out.append(gate)
+    return out
+
+
+def normalizer(rec):
+    need(set(rec) == {"matrix_rows", "quadratic_rows", "linear_Z4", "offset", "phase"},
+         "Complete monomial recipe")
+    need(type(rec["phase"]) is int and 0 <= rec["phase"] < 4, "Canonical native phase")
+    return [["D", rec["quadratic_rows"], rec["linear_Z4"]],
+            ["P", rec["matrix_rows"]], ["X", rec["offset"]], ["phase", rec["phase"]]]
+
+
+def recipe(rec):
+    need(set(rec) == {"left", "right", "rank"}, "Complete paid recipe")
+    r = rec["rank"]
+    need(type(r) is int and 0 <= r <= N, "Recipe rank")
+    if not r:
+        need(rec["right"] is None, "Rank-zero recipe shape")
+        return normalizer(rec["left"])
+    return normalizer(rec["right"]) + [["C", 1 << j, 1] for j in range(r)] + normalizer(rec["left"])
+
+
+class Provider:
+    def __init__(self, word):
+        self.word = word
+        self.c = word["canonical"]
+        c = self.c
+        need(c["h"] == N and c["v"] == 112 and len(c["start"]) == len(c["final"]) == PERSISTENT,
+             "Complete selected local boundary")
+        need(set(word["programs"]) == {"forward", "backward"}, "Both provider directions")
+        need(all(len(u) <= N and all(type(x) is int and 0 < x < D for x in u)
+                 and rank(u) == len(u) for u in c["frames"]), "Independent native frame bases")
+        self.maps = {row["op"]: native_map(row["G_columns"]) for row in c["warps"]}
+        need(set(self.maps) == set(range(1, 73)) and len(c["warps"]) == 72, "All 72 native maps")
+
+    @lru_cache(None)
+    def frame(self, index):
+        basis = self.c["frames"][index]
+        r = len(basis)
+        if not r:
+            return []
+        if r == N:
+            return [["C", 1 << j, 1] for j in range(N)]
+        extended = []
+        for v in basis + [1 << j for j in range(N)]:
+            if rank(extended + [v]) > len(extended):
+                extended.append(v)
+        change = native_map(extended)
+        return inverse_circuit(N, change) + [["C", 1 << j, 1] for j in range(r)] + change
+
+    def edge(self, a, b, direction):
+        circuit = inverse_circuit(N, self.frame(a)) + self.frame(b)
+        return conjugate(circuit) if direction == "backward" else circuit
+
+    def warp(self, signed, a, b, direction):
+        middle = self.maps[abs(signed)]
+        if signed < 0:
+            middle = inverse_circuit(N, middle)
+        circuit = inverse_circuit(N, self.frame(a)) + middle + self.frame(b)
+        return conjugate(circuit) if direction == "backward" else circuit
+
+    def old_frame(self, role, entrance):
+        if role >= 224:
+            return self.frame(self.c["start" if entrance else "final"][role])
+        if entrance:
+            return [["C", self.c["ports"][role], 1]] if role < 112 else []
+        return self.frame(1) if role < 112 else [["C", self.c["ports"][role-112], -1]] + self.frame(1)
+
+    def audit_word(self, direction):
+        """Check every event, frame contact, owned lifetime and paid charge."""
+        c, program = self.c, self.word["programs"][direction]
+        current = list(c["start"]) + [None]
+        live, paid, counts, adapters, pairs, warps = False, Counter(), Counter(), {}, {}, set()
+        contacts = {r: [] for r in range(224)}
+        for j, event in enumerate(program):
+            kind = event[0]
+            counts[kind] += 1
+            if kind in ("climb", "center"):
+                if kind == "climb":
+                    _, _, target, a, b, r = event
+                    need(0 <= target < PERSISTENT and not live, "Persistent climb at a closed owned cut")
+                    need(len(c["frames"][b]) > len(c["frames"][a]), "Ascending persistent edge")
+                else:
+                    _, target, a, b, r = event
+                    need(target == 0 and live, "Live owned center")
+                    target = OWNED
+                u, v = c["frames"][a], c["frames"][b]
+                need(current[target] == a and r == abs(len(u)-len(v)) > 0
+                     and rank(u+v) == max(len(u), len(v)), "Chronological nested paid edge")
+                current[target] = b
+                if target < 224:
+                    contacts[target].append(j)
+                paid[r] += 1
+                pairs[a, b] = r
+            elif kind == "warp":
+                _, register, signed, a, b = event
+                target = role(register)
+                if target < 224:
+                    contacts[target].append(j)
+                need(current[target] == a and abs(signed) in self.maps, "Chronological signed warp")
+                rows = transpose(next(row["G_columns"] for row in c["warps"] if row["op"] == abs(signed)))
+                if signed < 0:
+                    rows = inverse(rows)
+                mapped = [sum(((v & row).bit_count() % 2) << k for k, row in enumerate(rows))
+                          for v in c["frames"][a]]
+                need(rank(mapped+c["frames"][b]) == len(mapped) == len(c["frames"][b]),
+                     "Actual signed warp transports its source subspace")
+                current[target] = b
+                warps.add((signed, a, b))
+            elif kind == "scalar":
+                gate, f = event[1:]
+                target = role(gate[1])
+                if target < 224:
+                    contacts[target].append(j)
+                op = gate[0]
+                if op in ("clear", "copy"):
+                    need(target == OWNED, "Only owned storage can be overwritten")
+                if op == "clear":
+                    live = False
+                    current[target] = f
+                    continue
+                need(current[target] == f, "Scalar receiver frame")
+                if op in ("add", "copy"):
+                    source = role(gate[2])
+                    if source < 224:
+                        contacts[source].append(j)
+                    need(source != target and current[source] == f, "Scalar source frame")
+                    need(source != OWNED or live, "Owned source is initialized")
+                    if op == "copy":
+                        need(not live, "Copy starts an owned lifetime")
+                        live = True
+                    else:
+                        q = Q(gate[3], gate[4])
+                        need(q and q.denominator & (q.denominator-1) == 0, "Nonzero dyadic shear")
+                        if target == OWNED:
+                            live = True
+                else:
+                    need(op == "scale", "Known scalar operation")
+                    q = Q(gate[2], gate[3])
+                    a = abs(q.numerator)
+                    need(a and a & (a-1) == 0 and q.denominator & (q.denominator-1) == 0,
+                         "Invertible dyadic scale")
+            elif kind == "adapter":
+                _, side, target, f = event
+                need(0 <= target < 224 and side in ("old_to_new", "new_to_old"), "Main adapter domain")
+                entrance = side == "old_to_new"
+                need(f == c["start" if entrance else "final"][target], "Exact main adapter boundary")
+                need(current[target] == f or self.old_frame(target, entrance) == self.frame(f),
+                     "A moved adapter must be exactly the identity")
+                need((side, target) not in adapters, "No repeated main adapter")
+                adapters[side, target] = j
+            else:
+                need(kind == "phase", "Known provider event")
+        need(not live and current[:PERSISTENT] == c["final"], "Complete final frame and owned return")
+        need(set(adapters) == {(side, r) for side in ("old_to_new", "new_to_old") for r in range(224)},
+             "All 448 main adapter events")
+        for (side, target), position in adapters.items():
+            entrance = side == "old_to_new"
+            f = c["start" if entrance else "final"][target]
+            if self.old_frame(target, entrance) != self.frame(f):
+                need(all(position < j if entrance else j < position for j in contacts[target]),
+                     "Nonidentity adapters surround every use of their role")
+        need(dict(paid) == {int(k): v for k, v in c["local_profile"].items()}, "Complete paid profile")
+        return dict(events=dict(counts), paid=dict(sorted(paid.items())), pairs=pairs, warps=warps)
+
+    def problem(self, direction):
+        """Expand every physical event and keep all 633 input and return roles."""
+        bank = {}
+
+        def put(name, circuit):
+            if not circuit:
+                return None
+            oriented = conjugate(circuit) if direction == "backward" else circuit
+            need(name not in bank or bank[name] == oriented, "One circuit per symbol")
+            bank[name] = oriented
+            return name
+
+        def frame(index):
+            return put("frame_" + str(index), self.frame(index))
+
+        def old(register, entrance):
+            circuit = self.old_frame(register, entrance)
+            index = self.c["start" if entrance else "final"][register]
+            if circuit == self.frame(index):
+                return frame(index)
+            return put(("entrance_" if entrance else "exit_") + str(register), circuit)
+
+        def apply(out, target, symbol, inverse=False):
+            if symbol is not None:
+                out.append(dict(op="apply", dst=target, symbol=symbol, inverse=inverse))
+
+        program = []
+        offsets = []
+        for event in self.word["programs"][direction]:
+            offsets.append(len(program))
+            kind = event[0]
+            if kind in ("climb", "center", "warp"):
+                if kind == "climb":
+                    target, a, b = event[2:5]
+                elif kind == "center":
+                    target, a, b = OWNED, event[2], event[3]
+                else:
+                    target, signed, a, b = role(event[1]), *event[2:]
+                apply(program, target, frame(a), True)
+                if kind == "warp":
+                    apply(program, target, put("warp_" + str(abs(signed)), self.maps[abs(signed)]), signed < 0)
+                apply(program, target, frame(b))
+            elif kind == "adapter":
+                _, side, target, f = event
+                if side == "old_to_new":
+                    apply(program, target, old(target, True), True)
+                    apply(program, target, frame(f))
+                else:
+                    apply(program, target, frame(f), True)
+                    apply(program, target, old(target, False))
+            elif kind == "scalar":
+                gate = event[1]
+                target, op = role(gate[1]), gate[0]
+                if op in ("clear", "copy"):
+                    program.append(dict(op="scale", dst=target, coefficient="0"))
+                if op in ("copy", "add"):
+                    program.append(dict(op="add", dst=target, src=role(gate[2]),
+                                        coefficient=str(Q(1) if op == "copy" else Q(gate[3], gate[4]))))
+                elif op == "scale":
+                    program.append(dict(op="scale", dst=target, coefficient=str(Q(gate[2], gate[3]))))
+            else:
+                need(kind == "phase", "Known physical program marker")
+        offsets.append(len(program))
+        reference = []
+        for register in range(PERSISTENT):
+            apply(reference, register, old(register, True), True)
+        for j in range(112):
+            source, target, sign = (112+j, j, -1) if direction == "backward" else (j, 112+j, 1)
+            reference.append(dict(op="add", dst=target, src=source, coefficient=str(sign)))
+        for register in range(PERSISTENT):
+            apply(reference, register, old(register, False))
+        reference.append(dict(op="scale", dst=OWNED, coefficient="0"))
+        return dict(axes=N, roles=PERSISTENT+1, operators=bank, program=program, reference=reference), offsets
+
+
+def role(register):
+    need(type(register) is list and len(register) == 2, "Register syntax")
+    tag, index = register
+    need(type(index) is int and ((tag == "L" and 0 <= index < PERSISTENT) or (tag == "C" and index == 0)),
+         "Register domain")
+    return index if tag == "L" else OWNED
+
+
+def add(target, source, coefficient=Q(1)):
+    for key, value in tuple(source.items()):
+        value = target.get(key, Q(0)) + coefficient*value
+        if value:
+            target[key] = value
+        else:
+            target.pop(key, None)
+
+
+def append_letter(word, letter, right=False):
+    if right:
+        return word[:-1] if word and word[-1] == -letter else word + (letter,)
+    return word[1:] if word and word[0] == -letter else (letter,) + word
+
+
+def interval(program, first, second, register, transpose_row=False):
+    """Compute one full row or column of the logical interval matrix."""
+    rows = [{} for _ in range(PERSISTENT+1)]
+    rows[register][()] = Q(1)
+    events = program[first+1:second]
+    for event in reversed(events) if transpose_row else events:
+        kind = event[0]
+        if kind == "warp":
+            target, signed = role(event[1]), event[2]
+            rows[target] = {append_letter(w, signed, transpose_row): q for w, q in rows[target].items()}
+        elif kind == "scalar":
+            gate = event[1]
+            target, op = role(gate[1]), gate[0]
+            if op == "clear":
+                rows[target] = {}
+            elif op == "copy":
+                source = role(gate[2])
+                if transpose_row:
+                    add(rows[source], rows[target])
+                    rows[target] = {}
+                else:
+                    rows[target] = rows[source].copy()
+            elif op == "add":
+                source, q = role(gate[2]), Q(gate[3], gate[4])
+                add(rows[source], rows[target], q) if transpose_row else add(rows[target], rows[source], q)
+            else:
+                need(op == "scale", "Known interval scalar")
+                q = Q(gate[2], gate[3])
+                rows[target] = {w: q*v for w, v in rows[target].items()}
+    return rows[:PERSISTENT]
+
+
+def fusion_pairs(program):
+    previous, out = {}, []
+    for j, event in enumerate(program):
+        if event[0] != "climb":
+            continue
+        target = event[2]
+        for k, earlier in previous.get(target, []):
+            out.append((k, j, target, earlier[3], earlier[4], event[3], event[4]))
+        previous.setdefault(target, []).append((j, event))
+    return out
+
+
+def contact_witness(program, pair):
+    first, second, target, a, b, c, d = pair
+    for transposed in (False, True):
+        rows = interval(program, first, second, target, transposed)
+        for other, entry in enumerate(rows):
+            if other != target and len(entry) == 1:
+                word, coefficient = next(iter(entry.items()))
+                return dict(first=first, second=second, role=target, frames=[a, b, c, d],
+                            ranks=[program[first][5], program[second][5]],
+                            output=target if transposed else other, input=other if transposed else target,
+                            coefficient=str(coefficient), word=list(word))
+    raise ValueError("No single-term contact certificate for " + str(pair))
+
+
+def complete_endpoint(problem, instructions):
+    """Expand all independent inputs together. Coefficients remain rational."""
+    symbols = {name: j+1 for j, name in enumerate(problem["operators"])}
+    rows = [{(j, ()): Q(1)} for j in range(problem["roles"])]
+    total = peak_total = problem["roles"]
+    peak_row = 1
+    for instruction in instructions:
+        target, op = instruction["dst"], instruction["op"]
+        total -= len(rows[target])
+        if op == "apply":
+            signed = symbols[instruction["symbol"]] * (-1 if instruction.get("inverse", False) else 1)
+            rows[target] = {(entry, append_letter(word, signed)): q for (entry, word), q in rows[target].items()}
+        elif op == "add":
+            add(rows[target], rows[instruction["src"]], Q(instruction["coefficient"]))
+        else:
+            need(op == "scale", "Known complete program instruction")
+            q = Q(instruction["coefficient"])
+            rows[target] = {key: q*value for key, value in rows[target].items()} if q else {}
+        total += len(rows[target])
+        peak_total, peak_row = max(peak_total, total), max(peak_row, len(rows[target]))
+    return rows, dict(peak_total_terms=peak_total, peak_row_terms=peak_row, final_terms=total)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/FUSIONS.json.gz b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/FUSIONS.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..895c0d4c4acbfd305b4b27f4c10b39bcf259493e
GIT binary patch
literal 240388
zcmXt<V{}~K!-ZozjcuC~n~fVAjcv1yZKHAHPHc06HclqCZN2&Z*Lv^AyUscnYxaHi
z-scQi3<AV|2Nd>P*I7J^V0^w0+npe~%m!I^S_lVyOI1j?UpxG~13t9*c|eH{CX;j&
zsE~SiT%!U6WpHkIXHN<z-Ca`g@s{y%zZmpP_Hj}d^l=gN#P)IU@jfB?_OkK*RPeD^
z@V@8tabNIxKIlpEgKVG8IOu8B_~X6q<KpA4An4;n^sVMKVo$W{<Ebb0BO&NLqvu2R
zsYh|8^!nrR#rWf*=S}v>NzJ(Ibwc3Axaa+v?c@IAb^1EUH1_3rqUZfi^dtPO<@M$B
z+|Gwwz}wzM&|Axg+6U8Z25Zpc#pi{B1V2uLUe5~N-!_oUI2D54_JZDCLO!SNsrznL
zhhesg^@3`K9@&M`06EApPj=!zL42NNURWrJTvLP6C|M+lOyX5Y6&x=rNi|ygssacm
zCU^C`8);u6*LO>>ucpa7DR{T!RT!RuR4q3MB5#rx3|EHGQz7z|iYNI~Bf3z!FcW2d
z_?3W=vjbK#;d~3*_Aq^AmqgME;*3U!kn+VKsCuHNh-73YpOZUsW?mCUNWdLaV6h-x
zuV&=%*@|eNd25DU;^3O?M00|OUn~9#2f_?bw4BbeiB|ZW@4z@A`-gW0dt7dPg=vUB
zdv{L>gW2VqX3jJwRe^CY+7~(dizr}GBnx>w6t8D7mEa~;E>})JtZcK!3tT)>oD)Q5
z(xgu^eu<l-2&ASc8TsBVeL-&EK8%Ya=bxtfk*AyRE>%G5MUcXV3ro}`>qryUoPd2>
z@BZuim5cv~(=Oj7(k*5)OucqhkNOMFvDL9C9_&}cm{BK<9`B6Iu}lv5E(56a=eqLr
zDo8^t_9n-!XG)`AwCKHn<Gt~w)S90wA{y<!G^Qs@s{+jGDMx>a?_7TyU%$rdu`WJ9
z4V}1HhnSpc6(t<YL-=Vv{;A!aUKgee@L|HN4#2BEqjdXX+C6#EpSdxVucaJ)<@c0#
ze$&w!>G!1ssuP^ZVNF<9H$5FqNc%?$m5jO`UB9y-fQZ+zcf|i$-Z`G}*%e!qDTZ)5
zSvnxKS7dIU?;ds%QudSua%ykE0Rv$1_k`N1<feoVOdX=od*EYBt=^)XoFlg;HiAk9
z*(R$>N%~9af<ilR#rhy?k9-i29})yZu;w^JXq;x2t4X9}Ss5o@LgMbvSQFOC1m4)P
zd}%r^zSm^q{nL{`B(hy(=NEz>daG?TKItAdbV<leAtxoW^E{dnn3i+4YE91YVNjzr
z4TBYROgw7gw4G1*LJe>KTd1I@Te0?v?Jr#<(-X~p-l>4M$r^Uk$aer24fo_0C)Ei3
zq0cPG1fs7R<x)}fIu>^gr;_RoAuxh@=?Ol1QUD_lfv*KwqynL|_M~Fy+Yfs7g^=F}
zil8eu&^puyf0XQTqlVX{GjLj>+MgkfeiN73IQfU~F<1S)JXnKk3RgiW&(ty~viPfE
zXW30c>+C25{8vuOd6qJb4^rL-yKiAZIxsn<PlN>Lds#Fm9!?Hz>29u^E2s;8`_4d(
zS$W6xtn=WE+)?QJnPJW9@$aiM$1+lP-SBHip%M(7dn^V9LVFPCXcRE7T&&hGow~9{
zz<H{bCid-t<{X{qviGGKUV9R%acRabHwW{HqfTKc3qh6c$W^0Ua};G5M%C8)L(k#p
z%(fi;=;qJCjI;4u#7W2V?akMoS{FHO8YFDnp1G?WGRsgrglEj;xS78j5GgZ~J71S(
zkmBQ0L<JeCJ76+XV(r||a5aJiY+H5+(ZrCy_N<^JHPwjj4cI3Nms1>6N(@0;T3Miw
zs7kiXO<mxxKwC3y{lx&ZKATGlsvH9V73G=22-B>i_=GZt_9y5io~8$15g`N=yt!ki
zSLO<^n)D^z(416$3Zg?b;@Ma)m#|Ah+v0hlkU%!BlkznKOp*qmBP{*HvTv;}QQw7v
zdj;WB2GDTCPOql`nUD>5^$mUg00?8tTyXX^61uWu0gQd_3_E<Jm%0GDx<CO<w%DkP
zx`qbP9oK<8`-|y0e`+_8HXTQV@3)gq>^@6EzgTyk()0Q~2}2D2&IIo#htrr$@i_cd
ze-xrh1Vw;Op_QUUdoL6~7Gv}^q5WF_yHFHhF04{iF7C_E=6sgK<<ndi@}pL}Kp?Y&
zetCB!V6M1SR5tDlaDLLEF=d`P%d6K`>z8p*>fp@35Lsazy~u1oR<z|H`8Pk?wp&q)
zC^rtzqIN8|iX_!HfV~tFuqdC)Q5~5|L%8CnbcoHfq-t2v%5{ZoOM20MdlS)Y*OJD>
z5w{xU8n8{}fil6@-7Z6_zU^qe(66&wMwH2)e*#P7*J#OeQ9)+|+hGudvlJkpEvg`0
znMY9|j<N+49rk{8z5D871JcT^r9rAi){m;ru4{{yFkCE39^Fch?ytkHW958!1JCUl
z^$zuKuVf~32kLthz|vp{wiscW6ze!e^lp`BEHJs`hFP97iZ})Bt8!;i5PI%JjRskJ
z9nzm8bQs_cO`@Ke9*NCh=UncQa_o+WSzx||30X=RdeD(}Tbr*Sse*zt&$1A<LjQYe
zH1xk^X(3ghi2QGhf};Hu!Z-4XBnStVM{yZM{V;~96z@XIHeMR3N!2>^kZ(gUoIq;P
z39RWqI4&4pZ+1*n=+&^7zM_Xbz$jb5_>DA>Z4Q@&tNXdnxT;IyX10x#!lB*$o+Fna
z;kiu2;|x7({+*3@Uh|t4Zj?o5-U2a=C)AIC?n<s^p=ry(ddfbXr6(^aa%|a%0kTDA
z&mQgWS1yYrYXADrSd$16d8>FopOvxn(SN2dd0cDIwn+pmo#K;Q`TTR`tv*IjwOaY3
z2%g|d>->5?+D4fTt17`sBXVtDobR15v${bkIbQW)Cs1_Pk(0?xW2`B`T@jN1ytq{N
z*wi(WVPYqb4wHr*_07diYDzC&pD7(XeDbe&ENw?&!9%FZ6PX12OXpRTVN;MJJoMWz
zkvH9Of<Lc+u1-bxO&Jga#ulfBVA)g$U|>Tg5Y>Pub4V#6DVp$%Qt<GZ(&?y=j=9r=
z&$DV(9z6(1?8qpyaBHaK$Is>(Oy|;Q9LtPx!2o&!LBY8x7LOSs&xK%J#YeZrWVE}H
zGEZ(EXRKK<!z3hfR(Lw|16GdtyYgaQq6kEcQHe{e@N-tp&w1Pg3kdm(0IGP3PzY0;
zVf-R=pqa##bNm&k!#8Xi>j>ERrFIz$|IpMlsz;b0QcV+q@IK`)5X7&;6!=2q%`by`
zrnR}j8qT%wDfuYzXZZJd60qFkklT6RScAW@4o9G+2<$on19!QTmZF@A<u~-Xls9>-
zUEQ6~UiOpOu{LcNJ9pAzoaLPiFh#a^TK>2c)ozlO|Ae@3z0w}}X&+eetO&(*DvS8U
z!ka&+IOh(_FWsdF`3dC++$u;sPx9Dw&l>%LPDPMA1wERuR;?yHa9MewHcPXeHU#n>
zVgWj@vuD(wC@X?^W1)sLSc`qE;CyXh^t5BtKrO>LA@m5*D1Y$#$#dx`Ee|VaS{R}B
zIM!c@2bbk{*1JD&<`bflax8TH7E$g~BO-bF;b_V*Idtb#zlTrEZ-IZpr<rxBV%*iC
zma+rH-FlOlsL?~I?&b@lyTOCg<G*&xNa$lMlfE$orwQV5!xJ~O!0_h~p@<&u(|@A5
zb8CH*d>V_0FU-zxcLuq(e$DY^il{6;QBMkhZqjnJMXBw&q8#X^h3&g-5OHU(%n9kN
zN@VO|mYYt*qv#0IrG+S)l3#~CM}4$*#B^qDK@HgKwjGjro^~8ibS0Acm7J+9>&whm
zW7$52rK6Ny5eviP{dQpXE`7eL0GB|~hNkjDXD0Ve(5VxqFw(FBnw7~{^**m}uO0Ro
zaUZ6VMpQgx^#!xKs5=tg7L+won&w!LO>oW*V9SZmqKf_NtCUkBQzLE0U3TzB$_sQr
zaDvVqMc}pDq?60cIiM)6Pc)n+<|`>fh=k47tEj%T0~uUE2v(?UCuM6ErQm>4YrGgU
ziQBDNzV%75P!w1?pKR}vWbU*Fw#Nts{w$WsbGVpM_jQ_s(m1M+d9$*DYdEJQt<>GF
z%h<Ba-;s*|oRI4O9w3g3ZH~Cl%&0%Ya*574px%Vri;6W_t;zOZT>nJ#WcR_EO%N0V
zCt*)SOmsQ1i6^5lqQ8b^h|fm~&eq;HX7>r}#r{$8%=QqPv*QE}2Ouw}Szg&M8T%Il
zd6S&)$3jn(j{0s%Zu3#&iN9b6b%R@1UG(gYg7TogQ&=sE>=8E9AZtWIfuc+t589}#
zxT=1guMK*pvq*<PF&*Wvko71xMVoI^&+Jky$wS(P9EHurZKhq<y^8JQdv;PmScE_>
zS#&7<Y<uUQkM@k3O;()K&LnqBW(SH-qWl<cHQz@_1O{g*;pMr#x%?)fQ_B6yt+rtT
zwFQXc#?atvvU7L~nd3OiWk3`|21U?7OE&tw1-A%bmG5O$<d7pu9e(+w{C{v(MpPsc
zfIe(x0a4q{v_hVO2=2)T;2z<ENX1Ni!ztsx^j3SJNnG;kjK4%1aw57|<%ok#a@W$c
znUppUr<8j^Xi@GYSISx$Vp?<!8IS;#aZ_~>(Kk>CWdr>te_D5enm|-WMFO@Sgdboo
zjepU6VyK;&9qb7My7+xbX;dT<j}Cdd_iJVzY%HpQV@Xplb5GCGBYl|S9VdXK`oWBE
zLQ_;#j`RbE3GwDu3tEgwPc{(9diAb~b`EL&7mdM85mLY6%mPz!pQtc=a$Nq0wJ^Tm
zE9<@Mim~f^z8>?%G?wrSjNl)-E37*;1qbsw1rz1@ogv|0A>VOmw%yKmfQBWsz<=-+
zvNpqMAM5eDUvtJ3Bn~3Gr?0jt?<hPGO}L;(D?B?zq(zy$q^6Su|KKiTC-&B!B4<O3
z*nSki%Fg}ED0tLu;?|4T%WfKl9fY~x@2mvuMh?-8X01)Zta|}|B%D|{jg;+#7YDB}
z#l(71UxwaN&=@3j6gArnEaB!R`d)nBfl1FeX3`M;Gr#0`2_!a?WTAz(ic9}{gMo8R
zkGE5eB7b5|KDMAn3lTmgetQuLBw4)+d0`~T$q(MQrYOnjomMjwBC+Y}gvmWxSG2e@
zx}HvfKb^^Vp2_eAkMc3}brH(AljKdI|HK4plv<&R4&a?a2n9w&YvijWx#mH=L3kW9
zGe1BQhHy-xEPOQ{gyuQHE;+6P91F_I%n3ON=!x@8f0YGzRPEGU{ZpTXxm?qRFMDUx
zfmw3!zG7w9kesQFNUs{M2~?1L1Zt2;NbOLtS-=RMe$nFs>+eOQCF<83G$>OFg%$05
zI)MFDrf>Na=y6E%EB9!W<&P`m+hi5$U4u0=ty!c{lpCLTE+^@e$tODDvs;slxyu3K
z5GalaPAP&#a}P8&nNLxq6Y#kD^SqF7A;W;*zMZ}7x|gFOHOW~OV5<SZJ9ZG9;Ob(M
zMtD{W82z)`1j|;yRNg%MtVM#c)rzB|8F!aZr8Zx*k$f<9CTbs;_ZZ7OJ=C9??t3qD
zLsqxR0C&gW`t{D&Dh;b}FK^p-sw!LoA4o~~)YiP0sazL6#(^n9jEhB1UEN6gcrq)!
zI}W!$CtrWY6YE(f!HN&f1pGUQ--us5<&S_|((0Y7&0(G!NwAR;s=^;l7nn#8U1NvG
z)X<mCY{wx3u5mQME~)j;t^HKFdA31M2N8T7o#Pn<!`ZN03Mq5AXA}=V&vJCcxs@6Q
zt0p%6$m;M*X@BRh(o4`HPFP5lW$Hbp2A#5VwSZ_}NVxohnVo-o{~Sg&`5y0>!a$`j
zmg^Z|A03D7TLD2dlIO+_wcV+53bjAho+kX|V3*bboDbH^38-_1Lv|tj5tEn7Y9+?3
z_Pa1b9w0Y<P)-K;+SuD4wiq>M%|pit??+!BPxY(;HZQ44IQN`!EmB4%2FrH7rVFu}
z!SR^c-f`GhGghl~3JU7u{KLVO<8PEYCS$og!OjX3#(zm!GS}6y?T^pW!24H@EGH0)
zWun|$qhf}3NB>t&l?#<bMl!?Lj*P*oi32Nqs;ek#&ir+>pqNzSBl+P0<l5HLfR&`@
zmGqy#mQCU-PcSvt(+OBz(&elCsa8ok*WY-Bl_Y?clpQ5Jj80&0*&T7nJvE4?uU!6D
zhI#`i*^TG36ln*K=~&jrv0NOO6sY$w!@M>i*Jx;TJ?6#K%U!fPjT#?W&c=5IJhmAp
zzWbKL9Ez%SZZOk>FtrEA)=o?~>e1RVJLfZ?#EcNCrKlP<Qe5@>GJXxUX^LogA#o*=
zA92aSmwznnPjkv<^{V0ERc#-gP2N`oV(KyNCww}dv0`#7>*R%rA7YDuv5xaM66a>O
z91(Y88jD#{XWIcq;*xl*IXSxhL^n%)4$&n-;tSCPy7~dn!vW)G&GRl*^>=x_QZhsu
z<wA=^G2xC+058y0!dA4M3EYM;e-J}9ZNeYjdnI&rAHzNW=fMqf)PGr4EE`%&-7%H3
z1zT1ImPkPDap6e|!KA(MgZ(*d!*h<PF3)?Tgv<^|76XHcaEKM`k7Dz@a$!n>Sdqnc
zLZRXPG@TQBMZU!h%NmVRdGZRTO``BU<VZ2)s2lb_(rGVyQ(-ps-NpT<>TkRjcD_*A
zB#p9~9jrlNpUSrNi^_uiHovc0_j?6vZY8r%lsWvY**%Zp{4R@5yR&PjSx^~jrOU|j
z8?w_kw_duHuNs@3DI{~BzqZgbKBOEgl=#D%((3biul8=$CKSC;!VLXS<Bg}(i|Ip2
zwN!07Pu)A&&)a+v+!>h1<zPC15HjaGw}al3rG#tZ8Ew+c!etlYQBo)zyl!;*t+0di
z_-ZHDDT$!l6jd6Gv@!w$^EOCE>9go_l<g89;bUSTgWB-XlN3X~1sPPS*-jw<%Wmn`
zj#adf5ddXGXI1mTCz+ZnF0n9)u=}=3hl%EIF12Y-{H|FvBbYoEo>-R36<HzNSze%A
z$UhmE`y#vtJBw|ery7FsMU_sff?{1kUA3wMhq-2NN15}(KEH6prm)_@!cQc}2{&gj
z!2LnX<G_`x@}8`?Bz9mQ2qo(-K8r_ey=VWsghVkM`M!S$HOC`V5UH+7U@)YxGDO1~
zKV%c^pi2QiKPZLe@sVFqn^+oU%DxJwQ({XTjnj$7?K8!{joPTkCtp7uS;b>BIYW_J
zJ{m>(V%4c>>^+F^(#^DGM?hKk$yq%-jP&&HJ-jU8afJDP8Fa_!HL8U*tm%2<YAS4k
zdW$J8w3jOVPs`B??g0M2E<Ln#y?U$kDtHGh1oGc^$1&bf*|ms6l}Vh<bM-$z{dPmT
z_J{zL>CuwD!0S;3AS+1zMbNTuZbLUj4t1p&k0XLGYVO>8DHCRYJgDKuQ5}kkOSmvt
z_kc#CiA<tt&om)yBEi%RhERI~VwAajrj<PD<Va*OrfN<PE{E>jJbUEC?G~5~Z-^E=
z0G2<M@Rg^Fb2^|+e61YS%|6<q57gq;%%{l~NTP5-ez+MN9teWZoj}cx0Kg=kSUdgn
z=-Htqhw+V4<AgRUtWEA0bZwb12ZuMHUOKRGQaknq&JBpy#x^A_l1zN&<(<L?>F1Y7
z(kDjJooez*PQ}DqBWk$NkZ8W!ix6O*K5D}YBgLx2R<(Q1H8$#v0~-fj{H>{x@02^0
z%oQPrk(n|$bmRx?zVWW*3m>79e_m^If>a85ee+1@&Ko6Zg|0D;X4AClML>#(xcy%z
zbu*OR$9f{So=kX0P{)(&+!wyZ&CJIGrHDz)4`P*9WVJyh)w_fN;q%DEO-tV>k}jAb
zv|M4za|XwfFESSJ7rwTDWePcWFPG(zur5YHITNxK=^d*7nC#*|i0lkZkgx8)D%we}
za{iSRxoV>GO8t2cIPo7}xM>~yR$n4=<%nTdd|Dgd%FE%-vXOlT7i>qW_Szamnijii
z_MYcBMk8%>%6+49ME(oQ5dxq_<54Q!a&09%UX>*x9K)`QwzUNmI60Z*KvnlQO;;ms
zNZ>XdSHDAZyD~PoI(E>*QC+A*z}q^fCmb81a!YUaeykIh{5(8{b$ek{<^sb`jQNjU
zpU1IrSH0F$&dm5qIF+47ys4h%DiIU(nd+g|EUzd03Y2vSC1~h8i~8-^qeznpwW>i@
z+HQ7Sb)Atw!;23_>FuauExwW@7#G2t)gva-|IMXn{)HJn>+2J<g(qjYaz&B8?T#19
z8DwL|<&h(>p-Pms5ty2e^Q+RX9e2<=3X%lRG_h8@%zwnbUpWyC0`M86y==O3HSbzp
zHT5LjLb>G~#8cBV8D0OHgu{Vo&+!GIcHfxfSZSCYy*H<bo1(ZmAE6AF@{8O#HY1Qs
zcym3FqO%)#2*gGL4tJfs(0cO#4^d<7L!mdTOpqI@))mmBvEV7yv>Mp9yhU^phC5ML
zHBq-R?~t~u9g}A*d*yAOV{|jBzqR??B#j2GH&DfvvY=O75!P)U+Zzu168388uTOOB
zx&+A^l+`F*!JX%QKfuzjIdc>9rVOZ`J=HZkf`QB3rof<dr_|d(C4GF{Tw~L{>tAKu
zCW~jtm=zQ1uOxmNAJD2)G-6{PewJ;7<T_F299|9WSZwM{kf)l`ptKJ?yfv<5okV^d
zaly^c^1JM27I6B#bol3z`Gh<Vg<NaXIk2l$!66xecXp}x_Uf7Nt@>VEJ7!Y|opNW9
z6treALwwnQbE)S1RV3i)v(ZxFQ4~Sd9o{tgbNXvPkqS41{2(-J(m5i~m*ngWrFqTy
zi}xSdsJm^_uYTR%elq#CybNisv$wz*s*y>Dj|k&i1p>y?nwy!1b)orX)OLH-e#JV+
zji%Hwa!!q>3<Gz^=v|F`t$dAr7JK;q=gpUuYoEyjaZ=8hN-PJ|Onk6uhDVZWL5d4m
zjuZGs`m_qM34ZLBE*x&HR{j>DIf6A}gDE<64QrBD)QDdb{hVivLC}0m`H6ck{|WO@
zn*e(k_mz>xQc_6A!5<TSuKFSwtIV>(2NgyNBDRbQml#!EZBUpU)*0~yUeh)-=ZIVc
z9WB%q81F@6>XaTs-Y@Ac3|vnt6@x9f=H;vvd?n?c6@|(q5>3LiZ_&(}#Lw{)F}qVj
zF>Fn*a{7~muxR4=pJI8ev@}C~0}LjlSN$T_jsnE2>C_?2SMD!NxnOx_>e~`APwT0a
zCS7hs<f?T^JQ7$ItEVUjK;9j`Q7;kZ0Z6%C)dS2gL$S^ydA_HJVdnjIw*l?#v$C+)
z-&OU7mDtzP284}}QnvO<&P`ljrAQle|1d3kWN%px_0F`(F@CsKp1tYG+)~M6t<vf?
zLba}0|3z*&J6>)LA%d*M>pkP8ZhzjvIwWH!rcAb#)6bC&Y3rUr%{3f6Yve!RA;{*3
zHVgT~WD%Jg@a9rEPeW3bCd<*G<rZyZ5=`L^WgL4~ZmvaS373#A&4#i0D|D1$o-9Mp
zX4>rsj7mTtDW@PJ7u_6)1vo2cxd5@O=*=aCHj<!tmiT*zx+K1xXHQJ^9?ET-!b_5J
z&zPh^H(`7V!YBk0SkW$Dvoo^iDK_siWg|Pu%#V>l1Lq>aTO3ExuvXsy+xfyYRIFg#
zXdNPK#lzlYz8J>Fc3SrZ9Z)!ez|K+3O+h9H+o5B&wDFB7Z2-(4ik@&M!2OBc<BCu0
zn)ab$abfYRV1=QuA`$zIVya(=v{n}YB&pBS$>9IyJbmg#1Z~f%o`9kjrZr!ec~m;&
zsf9{C@WhDj0_n!Z%wB^n-QR<;Z_g^ao4y`Q8#>mK;uV#JLd-P-YUM}`EImI-+OzGU
zzZClllR?b7O=ElgCAY|ua3wAr4R%>X<BtOOc|toL;eU%yi2rzbs3zIu10$F-4(UQh
z#3&C(^FM1b+4)ALt_qj7Zwa^$k>hFAQvUab{>?EU3&wWTxWPDfTF(Y^+&PnEIkWPY
zLC3Ubj3$_RA5;mcdGCOTK&=IGGXL;DGFVv#2`0Y#q5HuJc^3(xRN03UO0U)Qwp5B=
zx^fD(Ryt4v{=eTEuIUwDhf69RZ%4b9;ZPBLPb&12169egSLpJDdG$IT%+H4V1v9*4
z9xPUgG3BhY)OI#vf&d8`WIiIp$fQ2;x)xtak_e24Omi0qcoeNbl*nO}_%Ys+AEf-N
zRhnegb({@<UjkMxvCu1N;O3H=#}zBH&a3#1jQ0-yLU|T?27t|76NYiO_R;V*i>Mc)
zY(BoyCsj;@uzP-rb%(AJALj{$b#e4CBNKZt?G+37BdO1QU;fiWcS|c+W*04pl14>F
zW+=%r(r(l2wIox2?biQQs#%H%77c8+|6%@4$J9TekP!MK08caQ)YpPxp1krg(YAgN
zq=9Ntm;$?gCGn{p8h+hhAZH-DNVWPHr0awxqrBo_2_m?HKMLOVX0}Zhv4pG93lnX&
z5O^jGxVWX`EadT%W-1f;AiXdYgG)LyBk{>wRx{-d@fnb1Jt5VrcFS!{NiwNlzrx}Z
zM&uZp{1whep<)5Edj5qP>V6;O*LLc6nzv9E7Qz~ns#d{1zC{XR8JzsI+?UD!E6)if
zu))lyb4s*n&vmcf^Y<3Q#Su6RLmMqD)u+^v*a|2{1Py|N4u7+|(k_p{sB~%dL`>ZD
z@A&zcmGuYuTL5?#Xa`m6OS96Akb4L{6Kh(#NCOnLz)sttp<ej{Xq@seD3JW{jA1n1
zF?z|p>BtPE7;<cz<?JN<@$-&m)eNliG>fW-0t85L!Vp6eer`rgJ613}9%4no+x=ms
zxKh-p$viHE%L0RbAA+)RFo(X4Xolq@kHZ}#a`xj8Cb9U3sMl<9*}M0e@*&*RUy_O+
z0>KC@97icl{UDUgfOQTxxY3s#x@8z@+g6m^EUIzUG%bjYjp-ZMuS9~oVn>k#chPiF
zJmmK;gTp5I)xmUJ%4cGz2XM}|<&76O0!0*P7;gIp@@9#DX_9`rj;g6oC0*YgSxqG~
z7ZMV~|7+oQ`wXKa61+dAO%q&dS)Yyy_n-{Z`J1sb%i1Fe<{~RaBjQrSN^zNIfOq6i
zEd9Rhio371IIe7FXgt?u`v(;x(e<fe!oXF2T@(3C*yce}kG&R+f<fYAwX7%dJDuTl
z!e;i>F@bcDfC))X%8$|jr=#9t(uXhpiN2s0#eW-I6EyF-zY<|tmSZv{<6!=C08+3w
z<G9v*3}Hz&MoeKgrK!E6uM}l{at=OAVKt@oZDaXFDP2qEiVWO1`jiexZPWLZ=tNic
zGy{{|4;4P0-EyK#zTVRq!i+6)K}=y*g{;Rx2-j+S0Y1?MILck$5z5o_ExerJa$H!C
zH>j<`!Z>W!h%e7F-PbQu@B8YbSsH}+Ulvr*47Z{;QSZ~+{OsrmMAf<q46^K~{`jT0
zMM<tpy4fXZi(=|tYf2648vc_FXVq={j`o#Z`>O0++Le{xyJR`LEYm&*#&$rB+1;6i
zqaeP~+^BuZU3A#(nFB}Pti>FzuE}tw2XX40x(HHwvGS-KYCO<<A4PG)4ohV}B<Idl
zo#you%-}<-N{tAXCtVp#H+_?HyqnQUS7(~uNp3z`XxmwFHw!Vn{Se*i21?~n#1P_h
zM4!(<ygUq@0nKXpWA)7YA-4|?-sKp`M$)+Ucix1>2`1aT0;;ble`emYqAf%!q~?x}
z8;aBuDG%W1hOSUO^A|Ey5m$gV3SS5+>_6wOTq+3|7vWVrUTA*6WT@;A)4xkynCvr}
zZ7;1Cf9%M_JZ~(%{~F4cAU<!!A#mR6)+rmw!qxS&xel<2eegoef8o#9t7Zg3@LI2Q
z&2QkR9JJk_s}nriRGw^98&+c{x!3N?iin5KzYdk@)y1yf52IaF@Cs8On<H~tv5DwK
z_!-6RZQJ0H*pEi<xjK#J15cEDE#N5H@hz*vj->6~d)Cu~azq+ow}RXiSM1yagx!X7
zRJ<;>0HJGg_3g>2AyJo1biHxsA}Pg5meFzqqB0D|gYW&|q=y{1Tn`KxR0~}a-%duz
z_`F<X20tk3mvW*26Q-cx;1r8nBavrwqE5`CTT2VW0-2LuDUWONyc~@RX1I0IgZ1yy
zj=ixFm60=E33qpl)foJan7@^uH#CJxryQ$1C!GpY?5->^tX$Ece}3o{dq&~8PC`}-
zIcN$w*nBe(RV=ASRfFgsw|_tZUmJvf>I?}=QVUVTBR2mrs?`rda<f4-$aV=&Ng0rr
z+$T@;S_&Q#>Ln&PGAuj3$)s@e-?!#~T{)IT!z-4KA3%W_$Gal*;N%3KVAlQUAT?m!
zC8&W_7@~3xyvP>F`YaTkGrm0fmg<ZTLOJF$;KVg!!J(Tp42^-dNKusGQWzZfy#Nc*
zrK+ced(qNV_0C(&fS#O_{~EJ;kL2F{a0j03b}5O^Zp$?emjSPDstEbN6n!Bc?$^b9
zDZ64-P>CEnDisVjxgL`>AUu4QDS{}1^!?7p&uOhhU8XEZm4ORN5un_KD&s)=!0+--
z%%?cSaE?~A=T2-crQZ9c;|qJW`Uv^J+sz-wZ&*G7F@bv6f0>mA@qzLv=}yL-K?0U#
z`OmKCqD&RxAgph34V;@MP18T$at{5kd1Hz5UGvV*Qhk=3ac5opFwYUnm^84PS2=D-
z!Xn}YM_Z9}@_bvz)7p6du^;T93~sFlWXm7U63>lmvk+MADO`tQr!vKjeNKt6)Bmn?
z`+`6!LDp9%@kgx@xN(_;a^hJf-96Tzbc5yn&%S{6`k8x}5YzGU&y4h2&h9G~d>m~v
znq4{FuP6^Fh89TQmH(Qn?$1?`=9<6L|7hh{o^=&a!U^j?p3O*GWgoOq#BGrtMJ_4Y
zjScUhyuwTG@@44?09^#-9DNDUAl#y|;GlI2zww`WbSAj_6_zE)Dl3@`YVqTt9$i^C
zG9R^7GkHI1qmht_?YkX$e@-(0L-+Z0m5g_bKnhq@A2qX_+5{uS;d1ecxsI6)!zSHe
z7+mmYeM*@_(r5h3y%K)kH+wt3i$skE!xco|R{zN@!}Pj`U{nN8JQj)5W|&+h3rp?x
z+KaF`S3{e+A4pOqY+ZwS7Oh!oga)%hS(uJJ8jW%~#6)fQJentdmyKL*kZu?k-&@tb
z-)WC!9U!+FIZIG&Zbcw%Mi~7=;hgSp;CuO!Kz6aR?r1hBYAgQ@>WnQ%Dv=}_e1Dp}
zA$E_UD?<WYyVYR+xUQYA#<qGA9YXnomQ#%3CXu=NwD*NCvri{i1FM*S!2??AQ(%io
ziCM+0Nltne(3N?yr5!%q$=s=Aqj~?rYp_ew5j=U_mu;#=*PB9E-C!ENrm?maD@!!<
zR@8(@rSRG3Q8Y<ifS(=dzEyk<0j6Z7lqHXt!iB6L3dL%$tg+a?6K2l)=1w7D>0=6d
zg)x7AVK(BStduo#D*b2yV#nlW2ka{ZoF}M)cAxb^{H00#jA@9S^S-v6Q~1W_G!W5X
zQFZArR2D&#Vwvr#Jq0k`L^)GXaFZ~WD)-*fJDe!wukZ;8;V}f4m6gEJG%4pxxpJCo
zN$Rw!s9QBYBFPqiZg<^F!KmWWi0K>0CC7G}_o5o|un-l8tf$nJQ@|;;QBkuyO4gQ9
zErz0xPDKF&W?ovWvDX)ujragcHdA<t^F4uvZ&AX{I;Drza`_p3>-%_DSUg8dDN7Tu
zjtox7%>iYDP0G}kCsRwNNdo>@e$}uFG&ADJTF?tIQufGHo;08Ce!ME+{CfyUP`_f0
z3MmVyMs0Q=Vzw%6&#9lcYqaRt86(`1>uvs>Q*^^B&;|1)age&V?VhwLaZ&cjYAErG
zk6C2OQ4pYhNwD#17mlQj?oroWN;?1$Q-GtDa)4N+Oq=Iw5;y&GQe4)aHFSy&-fi(r
zd}GS+1=R|Xom3zR;Dww&AhH|Il*k7LIO2C|kmM%9q2tz&*1DE9#Gw=bRJf_PcTWdJ
z@qR#Ulk0UKkAE&Flz}u@48I^n7P+N)$@_=JXBxodUF_DP?`a1tPhqy98Y3E#Pg8=;
zr}t?dzVbO>0c~z>sG&vi%S7;LNuOfNL5V;sg3J2t69msd+G=mA8AKN`(~eIDY8e#$
zer9lN?)s}TOE=2$WaG<Z=ERQT%ZU!IPT-Pr<`P7S6gX5GVXi=XX5OL76lxt*V$$N;
zG@uLNLs7Pd$@N&8$jm*WEvDWwRAHf$hl$!J_$|k*Hmk6T!n-QpyLN$12&p2tx02hJ
zwLxQa^Efl)*q2SmpR|Np>z50H_FA8@plevXb8_<IOPcMGOdNy7g!D(uaXbS#yW#L*
zK(QTS=F-rmTu)O29y+D6SB)NUGwdAUvtXmW{rnJfMfMLyeZZG1`-sA!K;I#Ywwu^V
z4v&QwQvdRc6^7iu<Bv#;Q?8>UXWSCIARxSf3V#u%GjP5XtNsZeD}YbE)cozL=!lSv
zppT@5wtxI8qNgEja9?TT>0!uT-*Rd<swk7kB3_~_9I^Fte+K-98JB^SAQF-Frnn!)
zX|P!Y?&`UTek6-p=@UeeqNh&EC5FDW%yj^<F+Y#$@6Z`_@(m^Ah2MR5V8@XqG&99P
zQ8JB|F?y075$^uNSz_2w6sq=}^rW+Z@*$&r$F{T$j+TfewLvh(O55{}q+{G9!Ol!J
zCvWVs79v51{`P(XS#M4Mlo~d9GcJcGUgLzRYS4t}j|FhJxuaqh(XhkG56~IA8?+;i
z7l?$Sd1KMfUtNkCa$(;;iBWYSykK`48x!<{n)<d8vTTYNujp$Y1u&TS(7cyqHH^O>
zu!KX<xHWbTgFEzMUB3xm<mD=g>LzMMCTM-^TU$XUV3Yg9$Te46$@Ip|XxmeLljv{V
z@d$<i`zs&{v6Ct?km%LSXiG#H2l4Vw;t%QLo?k#kvO5+YRJ`x4U+L0V=b(~yiW~T3
z-hzR~&#}){-6CZ`Ej4iU#lmR241EG{e#hC0n<cUmactrwb(-hr$L5woFi-s`)27O|
zBIexZ+ozv|P}_lEl$Ft%z-dqBud8uWv|ImInEJO58&<bDS@#(wU*3>%s1v<#(<)LQ
zY$+*Q3g(IkRcs76B9s<#isz9&r?Xp8v?_;wVpgdWR388l)6Zs)_B@08#4SKM(49M^
za#EjNKH!^m${5TdfyWC^($Iz=kYg}F(^d(%CK@xUs^4O57Yqp<Z4FR$Zty3Xf^6TY
zZ$CetBu}Y<sh_-a&SYwEX!4t+D31^DMnjw|Fo8O#+KvT6(bYir#R_>BwI2F<`Djn@
zoksqZUV6%Rd`=8Z%X2vCJM~r^Vc~R3@bESAopCRh<q#AWotC=X@xlK^i5)PkZ8>u_
zqBI`#8=C6R;A1IpT)${YwTNaa{TZJZW0Tb~)~|iRcz1t==#4jK#|vyZvVOS}tJl9S
zRwevNwS`3+sa7Ajk<<Ze-&3EXnM5puSjxaq`3Sqsk|323E)v*vSN<Xn=Y^~~5!rZ~
zFEoBf4R`Tf9l^=4r*XDl?7(?)SM06ulaVQeR9>^NU`D_TNGhffU*I;4aWqj=l@rU9
z_%MQwM@D1=#+dE^?plp9!SgcRCJvma?&eB46>76<x4GK~fSr01ncQT=g+-tJwIBeP
z)l3ZZ9;5Yj?%83ipHdO0CXf}}w%fg>;Fg^dyzSHchfN5bFx#{`%RBO8^)RAQ%fUY{
z?>S5QTF;>6ds2c`A_jo1Hn<A?)8<cMIX3x%_H~NLI@GGwu~NwjR?h$IbEC=^5$EQP
zA#^@s3&Qtgu7(%w$No;Fa>C@C=)}PI9P0l12$PM4f>-2uMi$iC*Q|xGTC{W~)G;Nv
zL|~?f0yhLxlvgJz(j-uBigTap`90V(Ef<T^Q}la9!bZG-L*^<y0&7DD=RT<*agRuo
zS<xObApQ7#DSj1^KnN2KzW>iUM{D?|(O{3@>9-(%s8AxhIG&_m;V!FV22C+*y{=u#
zwtkL47cf3_12EFdi>tBd{Sh3`L^QSRSTVr?C*xQYRhWrlX+P@V73)CJ-0K>jiH#|*
zXFKsPutFRiSyYY;Mm_n<%ne*-w#H6k*?pp}NpS!O&FuuCTYBn?$agDf^!q|;u%xLA
zI_E`6AY56XxTxoNDt4KF%yW^3jD`H5ix$tHO~gq^GA7O{i&4H%W0!n11NLXwD7UxB
zqK&5Aq0asQVn(dZleCgL^ql>2g)wq9dSck4mY4#N9e9hwQHw*DaV%fJA(!8fhv5&+
zc7=RTL6`8SFP9Ta+A^vORYWvsJ(K+I{EhNHzN-s5!LOb#PgyAxxbvXHPy!B7Oh;1t
zg`r%p>(A-diiyZ27tE$;D>6SjB3x1_&4kq%K-T#w>#RX#SEoZEks&k#^@Au*#3E9x
z{!wVz*VVB^AoMtSR;S2U(W<ON(CpV=Ao4({7!ccO5Q4i@_<vlUH}%*(s^>sjCcgdU
zzjM&@V=9h$tbc5BCilsN9_-K>qeap_N*@TN@<W?tn`CO$av*(@!Yf(r410<G#6M-B
z`Hyh9HPy6=4v>c8r}H;n;~~r3bY32nm9LyHkXV^}-sT^a0vltRWRrEFz$5;{`Yk5I
zuB<ZI%Xvem0~$!B2Tv4WOG-bki>o6-$dOmpM{9(Pxm@ke#;`psrX*a_axy6tbjaB+
z>BvcUo*ucclUe-3@R=GBU6-(g*T@E0tY;N{&ljJIJeGhajC+S&u`hl0zMDSsGl~E7
z){#A0@ms@Br4pS)CA?#{28R-7mBAR_ha1CB;Wk^%&2<_NTEClr`>sRnNk$Q07~{N6
zIVz)c@UIF4+Kkm^1Kj@gDe~v|_LQ8qk}!>l5JY#2a1L&qYagEk^3&Q|2|juniE0Xj
z@H0_u(Ph?8Zj(;3^iSSm@pwlKwdz7~?5zVgTMqaax~6<h7Kkv3cte1$Im_JZZI<FU
zDYNp29mT{35W+4T7897-cUCBImA{wKM@^~x#cVjMI!_2QbDujvUL%0kSm$lC(dwv$
zgVWd}lD3@KKb7w=u(r5Uzr57(?K({F&NwmU*}MV+Oj`_v?7Zq(dObM<O2Lz|X*z0w
zp|;X?6PH+ecg_&26JUwaJTxEEmOpiOf=i@kFK?EaT1XOj(@dh`O;9B})JwaTBIV>B
zpBi3F9lL{fU9C4ig=hf&Xz*z9l+M}VtI+!EmfH_b>Vh0)X*{C!dOrH@SSU42;`W*S
zXLQ-RQHvBsY=1Yb0u)EuE|lYs`0<;68oiCZJ$|kgvQf9#&^gl~kkWu^I+*-EA7L#X
z9r$b%-(I_I0*<GQtJ|hU;^QN4@fiUVgkJO{Ygdy*>Oh@NW_eO*D+@fTy$cQWzR{BS
zu0vQ)-6&YR&L%D+v)hI7H&2ttJMV8ZJUCyPB*^y)f0HmX9s$X{p&Svh-^Dytx|I=g
z?rF@SlW>p8Np;UCq~YCQwNT|*VC7mlb3dl_E~X&E^-#Mu%FgV1OLFzfW`z*v_yrR)
z(VSdY7FyZKUr(Icj_uN%I_Q6YG<(-{^pqlq9#faU2ZzpEAYt9#*8~}Zh|jO27w8AN
zj9?dW3dC0<#y3-?PS5=OBBUJ!^0Hy9i2SQ@6-sAPkhPE*Vsf(@5;k$Nq2r~TsU)Y;
zp=a?2PB3>#u@?TM*YkU`Jeln~C&1xt8{zpKhc?CQtDcQf>K080XyN0vp<^mR<>uj_
zjgOs7+yeha-3c903lccj`@QzRkBE__EoA^7br}})^1tMCq44XFSm=xPh|6ZDQXcxd
zvYY!<&@DD>#AgB1dDPB-c|?#(&-6`f)}rn^^iZ6(D&pxSC$?0q>(_#s|DNlX{-IG0
z&|$DEwdj@gxzThQ)(uEms3nG3{7lP6J8^F@hxV>H&(?vOc}hDW9x5@{IL=B{?`+Y|
zQ~~)J#N2BK4V@whTFNlQLOr*``-N1rc;Z&9>r~qc0W?DT9XL8D1UmO#+}*!siC)Y|
z+jI-c<DkF>e#IM>hToxD@kEp*19R2-*KwC#hJ;*!-O9zEjLxCq*s8zxC%=FF5?%DA
zRWC*H5wVPzHB=VSIlq|RS$ivVxOYuPDvO5BKHqT<@eIzfV}}9P>;*QAE?l6mzdMO8
ze`t!Zbu5NpCtqbqyKk9}R`2a_rl>AeG@LQ0Q5kB(GQRha?KmkHdw{2@$`dV@Xb{t*
zGoHx3dwX#@U-|ojOjIipZNdjFKVM{dpPF+_xsAAWUhWB_Ig`N&q<=e}V@3KOUKwgk
z*_^FURELPlPTk-@`|rWVg&Z8UD}ncqv}$W!N;+Z}?EQ09Z{}zfOp49UKKI1M`@<9O
z4aK?u_buaKya93W*Vm%oC;7ZxO?Uz>jhkPyUC9YHZmFQG=n<N!z(fMU+(Tfk`y*09
z`<dT^yu&=lCL-`_0{29jkixr~lrx!L+!<WSkkF1pT{TRetWW5@ld&fTaOaZG`;&0j
z&o)%hCWRU#jUu&}FOLK!GgJUmKyMgP48(?y6vRVJG;sNw`OgdDOqUDLqnLMnc&E!m
zFXUJ8Z+baYG2ZOXo&^x`CK&gqe#q4&@&H*`q)Qp#$M3rC%v_3Ut=LFQO3Z(a$7Xu#
zXoCbO^4j~p8##Szdb%UiSN(VuYzrHkG+>DcCvbJIWn*&aJnDwlQGB|ZepV`iHG8jl
zqfrA#@WLkSmV$xXHH|GJsxJg#t*c;25PCKy_n)6mzlZAt4jf~!p)960J2j;W!@_R%
zwS<)(X2ia@jUc_Y$^;y~ll?+-p56GbRX%k{EZl#L;HzKO;cL-^cL}IB{|cce>C<!!
zUU4EK63I8pGK>{E=Qz)rHVsoamN4RKLE){khE4Ddha#R*U~JaKqH;n@mrFNUuXakN
zQNDv0AlU2K7``pHiZ3)%+Q2zMz0qk<VE=H@{}bBXHeG7LQ|J48?=A`RG7>Z(JDS6b
zEQZdw0Cj?m>@B1%0)z70Om`|=pG@1uqS@D6N~}<6Yvl25B8z~JCX|-Zj(yeQT!7Kb
zqX6!wt;>(x_qonq7d9=p3;an7?;!UG;yx3LK6g!IRbkd*)uwb+R?g~TN1E4LF6Z!+
z+@Jiia4s)JPqzgBU<3r&#%WfgA>5KdD4aXnA@5@GhF^BTPPbD3cDO9o7ZRF6fn_+$
zC#{h+B66r&ueqPC{nctpVK*X<-VuUv?8kMP<sjnqA4g@(ca&LEY|n1dnpnt$TU?zW
zddQpJ<)9yUax8dEVP2Q;h(<E46|=VFIdaDD7%Z-M+xRziylORx5Jj`^83&t+8y;8J
zMUY_ggos=C$}RnSx~t>{=?cI>6qJfqnnAH6pjyCSW;5;dj+=DdokPoE!BaPkCnc>V
zzT<T)tB;5Uk1Zn0a6^e>W3hPiRIz!kc&j2E!s#Co%N$IHfYwFH9h`x(kjWdR^D_)9
zF*Ls#pfwDAVw2O?(z%l}2=F~#3ys`TShf^FUV1=aWyO$y-p=`Z6NL8L*)*C%Z|^c9
zC`4w^iQq5?3kPj`uF7Jcz8IqJphOy`Ho_<Aj%dS(;YEmEHAZ81aGPXyYWlL@Z}GE-
zeNPV{_|BNwQeT!@xnGeB!FiwyQ{ZB;O5)X#?85TU8+s3Q>hXLd8P)=)Y=U-MVLB?d
z<KUTM^noT53f-!Gc$$Ikaj5E%H081&&ZKI(YI(t1VoYdDe!1m(*ne)mdqqVQESiA+
zkZ*j5@_u1sj<Qj`jopn6zH)j<@S7i+AbENn5W)@GmmzB5z6<UzPPnZ<bh_USf+4l$
z#p4e%!d$Y%$>I996LPJifT{hG(IgKRQJG#o4Z00&c(gX5nyH}<P6UKPwLo-a>deS3
zJaZhvFoLlk@mK;{+(m2_Yf^<eLW0x(!l{2@wuc6^T%o9Q7EW4b-(ND<au~rq%7{6;
zSYy;tmM1{S&fp7~>h>BSnv%6n15uaYDkjDZFLa5+)LCvhU_AUVd~FfnaAR0cf17$3
zb&@DBLDt^y0OriM9{|S?lwkSSjyW$>3ibm7V<_(DQ*G|SWwxMD0<^zvjcSJr@6m8?
z<ZpWpW|zOG!$KoIl;z@0+ltJRGiDK?1}29%UNIRsrO;vz(<_NE*xP-Y4A%tUNiP|D
z-ycuUi)1VJ-DXG+5$G<R^nA;xBP6G4Q+M|@v7o$1e34@4l}vCCCKZn5zwC;kFzkxZ
zk_xNi2Ii8U1_!2aT_*V&VBgIX3-^$YtUC$YN_g`s_x!cF@=`@^*Jl?pnlVdgeJ`#L
zd-QhU+MHLpsLay574?3g-*os_w{liz^NoG-w_Ar>0u(Ddf9<KmMlr;gF@<MfQug>8
zX>j=D8+Io2q_U1x5n!=hyrAJS-Jn$25!$kbuhzq^LgBeJNRm*FH*INH+V(j77JB9~
z{s{54Y9^MKTeZgAK{7(yt?_%j%g(mt51!17))qv)_Mff4rxfSr97f>_w}$$$AGM1v
zWJ>!$3IX%9ozEpKPDn(>{}A)T#V=6F!*)9UwSy@3V-+TnX~~O?Qx%)jpt@5;#8QS*
zV{cn0a>&^agw<T}7u*Luy$Ersf9-wjIp|2fW3cD`6Z)iteV;p)_wNT3tJ0XTAI`j@
zeMjZ}G7nFWvu7K<ip>S$T{<{<qi;m@6Kk>`Q1$4(eQxh?uhCxTY`ttgSFl|k=IR*+
z(`<)LgTM5#f2rbS=*)J=IL(c0LAOG?g>oIrw%BY<!U+{)JM?<8f9%<&slF6f`Y<Qn
z#Pj<Az`f@_qpN;|LNg_d4KYHt_w$#Z4~*J~?L9W9KC{oe+6;N#8FS$AT?~|ElaT7>
z4!!N-o3!tp(WPXJeEGuqLUL<uRZdgk0|njL?hm#y=Hb<R5DCfa<9S8)83Pv#OgVqI
zc^WY&XcWcmYMjd@N!?W@d92=2TW~_MBIKrIY5>N}J-f|pKL3RUg;;KIWc}O+Tfy25
z90x31wwod5`W}c>9Tn0zhBMAsGmaY7nN>}z4V<KZ{>?8tpui(N`)`XUyJnp6yEUE#
z0?F$z>M(@#DL%C$dnm25_<erFWOv^q3{S4LNK{5Fi?qYzUCG1RYR`cbmx(C&h}YWh
z*Hcyd4F}7v>bIRPkIc~bHSdC9FNKNA=|cwRZ##!wbsw;SA!P2(>!-Ory;3i49D%QI
z*~Qf1eTI|W^>$HKCh<(MoW<yaOuWp`IV2|qMex&n2D>P)f8F$afnS64DFxB33c5s&
zcTBSVj?=$8Y|CVwg-j}x{788fJD<Cde}}a${(O6X(EWMt@b``P%H|^J>ieLYkh6YH
z;;O;a_iZzyKd=QZe~BMb4$joDR%gmLb<H{554R$hoYVSlv_tctD!(mLkFhE7CJpur
zVDw;{vGww-BU&#G?^1%V9OvwJY2WptX@VgwW9Yq5yq}$+)kCyR=S}N7OI;Lx(R8%c
z+C;R6HoJ)e^=fT*K5H?^ue|_{njVnD&8OL&sU!9UHd~J-0b$vN>u#NnAsgZefXWuE
zIUyw^sr^N1XP~vc0)5g*?K9d8vGTsOpQ1}n4oBR%&9b?h)NwGhIgaG7U}&&I;`K03
zr*CoDWXy5>rBCsGx;MAWDCa0&3On3655MDlru6<TfmuDv(Xa0qOg3|(W#=UWvNZh}
zDqEfS4!ttAEiO!NkF%&j=^e`?A)y*e0sGg$i&D{uf)3R2qOQz$uAb+p_0ySY1pdRD
zv;)<!oWSnnO!_0E5bovZ$s3Gmo$GhF)5>JJ4=6%btDa3j5cIpn7}$7IgpC_l0pRhO
zSyQuD<nfh3@^i647k3@sm3cSQmK9#RoBd_uEEpx0Vsn^0J6k%V&qQQV)zf1h`6`{X
zxgKGF{f9=jk`sOv+$~LLnr(jkIGF=euHg``zk0j1n^mBRjscCj+e9@e-AB&$4#v`D
zx5T>J2)i46ED@Pq)`7{7BT-KnraFNR4q?W`2dEATmCYo!E6$t5eVvNFY?nDBO}q-9
zTNLhs1zqE50{;(=KykmT%+!qpVdMl}9=LEB$V!}5Gu8!ID4s@j&H=QjiBriCzzLif
zR_%@>)(&WE-~#;Ka4-#R$y{g(n>pbE*Ipc34pzZ~`ye-HZC%VPZuYpyG`Hc_i!pS0
z^SM9{ushDJZ*8gFeF3ts^g!|3_8@)s&29T>c&DQT{ghAw*EAeA?w9$=1$fWlLwWc@
z=kT*u;LU<h3>oDFdkFSDWYJ<<j;>Aa9W;>MNli%Aw+uke+D^F4;yY_4_$L(}a6Y}J
zT$cX^ls@w0UqAyT`3=wc8}Rj!Ne{Yz)YWuTfk*MHyRsoMS`40AoR<<L4!g51DuQ9a
zLVP{Ta7#T-U!*L9eLpm!;kxzXWd^foY-$Ak0cx<R@FHF_wh;Be+!*NnHP-Q5;Mg^T
z(e;5apj2|6(1p!a-Ds5nJ1IYl{kBkpoe1pq#wX|fH5wbfz?Rf}lM*$!RX91=w38yI
z;#35AijaJBBZBHgh+5jKuV6yk4(2>E5pdq)4>!EpZOIT}Sm2;|z@sV*mC99OzHcOk
zZy3cG_do85V&uo4Zpm*(=Xu<Q6GS*y;p&_O?$hv6Su$$D;$s|%;IJX%Na6^Xj*25N
z{23$TE6#P~?)Y`8wK-=o?y(;cC5M}4lW`(8_bw3R?Ln!{2Kn))Tk;?jyA4WiGuV>G
z$pT{{Y#usqNiyWUPJxjhFH_&zJQ>R7FtS)95m_w9%RMKuILhK4Mix6C5l0^nVEBaa
zah)=UoBBFahTPNQJ!bG|EgBF#1n1m1)0DvzbQGTi(pcjNY}LkbmX1%IK=9eT6x6=G
za|C_&80(RF{00-7?O2@M$^>?V#t!oXuLyST4t!h6lw;sEwS!fhwI76YAAh*T7I5yI
zQ+G|cGOux4*!^1t=f`i*siOQlGLmpl<|z^8w0GC`nct-$xZC*6ndtVKs?*?zbc!;$
zc(job2sy9v(1Fl(78lA=JW)lsb{w5EKIOco&U$!eMj<cvh9GZk9(Kr&Ki!b0>8;ne
zn-g+`Z4*PsX}zgHISWk2lTaBE9fRC+<OoH5pdN<A6a-?qfon%y_3q<0nD)goP7y(T
zolrqecO!x<YX_>p2M+Ey);6B<6KL)11+uGv*FE0YHoM{&+f&%NGk288W_@r3I5;-*
z^lkX|_<?D7&O)UoUL<?)dMB%3BgtXGc3i*OP7SrvoiI_iW?J<XY`Z=tadv%Ca$&NN
zTOgijWmLcFvp}zb+ZaDcuKPJh+*OR)aTR#UHY<r*Q)zJa_!>@*-(cIp55}2EnHw-`
zFH#>5$rTn+Y}zrlO%Obae3!Nh;&lm5T{vk?yVi+w^_CLFGl+!Qh&YKe{pOwmy#{Wx
z{Uo^s8w5*rRVCZ{8*FoI2F9W!!r%c?TM<9eArrZ5067Y4rk83^IUuEEXJwLbBDo6f
zry0x+crXy$3nk(Dp4_k^c&60ZE`qx(kc4}1)uj|~b@fyI4YnyYJ!e}CAxc1PHhYO~
zRaA!I;G9P|yp2={hpClM+uTWmi&6FQMt%GS>%Xx%ccKVpXz6ISRq$jKSnZh#t~-7K
za^$QcCzvCQBhl_d2OxkS*D&<)8*I})<|tN)&^Do7m80MH4QIgJk^0<;JANTFL#)a~
z<b&d1j{8lL<h1WMzv|;R*jD>yxO65mso43nz*iU?n7{w3qs8?XFmopFh%>$Ojl6XO
z3U!O(66H6|xkWTAw@7-@!tIUimsd4AbuZT6<HhVd^!jpudB=B@OKqu+4Kq?t0Glt<
zl<CkX7KFe0Kb3AHbBW4dwf{F4nnAoURAf$W)-gKdGrBj5-wT)pJ)|2F(Buf_dq}nM
zkbYwN6*M6D@z}`EE@Ft=z^QW)|4g8(R}_O&4+Ofq4Ir$<E=M@qeF85)N3{>l3?8uy
z9@oL$66@sdJR@o%dcdnMIi(fmbjw_LOA;N-6tv+nXC=T4Hi%!uTx$0b>TagE#tqY*
zEU%QmM@~~mOY^WA94O8|Z=&GNcVW@)m@6sR8{tlq;qGSn0T(;@E_%G6Ipi?zzrV>w
zz_z0N=SGUg<gPRMt7hrB?QIw_l&3&3HM{L31W%koy-lQpdm?jMxSx;25i?{ViB0WT
zA$uDe2_&hD*sn^fXTCpXs7Ru_;5U1oqnQ()gw(k0^F|V4iSzufb;nNk@H}LJJF0!|
znLHKjYkfoa;F@!X*hpBMed3IPq`G#8JsC(e@kJV?l+1yHg%U3J520igoH^T?!4Anc
zGX{>ulLW3hY4Z?y7Xxu!uWAdi9T=I{^&GD26=JhTd`g2&9MNw*1Tr&jvXHOT&M@;o
z$1!cKDJ#UDO<OgQwiaqD;?-a^%!SP1zW%{|-`{Jx8BP*>d^`)0P;1<d&g@924wq01
zvEL&;RoJEw)9)f3Ff+D`Qg4(^A@hBD%&=>A4XLLyY)xd?1v`j1wd*3t!OQ_aON?)y
zHk41#aTC={uTT=wbxF0O-;shXE(I6vH1F97kw$O{`?t86=02tH=1>psx(0wFxd@Sl
zh$6FPhU(Z5SV(0k)cHx3fdRfFGTh;_;|Y9U=px7PE$5;;b=PJWzR&)!=K0Y+aA~7?
z?$GABQCjb(ex}Ptu4V@yo^H^r60^U_QD=D71ujkL3}jW{Ahwag2Hx?8=8*TfA9YIZ
zgDci}#qmuBm*tyy1$w24=NL^q7W7gR?+%*TqyZDQZ{iUfKW!2fuZ<)&>exu9=BQ{o
z>gDe-b#5(_YoomyF1HisW*?4VQuRW{xYMmJ(w2}r<g7uyU}AUMpp;|v*Ml_(Cd@wN
z)lQH@|2E$T&L3WHpxge2;e`&S`LdeaG1=Zsfk&nB4Y^+)o=h6ZXeNIT^!c_~9VerA
z)2xn=d*?ZYr29>@r6Q|C*npMwlrgoK1Uw6DlvO*+lnuB(bHc6x8_K2Uh<P&%D(Tp7
zWz@%S@L)QXb77X6O@-6~YZ_DldzH&S;(GDQA9^qt8t2?=qejLdwZLsW<#X;|OV!73
z@U1k$8U&`UK0<1NV@4(L-c(Xw_5M%&1=NwTXDm|#s!*l0BG-~}A1VG(4@f`fB;-}_
z&Pn#?Jx^C_o}_&-{~|Xd%`RyHyu5xzzYci_f9j`t7xbw6*f)Q;^ok#H!jxcLe%;my
zW5{^z^yW+=e#)#tLt)`T=<}fZPOsm{x7g|dUUqZZz=z4&um=`i#XFa7pXCNalwH2$
zM6?AwT-R4d%eNTj;<fgyc<tQ&Df5c@&3fe*^RIFfrFs{x4UBwOA_A$k@waYbiO6T*
zneMh8DZzm&Y_au2z;Wm8y4PPAoQDVP5^}o)Z5<icQyn}HGdf5KfwP@E4x90(43lb?
zBw_~|@=CZXzi}hvX)@$_B@sEC86pP@8}Dx%2MXHYn1a8bqC`cISLGEaMG#FqGun$F
zUT+S5zI2rDr1~WOvr!{C2$G=I<g{R?sRUI!UV`ea05seke<5?Zojms+47bJvvR9Ft
zb_6m<3S{0b2xOyU``)qN#rZ6^_S4`~uZ17~cAxZ}M`Yefo-CC-P2Y^h$%(x07t#4v
ze`S#00{q22!jGv5HeQq-qDK!+Bpwz=@33dXp{B!16rsigA`{%ngL6|955^e2nS1W6
zZW}didLjzm&jjGo@F7Nl1sBuOu%o15zd3brs>@9@(Qok#GP{lJWRn^H8pm>>lnNd6
zY`LJxav{j%-KifL@qvSV7E5nKx0fZHB=z9Yr~rTH44`>8Ex<cUfDdNhqha~0-?|83
zj%gz;nPKLIYP7Z~6+&m|`6_{K@CGY#!l3odZ<4c*7(GNjmdX3M+ct){4QjT~iZ^Or
zha|Xm>ee5%>lz-xi(I@SdNsd@J|k~~P2g{C1fJCcaUzD_(y3y{EvHk3@Ssk0i@m8+
z$-sj(gm3T>o-s$Ksf|!`<cy1`_{_`Ed1~(|PtUwKYUU-R?eiW~@^9P$dA`TD4E?i0
zkLo=~Wdp8)3l2nuyrB1}d$DH?TKj40wZ4saLn4?s%-sRs$_#Fqm+G*)+YWn)9O0=B
zd(@i)!&HZT1)AHj-iD?-?6=tJmw3TzHE-6Q7eB!hc?y~h>Xo+XtJZZJT~kfAAftJr
zYq~-Vo2IM8H@nzgJ=azu3yqxMepEpyEkV}2*c5ZZM}Y%;SS+niF&hoV-)5sAKE=!>
z&zvD<Yd7YvEfjB>EpmUjxIV?~bbAbD`@O`moixjO_B!u3d4`t<QxMp4oNVs(kT2^q
zgf^ZbJZb8M6b~Id3A|^J9LPCN<~43ZKAkrO&fLrfRkP#OZT<Rfr*bSu#L?u#OAtFR
zxXC!ZHN42FQu!zq<aQi|Qd1ARxK8iO63azY0CK{G%|ai(OsDcE(LGo|Ufl8B`3=oT
zgSYF0XCB7FymL}&cv9Bq3zU2Pwz!570bQg{9f)g1=CLu?4zG4;ob+wWb!~|!7zo$q
zp^uBlKZ*YOLYg%2h5fteoT19@k*Mp~fzU?XHpDWq^6dDdE%N*!KMZFhM|?Q6)Vy`X
z8}g*gX?LC+J>S=$^QWNC6yf`De<S}M_I)|l#lG*54Ic8nt;LKcX30Z`n<bJc^q>i`
zeun9ZlScpiA`~~|wY`B0nSres_p7FOdF#B3Z@5lbc>O|L?QXYMS>mSm@kd)~vwcGy
zg|5I~A?hh;qnXhA*Xmz?b8s3S$XsqG&&}!xbglGv!3&7Z<XPB`+geEMMH=Z?#0w=<
zN3#*}G!^l*5}DHi^C53!1~%CJ>50bN6f&c|g$htdmD|!T2vCj^ptM>Mpb(c%UH|1>
zpU;zrX>xW}nr^ewnvoW0`$Sf%wc5{>KvMc9Ucz>;UB1eF*H6T>$)g%?aTl~nM`@F~
zSw@6wlegkE_zuDF_%yVihu(Oh+=F&ksPAMSzaci7JF<RvR8xtJ39b*(^DBLBGt%?;
z_B$D=r7}Dn<}y-spNcYg=~Q$P^tM1bQrU0R3v*;0QzK05)e_7%#zmrW`Pw?m&IV&m
z2er7>-ooSX3b3Q5mSl;KDBd>YF4}(ap0&44T4f(19=5&W!hhAg;-2vD2;pDrymXrc
z9v?96)NhpzP%lWMi`3k78L3Q4RRXD}D-%stCPrdx{itu?KH$j09=0w!YLaFO`z|!&
z?TJIvh+FLmN3<ujF<WPz>Bp2#`32x|j%X?qn!>%!Hn9>anx0m!hktm-bP1&x<<lB<
zn5JGiOjPP4+(COwJbZM4xGXZu%fDNR^{rmVVLSP{5S%U5LD9y`+)yN1S3LTg{?GID
zMEB}f=_f9>W)Cvz&{p0p{h0D$qp{T8)_vo%)w}w&hG*0}6P{D=7}zW7oe1)w0X9yO
zzvE)K5yHmPJy4U#Q{<endUOcuXu!p^Glb=cAuMh7=jv1F)4r=|*fK9P4VR&rH|a8#
zpje2_QkINnjp}KWWiIKUqS!wKx&}AWzOir76~XLwn15cBijE!BIP%cgfwmiOE>jZ+
zE4=vwy!5capO_fbi*MSV7(czCZsRGze+rl}9WgeOUj=#I=p}2iCu_~7R*JTfnZ!<>
z_`dpbP|8b<=8^BDnr>}IddkM=uI<1Xun)^u%Z@+WQr}%IV=p+*>3+evF=j(nFyP4&
z?X1jzeE=&ovTomYZG0u=*+<}-o=}G5QDVYAXc$Dwab{!gs14^KBx+C{zAB_$5}2?L
z;N6vzd6C;t1;7*JRceP(#eO&OQ(JCny*^rc{NaZDZebvE%0BjArwU(H<^kZ&YR;5B
z5m}Bu-I7Z@b*&QU*Iw8x^sxhK{B!8oqIt0B%YH8oOihd2Gr+068otA}0%4`Nx$e#&
zU5az1AhvUnlVB4!j*dUwk~@*_Gs5rl#O9!nzT&h5I@jpv2U<M57(c4VzR)1?oC5lR
z^3X>|r|up-f&Ti=oBb3o?B7M_To%x_8w7Ztpe?mg`mTIP)Ky~DA;<m80!X$}PyAwT
zzmu&P^30#!Q#K-FsmdaB`V{q<?R*#T7xS-z^B(ss=(<zkulU{0UxeHKx+iZ9Kqczu
z1#5c!xJ>oM#&)ukbzXYrnG=k}We5DUWRZ`Z>kpE@&fKQ$@uL1!n{#$RXt1F`y%Sjo
zZSJQ>z)=I@b~lG{vmx$ALqTvWYB6+t2-k0EKEZaU`9aG??y|r55c1HbsTxWD?Dg>w
zeFEFXC(rWsvIC6MA<Tw6q+5W6>Ez3A+6dE{4%11Z^BB|+H9QBqJ*mD|$7rf)I)l!+
z@_<Q#FU=wCNP>=(1jD@~$Z_jTU3i%0CI=ILAYZ)kfTh+otuEC0k<>cwzczHF=Uu)R
z)f)CutVnQk?(!gt@k<`bTZ*wG72{~;uRV;O?JV^m#56dyCi(|(ZgP!G=%A_U>wIh<
zPhCixESWY%Co)__WUD;*n{4%Qcp_o_$FTe>^Zkauz(@KqufonC>Ke)%KJ&;&qIvm9
zJM7tDuIZrYCGr$JoUd?q(fn!f2(}u(p$Bkd?(a{CfOGC5P+gs>1ZK6>)p2B3C+=SR
zcr}LLeDSGW0&1RMOyyVG*!V{|7Cfcc>8x#*Kgzz~i893l7^b_B@3H%F?juOzcPM7C
zIi8I-pbn`d>zxLaqZ&|2?Yp(@m%5+Q4q#q5C>NpccL5{SSxOLBa$qCr`RYtDDzhbK
zvgz>y^^&wRTo<dj_sHXA3QJw4nBzq{9>j$Ntg-hx8`~wHD~&x%wwRI?N&Sf49*_R6
zLH0O3(cb&Vp${PKHf>c8b{s2)>wrvf9e+n2Ox;>rIe9R-2j#(A>@9gv2p!D7Uf4Z4
z7SWMA71Vm$DRM@Bg3sN(x|G@M%-uO^?k<Jx`~>V{cmt2r3%%84?A!Gs2}x0UUdhSK
zW~1%edJ$Y>TZ5(=d_O?15Xa#iwyXC2nRqA=6mg4UmiOis1u~CuM2?uB8OKO@;}Qir
ziLr*8KEO-PVEn0(eTFmh`MW^|uTk8uzlc;9VTyR6L48!@G4J%JHQDUV>Vf_=llZ6h
z^mD`>3VP;S^?<i1ep=@P6pwXS_5})uUqi^PiM8IS$Ds@7D0YDYzxv^UseRsfp}>Q@
z!YF-vf#U8AftRL_(S^gW+dXR`uiroj9kJigYRV}Bc7MHKdB8))X+nGo8M`zA-d#4a
zP`l%|Bj-FzKs`zTsl)7BNcd<RyvbV*#rhy=$i9{GIBO&#HKf&H%iQw-+eS|4HE`#w
z1o<EA>k<a8ztG1^fydK(Eql)E&wS<1zq5d+sF-2ccA>_-0^M$dGMOWE5cW0@TgzPW
z0HVPOy$DXd5%>tXR<4bOE`KlR2IO)5raJ8B8f~_oqar-Jcy*0|?h)7CTHW~iGT`f%
z1(pSj+(vndcpR?nwl6d%4S1C5wm)ZxtJE4UjWAkZe+zy<*2A&>n}6bj)DpeW<D6~e
zq;KXW@Q|NDhgCt&=w^S&d&t)}(+R|k?eRxj-1J<)%SSWjnTWTryl<R!Hz0+&nAf<E
zljI3-g*f*3Ua^0<ce`@X-)=a_nR1c@nfK=?G3Ltq6_uJ|rX9Ouw)@ORcZbYD%*A#e
z!5&8_v+vHB*DoZtx35`)fCq-&ZRgQ$+oQ3tS3_Qb)>C1RJQusLH@$8P`3iOFg2zG3
z!WJjKpQIR-n_6^5xcWkG%(=tF!^GW5iX8hc#aSpWFgrg@z3$3midWOSf^8m2@k|zQ
zWj|(0i`e9uGKqcLcN+!0S{p*#c|p&Sf}T~IeK!M^qF=yk&|S8{qFz`|geP|A0cdv;
zJ4@w9d%KD7jBX9Mv++~J28>2rv?KDEWMItk8Dw-a0*Q3RlRN6!K&Q!wVXZ__h=;lr
z?wmi#ZD0fO&D?Vj(PLb?MJ`C60w>1wKr)Jn)Q3>x(w0c=NU7KQ%`1U~LcK=aDb%aj
zoV4G7o!D>W9-E`!k?GPlH6BLBdL`BgF_)(5l_Nf)Zr#-@Hi&$W4#bfcGlP4Wn)TG)
z|0(R7ZX((QIK+-%x0(Qsl+x|i8<)8HzesGN1oD0E0px-UcR-FC>7A&N(W)>W?}gY$
z`uWD@N2<a#=A*)%q+Uw!Vi%YzE(2LntZsvKtrK+S8(W<qOZ8QpmhS|yfbTj%PZ5LR
zz&GuPjO3t1`uP|uCd|Fu*KO!>npC;mX7z_kavb2#vx2)#4QI!S#D(!8o*+TYNa(Sl
zq@$k(x86?=B{_1!$GP3t1<=7H9`xN{(keDDpZ8sY`Q5$j-Wd4FmqV5TUXbHzZ3-9M
zOU~Che>Y#ZqQ<Q;Q}2=gz`Ou#RhM2~0>BNhB1qjj>D??KF)&a=+|Im!rJC+8?xhga
zpuh@n$e%#g5uP3vbf12l6~N+}e})+!%NRSsuiDvfG=eqRQFTeA+(%o%Om6p!+!p#t
zc<U698`W15PhXh=XYOCGH!*>i<S*+gbTi>_=ufxzJBS+3Lf019otO-`nt2klsK*bI
z8p@sJX00$!a07$-%I?eB+;cNF&}gcphOg9^uzeFY8L;Z&BxX^M){Y|7JX;6V**ct(
zXS+o)Fhrt2-MtG?I1KwLZAqemu|qReGK)<Q(oJ&n0*UQjgDL;5_1PWB?HEa(A=a%Q
zf4IdCyK8Tg^Wd?+7cq-^aP6!msQJc*w_!v1DnoS=P_Hnwxj@c|Lb+>Uc_m_PumIzQ
z%)&<UC@aIwe56Fd?pldY_NWU$UF&y3Nq5@hZQriXo;B9C?*;3()PuECmY}|W5^ani
z<vT3D`Jo8%^ZLiT7txT=!NOe*9dS<$4gFL0FWMyollR8vER2=6<8-Kp8R~cX0q*nW
zTWQo<Vq&V3XyQ|;UP+j~qE-*3di%Qu@l=mRy`1VriQORv+)92!uYp@HLryq%HyQ5(
z`U(c%KGsOy>HfrJ_2bXB)c&CZu^cOfT0e9k{=Bqr{Xk?<FCT~ts|JzF6JT%H8+ysy
z#>?27=i8wR+*fi9u+@D}%aLoSVcR8cO+ui&@p$1Ssb_$<w)UNWVR)n$+%@FjKZESM
zS;kYj>4EP9p7r>xiQ~_<z#=Kg7^O>uuGD%iOp`fC7p8AEnDMBi?*m6+{<Cq94LR@7
zdo?}u{VVn%5*KSC40iKdz>v{?BugzBYNa;Mq^T(gP=l337c-YTv4Y+{cm1D&wub7*
zr6Y9A(N1Pft%tx|Z(&Up@-!5hHr0r2_H+bG9^+~MJu4z_;$Yw8O{>^{FyG-K5~n4D
z8!uyV!n={!-Bx06?txu}=?7*d+0kMQiG=mbgyi#)P?Hg5W#^J(#zHRnPqA>7oLl{-
z0DR?yM#$s+L*XII*xcQ3&K&zQRgDTkZS`jy+2_b+Z*eBxoLOW3VO~fU`t0v?6Z8?m
zc6)PKo7i|H8H<HlD0JYAVnGG!B?g$jW|1pIsclccp;_b<wA+9tl9Qj?N%hDH?V5vy
zc9J98GI`+|PP%I)v5@atNslp~&8Tm`IEhE<g?vPi8vhW-lB||v5S&qx9pxf=ymTd5
z7P&i=+%VdC4AS0{54VR}aJK=@tQ62*SjkA7-s*)}vQv}Oex*S4#2DB&J+W16ex-o-
z#+D2oqKL)$m4XJ@UwoJFfE~$Nsf1M)8jmLdd7!X-l@NJam(rvzm1RmBR8jj)a&{za
zYxp-bM(%It6X_T}XY>185Xf+1ZR&y7ispwC9W~@<mEOBefKMi}knbiFpMyS!8$rT)
zwNE>2Mz^|ap9*5*fn-zykGdB=Xmzgy(seIX0<97$Y*Oqp!S9OwhWtz_QEs=v&3y|9
zoolFVg?2f@!d!!;`s`LYfoDUB(FP9q&1l0aIR6nHV!C0C-FgwLQ!k?+^x)0YH+fG#
z9+@b;eTp6*D;XQYM->n4KHU)3RCm=XFO#NVec?6o;3de}aZ!OZMK{VxN6uDGcA%L%
z?_=WZytg}d@}PU`_W3-$fo_e$(LF%-%Zmw)KiiV~o5cj0cWDJy$7i0U+c`$dP+`d#
zwFsfJ!1jCNT2nW7R;H<cm{6PH{(}n+7T%;v?v7tTo)|Ay6JxmvQr|6ZWiMmzTsyrk
zo|^VySrgaiFONUma_`@4s@qt=ZQ1m_y6%p9T(Uqe%AEq|Zjtu^MnPx4e3du>x8ht(
zrtGaU#I^$7tyKUoiJsKINzQd}AG?)bu7>S`-99nP+9^YAf`%(ktnmU49>Ak$C-W+|
zl>uiBbk}udu<~*Kc&!P7bFMDa&pW`w(uD12EL8#zv7g9m*yKC8lice8rF@b#8MIG*
zm+85P^2_L~Nn;BxF<;b+<n&V@yXfN>n^oOw>}Q4ov9-P(IZ4#^aNRLyfroDJ%&KHn
zmD@d$T3HFr4b}`7G7B3?Wupi<YaZQdJ3O`bdciJ%okh3Wz0=fX3-2JddFtRP(YyS*
zhYlX=9y)l|u-ONXbt3*9x+e}_)C}@52bUq|4f9$Jqu_TU+q$>8U-+S@NnVp6w0{P=
z0GD6?5OfrPwthG$9T&SR(!2yVWBSCZjNZI}#F;UbNln$mg?QGc?T10Ih+U&~feup<
zn>^RMfbG;ivo*sDsmB_dU&OwhsYf-;m+TO>G)zZonC?!)<lF?Xnq2ii4Nh*a{egVp
z9yXS%);zTk$47EiXSZ%_S+EfOP0K}gydXWr{0HM65h`uJbcVPiZ97uhZZ`W7(l+Pz
zlLdS8FX%;Zt*6l^n!`FA|8}3MIyi>Dkg8fTadKh0JB)D?+3E^;m#wa%|G{M^6IKTN
zUBbF-cgocfdJFo)Z}N_Q%%xDt+dpJ_v`|1IdHF~??%6=D>7W=Tn!`jqXM+C}&R5B~
z=5}z!-W$3H_dhLaJ<ueW8Lx6+J*bzWmbZFPj%?+)yg3VoH=tP1cMYfqsb4)TxU<zL
z1Y7OBVz7y=?&`5pi$P#UJ$3{}{FNE#&|Yof+SJbo9<aB-{lJ=`p5d6ny?urQ>5kR2
zCB(SZ9dl%p$?t3_$J=77!1e>guddqnCwJnG$Yv)|okeDyfoQQ?>O}}HI<VvI?Z6K2
z3`FbQHTFY9n1tUsz4Z{G1BbkiAD+61Geyl$P_aJbEBUZ{^8uFZh<U$O{f_KtEAp4=
z`DG2(ja-Cx)X?r6{Y+g09(Z}9kNjhzjq$7ekoEB}GwQC#=L)!I^-E3amtLeC!-dyB
zKQ|Z*{AM1x?fvR-Cjowc6Mh`Pto`4R_09mMBL^9MS{g>bnZ8^@{^5el3^eEF{xQG_
zb8d}TdZE$2PJR2*nL<*l2!SOBiv8|OXSm?H#tg&-CiMz3c=qGMWgri?nl*KMXp)zE
z9RweFdBr@nGxB1o$&sLCF5%!)FD&xAkMVhS3$6%X+#~#WG-6AfB;eU<B|0A9JM8K4
z08RGUgAu_d1_W5(KMe@1g0piduy*QV9=P-U<Hw{dC1CLJ3Qi*Kv1G6#+HF+y0cKDk
zFSM^Q^6VHlaNN#=UhoRPjduD$FKj_Y_b9nG=jGd$+pu&9YFm3((8q=L2eP69JiBR{
z-GS5K^fFxm@?luifi7RJ<nH)|<hA2)7r`UJUH@#0op#pwYpoO%PK<dyB5T`GVrSR)
z`5%9{0Zuy#ckR}+kEy+2S-^Mio30b{jvEDEi!6t@53gT<Ud7Wpa_UM&{j)8%-hZH{
zYV_S>hU!edZ98YF?amdJ&fZqwbXUO{@OE!Aqj5(*F(EpI&b<~_KFV&DQz<6vBV_>G
zG1?5&<o5B0TW+_zxxIdxVDHKcc@3M2*>l+ZyCB$?S-#4eeEVlUO^M4luP?kwU|-N{
z;Lb^q^Dcsf&b!}dWCC-!=B{4IiW<x9m=})rQ7y&~_j<6GysEvzB6zx|`MpA@%nf%9
zys_8V$#<Qm;5Fwm2w0n?-Vp^dAJ2c@T?QfcbsvAWVb1EQ0A8YC_3-de1pj%L=SBoy
z<mQI(pSihl5WFFOLN9{T7gndp|KRzz?}U@r*#oh)y^Vz45RuTrNI1PZRo&rM)MD!N
z46fgsiq5t>9}n6kWaqR5Gv^LSi0I;cKx~w`-<xl#$2U6Suz#Nd3Dh-67w9|{sHr1;
zh|>c1R>0ifoA?*8Z{L+i1hiM}yC<MIQb5Zq0vh}V!G8aXc#XQtQCZlMNoq|{zoJu9
zNh%rZV3O*lSM4Fp-Nw3;n2YV?u{n1@Fmd%L(*g0kxaufz)irDOaB-D2%?e)J0Czy9
z!O3aBAIP^B1fm)0>s)LXjV@%Umdcl$$cjKBNnJ#z-V2#SXK&fV^VCK5&S#eG&R-G;
zy9safk$+65&|ofNd~VMS3FooSY5?xpXs+q7C^F%N$8#pP`!(+4P-usxF6N%wF*=k&
z;0t|_LrimKs}JI+u7Xohybr<xzUzam65nTnAbWlD_RND=sW=&+sCCg2tdw66lu?2m
zfe_zu*?Di;!p)(7v!cS@1NURwEv{R}WxOkdx0ULV5`x}pD><q+<FwkGPo#QEEbP0U
z(ki!MOeliA@)z+)?KFqlK4op}4hT~4#+vd4{mjIOV=QfD<{MbqyT*Qq2$S#|<T(#v
znnkWCWVeBQbEx30yI021j%Clc?kv#&JN$g>6vTRVYsAh;Am5%Y@a4LTc0?Z2P^{!K
zpFl?B$d?zZ4Ovf9vYyj!@AyWA$UieMoX>j0cECuC7#?BNQG)pXG6XUTceFo4Hd~``
zjv6R)I_%zuK<D5VsegEjYzCWkBO;CuXI$N80FE@9)8HWV%Wu2pRyQJKtyclB<b<cw
zabAQ}_X6Y^G$^x~)C<TCJgt1;GLVNm5r(K#=6Ly6BJkOdBl0P~Gx}kP=?SN^(7gg;
z_G5{?`x>8zPautcgOBv%;Rr@yume((AI+qZcKK11x7^d+a!qxfoe_CqnP{4?fOkFf
zRdROW;-TsozGV>LDe5PMiIi++nOWntDfL(Jl>c%yTLpveNpsQ?;@~;{bORpujh#{k
z3hxQM25wT60cXu-6^nN#eg3K?Z^zBa14(R{m_)t3^}E;``1T8V4cjCy!~L_Oj(T>X
z{WAGE&)z5+371|Y=DYM(nd`vIix)0}%z1Mx>4%UpclN;6?yGi;>Te7{Phe!*1ht02
zItGE52VQv7<rJx{$@&Ya6(f)G#ESvPA8xthL&h%1&`BhXodupbaG*bMA&=OIwUO#Z
zfSYG))2*RVuPEIrr$+$3HFcuCMsVlbB`xuKR07rS3C#kZi6f7Y2e?n9`6e53AJ(13
z2Z(KUx9($3QfT{_E$Jjq;vo#wNm$?;P9ib;;eh0RQ4i!CC;1_HngQoJw+HJCY;#OD
zYKhhB&TZk@o}x%iW1-Yq;_8u`w9tmLf+3Pw6x4>3z<cM#y}`4V`MaXI<DPNvC%`c;
zDbUcn1-&FIk&iMC=errPS$;z0C6nCTwP8sI=-{Rtmi~AKHMV<-7#3I5OSv7nTY98@
z06$*f{hk`C*lHC$eHh(=vCotHH`)11@?6(@x~eot?jkatgT$7m7`E-$WQ5sl_A<)1
z_8olssvABFdwU(lgmq^(FvGeV-e*68Zoq=P%3XYDkv)By-N8-1FYw=m=es+cp1TS+
zNPY+jx9)z_ceuL)waP0clH+3KM9ma!`%;NqIpIYb4M$PZoTcua;7((c3GO8Ka;8`_
z0NXyIA(<(9V<fb1BvE8x58iF{$FR?A6RL%0#`SyPEXh7A+s$T|#Jp~ekL@M!%-PUS
z70kKAcH0V8)?jt~iM)nwNdbI{n`>>?EoC=fwIAAH=N)TjNbLoz4bJ)#nT0+2w$d`(
z%g$YxzY4`u&K)0e?lo+_b4LML*@N!iMU9X%{QCg>l*JVsC@w~GMjyX1woCsMV~E>(
zs`~)yA8(ZacQ@}^klpbMu)X870jZSALF)Y}Xu{eB8M=wAwIw$AAOFl6|9(La;5>V4
z32^qQ1Mh=W=RU%BGr3`vUJrw|r}hH<hjQ+;hvf;q22O^PIdUer0#_@va?OX?PWdRt
z96I?%1-v%oZP;H(hdD|ihVCuvC`q8Q#2sY~obM<}B%-v!+eJN)V~&EH^;&|Q>*C-|
z5FeWpv#pB#Mks_ExV_UN8KH-hGftoBRcIZB^YBfktPQmjC$QbOq=cZn)J?r}!#!%8
zw1e-1BWFG0CIz}XF(utZqO0k_TRj)^z|C?LDn;4l{$pJ3TPG)Bec9;v?JICDan$fu
zhye1S0}HJE-n(iZsIgkRch%5Ar~9o;8SFT3h!Z?4y%thqLB&(qzm??NzR=_DUllij
zV24xpUg~ur@9kjs*Kfz3?ClV>qs$INiVqSY1x>DwGZQ?5DVbbFFLKy}sjCy31<pV0
zXUUm);dp8u!LWV!Q1sM{GI=3(Y_h=Fh2|sR=jq!?DPhs(V(6>{%lPj7>vHDTA*{9=
zYgwxYC~SBc-X{Se#Tqa$@j_n1w$uwabKG2Ohkg*eRLJ$JDCG7#=7xDn(gNnTa2))_
z%;HA6B~b=^*}V&MNek^$?rk4(?=@_`ds_)b8JzVOHA2oA=%jYf3Xl&cj{y@{wb5Sh
zYt`S__UUtC3>XlOl3@~_!oHsvxSpayyW<x?JH|WomXMRX$|1$4OkIefk4TzYVy?i0
z%?}syfXy*>P6F6G2kADwm71kS?ErET&3ORKQQso$?qrEU_Hy2|VdR8f1OFk4%#g2I
zJJh*C82TiwZ6CAt8aUtDBBu?wrFKz|<gD8~Q39M<=NJ%6Qfv;J#=kk22dGd2C-D8<
zR%>qZ3cK_6N=(2<$yp0Q=2B2P$x%RywP0I;ZEJ-aZX|cL&w=y2B&N>0CA~!CoXq1n
znMZ7vy{YqklAAx?+f`@BP<Yif;hVc^W0oCUX$&ezjmVnZ4YRvtb{!<(C)mNA%nN)G
zKFJuKr``tz<z)XZcOdyO^Zv6Wdz3_|CYuc;k0Q^#C*2js^#k>XmfYU(F==Cz9i+2i
zVY?l1`@!h`Mc%l|Zj2YAXW!lM4tV<uorAA9Q|xop+}=X~BW~(l`aootIaBN|5nZZm
zA-j=K!jYWiIE&iVY?3)kuoAQPc+$cGXCI=EfS<WfCjsR}n~R~d(p%SW;ngKithbX|
zAGd}x?5n788q<NBeG$kzpr@SBEbuYGCB1wSoN4iHrEML$s`q06H|Gu;wXw~@OKiak
zh_fD~D<|?Awx#yt&2sZ%A?Dz*u5W8!$`*F;{YEU|;4JVB2bbs|2XLk5q8`avzGCuY
z<fD(P*5t+EU3mS*+-jXHgA>AX2b~0<bq34*3a~qV0kmaI`+DN}X6qnye#p`V7<!1H
zrJWW~-U7I%aUl=b99z3AfXzN{x^-t-ACWs)@HKK4hmnCBCb3RLq4i*#<DzDfBb}Zs
zfzCa05Q`V)KK@Bs+)L!&xW!rI8x|Kia~!z*by5%HUTvi(GvHh&SD@ta&6xu%z8+F~
z>LioHc30N?nVtY>zvJK@VrL0sgNp+v^BVUL?!6B_ewdh-6zKlD6!Q|VMLx>$ymT10
zU*D;{%T12VhHgUnt<AQn;1Eyn31w=5frs*}k3zbY_q{-SCg2d?tJ|4bYc(#=des>|
z$qa_4j=Yfx+sx4GyJy1=Q4p1uJ*+Z=*_jIuK@GNk<%E#fD|c&aN0}NX;6bJ=9wYei
zWm^4E1Yg?rhm^%g2wwxYp9DWog03ufzm3jvm5^aD%*E=diYV<Aq+?)b3fpzq0<&!q
zJm7XBuVGv2CHq-!UTzhY>YlFos*6cGZpK`Sr{pRZA-2G-iwNG^Igwe|W92~RD3jbj
zucyY`y1<s)#6RWMVg01R{dtX-@6TcDXatYWUAPD`%P0Ip$e1sKLFDvRw};l>n49@h
z&H^YLIY8hn5bJDvw3N@noxgxMF|Ha#YW4)S<Fk6k%7qs?hm@7Gk<kCZQzRGfz?>M9
zcVQozXXO5k?^j?B1_Wi!rW5ikfr@2z64GA;Ywhj#X)+J~L*$qt=Y5BxwF__`?j)@p
zBywuh+H2r^YX=E|0q&zdsR#1NITPumV+Ne--*C|3eZquxS)X1GBe1~D5(*SXTxg-8
zg@~gPQJ-=jt-~>z-Z5LRm(Q3vYWA>{?k4JMiRkNdo4I|%h%?|#&IKAs9;C*+z>6=H
z`<V3Nu#XcwLhOk>q85h{HUG=-T*WVrBbjHa4cWbBs8ErRp|peSQEG}8z}LaXs<noS
z-bBMV`yA6ZIj9=r?M!3has%n_qFy3T65xDi>Bbt*Bo<Qp;kF{CZ6||E+a6wPjap=K
zDr*=RYpbk8`J~z_4S^BQJ$2Xz7}6ys)pBap_!F6hJyyXX%5Zbd-A$32uexNp<K|q)
zr6x;)h1gcY++ZH&g}jIzybSlUcNgZ8t;DCi+dt&pEbI;M_5#Ixgi~rKHA2pE6#YSq
zgJ%$m`F%+|>u=J{q%r5gw@6&LOr3WNOsQp%T*V6Qj$Z&B8MaOYbnKu7WHr>%1sHmW
zprxHe-4nr-+J!t|vutezu({E%+X)t4kvp_IVvm4)zZ;SI7GX*vGo+S58#R0%H@DzO
z{L>QT%%&b<?{MshjZfKIWJC?MHw%2j-VzgP5lpCE)B|~PTY1S0IM>5no0i1zK5s(1
z4=lR%a1vo*=>(p{!l?^!7X;;~y%KSfK6Y2+0sF|5ZXd*O&v3){XRYeyq~4NA`>v5^
zy=!C*H75mC6Tj7#jK0@OuEY;Q`{7-kQ7Z|S&`RLDI#Ft}%YmfzH6Qhs9NOhK-rmhe
zMQS<<p6x+Obnv;i`k9qL@?%r}&sLA5(f@zy&NR819Ou>xYF7m3VgDQJB$cvxkc1K(
zWcmG}inw2dZ$HICk{Ay#UlMi%!CGmuq2@p?66?vdO*?Tk$<tig5wX*TQl&BqHx*ap
zIc&>afMeh?x1=05>B@*-WyFPW=Y`|WNWDRG|2S@F&Uhe;u&-VTw>feYeBQhd=;OUf
zZ!&NHF7uwlmYesMtOM-ndQx}DCAC&=<<$oA&UXpB&yRl%Z&dvy(+q$n!RGVC>9Q!K
zP8$qGM@UZ{AEmMN2h>5*fy8udkfY8Eu1Wul4^lLajc1(ok|zbR*pv0bD>>byHt>qC
zJVzQVQ@yJLwBaT_f8{02`fU*`E0<pTGM><L;QZAwgf4#5uLpiGlPhoMf$vB)Fb6&d
zE<f-sxrPk6hLieAE_ogG4({HGlbf%77qj|)T|z6LktFJv+)a{@cSDka!7joacwukD
zPHIb*A=7)iAYZWURZ?H_!i)fS?c&0llt&l!Fy!(xDz&YmR^M&_urL#3eqM1@o=A6c
zQ_|K39nrZiYE!i*qup<A!-_f?BpQ-7o7Bl5DtK-Q{~-EMUxvNx36Hb%X%D<KO;Qpf
zO<-g7cYJ{C)soq7vxW~n?D}Udw%ygTMnqOpX@*H(+9=f?cv?7cLLRrZthMRD!tK(h
z*~Kku0h%&Ta2dS3Wo-;zZs~ZbKSKv3_cjYM$8F;PbRpS{>}gBN#F9ND$8%c#my&7Q
zO0&Sb%1k$`MNzn9cZ9+Y1O!iJ5%)C~&Up{G_`peLO!)FnQE)-6GH?>p*&}z}a^R4A
zcred#TXr4VAh<AK>sa^!eYl7DO%}eR^Pz9yBJOz$-_o*?uw~<<?vRU2#lDTa^JT(r
z-&pKh*I#NU8G_*XVZO|Oua9#(pdmbtUuCOZ`2n-!HeqZ8KS}4`b<U~IGUT_M^Nvm1
z32N|9;tRFpq|*j!`D=r1ug6tTZtY-OJvGT*bGA(bmxCvlx8w(L&EH8aBJW&(b_crr
zxw)Kp5q~6?-^LU7TO=L&CoUqNKk+TfJPEWYp41oeke6JO5pb!ITM$nT-|tPZtt9jO
zjpC5m?Z^`Ln2Sgzob^8D9g~&G)2q7xU!bd-bSpXa7HYObhK%4oQ$MC%iR-)*H6#VD
zAqnAw+7uIex@7k02O_?|=uTZ*lQN^M?@@Fr%{2IQgqxsi<FR7)I}_1<nU^KX*A=st
z6>dVuDom`H?O1xSmotAjDM;@9eR`QYaZE0UrS`RKNG(m9`b+JSC?6$h6W1zELEZ#g
zO=_#~c(UzcB}zN8Dk{~g1EAX^k;P<k$`(7*v#}FvBd**=wb^i!YP-oCc~ZYgt}~P{
zpV*&8cdtu<ITLww`>^k}5a=WtyN2O)C}^CGU*XjXmC+Ac<z>Xz2j`cFVa3uD_mhX*
z*J>hnbxNdF?YO1N&QO4^dlqk7qrqkUDFfC&ZlQ;7>I*U$a}hC7N(S9o!}Uwh$7>Fa
zJq5Wm)BbsE4<jv4<STX*42M*__i)2&Zs}|8>Myk|J^s>R(tphvZ`EU~Mz&jC^Bffh
z?I~4p4ImeZYb5S5_k`Q7d#X7?$t<NRqbB0M9Ju~HY^@Uv2S1?&;A%gy)NRTc-9492
z+in8_NfF*??vV)y?zey+PdZ4)9M~#OqC1r8oMo4~*vFw8c-v!hr3@dt+H~yww>{l#
ztSTE?0eWI%mEpE0WjijNb%E~gs}f<~?5lb!Hn**6?!0$_3$Oz`mQUm>wvr5g;)eL0
z-0;5B&Q~4kFSRLopF|tv*ykO?FK702#^g*j&>z!?fG(OuG)y;=#pe0!?4DhTIm7-9
z`w*p=W5+4V_p=`_J=}y(@=wy=2b2!9G!9y2Pcv^t+k>P}nt5{Y#km`7PB*;J0Q-cU
z0%qUH5n$O9*->mS^8CrJ?c6Y&dU$plp2)6V`y96YJ#0>`{j=Z_Z0r*_k+0ZB4{wdz
z$qi4Wr%z<6zhqnCx+GB}bNm~L#D3Eosg(^xMkCfL8NiFGWPw@9TmQI4w_9pW$CV95
z$yl4E=Fr`*lIv_}x74#X`62ZC_fgY*VCFROrs2pfJvZdN@rxPafI0&Qu1Ydwc~W~2
z`Q}a6pd$Ii{p2ajUUfyTKX?2O9u6}=TO}FQ;sP4n)RX;&S6xHy??5iMi3s~*9^U^N
z_7V7^qk2Hc7$(nq7q|pFw#WTMzF?aydDWHO!7Wtv!pPvTZgZTtJ+NboE!n-x^u8E+
zQ>PuOURuNI3UhpwSq6T+{<!|AQF2ksrH7vLC-vNsZz31X_~}IYc1qEy`~X{DmK|Ta
zN0RQ3_-R9+^A0&O1^)K&$&{AB7)!Rb6}54r*Gbb%jCItoqy5iY4d(qo{v0-EB4FDZ
zL&@Srxx+*>G8-+BMc0O@?P-J5W}P}2+8I@tMcmhl(-v;YlcQ0LwqQR;$dhdwja<6z
zMC*T#^)Fjyw<kLARL`dLq7`-57F&lTS;E1DWI7OZzXv@T+WuF-KMXHx;ns>QEh{f*
z(1*1+=qSmf&Ue!<io<+4#694!xa@(gWau}c&im0}!PXP|lcz4|(l|a)*SW?WGHcPM
z=KgJ{vBNcowAxv6cqi9Oe3sgWH)7N7KYzKz&+b3h_LsPPrxpk*S$K`3eMB{8AKX<)
z`eMG_!IoRQ`~9`d`r7)ZE%uH@nJF1!+K2mn_?gL>wrR?aZn9`RZ&K@vc7qd}QU)`5
zJUMgVhSQ4~B^UXz4({$J^+(BtP9aVDn8y#W^+h#Ry$sPH+Cj<G9NiW}!CrY~>J=D6
z0dGo^TB%WAw%Mtq@EVL^i=jZn!wLOKaA8z@NuTKYL+WrVRO>xsCIJ(gF|NNkM8ESn
zSe9J74Le8{r?>O9wtaH~Iq4PAJ)Ou<LP?sG9{?M{;v~hqH3k<a<)nsl^H<kTlMAGz
zy5qs@+f=t8e%D&{-I4m&Ew$M|4T}aVv-&i55^!s!FOGJc1UFl_#ciXWULdaifLq@y
zXO+9Y??|C?Rvwnq?c5-+7*_pM_gp)kA0$1|Ame~n2*F;GuRHFLz`W<}KF1Kp?&&sY
z$9|m@b}SrniA>s*g~8>VTd8>~=-@VnTSre$c}sHM<G{^f(B&<k0=Mk)ia~PO{$LAL
zg_HWD<U)6qbRLzC(eeXqqw{?<#zc{ZG+m~=#ZWY?0t<(s6bmoDNGo&bMmu=g<*<OA
z^%g6E&Z86gbJ#LZ)q9$D^@oXQWY$5=Hxz5)^<}fczlIy|$^1!fSwN!`SrPl(dz@UG
zoHvpw_jcvGZ7Vp2Sc#i>*+~V*q^pq>wWF3=OS~wnnei-5+^Ata-QMj-mu?j14|7Y*
zTjiWONqJi)+uJr*iL{|*vX&0z0dtPabDpLBDAJs~%0lw14;X)w9JWtBsVC2z4HbsS
zg^_|c;reYRN4Tq!_q}hzl%5>93DXAdWG+|uK|M?E@(y%aO+i}%{yov>+vL3Qx5;_W
z^gPtR{ie2RLW~(NLf3Z#TV9=SqnyM=IiMJH;OY%~?r=+U*>94+Vme+*50g%UHg3m>
zOKEb-JCgF*LXSqFE-#LVyff@%_n^zVOQ0v_Nj-Pwo5*EhPKLlz)lr4=18i;YGl6Yv
z2I*FCybtIdS@~Ssv6`iEUnP}Pc5@`(WQkoG9YSo1zzMO#7AwIS#0Rnj`^NL0#Fm*z
z$Q=*1ENX6<wP@0bt6oEo@j)Fo7`CHNO=12dx6nwi5A$bbX7X(@;WEqI-Bj<GFvk+^
zydlg{9V1alT~|lkA2xT|!2q>Z%hb5-_{scHZlTYuF!fLdLJoTEV>|FJasT+-yh7?7
zwGhyHvrmly3HMFk(LA@L7NVe8;0gWN1D8fP*A!J*L5|#YWyfs~4>KTA|G4G0J0hG&
z7nVMkr%#YuZq95BT^8YxFy8-6GW)iaW8?jzRi@9O{%uR`_sFKX$asQnJ;&W@8CuJ=
zAEEcEx72g8CK?*%vD((d>R`zzk>d7CTf|O#R;WXo{;|?~5}aS@Jw`5D=4k0k@8>4r
zkC6-0-o#K!A+Y=aTgQ8mQOEU_L~?&`8Mes2{VL<*9;|DGeY=U=F6_p}vo<@1EuzKn
z%zbY@{tUKo*ur-LourXjXNhVt;|XSrh0Tsx3l%T9KrO?*HXrT4zU@8A=JG=3`b)ko
z<S28Wb7;TBCcIJjtQ)udtb5xDZz4g~5*<d8Zf#CE;j?c1x-+8a0`kKAVeY%Nh`j<%
zNo$vXgry3OW~vDX^F$rwzIY>~zNy~4k-A&BnLTTMnqq|d&O9EKpQbPE2bfY{s~_sB
zADQ}B$na51WtyVJvF2K}DOGG_kACox`SG(Oy4fae8q^9fWqVT3k+UVIRrX${*wI?Z
zDW4YfYx%URfpd$r6jEEYff~mX$|Q)hGVW`pWDB>j^kgBUR-nt`fH`os`1BU=fZ|67
zw6c?yvI$)LX=>dMZCdb}R=#O?Wde7NuD0DVH<Tk8o~)gL@nCMtWlrFjcy2+qL%+ms
zDN#lkzbVP$m}TJCXPz~aL2^+@7NC&*q@FwSP2|D=hwKwB>VV}3*xKDk3xQKfa2PJw
zEfq=(fzS4gvV}T@ru>x5U{uyDohH;f3X~x$^2itBk5S7qJD8Gs=D0N?>*Pms4Q+@+
z?(MiCA4T@wJeWVpeHXY_=_d@_t*gHj+S26xL(`TLAaJKIO<oV&>3C{AXobi+hv6zh
zn;yYxs#6=P2<l=S>a*PU(d4xxS!y*UJcvsrGR>CAoLSsr(kVv@ndLeNgUq)wuDw#^
zXAk=3;&_xYn~?p<dxgH1^R6MgV=j-;gBA-bd)S^3Y6iYEWFUGH<X0o3i=QyR>h_36
z8V!0jPizsoyoNf+{`#BDj&v^iQ^+-h*FvuH@hqc}*DvvU*y!#{gOUB?#F)o9a9wnN
z92xSI6;}z7uh;YzWN}eF1ul4L6P4+9n7#GzAU03r4G)`kp<kBI*R6~pzGeCR!JRfO
zr|qntpCf;<oOTRdxDA~yr+se0{1~~g&5{h|mqMAZNwaoLQr&mEM5f!N{%s4rXK{3I
zA9`Ja8Pb+5-FVVoZ&@u4Z;kue+W84+;fQ3o3SX60Q6Sbak8WaY+b%Lv?--HHnP^BA
z=1+19+W>$-f4`wpQslgkcd{BtZg;`0s4<bgi<xcFS8CWjRh7o<EVubZ?yOK^=kTTG
z5ByibQ4IBfE&~;x1RoK*yh@^$sdpgPqCuO)>{!!e(8g~PyUa?{d*uNCFubte{3>;s
zikA}CL>CPsx_Dr38BOg9U5dcv4d-tG@5)?$^29|i=R+&A;XauucTY63v)nUpI&mXd
zS_^@iPgUiuUWhHX5A#CH9wRlMHms~Q7lk)H2W>bdhyB#3Q1T?cQ1{-R>mr4)fm$kb
zNp`;$d8oQ)H|p1Wc5hZOw=X8%+(B&-FvL5s3K)h-a{jG<2YCi(wop55W#nQ7!#9zG
zk5Z@~{?#8N|F0*rl9la8^gym|8|9N?qyZJ?>BEMJcdaz>3QJ!@5shqzg{&xEV{#`X
zTnlzf!pcAdaX?pRPy*iR8jX9<WgY(DpnOw*l3W(sXQGu~c4?Jg!m+a3j4Wi?a1I0?
zpWwDwijI)lJfO|tf*W&yH|+vJ(07!WqF=y7TL@ds1oE0sWC8X~B4rX=nA9}bQ0JYl
zKVa7SHmMmBV<MU`FZ5+(MMpeq?j#+st(I$&>>J9Q8Z`L~^9nA=5*Ju!guvIQaSQNW
z`AOq`p@Y_0H+#hCSBP<uXQ5Sk_Kee;jG{k;YKZgU9zWpLN#Ebjkt>*Coi8pny<9bk
zOPW5#MQvZrXyhKii#;zrIpPl^-)=eVDG|>xn=Qz<>s=EzyqvU@xUWG>x?LRC?J{=8
zf(3^Pg(1~LHTiLCwA4z_{pq=mL^7He?fRlXjJ4`wFE7J3FZImd%?%FSllj6eyQG!b
z!F~6xD596=&pndyW+CIiW<zp2`z2g-KFgvyA+Y=v+zPA>uIfC9t^LzStf5h)(klJg
zGnP6Uo(Tin#vFYc26BBl8iT+XmJIp2Q8d|-OM1^n(E~TF%<%SCiHeA4SBc&uzkad%
zJ4ELWc@y&eB&^3#(vz1mUl)jWne!&gcxlPKZBb?43m)>mZBYkrUa{o<ny5Kq;j*QB
z<kwcw-w*Xs<a<kw(2VuurOemmP`wKy*|%ASbQx~4#ff{zR#{vB_ujM&_jB07B<N$O
zZgb_G%#>TSSk}8O=e@E;EIEtd8<%k%<mPQ##6Afwwv`y5&U{i|$U~6CS8C6h%VwiH
zOKOrU&w75#l9~g1%gAeYNzEL%aMjB_xoqsUyQJo$<YFs_H8tPZ6#crWrmJA8_n=RU
zl$X_Ac;q`p%9DSeNV$l7UZgzvw~3U`o%tqmp_xCl&VS7OiA~Y9b&^B>ReR}fWJ;w_
zkklJi8y(nj%az#M$n-gE@qL)VLwqt*Zqarl>$aTtf}(x$7P&Vn+Nbn3MSBVMtfKw+
zZnyq@0?y%+nR55k;jewFY0G)bUd^7~tv_zVq~D}>o7EN>)2`m_9Jo|9Hmfa4rd_?;
zPm+sm98BdKo1$MeZ@cJrlex@_LzM<?Jo265P+7lC97+T}FAkOU+r**fj(iij*vjDp
z{l=!~SAnSRp~v4em%g^MFRqGti%4>|@6&ev7`E6@psDYhnR1JSlB3;n-U~`%C7}r1
z`!u<-dz+Hj$EfAE3HXIiWQyHW<+}ReX3KFeNH&D>)Y~^nHstU|$%ZL%vG73-?~`o!
zB)Qni9e9RMY>IxBZRoC>_j}Oi=RBezN4{~+BgZ$+c}T$LrzLWH-<-!M$;DO<HMehU
zihiB-=%VMh*^9c>B?-kxac_|L$V;sTj3CK}Xzz~pA!yRr!--09MXDZt$LZeLLVx6^
z^!c>B`$m4WQY+@b%=!p;Cue>1+HT*+tWaYRCoBcN4*K+*)VPJ%2}KEw$Bw`hzuaNo
zDfzaJBPmxhvVQfCTX3@n+`@oI#a1%(>z%v_T`B}=E%XSU+@ECsk2!a1>OY_XMWf$j
zi&hOGH<FtV8}FL2UVI4k_;O+f94ZVITg{@IUq*+L&XfBOviB|+(sEp_y?9Qo;Gznn
zMYP7!RX}jRX~T+DmKM_dBzy9k*u}RaY=?P*&%wJb@M89qRJiD4I8De+bSqbkL-Mf4
zWD;50S-bQ6EWG(;_^eO`<^e8%SMQ*{k@qFL9BkQ0R<6TV<I=>@#<s?|4e__qn({0x
z5wEoBj}wDP{}cDmA@{Gpx_YC1bPo5>5^^KSr{SDSW6qe9(szr`#pLxC{dsf>x012n
zj6wYdyM`W)6a140f3Ffwu95KNYFa0?7H(E79CGwp>lIuNF;DFP^M4x{S~H)te~p;A
zL&$_t8Og8&++;z^gHxO-D+J#Z8P|40oFwrw^lL}b7W9!T#DKw^;B)8BUm@>-*Ge1g
zsmf&>wA_AeQ>;WDjUl(F)K%9qY$AsUvv8X%W51>df1BOF*19M7AB4X~_Bmwo0DZYk
zxt$$tPinxOMey;F=MHs*f=FRjlid1Ou^|oqg#IMBG&VavP|~hhlKACT%xw>~qydi$
z<|DZjH|?n{#fMCb4^GB@Q+-%~AGlj!^UX;<ck*cmy!<H*iDdTOVd|7yvX7a)TX3~;
zwa`7QjUiaBeM)|kJ?uc&Qtk*zw-Z_fehuC>ow>WI5<ASbg|9MumvY;yDG><?TyhpA
zH>!I#a?k+lAigZ9Y7+NXXbn^`Pu5TJimwj3izOasttqz`sX;K{9*YfTQ_PlOFs))M
z8G1)AWDmM{J6y*8m<RVKk6qAXLVBp;VczAkYjs;wnD<F=CzUoUnp34CCX$XAKgrA9
zc4NRd_Xp_9K4Is8-MbE$v1KxKQ99B!<(6ndSkB=?Z3S)ICUBI6D2?<&^lM@Mx6yNe
zYUP9bv&SwH3ePU8Yc0nf*lk;&kyttB?HOX`Keeaer2gJ@92eSl3-l4&%z;}w3_cLo
zT*(8f6g;r!(D|(FAi8J|VoKUwyH5zWiISiuaCJ&_u+2|2=JWgl$CRM`wP2Td|0#67
z#LA*CfM+O3J*huQJ`hQ|Ky)TeT~eB|Yt7s(G@lr9Bj!!yD6CYtL!4!|JJ{tfk%vQn
za?i2z*UK2YxPgOip-goX8-SZAacLcA>Ub|&wX5|6lACq!P@H7vKhrm{XV{4I1phF+
zG=*=xx^~c(+Ywqh)k2?@#ss0=)XJGH2#OSLmu2kNLgBBoLyqtX{ukl9?J4Hko<hh?
zb}J=LydJIH)}EqCdy2_2_JQ`4cd;83lYM}H^593hXi3-gaXtESJwh{QTIr%i7tC(!
zqJ`>g;dXJ7o$sO@WEXeQ!l^&O=ir_H<%3s-u9<Un-w2?aY!-Z(jGZ?&>_X4>vOplp
z;IHbOeiOX>n!z;!5AeB@=dYO^@YiRxw6KJ03ro2n+n!HJ`!ZYYBo}1bMh*(gwS^_g
z*yUXy?_xJl*?NNiLHKU6H(iTG6x>TvGHlg?+>pEaRWnG^7H*Yg?AKf7*V&26+XH;=
z;Q4g#2>eJ(2-!5|4^uDKW7`rM%|b5=-i}Uh>t%r%vIG0LE$7hrR+d3_c`FOFRzArm
z>3{d&GcIr~vL1)2Q*g<8;>hK~aM5oSdD=rBAjU3tOq8)-wSwFZ_5q7gFc9<vpF4Q|
zju||7QHi58wzx}UOSv1{K0iqlapr1Dq>0$M;SQpXgbl1aDGD}u65IVIwMF%Y2lEHH
zIV+*Hjf~n-kM3Ja?F83h=57^7?!)zkL%A%qfZp4bC#m%>LZe{xiTpwAkw@P;(#=r1
zxZDvLwLN_)Ews6yo8`8(-a4q=6>b+N*+bd^uf^mrzx>3WLw8%q#V>wHq$w&MhEBPi
zTJTjIxeT}U-FjS#a@;Mm>|qDGxbGH4M^9)GxVZ0j@XUpFZUX6NcnX1J)%5(iOGf&?
zt{Q#AZX0$-a?*ZJmuRwNxyW&w+epxjMCesBhi*_TRr@_%qRD}sS8OFiznaS?bZMp3
z;pEN9{mEnhPm3#dWW(_(NRgFkP2EdOT?Nk6aZbzIO{Pv-)MBw2f^H<vi{S<;iTC2&
zCR2wtl7bz)4E@>={oCl!M)KsIJN969u;1yH1yKJ`-(7WCHH}jKqJ`PDaKl)5{qvSM
zOq}+m$;)RlxOyB?)(CDS%JfVc)S$S#_HhSwfZR%DR-fgTwbX@#n-w3>0&umPc)(GC
zvsT|NU0JmPjh8}b-?klR+vt(|P0e)4Cp2$&9JWDpBT1BVw+P9ThfNMva3K5jWs{!-
z&u$0#e*@^?l0U)c;Dg=-FOHjiAkq*1%U2hxX%lfu;$kr&zazJJ*d{>`Fd0|C)g-*r
zzYg!9ymFF%l73*^HlxktGX3chye6gRNBJ>~3wBHF4Bd+bx`xjJaCzuF#4XQO;KryE
zd+yBNh7J>5o+#_<aM*Ua5kqU+k`$=rY#ZI#;FkvGf`*;d2W{|^#Lny>zMp3fV9rn8
zNoM`7Q|_k7L9(o9XQh%M4+w4~ZF1ab3wbWX246NuvYz9?JjJayVE-o;Rn;mIfrL`D
zsy=wrKjDmB_#6%T;$d6AP}winn0WzLv+&{9;RCoRC;2Do2ik57*(X*;EF*&3;1))-
z19@`tuF3coyke^lqbG460t!5x;B)Y7AHpEKIF^V+sWcUHFV9iaLE&^-h$S>$kWp`H
z|46V9t#BV<oQVDE8iwCy4^Tfm!9NK<(%VOr2aB57@xKM+HiVTg6`O9N+163n8hhbZ
z>7(pJw+u)<o#1ou{4Fzf@HYy*G~N8r=glg&DLGL=#Y8S8hXs|mNwqK8n6AY`i|odQ
zm5K^E>P<r-$w88$a361lh<%`>GRQ73AL0t}2l!_X{;sCtiIG3_W3yJRkq42H8_viH
z@umixRD14QBQNzUhwMg@pNMR!7QL33b{PtYTNLgPW$afYcU#~GK2UswPVl*d=L?5p
z2QTjj38YB=7;4QL`awkIt`%1#M{`fRlKwu2YZZ~On_w0){sA*DN$)CGz%5g_Q~qbz
zaj(q@E`V2WpqAS?smPskm03eGh^SPq5@+X_=}&e~<|uh0+Iu)pHWPLe)O<ZLV6$0r
zo4^Bjj0HPQqx-lCUb=V+o3)?hbM(BqFP}VS{K<ZST8}FqrfqZ4VWp5r?((phKS$Y_
z1GfnFP9gK@^UcVZ3q5&1$vh&oiS`jnr0)^jN(`D0IEg{WT|#;7{avu@bkHZ!<$*q~
zSUJHz3x8WV#OJc~!dHLRwFd51Du?LLrp1k;0kk#>?%{^dAv>jqnWLV(N<c&LM4rUf
zJ5GAwi-bj<CBd)CJa9mC(bLXk-iS$OwQbB0a<wP+=g>zwg(B&Jucf&1^0e(LW~HQ0
zw%g=w%{B?T%L@2miX!-{fYR^7NAOcl^2wtQJLu(KYE)$BN7+LW5!||kLVx|^7JQSe
zZv=0)Vt*EWWVQ(;WuD-3@Osa&50nt;Ld;SwFOO2&(qhy?7-7f-xovndISo=i2l?R(
ziRiD_47bm741egFftt`sK1a`AGaKN0+iu7j)szl%PY7<kT4+f01Uzh+6N=C!SE!}r
z;*P{YaA|(!xMV>3>Exa}b^X3W?<M3sd6b?Drn7Eaa-w7qv2K#?Cgg|&QQnj^$6?`S
zBo5fUBxzn}-@5EXry}QF=S~Jd&y~Abw`~g1i_YC~=MF_&qc$aR9hvC+p3eeyA4TVG
zxO0!lZdR&^G#~dAfXuq7e!3*Gl+2wrE>$qfjh{Acvpmk4WB`70{4IG9kq7Rq10naD
zY@Cc!JoWIhQSGUV>?CvSiP*`exhEHhjX!hFz#c^Gfh))b!k*TWMMU)6m29a0I$ozX
zg(1-e<2)9e(=u8uW^h3ctl-wnivYRfB5p!XcbTGm$rSm?W8TIrYBWDwaH~i-@#QT6
zw-TvsRs{^N5v@0IgRn-St{P^aBu_GOgW1p%`-A8sGg%5x{jl^<E|l<<Q*#As<>$Xn
zja_C&+fAwd0Pp=1Tm&!vOh@76J9$BLAf&_I%j!wO9_DR^JonmdI&}jYvQO#{l8cW#
zlFGh2uuF<4wcR(OSr+BEXrEl_VOOdG^8XcFeHvbDF}NM)Nj^y*e);6BCv8tf0FRK{
zELkhZ34~>0?r{^jgKo3Rtz_(%t9=jqkhmER3!mh3C+~jw;A5s4-SWMrgS>5jvTDKF
ztwQv?>z)B&%?h5<hv5hA8F-maZ~?sfl_SS>l_c^kF@`6gHm8-{ym%oRwUAm-4yw2X
z)+HJ6)lJ;Pdlx4=oE1KC=g#;yj@ZyHkRt9>e%Z7o&m_vxX3ynO91@#dxk6I(e9j#J
zyHBEAA*cT3$!XiQTp`gbv!?#CX)8ZTl$p(3<|kq7VEnGrCKF`O26$k<tP<{@Hkaqb
zWx~d6t3;6W)wymk8>mExGM$lY4JOgD*;R=k3J>49PQV^SUudvgwvc?G+bR*{b~#tD
zWdoH6QKmC;UueWkr`;kgSk9fSM|z440ecXAtDdu&fZwV$OV7I}vq3epavYB~IG`$N
zU{UOZszGG8rUzmjO$Akn9trfdHoFV@E>nwY11Iq0NwcZi<%4Fmr^%RPaZo%#w~|#t
zycbB&{T=~lsB0GNs^Kg_m-~Z5<Rg)#zKBoz*>m3lFPJolblcZ)<j4Q*Aa3gs+AWlQ
zG(J2wuH7aE6Uzs0kTPFQ#Oz=e)O}D_-~^sLX#O@?J!tMW0UgAW?<vK$<LyNF9Ov^r
znLO}m+cycFSSPoLUHVB5qRW##iE4a*`CRUjb{f@5wjuMWO*9y%wk3N&-N~QLdmn|D
zCwpMM*OUA&9({M69cgMRSB;GXy-Kj(HpO$jwh8l9PVYhoHQ`#g%AbZ$;#GVGD*Gq-
zBz=10$#+d2lw(Q}D3z}Ga!JAfx#V%;disgI+ij^?$i|)AbL{NLI>J6Oj-W|)t1fU%
zgxn^xV(;iLI=77-=4uPMi65tz*P3CK_7i;)KkcEHW?Yh?!$Z3MvTgO^FI!8xL-3Kw
z=Xyu3ny_p62bo+g^86mrjbxaDSJ=R0u8X@iBEaM1Pi2!&q9?JiiN6S&eD>Jo8M;JQ
zep*w1*|z%e<slT<y5ekIBYWOtGQh5j7)~i(1ccXWe&veBk960D9tTN*C-vvZ|C4PL
zG$~TqgvUO?Y@1?HRa3q<7OwPC|GXtPTUJt#Bzh|O|A^owq=khP_<2q(xalm?XsOe4
zk%oZ#a^9P`lZ+ddAU~n!z<EiK5%Ph@Khhlo=YBgIS{oOs_oc+yIF>B@E)BdubSrc*
znS|^ns(CYy<XQ>agq~WLt6(2z_gQr5>yKl@PwqK(*4PK(#l}u{B7U!RuuWamUlgi(
z#$NX~bd4RQs%jl?Iz63|rulUL<%&c|OKc=L0B&g2kR*W5OS}<la|i8lP$J@MY3^5u
zGpIU0X(!Lv>>w7qCuE(__lg0VT5Gl<Yvwd5agUP;ddEYbpo8cL4V@~@6#>z$;JJ*E
zi<J@E?3n#HYz6XKC$t1yY$}7`(zqv+ZkBJE3fqeGM$yg3>X$~m`NE#+b5^8_$dq=o
zi0D>HRFXI?XN8|<*fY1EH58vKw)!x7lA^=@rYH9tyG}dU<*$4u!Oyo=f@`&Uqv&2V
zT-X-Ly%;x1mn%oxpT0_}2-vM;Z47TQ<SR|P$We9R;5O;g>~eF52k8W#gXhhC4E}Xn
zC~g)gahtBc>~tHq8BuORb8#CI$6XtnGnxD>^ZF6djW-LcgDLp7jm?T=;Oge%e*zts
zeV*KN?5yPa5c{o#lV!)n8p|&`(^|L{WhS^awjQtXXm{-uAZz$^$$2JZH{Pw-3FZyA
zZA8Eh`NDnNG@oQ2C`{nC&y#zOoh?iZp1ZsVNAhsi)?ao|gcIH8oB)e=<on!~&QfGX
zsEC4iWH*wvNPPB_oO;|v4jtQty9zoB*atGVgX~gs51=LY1pn;8%gvp{qt?}5c2I{C
zUG9;KM;*D`^OnY<6rdZelqpiN_ki#*Pgf}-PP8Poi5ndBC-ld_Z{L67C4S3kySDl!
z8e(yZd;f`fr(GMUltueCC4lzGZX_eYTr^?GOmMQ>!npSRFWe@6nq3^mLDSq5{Il?P
zMovo1PoZbmmfu7ZLr!teKA9Lwo6=hf^gv5`%M=;2fbcrcpS33UN!XR#0*#83`g7zX
zsV!nI&yA(7Enr0@N^My#wS{T9v}qp_eez4%zwFL*P-T&9p<?So<TBsXcY{^Kiv3yi
z0sl5@*iL?e&%yK6tuc7Hv6GPKxjNIe^{puB)pD9^O^Dd5mG?BCr$off4$r7C0J=$G
zrEH7O(3C284;*^63bslz^nv>Ad(d$y@{@a#-RxkO+j`VwIOi}#S1<OqKBq+s*Bp1T
zYr^h!P5G0l=Vv#l15HpRn(}9-p7Bx2OWPbHU2k{%XDq+$+X|5ut^Kmx&7yIRE5{XL
z=cu;u*+A(*|5I`ovitY~xe7Ol5ky+4(6;`vZz~m6)LzaF#e3Aesg=bo1N}s(_dCJT
zvb!LX3kjTn1$Oq?U9!lL=Fg8Sru?#R^XFF7>g>7r*=l6ByX0=EfW?`pXxZx)*;{s2
z1w3R#cWZGR@l{S4R&Cm)a9$*g?6^&W9`y#T+LXV|hUkU3!$tHI-ink7IQ=zLCa`K(
zy}Yg${dx2c@IL@A4MZ*MzIl>=m|mR1&9s^FA!&M`w<QaaCUq4r?VEf=_)Tl741BLg
zWa?bma7*bWBe~XdBP>9!_Y}{wMS;x|TZG=Z*EgUK1az9bNI!GXZPs73-JuRV_aiz2
zziC~POSIR#thtW_-daihoSA8@f83&PTA1Xqq+7w25dP}NY=W2GkshYap5U`5Z+5_s
zSUk<wea{lNMGVni4aXY1M|Qu^4xJrokvGSCRAohAJ(YDUXH7oPu)^y>464u`?zD{f
zYTBEK(`#bLusm@;ddMTe9Px9tuD|2os<CI2L_r1PnR`@7wtA^i4tutmwkHo-ct)hj
z#%?Sj*GJxU+Qh{=u9Nc1zRiG|EIMuO`Y;#=8NGJeRA2LK!117fXGN#Y2Fw<Tx8>kS
z>ut96mp$a*M7GWC5vqUQvhT{l1*$xF4j{JdPE;7Gjj4UrL`<^GsD$>CERpCBxWhLu
zzZ@VNC$e(K^=oTl<=gi1(0xefEL_X(L^TS-&67K<QP^E7p()e(p{F3BhT?M)6<F8-
zA~blbmb??HR#^&Kk2FiW*iNF)&%T`G^|5-*J;6cGvdbX~k>&o$Ao7iW5+EsY;(qj$
zM{0(&Y3M17r(wi1i)@;0sKCp_+9eZ#(oc=fjt9;?GAXf@N67QhS^eV{*{!*-xa8x3
zD?=8W$Qbg#D4eEc<;RMT10CwhqExM6>&lp_wP91<iWDSD=E_rctHXTS%4$L$H|4EB
zy`*xhPqT~jv>tL0C%6p$YBO8lM{*E!^z*T5;y{PlPf4D(?w07=JLYL^-c_2Qj%_)2
z3U75<F&cb|oZ42JfN_LUnn)jqmzz9fDNgc9dbf#Q9#N3}S=rZL4sF)Wh)T|E+70(*
z*NAU@zp5uG@^3AImb~gI-NzG&jVH*dZ%TGXLwi_4{pHYx6GjvZanGv3P{{3C4Xf$e
z>2s{VMR!pYg0j&wx-)K9MvjV99oFKj#k3Bu6%7t?n_)dkkGr(C(S$CBJ$tlU;<B||
zveAUw@Q{d&@5;zgxunBLd^METceIlH7Jt~7-tv0wu<5d%v(vc+c1dE{n(L%UXxV;v
zH}>TkOopT;&ON0TB`HP9Yq$i&G~+>-BKK|?JJ3wlS<MG*mqi&wOsM=|JKW`Dy<b0V
zO9en5Yceg0B1(!>fjw+2Qu#PR?Z{!1JNqny1GUSt<wD$96U$EPXB~+*ey((|All<a
zjh>k?k^1Kic37Ij3Q?2hphq?ciIwPW#CN?RCb53d8xEQZBs_Hbt%dP%Nz{`gcg`5}
z1iN<5mYnk=rGmg(iP~v0LyS6^Hn?5SA}v(K`pcmWF|Fvn=K3T(DQSkVCs^>b_4+v=
z(XzWFDxD;*WR=Ld$6e=6duvnu<=B=^tVq2vusxo5b%$MxzGxHnvsu4oud)?_b7$Q^
zj2EKX5u`;r$#h&0<(FgI(QHI6w__t6bh)Eh@&Y4WB6x~9wZtxq0%FC5l^Jb3ZVM}E
zSvJ*Qj_ti@M5E%K^SKTB+;LZ2NrJO)RiT!>%y~%8oohbG#Kyz2Yn3cj$$qS!upkQS
zL{183AzF_Ros^i?Jwj*|`)L$IY%Mx%%lTHCoOT}DQ`S3ds{HX-9AH6|)WzWzvG%Od
zQAv8uQHkW3AMHyBtVP$K<%mhsa@r76CaNd&SkrBxU0JmH)n+ct!PT!exeZ|sUEB1i
zJRr6bUEP|)MkPL*mZqyxqO$3ab;cHY9z|PU>*C`6L1Vy>;)dXzyy|DZ8?lw>_Rwsc
zgSST-z4SUdusV|hvik~Fe<hobX9m(G)U?&5%J4&NzI1bapjBtJPHi%D5<ZD9)H?L2
zQ%mhzA8LjBPTQEwBOeEy0>L#GS;^a(UfsxEqZe{FjBH-x`nHdwY|&MA7TEj-a8~i6
zuIv6bu?6kugVyByQR17s*(#Xyvd5KIXfMQCdqLwyv~NQ0-g3%cZaMXpoIc1QO_@9Q
z1#wB)dk!C!Y<Jvq5PChCFWmZ~b=A4&@(%9%YmQ3Jo39iJu8DqB?V`00%qZLqqTgL~
zkf1EMMek`2ng0s6BBQiL!7Z!hMaVZ&1@A+)DDP_@cil&kZ|*u+vQb)o3+<Iy33d^f
z=--6gyXz8}vIvF!_{fjTq)mB9(y6$Rt+_MEj9(5r?mC#Nd{SS?wG#~Ec;osfzJdJv
zv;R5qj3aXXIP-(t(=)#aKwo`m!(7rR|7?f#AUfDq89eX@@&#KbnmthMNh{`aTt-%K
z#M)kt__(HvW_5(N9Dn<Od(E7&As=I2x<8<o_z8Of)|Xw+>T1jWO~BW$FdIkIwU2*|
z6bQ6c5(kg@0_z|DP&=hIP-k%Oj{h&qXtRj>WjS}AyXPl$z-tc@na6gM;LiUhIQID;
z&{o+=OW6Z1du0wvc-QU2yf5HdTfqdp`bBc1HI{foJS?RgylL|^R+3l8N@H`Q*nr$-
z$BC=fRG!oqavcQo;}x*`+N_gb-}UT0eROR3I_a5fd-txlr6ah)wMA^Z<6XCK;3x70
zTVI4s;a%5Ee7*s>=d;Gk^PUbH3CCC2mS1eV^`Jszj@m}#_B(7_dwAs^%olF$ZrzfK
zw}bm`2rf`zr^7M`uD!I`-cH^$cOQ1yx(S^j9B^t+*gxi*{x)&&m-#05$B`4f=CQoy
zLgbq{!+GQz_Zl3hG67g<FT^^%y5lO+TUfg}NTTW;>|w}9Fq<O`7fNbzAv5nc3LRE0
zunjp#d`=$J7jmQBZ4NSU&)_O|Ys`wYcIx7oMoOC``plV0+hEVKQ+Wj!3gQK}h%1YL
zUp86K1K-^i+W3nCwwpcT^ee<Dm1fKRrf1JMz27KG`VqE57sn!Y&RAbM+!S=Sy~}{R
z_nV32ely1{Q7&ZIC@Ly}XZC`_i&^U(7hD1-?!>;J>k#iRI4-v|#C>PZitaxt1q(uJ
zvR?T5GQl-VxZqusMtdU!mVbO(fwe)2|1$Jq|MU@SsLU4H#|8JfGrqmxpxw@v<a6v;
zh1RbeIFt38SbM>qBN9I*+xko3z@=US2J(wdVC~vF0@cCYjmm-ynamXZAh&mNiqps#
zo7%ABn2G=P!`zMobSM0vH#&3737OOCG3Q8nd+Y-`rFQ$Llc-rRpPt1Uy}KRMHX>|j
zE+|`iW1a-JYz}vjT=ZZEs1z3JQZ2lYOG@@&CPHxSX1_;+TeJ#wNfmd_Tp$JUyXe*t
zr{nvxOzqr4cNSE3l@REa_b^$~Iv<~`?IuTON4HQm4-Bq{bIz^cI#`$;%i7E!1HQiA
zn}A>UbD(lrp|#UTj0<7kMeLy-`=B+GXS|D8RB6lPISfzgCY5i4q#(;(7r5ce-DwNR
z9+#XF+;m^%KY$3lGhC*J$#tB6UZQIYZH2oOtuE}6tw)t`6g^BoFA=h$q2_U8@6?Ut
z)Hk93CpC03N_qTOe~`C2%|Q@ydDhS|C~#@?Lh0H$9C=y1lV#l3ZY#HiTV^S^#jZ5t
zsUG)b#JOwadKkR>eM-^W6EE05M*cDMyKwg+ZF?Ad`K8o$FZE_9)Bi4=yp5gs)`h|u
zN_VsU{SG)Vz->LYH+*;jc5Ryk0^=b^yCZz`mH}_0^lSv+rd|Jn;0D1r)RMa+W)JYR
zIAW%`5i=L#h7-52IsKf9>!4p+Wv}^D&kf`7+*VB(ci_IpHpP(bnsK8u81wG2xJsPW
z;#i#K#^T)4pyy+%uCa<b3)f**uPPYcb5jdEtJMqNU`IOWfvgv$gES`{<kF5?&q4zD
zR6Dw&U*&^3gCdR_6k)kTn0BDF^0Xu6{1$UN<u2(X<T{od>BbvhVcf$GQ0_XQi&)ki
zxYNH14jUH>b=hP3PmsfUkwUF=asTeo)wjArkKD|Y%Ulw&r(65O8?66Gx$Ps&PV(Ti
zD;V*?f$!6+yyE_mm2@p~J20318ZsQV-%-xBE_)Uoob4cT0Rx8~5Z$hHU>&z06<Kjl
z=2k>fE5SF(G+;TDZ}Qr&5eMj`cI5)hLgtPX_73J7<?#a<bZHB3U9&iO&iZ$lvxZC0
zKQ289^uVn*#w_{{t7pf2hY*TI(G?Q8?=T{HT(fGr_*8$}M=N=$1-S(sIQt;Pd5t(h
zJ5~{JJv_6&&J1#O1-QIke;qo5$5(($a$Z8M7+f=rEA_6a=4?_=;8vhcOIr0jcgzrq
zd82puddWt}@_m)|2pRdcCKi5`9Bz<;T~Y!61bS8mEZl;Hzhqah$jt(|)Xb^wfPP?S
z)d~VidhS^}$ENVA`nJJZ9F8vPuhO6*L+@-@_*HZmG%wgCp*xAr8v0w%Q9_|&e;fJ@
zyXYz(gTB|7vQ^g`1Wd{XweriVO-+g9p*5o~h2qfO<#lS$Qn&hxBAsQH8t)Uotp01g
zjVyK(uLqHC8iO5BHO+fF+}%L9Gb)SPuaXpfK(|sc_ZJ|1i9f_>(v5Ps^K<55LWZ{d
z1Gmh{Uy$oQnA=->6xvQgM+j>wu<|nKSGMt1=;K?~tVR3Qq9xt=j<aaO9T%?;WuYQ=
z_)+d@&~4Z&FzD1jXUv!Rm)D(<h(ux%{-7<x1Q+5US$Z=_?A$bSAj1!~q*MjWuk2!;
zS#Uug7aha~%|+Mb6~gqLfr-6FO}_j2$>bpuz3F1v^+}nNnZBKQ==s~Z4F)Rj_eB@m
zi!S~WwBV#u5m+I*g-_dPrwRn;Y`M$XAhaD9#=0D}0|oqo9D}-ITRo~lCc$=L1-!NE
z0$p^yJ_#<&O~QCxO^N8oKeEd0dnjoWsh!ci++;urB)_AU<fG=uwQ9-j8o5RC74fEn
z*|N;KWp-=K_|l}sbYDy)rI4P?ZK=_Og#@L+3-C_r@-{)~TH><JA?1%Vr@Krr)N~Kv
zQWX5-&>19cD)5;;xTTh*4@PjM_eNyDL5OKZ1zl^oZx9Q*dAusxP1lf5(SCo5?Y1Vn
zFl^v(Z(1!(uY+p^t>g!GxmacB;;Dmop+nuVa0l)Fkz>~=%Tu_sl^y)0AIdPA6=UeP
zcXuW|BIX;n-Q8*Z%2|_dGp+z@1>#r-ZcyQ`BjZfU!5j2nKV}URyp^{x<(JUc@;`6O
zBg}Vdzr~p8j-w}Vo4An#j+{b|LscxF^O|J@3*!)nF{fE%8-E8GI)V#t(0clq)vqw4
zutMc+jQJ(>h%pZ_zYbl3qSC(BK7LuZ$tHC(_3zsOX$Kw?_<F%?@b!XnEOct2<1}<c
z=p8N0^&}W-h{@A5bwcVbQyZQ2r<K{Lwe_c(TYp*`k2f@oLo>@`Ve6Irx&pP+FwW@{
z^V}g$e2Q9g_7TB8@|}GI&OS2ou1#!o)}U3`q!!npX>JW#*@Lq(u>n04=gPJY^JNFx
zRm{=_&LmjikcLg7yZ!9JtJk)lX>R*jk-u9Sih*X%$D+0lvNrce%;|;lz#%W(bDh=0
z4{o!#dRTL-hlAZA(Q0A5<lL6rL09(|o#(8Y=Z;ETeZlRIHn_`mmrMP#{3DyTXxrQB
zn=WCjXI3c&Z2b*BjhAgN==KGATUG3>Qyf8uigOrWRo!FvFW6g`ueYOcgxw&!8PEMv
z`eYN47<EtZRs_te(SYCwyZ&*D?KWULm`EznA%7e^Nx-4Gwo*qwOCHQGl6zQ}R;Y^{
zij4f~xNadAex8~AJhf?SjzL?|_nEox(;|D=VCaDeh2`)~-gvMk2udB9>9(kU+;XQK
z+|cP+s8g1bU#w*hxy;P5hv7l(r^$o<J@N=s9fjIR$<-T>C00`PC)%vv6Spl)8!u?)
z%iMi}0a{e+&;jHk4&)U632b=jAJBFhoVAiSkVjC_v{gmUOUdP*<PbUA?LrM4ukRw?
zcXI3YgOmvSbDt%8w9#z2z1v8lK&Lbfo;QITk&%ODTcy_j1bKw2O`&d${D%DcV(uWn
z%dSPbfyLxhf7!PE0lL?t!)@M!?3#x5oRBxj+lH7~XxBpf*U+w=KSpRwVeVLTXhYI0
zHN^E{ni?PXoZhrn^1&S5v{o{1S)0{gD|sQ`x>m9!j|-_QD5IX6Fgu5?%<rK~O+2tB
z4mp%KZQ>EB&5l|Q86qrsy$3TWa7oh1IdUmZ!tJ)CIANOFm!!SvkZXYe7nfD$xr5)k
z)9%5Y-?Y;%?%3tS?6kX(Z{2Cvk~_1Yj{+s_a}QtV)Fm4bH?rUMJ1C+*eOkC{tCh|y
z^g1|$$Z4q?SF6whAGkr~Pa~%rWPB?R-f&*sf0tRqFi_#GJtYEYd8^+LazBrW-(b|2
z4h?PU?+6jv_c2Lwn9g%KOlWwBR<CmhmfN)4d5t?Gw_P6T#jFE@x8aRZOW;N!xSz?F
zz^t1~M2Ji46B~w2B|W&dA4XbiWQ{g1Pc&uk6&!b2+o)vR*K)DRd%z_#Z&0}`%w>J*
zg<De2v3C5tr$_Zr_uD@9H+GI&P|SHRH@QxXVZX{Y5;l76tJDad*RH{ANGM!pz$<gR
zD^sFeWSCNjCDD!3Q=cSm?1o0Qy3;C8Vq0zZaNnDV@i2x^m`h*Qm0L8?8HcgMoMoFj
z`O;(^a@~*KId1oR-2X`)oa9LlL3~~$?V?19wmMr4A<%Xz#SP5ZD^rM*{Uo&v8fL;P
zah^SEz6`P*J3`1_kZWpNf;~{Z*>5A3G_d98L(_IUI6t})sDZ|I*Sd>i721J6Qjn|2
zumJmJG0+0G5nzM9dS#CK)5k5~_K+GW%tmS^Z#r*TZXQRKi@b~0K|TJFUE3UO%<Jap
zqCL=0xEhRsUEF}36_4%PX?A0$vC(ODJ2u_MY+i7;@q4!%BICxayk8s*_hkRb;W?bR
zpqs51<b_fGC;CM}<NzIN2XB#n_$c!|GK@qPULV~wv;G}sD4|x~DlaU69uZX^Vitac
zk^Km@X@~IZpwH{C&~jfP-qqeOte`6&A-W(seB;{opzX@81HA8iT(b@h1@>@!g!9b2
zMek*XtF8bS{gJ;8jXQJ-@b_nUM?LZ#4ncPvCTp-}s>o7gmHgu$*|(Kmb2GJPOl-fw
zHhY6f?4(zjk4S)LZaaugo@T}bcA80GQ)nVg-a@w?o>jBZ7L(V>uR<qF4mz5XIJA9!
zPNELQwe>rESyEhvcBYNFVu`t|5c?VgY{F(@MFI}eP=(r-a{AnXvpxN9A%~S6l{%Z*
zGv7lly!^<j5vw26$CcfVIoY1;gqdIijTh}#NvQJ%YVe$%%wll&4sem3XmX$U{7v1a
zo~$6L%1DCNzip_qUZ*y&RP10b3%Z5e*EW|u+)2U>?rMRy-hcYQMc|lOEhC>=$-vcq
zVk0qZkA|Io45ZCF89^^U_u>$jB-<T^4VzetVJ9i~^{I?Iz=aQvaWJ@dU|X+c=n@Ng
z3o=9q1-CWo(bG<QtVCwpSS^h|HqwqUnYduvST4wZ$9e1al{}!W3)A4~H^HIzqEK6J
z{|$1GG%D1siQkaRO?-@8(Ch;KlrOz5$H%G4cxS86CHN}qh1%87hR-rJORl`0?HREN
zT3w1HwH0A^T3tq|r~6!>&RcoipJvV(T5}FdE^E;q#Eqk!?1FJ5i^xBYwl}j&4!}4H
zayq_53HIfnqZ_53Wd`GT@W#2Lej_tB62XpSt;*WRr*$-LY8EUEFo~%*;!>B?=!<zf
z+uQ;zA_ch=ASKw>OWKc8Pcws3dF8c#nmN&B)b9BOw$5G>l+Z2r6ef?vcDc<gC1@cp
z$VCudf_=U4IFo+CooB(daWIxwu;ceT-fG!PT5UNKc|q>=3c3Rse*KW)7oc|zeG|H*
zikB7W@ayA?EUU8$xNWCSwbH}y<4@H?WA!mLx_{oy)*p?>^|uFhS+yuazu1c(Ctu)(
z^mb*QJ@P%=|H+p89f2gNfSlB>4GjEX6seoQfEf6?%wjT-AU=SdorI1%pk?~m$A2zp
z@hi;UO>(E-<c1mc%6xjQx7@Fz$9W@>fhR+j4wpqc6&v16QJsuw45)wIg6AEdWP<MO
zg6))=MK{Cb{S7d(m7&H#LA7v4pReq)M^g{8_a99$J6z(W4w5D8>K)MHH4c_s;5nVh
zO|woBgt>3hW~NT-A2;N7T})ZkU7kNJxarH=EW>`iAWcN==KYg|A^ZVdp5Y6)B!sVk
zgXF^0Lzf%_`AVHd<Q=KeP2~T{_7y^UN<9`9s&IJWd2E%QjZ8HpV2s%`(s@6-0npK{
zg{dyJyvLSqE##r+*A_Zh0a$_aC!r<wp+To1nJ;hDgE=-$4oNbk=eS&;Lh2^e3A1@M
zXf7|v$(T9pl!mF}EOo|9q!1?owc3ySpUgJe+DBH6Z8Qz#Nnp>sZ4ir&ci5s8fMqcx
znn!6QyC;W(R>Q;#OAC{Nl`54siO%|J(0jlovp~gt!hB#pFT4nTh-6xfF_8MlEp}et
zZF%@lpdFfzM^VYR?_P5exY5%u3^c~OV%PQxE_q>Wj>FvZ&pB*BeK2Pccjvq}af@;#
z3G3GOvAR_iF{3cHN|fAyjn{{PO|x*;r}-$j<X_`uf2)~e=b~U9UB17yiw-kb1>2nW
z${qT(gJ&DMES%J2!-iHTce|Z9#_1eY{o5AYZb+GEWfZ96m#r1k;A)t>`~JvGB|>{f
zp-x6$$t4A;7{|f=0yxy*D|GrSxY))WrcA=g-A;s9Np_91agyr^ev^%ZqJR4GI!}W0
zN6w?`g+(V3lp6|n>14jLOUkZ#oIK52c}5YK#>!i8LGF77-23^fJO{Ebum}oN?xv~7
zN`}SRbPo<)r?5P|oMUL;{DasfHA$_9p`D%1u7v~=M+bD7q`ZRb;VguR+@}Td0Nr1O
z+6&0lJCJ3KfzUwj&&EJ=c;a@jp@8+oF^$;_S-6FmKDcXdpqnFic@%uC5rTkwY!Ez!
zums@OWc?m+fte_nYVq;xfhf$a=9t7iQB22-N8@fr7F?P?Z4Zh1M+-!lBiG~P-QEo`
zIW){vYT220M*Q}Wiyobf+~MpdEkRr3$VNAOqx@Wi(IIw|_s%PUW^}Zrv`qF+u_rr<
z&eU|I=#ZIsU`G-9HDS01T_hc;98t`DT6p_dO4^e&lLxn?%_px*@MNvqAoD<WHFB82
z<{wR-TkC;27jmcA*8eWpu`C0-pxcFe`~`XUy_b?FxD9=C8~U+Vb04|nIyB%Brg*kb
zo1$plB=RM_rrdQ%x*nU&=w7YdDL!9&sPi0qPQ&PS4INvlPi@1GqTl!0JEH%lYr3$Q
zILJr}Mn_y=OdN;j(%rIjfoP|9C~~8|oX;}sj<D-6_E-!-qBY3Q7VILMbw!t4hpYnd
zyU;yE5vGYE!r*<l5#8O}i?USN<iu`=o+Twh?#VY;`N>Kz+qi~Z3J0;9ruKfAdMy4S
z7a^233wDh5ioO)!ze0~I=rG+{vGwQC1txBYh?a{dcH8%;C7B7X3XYpUv$D%3ZsD|D
z@l(_!bsDE;92L>f6tu{?GQ8b6ZkLucqu&A!{jn9={y}ieNl+2bSar(||0?Hpkwr4M
zYBD)90$|A?vtQU|Z#-t(p0pxlSn`zmt9wRiJJ&~@G5;Txz|o!v$&}MB6JJ1W^l0wh
z|J;4JI4<999qQa740^Iue6&v3O~I2Ea1nl<FcfF7QeV_79#)dtuhAvJo+o29V=XQr
zb6T@)MdUUb+Xm_+*#pnp_z*Q?Cpug<Wgm9p$n>cCN;V?AzRH`tw2{LT{u%N@54Ok^
zzOoTHy2(D1$&3Ongm*74LJ|CY>Da^E)Z+#(vZT3;I^@=5?A@t*$6es~=xDu#JCKpU
z$}9oL|AIf(p1B)+3}1dNVn+XQqq`$&1AcAXXa|;WOvWL*nP|b{E_LIG<rMZ$^WR<S
zl-YXoG@966>-Tqz3Ebu_{7ki5yVF5t@JZW2Ubgc=Zq9T0uVd%oV&`Sl2l$OPgPx0R
zo_=(?w4Zp8dgNtDgW9;3vEQ^Bir~ewf_;3Gp+WzNF2KLJ+h<R{W9-#Ffmzd#A{;kv
z`2n+!>5jQ9-f5uSPn9#G|DxlJt{h5xd)nApZ9F5imULb-#Rwe;bXwh0q*1Kn>6Xt?
zvl<L9xYKN?oP#H_7X?}X-oFw(I=b^`&bf=w9T{PC?aLcmyY;|L6eLyPxPNRLeHEh?
zKSy1^=w?*r0XqXsI`jm{TGn^P1QXs~y{qID@yA7L@%k5c{o9sY&m49y3JM*^Y7X6p
z9qc1<5M(Ky-~#wd97L|~jpq&yRwg<I;ds%?_&7MRK4w9f?<}{^IihQ2?8;7t1KGg(
z*az?h+NM{d^p$BHR+hUzY+79-d#6dL;BI5g)`@DBo9myp&~7|XxIQx=PX0s|U~|t*
zW}X=yergSkCUNEQ%va-Rb8S{KL~l6F0umCNu(V^uzzQpqz8-TLGsNt42~X_91hdZ2
zCtHBSpNBRX)&x9(1<<|pAbWv~S;t5U9JMr`2@{R<CEGch0<VADqQ|K~vX=o*oj_8=
zeiKNF;H7t9f7%Wso1)xu{0qf{yqP?9(JUpxBgT<tM{W~WG<<Ul;X60@CVbYN`rp+T
zbVN^4=lTPDZPk579Gt1fXmEo{w(50Xp;-7Vpw*afqY15+y`Gmo!x7DF%?>p#5Sl9+
zaJ`!4PQS_RFiZGduKF0b_!D*4l2z=GFMpz==PoZ=5rwGIQ<I!QeC_WG;BB8Z#yfbq
zSi37$i?kQ0aDS3rXfqKXq`E>crGvWNITo$pLGq5f(9wsnen-tp;oSO(EoAQ*d+VUj
z<B#|;jvBkGKfpJ7uvXX>@d@~FWYHDjG<2K8dFH-VSPTm?oB^rR4uwUdE#2neXTj62
zf`ijis2_E!Pm&97mV7C;rJk{LKhUNEbNhh~AN)-?S}tw;E=!`qBDD@-w$4-kwB^l9
zyvNfM$rxUt6%xC55DO|(#1{`b)*lf2<RqCw2k%Z(no3ykb}P9}ok$|6L=NTuhF_s}
zcUA!tGHu$e{%wo<<5cOHe!`5+n<uUW8FJpLpJ#hPJ7*HgLTnt5X#7Ae`bFSCg*>RU
z`C|_OLwe_4EBc8lIu=&HoWK(3JCP^}wox;7?9IjNNXN5+ZtDHULan&;F$oUbQjcjy
zxq=f`0Nn4wb4=EFFSDm*kkTmN(XsQ%i!L|j(epSWm0esT#wy5z_rhGN!!PcNwroAm
zDtMnmCrAv4szbbepFLy10p}K6x|<fcGvROv4TFdnE@I8q)mhplt!9#Q3h^`t{mL9}
z#RgjiUcA@5T6a2?g97BiTy>A9xZN<e^cCrCv(JXAHJAChe}MeBI<O96nycd_IaAo<
zE|F1t8HmHlg2LiKmmlVZy&k(ynzXRT$HnX6`=l#}1Ko^T`#NA*e3CD%RI6g4Zc_->
zG8^MPZj8^~ZU_wn2$}v+OVF7{Os|-yXNZ5K-#F5a82?qeERbJ&i5zQSYET|;cJFp2
zo>Cx|Q^+UjP1eKs+D!Eu2QozRV=|4fsk?N;^owVV!8p<o<HL$y6?`NcEy2>wMoS+B
zA4tk4Qa7tjNRj*t7=7R7oi*3_O78af+EhmJ^04>qi9Ur-E=dvojLigfx!0@7xPsh9
z5b8eJ;J9lYqj#Uzh%H&m`JfdcgKcZ>79YVKxy4DOR_{Vbsf`wN2fD<K(&2X*_W3O_
z(QEubpTxIr5B}X9PLa!&rqfVtJ89H)x5&P?#0-rPe=C?Z<2GceRBPNV^VPV!IS9_k
z$FK+PZ|}{;$V)E-((5p6C2fM3Sc%<L5Kii1<N9BrHyKizPjU&px@v85sreChv4C&R
zbU^wr)uQT4K2s~1pl3QC>mRr1en;j)tALt0_A96?h3{<Q`CWK$R|<GoIC-OXz)N+Z
zGV~Ih+^z>7{e8nace%d<-6|01Xs{*h9QMMAi>Coi>Rj!aUN25EHkz5s(V_1Ze&UL-
zf}WD;1fl;1{9)>#^>>0x;IBbZRLsrJv&V@#agIdg@2hMLJ`KE$grYz=g1ONn=J`XD
zIG3#j!8|`qrWM+7e5RAcE{!5<H&L88ZjuCAp%E^Um()zaZyDtXo?Kka>_!!tbS3@7
z6sE1W-L^kywo4Y92||APP2N^lEG@Q`VNp#3&!j~|M{KnXee<Z-hK?+j+aAPMYU}mO
zdYgV5E!7A;u4{Kq0(lCo^KI2FaaA{>78cEv4phQ-U1^&AIhaM<?LiyQ)ZTdJiD9E0
z6~5*vJ#E6hvWZ@!7dLD~V$8Upr;uX+_0?22Ajp8Pa~Q+C&dxMHXh)VG1QSHeYCo*t
znt;;UNh+c3&KPmm#i&upGgKk<(rXl7yOkn|BcGt(mR`%glX{rM$BBLszVz1XR@juI
zIpjJCkSl!Ke3|e2(XC=av5fubG47}hsz{Xk9@G-_p4Ib(o+0|7%Amd)ed$jJdSe6$
zD{KjClClPqJ~3@#&#?6HNj^z$jUL9=c4<yZUFW2#-RM>s&#Hw%DI`y7OOLn7WKzn_
zlk2bpT}loLkOlj!aZaJ9J%=v5XTr5It9$6(d#2Z)&fPSlCx16B?eTso(%Pk|6REYm
zFAi$YWF9PL9@0{@b2#CSD1jH;k0J|AB$H8>GQLo{Rg`MQ!m?yIij%W&xQM>CyRI8I
zEYbMk7Q%O@qtYIJ`M7Q-1L`ig`on(#9rS(Oo=HRm^m~&VU#8KWkitHdsv24k-nAE^
zNed%Vm`qM#)!2_G2-c;SCn!#1S4H<haN}1VQ0U+*=x3ew9$!huqehNf{E6yoS=scM
zmp{=#bCDNkL+(@`%1a9T+6gApET;?QFj<)5_&3VXXJ;?IuKqOtKwsAJu12z@ufR+G
z1#bF;MELVdZA&H@JNasPHd4EHYN5jEh|iU`fJ5VIY0_3vihgZD+=QNF=(rtLm2o@&
z;bWIwl~!rYmLJ$YnjU*{w{>O5B{SYa4wIw}wFI4`Ua%E;Sy^>1c1Q1(AW)f&TxB+3
z`X&DaMScZ6JKxD*{2TCxrNhYP2`+)}jG1y}WuD!c@$fEZaCcK#N$H*ju3s5==Sqys
zc0@ABo0l5;G}HhJZHQ80^YWNw$Zn$f{kTb>6z~l!pys5jnQX=CS#z017!zuvIY<+k
z+h{H_W##&(Ex3L8O-iSm9IY;wB8(+Ls85m<06)r!A#~oMkCGienh)$Nx_v!$*lN+t
zGs{ZM*~Ly`E6{-7`LTe%)rQ2Di5%{naY>0;hf8)Vh`75&y0+iY%GhU0&6y6<=%;P?
zSGLie|6!`3WG*!?sdD5D{RaoGt4h^V$RQ3R>o_MRf(pI|a@hdAKtjJBJc%9MFt(f7
z)`NlZ6IcSxjdU`X$OaQ(UYn>)rv^tWh}!zm$i8i3A|GU)i|qT4W$L6RKK?K8+H9hy
zHRq&i>a%(%jb61k_xXrmnZYH{`f=*@{z-F3+&(xzv?62}=`hSIIYc|O?xxpS5i`Ly
zO0vOBF;!aS5#DU;tk9SF(*u1H-#S0cul>yI5@|HF-hZ1)E3W8e;;n|80y0SLmJA$=
zoE{B4EF1V3?a17ZCNrm{waim$9o2nildBj;h3NjZd5k1xbtYYA1zn2oUR;DC{Q00E
zdfNVxbls0s29|Ui@R-{^&&b~35y9h_fp@uKM(>AN0?v(DbAitg{?L`~!}Ur}j{FN~
zod(<Un-^avWWVXpAG*`kCGU2yf0|#WRA|j*C^bBd$F<Vd-rjw$ksC?1K(5seqsIzj
z0HbfYmyLc5e_$t=_q_@t<u9YQV>Z*=li4A<zL`lGSZJo=#pJaR|Kbq*I=)q~`Q(W%
z!N0ldMf9_}k(UATGG|z44bkM2x?gFQn3ZM;pH^+x^hCYwRZ}uO<`hSL_2!@xzDlq6
z4c;}$tK4zVCy8<HN<^&POoH6Nu-FMKfxZe0uoHPabChq_YIoUZ6!)!zR>5TACt5Q)
z0og1BLkC??3_zmfWy&DPcmn?|X#D)l)vtO?_@XoJL@mwCVm?Q%jJPB<YgEUVnq|f>
zP{cen`e;xy;0Ia4-Brr4+$zDr(-vzUkP)|%U^c{mbym;~WHdJgj`<*+Hw>?9h3m2(
zT`7~~K@F4Jw9-)n3K@^K6gPeB>KBjQ)I|Vfh|_e?t<EB2=hhF5!AnLtwZ7(7YHk?=
zwfhBfOqoq%w9ss!6c6oP%WPKDoJwhU6JYma9jmyRPM&_I&}ITgIQIL~Os`C&_x5l?
zs-QmRs$0KMXtVHK9=LUCR)l;BYSK6|Gxc`&_IS`9DabM9*^}OdeM=o6GAP8>P9L`8
zbauuJL@<>K266&Rpw-Ju&n(!qbfzHc+{v+NLS8Z`(_8N{=BS#DpVG^ZTVG~OC*2^U
ze?4zKPcO_=U8hkWRR~|uTLrcI^$AcofxNQDT!Zl&QfxSk`VB21=T>TQrNSZnfiW5%
z<Hh95@+9QfQICdejnzbr>|xi&zDNV1LOw|!;xIke_2FdGs2EN>L<5WA7}pL)nuWng
zjFZitjYAN99@OV3kc9l|0c;{qvN51|83Xd4MVH<)ojProeEFUkK6!b`Hj>36r9mqg
z@-Lv>ZR>J~+%O73&#yn!k%}$sw||mP(HFBD#a}QSGNSq@0F~ZD(`Li9WY<XKUMB3L
zuzCYG4yb-p3(-3UzXg71X#i#wOCNddd<XjS0T0zqT33van=O|+xMF3@(>_n#wc2C?
zXMky<#1y%8TP}7Gb|}nexpRU$tz%1Vyi=d;Qg>~<qcFhO_~41(RI8%3*J@R;1X(A)
zpvsttY5T>6eV2Aguk<W*w7&v<JUOsB>;#rTt5;()W&v4Hezn)~>*Gf(I^DjLWD>6}
zzv4S-<6`;MxQ;<PddxX27<9%Q?eGFk(lp+SdM1&{fRc!LazaUgJwJ#g)Yqmrc6M!;
znR5Y~gr|pALvQL>Qm~GC-hz={Y_)Do8tYX~-3+k{77v2^@gx>e-%L45sQpY8_S%vE
z7>Gp&I|{;Kub7Hv#GAwEl`e?rE?=RWMkb%3h<WZaghj_c$P(`U%0y-X=-^?$E|X}D
zqtY&Y1yyEFs6#E%V&Ej(@$ztXbgmwOq1s(&A47IC#BAYmg!q1}$6qD_T?g3OmkQ@x
znR4uKZ|A0Zxda*;>U29u5*<^cOoZ1h%}gDyU$`U?f(W_y(SdTFm0`~Zh1rn>PsX2S
z(dJmKWY)+q1Kif4C+fn6j*aZ$&=2Z5eK|*N$I0bmUR?nokXkI{F}u&x%h;2K^o{$n
zb%0dD{&FmO#b$(K(OA6H%_aDn{93%^YM1M_&P_GiUMWY@Vu)KQ<v1*cxVUdyRp<oi
zllajM<4dpgp4HF<!(lO|HW3zh+s3{Aejq7(rhrNP?G5?i1Tz9Z&=PWPMt~7A9K#<P
zb)@mT`|>&yel1a?HJsTPWZ$=2HY;j51$`3V#yHHc^VF!LBcqP-+h$s+DDOn0j-1Qr
zvE=Q|!l)xAO@4r{)XSDW#yv1lk~Izrl)-@%BH=HRFL!rLWNJ|LZ(DTx+E7NuNx+|Z
zqR-)HKa4+N<tf<9tzI{^lt|gOH7LREXYNkN_sIJt69=WGZ&nF#SC7Vf?kXRl9_d91
z=6aPIOXzhr3*8(U(-O05a68Q?Int~AK%d0-d+6`3@j!@eneKYni-B#M{=V;u-L{GD
zu1`xQ?%@_sVB#&Z7wx=YO?-@cWZ7o8dMiZ*2I+OogErDmeq(Rs)H2*|14qsm16ThD
zyj8H|^a(D3zmy+X!GIBT`Nl`3E}J$>-y8WtZC;swK=PpXki(*jx@hxoU}WraHPkn;
zC(t<3McGY%_T0sDCjr-NmZh@2WA{PQGoF7D{rE^haOcDppsSbQX2o74%5>g_&ZVB|
z)uR1q2-=RF;Da>2wEC*2r*tRwoaM&8h<Ae9>Tv$t<tMZRoN0!PmYek%V}D(?NLaNv
zTneY$Y26TjN;(Zp|GV^<{|`;sVrF@wgC(p5x2Q_YAscRNhG$MQ^Cuo=I0|nWSrReJ
z??0Y-Y6A-DhM%|sWcj@}1}sirX$;t!h^Lh!j_Ed}Pnv0Sj5u-9EJoG~gQY5yHKwLi
zlNAZooOLU&JEnoc9&LQs?qkaGaxWww@TuNHo&praOJA7z^q~t~Dubo*2lf@+r1*0A
zH<vIRf)@HDS=no{FltJyZVM7g^-JXSPh0Ar5ZQ<6ryU9sPi6^sH?<s@A>J446GOZy
zSwq_FpT=Qc8Aq>h#q_2aA}tbEc7!F|;as#8l@bzPCk4$gan}{Oeb=!Ip%52Yx4%w}
zeQkx<nm9`hH^|$}quh5;1wVl$(CQ_!nMNKegL~D<B2#v4(?UVeqE`}kjg4d-J2|#V
z`lN>GyEnJ6mJHP?U0NqhU6@#FneDE1`)bLS;l|WGrM4UD-_Q;D!z+R22J1K#{~`RL
z8Zyxj^X~D(e*vTJo$$=e8r8pT*?*!3qvyASYBCY{bMURmuSD5}UuueBPYgSjn!;;e
zR+_30gUjcnER;{q%KapJ+JP?pP7STzx8G^H`A)mrSOYfzJ7zL>+gOQf=#KzB)n4nC
zTE~0Ib6jlF)*T3NT+2m3f$E7XMRxB%7Mh61wVI~Z1?x5FTl>g@z=11#ljL#S(Silz
zB|p?c^zIXscHqmEM>0`O@y^vB;%kBACX)jqf}72PWam~C7$VukYQK*?ws&D#xC`;&
zOnZiOVPfr|wk~~~T=)P%U~yodHGB!WT!CQ(UHX;AYvY0HkuQIxWB6LU&eUk~k(RuQ
zCG=Xyp^vn=(>2C(&7x=SBb68Lp``gFpQ87}^eZV((y({fdy1Yw7m3t+KT)$A9x->A
z{1$K!)+y6gwQ~PiblD<P4OPuY<vz}`n=R<l*@J{D*$!&wJLFoK`!%MHTVuK(+$xCU
zp3ow2j(O{0car1AUP9(F&`EgHZC|HJnHwO(9?9XQ;GNt!e3VaQ33jjb4an^@`JG&(
zf<;7Hxi4qj(>Bs8+vvIFjD^%cZjo2!>kW2u6x{e@&Ns-N!CpPgtkn#4Y~!CoY)zUy
zX!cv&deXKg!J0gCYA=p-cjG0|jW<RtuY8jch$iNN4ORI*=@z-98%Ar*?q;KwoD$lB
zTB<04L~CwoE}2aGX1&EJ2`F%BzJf|Z^nvZ_W9U++#6j)5I8^Dgr!I9$JeIy6)K_w=
z?8~>EoADVtZqd{3I|(<6t92NPbK0ITLTv8h9MRJrE=ji_!tOrpnHvx1*=Mw?6)Cip
zxa?sV_LX7uUP*3AtU|Hvyd++gHB8$bxUTepi;%Crh#y9FX->Nur7sTT7{lyI@58=x
zM-sRr;c!Rt>{&Z@27J&yZpz-c4)NrbFn8P$Zu)zbnDs~UCB0LANUmd?&A~=YkTeUu
zos$Z>(0fm5(l~wiLMc^+v-Y?p^CZj?6N^I`CiwN%DrG?S`CzUs$Rh5mBouc1h{(k=
zyOi8S7;C85M*kD&Rs~wBuXU+O^z8T8iv%3z0-w;I2EXfQqoR1lBZ-9ABs;1D+O*&$
zi@;&6w?4yu$^2#WG_py0n0ac99tNZea9ObW$DuRC>=oD<A@ns0%XyD=+~pZEBq$%e
z5@z)d*zs?#V1DV4m%csC1LytU-Xt<HV-fSdZ|{#o_rE<E^xd~NZyht=o`hNbI;_L`
z^bhDDEopq2rM-;|l}5oQdjtWYm~o4$?QITHbGcJ&7%_`&#R_7S0;~1mrwEDNCx|^t
zfK=KfC5DJFre7k4>E9Dp0NfM&XBsR<kzY%D_JY922j}ui5U5$-IGQEiZulo7zFxw~
z?qR+$i+<qux1pJk@2^95!@a)^{RkI-pud3y)aqJTwoK}4i22SJvWmQY&V5Cb5LfHl
zw=YHJUe<(mNwL<HY+~E_R+c>-2PGuNw=d-1L3a4~Roo~-{s=AXVmm<vu)XQ9z<8Tu
z%(toi!+(S7TCT&>DOFAUMv6NKX2Y1gP>2ZZSH8KjfwC3Rv9-%u#QRzR=smp00}@DY
zb?qDctLJMqX#G4{1-xoIs2~xZh(Mk)r=Ue5xLT>viOi;EiKDuvna6OmW5!4HA1}HV
z>YpIbP${m|&d!p1H%vaA1y9%`_+b7pw`lyIG4q0bJS}F)STv8GhmEDzzR@@Ie}lbm
z>XYnz>mbX%&=A`-_J4r<@yRqV(34t#ehCBu=UESe%S1YK4(bvR)Vv2^>)XXsigQ<?
zkI*EwL0Lp&&v!+(Ns5i3;;&+7&~mY5KVuLdcls2!K{3T|W&w9EIOk%75%S3x;qgJ{
zyx_xX&NWPCe~cjFeH|mbhnI;F{_OcOF@k_sZ3ewhDn(2xx%Mp)qiV%m$Xj8JA-#;H
zI#H7cEojXP+>}x@m+lCdI!J5j4g)hcl~##~(?^Iw|Ethyef&ogBD;?uXM8SBTmf>=
zd)8c1X$bm1NoQS-L^ZfL&#5N-+n#MFxr4dRI!C@gzt*{(BUI!MU{_?cM9|lU(Q#-!
z+q`W8EFdY=vGy@e9k+FU9NkYx<*>}RVi!%VxkI<X?l2W$Qyna>IiWube%CH<NPwbM
zY4*yLSfaMe8VL&4nw#0Zm$+s5Rh#z6U(QN_ua{pQ1`fkJIgN+CV+A*+ID5u0MImI?
zQ!6<^sj(7!GkehWzuLNK+%hNd?M~j$GS7T}g%&#_CcZz-1Lxh}pA7is`x60g`~D`+
zn0$XC=8fOq<Utc#o;8iR@9$4DI}8ARcm>eVT<4g);wbISb<uI5AE>S8KjA`a*1gE{
z`>6ZgvyAt~dlvC(Hxpm=J?F_&uK)Qr9P@31PuFLjJnCPA?)uAr8~WjIHwh%&UKp>b
zFIf&?Hq*?a!g!7rd!D~sE#p@!2|w6LkYo;h&nRJzIX7ZUemaiLDEi}$uQC03?Bjcc
zyi!39b`qOgV#0IJ2e6>wb`t+F>ehLN<zN1IUtBS1MQ~l3j|E*qT=&uyy&XVKQ28$1
zfhoy|J4u;Q;wd*2?6|;sJ9)&v0}O)fPuM>T+&AHZinYIS6V@zle1i##h;K|-LcGm{
z=Z^SyfV(FAcYz;YK;sfUVeg6C5GpZ6_d(PfwT-S9bdu%;cS5rdTpo8P?j4{{5(|Qn
zp7S$@%!PeC^IRm-bA0|V@xyUyzBvQm+$-d(EC@3MHU!L80NY-doQcd=+1vK`{u-%3
z8?+#O!R77)2nAN9yNSpNsT0ageYrBmFXFy_f^nEzN4Y<bokbCJ-Yd1rvnT$`<Pc>a
z)Md2hA0W5RwXb*iOq+K3U$7S0{^~0>D88$&3jP>1Zgr$nN9xNlkGN}q>mRnjX8E%`
zm_hFFNi3nhpK6;$zj<hS$6R2)46KqJJ7&$Z`lU8M=7c4{BXfhJ)URL0`X7jn%gdmz
z%OZkiHdhWI%Ua8=%A{9VeMOTIx-1u&9UjaXnZpKV3rj*Pv6oPv;`}{kH_t5WxV6w%
z_av5_bsKIcZW4Wn`L^WK@tICrwo5*f=3kSv6k>JVB^mO~11LfkKi&79(&Rb+9(2!1
z`rFWqfAo9iF%xWAknjKIl|Wyfl=^aXYd%|<jnecr(O)4b<ki{U_6}R_HL-}hs2bz&
zAvs`ukN^|UsKs?}#D%t<C#nFqm$$XtJ2HkW=)lbe7k`CsA&Ar(v8WM-i%g*3!Rqm9
z>jfI}p$D=ri(y6B0|6C_&D?SlQBD&<t)Os+vK?Xa$hipR6?|BMhj;t{f5hNZ2mj0P
zwrbsyXU6^}{A>-jNGV?f@kFrwWyvkM2iv3`2I3Kk&7!vX5hGqs`e%sxCGx=cIfgBq
zi0vJ9Vg53D{-`z2ydEPmhb@5~@SeuNg+shno9hs-4E@?S6Fe7|4;{I9h}T?PsTwS{
z*fkuS8{$m~p~IeOSWO%%t%H$p*Hve2CkK;kdJDI~#@BCV0e7zng&T(*M3?LW={Z*q
z>$YymxzhY|lh#kX?_SBk2jVdnT<%`=tflW@%^o`|Z1w^_tl{@utjWXwb$rIj`bGTt
zd*<P*QFXZ_g1@{+o=droq5mfs2sW1#aSb|KV58h^P@kE+cKzEHI4=SxP4dIKEY6iM
zbGU9AS1?*j#O2gaSpS-~+m6N9^C<LvT%RmiS|7g~7+QH?CsF6-1lt`ZBaB{#c96b2
zkZlM;?9LqX9&CZYm<y1pI+*SJapT&ow{m+J9VyHvo7wZ;!!3^GFIC7SBUgg)>pe$J
zBTLf>;xpm(J=a?n#H0Ia_Egg^iTR)D$(Pjk(-^bpVn?KN-i4Y*mT5MUC(t_<)b`I?
zLf!iw9a~%9kN)_tMu+BP?CK@CnI;!*sqZ|L59&5+Kk-m%{yK>pu)9yC4E*M)oCg=l
z6!ss>$s^}>OumJ@|6ER<`5y9txUBbJO4ya4k@X$NeZIT2p*72(ukjeu(z@Zidl~z1
zeeCO8pjYixm}eh*Y$q{!i%VrL7NSMeV~_m^x<rmgVK0n*j`p<7)@4bqhf`NUWUDqz
zUc!!a`xFtH;&$WQjEIn^1{g9Oh7KnFGwh%Td2p9DJsJCec+)%BkMC1mzEAaw?Bk>U
z*Dte>Vnf};m#KMLyEX{a`zR-o-8k}qaom58{{VLHQ<Py3C_!w-X1>DT!=CAWw(2sA
z=Vi<tH!5@T1Uo;)z6bRnZnLg~9+YO?5WCtH-*uiOz$3a9W7PLOjIitF8(2bpt-rg>
z#q49ucb(7JpHUW!=gO@cJN9{@py~;4T;hdd$3g3le*qbBXA$Ba;+t0Oj2pPrfvi7!
z$hT6%5GOuyCCIg}q5cDx7dQD3yMQgr<Rl%4r0;Qgc*1TZd*#?Ys*!M~E!;5ne^9$(
z+y4YPC@d6gSB&Pf=%O@^hE|v-wS@fm|H_*B4}5AEQ-9OJUroJmAFqvl)2TcCHdFsM
z$h)TgVe|!4myj=-`VM-BQ*htpvV*^Rgxs9g7`wRPE|SQ-?4F38fUDa<5yQ5WV9wQ<
zEz}TE7G|wO{0G3bCfhy=w3ULVPlCe|-;-Iw%^>RqWLZPzHGX(}m)^X|wRLU>b}x*O
zflr4Kci^&4(rz^I;Ukw-%=%G<1ic?sn0DE^eK-CiIQe;izR?Bzild%C^xG}DfxI}!
z|2sNDs?F_EEYGcJG6rdv_KR9{2SZ(w>!rYMKk#j~)xo&xNvo!ab#%Xk3=Iw^t$?`K
z;1Idxbc4*Y+nOjcAMatRjRN@DIe{9U;yym?7j<z5c7R95e|aSZzdEeH3J#86q4wH*
z_Q<6%j&bnDJg6n)Oy;VcB)4xq_mos1iwa5$W+3b)x|PV1aHl<+QsZS)s-H$T!|3zd
zMpFhUn}Y4M?9|n#m`f-hAe4UqOQ0DuSAh%VN6h6WdEd3~0{mt4yX@QRl{yq-*t5)L
znAwfX$1)ZzVOGBm%bBu-cF~l*UaA2*Oh=u_GRx?squdU2mJi#KtZ{OWBtr|X(`|6T
zx!R~|X}#IAF}HPJ3$l*ZO1S%m5}EAfo9J=usgP?OMEJd#Tg}bfzJc8+5Ka5W{w(@U
znfMwpJU&h3-sHY|x5V2E6=cNIp~50@H%9pIA)C9pb}u@RFmo9wCyNf&xF69)lX^1k
zV>4_YhKt?zQXAvRD^u3|IE}<Q-Vf3m?wz5JqhH*t3lB`8)#`5(C)h}&>*TMNBBzfa
zXM9UeTmf<~3uQR%i6LlV={JW=Cc_U`wf3{N>U5GJ8-6bsR%m=&RkO)4v?gM|TvoHx
zdKlW-X>9lw3$!a8NFN24#^xH)AJ`Ifrpz8a^T-TY%dG~gvRE<jWd<P<Xp;pRADSC#
z%Ba-f(-N?TeD;Cs>ZpnY`FfN55;D|x3$L^K)5m-lpF_XPi7P>7;&T(3_<a4SI~PgE
zstY%%r|&%Ou%peWZ`?BSY2)5R-nH=$AG$EB+B0<t`J$<ZEe%p0Gg2qH1RuAo+TXO6
zt55X+hNxzzPZjK2e5y%mJq*3ur}{9sw0ETIR7u$TPE|E#iBolBF4Eo+4*~oWU3T`J
zh9kej*2SM_!cVlUT6tJ}3vScGFq}mhir_aCB{S;Q)iq>(mOKoD_t$#KzS9KT$o%o0
z8X@@g?H>nUihTh6#Fn5lFKATEXF6mtQeV*!U$K-_6G1m+SKO_kb6OPTk6Y{=nwYo}
z{(yGI3&F1glv}{Xt|Ev77i?$E?3wef;uyNn(4oe9QcK7=SJ7~;;;O}{*A`xQNyT!j
zh36&So@vX7=S@4Wh4@{Yo;+o-P3NT$ziZ4A<W*zNOC@-yVt*q~nn!(6e!)IE-qZsd
z+S7J=Q&F#pIP~18N#rn0EOevPt^Xt=p7ozvVmnou?0QZTXr?rog`QK?Yo*Bm`;oqx
z=S~}__1mbG57-{y-Ln$xn@!3}lAvO;CH0S6V7u@RYE|SsnupLGFL#<nc6tl)4KT=7
z7g`_nEU|IJ#L-MJCtyB!buPPH1<>mH0WwYfqs#)S3~Y?juI+igIcj-xz?gLiHT0;|
zc42?KE)BQuxgF_$R4=1_zkREhLEi7^_UQjbO;7!2aQr2`Xc}mYdj7Zz?3c0Tea9W&
zc-#{Dx#NyIGV(C>`^_tX?#3^E2fJ|RDD*v-@v+hgV-VY@+YZsJxba!+_KRr)Gma}4
z;=@P<)MQU;%k1Wvh0T>tC6Jwc5KGP);zU*l{|(GN_vvBTZ9#ae`;^prqKxsPCds8<
zR8q^9%{Wt&;8JI*0T((`UG%<BC1IcUsqWC_uTIysk{$fKYjtPr!kSaG*QQY~J9$`W
ztlmY9+dd=d77h9<6g7bs^|<8kUK|^^VOp$>rKJecV1LE~Rs>8pf3>{sjl7VSe6k97
zd#SR(&Hj!cix)U0lkl~%{;3=g8XwAadbT^?Afp*j|GZ`Y32(yE{-)YR{c`~x>_y5^
z!hh8wiJT<hyWkx(7(ebmErP#0do9CXSp7h|&uhpKD0tR_U<Yn)40dpzblMeLUXJ}|
zyz?c!lDs#g)Hmse&OsN<FQe`I4mvK%i*`>~f<1S_ajDRe+;!GaM%(!e>({mpEuS?c
zLL{~0-ynF6UtYiKk=^V`9-XvjT+hL<p?*y33BXA(85OtK^9|TW!7%MNvH-g`si(L}
zy%F?#;p*P|{;+N3-}b&|HSt8M`-fcuKL4<<Q}<tV3H8d0p4D2BDcP&^QkbRoS?{2h
zY?7o`pQ;`=AnWKC#>p@Q%X)Q_B;I=GJeh!*Mm2!!rjZ5XWPy&8J>!}i;_f(^<;KaD
z&$%1ekX8Wi)3fRu8=LOQp}nr0!o^2q#qy7HZS_)M1Daihy~wOf_!Y-(euLYkOC{l_
zM{$l@%eYsT?|IvaW+Fw-X3fdQWO3dV&0LabKNCbR=|_5>$KdbZ$<BcnT<UP|J@DnI
zrgzd3?4^@l3vRNzj;%~Xd!P3}-#V?GyZZs&rqg!c-Fe~;RQH#*1bpt&UIy;p)=R)z
z20Z1cW_#_1iXz;uqiS|g%P;ECYsaX?ns(o4wrh7DM2}TRbIT)>FIQg{(JR@Vw@gj0
z4^ly`)7FW?`m}a^B!vEv)Uj&v`hb}CfVSF-z^^ece~0X*b}?RTBZ;U-S`=S!uLTKL
zODWi-gJiR%_=z*`2MIlck?=1V%r5x8-ALe<>}JRIXa^dA-`JvqhZo51fnIol9?X#C
z+57^<H@-j;`neZq%SK?7vHk{@P<OrWv;+Qrh9WB}#FHyI?A|l?y)c}4*FSD~^TO6n
zpK)5e_$70=dYD!?Ee^ckaTi*b?T3kPCzu?Lhd+2F%;n~|tlnd1Cx*=8UR+kY%bv2w
zR>s`whYIFueBk6m@tW2@8SUeLW6&~=SHzN~O|?6IirDIL;xutr95EP}#zE}#^f~jY
z!z}gG`aMukIdLV(U28V1Anq9SxHT8t!`;yDvSz#8nkR|H)@<Km&6Ct(YqtBXS%SP~
z%}XnO9jrC_29{8xn2y<T#IpW(O{A`hf@N@&SLwTQBe#*b{%OnXwyeAYX_UgObyQQ}
zI=NpZkGKM+P$%(`r;n1ix5yJ(0NxcB<D|=n&?kKU$H!>&n|yv9_WJyjxO$j&o6rAY
z;@gqwuG24p?maB^MwU4JH+FGXB5)uw_f0IpRvhlU8Q(4D(o~-9_}ZhgNUHPg)oeV|
z!IH@(u~JJspe`!{iW2Y)u#3L}Y)}ok!Wt>C`v9;7#p#n(z}p*WWZchD;#<KD>`#vI
zt853*Dya5jQwxF{P9bn!6Ws8y3m_h^$24*nCY}-8fFysRb=e7t#ey3zi03j!sJHRp
zl`wOQ!r13y#5nGQY*Gy>9b=9#n=(pu8)UN^X9Dn=#jF6hng?#l{Z1nDD~VX-x&29C
z8V9edZ3lmt`LJgTvQsCp1e()ua$KA}Vjt4|aaXf0*k4AwcbT=_viGiM-IL^EOR;;_
z-t~<9UqI(<UBbR<>vl(J)?jMsB$wc0YDw*|bn!q;RF{3iHDS;a*IdBl$}oq}ZqLfF
zMAixir=-~KbJ&pTD9Bm|BjtvuHilmWHwxmfZ)gE{Z~TaxG9E&giyU8~gvS?Y!<(W6
z6SjyP_kx8<@-Pg(AadM|8D!wIF@p)4#K^m`gM^)1BNk+_g9%%DK6IOO_(qrTD~?)k
zrN)#45u33-KN1cts!`##I?#@NVUC?Vm~nB97(6<KR_nh_3@wI*R_o*cBtiZ^b?24j
zN{?gV1$F%~^k)AXn<P^z5llinG%3}6>4=UP^?VnFgd@xsXtkhD=0OV3wk!uX3pfV-
zU;iE@opC+Boe;C3E-Stkc^r@2@jm*ZsMglhM$-Fu;M&~lfgm^f*gu0zPRk`;n;)B}
z#LQo$9AoZf?F9LOiy(9R^4WuwTSYCjy4(tjwt`mCtZcZZQJxlyx58v~PDw=&dElJV
zUSy@oBJucRa)a1c#oSY8g8aZmkQsHBf?FiMRn!f2PQcY`_*OaV{pyS%&#SY(L7l%W
z<{5QHkXO}tt#?V&0@DK-;U)zp`x(V(ghmfkcT;Gj?f%dRL!J(eR*{>b(WIEs&`8_0
zW8KZz2w~<n;)Ai#8uuAn6`!9cpWj<>!Qn2c22@9if;JDPePc1d!jwDwE$|rNx&A6k
zGb-)3a62OH^f7vn{917|!{jC|tfLiVNGpNc{FX5#cK)jz6FXP|BjgWigq+J;6!&f3
zp){h}I3-2;2e=AeMYZtWNcRmG9kzgz`SOIF3KJN5V_It%-GrrUUyek8>89<p-1!J_
zOzz-=BO!lKBjk*_i@*hfw`fg6-4l5A+_+QSjl56YG4yG5FVJsL_er^<>Tcw1>W+{v
zs{0Q5^P?%^uLt?0)@XJZ=@yM|gkdK*=?vZ(h8cZZ7>1EghhYWz4Pn@%*wHY|Y*`D|
zj>8aiE=L06ur2s!I9GhCq5M>b^+s{)a&Cba^vqoHs`B{`TrSsF60q)!Ysx<^!R?MK
z7=g@9By1Z3h<<J2)*nSD%Y+klTIM;4F5M^5sbx>tGAaeJ3kF(EL&HlgEUDT`YgO4N
zJt}dwWnhdR+{aOku4MRglGBm3at1kfRSt5}Wg@f~YTO>VlPRHJbOgUCcXltw2z_tO
zQcK{8_D4E@pTOhV&O}Di2=|htmrmarauDdnI|rS=zIEvCD4D%(LpFi($`lbyj*_LH
z7O++<z$#U5LiPf}trsDev}T^R+rmRqwkIpV+wzN&3BdO<Hv_0sgRQ(NfU;`o3Tr!Z
z!kDKcr&Z==$TZ1}hD?jhOss@J&%{brExM3)kTfY{I7sRVx%W;*l=%fbM{T+1s!?Hg
zoQU?9Ya(eg00EY2ddG#VY4s8<xlo^3gGYET>-44Mu7qvnB^LR~3h*|)h~%z>jUWSF
zq^g*S#~J`vl=^bZ^RyF@kpkN_gG`GaY1qwy$hbY;j7)}q60iN;w(wV(BdzMC5IOk}
z1X{d9R@2CcBazo!B+d$&%|%AB!F1cS(rr_b+i0QPosP@?EJfdxZp((?4TKMkM2uqh
z5^d8=v=3Nwqo`LC?Y4{&?l~E+W!TnTr!+CzR;(}M4ru)5TDaa)O}StRp3}VdQ4)7@
zP13S}6MLo}eRWY)$~>{z<*uV8?&R7X*h)x6XCBQf^?r}t&=c<B+A?`BWXgK2guW?c
za%z9bgdtCdAFIgCkm+wTGa(ZKJsmPRbxX)JDQGxka*MgQwU;GePw&!`G)cPcCvcUr
zwLdwtLV_xN_lBqAc2s$~9^C20c}D6<@)<jY5Ld@LOI~vyuNKsWJXitV<`FwC?;e8w
z4}I74)nbTz11=XuZK=i{a3-vkqh)7jw}1ylin;c1D*9hRC)bM;w~gjsVJBf;;(p}i
zeR!z0J4%fvh>cgmFig$1sBFNlQbgOz#%)DwqgzW6X=9CZt0|(sO4&l(&3+*E(Dh#I
zrmz!mohj}WcDzN{2=|h(*V1z5uCr|zv>^Go-$UCAsT<z$WF-$QJI%D0Ys5{r_}7`6
z{_w9uw;druJ>v+yTs0R>4>*bodq6MOGAw7Wt)=M4*LdCBr4-$6B-!%YxtH3N*3GZE
zl8Rcd>W07ShKIPvT*)9d7LnS@Mw{Px2Un^IvighFZMqT3n=Rmu?m;v^)<qD#(F3*v
z9qpZVq@a+nt+%sMS7sR9s}=Z2moFS&Ruq`v#kJ$!aOQgqejt;v*KgHf^q3vLMb{f2
zX~L!LZF@gbf8R%nq0fJ${=ScNQtI$W>Tmr>5&DIX)ZhD&LiAG~soybpN1l~lymPvq
zo&A>YbSC7=(4_dfJLHPDgj@*sQpmM-AKiF;-HqWOYMQ=_J-D5%DT?|Wm-;$0a-qy=
zt8m}?acf>2eb^0hiI?ngJZP;H-zE<4lVCxbLK1IM>`7*J_HvN9x0uG!#WW``!rUIZ
z%p1C!Lzm0i(OCSht9#;6ALz0|R|YARaH}&7{Ro5FfNjX0;{#fI0fIMLQ}=*FCj#<2
zTXEkm-Q|<t6*;;FfQbA_jgT{X&MjbCR~YeL!4vO~^!hGouXL)mH5((I*X)%QSBy%3
zRmeS)-Be|SnAvFIP*q-_K0kzFLgPt1ryGQMUeevrR0dt8>S<s&9Y8FRrRjEyNbcx@
zp^Xf|y}v5b?Z1fRkY~aTMk2^<<&fMtkvHHoaY!UHice%v(uO5g3&g|m^r_21+!dXM
z?eX-NiKpV}NoF{n4ofd#OhAo5Gh0l`%Yyno@G~MW474u|^m}r_@vaE^y<N7|edyFx
zoG#=LQfbBff%g34l6U2;|L`M@w8fdjlgtw94*)CLcAsE_5eV?bAZx}P@5DX)ha~>v
zL<Mk}n22$DgUr}+HR}7005nB(`HeS}U!7Yq%(N3E$}QZ!4CxMPE5dilTP~%!B}<Z-
z>;u`#X>{JRjG=>DvOL|Abz&pvOd>0}Tc3mYokX^J^75%tqbg>FT;x{VskrJ^bX-cj
zjV7n4jzrd3koa1V-a`CeKa(W`+6QmiL^~;E?(o+eW;wH!-jdZM4_<_sE6Z3em))ry
z4Q)=mKgU1kE^W5kwHYIx*JgWzHcv_!)@J)wo7IdmBgkA~#(~PbRG5jhF!Lk^umuNu
zpI#i1ziCDOk+S9@!0e^h{Ns|?^)9`3t4Jimdqw}>r0$nw$S~*=7=S*AwfbNB55isU
z2(lRX)Om<&H2u)!cvnms7Ef?A!sxFe1C^Op{5;7F$Iq*knP%jSKy#HD1xC)Rm6=E@
zGl5v>j<~P>n`^up)sb%H+%ziZ6|q#YTRFGf<i4VFp>e65Lq!|w!nyV+vH1eAj%3^8
zlNKOmO8u6(=roFr-6*d1e#Des<)E}wXahJz%ibs^ekHd?jqFft9w;v3{sTGP`o*yE
zJHIUT!kypf$r$l@qIg>3A4N|kb#l7w!HuvpNuuCN>SG$yNxE#LgXVd;v#ywx(|vg}
zPCfs&#9hj19eKDoU=RE9W#IQ2q9YF$iB^Lm7Q0dVWezgL|G-30Q(xwPRbQs%^mng9
zH1s#oR<HFt)xmDp-|qs?=r2MncB85p^+iZq>YJ@Bq`oU<4J&9_<H<WHUIKfY^0uO(
zlhoc84f*Mf((Nz^<DCwJ{CF%Oy7AAXj5jeO%>=E;2cc$CR;R(p$FHTVbPnMKJ*OiC
zTdrVtl!T<L`p8*B^3tiN-xrU_DlAl-0|kDiQqs(*btD5>2W~2#%^}NC;+YRI=`=aW
z^}q#?TfW2yrUt`P&yO;Nv~Zl1G=5^fK1Z;TtFuf6M$v1ispDzA+1wdY*Z9%F&SG<e
zHDlcWq2Pg@EwD#?q-N2b+=C7#tb)W#CpALeHrtlHIX5c!_Yvt;zY}lu3ba$d^>hr<
zRO?yVumiUj?6;Kp?*em5j1V)i2dcw*CF++XGW`XH<a~`gw#a!d>^PCbJz<BmcZ3~t
z$a0i;I+kw59RPDH?oc*Bafh_4aWpAv`~vr>1xG9AX%Vj-$aG46>3+5|dUAFFco<}l
zE>P-M&~L;1Q9ETkQIG@MJ28pQKC<!b%p*O@Ug}BWRx$n??Ap=^EM<$1#<%R^@>Lpc
z%7!JMd<i<JwXRw^PI6gM=PGJ#Pu^8QG#LS}KG3jd0VIi?p4<p~L*&dF+%fbOnJ4BS
z8N*F7S91M)V_V<|_(kB{AlVJr=O3+_+4C58bD1x<=U{{!v?|hS)o2s*lv}#_044vn
z#8x{F2Ly87KC5^#<Wt~^Z56u%T}85`E@1}^p)>h{WJ)`?(CbKa{YehcU)nzuJL@?F
zz7THZ4^+u`OSq-Xo#ECTIvTPR>^Fp4{{%Y|ZUOAm;g;I6HO<g1LBG(D)EgU_!l=||
z5;*CMyt<*Z3!eaoIPZo+q`-EuYcE_nl_f?DJN!4ulby=SSEeKZ1JLbGWmR5+vD32t
zuk(mXpu<m^zdfgJy?QabX~l39wflbhUXhgxq~3bK`WWVb*%4tL*-jyo$%cfhbKltC
zMLvwPyclN>Ame!%3p{*R`bfuYGX+)^tc`Ic9jm^%u()f^UL~v`Xx#seF;7W3!TuZo
zH%VE`g_nc2h!Nt8h#e;272NaBQw>0QkhhI0r&0fd(_7=3=`8_PNc_pw->X1KZ%S`n
zE4)C!;qc-OIUHWJ^IKI#87Wu-*e@dumf28qi_DMAmTZrIFaz8<I{NQ2$K|-Ek0JVr
z=;-l9+WpayHn&7aQ@~)TQ6g`Qj{Y(-6CL%DXQLx+7GLj_zpT`Gd6sv;BvXxp!ktP~
zZFOe#H&HD)b7nN{P%H(u^Fh&(rm9w%bdFcu53JMEEiI1zrl{|MnPFPh&QQmg|LfdV
zrQ0Xnk4<aY&Nt}ttmAyc3hmz1MfPMSRu%;^f1hBTR(~6~REh+vMTCIiR+X*5M`V9}
z$8rGh)c^-(2|b5914|C=zS2`&!8#%46Q}&+5_vg2y;f&61bvmUV>WM%GS7%P(bD*G
ztC-DNe%g{TLVS_2!6a;!@>3lylPn(OZKKL*)ESR)f|iBYZ3furJ3Pjp25xx_1bEV8
zECMqgqYpgkF^pb}*tNg*+i8TitON-$DB6jtAbD4MIk#+iO=%M(V08^=btNTUnQ=?H
z;4iv>F^~ARG2~94D=Am$#~Y2QcqK4?z`TS}R`)(X?ik-Aqpyn)PPsW=&N%SEdIH#!
zDX|25KG5`mVQaP(_|RZ`(O?4r!`6(&UD*84(BVW|^|kEM;W(_rty*ham8Y;l&4|OA
z(c*4vG{QZr(Ob9~#qM*@Dt6q^oJd|kUbuZ`;;QAKlouXt7^j_yX*m#b+7ffxR_<YM
zI&Xyi+QN#t?mggV2vCh8KlP+X4!k1_L4&)Iyr8|SIxXMG+_s#Y23kOa;|8Z`E27mK
z8q1?6FJx(uDNd7{FibAZ!ZK?g>8O2z_p|VFn0;+QQpJ99BkbG}FK)BlsM=sxynMJ`
z@ro6@GHzv?E`2PqJ311BF}^x><RVBuuvK@E9K7R2vhw4<Y5#ShgX_;ppz@$b$hpyK
zc473g%82(mo`8=?#os0Fr4=4+<;IZbmD?|_jBaW5SH;|$v2JQJLd<N8HUZRTzfzDU
zRnr&ooN{P>Irj)N+<{azP8pS+VKoJp&UbrwEH~ugDfR1d#e|jaqd>+bRJ!ZsAac^#
z%pEr2saHCW44J8U@UAec1?Kk~xEe9{snAZ|6mvVVwl$y?Y)>Mi!FGX+2iu|>WlvJe
zVd&Y_0nPXtq2@M6J1o9-V(~eHymY>xA$d18M{m;XPH&G@m4!~7NR9$aEqfN)MaFJu
znzB2&bSEni-B9UHmPL45Yb8o#eHZd!mPteC0~ZnTcIm<e5$d$lnroTs!LHC@=-L}+
z>F8yzJS4ZFAVMOgklI*La(Gc94~|>AW<7+&8;LzmOMMeNUJs$GUQTX=z1{L`6tfw9
zgVxX_vDyNv4roz9D`Z2ZXAcq6H)v<pGA>Ql)2Jg!^dNG>yNoj{H$_bkZXC!-@RO3}
zvlo_n>QEM`A3S*xX0GnR-WFQckY<VRqS=Z2M;U#WX8SFLvX+8l<O>S!CltH|-_-L-
zxx;$y2Ty3Vt9&hON64AF2zT0IOl!c0Nk_^fPjG}@aLn_Xj@Ly*BkI-_vDEXkO>|$j
z+f!lCu8O{&6^0Hs(^l_1*H=GAKO5DaniAAaQLPuZMYS0DY*g#Tol)(i)IZD4g|!HL
zJFHdQBK~2u0bk-Btwy-QFpg`E;x_Y-(f2oESkWjLSH#kGhd!m2+#zf_H|gct9V-%Q
zorPlcmx&J}u1P&Yz3LI~iJ3cAT5{LB$FQ*@*pgPOoIJkD{OaV(!)#*Z4qm0tdIvTc
z_jBp!p#L^Fc)MFza(mGK*xc;!Rdg_{B}XWp*a$jz$cn2Y58<Qz4mP^WK`SXMcIDK<
zHg;Eip<DVi99c}4E(4`IrvC&vQJ93SQ+NxYiyN3h9j8}~PFw_;yXegoD%K?~-Ya(k
zt{$|vs>oV{MpLW*IC4{+5oWO+w%3`_RAU5{yX7rFHD2n>@U-;sB!;x&+L__R4oP?K
zA73M=6PTm~TfKQ);%$XaUncI|Yi`C&Uu6bf-J8)80?i%2Qed<c7hl~y&2x46752p4
zIDVx*qSfTp{rLZB)7-ht_2N)A$<H4luXw}Cb=9QPf#|e8blQEFxaU*I)r==CK+Hw|
z?AYc2HGKOjQY)=ex~M901qqvTDiyX`T^Ju6nOQlAb(p4(ei&P?ME*oq61R?KmYt87
zMnn!L0OXp@gBl@c9^WH-?RJcQTF(=A^`5X(&+R>WK1t2Td?VOuUdR7DH>ctVcw5E!
z++aKV`I!{K$%7k{`XxBoBXzW9*$Pok`m%3rr^ELfPEjzC$``>0UYuGH3qa0A-~x+S
z{GRtFlEc5q`}l%`UJ*I;eTrDsp-g<f@|D|1v`5Z=Fk478?VAsA$GsI%ohtruBFvI&
z|50*c5fiq{70WrHi%+6UMbJ~dCq1Si?Be=$3TDI39q8JU4G%I6P8Us@@6nN0;4$j|
zx|>HM-Hw@g&&j7)8j?meF#NCX@)qqTll<!fIf}(ya=~6i{2G>gi#^i)KZuQ9DQO5i
zQ6E8yxlQ1D&v~`B+!6XEx$6zlVHDTVJ`A1gn&T|^7&G3xM!QRmOzTxGC05dO8y=kF
zn%8K{T{K$`W|3ui2|E2l5O9uJ-_3mFI*RmaoV+W{^KxE^sZO;H@}`(7y4zx^Npdu%
z+C<)rsb+;PK8eo6R0#WgOtl4_i>V;=nV9N5^+28$uYG~&C)y}Us7>_U#=y$!sC0Kq
zQe<i6^dz~ZlXTIKPm<F<J93xhi3=bz&C;3)tKNVwR8eAGnAMLd-0}>z(RRh2(B<iI
zPkKpKs~yxXt<3%>$OC!kKCqqqM}#gF*+ZP3V9&(3&pu+rZ$Q`ibE%EE#n6$oVT>Al
z^vS)nm;5-7zLdyLXdqo9{)gskWC|ni+1-+_H6$(|{E@!&QTk4D-;#L3Jv80jCvm-6
zl4yz=;a(E8UTCVyf2eAnD@-%z&u^XiKRh>9jVQ%Z@|=*(&2{CUme^ZTHWj_EVwGSt
z3U2m;;{$1t<j49qKkjjpEYomndd8SLEi{dg>eOm?lXp)s!~$?Tmipt!%^>P;Gc(Z>
z0zDl)Ei!Xq6U00bHg#};Cczjlt9gFCN>4EwNw40c8NHm>ghr)RQsSH#b}Frw8!gj<
z^7_Tmvbx0joASOV&T9O>%V=4NZKtvSgLB?M#hq?9=4WhL711k}ql!AVY`T`hkP|!M
z$NhGb_R!(&k$0g-vcmn~cE4Ske_ia7occ`MkF>WBf8FHH+U+rPFzLNMnZZ(ryOPGx
z!Q_!Nd;ey>vf|F6+QLI6c^7eVSK`~K7i07S=};fT?xl_`K_|>Q3EL{@<$Sj(VFY_l
z!b^#+6qo6tfWbBsUA=?(zkU{Tb&@CYZPr@awOgxA?}#x^d&gzwrd#~uf@b_7LOtyd
zd(6Ewrs)VLmBW2T&Zj4>IxT-K#{{+6gWYo|zU8^IdXTG%cFCd8{7d@9ELUIELqpUf
zqh({%a602FOD)5ralRxs3c2deW$B6*$Yj_8PSf7wf7Ip;0^dc))@1}=_P!+UWMcje
z_DIZ%%|%qDAb7!0t9fcLrY3&!@r8~vvzGfF1#f(rxrc`|b!}A<CGYz(zm2}~W&RuN
z%$JG4&wQCm-uGpWGNWInlI!ib`SY%ZwSoe5q!CxyJxT%=Mtn10SG4rHH@s4MPYXsf
z%0l2*qAaDiwA1Bity(|uRGJPw>ETvx2R3TRwXOE=90AsuLKHKJIs&H9F<PE~TyonT
z+(wc!l!p<w0wlkFpj*hX?^DnNPl-BR*qM~M83sqMiMPH_B`Nxeji7V)?wGSlqk;#U
z8;q_hRz4XRU(p-ufGeQNFyrz0=Ow$_G2BmHEuY*VdrR`(?4e(fd?No*%HJpX4bKd1
z!Gq|neN^09wHx5izh2>y9^eRlYb{meV%;J1{#$pb`nyefo);CejNMaVfot%Nq#@nu
z*Yk)KGq2r(T%S(7A;(+*GwD8JrnKMiPQA^O_4L1_sEBECR*GR6?+sQ?jdt#)U`4Cj
zf)$K>I#|)_wqRva=4Kdtf3Sj}F9s_;!K3MfB6}u(+2^z-+vrcJjSR8c-EGp#gisV*
z>TdU|WUpOS)URB~&8ti#!_O~hfV@4b<1N>=#NyBNlje<d<tE3Z>pAl@rJ4Yz{T%y^
z1`53L0wfGs%yQ6L6F}mtVh;m1jY@Zwqao|)6L30w`Ip746=^4Z;v&d&rkp#%H3-{V
zpl_;6DB7p;eW+lK^-zwWxG=klOWcx#$??)BFbLgD%j_QP8CfUfA7#XSvW^RFNNrJr
z%*{kB+)sV}p^6ObL5yGv4pvUXcKbGLb#p`J_UM!sl&m@EpT1iqX~(V+i_^g5WK{xw
z`0W{JZFWHSGce+>e|ZsTW+XVW_mjrJ#{-RrD#x2Vpi$cc4UBj;&@k$jK;tiqnF%xy
z<f%ZzsKu@+O*1P+j55w^{SM*61BF$qz@sdtD6&c!Q}4VGy9FjvZoOyQPOOV##{UcC
zI+FFSztjjicOi-088pJ*Z_Smu^5fzs=FJ|#7TWEBnhkg0&eH_e*hSz_#z_aRRqor!
z9XqX5`B<HJ?O|8G%iJ;3vMf_SX%XVq&GhVBo922{(7jy6R&Pi7C`b)$9Q1a?-6Am6
zgs)l53+?5KNkpNqk`8VU^o*nvaP?TUS<-7+VN1{;^F`2EbMIz8|4c<r_~1pL1qUmq
zVW*tQ$x1?{jaJUe8=T3Pk*A!=cbR9L2|~Q&Ocr(H^hU3b&y$buJvWK{o!cSgzAAgN
z5#Y!LQy=y@uU-y@&1*$vEUaESc%(?jL4vhM%=<myz7`vz#V0Gk%LMp>so#!4_uO<<
zg~^8yRE=yLQoQ9h!{=X@#AYoX3iaWJbj=rIZq><y-+~P`FE!+yxT^~8UU~cV-lewG
zLGp&wo%<O3`Imdy=_fY=FBoJwjf}Q=G_Cc??d~ytamQufw$c6`H{9USvfTjoqV0}*
z+B+;cRu@VIe~(Y&5Py%riNm22GpPs2J}bOMx?-X3O&yuM&{kc9ZYeyaFBJ(`>i|Jt
zdfdq4o5F~_m|&)LX{~MfUjLT4DQD(W9F#LQx#7s`Y<h*u_-DtdFGn9*I>H!iLxvwJ
zYPDf9DG%IGfxo({-%<;tFLsc*GlJX}aRU93-rON#yAY%@vPE#`WNTL{GEQClq%qjW
zmuKx3X4!eFSE2D#uOkJP#sD*n%x$au<C53CZL*WSw(eSgO``oSa<3v9$y$g691I5C
zIC8<YO7qNf%>|CUT0L<A=Ju65$>l6#;4?wS;|sho$O!v`3<P>1$Ov}?83^-IkP#Nk
zc1~WO>^&xGl6|{Pyq&Hj7n+S!hQdk%T;T|oGj%kDb@BZa3(!hMci`k!D*0_}V4Q`R
z=wD(0n`x%9Of%IR^vMgdht<<`*vaNBCHMLlH+!u?YD<Qh>9ZBL-!W#c1Fipu!}fUy
zUA!GEQy935^XR$VzA}LlLq|f>WpP(wziDPxp@Pk;Pv3?8q+N-|{S~iTi~BFaeYHft
z<sI=agUnMh&MTy46t~FO?w2vbyCmbK6w9k?BQ(Y=$WnQ~1Gei5tyN5RRkBLA&{Hhw
z9b4xYH$;<&<K?{nFteh2@Dp#y{keVSs}EtX4eTU7Y`!MRRVb6I_sC4u*{~-EhQK?y
zRU^tcKRr@c+#6-ArB==G0%2YVFT!wmA^LFz#5@&Otmaf+UI$Duy=Xpc`W@K4s+TuR
zUR4513nVDq)1a(IYW(Up1J^8jO)*Q({q2R;k-WaXfB|YIr!rhlH3a@2npCOE-1+C*
zU@X-dDJ5}_-uc%Bcqnp{u#i@fai#>WUk{sa;l(?0bw9b&mxBMRmF7J;@KwHn9`72>
zWuQh*6)V(qKXvjcg-(Ek#gyt&vU_zCzr}5Z`<{KB7-620aKf#l{aq5a`z4IvE=hPP
zp$h8SMT{}iglY?Hx47T1$R{c(-tM)?e%P*wz9~ki=S}e<a@z(&$TK$BF9x7NURz)y
zgxd^2!yfF8h)Lh`ukXl>#PqX^vzCp{f`zz*t75GYzcWAYaRp}5MqttCO;onRJsKBF
zU~4R3E7+#4{PO}liVgiFnhXpkZmkW(et8e%Ee6Z&{7NT`uhrzYLH9j*$3V+znRh+P
zRZ9{pedFG(B`bZ~jCvr@^Xj38)kF040zqEU0L4H$zl)_~I%M_Ki*^!O#2w6YPUU2#
zjcA*kO0@f(3W7W3RO0HD6f%MSLLKDIfAV!+xS70Knd-uiRC)F;7KdGQ0LuB?M(O<H
z5`0e=d<=CLeEd2(+6hnA>mUCuCn}TdVFx<e3~ywWten&cdb{n*D5lUq%HQ8brK(+2
z`tUNg!p^hFz%D9wy)I2>V^~{wLMr_aU=X@F&t&#sqwAO(BF~q`q_=m8+zYv3q^T)*
z5WTepEQpW6pMSj~G<kvp^nzoS)6CtMi)iQ}31jm!fTygo8LZORWX(0cTFP6jPV!TG
zn8}*m#2c)Gm|HW+(n+rGmF1p#Y>A{{_m>zHHP5UTnCD}Zq|M6S<mbIG_k}3mC0~kA
z=Fr0q^2GoJAYY45y7=h89zAsb3y;aZv5@(L(wEWFBfiF^!o%@TAmA#^?7X+-o>|D8
ze_B$%av-~~keM6=`h`Zw+wah2oMkcml`CnoinCPC;j+%CQeV`HnNgH{&&fzh$|x#X
zNdJ9y&_<HSrUah*ohISK9(K@3nyTyRq(;!0%z`zNgQ7<h3sWT)ss8OM_!OBTi3OV!
zMamv_h@K3=Ke<8nW=d!G(D&2ltH=}bkEEICR*}n<_KUWtLFQ%>r|zdd|4>Et_9O<d
zTTKE%aY@_=^M61VCmWtWr4}V~&KoAPI7eNlT+QMlx&QOx1)#HP{O{Uh%bj81(dQPA
zHQaqx4`*)jn9?i~H{JY~nR`2?+U|W0I_zQY7(B+U1ITM$eNjEmu%OI&WNGwz!fxa|
zafi6kjmgo<Mgc434<)(O-O=rw9kkET7|LyT>>U<l9O*1$seghzl8&AiHG<Aj>ji4?
zs+gfwteCz}kxdFYYN=NCtyc=}m-}RdA!>3!r%rni9N%uwa<{kJgIC2!E$G0`!~T;p
z--M3l31oi$#f`u-##}0H@BN6<;5nMD5{4*`0NhvfDegkH{Az9|T=k{y$<avP!GjxQ
zZ=Tz6d+7U%m9HXC$knsYUXiP{9IYj4khytoN8L|-{-KH-?MVz^_qK@0Y3BY_m4^Sx
z#3aDl>3%w=!+S?nT7Cxto^?9~FX(mz;BV$+ya~CRGcbMzfL?SnN-ri2k|qtm)RQW*
zNvXSEA-S)TZnPSmWS$=e3+U+QZ?w{*xL(<%Wy`ekmvGY>8w?pX9Ye@{r6wa4zq9}{
zr_@X)Jcf-1POkFe>hOx8A~z0cIp&VZ=3kfKJFdsmipdijL~lL4dcTE!UhIjxs=DqK
z`-ao;ZK;Fg4XH=}G4}H>R|HZ|ZUDX^_2{`cYJ?n4=bMH+k&`Fmjdoni9jzUVIY+=}
zt+|$4tV`Rd_rcd}x|Un|Iy{;Ee4zvUbQ81PB628+4>r<-vUr>?vK)1JAZeBDnUj~*
z+lba1q#fuUzk@n`th3~C6FDSty3sFT=Oq4LK=<T4W5QO^qUcv+z6Tu}OY_u)8c7=>
z-m;7L55;O89-OH&m!Y2Y4|w$b7U-^Z<@M5z%DI0>PrQ0<cCgz}3%=-Zf6Ff3H(9Hl
z=mL;;;yq#(b(_5X%ASO_oDt@$oE6vnyA%2RE7e`>7;>|kDVd?FA?EI~?AAKgbU?KP
zmJTTYcy9Bwqtyr<-ZntWUf0HD6{{29M((%Yle5+baIgk~zAno)j_WpIndf@%1$nT1
z;sVUfvTSY|W(>Udq|gii^B3rDivPNI+TWJfn80t2IBp_-FJUI&`^(5opa&t(#(6#D
zj{oBVJb-y2zFSk~M}T<gi<uU6_H{SuN2@W$i`I5iQK3t1flZ;B@hzH`c8q-A75E?C
z)DteAQGS~q?vIJ&7WywZK;NEcP)abZjr_l0y0msU9U4ZN-x;3bUX^OJzryygYJN3(
z12w(0We(5d{ta%jIWke_d(4yMT%3IiI(>&v*pG?>g5EHXJJ8{hgJ^gpfx!>tzJqe_
zrM|jdYH$^DUNq88eU%kl?pyhzwS?V?Yx3(L>H*(B#tbS+Ti%KKNBSG(z2Pb-BXxwm
zQF5>ml=_C7px&741O`aXG0SP@{tcKIn4&|;Dveu+Q|M|tZ^GK_g^U-)K7*96QvcVl
zJdi&1gdD7fu*JL8_X>la8*=fa@Sw}W!+T_Ak-Ssfwt_M6*+?*bg@+-#C!n(8u0Ze~
zz;4HZbKqz!wS}As10nM1DA0;Kqd<UtAqcc$&y%*%ja3D1Uh;dC2FmZPm+jgF<yOFY
z3$E=X|G31KTc(XnY?kb&&~y6!F?Jovs^ed71fJRVuPwJ|VT2!UD-g6A9$!5uzO2Oo
zK}$4TDUP~PyQv?7gtUig4-rMbR&2MRW9>@8k=s29Tjvyi4xKgbcc9abpM<SYbg`Wo
zbx1B;9g+Zb<?4}2)2OD|(LM;<E>8Fg+)1_cE>9oW?3O+Vr>@DehuFpY85lK<-fe@h
zOl`u~S@KqKFSS9m#f&hw+8`V#=A||WYp$b47;>`>g4=~V#N2;|Z8*wIOy8__`pLNX
zZrpN^5c0f#j0<BKoMW6rhJDNuGUE^dWU-yK`(n&FLWFkS55~m@W2+lY#(rKc)JJ4}
zNok()&b=GuHCL&Ze2FI1ZtY^Oa}5m%81|6Y9;3!G0v+hIi!;x$kx-`X$YM&asld_{
z%&8sR#+2L#wRZ8l<R~~fDVV6Wx3lCX43o=+Dl92`Cv5eaGU}jT=PdW2!-2KAMtlKc
zAF$%LXnNxdO~|xgaIc=*+rH4Rk}rLsljN|P+xxyy41N9!wKsmD2>ZepYBxL+lVtM6
zJSX(*<#&9fV67xF$$OxM*v$dgmZh<L<OSfjdJ6;?c=<iACZt9A1rE`3+;W<`lT$=d
z?fq28_n8m%#^NNX7Ra@CZY!IpG(4{GN>X|_XpI)%CJyh3$qJ5yYtkX%Ib<33Aouq6
zILdtTBFyc!0_(Z0Aw%5gsG<(EGx_+}M6D}!Wx|4=H}pt`7w?@V2yVy_^ntCN|2{ex
zUXkk0!JQMJud<^Lm&(-fRpLh28Fe>IC*B+Wz3QI0f27fO$z9*4?q5e=Q1@@MFK9c0
z&MajUsJ3r-!aTp3S6u!}4oUvHoK1*f(a&^523akU&1Z_Gr^vDy&(Z*Z=_{;)LjQXE
zJN_TcOkt86&<Qu>7S290(^x2(ojGsFC%BCu!)q^QP}YHERtwC-A^54yUfdMWdbd3U
z|1$AR2tJ97hTuKqsSq4tZhwHv1S|w!<32<9!am2+KEDSS9PYfB`<D%@a*a+w=_sr;
z3q`^F;}ZFmvCE02jxrD%mwN<*nT6JB7<wF8MKZ;Zah1TBTNNqIcByZKHlkiZ`2+^2
z1w*SAXrajTa3^$NBvo9~IDi!7<5MffnRb)-xP_Y>Fg&PDddc}RInoIj>HWflof4Z#
zbl$y;pu?Fj>4SJ;Bj{YAM{{0g4F7#Uk5P(znMdN7@^w>DOT?Ws{U+7om>`yTNoRC|
zO=ru$3fv1nEE!#R&;rC<MTEP>uqx(OZr;+4gneWH;T~b@Ef16}CHW#ZT2E-I3c$^k
z6BMQ@TdE0xRui7weR#nkFNnJvtJ-F)>MK+Ul$@AG(fr$zxTqu8Ddr$-J6Qc9b-#)r
zF5zlXMR-fiOtO^kzZOFu2XDoGS(Vjz7$UGRB)BEsR?PROiQBQ>Uq<GFJcOC4<q0gt
z3yYNmPbvvdWK7nVO7CZ6ErSfLLa(F5(u@A?I;L+S|F#5P+ApAmjCG;cdKlS!0oe%R
zQhsp}W=5g8_qtJVD9)=@M2hqR<C9{Sx2TcR>yn#It*(EEEzjzKbkHSiBRq(H{T|gY
zx^eT<dXYT9ByJ<WEOt0Yx8w_bU?b>djB2^f4x`ZEC@t0TklKoD4eY|g&O;hE#VtD$
zh@(81brc{szW8vA8=Ru0XSULH3qK3a58#ZEqspxb`iYI8x9Y;yGE4v0)kVD5?nGO?
zKkw9Ty@cCRYYcc=t@YaQTT7oOiD7-#OE-y{dW;}9S9t{i>hTKn`56?|k0<b)pb7MS
z+T04CGBFALw)*jCmlo=_<0g!GI&LbM;kZe31E#ME8Yo(~A|-^GJUzRBMM`V5XQWkp
zeZKhm#`S_wugDn7VaWd6BYiR=J;3Bjh$`=S_rbmAu6a}J9cOC~ttLmY4`?GD27Xm)
zH44sri0D(DBFcSY1L(~_i97!~Ds?Qbmi4CSgWFZy%8U7Usmjx1*t1rL_F3d@^IrzX
zR?`S|Svo&W&c;te=y*Orhks6N1f6+!w3adE>nbDOt9SyYuLT=5B?!5=5u>5o-z9#(
zT%xJclfXLMPt2(@g3LUO21t|FsLv0fh)SNskfg8u)mtRpO$l1j$Vp5(4!1=kK`g!G
zGGPcrJQ;?R#BdlQ`tb+A+)Qx2K;n;%ockem^hB9Msm!CQL73%E=GG!eA?RDbQqNbr
zA}=>);gvD}xa2M}M!7;x=64TnC*t?n4aQCmA|-H_vdDh}UaC^t6S&NCYykar_JMiI
z8)Zi?vS?3gsw$FB#P{rLBA?$#=zZ1MlBu<>h+Q)F7mLU^Nkb;R4TW|)?)GR$bo|MT
za6=9HW7I36PPjix`a47&Zxl7cJtyk8p(QR5$MegJK)1Gy7`1~P^*vTMPc%wOE`wi~
z<_P2zbCBZwGzYe@I{*7=o1Blc=z1L8PhT++WbI#~4i+O9@3IB8z>O)35hM!#rH0T;
zpA(r!$2Zt}1H<#%RN<!hM5-GD!>_Zi1cv_zJQElq^wWW1k9{#PgxJ?azF=8s)AKJc
zrY?;aY_kKt->dCOFW_%~d7#WPB2@{-14WuEOZ|RM9q2Eo!ydW6T!Pfs$JIU5z?3?<
zA@c-AsB>BHf0yZA!CXpsgFZ3FncLXQO(Wi%W66ild_h~?I5u>Vbzr<^{&h*b^!T2x
zI+aSDh|_^)gt}D&;-bPg)J9El8&dI3%v$MxfZLP!<ji^EC%LB%2*+kBZz|^GI^X7(
zrJJGorKPxQQ|m`!c@?sOfCpORN1<nAoNy15cZ-bU9Wq9MS7f}hYWw^X)#Gd!GwBu9
zZU-%#wA;WW?Im(fvt|dxA}uy3F+L#H&f0x5_(0gNVctjCkGx$~F-UqwL)b5~D&^3(
z!qAt}c1av#DAV@$<as#nzsqo5U>2N?@y`TL=a;GNUBQ!5cLYxe^@=kusJ8}Bf1kS@
zJbjRRCY#B@7hU=D@;dLS>E#c*1-COp9R!o(mZUkKnr<Tz)Jv+>-Epp28lGa#`QZJ~
zMvxEi7Z{;tCa6nrI}P45(!tYMB#qoZ`UXlxwjMCjT*FTObxHinU7VeWtkbH97jq)k
zT0zv8>K<2t-;M0W^<gYP$OBDAZ=h!yU|f*RB+*vPPP*9yrm}O(N#dn)`kJkJ3p~<a
zK1Mw$<pf-3FuSB2?~pPAyd>qdJW;vp;132(@<i)DK-;v*57cm%P1f=bn~YFT+vHW`
zwoOKm7i_YYYoVvI*9Jd}$(e+nZU-)4EP`wLkUaZC&OQ2B>sA4;tsK&{@A?Ug0FPO>
z5$fK0Oh@<Wx^!yw>|-u~tuia-Lea{AHiMlM)pktsxP0&i6Cvi2FK;KZ)}%O^a8>kw
z8`%qSQDyf*<oVv9hC(M~+N82sq5XPm5Tn-!`ijIikTdH2FOavj{Bz_BjfdJ?Cr>bR
z>dXBeXtc+(>C#VXZSQdDdwNsbo*m&{^6YU-e~s4H(P;<4ll(=QJ=ECDbhT+bx3_0<
zU(R|1uUwuTr>7cj<PL12-)Xo?ejOZK`Q*vKQX==W<Z=@^I0YN%B7+kfLFd*obNfW@
z&=?)75_=k5k~O+j^J{GLk4x+=Cw$2s+q5>=i+=;0l*|&f_I{R}zsWjA4l25*=qEOU
z&W(F>Th5jRFWzf-;yuC?cbB5rrTybA)&ASWO`V=ZhIM+WiL9;52r_fAg?r@RihX_x
zMX&M$854D536!}>*6qxgZe1|>(u|T6Tn5+cU@?xHJfVeb<2Ecz7vzL?Vh+wh+^tdS
z5?$YnZs@J5Uu;O`+r`~o3vdm%Ppu}4M7GAQVTrdDX@8lxw<N3;VoxH=O~}1H2F=(S
zVP?!U8**&rK4bI3PW#eM_k?}5(^h>#+R`f3Xtz1?Zh|a55_oW<r1{q+^2%$YthV(X
zyfz<xnquaTcyC44f^-&U+;njnVQwx5W4B>%gf@cc^9vZE77VSLrbUY()qJr}n=Nv+
zuiT6i+={iMF3@f$C<OX~en1-$K=6SDlq~qd-n$UVvAe`=<UhiG_?k#}=A7UNe7jTG
zddc~k5v}>JpWo6KCz-a0s2bXum28o^8LO6n4M}1ST<yYlk^2d*A=jS5k>E}vvj?Pk
zWH}W(5#RU(MxeQJjpkC^W%XzlCNFB8xPO$gcj<`T!QIsEuad)+$(E8&lEX@Fw_HhY
zsyc$sRdXDu>UPIls-;Dp2RVW-IOr8^0mrGT`(}^8TT)~h?fgIz?G?9f%RrJ=b@=@%
zio7RhdfiL0+XepFnD$f_ukMOz!(A~g20kAbh8ttre}bKhX%YB#Osm+N9XDvrBQ!27
zV<;@+xbO-5yvhS>E_}1nZ78#B?r)(JvYtCeP19xjN|&XdIxI%odCn@gnq$tX{2=t)
zT8>Dn+hs+f!^|8O^X#GW5pei~wyst~rT6RH4IK-;j&A-6b^dX|?c|=*-=r1k(C*Z-
z`(<+M^f%F%gl*D@%{S5U9uu;I=7Ei%Gr64O?D!Zyc3zBzEb02U(KWb376!04YiNM$
z)H*bYZqs?^;6d!`u7EAr|H1dg$Z?|sTSq%Bak)j}aD#~_OW03r1f4r%&b{_5DvWrq
z-ifw)j^C=@c7e8~*BI}-UfW^47F~s&m9gBz+$+7c6d6Hg>Jia_ioDic;%Fh_fjp@m
z1bRt7%=^34*FfsTCJDk;pYGRyTM^W^k;D5-+Rf1EtIR;}Kr3cKn3<0dj+xdjCg+%|
z_zG?D6?TQ)X!bXIq}|bJPj;cC<M7FIr#63C9(j)Q>XCk1^2UW`m?%jZFu|HMU-nJl
zt~!&3qX#WO%w+(U+oLo@jUDGQqB?3Cl6II1-N)&hrk+y!Ef<E#Tv<X+lV;z<Mw3NB
zqK}gq;AY;j4fF1Ii_BY^lCWuUexu0sZJP2uZ1mZzsVD$8vzjepdZKr{nR#*z_lZ3x
za``z`X*<djo3v5w^E=+I&u20I@~hmaF>JX_0KDxseT2N`7WUKm7E10)C4UPq802Yj
z!(AJmCSy@OUYulkAKuu7-UmaURlVQSwLykd)uSf~A-|fFUF6XFq#;TB*|s6SE_4Xp
z(mRm{wu1HLyHc0hn{t_rma6C$e9wN_8ARSC)iio<qlT<orS<QuX9?^iaubmA_4(H&
za#&nxqvb`+5~3DwyXe(4Gq~BIDec63geUGUX$QF>Dr}1!LBERJSWM(QzzuCO`Gtna
zIcRw^w9IP_uKTnVC6-WKjdk?2(i7B{{;%pNaT>i4)9Ar|kX;LsWhU;lwg+Lqs5l{4
zcas~T1L=BrP($b(wVtM4hzie7)87@K1an(dh>=gnCtdP|sPNlDUx*6-1*vmUA;LZ%
z6~0G@b4~JO`J$c^yJO#Y*5yvGU}@jl5FRPBOyg_aDO~2EB>%WXF0Ssx$^Jlhah>wp
z*!_k(<B8LJ5(C&w=X5zBWij*xV{QX=Lg^e<9?X^Ho0<hqc1Etxo-U#aTPhQdj9wnl
z=iABmz)@~8x_#EfrzOs|ZQMcb$%JmAR=I-%A#Yg1P0E5gAboK_9%64eASPcPMF$gR
z*DOz{3f#2{wU>n1vk5aTdWNt^>iQ~m3|_o#QdbM;y=sta*C&oNLfX5;9p!2@s3m8F
zdS1>^F11vJaGC7_1>KxrV0XALLboz}D($i~QG(}GvKypuH?C<k7}btFL*zo)E4upY
z;9BT9zzV6E6ac?yH#awO1GW*`l9GfjOA;OKHnLto?o4twg23}z6!M-}Dw-wUX7u+>
z;x2GA?3*M;gQqp*cD#onPse-FEV{yGpoc)u2YS)0H8uu+S&H=Q3nv7<N1r<@kvvmh
zAiz13oi5LNn(aorc7e>d>+(~~&JQzB4Immp*1!D{BiQXD+qs6&EG~?R8)=SF)y{wQ
z+hn3&;93F(kK1vrs~y*IJ>`m;jFKPBCY^qs<K}ex4Y!+)IFyZ&^z_6Zr~VmqO|C4&
zpCj!1C(sX%bA1=a6kWV)xKsD4c}jIdv$CKoZkGoA=bz%!uS@h@m4)krf`;I)Zr*Vj
z?;v`wvJl#p1zjb)JH;Kva%G_<XM}oM&RynCG!?^TSW9Bat>YowI*>8wx6Ca+c`}!;
z2Rr>_6btu7+YWLP7&O%-u$#EP*Y=Emow?-_|1>k>3lZj7U)WLQe)1LlwU-zb^ELV6
zwzTj301q*fg|si%owM`u@}-hXzC==HyXs5gML8@)E#6M=scB|#Hi2${%Z=vGiI4(Y
zr?PO@Kx;-n(vM4Sx14=hdN1K%Hco)t@F>U|ZaaN)&5;^TqITNMO8mp*maGvlhs`$s
zg3L8-7&$*qj9k34Cu&~D=fBNFOuPQ}ew*>8ZxiF5*OPeLw>c^C50kgP&3{1V%(sb<
z&wrb7!wXpc!s}tgX_05wzW#lp)sbe1b)uJb*S#T@l$)v}tw;-jpO3WUj)h)lz*a4J
z_*Iz>dYQIs&86*Q)bF=Dn4qrCN1eR3RByH7eH100KPw$A-NBsPPP(Cm5f9ivme`J`
zXwmvoB@(bnSF|R@ya~FOp=t7V`T|C%x$}q2nw2pHL2ZaKhIRyKpK`TW(Wd~Qf3R5@
z=3;aHdC6|J%r-|-w0wYr@Ga3xw*!Ak^fDji)#5(U?|4&aOCDrzNIvWKr|8eWU*UWn
z<OqJNbgY@B#-r@Lm+f3kDmRYn^h&HHWmZD;R@4UO3QhiL3H*8pv2JRuE?MQ2cte`P
z0hs@5`XO$eA<sSa7VpT6*^?L*bzqs*0yCH-t5%YHXmxq;Vr!V9#Cnq4j#eP<>0qVc
zw$m<%i&^GG{!w&3bOGSoM%*}oMJ`HgNg)XTiyip~2o8H*)xqxEDCs9^)A}2s1tpd~
z^o+RW&Qkh7sdtQ)3s>s-FEaw(o_(_1(TE}Xe%@BC#<WStvx<<a1h6<&DNacY1=cIT
zmh7QFa7`Mx#gMNd;U?r>+7?KmFdQZ@OpBSffh_Y}+D5h_{Q@J@<es0moXH!JaX0om
zQiV{Z3hpObQNbD~kvK|lu{N!lD6_V(ku+#Lfe~mTVd;0!&Ph0d{wSqxldxafvfLCf
z!c0qO<^!<j-{+NcJwcaf<uq;o6s)TwY4b<`6xlnb7J7(d6<(}fT_GI~3HafsXQ1s4
z=6<F{wz2=>BFycs=bTlwk5P?*kH-~Rk+r`mtk7bASOF1FM-^J!5LL_x84W75SSeuh
zQ3XIv6B3C96-y$11SMqxWlNhp$-7r2+8LB+mB9o>R>Jo$H3hCVLz}p?+_Q8k*2S>H
zHT(nQhnd!7!qJ!6-+OdsQ?3tOC2xekdubpKIhTjXa*ZQD@0Qvv0f)#fMaw@fiS-h(
zCdz&An!mvO-d1a(*a_HJI}Ocuu(HrI9jscE(b5YTq2@NqGp|Q`#eHNdRcxB?t5{iK
zC!YyC8#y-mr-c~3mJDhk>x(c4F-YB7%C5x@?m1y6<ocm#udtW$!nUkI=!UGdR3E@T
z|5QbW_&`Ru1xG6vXeWHjiF%uvjyJfLFC$NRmN{nFvBbBI1u%7O&jL_$?<xUwENd4<
zqptD+MZUnd<bvZ}(GF<#IGSomDNTZ@bF?FrYy0LkMA0<H$WG*ey&Y<D_B>%5>p*n)
z*>e;fd^seR<d+&i=Rzl@$jjqTw+EYQ2rr-gu&M$#E<zm%oMViXd&}0|)W%$$D>=A9
z_LkJO+=4$X_Jmy*f47R=ZfJFCOC3aSol!HNgFpXtMNIVoN9db9W?W>o9i6f3nOods
z*8QDk9U-5#>V7z488Pd9bS`d*m{s>%+Cj)j>Wh3%@`PQ^vUle@Nq?M_PSAJgSoXpD
znP;*5vy%61$b}VPeF)V<Qzn1(Q4;1xfNL0oVhA-26s_2Bk;3>|)<w7QTk4Uf&oT5R
zfhX)AY3v;W*S85Ap<WXBj`M2Kiff1PG<*ICZ(*lz*3}{4^UYdS#Hl-OdcQ>eaS6Os
z6_ioP`pG&ky_#Z{?4hr%&{|m13wHpgJ7oxT+f7RLrrK6+BS<Cl#SDO7+nPNyUpU4*
z?H}`Z=)!jQXx&-`h19DG)InaS)F*hQx1!bMqA07>q5t&-rinKHxFq&#GX*k_QB-X%
z;;&O1;mIV#FEN1491l=jrwfn1FePha<3s$Nb5o+!Z1?s{WHsAS?6|PC(nryZP;=KA
zh1Kr^CL<&lG0|aUCsuCLnTvQ|y^`;Fo1qeG?e;NqGETflx)pDcvEDCZgm+2Cdg)D!
z92xuNMWCraaXV;%u1V95Knbh#alQeO-XxB0EdUKMHl4}eMLxn$Re6$-n)v|a%gjG_
zxos=35yW@=!Xm^>z%04rZA0MQ;FI%t`3toBU7lMEK5e|tLp_Z}hqsxu>MhtEixCVH
zftJ9svBDA0S*s0>&M)Syp_#KzG3Q|Ie(2*H6jjbzgrD!Jneej&w_Cv*@#m3pSEY^L
z+O#Tmg&2YCB4X4!|F{H?J7)YvUeo?k7x$Ce#Aeyq2N<5+%jt3A1D^VtgWP&OO>g85
z$;0f#vSjYGF$jVe*S8GW_LZYr17=&k;dwy8i#2_js5|<o+S!(@U|s9s2rEz1R~NsO
zY*~3t1SEvpTpY}L_Yvkv87JU65!fYTy<f%%?vjkxk}WST4TuVZChbo`@1R|AjTyVF
zDsA<Q-rndL=g?6@SD@eF80X+ozv%6qei2}wcZ=TM=@t?6HDy`pOK|bpm+&+zU1e#c
zWoFM;+VeNQ>2J=a(6V#LDLd<M=u?qjYo#Esas@0xJmz!8u))vL+G^m~Kl;o_mzDr-
z78$PpUC;?>AGUxy((Zg<Tc^K^jvI0Ekb7XK-Fvg>@}uaU%o3(6e#wX<>?1~e2pzQH
z`WhH23>-4y%Q`MPUuD9i@8w%nJIFQS=I8iT=00-sJDg>fpJ8r)fC%*b2N>j1O4j`H
zAmWKHFUYl2EL{4Ql>&955i{8jK(jGZhNkuRO(9dzw}eap@JhrK)-Jh3a+0zj2CxP9
z?7YHjup5c$a{Ec;_GCqF$GN_V)9mmaeV7Rw+VC}5kDl7_t(XSqC-7MCwN8ApobdoR
z)}!$FV#!f>tQTL?A;Kp&0?+N0X2;XV)TTQzT{V?ypHdlLVduH({=~FpM~`XeY;bGi
z>7*9*Bu1#ot}+#N(Bk`}8<I}Ehl_OgNqWZ%M_b+qJ010QpJP7%YDG-)<XwT5)6kt*
zBr01i$;nT?mXgYg?YOL(F<hT7H5&2tx?#*zTZ<>Fzz*Dy7VrVc%{v@Ha6Q#5_td*O
zd6sz*gOcW%)dKT$Jd!k7>3CB(64hPd$Q(E7&<pMxq7jIFIvDA&!;^tbGy=eLqk#$w
zMxxqMgAbOb456^y<I*SeH>><%$~A3~vL?4k1q!Z2>~0Mc>@IrRHy3w|P>Db)Bu{9B
zoM|~K@$CXWY9Q<597*YOiKjf1C&P+`q^<hV?f}>1x`j@AUc&d$K^sZ7J|5i0&a?AI
zl4W1X*bJSXesUx5T*l@(BYA`HQ#w(ty7J)&%R@zPoQBc~cFh5Ori^aOY77z=Ji!ro
zn!m*z&`64Wm2?9AQBvF|>A191tSMmxnkGNt1F+{Gs7Tcwpa^ZVuo<|FZ6madBq#p$
z^Oh3lEMYEX3uR}n6=E@EJ3PF&dUy*lx3@P-$z6ru(Wh3oHC%gE4dHHaj|Z??T;0}k
z>0d_ftZr+&@;PSAlN08-)oqLq2dKF`M<Xu0C++^5NURc^SX#WEyc-FQ-k~J$MrW;B
z#i~HbrSBH2awgCoX>ycXZ`tTf#@)`Em4eC5_sESPZ)m^N5IRS#7pSr8X1<;k%1=?b
za8(}KRAFK7zN!>_L(gT*%W8{<R`Fw;N73;G{DbJ&fiu#*n6Qnv(^6;cIFD{u-q0jj
zc>3f<;7MA*?%y1eIG%^q;Ym!-Be7ym$L5fg!(71atB`6_9!BnhKEOfv=0(;m_{f^)
ztIQK}^|G^B=8G9wOV%KC>jta(1oru-Dsr<YGQi!+%@miL4MBGgzO-CVBBrs`PS3M;
zv7B)^5c0Ig89xm#`mSb9%BZI)kmpXmFg^yLCcQ{rU@m4!#19u$<_WI&`o<N5U@vIK
zd%YmZZ$1y}@+@T5=Q36masK5@l1GGtc=eb)*#de18}CqPSepl-yB>wSG`)ZkY8o(c
zX#vl>uvoad+ZV%6JligbGePe5Y1RWu%5C-pOXPmvgBxUT21{`Z{<PQ=c2!^9EA}0$
ztlCls(OcU{MEo56`L}yTPfv0Lzj>!Ja?#TWJ9g!}ZN@Wr`5e60ipM=yzMIAzLZ7$g
zanF@+#-;=CG(eG{Nsk*$<LMd7IK`KGK8Y=F#tyPN3FBY&<MK$_W%Xl2OPIJyk^PTW
zD7m3yASkj@@u1emO_PU@l9LYDgsrXqN6-U#P(85qS<gh!F9vZFIyS>c9vhShmbN;)
zWfzU}Qrt1aA$Tlo34(?#nf}qs>&wZJ@P0yvcuqQ^Lo*+xHVjP$Sqr>qPk)Qu61QuM
zdzD;t<(y!TC`H~PXS*~C)s`><e3h^&*L|zIn9n~@-H(njH)}lXj`9)c{`xd>bT)N4
z<W;y8vJA4@%_u$B=RjjuwKf_eJneE2KfxOax!IV`owMIdZ3G!s_$5Xq9X>DVX7rSG
zS=<#oEe(e=QPUi8_zZD7TKdz-?I;OCo(_`2k}Kh&BY=4&I0|cpVI><4Bz{)XPTeKz
zcK=A-IVY2)(-d5KKifIyE9f}hIoIsMAgc09ji9$%<dxvIa`OLzm2{WJcp?6dg_PHp
zR9vvwG)vcVy&EGa@@{%SYZFlLYaz<-Acu2CL;3&@Zk@K&A?yONgSRk~ePfCDk>^gy
zdlNdC=jw(f2X$p2@fy_f-pQ0^f?ESS6+0^^%6xz(UKOocp$+<)cLj)dz*nv!H<iP+
z6Wjyb_*>+>Wrbc_-UxRq&yAqG?T(iZt*$-&AUX#vr=h#!*RmCncuJZRtI6?e>d&=%
zACdgmPjj8GVv*qW9J3u}p387G$#8X%;dY3bhrGZ&aV&#_!BbLYrSFQJ!fmk=#62H6
zg&RXB0DUHM3O7bhbJE^Kz7{wk(q4$0!j`8;EgQ4q(^~F0e{&1{kqV1ec~w{BB6Q2E
z-gCp^v>vSEo`D2YRauKv_&qu^Enf251%BvLl~puo<L@(jIq9y=d|gc&f^GJs!X>s%
z<{SoxEzBTzz}|fwvE~Q4wci#wMo!iuB<e>x+$R^ikzsQ#8|K`D(EnZcI526$J@8(%
z^5Iy4J1u4(A~kI^H(MTj?KMq{5O%|VDlRP^BJb9{TY^rsRd%*d(2Fm=O%Wr&jZ9b@
zP{eC5zD8X~CotyLi!Xb^a0t5hg41%1GM|3)H<@X_g4=e95b(4|^rL=7^j+asMcg57
zyFh?g>_+WB<}t1hfnD%?e(f>O$VT_%v>Io7aJ#Hk5Oigs)bcq@qsyhfy5AbY$vOYF
z1deOKWD&8JKTie0n9b*z54RT^3hi)cIJOw0#)@XT@+Dq9n)gd?Wq>vDl2d6zxvkj2
zZAjD8L9Nq`42ZnZv%iBJ1t(|A6SYn!GUjA%!Z5j9Kqrsu30p-qEA(CHVD#@Vq3Q2n
z(0lX|pL2_*H@?usOnc7uexdrdFBBu6|3dX`U+ARFVKvwHeW8;=--W*Ng(B!HU#Q;k
zj7oX{f2k*>p56S8uM}+FZ$yY0ysQxK3=pl|g58c2L2`2gIXXSYhKnG3RVLvM-P{6y
z2A%b=`>(Ed;5lr$Q(H(n;XLgbNXrCtTFP{2%nQ}Fw&lKGi=ltiFS4!X-mG8f-qEgJ
zevo((X0j79k{kkJ^<rhgj+L}jX=JkBwxTvZtSx(??@V^b%c?eInDXQX*)PKgR*60A
z3v!p)h(~*y+?~8l?jZYB?)=F3e)jXPS9ts<Hvr#|yX8m5N7%ayndov+@#BQ~aZXWU
z>1=l;AmeiKPfJ|2h8s&?bHYXlxODD{8xGnFD@j0-L63|FfNdo^+}zl1W>uECpS)jX
z2E)IWU(X+(DxYko{JLa)rCVR|!MJw>{f&Evkeluu4*STN=wIYf?rhHnx#yKcS4!f9
z`0*)BErAu#d&!-6sCpRPj>JYsL5yDNV+i_R;0`1)$jlMt4qxLoWQEET8Np_V<uq|4
zGkA)oFnqc)eD1Iyxx!N%`prS%;EJFkN09Wb+P!iFXXm&NyH~GFNz@3rV2ITMF{m3>
zsw%d2M~vz!WaHz~KBmg@?MZ1I39V0T5WTepOUaw)MNi%d_(xiQm%P1P+85dsG|1ds
zHzq!Seg2(_^yP^RaJSMIt~fsi-OmT=H3#95zLdmLb^W5`20*GgTECdSkj|nEYaw7}
zl!7@)vYVRJvNQ1!`vKIgoPcSD+Ko*13_o$dirlM8UY+>)?FF;u#3kzzy%~1megBO>
z^Zt7Qw%e`aXuhIK1J~iL!_jQT2B{a~XjvP%Ga4n-d9BBLBNw>+B9`_S`7Ob}rlu~v
z2ORe9d)#RClpZHJp_N0y11*YumYlRGKA{2dR^68y8(T*g*V2uu3f8GtQRl{h@+fqK
z3f4ZhQ<(ho61+$V+$_4T&yAko2>exBs8N|G#~%u+ZTv>3g1fKL1NKnB-A4-*{hn-w
zEHQs@BkUwc*J=-QFC1wJI)PRX1A7G>7SouPgb`>`-HYJ^u;(ABNM4?x0Bx(sC343O
zhM>Dz(K34{a%rxo%${V8N6-^yuW#`X?w-ZF58Bd0OfO)Nx@v(6!_+f<3aYAn*c4#r
zo-@LWR6dm9d?L-p!&_(GRSa^9?tzOSUqtL2=LuO}=Vz)*RU4(zsag|i;DE@O-3lKn
zX18RP$w|{EFTzY6pS}sU9cEmmoM@}M(q1XY9Z^P8*a$lHfgfbHbR*@9cLiGB4BfPK
znV3Ad%-A}~+Kwp4Y+YMHS|$%6@0dIYyJ_;^=UXzE`HKy)6K5EQxhED>ren7>Sc>6U
zZYmGVMcwbdj;_?~mvhNKE{XMgJx>_2ndpE`XDcz_Ydkv4JGY!j1s&=`o663LnbgQY
zZYAfq$sk^47W2~n7`F~&2Z|P=d;$Fg_pHT^mb5n6bYw(6d-ck6D<T`QnM=v0G9a%~
zs+}GwP>!g0qE1_MAoA;pXFUpT{5&|(@dT}f`7StGXVQVJa87z&w9~$0Zxr6y+>1ls
ztK$jyM@Dm#j{Ey`93r1q6@Q<Oe-#|e6xtdNkY6-BTWdtax170(=GwDtCzYI#%X#wm
zUel?nV_E9-xGO2Ibift{!<~q7^ob*eg@;{D&TS@G8{;G}*Hg9^n6y|Y*wg_B0CU}M
zW}dWrPFTvSQ!jBs!fkXbyB*R6w+=QFn*7}<6P6Mh$pwB=h~;MGc3y*Vzt3wR?3Fd}
zOm;IVbIx|Wfmd<`zM1083jVY3OrG;O_?0pV*|GVHjj#&_THOro=rNCnhxDHEriGjR
zAj)w~%z<Ld9sLXR6)#gC|HI!T2g{d|T;V#Q6#||+`bb^A?KbbBCcTqSVt`sO#4B=c
zmH(=a@er!_QYn5%Wr{PtDnMH=bh}uh=&hyve>WPeUbxA2t3++G37jKW!{Elvq8||!
zSvQ!teOlHAu{TOoVHiHHu#;sY2e*nCyZ9Qk4k})JW%#7P=kNDML$;RNA1mau`Mn?y
z3r;>%?y{%}ss+#EX=r$02PrUgI5NBood$*nwif=oQXi-b#!J=2A?$cVE{{H*Z?+XY
zq5epFlc@c;mWaM)L(J2fz0BNH>95MU*Ot-NWB~cv6BQ(;$tz1B&kv!V_HmOkCdhIY
zxm)-1u3h&ladQ!;8$xMrpu<t#usE9}>&jn{Uq${881<2)YhOM_eY(v5o!e+zGc)E!
z5j%Yu^8rPCt^e6gB7VR4xRu15pIy*vNsMHpJ1JJQg2`WIq17<6aZ|P7X6AxXUsp_z
zOFGU$w^9}aT6~_C$yGil;+an1{L$2FD;y@`+E)kWscs#)Rn_yMS=A%Z(jxB#fgA0i
z{#wc{>!`H6_(2~h(ew1tC)r6Tnz++g6~JEmL(4hDA#QvUOjna&&(dC3<c&$N`_zTr
zC9e)!JbNk0QDi%KsI4e@C`)k{y7LbwPR?5Vq{U^ExPAw2|0FrFdWqJWS>o^!Vmh&r
zXj38x5x>6>F|QJRf9Nm%(9ANE&f5E^qasUo(+iX_@;U5PK*um&A)tdXQWgayJvUHC
zy4(}64*`RQO9VGSm*G+Z)<XYr=tHOFrLy4>XnbypXP$T6j9MpVnj7v^Yd<0E=D<u-
zyCL>zMcK#RQt~geW7X)UrUT^SZM&y}z~_7Tq%_yrSBx9!P#r`@ukzNhUdE;G&cm^u
z<Xz<YkWw?`o22$TsL|V#&B$*OJbV(o831D7_*vdDaPV2H83s<0$4{c4!DKxZ<{@^$
zK&!3L^#+b8Xn*bDYf_8iW5T-t&K)RY4(Ane=N}i`>XqtRGrji2k|V+i+j|3|cVd+L
z(Mf?JVT-Rz{XcAFOCZP9&(Bj&vxhJYKiPa6f~w}I#d99H{4fJx$2DhE0{uRf+Hqh#
zkST+MI<=T%<O5Y=mOQS6vnG(BFm=P{Nw+DnS1CP2AJ*u}CfkEt&5Qoi^v8#)F9CUg
z=*3%hHLdZo^R##QJ`*UNMcDg&+O@aH)`y89&wrS<^I>)#$eQ2dq?ogf9)u24(5=sK
zQqUiQX1+cITD(P83;Nu7+9O*eUbLT+^F&WsJAOTx$y?2MBqjM^#7_i){m>Po#^><%
zQ@5hlKQ3z~UY(@Q$~%ZX^~_F-X}`b#wRp>{_A+0$=_^yMqVYdz0qa2?%bOO+B3=~*
zcOFbo@K+wJ#Voqkfo^6y!4Y`zmRv261Fs^o61Ysy3$bE00TQ@n7dldGEtZyWkyXM^
zU=UiX%fUXY%^vI-StsPfJ?i^pt@q0sgl@@Nh!0?&f2txDc_IVcf}@qww4L}=n(I{@
z=L`jvPIs@%ut&gXr-(LdH>zBH562yr4*+f*iIe5ShrSb<%m^mn5D@6*s5<AwH#3vG
z<;nZEnOpw*{OW>R^xu;8g4#{^@4o9sxO=YqKIqf=zhb;!V33*)@Pu*diA-FQ<re3;
zL!Wlcl(^Em?zuxQBDJ(xT(3-NsN8x-t{qD0Ed=~|R&qG-!6{MU(kHL@5nytQ<;glI
zTW(9{7%E`Ys{P?M90no{4j55>W^yelq1lu!LVG!9)aZ81lNsT@PDSzg$Qbm%5#37U
z$F~^0sL)M-L~hymp3)n!V{0uPe0Xq!?5zV-+U}w6XD3&YC*&V#?R_F&%TAiI2BBNB
z7V-nw=b!48o%|vL+|66Xl1oy?p!*Ybo*u$^Mx!ONRNZ66Qghe7Xl2)!#cN+>P?un(
zbZ&~6TYI>jm^4jhT8j~v;&mUAuUBOH&%M%<NmzLwY|Di|zPGUG!X@hsjl0E#Biua~
zejoH11QdCRCD!ddHAzY2Fz`eis%34|#2JN_q*8_HD_M$maGIs4S!-(34pwDQUh@rJ
zPbQ(#F)#a<c^%109;^Uw>q(wF;Wb2zoglW=^+Nxn^Himg<zYR<xRs0W=?UWMt9wQI
zF3g@F_T<RXgBl@+PnL{g17WhS&ITPS9=)uPO@u03hP%%cY1zfDJ(!TO<|i-$O_z$Q
zJ+LzpPM}rgezS!2ehDMcM8Z;j0M^p>{}<>At(>OqUS_@8wv&{E5)-yfvPQz%VcXU>
zYX~%amSmW?8?=#ob1z;HniiAUP?M*gxzOc(r5R~aTh<P8zFr|Wd$r-*o}$QpUYCz>
zo*XoK@FL9QWN&1B9n0#Lx^S(p?gQymXi*iliO4s|o>PyNZfv<zNtPBpu|f1!eMsp&
z^nDk2m3Ts~%0pWv?$!=gHbo6Gw?r+~2e8k-RN)Js$N+b%6vwUC*$UmXd?zt^_M5SM
zlC>sIZ?}91^Bc<tvAQ_r4lO-c=}Wc1f%Bhz5O{V!Z*-BCxZ>|)PZ82-12kqwW;<{G
zaY=1g8~&mv{Y3|IdWoLImc!IW&#$+2frR|&D17uFdSkd_9A4TLcyg;efeTDs#P_Im
zaCEZMl`oo~5c#;R7Me^<9GR`n>pfzH?0|xj_Dn^|(SnkD6-2EaJ|wGxDO-3FZcq+G
zzV?=n0yj@gbb&oN&fxNKhHnA`dp+n}xNt=e>sw~Lb%$r(rN#;MN0k*MNR5rfgdA^B
zV+eUxE8-1m{7vBQj8apH0pjb~En_hyj!VJ5bC<5*yhfrAyr#c1hqiRpNqH{Ztw5Co
z27EL(NmZ3&yjW>sj=p(lYX+EW>)HyeNH;@1w3RN0^ntksG&4`yD+eg@r26C>WR+3u
z5NmI&wUviFzA(3xhe$R;^J--Tu$h8P63b!WW(v}8XJ{rL81%I)9)_u#Q9MB1$~q8g
z@daEa-T0i4rwSL&UYjp8Cga*EJErSt3>mC4AO5bfU_MGpt)yG=ceE?m>m6sDbZlMC
zngX{U1t*iw89Ggv^uaGzvn1yO@1Q1m$deeL7Te{F6y>C#y`E`S>M>hliivoQtZrvE
z-RP>z)7y1uB^;6RkCky2TLrxX94u^kaxgGqyTcqzqLb7bM3-R&zBJw$T%hXGsBe7~
z{_vLe;w|+j;pg|R2}urF1odOpZ_9pxewh^=@blHcs4r@CZu(-kC;g!bIw&;>9>&4v
zPmTLX@2RS+=>WLcPmC`_vbBa6lO1oNuQfaF$`FgbTe}nTk5b|u?T+_p_Z)Z_2j8vT
z0JzvsjBej;>NbLWDdnNM9d~TsC0z%<$a6ZP*+W_*<o&vyYS;BjTp0y&je}`0uKMqS
zSUjX<>&l*!Uq$ZqM+i$w|B2QHgt$5zqC9goWG^jE#2%yotzb}BbirUA<(kx--(9dP
zNsVN~yr6bC!e&}C3oeGqWmq{h+DvTz8TeLWgTY^2`Dfvo#O8DGEBmCqy{w3My2lRt
z_1YHm%sfVpR|7?}8c3*f1MzG%F#ovZ)>}?L$&0hJagyBmkCM~(a+_{#K{BuFfsXT<
z_h4J{H1<FSu!;ASZilG<151LsiU7s48?yW&Q?t)(NihAkq+agROTJT+MVUWo2jwjG
zI5(cTH_B?H`808dyrX`KowRg<@G`EzlcU$_Q4{<p;1AbXH;5Di4;}c%#!tCJ-MhV6
zLXsiSBY-}ufwF=QKpzfUFQKg>VWvbyk9NnpR^l`SEszGoH@I#JHwdyrE}4>C{{v)<
zw?*!z*1`Hqkwij5hDW4$=6$N1V5{oLMpf?Cqu#fVaH<SI3;qG&M%=b4Lo)6?dn{1T
zC^91AOSR8?Op(_b_kz1ltlCkXfDJ`l>3?d*cPA<7zZj11B<t{^Tmx>#c9Y1g3crDF
zm)g57uNl_ON_t$>GR{%A;<-Og%>;57HT)Jcrq=ydC?e@!UIhAD{NP%l){(2AIRrAD
zul0|~r=4=^dI>E@U3L*L(~3=eCAD^;d%=*CpNZN#HAznAC=qhw7RaL@2SQXn5CV}m
z7VUnJ{P-^A<-2r~<R*$y^zp;eQfN!h^rVYO=h$t@8v*O*n8&32;}Y1cxkp1f@ef{`
zPJcnn@Y#wt%u3FsSY)F^LUxBSnG|)Edt=;l2MK~D9e(LHoQU({{uK8SQ^!k8tsw43
zcE~)Tk7+jgn%DRu6EdAG*!x9pxV+o`EHUtF4M7frGim}At=r$`q|iUj-uyoQ3Ar=h
zD8hbCe9=#I%aLhvDejjU0$-E%^vg^;jy<u-%cGnxJ=K9poQPxFcN<%g>>N9{5rk*Q
z<H06-GnR$eJF)CEJO0q#3TEffvr3P#ue`HIeche~p<nGvWD06S;O`4+QPe$XB1MKd
zLH6aHz6j_ydzCbnyh_LwUb67!ywZmfU$uG*ac>GzlCHUgYqXgba`*@`iAoY~y3aQ&
z<#4}VNKJd^v<g4LV^SvbKu&xD)`$}J3Hmiy@OreU#?TYBu8F+{l$f!|`Nt)<T0hlI
z;=BXdWCJ&ct%kA9Y|nc*EFFnF4y&;s@Q;#fNlr1C^Vaou$-%UM_6w&$)ZnJstqD8y
z9Nln8M-3j>2)ej~dD^BV+8<^0T{gwuV^e0a)iCyMoAOVPH*Lz7$(L-(Bzt!4>w3Oq
zQxJ6VE#}iQ6%~>PFDCECndbN@yOPd-(hb)(h#%);g{`{hKc(c(ysHX&$5f%BQ-wC~
zOz{dOr@4X&pCz~SR^CA!JVgFQXj0dC@~$w;X=dn~Y!(^Lk1~Y2iVR@`cC*%ifzQ_(
z!umrFQ*xLUdH5uGv+^)2^G)Pf(Xw5EK+x&<p8h0syAtuYq0fRw;o^Pa;y+K_y>Ci-
z>XKJacZ4h@&D+OkPu&Je8`sXqO5)7(sauBvn{NPX>cbPPK!L*-fK4DP{7zPYw|QNY
zn^qbj25qyb_Hx<uXqr0~%TF%K1(!mX<L7mR>)3%jvAe^Iqu{tlxdU91uqjcS+_&@h
zMJ`FoYjS6R{I1N=WS!2*s(3hYOj~GWUVf0-NJV`3$@?W{xbPRMlpu9TnVQ%G!?B*N
z{8`GqV;ngIFG*6MeoSs2nL_6)Q7k(1u5PgUANec~ZX-3we*G-Bh#e)@<fhC)eZDDt
zksLKBjx@h0{}b}0*c7=n@q_4^^cp>}5p=Pix$|V*G$;x4NBY|g%F=WxV@W2NVM}7i
zEs5xw5Da?$L$oWJ(Y765Mea8<w2a0ivf?_Q_cFJw1;Q*o4tpA#qJr=Q{i=k~0<Z|?
za;Q3$e+hUl@OBCc%qv0uX-U1OY)#%}60?*ppy1}4;D!_!GPIlnFRuoEfSin<KA{nC
zj#(}+n@%I*rMPf@jZWQ_>4qiVR#gEbp3iW@S|4JoobacG+^!>hS<0R1pLPWSVWzcd
z`w`l9?ck5np0$U<ZHLlr4=cnb>R!E9S9hzed({6+;B2bjyKAc$-=P(yU8+uNx?Rwv
z$SAleU~aR?ZeaR`pI~)>fIrS^$S%7lCV<+|Uham^R$>_~m9G79=}q>02ao0T({5La
z72L6E+Hs)dn*AkbI1+7eAaQ9M3^OtRhSsPl3rwB|pR5RPt37NNc26%tRJC3lo=%;o
zhe~SEH4|DfdLgJHE47qTlNr$jo7y-bV6qsR5iif`r*dg>0Pq2dz_zABZ)0xc9E@Tl
zY}%eQtQe99-_h#W)(?oAl{JLyR|>Q(H9?rWYH~CBscpaLzu2Sl&SvdXI>I=^6TI}_
z!_H9hcG_=gO=|i?2%L8=5H#!)+s#QW*N9;EUE}TamUhy-$OomKHF;fCz=@1#99_3;
zQyn+uueMmOrWJDTiJKW#G`mu92e&2bmJe#<^moaj9#cy?kQ1}XZ){WCT#xA+ZaWQ5
z>R$<33ltn~jvWL?UA>{}z~o^K9fVH4OYQgQH)skSF@-1ZUuKS~It?L3+LdH$U||v4
z&0q`qzM{njY+6q^ppDTW__f6JL2ymfIzbz2X2IDnk_UJ5<fL;tQEQ=Rb>)-fDYBxw
zO~g;yT`?(i%e8afpf1Uz2x3xB>_3MtIwmE-()X;rCPlCCHf;$;Ja0=@h}%YFk{JFJ
z_2{Q4y4GV-Ek1(GnT<&?YbEd349;HsY39@16c0vE-Y-LUo;@2m*hyT@2W-t`v|R#j
zCSPAges40`S=S^mn!FUicAU7GZehgJ=~e)QKzqNBxcd~-OtcVaQd1Rni$?SxVp=KI
zAEiB0w8FBv(y|R}#3t&lp-`4~`56D`H?ZaELZqB$IN+)(ru|9-N@~3<Kf5D-6Vt?T
znAqy6#kpw&zYOBUj}Oy=X1gTba7#7GUDkUO^O*<!ac&(2-HES?0i5^T;%!fgn$~Lt
zmGFqcJHBj_V>(?^udF4}74@r=#`yVauT+i<Q6_L7%_O`TX18*Qo$Sp`+-K<&V8^$J
z53_@tIYYdtx<=Tq!?vDzy5rHeDth8QJY~E`(T%)S(dXdJF#8>f4zbTFI>5f7=m7h)
zq8qtm`;iWp?MGHl%3Mo5D)b5e=~Q&r3$Mv}mb}set4cK2s&45*2cxEQ$F$Eu)`wkl
zSN#mI@t*)DMUVvRg+hP@Lu%$pdm*4ADdUrKkX7!{1N7;+k<{exO<8qQQe!q;duZo2
zv*2+UyqVjelP&EGXA+*%mN)QHEy1_aoPPtJ$#oF;ORl3emg@Ah9c;(Z{xUo8^o%|7
zHF?i^^TRQQ#_4lKadRhKcNHx+pr~k@oY~MOr=-!fgADSY0QY1>F+qojfY*o5%Ot_v
zPEBr9Jc$8n!4R*=8C=Pusbc4=%GrLC86Lkfhvq4_-?7$)EK56}%{(|~N8W&&rBf!B
zG&m=6@AWJ_zdDV_mvRli)bfP>I!W;N@ej8tFK*LA_>B@F<2Ofj9;%%PM{Y15QKEWI
z_Ltn&&a1qokEbTQ*Lbx0U=7(BePDa<{uOjXl-)g)9Y8nlqO1jUyl@h)nr;yGM&X31
zh4bj+DQ8>36Y7t2`W7v*a$HM9U$g%@b4#Tm=2?~QF$0$zo4O1@PwTRkOYJTuT-KT-
z)+s3~?r_#1a<}@Y+SR|3S3<RU$xX!4)Xb_C;Iw~5)%lH+f1Fv8$@!C4Bg}$<HFv_2
z-i9YABw*N93^RAufm}11^Q-gmri{j#rOg_xRA!PGO=SvV#)tI!1DYw!B(=4})XfwC
zpl)R@f1H|0SP<$<!eT9!uUNCz5oP>kEBLST>j~PtgO*#Nn}t5pEc6lVyc)l|yU=jU
zn&``i-Li>H`%9(I#z}I?HGbZMZs<C)1KX$L%YF2^)<?L_{oImRlLs@vO?P^2k#(mr
z-}vfXSBhs#r7rsuk#|zZwI^1*OWl5!SdfHkYy^?vz~c=v*D2C*FpjKwOUOQ|SxLX?
z1ZBCUp5!KPy$5qKLOLw&k8vMa;k7lyLEPdkwVGD!9&?N|`*uI}aPQ~Vg_1aVkFjX)
zwN51cwgfKfNpT{gmdcZ4HUT>o{ya3fb)JB=@ECN*f~-Jy6}o=YeXW}rg(m9?FzWeg
zV_UBiG|d#pRYY>!PEM#u%aOO$`yXL%YB|IX`^jN;usYpR^+|FSN6{A=`)s%@%&{6F
z7aX#>6}cJyWn9{Au`~R0dc!MkI|{_er=!4vycq?e=|MXdoD@5kOum7adI`Q25Kc<|
z!|+U0h`@_?=xRaT!Nw@-uajgNBVUs@TIG2@ru;Ts1~RFaIv3?*HIy|k-eBirtU%v5
zTrmkL(9E*JmdcVw=LGFT{5QZO=~#@pWAUrt{~?-^zDi$xm9OoZqvUL8%cCz`Ei=@6
zs^4*YQ%<cftm@7`F0tK?)-FjFN*~ll##wS}hshV4jEDnD<o>l1Wt5(;NW8%pYxv}{
z;DLR%jUe~~1(lodk8jmpJSZmp%X2$lR~b_J?yKMRBTcB)q|MfkG%h_;HowkEWccfh
zy|1(Le%AabC!xaxw3vc!eTo?L<x~6+H1h!>(3cM|px<9y>UVMOy57ZnP|OqkX3gOB
zBrYFt!a^TZ6_0p15d-$)*1yi&3R%C*+^xg5g4Ic8AxEL79^IY2EV=#t0^c$>d^U5|
zX^6OEGK6*2uwLqck3Yrex)EV?eVqPf%|9+-U+n>YV$Z&C^k|R%vCbpFo$YZe!2cII
z$d+D4O7pRHO2|eIGf#LuCFywV$y)L1RLtauV?`0Z>7As9NVLlTK_dN7HH;+c)Hhcm
zXHBnL7p`;l9D4qFiEg)`YfY9hyud4ZE#K~acWwuD&x;60V5LZ{o`=B*qC}O*?l?}D
zWwkoacRCn)AD^RF_6~!Q-lqG&@W(d>-2eE<xuFMZ#oJP3>GFS&9I8zE^iE{<E39tT
zrP^uw7m=^f179JFo_}7V$6a4xtmJ-zSM<t2lFyXu_}$OZ`l?SZy*jGHf|Z^{0%N68
zIL5U|I`0_dn*GqGwjW+V$PE?Qgxs|tWS65)YCS1s)_)HXcTEV9@e8&h*72P~G35be
zeHZItF+ycA60LO9Vg$r*bHMrMCGgVOBwg(edE!>gS_RNhgdNnq7~j{oz_U8g092ZV
zC|}a&^3VyIyFosUGQv+12SSX8`Gdqjm`~^Cj{la#J|$+}PO#8ZcES@?e!^D7*M4?F
zYB)2o5miM|Edb82(o-`LAv0mP4~{;|2DfG=^hLJPUzqdM31lYX4(gVBZpTByS2wjy
zPD@A>Y80T#l5^6k(vPqSJdl<62eu9VyXXN%_vC{-xNZEZ*zxe09wK;QSL`~iDFXD}
zD9)^`@>8=SE3<NP8)8<xLCgvVY^z4H5SPpfd9HflR?J!}%&hn=)FWRfomg`}Y4=l_
z#v~e!xJb<?I0cV#*SAR)Y$fXS2rxs=ewriXBVQ)*M8D7#xel1h81BQoh5q>8QPmfk
z`7QlIE%Jr3s!nSmQEw_J&=UZ^+!egmU`4^(E&K`&0ID%`lPXbE*%eT-c7k(6G{1?j
zx}^3?;K8cO#6<B`^dT!lKh~u1ehQus09g1nGb2eA`$1ii>*zrD&pjX9Lw}f=>iHn%
zm@!Z@13e#b==tX*y4z%DbS?N3yrS2#L0|muz3hzJ!9S8|)Z1=FvNYuF!)URf@#)7U
z_`Xbo)-qEt6TXT*U}uQZ9N0Dj=wdtbh=Cym`Uh@>tRq%-%aBb2a}WJtV5*mqm_N}-
z4Gi)!!lLJ&ztFW1y9`V%_!GRM*AlFFdcT7o{!XK^G>|#c>JVrQCXwz{+t&B|;}Uy#
z-*X!~wT{rXC@T=~PO}aKZpDJeL{0k>Z7LqgDRg?52|{;Ex-JEs7CNyj^!#WCXnLk>
zY5Jhbpf<+Ix@30*V1kB@5h-S{;Q8kz_@3?!Ev=};p13Rayv_u%?a}O@@86`OX5|RO
zLZBfRvd@<;o+xyL?wL*Fr1RI^h$%Thjk8m*?DxpSPF!{)$Nmzk@#>qny`mglCH91^
zfK?Q4$55Ha%P}?R)jR1^w#b5wv_hLt!}Ki#$D4m%@~+fpwe-G{Y@)4*m3cSdYlYiG
z+A{~fG6(4k^HgR1iaDUckrZq9DM?W<9RTv;i@Y6!U`agTlitcHTHYYAv{ME_kP}4@
z*a|q;F5Vaf&l!Y4MR?n<9AxFiRQ!pNbTTLn1jnL12bh0b!mczQ21VXf4^n-E4KuXi
zBee9^r%fh7eiOH|e8`XvTAeRJq$7zGIPH!@g0Kwt(%-wNbtL2czr<bYR;P%TI|SYH
z!A8}NB9%#LFPT9ao>&p*pO?IDNii%5&L4^qYi6k$Nl~ar8Zz4b%sLVa{L9;A796Xb
zX6+8f8H#GoGX#;o`Cne=#KjY9GA&Zz1{y-jr6+SsPuS&kqe;45UPyC?PysEl7cEF{
zL6kK;$i2~mz|6RBV6BGpgRCl5>1JxAr3dBaow1?;ubK!UYhv21e(>tU>&-BS4>FSv
zE&=O9?q7q3);1j8nJiPuYh1%cJ*2}Pc`{+sJMTw7Ty$lNPwXyw%jGGzM^6xmlTMXn
zm$RDCAl{hRwaX<lvCDL|Xg(~yswOm5I@Kh<e$&)LqP-rG^VZwZHGP8p#qOdD4p>eD
z_kEzgxNLKf(njB)d#Yg#=dm@V)oZklcx?03i4HCk*mI_147%^TNm1>WxT2N{XaUb;
zZ5KW!XUK;;Q76<=R0S*KNtn&31x2<S93r_ckn(CX2`$|YY7Cmhp@~?h9bGfjVGlH7
zpIvo$J4Me?Ua)1WDXitk>09uv>^hPT$b!2I-%MUNDLCZGU6pYsMG>^u!3rqlX5^iJ
zUQ)Xax<b~_J#^(tp8FyYXKp{ot|Rd|1$P%-aL95Rx%(<&X_{!y6_G;FK5(J?DY$4m
z^!(eBH>~l7YAfVZz#U+&RL3aB7<J#HS5eb1a>Xqza*aYTK7A|nk&#o=k)jV_sEa|m
zG1-)yR+9A6tIpxbOP`oFyrj$9GrTbj11mL!Y)RGm;MHkSN|#w6Y50h6`^))BK$<CK
zHWL(88VAPFflI-6Vjo_+vcym1E_XBk4to^2S0WFUK|Ym2(~QN+?q$%Dmt<I$mh`n;
z(+%>9_Rx(han23;HFC>UN4G-j=;+hQFL0MyaI|uow%@rRE<QT@54u}In4XW;hI7%h
zIY{d@Tv8W}`l%3IUc^L<u>y`cUKK%HrJMHxy=k;CoJSs$Y{z3rN4wlItui$0Qwv!i
zE$eH$=#oplJy=hd+~>V6<J-g=I{w&S{IUHiaOb>8l~AXJhw%z54f<@YxP*EmwGowr
z`z7vTH<MEJ2}v6*sw_G|)2$b#)gAC2m^!!$cqy&(wxJsS!YuuJ_x1@^lTsj}5Kqo|
zSUC-=dU7?DD-I&p3+c4f<pHgcE-S_tSFbrbEa8?GEu%if+v7!4b_})WiVr=I4Lt}K
zS|#4SSzGRzY>XDH9uw6~IcJI-3@P&<t$Cigl0<-w824@$U=m6uTy5P9a@au(6asyf
zd8T_5@k%U%g^I?$t;xHwjnI`%dm?waTgOX2Bx_Ukli8<o&@l?DyC+My#FLh%j9ga_
z*HDjeVV2Q=bz;qVyxr(V$m&VqiQQ#yJ@Z-anQsUjDb4#TV>(>m`4B=E5-Hzvfu3`K
zm165<Vv_7<+Edy+<hGJ{&Kr(!Lr)2ZOY~PAk^X`%C9w3@D$jYwF>=5$%4#AYS5~MO
z*KXxamHKkC;Z2nozq7yki_EAy*OxwPKZhOmPy?T1khEZ!j@QMjf=Cbcb7`)hYdg9T
zzA7j`vAgWeRM34)=0=+;fz4_{`&O-i5?HPW#?n%kaqF5wqg9)idCCj865w#8HJ?H^
zg0!<1*j;wP5zA@fPL>#K-Gv=gs&8nzLHyDs&`4^Tc0XIaS(}xlHjtPvqdvsj;pNI+
zj6#n=_tRSw8ycZ5+)@d^mvh|#W6=GAb9J^eEi4n7b|vbt;9cm`nO%JYF0I_bn*RA;
z<?R%l$@z%{t1SkM7o5j{J71opT{(Gas<;44>A^3Ldj{S~ZA7R{@sqfV-E@B+k+jk7
z(tw>bLshT9wr`TzS71wd*H&56%P*&9s0*<4(4dsHoS)vve7NX9_2S9fg%%vFyivgV
z;-gb-Moa4RWVi2{^U(Cg+Ug|_O|Duc&{MiS+W&fAoSsJR`)Aq-_X4h{<=fTqmTL(Z
zrDZn!kb8sGl0x;9mgtf(>o|IB(7X&<q+<hi{32*gEXl;w!JF>)0nCl?XP6nk1zJ%{
zW!3fOpq`TTE^Y`r(pJfYd^o%cTOy~wGu{pz=|XEkw)H=OYgu2%OYWdWzQG{L-us_4
zITbv8T?6*w(mho#<SNaxuT{h*%<HozJ6qH_!t+gPK$)Ga26@8a7b<2ckkrYHLeHu)
z(TykW*O2k;YpQZAdG{K<@F9STqGqm7=xX_l+p;b>ri+fnr+D~7W2d;;MJYVDTU!}N
zHl`fZsb%3GAWzF)=(f8PyFynUdwkQ}wxYWf#)xWVocf8?WK2Z1YqQ|_=Owt>wK7gu
zVo%%^yK1$4HR|UXatA$XUk(Q(s%3pLEw`d;K%l+mire9De8uiJEn+1-Do^g3-GcRK
zZmsz!{lGd<aaji%tJRdi(4b-0fzsmR_&HhTOC{@X^OfX?fDfz#Wx?CWdtnnpKGcIc
zy~odx^V>jK@<r3G={C?4yFynHo7K#e?QNhV8uQ=4I?(E{@4+9da}^O<_Q#RupO@sj
zY<m!u+!J@jt{k|;Ai5p&BcWq8ZhFM&u?l3uO6W+7tnV-A!e1%vF*ApG@l)7*{KaCs
zCF?>jv8Of3=9}On)`bR+Cw7Idq5=cQzy*#Y>M~+oLS<ddPn1>U=%L7wyY&!hOU|x)
z%QEOn?lH$OG;(y{p{nTj&;x}Q6ROn`sbE2Oup{dP>B`PmCatSAcXLO9$==S=rW~}!
zi78?khl%ZUWyp~&lL<LZSkGX4GmI_uG<Vu<N2kI=GU1fFwVR<)(vqLikW?QcuhkFW
zTG-MeVeJ-ZK&we0o|kDK-yyxvjYyeQYFf}L&g-t|bR;@$^7P~cG*|89p^cxdc1Br^
zPzDofW-}Z}A<WatOeRepw0+{MF5g5<mn!>e6?j^>Pw$Zkr2g<`!8Xm{gI-$&ZmONi
ziMAqE#=V_TwR=eW8&j*;=rBQ1S*iw5qaj<D3Y99@r9;4ECGC^8Cbr@2noP5U6wk8K
z8t{7Gden3yI8ZJ&j@t-Mlf&@x8qO?%TOF&_>n={AvxOWUeaIMJ$sLW1;$bxO6gt0$
zokh26F+W)W^~A2wl@HMA1Fl5R!%uAxsO_^ptlj@pcV@|s<T|z;&^u|yz8O-@e*%x7
zbZ%&q4iRiziukA~yC2F}iG%|n+Gcw|+~KW1f92gf)!<tR6Kz9Wd-dPg=Xi$ny?xFu
zG`F})sGRYBuH?iro1noH#Wt%QHw|^_Lh3?XqUAq1mew!ef@q1=QJMO0<t4)ak?|9@
z0X9*#)5mg0piim<nTFh$23J0`X7`uOlyNt4o1{_Jd#0h4G0`@}#tYBKap|I2=D~%O
zs4#}3&G9s)Z<2e_WG^}203n9{qZCayT;7U0bHs+j^h4<)8FF7~nI?92B~sQ2mi`iP
zs4bmiYIPoW7}sY=4H0Ro&5>i;s}^6MV9(RKVhpzXL>vgvFI)G3TDx~+IM(YkYCIks
zDq3Ni@mi8~jvj$)PvZM2Y@o&oTYU26$tp^}@=__)DhFNmXrXKW=X>bNwht{4wY9KU
z{+GC;wu5~Wo|~%O1;)=0pL}%hu<ocrtw>sQMKxT1eD&wA$a}|A@IDO@Kfl0+TIY8k
zA8RVk(iU5xds|`maP=~-s3?+~I+UgUD?B>hJvy#}dBvpM0`3mTYyE|<zzN>}=Ep0w
zgdE~DvW_b$Z*8K*zCu-3{(KW!l=rp@l%q2H*m7Sj+3NKp*b@pON+V|lCiwx}3fl<=
zwGKgxK0`<+7xzK^Z3&NaN4s8Nhyd)=ODLCDhXW!WwkBY$z6dQ+4qWj|ygs$eNw768
zPBSm7Gu*L$(teNlLYZIwvj6FGyEDGJ!Zs=jk_(xciJL=2?&<v<SJ+TbEzqv6XIKJ9
ztrmeZ-=YM)MEwDJzzcXV>D%xZ8h*iUvcs2QQF3cV>`ay;S>|mxr8P48V*YX9=t<t=
z*On#ziHOeqAT;I-LhN3LsXSRi^A51X?Mna*4=vjO?<{vLQHXDq!-pPNyWw-Ta@`N?
zV5H#}wgawLl!kLVmfN^=61jYU?c1=Xkz)Hcw34?W`!sAkP1+;Imtpud8F8o<5<_tm
z*3z-I&O$^H?Uha>%e@chpa<_+g-rt`C^fdd0V)XZnB)ecYO{r^GZ+a14OTC}CN)W`
z(~3U8TI*lZ_Ppx#_L)}${D;*oOIBC|*6o2g_mFVJnrhdd(|e6q6Z}$tz^kxM+cS-}
z8TOqMaw_kZ23zYZ-+}37mrj6-OYRn*u}|iP+gv=aE=E7obuDmK<nK#9#auX?$)d0#
z)Bp1?pI{PvgoZ2mH1=(D<#@nL`x#yuY}1doYLVEX-4G%BxB#s)Y-}gu@HbG8^0)>9
z{6d^emQY_-eqv^#`ziex8);lY^5^<7Fw<G&H$gq;tM^&Ex=(wr**#PvIt2EYM^`cP
zl`In|;~`L|<MxKW9963tPWRN>*|CYvpQ5%F(=t!uj@m>?Jjb0~-RH({u#NFey$6cQ
zakXCQqWt5SusJrwd9VCqFvvF#v(Z9d=!V2xoQ1V$<9<PRVD&Prr1qng_2{qz4c=or
zV)lZf1lMnk)8Ee6t<eEmd=8m_@Kc^ROT_H315a$!^7uf)L^&}Vzr^kGJhxsi|G=g9
z%1qsJ$SvAaYqLM0BC>orc<m=}E9{uR2@O#wdXiXlnkqlojwa9yX1xo7zGQ2!y0HHn
zEoF1?$aaqna^Hd-r47AqHpo$iyn&VE!u=%e3M;meJUK_K>Z6cFQD2>L)Kyb6&f5mT
zcg5@@4(Q)r4v${`=O1LbvyF|a(qQ74cHk-`xQwS51P>0=6c5&hS6e;E2!(u|65?qW
zDhSzPaj(+idNm&;_n<>&dQpQy+&tM`hVP5qNH&q)HaqN+9=<MuViG`8wBzCdINc{|
zZnxJ-HXH`U<b5WAM|l(*aM@QeR5X2vFMG*u!{C{>GH%_gM`qUTn8W02@wk*+TLN~|
zyeqCuXSjDqxS{+b|7K)^*QyCOSua863c8+2`J7aZ64+tV^+DWGYe^Hh&G`e`Ty!Hg
z#<*xkOwFr4NSZo<7}n$ljl_1x9w*;wh6_Ei)?sXsx$fjC-l0W?-7ded9k9uga&F*u
z`|cuNwpI8x<3kyF+vrA;j43<5s*5qE^+&)l?~|U^qe0j2Lt@Tm+<{yIxY(HvyM?Sb
zkVjPn?6#+CR`#*99AKT5Z1!bp2=&LW$Y~Qf;%!G;)L99k`^oTA(1WtHf@L`b9B2*K
znxyqSw9`vzS7;F;;^eMG?FFfy3b!xnVfIzwol;7&MG>=lOKff<b_$Qs{L=QwTC%|9
zkesCkTDSLpNK0~xZ8c%o4!}yg{`Qr7Iy--9rgf{@1l@t_kOnX9iudQKy~;gq!pXT=
zTV)^j1RDF{cI*d?*SePjk4~?dJzQN?Om*#tlu-A>l%JzcuXznZri#;-g)OL&`L;&(
zI1<)S8};_~HCNGl!@FkmFicV}7cvI8qdKHsrj~q!=^|dT8N2tK<SvvA95UJs=QiV|
zrq7o?!YqXDpN8=SwBQSbTwUP}>w@OLK$dy&3(V+KEZwSc7ueB{V~@ne9w!BD6=V$_
zxJCsLGlzShUf3L(!#YpW9=G<Ojm<_n^9{;kC6n5Q`>NDVx82oh94s;FQGfdi?hgb@
zPHEdJ_W#aHqtsIzg-frkX6|nCVy~O^@cD7@xUnK($BG2xj`LRJYK%wWwvS=~Rs3hz
zp+ZRDj~VlS0p4WmyHRs<0pD*RxI93|4amR2-}+Lafcy(Cp&w26>kar}777bT)uKDq
zD2r1YNhpWb<^4&;F)(Z<w7(yx1X-SfnnD)DfiQdW_$d9Vob^03^B5b=d|?8(0Q+bz
zsJlIoeMsdL6H-kIdO!^GNDo?bsU1BsN2_n6#VrbdKzmvp1hd8WQD0l?KA@@^ZQ6j!
z3<D}oIqGj;!Sz14Q#Q6*P0&5L&S4l&87`ih1DCpXP;Zxt<*OBgCJ=Nxjval=%XLdG
zpW}p4Ndg0CpVN(BWfzV``)<b3U6AYaZf`GFx#O8PG#m!G|3|xntk;o;=?2}L?|NR&
z#%!P4$@V$SL%rOKTuoBKxCDKOTKxsogCIo1(W^%tEPfw*)Tw|$Nc^D&*dAIdGY&!=
z7lg3PD?vy!Pz3WoDGG@>SbZ0)Q_u+VKhO)>q$MH9UC`H-IW?UX)br-s&I%{$tl(y8
zQUe~3v?=IDrwO}5H`)yY5XS`|GuY$ji*`-sy_RHrYd6BqBe8KSd5;*{A&EDrBxIg=
zCC)HQ3^eo~t5lnX76q;6q1Ozw_g$M%xPZRsC6lx^&B}OS?lLY1e1b}7NBvl5mH8^4
z8X!|sES4`yZt%{GlROle&4vyiEn#p=F3F&w0!GACn;%p6J+mLBhCU}E)^w(0gsuA9
zTAB$tW~gOug$~@m+Pq)j2HKb_uVT{UPhdC9Cpjl^nQ|v+2rpKI-p~!YmK?)iM!hwD
zk-?u(lLXNd5&N9}0cse9%%t3AEbNOq>9uZ8L5p=87N7j`N_0E8`Um(%#@S4g3+rGp
zG<^%?Yw(7tL`O8EBd(=B(W6zqN9gqQkMD5-+r%`@ZT&{BN#Sy}$5*+=uEPnD%fX>a
zK+q3GACW5t*=!(-zDlc1_f;m{0vjJhU!~(d%V}}TRNOb6`L#@kht8Cw9K*DW*B`%7
zM|&m+guU|d5d<z^JEf<&quwERxr+oB(e+0q9>JVYO{s=fBk+k}aEe>%F=OhY!K7Mj
z<CHWSREqgJ&(miQN#S~S)%4DO_T2g(W`iMY4D$ynuc$#&2-)>-9b;w>2i=aHG~BjH
zKbG!ld{5dk{e~*XFR|#c6PQcFPQ<*v*%&j!<r(G5-x4&wDJ33<i>UBJOltqNkTsM`
z37God{&r|cuoAE>-fj%tYxD_dsY1hPkYC^i`sy%9-M#Y1OkeBsoR}p-cFl!QUw}<>
zBu&j;uY8%%H4U*FT(6Y*70B!8>Q}x=Ep&(2k60bc8aHR6-*EeNY&a%N$YiDk*kaFe
z2X^@qq2~C@+;Hd7URc9?iEo%Umi>EJlxXNAYv_VKE4e|=_;B2mI6lZK4Vl1F7iJeF
z-13l#<=zUJpvjhyYXCAY?o-$@y@sQUzr>;!0fbDJ37J^t^^nQfCU>S(n_i%Q55a9D
zZmo&JN@@O+%?@@$Lkv`!2-`U$LGQ~od79kYRR?J?+@l!PuVL$X?66D?89ySn_1f3h
zsHGnyB>aAvCFwJW`6}F{tKq3PT#be8$3<bN+!+iCdwP-L>orD%_5;0^eUKK$VF{VK
zP!_QDG<Mja#wVi>RkO#`a>bsa7FTORqt`^-Q0viC#(GApS>&}v!pXti0t!=u{)rB6
zXbFPr%<Pqk81PM>SG(9U4aq&i4dpv*kR|u1)B)nlcFAtVv{JZo=z-fH>#N=4pcGME
zFV~wSmKeIC7tplqer(M`;zCG4IxjFWb$}cboh011&dI^H6C$=X2{}#e(k!*!!j9ln
z3UZbRyAPKRVap61Y_j+zZm4}6=yYImkhA(>1f~vVj-xFqU0$}-_W5G!1P8&RVGM^x
zWOKmOfiEFk8@`4tvUNH`M!oV<(iEAgDUq+^M*S(;Vwu6rJxN>IZjR?_;xg*%<#ngk
zA_chSTD~`1L>>*~N~6HYC1&e?Y(71AK#w8TPrB-Hi!5leX7zXmS*jVP(PQFmm~|Sh
z>4}E%*>ggE-#(jcY8L7H5?$a+%1y6Q`vYt64upSy>+NkHYI4{!>wm1z64*``xQKHO
zcGTi)0+?W8RdG$YAs&(LXd8%uv|^=IorHCGcQnRu2SHAw!erbpW{Vn~!1@BR-B5?&
zm(~nkPzVt)XCZLNfiYzD$FH;-i?Wl0(n*csm4vn*0`T?(?pPlJKJ8Rd-P986C`eRP
zuul*}7VDRGNc`WUn0ra<HfZ1LZcw;4Jr~k|32@0h0&az@!85V7k7ZeRvGb^q+N73f
zO~@y31-gqdj;fBLC6?r2c}H=W81E@OX@|t^3l4DIhCT=%%g`!7@k9APYLR|@E8F#9
ztY8s3oJmYTe*;k${r>x@G1(m-d5Iylc!+G0T9%f8L9$=q20EKjT7s$bO%Y3gQ*ihK
zErzbwXNiyIazE%nMwd54O-3m|;6}tYM*(%8Hg+GRj-VQqIFDtm&f^Ld8S`siq{xbK
z)b1c{pOJt)5tNW9QL)eO6Y>`^8{_tn_Cy5%dI1R5#sy%mf-nOtO{&GFfDoK&iTkA5
zm5@J%obmDTz#SrApWiUd+ir$>5E?fpWb98g34=|^vm<el8`SOm`}O&w$k;XxBW4L~
z=P^<~0Xt5hz{f_c<rT9eT=q>jC*5%ZB{pxmsC7%MgDB<WKSK;tjlZ-*;>$cr@XWV1
zi7bjR16=Z|ue`4Cl?6|xz)Zzt=mGJgEwI8ULWB1(CH6^wKQz2f377(kA@tz!zX&aj
zfM72A7kE@*<l;5AE@Ih)1LWWfI-NUg!Zj_~&&|z4!)jpvx?Cu&Q)}yB#=-wM8~*`p
z2V1BLG7SxU4_jO_*Ug-R@No(?CCyxZ;F;G2?F}xIDQey4TeM2+-PQHSFW6C?YOe;(
zF4V5ixm=NpyWZZA@6DuvZpZj&uwD@PF>s-B`?ke;A@fq%F14G7URQ6N;&#-}*=e`i
z=;w48G{sZ>oS@p}FQF}03)p%Zd#9f>fL{Cf=u{q3i`9CLTCCN!?NeURYRB|*^2i%`
zTLa6BORQsirOuL>R%XyE<GVYZ2v7|yEhAvttF#0<eUcfnprp{nKaQFEPMj0W!lWYD
z=qK(>Qjr_7oPrg)!jz!<LKk?aE}{>~u#w?hA!hW`OQ07vzQL?t$%)$OI3|CUw4EmQ
zd50Jxy-J(&mxzVBoZ)$x7vl}f#TzX3#sEnMCs<z7UUlzqpV!|l9=l!g%OdE!UOLeV
zR}~YqCk<HuSF_-I*a3!~Ddv!1_pg^T*uuOA)Ty4pvz^sGGy73zh(*B4W=P|uAMg6)
zl4PkQ;|E~{Qc(K+X>b{H-BbBTGYYWxQ2;GHXnqegtU2^GgwEfSv{;`ZPI?m0>T?cE
z;K4F4U4R3%sOOK|PgEA(D3Z1#rdHvgCninjNipw_S4wDDzer<&)|vbXT*&7Vs@AdN
z)n1U2aq$zp7IR-u)|NNF>lk<iwX2|4u|@qn>L1Xy9%E=Wlf<7Kpy=wYWG%Qsa{I@B
z;AzX`X4?m@$*m2ot0wM--6bU|7<)V?dXT<re$a4z(Uixw{-LIx7i!4?DMq1Tv@cCx
zfw^jaz=t-?V)zy~3jChh2Nq6ZXq+f|&^E++xG<g>o}3e~aBrRsO*=uoC;)TISr97+
zZgE4-NPS?1vT|sh<BzYmE$6A-H1tkzf!8gGIau@ebDQk3jf2i6`!V;mxnozz-=Qfs
z!}3tV&RI)D-Z>f1m6Pw__742{FY}OFod*`5j=DHL(eR$UJdwORLVbCFLcqOxePX~Z
zzSMPngknYDdLI1x0)_B)=;a}b2K>wwilMA!ce<{RQ4EPUE>Vn>TV_IFr0Rdn4YyBT
zD(Nk)7M{-QuZ(pneeUX2S~@Xy$$fQc?91d*J92ex?7QePJ92q(to<s_of}Ihj$tuZ
z$HvqP*Sn4YbC<_j;*)2`2H;Zbhvm2@b7%eB{gM_I0JMTwwO&m2-3}>9K99q;n8<m#
zHs;hu3`JY>UPBRIO~?W`XF=X@>n-lkSP-499fJ1@<27>_camGY9x}qlcq?Apb#ctW
zM&>cbqVELT{S9-Iu%+hU0rPa^oY(aoa{>115%c7aTq$90nXkxO&x3F1H+RpxAwPG_
zJo$XWu`@T#hu90J!OswLcg-8(qesn0-=xsB!ws@u=7#&?qWMQejU_sZllDJU^J`Wv
zSjih*Gc`Jk&#<sJX0JdcDr@LhL`e2L+wciqt%3K+I^^v(ScdC-`y{L^->&iCi~8}V
zD=<rj0Rq#Bmyp?<xH5)SaRT->u0ZQaW*>K`VP3@7!HYDe?)zzuP>UN7a3^b;9wcIV
z(r5HS+94JdZWv0bwZc}iVJLA|8gQjd3id#fDMu*Y7G#%{1iSCkoThemC&`o`!%oz}
zgfY1~k1QlM8P@+1ZL)eyd^POpELS#~R1#Ti1Oqt)T^=uPPS)P|Gioggifp#H$lhHA
zMIRxS+UK0HV&wYgpxvoowC>xF(gwm@FJ5`Meh~hZ;MsI9Lib&Ap%uZ3kt<fDdk<=D
zcdW=8@^y(j1@S3SQ~WnZzj|TWFfH@-7nXw*(=T)P!qOk({!eaHnoA_w_9~ucA26@j
zO&}G|WNR>~SD=H+67W7+jVHjxHl=wn(j~Mtf%7(n<=(M|CPObAQP+K34SKf@@#4I8
zV$w`^2;3^z3|^7TA7RYRA>XbeHp9BXN=tqCof&kJD?5kKg=WxU4JlunLG=Myze|K<
zTuxh_y+p2Qpad?s%?{bVWI_zGrpaSKkQ7T0suF6TRn=d^9VGD_4(9w}ZGiRgB9~<r
zZ1cDq>uNkUHvQNXMz`@Utui-$0mxCES=EQx((psmI`h!%;+GqkBPa*)((;#YF$?b|
z+Gbac;BKPgl)|kGSeP(%_)IiiPmoQLb);O9DOse}M>3{R>MY3KswHe^-3PgKhMG7*
zhkpXxWP?4*>L-~z2ETqJIwsXLMJ`P>LBf}ya~4P(@;2;=wi|%G1B>?y`yF8MqY&E)
zjqN(z>`sSUGpG~oskTBmhG%T;2ojL@sp^lD!#?ImPmuYl(1p1sgSjReb?ClEquxjS
zj>|Ez#5*}A$Q%%Dd8p_y^5x^oP0M=YafO#x?d6Drk69|}bzpgxMyZSBQlry(ql3vd
z5tKiJ4QEzra_OQy+2)NNrde>Q6|r4&vR;z7o(JE{E(Odk>7V2}k$cI=fXydFE>16b
zuqK6>!uS!ldP{BYrY<%RMl>SXz&`rZ+J8>o!YME81$i=eHZZ-lfrk`Cc+vt=Vsw}=
z3|mhpETG0hV+<#lVM#Ip+qecDJ_wB|y%_32i*G@T4+^(;HdhV`8)kdPdE%_#L{^DN
zT<xe(IAu9GVE#I3iNr5?NVCzwqAlFWF38UQ3)qm7B;>kPc8J~C=u_A-oyH{uPvVB!
zT;+bT$B<cZ#6!<#s#StJx5eF2iMF|tqy@PfZhO7P*LgBKD@zoNI9F2N(@I{5_5kg;
zHx@6{JyBcSY)1=`?R5=cSF~4YkAMwh_QwZ$hvSwK$-N%#m4ycRWshPs8@baEpl`D<
z`xph>gUve<?j33v0VQIcYdQQqc0Wz@N^MrDrN+&|48SjN1D!5Bwl?YUC!lL4^D&2h
zA#rAfkZ;Zey7C!i6LF_hkgO1j>3RuI{rM~Vp%p^dQvJ)_vIi&IsS(2&dSOW>f$64w
zbg4HilA26pyKDeE|FMQP?Ce-f34Kl>&rv`w-Z#vH?_op#eJ0yt%#d3#z-Ap-W>qk?
z_lqj9Di;%q&T`q*IY|%PJ9dTBGBWd%J?w3&SDOTugj?rjFx1Oi2Z^mU8g`I9a2sS7
ztZWCF$tR%2=C1_RZSQaR$swS)wM5*B14o~ePpy8#`*Ba~2HnLh6uUk{KjSe|<1yV&
z#_LNpUn0<R*5|<Na8~M&$HZ6fle=XPUg$C78Tz4J(M^Ps=|hD_1MLqK$U7@WS9C*c
zx9p06zQ|wP2HCwmJz0tNQRUXeH-qI)>z}NfFi^5d(t1uS9D@5ZI;}HCfe-8!-3Osg
zyEF77o%W$I-j=>aRFEXoX~PhwMp1UsA{Nh+{?fL@A<Cqj;t6Kyr7nl&gHovp!YIl}
zEhqXExS2eErTZ$)2lM*{*iqcK0IkyrYT-H|4?`w|9BJ3h0(SD#*jnv?znTz&roTu4
z-k&4+D7a17?O9BCmPlN+?OLzc=4LhV2A&BOSko1U&xm`68xlSLV@7W6-*sD5u#cG$
z106((&RvziGvX7{uitV@9-04in)!`oNXEl`0b-6M<9~n~?y?qUx*zpTZX>iJv9TiM
zp|HfwX*UnPj_nQ1#8l+^O%Av_;|J7cm0HN$v=ROCBC~eyYzSxcrf{VN#|)k0<-O|3
zGX_|RAKm%^n<lK*Zg{{(_AN#S={{P+La*F^030^+5Hwwc8H0<B$TYanhS<i2&?9&S
z+vHj94VMm!$ttn-c8IMwUUN5ZXw1ix6?wH4WZ$Fvl$f(?j#TJ+htA-nnq*@;H-3T%
z)~x-BOSm|{O_y+emSBrN#5dS(V`q;EO=YP(!?IZtIHx0T$hF-ffA#1@{WvQ-FY^zR
z7xS09hgcYst9RUHL&b&B2=tl}aWyGp>^(`ZM^C}F=8sq#USrILo4G^MS;6VhB6VlF
zD9ZbdGk{I#mrh(=FAo}rO>*TSMmq8ja6`}<A6;@|Zn5c}<o-`?Ms#OJ+z`Bb(U{2O
zb9nBJm;@s2%1d2}3(~G-lR0tkgnmsZWn`fg6lwesUSS&BV%3pS@Az!2@>|Ua*B`$^
zAK3hxHQsD3G1MY8_aVNaW-N#-67f)5C+ZmO5;><MZ^*UYB9CDE?8El`{p2>Q-uT5a
zc^5-@#`w)@xG*Mh7(>OU`5Oz|y#rtWG^L@R>&)M5B8s)w=YcbJDVBEvmCxIffuvn7
zad98?Le=Zo?;c~~d`<xONYpXA6>>KX?)4TpI7ot~$JiLW9|t=IE)1el{}!`D@QWbI
zGH)@Kdm|dL7(~@vwqB98)pl0gJF#CAL}^(`Y$i)Ghb@asjBh%MV)y8k%y>Ai{HPmf
zdmxsw;Mg4%^VAx3o~HIYS)IDv>!qAmVyUzyZ&pWma&5NAEfn-(E$ICN<hHhjH8wDf
z$<@2B(rjqBFetGYOQnYu9AocEdOe78t~Gzl`6zvaTb7Woqjs+ec}1_XgzXnzawUmt
zX21uqIWT5wpw)$lowE{Z@hH|E)J>~%A$GOoJ5R0iG<8_VhE^9sesnU-tH>v@b%BKQ
zU$nuBo(T)$cJ^aRqOF6SD1=<QqW*I1Vy;!+$fcIJt<fI^Z|Vq7Xav_Tz3t@kXNYCd
zp9`v)ttnA9%GpRZ8L+iTY(Fz6Rx)R=J<Qkq&@9dOutlcNLst<2Q|tE%G;8{JXunJi
zZ(bsPJl2QQazAsPnl64p3zyZ!UWYNZ5;X;!Rt>V#&`(K2OYu9n(tz6JzQC)N^n$l{
zQ{>WzfbR@6F(bG3Zw)l-QYLMk?66G6UBSLCWHug)V3((K@u6s#%AJA*$JweA2lt@L
zLBPpNpkH~Ja?%^#^~+AyLZ@nl&2bET^&tNwx35pYrq9exO4@7tIn^k{_ys;`8)9Pw
z8Oh2wDeLtQF?-*Bh?Yv|2FC^M=tK0(<xAhZ$E`lHGY*zW5OE3;YIxRiD$NtSog9;c
z924=@9_$hGWgg+P=taAA*E(J_d`jM+*6SJ~1&;0KSYZ)ZTS2DDbD5@D%@*xoOU<k_
z-DPjyStbhd2$3r_Mtp5qccAM%C2Z3#%oO^qaBDNo?ZUdavx2^b0!?dC1mOKU;E2Gb
z*funqTujbi#FoZS@F=GO4JpnFw$mTPws16#kZaf02wQ!L*Bh9IeRP<)v?OPfKMURj
zQE5KU1igHBe~4L`W`#>=eN2_$;;eN2?JM$$MtwY=Re))kqX1gE5^)k*)D{QNfyeSm
zyCi6CaqS!E%SDbdY>&I}o~>mIqCSN!wbKzN1<N}(3Uoy65pUE3z~B*Ut%ZJ`R~%1k
z-4$+KT2c+(-c6B9xl?DLC1JG^xs*xOkOtJaIE2oRHjnZscyjS^Qu7E%yVfox*!o#`
zow94pW}4ZBRqBijPYSYI74=84yA4kiNq-YtYNNrqSh{l^*1*{o&pF)|2h*@Ozc5qx
z-jG{;3)tgXtw*b&ixNp+EROpucoR*><&-4!cJ6>nqiWM6LAo+%73FGJop5B$<|EJ%
z4;U8%XhhiJz<LT>x;Y8*)<jIZs#b)}4$9nu?Q*kT>#>1oUf5@_#R(8-wKk~))&gn2
z8o!V~$m?JpiCF8v#^-s(fwj`zbcvfJ=8fGHvJ^PAMp{(4o$@Ysh+0{XnQ97~oW{Ef
zlBp@~umX<6ICJDGpMwf+LH5)XKF02=0%x#AZPf{k9T5j>mxOKgG`88;6PI8lCe#E-
zUK00b!7V<)irFr9&y2zQRY}aIq&w8aYe-WQa4{!AK)omD9pI)&_keAHjTR-y;t6nR
zxyxhQY<Zzm@PXGz1=+~JZJWeIh<h0<*%_BNbzSJo8(sfI%G}I@b8lT9oO$X>!Qq%H
zLDzcM5WJ7}&VY+Y>w<3Vh_zvbo7Zm^d?Sj|xSWcR>Ej%6_vSB0ZX9NUTFRVTV^VpW
zdwilT7W#m!#UTkLPhZTo`YAEtkHJO3DXkk5`t2+ApZ03MHK-e5k2FEov)u!5D2gWa
zS>yzB1B7c!_&t_&Uw%GDE(}Lv7mnz$sJqWGGM^()z2V#wZmrd1L;RF}SgwiX9^S@&
zJXjlEo!^~dPU#4*@FI@3ZI-NrPH+>#M!}nai$R*B1nxlBuQJdASAe};gXa1v=BTCN
zN5m68G$v*Any}}kt@9T7YkH5UtHt~K$xG;DyU;00$or+&>4UoBb;1#i__TW?@P5a5
zVq&K$Y-#YMJL6YhV*y`cVZ~bCB4?#RKgtJs6*dVD(6eEa0%-rI*V?ZZ8|iawW2R)x
z3U!*Nj_cG|vNPr~Y+7=RbGYJg$#>z>SU37`DRFzQS?Z1OBVxEjTVI`9Q4PS>w_`U^
zlaobFS1PTJU`x$MGtwVY_q<JdJ$s$-spwA(J(TF_RYwZ3*ZHrfF4n`sP-`ylM7@N~
zX~-LHowmq5JQp9qlYm^T+c%My;HkBMv=-w-<U7F=HXdsGu!2MIK6qlLk>;?a5ua&o
z;Bw}Pv)yyt!q-^+hyKZ`me*LHeGh_ch~@S=1$_7VKONWJuZr6wSRzBn$pis*|Aw4}
zc5VY21~E;zs)T(GS{z8VZ?GK3)O{f3m<^LW^+rU3*OCfv`6BHYdQYEsc$)~y%8Fo0
z@P?V<6}7a7jPnk;f7v?0loz{p#o>&GKe0?a2H2A2e<*vqLanEv-PU%0*rrC%F-Hlw
z_>KF9T>CBZ0IM)*51c?z)c24}#1y-T$$v`NI}sB`dfNY*yOFG0BOSPO(-gKe%rm{s
zn@u;d%Ot0O#U*GTn|rUeJOw<2crHt>M{C6#7jMQN{E=>JNGlL??F$ibU!9KD=5y#?
z`_#9y2-q)2xS6v5J>bpJp<ieOuZ_2SX_On1nIo3v_X2b-({@*S<>Fy<Z3L?A+_iqx
zU%x`<{oO(qUR{J-bL}H+ocRjeMgo>M<Q-#;b=*g7z|28|W|(CmOTCNjRGDBASo`pH
z4-2=>WD0n~P^-pJ7cpmxMng$1MZa#@Ky!yF$zYCHYKZm<bgh|>z){lrbHHAE)ff18
zi1q!%jW$1Nk+|yoo6k?3A(n>HkP#!>T(sFIv=^eVBXG7E9ZIkVY;(lzdhyZrHp1?<
zDF@a*v&<pw*k@?8e)hd-8F>0XPD{+Pw549fcWO<<NUcp;`4H!T<wjaJ3*~hmO(%(3
z*Sj2-Hm}K;hH%74!)kV&YGqLZeicqD{W)}x1+Qm;QNVt=pp3KH_kcH6TP=js=?Jmd
zXg6CyT>m+GCDQK9JQjU({yhBYsjxdYg)B5E5O+-}jM)2QAglqr2i$8|2=~l`C;>UA
zB|_+RtL;Ls*0WZd`w-`VC#<$>tacw-CrN1SxI{uz?2ku^{l$^P+(V(RbpZjnHT91>
z*oA7Xx@v|Mpre*>A?rQFXs&;0r-JNsgjjB_8@2X*B0;G=bKP+NDc@SPWv*d*yKq11
z`~!CN7TnwqUY`EBEA*45NXQf0i7zByx7jvyx;>o^;l9Q>VCkfq!69ApGIUPubr#z1
z%=TlhJ)YSnnQ<xOkELO+G4{l4{~We(xDIB$3UZ`d8Y|M~-1-~tv;z*;e+#r(mG?)%
zZ8F%Npo&{hV{r8r+uW=t9+%lwVr|pM<h=uqd4^wT1lPg6UESkP5R1=<=WZnnwH{(9
zqV)PrM%@J3@lUbQyPZpF5cfSUi8~3o_<G%a<ZuHn{%&UZ>t$ZdiEqq_r7e>S<gAvz
zLEj3d!1Gx9v?wET^_JT#b4#gXXHHTtZ~yM0z#70gU}0dAO^V%3HA=QZ_?OfAN13r<
zE2j4sCFKuyXviUGnnW3ci@(YHz%yKwOpn8AUj!GL65T~6afsc2kB0dkdFl=K4#}O$
ztE~W<<JGtGHumGmioDu{v2x^e1Y7pH!MdsXp}jJ=oyz$2)pn){qxQFeCEO!uer#>m
znn#W&kcC@c4R$UUV(Z-!b^0VVG~y7ktwY^I>V9nF47D_Hie2F3may|Dxr+tCH7D+2
z@rK}vAvVjzQr_HJJYsEmwPaTuXQ}Uybk1<Lt^}D>pJ)tqvg=Mf;S$pHr}e_`oU@K_
zWS*FlRswEuxOW#fT$v|ktKt{sEe)D<?t-Q;#O_Ov?AR_#y%B^c44SB8#D*1F8+L5>
z7VIW=3bNP<X1eXCcvA^MnoTFZeJ2{p04aNgrRf4lFa1PnE0K+7k^B!`E?yyLmy7e{
zJB!PV!$y}v9etLN_mPO5CeK^okbbHc4+Y@rYs4jb%3bu7J|*g%=t*Jpl%A$<DC%xj
z*K*nS8Ek0?r8>hmn{;9=^&GJ5vb+aNT~9)HMJ1Ov0zQYkfz!*zGQB=g0Fe_R$Jzrh
z!tNK=+F5G1zUL%B+(g9nDD>B;#c@;Y;wC@DzF5}Ce1|;sdH|wuS1s{s>sJ&Tu=VZO
zP2A*VC9sLudJ0=O=ig+Ua`$GeLR`I_Re$`7yni`dIY^)uU~jVox)<{_v)ieDC44d#
zXsRl$NZZXz+vpu~d^8s7$A*Fhk$;xlCab#u%6y7^BY;xPmR<9(fkSY`5SwLUX~3si
z<F}fAVvY73x3Iy*ho%XtK6fK_P-e*tP3BrZ(P-xr$L6hv0Y@7i-7O<-)Q%4VdxaZc
zAB`<;gIM2B+$2<=v`AbF)#Hu89|Sj{IgsQ$P0yp8a~91waub6M^?vuH#e*S){3sI)
zu*FkhZ<s^evD3{)PxsL4F*v6l=3YS;$D&)cCfEkpXo*_0-{Tawyxt$0$(b5qHzP_(
zqS%3*3&WyrK5`+tIY;Fm_5Kk!TE6r-V6S58i~V*?e5oRdvwU}er$)D*&<I|)qP+PS
zj}Xhp3z~s+np{iGLsz8Jk#pxwqe6Z;1H5y-!g?Gp@XwC80efGPiLCXz1>EB;zGp|A
zki2p0X_|c9ZYSI6HW4Fry(%p;BYGKF8d>Wm4$*yN9VKyy<&0l!+)O$!oeq<Cg#4&8
zj<GL>c)67)bKp|r7gAqsG-LG3l{nmp)h*z$vD!u!XoF_Qe1cfI62~@c7ef0TRtYXE
zcK!7$^vjAFzpmN=CTC)(sgNPKVt~yKu+&uJ;<ZN>M8e!nf^kmf4f(pMj;>SaSyRn^
zf^)zV)4NR^qWjo7%3^EQTEF_3pwyAYI57WD(2w%Q7(BHq;#K|}xL3Hq>`~*;WAe+5
z3#{$C1H4&a_6t3Vv9BHnF`WRH8g1PeZQnk6t02eY>5&`b%?N#BR}Ki9kg1eD#Kt{l
zoXzHW<IeQ1YWA3=hh|SfgJzgzAxoW%Yc+Z`Bf@@)bKKGvBHQGy=?tmH)xb{DKg9Km
zJB`rc1hj*}%z|u#m0-W!mAQ^Br3Ujs$hLU-6=}OPjjcDh;Y>kg&Spv6r?^FiFTyaD
zp)6|-YRs*=jT~Ark>9L#3ymMH<e)`LRxQapaF-@;0&mg_59kJ5OFGSr(;u`abhr_>
z;8g=|q3#$i&yjLxPhbnZZJ1Bg920if5-(}E2-=C1dk$Ng@{3RstIV1fF^j<Qvjio%
zo!l$P!B^;qjt|Ktiap0H4WoSbK~n68z~#Teh9$W}xovD#tUlBPgDJYM+DF=)Vmm-q
zfUHkc)A11E!`o0t^9cGvt*ztK`aE~hYS<P*$h13W$bDtBEq6TR9&l9dUuXo^`d!Me
zg6$Ivr|)zVYE$pH!UuwN>jQ)I+gD_LVqg%~`xIa*L<*qA^MaGmNj94qU^cT*7en|(
zQOl^oF%of|%^Xpy)3{Q52R#74emn|*C&KGVIZOSxMn4`OCT~TpSpzbME(MRR#Utj1
zTgP`6kG0X0vX<#cWAHBBxXJI`xG|A&;|B8~+8uG@ws+%c41M9o4HsA6!0nYqH%=Kd
zBjM(V_5H++|4uRh=Rg?0|9$lpo&gu{S3s>UcDs$JP2O0r&>)W%%gCGytR70_$CHFw
zKKDOKEt0f>OMHZEy&hw$ukpg7J7TRa{Ci>+dUAW=$pz}s+dQiSx2<3XT<pnh<H?^^
zZ$;v)4Vgoif~VH@tv<}n8E$FP>B6Bm`MqG$>bu-v$xf#u4qf*SJ&vKT9D3v&`gv}z
zaEqg_L8^fJQbi)?9&Z6}{CbpSf#F?l(g|X*L&x>ZF?DZ&iw=FcLyw4@k2rLg$)w{{
zbl+})Ivt`GZcS3)&_i+P_8-88Q(%OA^)#1EaU8-H`gMQd*YlYB%CECqh-SdWe%&;F
zJwJ`#g2Y)<GKVe&Po3?XexaLq0$8}3xp|>er-z{(M6dlrdaJ({%LC>}#}<g0m>-4R
zG51A-t>$~S&ZB$PEJ38=E?pNNv0wHsusvJ1fH%pf2Xq6jlalmo=@a0x^%fc%b7;Rs
z@i??t|8;Y%;DMmoZNV64n?G$i>uswUufY;CHQNff`_7y*+|p0ewhh9MtndgNI=3{_
z^Zo{T$J@Y`zTbRsm}HK6TFmQirrFc?gl&M0NUK#o!7XmIaLxRk&6M&BX#CV(k1&?*
z%#pinxVpPQKZ?6!@C%P)%?HtaZINjUynf7n<>U?9Y<mlMqvcO%1lMnmcvrA}VxiG?
z5g(Gez7p_Ix)E&e=4v#ydHtFLeJvR;0T8kaQG(s8hn>cDaRVHVFA#L?$6k;(=OW*L
zZ@I{}A^Xt)H3C<H2J$;JguX=IcRm@vq$KPYIfpKFl)5z`#N2S}_|Al|MsE&S?jb#n
zJlfbl$-3iabC*kl1#o+0n+W7937U$KLvY1q8SVylIfuSt>c+%ZhL5`gbrX2w7oF@S
z2KFP^GsL0<S~hLe*E<+3@r%rg!TRG@Xng|O!qc%JJF1y}6I<jKn=L4XnXas^aI<ca
z=MFn#c&fP!`^;7jz?rdW%UnvF6S~l7yPW++#?nc|-g`*y+nhs}x^~kUlW7mhnZH{U
zoIIpztV#cd3`XQ3xl^n3^H=aAJ6v%6c#O3WIRsZ+ef@4=mvP_LqXcO;i1q!%jcc^B
zC*$Q;XwHBOFFys0`uhBny`YxA9O=ie(EE)e86&;|OyA`SH1B6v=&<D=ap}zC9<Kmg
zoD#kVoL-KxxyJi!)ES^NE|N1QbIKxik;z{)>)0j1vmfUiy41Iu)~KvzTUl#3`+dq}
zu6*;Bq|~;<?Ep$N+{^9uR#>pH=?Hef*|zxOgZ(mil7WM1A!<)oH5bV9XSw66->l48
z<uSPGj0(4hYl>Ug-_VSk22}zoBY<YsQ|`!FW=L=+9<kD`UV(aCbT#--f;T(yexVUu
z>$f}cxJ#OM5bN0NQKyxfRBQJNyXX91_P}wSiXNGd^y@U!n#60g8AD$>8pAcv&5(<I
zJFLTdP**J(p^G$Rj#(Ow*iNN=ry$y>w_S?<1h818&6P@1+yNqXt16B2KhB)6(7LzK
zdW<}$&@<d(OARX+3bUpg$U|^cXZum&MxP(F4Y7{-tv<Um#KNe<d&~+`St%s+g?1xU
z!c4ZaXF?_Hy$C<FQTQLghL->_`=T-b05^=(ROT9)j=(1((>ZRT;foipTp({*Y&t_M
zcHyDfZebrbPoN?f(diL%Y3$)!%U79^o36i)(+Zr)o)o#zpDU3+x9|NqL`~?>8|HAp
zq2mgaheH=IUp9-d&Sr*N>K+3+^xAeS07v&2K1$p;bhYBp?dOOs-9qe*p6ee0Z)-`G
zjq@-==Hd~n=Nqf%9*Qw!zO;Jw1iI8*hgLln-Y?-}z&fUM`69<0LcKe(_I$yrj8`YD
zUFXHK%VXqAYsaef47b#F;08HjrqkXl;DMhVyagPM-Y@hh(R2y^L5bTK^o8y7Z4?sT
zE+Bv75^?g!pXpg>_nG;pn#?f25%UbQ)LMs5JtU!?k}33*kcHjuuIY9UKgJj=pKl!o
z3)rRak2EU4&2eI;T(yMzqRPk~fVzRasI=)a>{K8fp$`sM>HE3y4fAAfxOFy?(rEq|
zcs6ilm0AECjq~Cb1GnA*(Bz%`sRjU;tt!a%yx9<2T>qcN7Pb$m=DJyZq>r$<p+|rH
zS@P&xo<{e%1=8_(k+bSO1un&o-B+nPYAxBX&smcx>WLw%riDDyV%VmydGE+sz|KCO
zj`$tekDdLaS|9+o=3->sd=A}Z7<+sa4C>h9fL%#S95)d+%Ke~ih>d#RMV`(O3%kgh
zJsq@Q-$ra6GJ@slY&&-IFvw@R$iZw=7x|a5Wj+!Q4iY!*&|Ki=o8(yTt&?&pHYeq3
zIeJLW^vH2jrgKskJ4$Q&I=U9<i|DJIW0n%<-i&m>v;bql@ZF-?#XY)a=|#MFl}VOf
zXvMi0Y-tJR1h+LA)?UQ$NWPEAC3Azb#4_D5u1mV>FbB-$L~bH(oMMo@!|?OdXNYC~
z#U(7Fo8C%GHXU=hYul`a4fX`Ihj6JNlg$!fU#uKIfi2$20h3h)nQjcNNSpPEJoe7O
zv4(q;F+FmVLvSTHLwSdw={vL+smU;j%zcP+%u+w7I?FNb2ifV3*^f}_2ivL4i)W%}
z7l&g9cX7)?I8kRb%{d}pt1=Sst6dz{d=A}Z-2U_^%m{=&Q&GAJym5?P_FBBm;HVSe
z(v=*knSju`P2f~X4lOn}xM49w4M$dTIMXhzib{grN2njghE5zpb}|0-(kA~12S8(d
z^eqg*nbaybRdok@`7mwYz(8N;2wq7($vI}JZ&#fuS<I@kHgHzf!bscoro`ZUx3xQ=
zHa6u%wZHw&t8V+9l0eHx9eHTKerFXg@)qP!BA^vne;E7K{t+@&QvY^o+X$Ip%DH4G
z!0zs2Yo^0?POqf_32rrW)$FYaI~aZ9gA{`|39|=u1FmzBm_PeDa2pK<C3K(26tmsz
zBiDj6*<3e6{q-yNk$n+G!E>kJeoU_3R>RCPx7fAA)-6JQXv>gWq9Sw1(pW@ys;zVj
ztfSueCTCSdrXV_9skUy~<<ypH<Krf}L#pjN)wW~u&UU|1?Ky6dq9jOU6LC=%0rurw
z7~9Tu19(=AhCiSiaGm_y1~heoSk|A@^q-NFi5g2uf@S-L-711DbMeGh5lEy_OA+l^
zSb*m1jx6+gcaHIJ4v(1Wpv=F({TgZ$vsL!*=e7}AiXMhfpxo+Rq-~Z}Tk6sijHOp%
zvLOO-UwBA$;-i#?BDS@Al^MCUdmD;ymih)OLM}ZBT)NHzmmWEnuCbvqrb8~>cA709
zS8vyUnhkE5W+!y%wQ)g!eYus5bLqE$=f<U*1((j*zG)Q^oulzh$v1Y7f-1trLEie?
zSLP!pbOPAxLTr=$9<>x2Px2OGo7ZH`l_GD!j*t_s$k|J<dncn0>4?zux!&}}F?j!)
zdEM)1HpDIT>IuDieA>PxfgjOtX*A+G(<gbaD~Yk56t&Q)yDO)Tsk3mkAy)oQZ&sG3
z6ZeXu?SoZ4=I&kkYY(Wonc5{>SLJF?vjm$X*0&Qkd#awaE4kIc?X;Z*mziv8=6iMN
z*|foRmE`aZ#@TC!3yIQ+F0SOjTo+_ZgLq@?zT9yNTXgObrz42j_HUWbid)3(6>ius
z$}Llq@5-CpdY_~eD9VLfXI?aO++w#L(XFS4{aX<@Yfa|JrQwKct)S?!e%aXNPjHLh
z2(PKXV$16r!N5Z-3LcP52o>=ymcj{SI3n?QA%t%+OZ(@NYR7wPz4txy^^_GCM%}<&
zzDL!UeASAu_2;BrsGHQ;gSesASztxt=M+0D2uO_nakTbWHGS~QN0FPnNIKD<qb-c}
z7G7t=_n3t<9gxc*;OxfG*PUlvqVf)KmtbGmGnK7|<Vv8=Q@m1N?z^v0nT|G^jXR)I
zQWiNEg?BFKaH)o;Os($?b5Go1@_=3CS?v?Uf{wy#Q<O0G0n-s?=`r;HMKEHn6VofQ
z)@Qh7wgUpxIxp=6D#GmP$V}hr9q7e+n63kWwwo=e3V`eT!O@UBp&M|W-t9PpW{WND
z7PVz7+f0bj9RRR<CQGh#a8H<w%fj-JD^?1&9T#M0;&-uSF^GY&>B8)+|01_M41tbY
z>uZbLkee|j+}4O&*vluWyFNMEk~kLn`+XPdQkQba)|6Cc<ks$8=RR-z?)WN`%}on@
z_dc&VnqfZ?S2AeKpF5MKguYc<vy>~;Y}RZFTS^T{oJW#!4cnz@Y`qhcxb_SvbuWy#
z8AFn|m}F8@WZ$DVT?>N}$Xs#6`hMaj7)i^y1<0-5uHDJv%O>{bI!SyaS9?s2@jKAG
zm9QLEh#gHVjj8(wq?x96>l;xL&RY?*)BgfE4f;YtN2h1qU_gGIsbsGq-=Qq@Y3i<c
zu&6Kmr#VF~<xZ_h5d|ez+^j8}l(?*dn$e`xJ}!Jsdb6DStG|6kPA7akPUo58;?>^|
z4K;Qmrc0(@qZWrHy1l(h9T+2OE-c|p$qncw5HwvIh7w8q;)`^jlX(GeqLa9gD)Huw
zZp&P}!Ayzk^4V2_%TM>zgi`qgGZqjEv|gj;u9VMGi!!dbPlAvgZ4O%zcKn>MDNh3V
z9UY$?iUV%Oj&SFvZ(%Rrqwd-il}PCC4`;7SUCNz0J0hvwD3Rrx6Se5nL29P1XtTJ{
zun5Rso@wib+nBXF9@oZd^`{3dE>Ev#$n6kwqP03B?g6&G8QWUuz^KSM{{7eyYJ0TV
zFH^DlGuRtG9rxT?s`@GcH%?2$j}kXo)(34vtdpQQ+jDb}v*1E!6H+_FM0#RuGg1>T
z+MSstm2fcy$F8(G)a(aciVww(W9Z9dJlldhLoRlYFn2}J4`msVD~X28AxnXCr`guG
zz($Gs6XOR(T@+hiDYkJa>9DHU0hz;@uMvjUAByeA&~u7CM=nznc+?QHrtSYjaL{Xh
zB<~jDMzJ5X4YAJeolN)~vBBK1`k~9F#=t@=@8eFy=bP{FPj^w+*$fIt=7^d$XAQ}_
z&g@rgb3b;312vCNF^#cjf+rq)$Hf@f=wj3Fr#O<gM6u_Pr7lMIUt%X|ozsf#m;)B7
zMu=JBTKuYOfwp&QBRu0;LZ{De3_aLLt~bDC+M&_2P(!v7aD#T(@KNH%v$z${;y*`h
zG|cj<pFqRj7~xeB4m}H(v#!5>r9QKBOTn5mqE22wK3XoUW#rE6use9d5Vxh~_kV&t
zs@|03kFoFgMvcBPKaI(VT=Z$qAxoXP>1>JQ`6aS`Hvkvc7_VF-CPIRC?_J|-#DuO9
zb0FFsa*chcXUEV=qR6wzGPS_Pl(u#@3y7~aWjpgx@WwaV<wRNK+Xolwh*qj;aPFQk
z&PkR|b9>31LFkwE7QKTFC!7m(pl0%~f;$;FRtgF=8Qy<^T*G}AqSn=%jL`dCx9a-A
zI}1MH*SqW!Ri}sGd&1uF=gsy~^|XUyEs>j(IdW+nVmdP@dGgNK?>TPqiY48iI{48J
z4{S!YzF;XTWInRWDg<0m{$o@6Cbek267FFrz&5WzbJ?dGsI@gPn`fUD$00UzHigMk
z-a+mnu8VyX9gRfd;(XsN+^N|X`^${n`uzf(s7??|`?8_?lbVU@GEg}3Vg;5ja;qK_
zGM`u*mhh+!5j$!z8&dbth?%9{Yi|zN-W+Ncd&GUU%nFpmuF6~L*&{A7ePprCikh&>
zJ;g1JM{M^o5;0P1_wL>;XFVpxEc1*COG=5nxy9+&wC)%2K(99D1ae5t{+6sH(9&fn
zv(UoXZ`kpe=~{MNqULA6XRyWI9Ctj%T8$oJUs{i(xXJJH;Kh2Vz8tNW1P<W(e(=VC
zJfRW1=Ih@~ey0z9k4d8mspUI`7u%BBX|cr+#2i_3mSBRAm|gAo9CA<0E3w>+Ll^cm
z!wUEU?esSVE{;Py_B8uP$JU6O)oXh<v5U}!{cP3JOFF`TkyGT-$jP@RgqRy{9p8$Y
zHF}exmQDL$k%Lw|+U^0P)@P@6!+c^Vn}cQ?0;cVn-+~tVbJgDVrh57Snt7ZnX0G4{
z@FHy0Hvy<2x#D>B?YxZ}SF%U>M6<;tws0X^bF|)d_O6O?ap<o8_LVsvVTQgIM@!_=
z_o#)NXS9VJNFjE1jaq*Yo6-ruZJ!l_5jS(hluIbwf$n0=eXT%AWG?<D=fI_5NN7#T
zv^!^Q-}DzLTj0{1Lk|6$(WUhTE)HKYRvp>b3?F16wjnN2vzt(OY`wF126he-G~Fuy
zD!9y$xY*uTw|30U#UfmCVNzFwhD5c^7c|i)ka=GzQ0k153&9~O`5*KsxiHhWH3u#Z
zOPULFx=RErwc+3~l(PE7o>=T2FHwnA--H%MC2(845IcJIE>PP%jUCKZT!Q4Wb|enT
znUQIixWMGR(936uOKyp~ewrhAQTy2(vNVzkogJC3a;PJUEk1qGT(b)01(|Uq-K&jl
zA`SDQopP|})|HSXe~(%mkKjtV{D?;usQHz0EcSZWR`RNiN9x^+F?ZjPbB6mrVe2Za
z0kE{WB~usC2wZhmFGud2)r^`*O&+Y9Az)grvLf!F?HTo!l6$m$PiiFBL9!^vA2KI0
zMRD!SQdJiEyP##*3W|BJs)Bc|EP|hCIU^kpt&VF$YY0c|>S7y;;*MM0fnL-Fx^sxS
z>dY8jq9}9FQU#B#g45sM02{OOY2LtH^xI$Qw~oyrF|(!Lm@cvD05=|rdKmCH=DyJF
z5IEgFj_sm{9UVlhvH<(CI>t`t&2Wn?xNj8vNsZ*%y`KRxpF>VT;qx~a(tra%L9oa)
za0#`5V?g%IEmjCj3bIXEg5CG&xD(joMjdRs&Gksb3O3)Ua|3pSneTd6LV~T1^Gbse
zC?ouObb)?MgspdIHCYdf4n02&-;#<P`68ueFL!1ybUIR9@tY2ea73wv4&90zx|VdG
zdBu5j4dBk4@aU@d=wS?g6|H8@qaVjE4|nwFffQSU%>nCWV6iKAjVli_SAO{|>NDiB
zY(uk0*md!>&l^|DGZG&;n+SG~E~|&XpE=>(#1eyKyF|^OD8B(aYIKhFaanzgJ#krm
z23x!oMfE;it1-B`82nLOE@}>3>eSKI5Op;sYcf9~bg5HUtpQwpth1(jQs&avy1sPo
zm_`d%y=W7!bxfnVaKN|w)cbZn=DvEZYtFYH$954nY7#Lm#2;c`zSdbsIm0b>@wRdC
zUY2jgr;R#+{GZslH`VHk*MZ&`s%hepc;>bK`aKrnIwJc;YFT0gj||r#S^f88M}wYH
zU%%G%#thROw$Q(u3;!+<_mzJ)+@t*l<t8K2_;>xZe+wdKjmaFl^ns%~>o@;s*GIHO
zL~NYLLc6WT8jixd;03G14AX;AfBi!3)xK9Z7FF9kYp7%FiyJ^(IC2BHi@0|6QAc%S
z@+(uqj04SKi`}|uvQbZH1lN)evI3qU7uga;UgkyQ`Nz{aTo2q?vc8C+&bY7A>;3ew
zRt|DIL|m804ypTxusc94Z4rf*Tmr7?))Dn}PnXloYQjl!smFnY{BN4r4dInUv8Rxw
zVYY6+M?!6IjnV6d<OUTf-o`cFh7!acji2ZU24}Nzm6$)#iD67`!oNqscZ_}2`g{Uh
zs3VY<dX{|c82n1ynOj;k#Vz+Xjdnk&kz70f_G@%UkY!G$nZu$kqX6q;s|1(3a5Gk^
zz28T6P^2!vo^Jn)p?iNm&FtJdHRPcP*?Yev>qFRL-{`?N`bS695S($2OvpN?CvxWq
zce#F>qU@Ts1b0HmrFO)2c7&LbyY}nxjnACvn-;e4LDtMp*x0`hy1e$~gUm4zlxq^i
z{y<lhfrkw-*Mg*g`*M$%`53vw9g5E~su`nS?h)g><P^8qOX|i;8rho+yd+mem_wGD
z5~UrE8k*h)CV}xbf!n#%e3SVMHI#n~vp4a(+_GmR=1B<J+cklwGu*;aLwNiW@gr|J
zz-D}<<F=sPp(@3k#EaCWkqEu_mE6ZU$1b%duCpf7zA~B5>4|ZTEwQnG-1sE%l-#4t
z<7{LwCmbcL=qkvyx+lQCbd>62<PJ|=J!_JBjIKCfy$me&kgD;JTK0~-{1(#*a%mW-
zaN&gd38_u)Sjo~T&wY<rNDU`8Fewch639*FC2AecU<<t@<adbK)2gcl?({)v7dHt{
zVH*5>wC@bKud5)hBDc%zVmBFbyy)Q35~<5S%{g|dNpY=7SxvmM#&A+!WXI?%b}-T{
z5goy|dnc*$(eAzLn?VlCHz6G8JF+nRLC}_#NsYj})%@J3%^T<tH`=A(q(J$%C|+KT
zv9HQb+%1?XX-hpkEXpwTn_R?J`2@Gr(TCh5dY;rsuHC!fwUX^4OS?04*HA}WPZJ)5
zQCEo`Mmyl{j>6Y_IMPspbr4eOn8(Nv|3z+eY!X=NW^gBD%ukJ;VP^GWj#;Y6zEfm^
zMPU8@7$o=Y-2iNZ3RilZaa>lVRXxVwI;s=BtT=o{daUyp`O1Uy>O8|OR1MhDRgqN^
zaHB3C0T!F(gxdUzi^w{tx7wUeAdB<w$(klmqFOIrvUif(id;lpfBnjRqW8kWdQ)Py
zHNYEit9RjskwJ&F;ZmTDp?-=<39v;0(wvyZ9z{dhR6W1K5%Oh>lun>aKgHO6im}t|
z+EX}hJ#JBHoT6quOMLHH-0PuXbS>E565SEkVmsH8#>|%;7p&Qv;T9@KMAt&~-6Y^f
z<%lPM#jYhbt|hIwmNUpgzv3FdlG?D&JIOV8uAotW{R-_*_?4uaT8y=E%&mHLW*rMl
z9rBK2={`idl``b!koAV3rJg0CXVK4(aKwD+S>g$F>6e(gFLCzC!WxfBSqt|QDRbpn
zFj-I^HfwK|#u=s~j-?Bf=mhHsS)|W%z(S?Kg<-_1k^uNZnW>TZ0Jqq&Gz-Iisb^A2
zmFxhr%&|nA;Hb@IO*rZ$4;HSgtp55H`b3f6!qNp|w)M{0fV)fVLY!n|)KTp?mM(da
z%$R#7!kd-1)V~DuFXs1?9En__*mKO%FERCB;_Q>f9|4vQQw7zux4R$X6t-JSV!XiB
z^#i)YbfP0cH6zlsRw2Q@=tv0RW8f|{E6wUtJdDXD*@HP=v2STsnLTM6Vj~&ru7D@V
zg&lCPETWe7sXqu;&4lF&d9#iv9jfaGsOy_Y(epdd(%v`intEqVF%6ixa~({jb`o6b
zUtr_RGcz`pw~{FJ6tVPM%<Z>WQ4zN|{Ph~`temA2yQy(9bc{Tr&6C7?CU9-mEqFNL
zWqh+FhbkBn?rwhwR9$Z7b^(@pKdUZ&3@)mA&H;<PjB7Oef!iSK!7SquWO;{m)1E?&
zOyytWwG}9?Tk87TSLk>K8c+R{r<Vy|#g_U-3w|*azv%ydaa*G?7y0Nv7;;~k5XZ%-
z_n<pmcKql=NCKIQKFK*|sdv<!4RM{Yjb3W@m=>~ha;kZKMbkY7d=yPivGYe5TjvwI
zEFc+4%v67oa9=fq=kzgh7i{ROMsAF*BuS7tV6khojcatW2bkh2itEV#2`7u2ltPJ+
zTdR@N&SWt*QRD-aTje05P>8)t5^DKqF$;Y?S}fhV0o(Zq+WWL5?%+NrZfgvtQd3Py
z4zWR}EqB^+5?JaFA&dIVMY>65?mL`gmd4bkHypG6kh67nXoYdj0Evydd$owl0@iab
z1-*FQFOplGp~bWyQ|U;8J(K^KBNr+NZgzSUyzChLvM|8Cz2+n?^@+`DrziFBxp+B=
z@kw%Jo84t}*9_A)Rg|kUQn_LFClaYnhh`m>R}yORKB_rvsYi#!-GuCYToSgMre@Y|
zNT;MUlE+6Q$cUU<O2s`JCxtF`lg9TgA$Cb!*iUl~T^eSa)}*ZFR#{_skH}R_=r-$H
z3`+mbg!Ku=`r}vXGiwzR>>n!3KIQLn>mUP%<^`hmv^#x)Jbe~CD;OGmtT{Gga&?Vt
z){$j)&}T^Kcu%3#ByUhBWGplxxV%i)7lM&!#zisRpWv3qQ%&mZLEVtoLf_D6n?s+Y
zOhsZu(??1|9kkG~bulBF{$D$7`JyNu+MjTeF6RRwRZ(r*tF|4Jk4j>CnOyGRAv&ql
zq%T8sB~g+&W~p-9R=F!I0@rHJ@@IJichPNoq1zct)5>k>Hmnt_Y2E##w)HT<_*8BI
zx{_)2471d5!w_-Zf0G2jSLV;!6Wn6MtsC8bQX{#3f0a$S6UgGgFE`<89V)=hW!4Jz
zQgNQ$TBJVGDpKB)(4C)tLiq;^xO;p3VQvVb2s#uu{tpP8dfZ>Y2|8PW$h&r1!yNjV
z<rX@2-`hU7q$uH|@^%4U2Nk-SlO=L@0$pkXeP;rD?z#*5O)bHmk+smVYk_080>=*f
zGSRa)+~JUCkG*!QG5cuMr(Q-E>WD%IU;F&lxSjPUxWx`$H4a{_ICy&oS?J$$voEuI
z*Es8U+>J-*cmP@}|7t}FGK~%V1K1Et5p&T0g19x*e=Bo!?j!Jv8)vL{zk$2B_X`8)
z1>9iy!U<7}9lOuy*!|P^jg{oWvD*{qQqvbY(<gbiD~Yw9l(kShLhc=VlSHe7oEtB8
zSV~&EevbI{K5A8YjDG3Y+0@Pqx)G{2`1N`LB?`DvMdArysY7ovf4{gZsn!a(PcGi?
znKRa|sgb089SH9G7|nf>5vlbN4;kR7aQ>kcCM(#Sn%sm9o0Eu{wy!OTTYZvS8{n>K
zzpGb!+;HqSa9ebePsbhv+>$5F9J1W8<EA*mRZ;X!%1y}}y3_=Q)&z=P?3b^xct+&1
zqpPMpx@w%o>yCnryT)_35)~qEH>V{W-mE8A*O-Gk!7Mwtn(^Rje2ygl&CuHF<l2ek
zTB;sUUoST1MyYQAFGj?4MeCR(@)jp7Cly;7NHvT4p3p70mgJ&NkxT4$&K_K(`SDaq
z2pU6HfgNF2W+L;E9zX^C@kH#&-+YN$Jb#5(Pzbpuwg=ePopgr#EN?+C`mMWsd`v@j
zCDH3CV(I4?+t0D0BCfW2-HzNL=j5A5O}$1G(e??B&F}}1o2OVhb4neWEOqhg`Cq^W
z9U*2KsvdHy8-RsQU3UZE0`*|#+%)UeXV8UTV{~0d1MQ$0t4QC?$~(syZn0aBjU9PX
zBe{ONA%$%onMIcQbB)gevUtfrx3k1CTJEw!YxeR9X4q3yh`owmrB1>q1Wr;GW>4wt
zuW`%c5U_j%T^r{{;9MZW%=+E~@30Z=(eW2W>LPDeoI{tIlH8dRVn%N5-}xKX`c2DP
z^!T+AH?HRX4e8uiyCdf%9d>k?6AgdK!Gv-_wjoNeFKP$#+$QXh!xCY_rvCsd5_f5u
zTyF#>u)nmPF0I=~2HZ?wVi<EWr!B&7GPtf2BZe_Le3M?CP;YTW5}Jr4tS1_{4DsxT
zDe>`9;mf8jxkZ!h1)kC|CExnvSL73`qH=@<c?H?Yu=`U6)6~wcJINg38A;GCugUwf
z;FKZ(@<RP6d<@91GnecE=V@&bh9<%GC6KVBFzmNEhb|3GRBKa2p~>Z}yE^oNI$4B*
z-P;!rcqbTrV=Z_<<`b*B5{?2FVjHrAx|8)OYFTgs-6Vuuuf={#*wV<vx3^-IK-SDd
z$8v$m47l)%#LcXaRuaFYC6*5crvxsIPnr#_ztmG16RvCL7S%4HNpl8SwTa>?!{HVL
zZbOhu2px|=!+v;6{V!|SoO-;$)@~~{!4?=Ik4xlw8hkf4LGt+Qwj7W%*2Hm}5N6dy
z7@Od7+1hs*y+rQvrn)(F>3c_Y_C!+2Q4$k42Q2+EVUdk3ZwAWJC%_fdLavE5@Y+AE
zbk47DT@TQ1M7*?&XP()lS!lZsji<>8*eXAU?zQ=Y(AGm^zcs!DByI%V&yX>D4_M^&
zuMd~^s#^9P14H>#Ps(>E_-GdQ{-QRxAuYeyXQ;)F#XCG@>wZWxjPqDq*OHrwTvI>;
zuFrr&u=h}B0eGj-`dXjwp>`g3$twR)>M{0MJ?4m|5w&iWnot|u+JG?bWjMkuoh-ER
zQmqY&S?#DbCKc>~-Z>1E9y)Eu)SXT{PN$C}I}e)*3Abp8gn7JHYz|j$ryG@iz&5}}
zzwNzH>ICwC!cBPzM#O&T-+-!YudU7N0TQO$?QnIQ?5q{!5D1vIiv9J_uK@=ETN?ct
zL5rihJD`in$eqauBWQ6{$0Bd}K(Nh(`}hh6%#!bKhF5AXY-cWXrxiNodHXg4EA@JQ
z?Dgt^$Ew$>KYpc7C%m5SRM?EEJ0<3hl%7X+-k{g3z2Xw)@hf`{SM2p{<MqtE*Q;dv
z$ikYfc{LKLW-{6+c{xponOvLSzpsUM&4kpZGGa~((1tz6%wqc;Y#8PtWP9<D`rELr
z553ihBkbPsy+Rua^p@u{==tKW*?12v`37frr6$AmCPVP{6WF*JSgGf;7oM+4zWAJW
zJRjz3-GS?km@|6lupU$QISj+OzT?c!<8Dt?8>$7+SCTfIKbgT6yTE3(=P&d^g3hzo
zU#G}r!<GqiFz&~x?)|3)6AqS3D`F?O`_mlZ(}r7dupF3}V^AyHaL`8v?!p%M>ql9k
zbN&awEw%tXtVtSzU${iZn()|LJ`uO5(oO>UG{^Fmf0a|<Qe)y;V<LJMPFTSyYT4L!
zvv1P<XphS_eA<}W_Koce`%~NCAB#^<ehoRDK$Z<{<M?v{wk5v)yP>t!Q0XS(T5lUs
zGwlV;8M7O}i}g@_kx)tGEl%4_>a{c)Y4+9rLL;~~Z&w5RBgo>mA9xT@+Yg<FNO*m1
zqwB{s(1WHQDK!i}6SAX~f%DjUmU^?}Ctx>nsEOSX_tm{jP!lUc-*V`<KJ}5_RYP)_
zV$TpuKSbYsh^fQX{_S}A30(1*cIw8oW3!?{u){cWbD_8h)2jo>A>?LAoB9R62Q75u
zIPy%lx&@+Er*Wl&P}mNUbuAqaaW7AFo50Oy&wvX*KWKn`)Q_nreMZif9VWU#F$ftg
z#xE`+YiHjMX4@mk5)T-1GfGK8G~Q|y4fb*4PtC-Z*W1JqZh017m!gDOJp05WGZg??
zr~$Lh#OxMjeTaJ^*ueJUM>ExsoSVwFTzm11rc4AJy6dT;Z*oCj*w1nfU1~>SXGeU;
ztxaAreUo3MbmR%|8I#3pURus<OyOY0!yni&l^hg4BTYPc3AB9TX$D$8@dSO`1(|M(
zugIF8z+t&}#<8LAr`|(X0&Zp;TXAv7l+0xxqsykN=!Y~$#}x_TjAl!bn>Zvbq!73q
z^|W5gwyhWpMasw7n&}YMSEtn<ze4*X(6}3cR>Y()VvASAXz0N!%v8Et;pSJw+#qh6
zoHVc^Ce=E|5S*KJVpqi60bf2!-IX(fNbDE0PUeK%rN$)n#$+}a;q2cnvQF3+`xwA(
zo{cVUL?gI2*B@E@=Af8M1K3eXsO90v47E5Kfx=>Z+@oKSwbn<lg|Uck&(SLZH4}??
zE)<yo7k-Mkh_-fEgt(+7Hn`8}36VDuNnFT`aBXC>$ijdGZAdU}=C_J)-Lp5Zup=w$
za2~+?P!a5#)Y5oFgIiZWRQg}x=HrnW?uq0GT#GKywR3L-&c!2<i%0H&cMg~5)|SH{
zpcj3TbIej3k~$kQTaRJQ-mGTJ26TLr7NH9!0d`I}E!i){ZSdDPR1{9M!>M4QF6w^h
zW{&{7zdUdRTYkJfcv!$)sC^yGpBH%kFgQF7Ds<hhG9vFUf@Ee|XBJ%8rK+2oNaiO|
z34O>7uEv}Zw#<gW^2iFSLRix7dgtt8Uu7Y0a>7q)B-fHlCQhqE`Yluw)gALRKXfM)
z+Jd9xm}d;vN5AUNU&-wu1&_Ug$1(fWn>{<OGk6AFt}Yf7Jw6nDNUkJ$GAnH%ac&iy
zXd7aBF}xdsh-Zj}`hkhor)F!sQ&zX<?`Sq=NW!5rwb*6$&}=_upVRC)beWn!0i-gk
zAOJ_jjwgu4-(qMq`-zLlTD!NJ9nJ_@c+4a=kt?lc@^~~$OVT>r9Z%hSk4HMpR5BQl
z{CH|a{3f^T1)RWI6SU862|Rt48*aT;=4{LuTwN2J9b&27%e~!8bHr~#)){8G`S4)z
z($nINwc{dYJ*3w{kFGnrN6-kajb1U;cMunU?gaka@A-4Qsv8fTr-dBaQ?K2aU2)8M
zgIT5>9vwL~=m!Du<%1@l02hCdzVYX7#h?2#vKCtE*j!CWs*S9x5SQHx&iO}u#=XEk
zkb>+}kYINT@?mU<orsw(8vp&=89Hu#U0ZF;7+k%<Haplt(`PPBUtW^8iAN+ZHzerU
z^TPy=1uiipv(gsEBBnKc(~or4TF((nU+Ct-qhr#H;?}W8x35hX=+Uus5Z$4y*+ryk
z$Lup|J&P{W5r>YwHtw&1JMIwr9Ju&<Y&LcNQjc=1_&vHavKBjbochtKi?E&1>z>`<
z4#w!uxJZZn0Q!eUkOkag7kLvm+~y%>pY=b$P4lm>u3cY0)ZaeEIIliSEcNPLf-)<$
zBx?3uGlwp>BDl#_J?-BDIcrR2g)R(7OlSV4-|L*kzC}$+#M)ZF5|C)@%+7*lc+Yi1
zWo&ki=?Hbk5pVb7Oq6i<3gV}^UD_bmutuJ!on4c-PG=-8Yt*rTU685tJH+Ou54fr6
z8_=DDHM-A=wOLXY>%$3|%k5y3{(De2<T^<LST5sw&-aPmQvFcY!Qe>>FX)bs>{&Q0
z*~EMV8mdf`bfB$wW9&}Y(M@B!yuO`CDNH-mi?wb^;B5Qfl)$ACigq}S;A$md$jx;B
zWo{bb4)$VIVqa4*OX|XYo3m;zG%B_;Dh0X$*I93v!|Cr+)SRm<W+Hs~I;}<{?sohp
zJ};9w0j(8wrj<Y?OR)QS>qFSGAO&WY3$e3yN!T_|QwOsXrT}>PU)0|)1ZTpO*X|vA
zugJ-usJ<;jkJ<5P?GYuB+rY+@JaAj&w--0q-j`WqS%1I6*AAW8Es-r)?46r%&2p$@
zPcTE@Vx+JnOQ<j2!Y8Q3qn&VlikPWmYDL<7P%<ZNVNhamB*8u!7DwD%P{N+7y@B14
zrS5tb^%!3CLC&g)(1iHjgmfRJQDMdE-67<ZH1>7*)IB9**vOYe44u-EGp`9QrWRzU
z;u1EuQS%M<<>FP@eqJ=!#O(U_@88EwMg%56>dQs|&cq>xF(R|NBD5i@?<!Gac3hpJ
zPH4B>>@{(STF;YkneOTDQsg8<3K);{p2n%2W3M=lkj~twh3VgdOzW6du){R<^;rYi
z0x8!mka7}g`Qj^{+HNIDzy=m*Du@ihnRq0!=V@m&Mf_pv+!t~L@S>i&S>+a*lF*qF
zNj!3Sp<8_nyhJ6<_Lu&-9wqx@xg`P-BdPqSr!J_~71Sxg?gLwblDtH1=c#?#*ff!0
zOCeD^y(Vw2H}?(sMo<DLQe1u62(ah&Sl$5coK{^wj2Ebi;+l`vMJ=~{7?M13=TakF
z)6uMug|SG+hmGx$*^;Gbnceb-b*6k`m1S-&a_1#vJxzS=&}CtWhA^a<j%>e5Ee=D#
z=4Jb65gmbFF3paK3qq!JMEWVJ-1Ufh0lMf@oI@7dyU-aANr^^e?`DZ*QZ}jC80Bkq
z25<Ix$&ILL%`UG*HQAi}r~S{Wokl4OPXhwC)twLE`|B>R<mMCPIMQw@&5+WVd?a-(
zW8YA4C|DD7QE~w|wu#yk#BwWwiOMH#gKU(j<tUwzwNy)jX*NSr&$-85Vk;WSa$Ey9
zZr09cIv8=F{h{7@jE>oCc1malS*|4-6gxi^dxSitC6mGyg2zt1=~N|x>*ytACi_8=
zTL*{TpW3aPB@JdzyBm+04r#aVv^$Q`FO4^=<a6XARk1MQNzAmSX$jo>d;(nhb=ur0
z`GdM4*XjL&40A@-;<&15dhyidkD~T@FRsF&q5P*=$LhVf3TE32xUEYN2JlK2Qr!fN
zOWo>MNf%X?p|uQpORI5Fje2~KL*z@-ZBCGj4M}c4#|n+$wHJy199au;1F^-4YsS~;
zJzoP&{#KbozQ%UGCXCS)hpab{WxA2j$xzd_7Z6`5wL1bX{v1=|WWtJ*(Pv~Wbu!Hm
zh__wn=dUi5T$E2U<7Dt=hE;!BF+$jKGH@1wz%A82M)3XPJu;jBZX<W8`zFhO-68o%
z>RQIWrQzss^z++XAm<f*id^h)RQG909yv;6O{R#YZ<~vkdy^!|N-}zF6X$OfQintS
zri-GIAEPUgQcohwR0G#q(lK1+1;ke)*UFy&7k`b-TFWQ(Qeuh?TxYdJHdE_ElQVX0
z@K<HIx@%T>gg&#eD?k<1({kVRFJQw?0b=%aXyEVXh7PI9TsQlUz~!5LXSt=`z02;@
zW7R`>UwC(SLgI3Jg5KRcEa6z-5<@a8Y+*d2S_>$8N6y&pX)TdWG&MJy>RSQrc2+wR
zO=!0Dkv;(hnq82c@e=HbiKa<x;ovp2<Q8T}Zt{!bmet+0fr%#bDDjQ3xlUrkO*EZH
zcNQ1TKB|0fNmU?zU6;Ao1~&U<pVSSxPG%(wc+XcEnmlo$SPF2f43|5JZ9-^$q>~tC
zQ42D8%@yo0O})`c4EutJ*j3Lyq!xD)zoFi0;nCPhY@Vs@0XR3=#FP`}G)4YJ`aa3+
zmZZ*pn6o-A45xH!N-8vhYxDN_r9JXhipQ*7KW2^hv9e#k{f65)DKOqg*3g_mL)KPF
zpv9-(CZS~k37keCVplsvza?s!4S{Al0<J~t5j0~%EEkQ;fJ;9_xNY++TiY=@Hr3hB
zDF_+8#&$e#TV!Q7S_EcgE$t;XZ7;EM*luYBGm>o6rA21H-%E^l7>i3+OUQbfc%zp%
zVoPo@Ahm$-J!)|vg5dhu*EIky{~T-TAFO8EbuE#8lRowxULy6Df0J|M;@6n%j0x>}
zLvS6PWU|Q~`7mYEHc5qMLtX!Dk8Wqy1`9Vj9htZen3gv`ltNnKHq+c&BiE2`D9la^
z<gLC1Od$!Zrqkxx+b|&JR@1SAO><fz`zBrLyBtK?eX)zloltMN8EirmvydT)hmeJ<
zU$EE|eP^`&&Vf|lFdsQb3jtsu_DV$EYsW{aGn8x!vM1H}qOgTw31s7mnW`T{Zf??=
z-TZO`d$A<3uiBU;T`~On!WnY$v&?mdL=u)LiS3&u76v3b^t0CZB#U_`9)ZrqnzKIu
z4Q**OY^~M5fDJvO#O$>GBDXXofi-kmKigjh)YlIj>$!+zPT;c75trpY`d~x?zlcck
z5s8Z}U=xw(^<+srL@sle%|fXdy0o^>8yDw&!+c~X9dyalPCBh5)E95yGt{yLztAa9
z$aM7Uo5Gd`Ca^=4%t;n-bAd_b0+Soqi$RHfv#0=G)CxF<EPj-^){uxQHZvx0Qr4nu
zV6$?YDj-EoAt@!%Y&PfG5QifLU^w(eC6Jhxu-!bib~`Qe0jA&xn;HZE5%kyim9Q;6
zE63=4yVQr#%cuFOFNU^IB=sruou~>H*rZy$7I1e{3O+GijC0s><K5(pAIuH6&iQT4
zEPv3V6csV}Ix}_05uU_MR|Auba=6z%=+qz|>J^1O_z$htW9Tb~qq*MmDRQxX;J(?U
zpL#ta@AMj!#B4}hsMfwyYdXS$*pz~J)8d-)2PIv!+Vonj6N)*lYBhF|*b{w=cy*=f
zG`aQ>^3@Z8t2W)i?JNkIn6+{OaP=13EMv<*MbzmhbHlAA0<VDk0vBd@Y(&kDv<?g3
z?4lAjw*#;#N!kM~QVF+K7h-C46;O-&jV7T*6-gIfzepmsi?aSCwTH4zC8nhOw`4ux
z(_QD&1>8yyqTV5AG9b9R#ykz*khqUgnLCHGk``je&hD8`t+iz14(n*{0JpejoAKyz
z)uTrQKG6B+-~!ykp{FtNg`7j=+{+BLR6jKOa~eW$0`5LU4W9GoQ^J;hj=J&ZX~Ul%
z5x6up+(fE$UkU^3D#_&xYruX*d*ljcP6<*XKVB&bw*1D*9oX9700lvZ=+@+&>@>L!
zd+e_oPTVwAw<7e9vs=8-{qXMgW9(aI1--m|n!^$Kg_n;^CTddCh1jXHhLRWiRf;6|
z69O0NiB7$f$LyI;;k}bjhI8@(c@M3nvt8gC;~08IwP(p?DuO#jBlY(?0l4ZFM01XQ
z23!0^Hj71{%u_kmO7<a1=iHncpp#7)ZC42n%O2d!UcePcHgA{4GE6L&f4<9E!rT`P
zjxfs<+C(^aNytg%B~fz$_Zw^-cfes*uRvGF{?~&SuioV>lUq`h1@J8sf==E2n!W+J
z>R$?hbL!_6+*y@+%O`lcE6!No{7GihoHYEQBo7@ieqD?qnfv8ds9<{4z1&1y{~A3s
z{t<DcN&F#o-;C>Ksn@?m1wH))oM@ZJyr@444Ub3yu9e=u8rqp=n=h57i<=u!D<(iS
ztGH5IXPO<pzpThxw`NQyRwv~vY;l2mqIJgs84ZZ;lAxD}2|bcQX8V4_fzW8+Ef^w>
zbm9D4)Y7+$f*d6wr(jpGISt{tcc}3b43AR5Ury}|t{r~V3&Ie)OC&g^S}+AIHg>r;
z9=T=KIt#6xUgwn=57TVOqw#wkuxm*Bb>Cfo{7N0RA6vCL@*-op9WR0whe>as!)ke>
zgh_CisUSyM5%5>bn&Ko2aZ)UCl35b=N2%dGPQ<m(;%n4W>jA3>pRFN&%#Gb}T-tO_
z&Qc?t8iV)5MdW(&oJZz*%4UTus~^Q?PP14*N`66~WZc;ufi*7|_dBm)#ZP!NF$<U{
zdQw^D%XV5}jF;LD=12$QS7e<(C2I=tz~U9+6wH#eKT4e;LlaEx@cbgR*naq~!INyr
z2)wVJYtJ<<&v1+5Jl&bS+<lW|1%;McZxBoOMc8g%M3-FBO0rgy2~g{gU%0(Gv3|ke
z4LX93LH!HhIl^Nx(9T4=1kQ~gzX9LLGC`foJ^FC|c5G*2==*R43f@_gzywfp)M5h|
zn*hqm(oI+Dt<)KL%g~jE^-#suc}lFK2@DdCb4?x43VMB_<OSg>@g`#g%zZ@iF=nf9
z%dMfu%wH~Nt0BfF-dZ#oFss9`@^8@h<*hkf`1Z`b(k(%g>1@Vq^uZMnCwYZS7MeBW
zx_cp-WH&Y}By6Ac?nuCtp>HDp&^fUs>~scO7%jnJl!8oG%>R1q3`YS7IXNT2mM?w3
z0o$sGwHH%+nTFWvOT5mYFM0GZ**Rd#9kQAu78~bgRr)XPOooYV6uZT8l*q{9h$y8!
zumoTw8)dk(ShFO=pJ?1v1`hNVVz0A=S{i0dQVYX5+_zDz2A#0~tD#Fg2X(CioTB;b
zp`j{Hz_qpaYtUlj;rni60e64BFEPWGbKK&$tm$mtY#GtAJ56?p6?}rtG`uT{lB0%}
zSYrg29qns!+Wy!-Ev5zvpHbxvUW?P9zqAdpyS#bVb*SU9lbeW5Z01+J_CL9V>8}#D
zA_)h@@LJ^6eoMm8<oHY55W6J10#VU!Va8o(FZyg6eI|Z9JZY3jpB<+i3d!RUa%&xG
z_Jg}&cQJ`}!d1u*(wo=}GPrDivd7kXokViyG)6=BRh-`n#|a)@x4+;Gyo<66N?xZE
z_(P)-nj0Lt7(tIl#fZf1Gp8sG@APW`t%^>~iZa4&kX<k`A)9mpdP2KHbN^VAlAxEg
zBCFy#a*N-k$)~g%QhC4N4SXH_7nyT)0$(op+$=4l1N7P9Xl~R3!8`W5jL-)j?J2=y
zjqw+}fj3vfT~~sS`UL)r;G3wW{M%%Q1|~{0-r*6KS8`Mtr%wqU+N^)U8+enPQ1I#m
z{>YxE<{pZVt`G+hckmK%D=uuo>BTtT<f%}|cv0zr+aSMv;P~KAkd7tW+z^h%0y+!`
zgA++MaJ&wA{ib9MNcMr-Ae$WCiq@S#m0OF{ydu3NeZVDOSLa%K{}{RG4_9o&`Sumg
zT0jc;7rcRwvel{H*%S0La&O$DC2g@NchTE2avJ0Co#u|YN2vGzf;aFc2(2{xXqdtu
z+LGAV5>HMYFTi_|nkUYdcvO`60x8-OD9ilfHps@m-DBtN3Dp0@+d-P$`TB=kHH<07
zo$Vk{A5BUhn0JOgN&B20UV!GOhmS*RokD7+heLTh{q5K$!$K26PPD{*gnex`9COR(
z4su)c<TaN~Yv&cM)g7V3$7ti{WbIwEdEiMa(2>4sa0XmvM6_0zOG`gNbxPubU{r&l
zb^)OWv2>C_gMtuo&|!tzr~}mh8R7Scs}n-`9y=A$>0PwSeT8$lvdWCYgVMAfMj5@%
zyRH<nFVHtlzxwJ6^pd`cBh=#F8$8;Rf1EN!o3Z>QapO!wB-)H42hvm4a7l(5tabY9
zp$#6ADIT0W`4GC_#d8E&WakV_X#Dav%t>F>IhbZLw@NJbC%CM*=rY}yq*?ga<x+xi
zG_C_qA+$f?Pw>c4s9#_bP>a3bP1F$_O8U{cMtJYBRe!0G=>wmlma248VDFy5EwsC;
zA(`~}lk?zqS>pZM@V5m15-7b&yBL$8+)sJS0k&lE5vYjy1FR7^&8<x9fQ`zi)P=T0
zkRxJ@p%0*5I>Me-!{Qwx)#V@E;%X~s=QR2NwvZa`*Zq&U6|#EQWoV#YaT52%`{|5Z
z7Jul*R|w51vdMkbFRbWF%vOe9!6}3a>QxJ?v%nmi_z7G{5B#DIajO+(Slv3Sa7k-u
z5;0zd&ISwmHrcbY8KFnbrXq)@6gWIW_Ie4MJBE4_w!wmacr0-nVvA4DPGZaabOa4~
z0!!R9#GbF&MYkboSw<B4u`I0~?%q;XZ46;!OffuJBUBHKi-!w#|C;(6vEgGZ$fP7=
zZ21`W9JcU56&tNyc~HH6hwdOTR#4hT8tO%H*hu3=1*^<8M0lw9Bx^P+D9}Fh#BGp`
zH*YH_<^<|Y??xl!Oa)Day&G24yTLX;SR{9+s)7N&zbAMDUpM)RdN=F|{29SFWpL^x
zwAch0jY#mE%EU%x!ZE?aZSyC118<d*b)Uu~_!D*T)M$M9d$Pqgu^`fT#gT_bWzsRh
zLz~zWyn(lpR?dpJ&ptHasZnz3zqi;K7DP&}BFBqb;?$lA_YkQ*aU0~C!I9XMU`{}f
zI}Mt~4qq&x#eOjFMV$s*-=p`)yXhxA^n*Qd8)PGGqW1m-^o0FrXEZ$7KWq~7P861K
z9@9G{Kjtw#w2M8#8+a2$2E@A)@H6d8jo2+&zou<Wi`thsu{+E+xnus)VcXaPyn)w3
zcj@$9^snEj3UJ$_yx6H7Fa+FG;wI->|KxNuD#`5FBBr09MpQYy{ub+hBgq=94-u-?
z!FRkyP`uafgmj0%Fj)CN*bZ3MN2A?!vUgI-a<kF2;aPI&P1mDn8Y6Ok#^IwksAFaW
zyB;6l4ZLx}X$+@M;16OE<#8!)EM|i~MR);A_MUQu7u*tAGXxuXYq%{@Nxf-lqhOo8
z_6KMM-=P7+@jz{bYr-JS{tD}Ef=vN0R>mJoYrho+8h)}r;-w^jtZ}P+Vc;cBpjwwl
z{|ar$2Y5%gkan!7n$~kQyxK}SIs7N&>l)w(Ys>53odqzSDG{Co^`V&uCUc9KQFnP@
zs}pNxf@6m#lxTC^#`Lv;fwy1UmN>laPve@)=SbyVO~n|RE#$?oX?XfMNuvqc+!yes
z?;#y>$0|A81FC=M8j1kDUt1K;peHdpWC#emW=j{)(`SWlH7w@(rEbXUl0!)gH<zNm
zO=n_iqtC*QL;A){K1^P*F^!bWDSc@ktVPqa1YE8zcY(u3G@`EA=>?G=BA-xn)8^D^
zn+B3wVX)7Z1m^IEZ&~GilS`-X6MN8=Ti0)eZ^GpEXah9B7FJKoN)~vX($mCI3soDD
zJ-h)6ZyldqV9qCGJWTCsT)O&XZFqxv7m;v7$+M&b$+p3sr?1VTSi^=`F?>p43pT(V
zl!EF*{+n?<X5{i?lKOkRL#++%7`5(r?Lck0KzbXM4Wv<lOQ=D`{8tGqeRF&yZPRsZ
z+qRudjE$XaZ0y7n+qO1#vaxO3*=S>XV>{U|_w&8~&UDXQ{p&v0Id!VK>Z}P}dLJcI
zmpjKM?%0Q`$Of@l*-)GXwUBoFa1NTQ2+eKt%jC_SNti5*Ub(=f|8f+N8$Kw`y^=ex
z<?-w~*mQS!$jo>LESWry&3?0R1yje&Sbur>1cE!2XYKQc-Um*SsGGuR;+qNUm5SiF
z%{*?z(?mT~F(5Z!8g0$MX#1K64Fl5a9dMSk$zDF#FA^74OfwLA4zB4Cdu0vK2$uc(
zI_?+x`)h6$a;>a=F#6?(yJkbrCX=*RfV~|y?@(0izg4@D*`COP!q+TEavP<pX2QS!
zT{E}caq{V60n0>k2%diDGSU4?s!lk3M^r3w5k0fsf3N?o)k#Oo;~-R){`i5|MV<pj
zvKU0n#gArf_n_P7YB40BV*I|7TgF_IRGhi0*<qD})>~O6VMgSq=B%U0!8T&$G=k)*
z<Q&z{CXoJ4ml!fBzj)cWcp{6y**xzXtJlM$9US#8-n!F3ZLEK{S2T4PFS^MC_Bks;
zsM%RNI);-q{kJl&d6CEsqVaZLQ5!<}6s>(FAI~y}0<`AQI^_42p!s^MctQHB!X)j7
zzzTEl6TBg>_w)pA3P+D|;d(-c1jsptFseD3J3mFw%*o2@T-fQnoZMEI<5|+BzQQc#
zAq3RlZHq40x#FmMU0BxHo*^*=Q#eqE?gAU)+8AkL9%@5J9p>s6$<s#JR+vCYVgj9V
z1f%5;KZ_y(TBymUTEuy}n2>c7IAZ#%f~tQqU=s_Tw*^<rJpk(N>`TY4z4(Js`3A*k
z+d-yAko7@up>47bZzOK#__3}hw83^;q)$sRd$b{ypFnEV?706UqI3F8@TOo4zlC`@
zt5HdO>&@I1&X*!LAY5~|q&yG1yp;1~&jSLofYt>Ol*Hz8v=z|`Z<w_hI#Uh+JK`-u
zxfs#OLwqp-{R*4W5od`PxuW1@qmx?UD!-L<X|L!6c7^5ZT~{jJr&U}6H1Z14&Nmp0
zq6eZKMP_C}YDAFB6H|tE{u$8y{Hg}-fMf1XNfQ!NKZ>{}N(E8h`YsuN6v9hM%m!{N
z#g!Rfg*DB74tH@S3M=<fH1M?zgbOTN;4|cg3Sr8&;W3Xz5z{l4`oJ%(*8-a1f#^4N
zs-$eBrcvps_uLkx0^<95H2Wg>2IwQNr5}X4Ex_5q0RxH_8kw@U+SwyzRlP$;Vl7Wj
zDee+Y`;6(F(_O6O`+qw;Q?LKcUX*P(;7c`7c}_YKWGeMPZIyg2ZQU-)EC;a4ri-W4
z^;2)kQ*oY2=8B4n?La`8dA*iQWhrEHPD!Wz+_opphglh#y`XU1<tn)SaefQCa!9<6
zqJeYgfdcc7#xlBdmUrhh;+~v)ZfkUMtQP9GL+!7?%dzPNp}O%%yv+SMbgWH0fBo)+
z3M@<0Y=W?7m`<O?XAMl7Y@DjL{vr9Xr61syK-(}mN6H%9K-7Bp_!g_nxxJ$nd?_Nr
zlQ<vm^xXTC6Uhy;l1!9`s8M{v)?z|Fz1s7`>CW{$yTtuh=`s^WL+~12D8Ouz5Wv2W
zMF&Iphg$lX-Maip>K-sf8}CMZ{Nk3|MgVs!EVf))vWD?AuAY`!Gu^`dc2?<!%oRx=
zadX^nL!7m?Z`rR_zo|Px>UrhRCas2loR&CL+Hit%46JQ{sKmb@&Q2R=wE`~m0-E6+
zez)$8oC`<$fMx5}*AM7c>h!_dZ*(E>1uK7FSr-tO?lVisHw~exQ4e^FUc0d#^*A!2
z#Jt%%RvmD$3A#w#-LHy2s`^&y;3~DzhDFVU^pxDI%^b$pS7`W&v*RQ@2=#3^mfonb
z9_iLmztL_)$Ev#9(%fQDFQIW*w7~B)>e%dnT}7KgE!!nJSO$C{y|;?EZsxbkFJ#%F
z(7dpSWTv>d5$5ipa7E008p$HV1sMlM^3G7Q>}&K>?QIElrVVz8v*mqFF?{P{2*NX9
z-*0eISgz|$IUC;oJ&5|oOXjiXMZ00e)P3wz`Z~`Pbw23IYkwU9W4k<-54js+l<Xa0
zGx#nb<Zx^c4`<k(M0T|3dLGClN%*A+drv&AY9LcDgpVedPAg2UW=4$E)8Qr}rr}TA
zhU3|gCws8%UX`vF-Cg0t=4vA7DxjrhDf?k9*|~3TxJ@XmA)<=BM`P#p6+7B%kDOwI
z34D@%#d%)E{bar9r65Vg2JkzPbot|2%<FD{;PE@tWyw+3v&`bGA^7EdB?G~a$|wRR
zM0d5@-oV!6q6^vE$u;mZOO(f4FYaw`23Z?%Qf9SSoXx$EDKCQ{xXJ%k-L1DbtdiKG
zV&XB@$ULYU@_OCisD!gW^xty(JmWbq{klM><Xo`YtL5@!QS@6R?y%0kkDRXeZGyAF
zErVxO!3b(ZzZ)A!=c1OM8I{*6cef@-XM-Pezc>y3X+%9m*>rF-0tGmWp!2pvP8X+s
zKc%(U$Q$-bm1X?(=aPco-7wGg8i8RssLC~xj_6W{iJjs=LAt(e|1)m0fN=V+m}()F
zMLQ}>(X&Y+=sYb@VEW`9@atsj^P070$@)SJ{zOqz`-&6RgR2gQT$rE0ZeUXOg;tlh
zN)I&-(smpCoXf}0eMMsD(@rGc6|o5xMV|tbg^8|MZ>aS)d%?np$lhUBEIFvN&ZWD}
zhL9A&s*HabTDO+kays#h-{V==uErZW&27_pNoc;6DaJ};jbCe#(q`t!@c3RY!60p7
z(-Ac>(!eav1L}>4+lHdl&&$AK6AKi))$eJcubO&EG3*2?P!(qAdMHMRxikMZBrkdg
z<HV%@XC*;?Zo@>x7tN*63%6$Q+rPNAU4r2wS481{a82;IF1teKNasxt?tN<*?8BY8
zKW&PaHJu@shLvmQKDin9G3v8bLt6uW8xwj1IadWbbE{eIV*8*1SO?f{JHLF`RpbKS
z+}r4VZz_*>Y|%T+Yn-l|7>_FKhiv($i%<;_rI~%KQ)PpApU`%eb+mw^7xpo5H%1j3
z^q`fbVa4DmlQP%}L(vNt(diSZuW^WJ@rJ*izFFcp#4mB?Yh+YfASsLd2;0Dj<U)Cr
zAHEp46;Fh1EKPA~yn@!Br!@C8>HQq3P;A)WS2m-|m0{B924A(Zec!Y~jXd^rqWM;!
zK2}Ag^8)JcsN{83!CCf_H2RD2c8HkF(8ruJ&?(E5mR=3T#YxH0gR2{JS>J3StMeMW
za-Dt|=Mzy)XV|(!D6MO9zO~E3t-{sTl6%)ftP|bGY3sQD)5()s;g$__;_pNMt7g`E
zo=|C*B+Q)e3RIT~=_9@(Xt6C(Kio0nY}OqYKa|N$EGtAtr-<Y{E^tB4{=koMlfI+V
zYn(&DzJEb$(0&stJcuW>7|7xB4cO=tRRku1_jh!3$|ToAIyK-Zm!i$TgQAkeTd&ax
z?@+;ql1IOPB@wm$Z5PJat@ejzPga|Iu-`70#ZIo1RSLS!H~I#LKf|BT`NDG3PF6lr
zvYYy^5L_4YrDg3#rl<P4XIyO&M;o{+*IOeOog{TR@KS5eS}PWN$$)S_rs0za-zElB
zQPctL8C!t@ixn0>CZld87@Ce-<;`-x&=nP4w;A?3VM#huM#shA985(19#jIZ4&t`p
zr7hCGQmK4;GZdt7(lD875A$)A1Bn7`HwkWNzobr$2X*Ib`$#vAP)F;0{1b*l+t;FW
z2iA@C?f8__x<hf*XLBAB+-vZuO@m&rZs&+8i91XE&X&WfVLGpOx-aCCLc<5;!A6#M
zF43RS+!h7@8oR+f)xC4p0d1mt819Go*NQnMl0EcPpWgcadjQ^=NE|kUM2G<PCp<ID
z_Q=xPRo#X~Apf@F>9mJ}rk4%-M-}@33zYMdE>(y}x}O<f(a$_f4zXV-R9_N$Um?rc
zuxvh!<hH==DPVzv!_-S3TD9^ftnA}w0$XDdZ9H;tSvHjs=`V0Nd7pqIl7jE-S*Wod
zue-1!9BPO7FmE_S;%3AgS#+YD=_v(TN!;Hj2y#tPUG)(+kuVgC5jf>$jse1bxOTJh
zFIjs&_D6}5%*;=>G)D$J?Kr~&v-ne*bf42xMO0{_5%nM$D{9!=en)&X<`@BbAs0<f
zNsh|}2p0{Zg(f^5+!Q{F*7^n|8_A87S0qL|?o~_>*v^eq&dkXn-MfA<4SC-?_P4oI
zU>M7~c^m&bzjYt8CwJu=_AWh_X%@lQ0be#4IgDI|rwKY8oVS{F?J~sk9=dEa$TOLL
z#&R20bW{0oX%iOx2LZ&}+Vn)t@P3)X6#7)}t3tQhG=Qs64?$UXW2w<s740693M>b`
zzfQT;27wE;pMS7e7W(>kn%>3Mwlwu0dotG5Xq5<97xE2?vGkyJIwuI+lJmHZQ>dje
z%_NZi7<j0s%V*gtxX=HzoWbB0SDo7oNHD;l=d!ij)K0?ph&4=aM~4X$+ai8MYeSvR
z%<Sct_vZU5UUb*ud=CM`uWux}V=&#EeJmw3ZsnLS!Z?p8t8=Z21Q!J29mph6IXD_`
zP8-_^-%R%vI2#)f!V%Y_WEV)kk?esE2XY=0(j$gaJ1*T2G8dMVRgN`MC^H-(oBewt
zqoM}aNo^c_wMU!lwq%!oAZGN-SGyxDdX;h>Og#wI>rEyepM~-QE<Hxof7StPsL1<*
z`t&DlHjV0JVov!n{<sbhu)$%`UhDb}|KUf{(m^_w)10smR`N)qR<LhKe@W2^S}~vn
z%G}diE@NwmkelA(<HPb6|M(W;X2NZz1kS>YrAv56y?4)Ya60J#UpfG)xnZ|9#7>7b
zQtAmOah^3XskCC{&%o6qs6oBx>ModW6hJg>lfHn;>*)XMWEm2G+tX}>w=%@+u>O@2
z^23bYjBip*=LlHk&SR=mWlQ%9Mka+4mJ`M9VlmQjeW*v#hE+OCJY^flunC4Nc3+b)
zrTDS5*bFV(D}#d4W$S;+q)8iYAw`Z|-WiHVy{FbFD<)o_2qO~lls%VHwH**$yKq?+
z-sW3Nj#)7*tEu#A=3Gj@zT0$NRjIvb_jks%x^LKJb}Q=NtIyXwD0tvfeH8}P-MS%@
zKRo{=UglsntPzPbj~$9pFMF=G`7?xo4PNl3r#JBFJAA^xA@{37R&7d%WtRGNA0d7-
zm+O{fRnh+IRC_}KY322i*;rRJDS}sDiq`U4eehB?V>Wwt{F?jleQaB4OGb*px6_Xf
z=bf)!)O5kiE%>M5BS$Ih>Q(>t=M$QSOC4GO3ye+o+2urbAD7>GEeN{!k2J1eLtpZd
z=i@mV06u8rD)xH_`%*)$>VLeW&J2SlJ4~P(?G9_TS<7667Vubl+wdUKXqyFL6K>jX
z<!pq4)4iXLvDocVc=qFlUn9f}V*aq7xjYYeQEi<iTJRuPcfwxvoyT?Qgn5#IJ_Ci-
z@;9n$>i&*W>6=?kukwPqF4zZY7>?xjkO~DZA%F;R5AvtJ#_>qDl@4!V2?ma-m7Rq>
z%fo2dLod(rRL=6_t`q;PtT!vs-R?n|85pTVL_I)Re;!ZB;Q9OLKWAiYwi&bvh|BdE
zxRh}jJ!$M51zs}3ki^8VBgg!S=Y(z({T^Y*kyaKPkFlb!2W#1<b<)9ojo`s{br7dJ
zczQ69EfoG{?DoRXdp60H?{hI0zVfV8V-wl|Ex{SwN?J-Uueu_X{0pE=tUa*!CH=<Z
zYkX))0D|sysx~-)w-rzHwy;)zhI^br)bW?m86Afb=k?E(@-bpJAPK*2<x7F{+6j}0
z)_B~$RbeaLs1+3SfWhh4&lHAqmSNq@tCIg_x>Y6dX7$i)8|!#&XCFN{#c$Qw0d@d3
zB-bM2HwD`+{v{NqJ#qjVgH$@Q1Z0Ej?PRi#+;iW?A4~O4nZ$`HkZM1kJ8*8&y*D@t
z%<DYChedBxGP=2!+qR=(y@?PSsyQ*FSL8C&-na*@$K$-N*~Nvi=LPe;LOG8Yn}yHn
z6fAV@`F=-XVs{Nw@2!hWNfI6-tsfxNYlTS&J+fybaZM&Uht0)JoHw@v?H;5+)mR|Q
zN}Jg;Mg?3X7U-FGjDl?+X<=a;6S#$z$(zlnYMmeEYMW8-;49z4f-Nh;Vu+hU784u_
zv)>%|kH>!T%*h!$+vS*eD~7tgQatO`7w8!#DsJ98gj64RW*8N~hLRh-AShDx3@oRw
zxJ3t<YUDdOCYyc#n;7A?P6{gM?$e4uJTdc42#^%IZ0y&#tQ|pd2=D1p^PgMm@4+N2
z3PlDOake7yJeh?&*nMrukJkW(JsThJMkkfzwE4--SxVTMt(*3oVCe%YG*JYuE>)Gt
z?qikswQ0Tb;9y<^aoPLZW7}yLE4;YwyIi-wJI5>^1QM`9adTRsNbac>eV*YdYGW!s
zB3^$o$`e8ZuDq~&<Cw04VI>Sva~&MLQXanx(~wfzmeSi@5%K-*-1YDwds@k?G^rFF
z_qN#a3^n8EAZ2lGJ_I+zlQq%`Op-bZCj1#WeC`PC1RwZ`(d0?Vxj|mhrO61x*%}8J
zo^rLtQ`_>4PhY2y8uc6!wlYa|!DOz9dv??)m(u=?ro@?e?)m*O2t(zOVoVWx<!~r~
zWH`i~L&8qaqxx10iMfC3(Y(y~vdcnn6*K5c7V*y1X?c%<y&Vf2y~2@{HJq0eeN{Gu
zmkAxw-r&V=Y6{uD)+EfV=z0mweW)tLq@4t5^#sKWeaWDOiBXhK+hj+c>`}<7C2e1#
z1upxWX=Wgwe!8=uxn^EaXm=}g6HF5-e)?I@HO>5t_lR#}&f66L(fPbm!GF^`eTys7
zk;YrOObUJmDUV9&5VR{R<~HI`H>ytg10H0Ur4me`n|Ri@jBP`RxfOvdpuDkkwX|Ht
z96Fsn)re4xCqziIA(fuTim&)h_#WYSNiLYfcs`!DhqVq_Vm3bvfb@OIwZ0@I*W?;7
zcYD=^oL09jci~WM)ArkmNY$BEMM;g58czVpg@}=@?I7*?SW>rZ|GDiSMknXUkEf*I
zf#&w4xb>B4ceWeLtl}E{apl(UM<+`J5x(x%C|i<SBvY|Y#Q%)@WrjMD*ZvLt<W8vz
z;;zh{Msjm^pL*|@d$jO(ER>UPb70N?b=m>^NJ!J|0!9qml;+1TwekI7#`h$1-{7~N
z!7-4w(-MaKh|f}&m}Rs`mzO9~+I5o4A&dIPtOnDErg!N2lHMNcx$9fk_F5MNqL}i8
zlxJ&1#ommTqD4*lM#MmC<yoN`)Z;iMqJ(^j2B<)Hg=Gj*LyHYrOflJN#t`t0eT|)}
zQ*XcBq5%pIOg;Rt%sB6g!NKM-rX)Yk`<irNzr!N@piVst637<tbnKEnL&~L)+G()k
zV5<UNHe7fD&AO1dmF-48a<W{!6W?+c(V>pTeHOl<mbV-20<14B;NA?}_9U$FglJvr
zw6t{?qdTDo;z@n^+s+1Qh#QU49?tYp_3aq?{LUna#2Syi3?X8F|6BxyOyo6iy{V{v
zXrqp1h1Y+Hl~Y*(furtxo;lWHjc&6AatnW*pW`GMg(3FFq@Ql|bj0G7@pD0^KNd<z
ziL=rxNppgLqlb%srAzmnXu=kh*3!98jg3tzSV(gT2OBh(*Q>vbp7Og63-dEEK87Js
z%p|AvW#U)Qw=#%Lob-$1vQ?B=j^1vZOx~6ZEmn!bogZqYVI_G)CcM?WsfA%)a>(4X
zGzyM~stz{fFB?_@rfJ;rxpyOSY|eW0OM4f^Wv`d<iZL5wG{2-)KV2kp_Fj*u5uel%
zZc;-H^HF4>GBa%W1Y29b-4nEWGxAtMW54j!`$kMpOa3-#e8NQ@r*rm2-=bFd#^bfL
z#H7P@Z$k&msVC(<t83cl^R~e3Y)E<uo~N{)aEN_$Eo|yhaK>Zyaxo>l3vLFY6qcTn
zBS`Juq<B~mD&@t}5oa`lDdDf%)Q$Giw^-(0fvAL(&)M#vR+f`4K&cuh6W#6?@W91l
z{g@Sl_(wPF+%7LLL7sF2u8xa5xDn=4i&&FE)BISI7d(D0SLq7>LUdq-s0sC225ob*
zbralHxRl!H5$z==2j;oLa!DTG@o&Gil!T&()6G|-wKd>;{&d|EVZ*bq+TNP1e)qn;
z8jRikP%y^$vJLXKk(hZ40~M}zpe6g^0~c<p*m#_#&mv8bR?Yku-o~fLAmO<jdxW~7
zfSvMrUUib=cyB~9|2xH68;XW`Jap@ys-P@>p`C{zaTXrGB8Rzg<gQ?M@;elfm`Sah
z-+02VVYO@EGrl@;&h}@hM+eoD2Y0Bjs&3)y7y|C2ml*1Ib)S;=WsH)`I-Nf0<OR)u
z4z+x9Y8&)rrg6Dvw{zkaNVmwdHO(L$QX$%nA9D|zEFLBc8B?BPS!3J^oY0nwOBIG5
z_{{xtYOL?e(pojwYOGk<kixe{kcc+CD}n@kP9Ar99=nI_InDdr%F-nPi;l9B|Cax~
z=ly&8_xbc_55R7HxdIi?F3`C8?c;hkY##KQfCkxt@Sx?l8F(nl8ZAtHZ;Uh|&YOTU
zD2L8d)(=~IvFGDj(f84w{kb?R+QL|{`Yep_#-T+Z2s4lm4$WN;!ug|~g$FV<Q9@z*
zB5M&N>yDM-eOcK9y2+84+Fd3aIXGPx-EK|sE>yb~^Np+7k>AGbG)jZ;U>=7@vzsF9
zv!Kv!T*9lz)wqfM5F4j^pcd2p!H7MwoM-0Zhzo_C`_<yBG6Y=Y^5^UOzJTd(ijp`~
z#L@6^2p%3zLT}flkwt=r79Tlj<&5ihyvRG{(aC}0|Be_f9wnA4g=^da>hb0Z!LCVI
zaJ1<d_skOI;sK_EpgE4sj=pt3hqTJSmBR`=sf~Q>+Ze3AngMU&krBre)G6HD3OOm+
z2XkbN$Cy|y1P`HN_-#}fmT+`geS^_BvXlCF*v_v5J~<p71PAHDT}N$hCn943BXgg<
zkXy{sFBh=eR)C>+))(ZVuAfDVl&+86!zhU01U4ABl0>>$pF%?aaN9<2U;XBGcA~%q
z<jg{St)O=-ZSm;aDg8wrsRCKrEel%g#?<BE>5FC!Bee;`z}!znz=RVKKmvbtZI$>H
zOBBnnJ(w|N#YtrcmK`gPU&EOD$Gw*KO0c`Zuu<%Bm8JgV#oW9_=&YF%JN_;EczDP9
zBgvX{(vSR4;AXU}w!(<_>e{Y}lQD|;)JT|#)1F}M>H>fH`5ycs{h~X@%ZUu-b?QPN
z9N1b!-w(Ll=V%O+CE3mmgI!GOdi7moYfaDk&6cfhUA6>8Lg%?z;7YW-y~R5ryiG0e
z>MXc5l^KWg%`j;Igl%X0LBUk+t^yw7`T)YL)a~_1-ra^2x<Out?d)Fi+A2tYhAAL6
zhjaa1>g^FeLHD#Bb+fnzsBWTDxkfeIQMvixP49{G!Z^KeD|+a8zJJMFniJT#A(<N>
zV)<=_R@WL^S{tZ{SeKtIB7@)LgKit^rmHj^B>9pD4jebG--14EDY@uN%fE=uABE#(
zkZnCgrKQfW)&8k~6=Bbb|93s(M*LpMC-QZCaRmO{f5UH9yF1mix)7%l(k$6HSF@J1
z@CX1GVTigTKdUUIG-K@STB|eS?;XFZKk|FxDG38^!TNS%xHREqd$%mgYu$TPJPUJp
z*!-LDP&wTzyX{e08SGOXZh=*~D3SNl36no9v9n=0T)ka-wrDYjjhj;$E&Re;8FA0F
zgS7C7ru~ivEPu`uadDB7`(sHBKh_CfTN-o+wSK(b)@2p$w2k3_z|H13V_vHTCn`xU
zQGyOCkft;V%qf#X4{-3<<^~kP`I@H9u=Z*uQOPBsL_3g(`lIDXexn@NszPEgQ3JF&
zZNLV%&#7X6&_+}wQ*VCe`V9C@N0|vG0pR%+a;V=aqWpb}nhYlbH|Mi`oiC@E-IaTw
z8C!PKq}g`=5+<eP0XBl$LU3B$aJQc^8@rAjrp@*&9(g+1@(4{p4#xpJA~=AwPzy@S
zKY-7{G_-Wa3N<`JkG0lLjgwIN3$oww_tt#2JgIj^H!A@ppJ4SzKAyP~%z{MZzr$tI
z4@p40zC*m*GXerq@Z!CwIf1M2C%8P}I$dDE-)IJ0DFz-94qMSH0L9*3o|}6lca$P~
zQK^HZh@9!Eyu=L0XDbe%sNZhm5Z)A(?c&Cal!pbN#wQGqFDS9kEq_%wAAiS;`9bqq
zwnKH{AIf?y(RR86R3bcUIP3jp0bmEyyBE_(t!#y$z7UY{m^6oqm_o*3eYx}FtF7Un
zP`bbhuak1rm73?%qBS{;=?!sEMDuR()PLXUu6HGR|I}R0A>;{iK+~N6u23cMGm^R>
zdJ{VnQaF<O3M!8d?$54(Z6}8OP6(<FO=_EPDiq0+@nx%%@(?PaX#wciIY$ozGk-Q#
zcVwengq{-B=l-%aNcp=Ap>2G%mMQPShAItu2=NaA&T#L05d38&!|JqzsIa2^1j&iH
zqc3w`N%IHD`X<)MpZ($6XnPJ9bE6jH8YTn4(N}4<|BheaW?7xkL#gcpZBSM$+}h02
zJPtw_`3ki~+Ki9BL`@Mqww|(EoV)W+_l15FFQXjkDG=h04h05<WN2FnIlA%*!j^GB
zsg*OLflPEO`JT}WvX!AbC;AaooENwmXb!!XbJ06+4_mfNe9J6%C27XLO6Blv4}G?9
z`7P4<2qRg6r`E)<SM*5KaXYY9Ono9r@Se*h851!BT0$C&jY}bP^Xp@8aLY@mEd^(W
zUNGizzz@c2;u$DflzVtjWg-GrosG!ajLiE}^%Wmfe8zP(J(m@y6gwPz`8=%_qRYw@
zJHuY+9Z`z)$XcB@*$fYuEXMUIxj?)GJyt$=O$g6!3<t7*mtCZ0K>t`w?B;j3&-!^<
zXzqE&#4oK7HL)vv!=1YW3_BO}7}Ky3!S6{N$$gM1yv+ERXN!hCdI%iz3{I91O7z{9
zj(vK$95b>%&#1ul9c3zu_oPlRRMzOOEgg|=yc*N0Ux=;?FPw8X)204bW+lV%n<On0
zhofk1@ewx|8Dh*N%Jwi}-7$418O-Sk?pPTbCN^^c`FauAClAa+$m}-9%?lF6sqf<2
z@LCG2P45@}S-fI?CPxHhiW3y{(Ak8visfF%^fra#&cSEk#K$^s4`RJ&)d|(Y=E&cw
z*zzL}%cK*sx*6&d(5%WbDcR9RP;|2TH;1TvXoU@GmyXYsMTLAC6n20CB!nTHQeSN6
zZt!aZ0)|B#32|8xf8PsvodFc-H}4g`%0`|NDC*fuaTy4n%S-3eul*rWQlS_dd?r2t
z`simcN8>fly3T1|1ddCcrSqW!n@wL5kN6YlP)Hxl*?h?SbTJxj`&WvnrpfC|bKznj
zdvf-;I+Rm^{FOOsO~Ie3oWzXX--!**0q1)IB=8S{`inCS(-(ZK@@J(YB5-)PZct5K
z;9MK97is8s^U+@I1%peB$J}4NUd;)Z`Vb<CUr__%C1rgPw@jNeYorC3<bIANcm-?%
z-1p=c587`L&Sg^!XxI5q>(FlNCX^_mjap4Vw8pzRjrM5b(|&*+1if2alfHq9!8QM7
z%}9~^E19r=?_~L|wPsHV9Ea4f{AQhpD-KJvBWtec7a$FPIb@_PG{<fG!nnRMa}Lv7
zgei)i)euuJ;ZOI8d>z?lc}Bt5cT^=^M9EFHs54F!T@k<dn6x422*m0Gk<6d|>SvC0
zBMUrq&0z1VNXto=5aOvdl$xHi1eGGOg;N{A&o~B>XDa@E5h9du<{?p0X8I7eUXBa1
z)42E~4=XjDJ{Z86%ZYH9FlXIaVAH6`N@CAmkfm=YjT~gWuhR=$ulOKmw(?McHU~#W
zr9o2DOC?oNet*$eObVucx&g7a<v!8Vd@5MNYp)%>Bh3BNjBE9cD$^vu&VQ3`u6eWX
zhJ1%vSXPY}wlgCwe1c#XO8G~-C3eB**2m-!q@3YQ{PXcY1ZQE3$^Q?*7z+eV{4w|d
ziYoo7hzZs{Al`dNl9T0&^<RREgU+mR*;O)j`P2f*Iv(~YU5f8hO-1(MBZS!QU-i;O
zta$@RC?+!#E9YLe^-gToi8pti_-_DEZc+eF3#L(FiOqoeihe9G_33z)m|@v22i(*5
znlYfObHOhn{ewDA&8nr_MkX>&H5w^bxp+Qal~cl%$Y;<nq~rm@@m%LO=UH4vnvb^9
z85;q$%J>XHu90$V+T-Qec4##USLeC6Hei}1Glj{EVad^<Hp<ne4L|JVs!GdqQ{IF2
z*yvQMqN!3usd;*3>@T*|gs<5;qrw(EStor%ibP95HdI0<b^h?_!*cl&H$^Ecdbz-3
zJ#&jX9K>v70E*M>MV~>`8FK#ObYP0V$KhzXl#aQEW}>z4DA>^1V2$h(@Nu1$&1M+C
zTJC#E9+oI#NURd-=5+Q<W=01KIwe}Ih2*$fC7tsJ_}*A~3C1BFJTWEW3f_Kp^TTL4
z&}p#&rjIU>tYyLv!-JA0<C1OsKSrJ$S#-?VVM1S_{OOXu+U9E-Y+>dk$O~C7`khDS
z93&z-^;eCWVOYi?jw+J3>!<3s2%Ax7%(DtESKwfl_Fv=V0IdcZn-X%!d_V^}_5lV|
zdzGZZ1x;T5^hKNJp8ge0208D9(!dOjqJD=NFy=u$KKv`$V}hg8A`nS*NXgWD5x{Z=
z1N}m6dOk*>_Z>5$4fUiJGOtKhVnh|?ip2Xb)Mz%P1-h*^<`-ND+xW{g^pTg=vK8L`
z9@Ge#Hq6^})!`qDc}J!T8>S|DHn&zjzuMj?!q}8`H)5>5WbPD<<-DLe#Q${}S3u-G
zfw7_%3Ju|Bq{XaL#I4i#l)7fWRXl*yGL;{_(AtZDwPnSu`-7%5fE(nTj9U7|t);GJ
z+KK3*Z)0-ictZWZZiru51L8S~)LTYd5Um);5_HB7{I6rqX5IlHV2ZGuIWMl&;X;w7
zi%`N?1C9!XiRUC_MzByuofqk2+3toCp)n6*2WA<cPOUOONN%>a+}T;`|M0pU7ilMX
z^-2GQ*BPix89nCgGl*b%`WE8fipZ;|qu1YMa@a71!0CVuZmg<PEkUh0iAo^JL&#|+
z#F%0#JRuJ>e@yNrW5)<rZ)CUG;dH*RLY&#b_FwyqUJ$MGT{-be^1etX2<AD^J$)Pg
zfsxWe_4k!!wDmJj=w7S@3*$$kR8e@yjuOTlW;0c10WN;XcV4hG!Sg+kM!_WqCES)$
zE3@^5DM*APhR2(xN@kmcjKNxt<_qfiNci?xX-#4(sWK9!F9~QFp`(|_Kj*2}Xc2Pp
zKrjoJRm&c-twO_{YK_**W|M#XG<$1+A4I%oLz86w7emWsc?yNu{YMDKjaWvo2S-KE
z$@T1mt!I>6_(hvJPi9l{2<0u^!BsB8s+LW=p$LDE`#gnzz3)(_O8bgap^fG?3pHP6
z?9WFabhPx9{b@RWd050hOef?(^xh+@9RU7yU2~uM>6O#SI)BEunD)RAeyVt9Lv#@4
zGq-YIc0}QJwM?yZ5ng-#c&4ykqgeGxUQWf$Z>Bj1CrSvhHX&vafC4d_Zt$k!pKZl`
zGG(P^e#&F5$$a~oWeyGapEQO!pbFTqPz1fX!X!)0NT-+kdGIjbzsBWNF|DoIibPB~
z9w}f$0Kn=+SL&kJocZm56;!`*@&`LI40vVBTJvyLIcV0aD2UA7SPAy%jE`7)qaQ{y
zjzn*=KaLMLhTLE!mgL}9+B$u#K_bZPXXp(I#2WzcdYroYtkso@FRBIAo1+dX^^I&|
zD;f9)Xg9uVtNK+1Xzw7`njUf?J6<%o0E^x;@1x<StPIZRxC=5zqTSMSo$p3~6EisJ
zjZlr8jaSO8^p-$A*oUx_$8i6Q=EQ4cT;S&hhu$#$KiZ3`KpoTmOD5Z7*1GqW;LcT6
zpD=@+Sq$&*_BY3^uUiH9JB4_Un%6obs&SXO>nz#Z>5i7fl5LzQWZUI{1I*~&6dxvS
zxn{Mx>GAu#xK)Rl6DDzFLKin6%F{F6j$S)$sE02Qs~*5z4g9maMu%?e!F~%q4NiKl
zm<wP9CsjZDS&Vb4DQ?_NDN$OHpifAN*{gxu%g6=mgEhK^AUubm{}Rt{>noHc&MZcl
zp-y7Rw2}eXFuV3+eEJ6CSd#mAL1fP(|0@U_#Okb@x!V*YcpK^ewWwdR9k-~M?SS8c
zR;g6wu?o7_gJ``OJNusW;C>oxoiA_^<tDNRh<({h879zEO79PgoI<ouQ&zIU0}H;M
z+1DiqA1$T|&QgBt%~2Q6+ROo@q^5kd=Lw3)$lJTGc=7;}0>+B0efDfjjd7enN#GsA
z!@1_a5lxT^Vw6#7o(}EKT+dys^q<e+MTQsQFHdge?+lD8f#owowZCk<apj+NntnAS
z$WEv=slX)aM<bJ0$i=xwRWDYeg>j%51p<CJ3G=K$Hb+`-oyIHm6v$KM<MC;eZ99Nf
zEa`QDfs4}xs}>U2KfAkxI>`La71jf86hu?}N5gXIJ)E(WiR{k2bV$uUTU5)X2H;rs
zLXgMTJTi&<#j`CmIj>lcA|Pce&9&6`{QXo$I|H2l+_V;=>&oKlNeB=|pCV{zc}j6P
zva~MaD0c~>SOpf;xkIgu;6drYHJ}kIa5b9#vb|4Ny!6Lqht#vcWKH(xR-}q@@ply7
ze>Q@H)9(ZqJLHeQn)58-=T{bhR^?9umYrNn5X{o7Y-E6|WT!gXwX5|yZo{`uO8?$w
z+5tmZV*#L8BvTb_rL)P^SvfLMjQc_5%C5o6$Rl&ndaZK_Ha1adCOLI!%bew{SG`R(
zMSe9=6YPm=&XfzMp5L3}OzT)+FcJMh3$yX^HW%X<D2nJHfszas`~XB<S}8Kq48d?b
z&?txH_y)c9@IzqLgUhM>=u}z$oDUM1nW?n|6VV(HyRi75SRR+{K^lVCHazK~SR$nY
zuBP82#2W4{OX%~aWSV|B)?}obR}cPKysy<1&4zk!6Op}rM4Zx<L}@C_Cl<8;=gi8;
z=;pTpR@4@+7i|*+rW199uS<M@n+^h=UGgJ#vDhJ4gMRD}at-x|xk~MwmksLb8KXdm
zk3OF6QJI5rT72f3hml$Qf@{q555n0(yw1iZSd6S*?;6vk-X-au)+Z?V8u>6@2d)#A
z;sNi71JGBD^I@d7>b|EIKSx{TbwCvB{VjPli*)U{c#*P`T~wI8P24iU7|vHhtZ8mM
zHJ}^ypGa1oNKvcAvUTQpd8%?6j#6mU)1GYnQo(Ml2f&ow8adKWTYM!Lv9f_`MT!;t
z<$#T^P`GeI9yhX<jP&m8XBp19rr4}Cy-q07dL$P#lWqThv2xP&hqyyr@{ayVoz8He
zg)IEcL`c$Xc+xd)8!babC4Q?rv#YKuwhFAHczE$C>g03m4wKk?ihnY3s}cNmf_o<!
zX3r*C4>PLI`LIlY5zZ73sa4ANZmQb?^P{C<^k{E0)BV+L2_XQLwCu6l3Rsige8G+b
zE?)Ht!r91wgzLxtxP<kd6N)%pil-ze@LhQjtkDQJsI~Eo*KqX61Bo_8gX1Omgq#hT
zW9~QT(0-kK)<pI$7(y(6&fY|LSM1$j5%a3fcWT|HzOfrwk`5WAd$9MHssrQFx)Qj3
z3umJ)v@k+8bI(77FHx+#mqRjeZ^&QLhzu!NqaJp!R;p$4#&2O~6hgctaD=0DOPmoZ
zL{GG^URO#!Bwd7qL=J(8jiWho)wi7A40it$>JV8?UQR`fB0}MT7UiKWt*<wFZSBUa
zOHT3if!?;KhOOMW`>g%&bc3wHHMq<fu%mUhQRk<z7!=X?rHB1EemlWr(W@y<LXh%b
zVzYu<1{xINba?&`pB)Qj6<+IaqjG0h@%MBK!PylRdHYA65sks&E76NhRb+8OHd$Vq
zoX05x=$-Kp0xriw3tzEnbfEh|?P#vG&zAe_Pg9-w+WF@mlJ)+W=l?FHd|>J;i2XL?
z%A%&<;pJw@-xasN7{<|LMHpvjT(aaEtRhe^B(LBbCIwlKNhYP!u%*N(tze056URw7
z!KkoKbPW+4QIoZ{7CES6YK<FMFG>Uz(Mjl9^4T_9mYBP6Lz{$xw$g2|ETVtDWj)_&
zWV}@6S5|-kmIS6trtgxJ)S0oM!>JD4ek0nIOVz%}oO%1DbCE3$%ZiBxf0<RCEwY#f
zR4&IbI0|r#lk+5d8AE(o#afq|5}jXRYS_X@(;~U)E?T`#-v|)6UpBLrZf%#rv-&gx
z_w48%+FO+PfSb<E2;RI1Fx@3`)D&fPV4o_?w%=TJxU@*(2p<n1h8jsVkZUXhpJnO~
z;0F_9zh;SItNg14Cp_JLsL%mRC1ohvChg>0D`h?Dh+5J8gM9fKLm6jgPa1ihr6stR
zrp6}*PpoS!zd5{r8}|MwSot>YmDF{`?~rJ8YA_n9+f$ppSK=S|wd}asX-d$h(kDS9
zR`YJ%4aGDVDleJae}*sp;F(AeiXJnRebr#_7z_xNGe_X=$yu4>{Abk{la{fYP@4@C
z3E*W|{_Hq0DEJ5V{7tFs!7JPjcb<L`Gbja~rT~@3KggRRv`xkSM~hi+m5GF|RzM~%
zTuw@b2;+VpSRUNZn)jshx(7Lg=%40r9R2GL{p)^M**b0U6|2*-y4-(?sLN5mH`WQ0
z_t4w-GRG2s>EK70t#F}4S5T?qr0t(5tk8kDKI35;l#jTDj-wdC{9Nt-EaD?i#(<}I
zcEL1vnw3m~UC11&n#%sIz5(a$?1bI&F8;uht%MLr4umEi8veCv2+(M?j)0QP4XSHX
z+m_fZTmE(QR9|lTtMAGPilcq)C`u*~rmaLf_fR(-SzkPJu-^1moc`UbQSKkE2vxGn
zmrr#C!PCg%ZE0k!(iY2Z+=RbYSH=*E7YmZ5hW2h#8D=>xZmcFsXWde$v@a-Afk$U5
zx3hOA=#=8oQmBDq3Cs}OEj{FobuSc^f{zM;Q7{=gax<8_Nb@CF(89wRpZ5=oDy)}d
z%XQ4^yz&%TOu!V7i%^SkfBLtjh~JExs6m{YP*OuzUkBu2#ajGFrkc>~E*7zeRmkJn
z6=Z~g`N*7m?#3uw+mbV)wRDwpk0cbOD!?cH9}mtOUHaTB{gUUBr?icL=#`{&AvdM}
z`A$`cTx55z8@F9{uMdkJfa|#Thp*{Ctgmr8Du;-2WTUwiK18RL40&*_0q8dZw;E=p
zxF)E9tS%@&Cwld*3A(EMD6I}#w(%}reLPM^@<DBnR4nC*l6|faZJRZ+TK@Xhi>E^j
zld}GnjKe1}|Cir6=+lJRBNL4YGAtjqk<BGQ=5Pw)c<5>mU0(QQv@9$xMQCB<ACP`W
z5bFAU>xu{s@mnOw)T#A<$sOIWg)g|`ONJV%e!{4U?+vX5%6f)M*J|UINL(Ii{<kVE
z2WKP&dYBn75Qc-POJv;#Slw}iaU8z@Q8uwKBHl_2%*<&~VENCX=5}ACvqZiM6!$l9
zV@=u(Rg3W8MoO7;L{xwRrJlgm<Z7OnurtCNr)k0pE{R5_R8;CJr#_`>+&OtmDBVC6
zkkrVQc7@n%W;v+`JVPZ}8;2w%>xGk}G52>#I(cIRMd6Ow6dkGYiyf>_j=?JeIp`ZY
zJk3DB)y%u=#(oAz3I0QkRCu*koSg#KuQ7}{IB(|vWnt)*<?Phz*1?UkaQ3*DXjO|;
z(RXtP|2rv0tuwCDW!8k;(yW;{Nro=4e_G)7$t-^Szo^wkVEt@L%?knE6$9TOezv5W
z)1UN-Dz1$^E(9g(PJuB)qQE+#Nr4F7mk8cJ(3`@etwTk)m4ouE+e240V2?*9LtX8m
z^gt_!lS?|yR@!b~d@riO?58Yv!K9P)ClODhD5*<*mVX}$a%<6HAV=!bpHW2vZ?>x;
zqSJbv8{yMP4`%_3000xbl0!u)o$=q6{sv6vGTKx>QtlYgQqa>4d03J-%Ab~iO7NR=
zho~UTdg9BKsPvC-NXo7Ya|6krd3}94-QqNzDIFIlO<xVnNbvX&WxUz!uE{=WtX&Y-
zN87r0ytW$B+n^oO``%XB^}t*4?*HjYqOgWnq~t=ofi>VpIQ0B`PhU)edlI&8``0vl
z*!@jG*&7`5ifrC8zNSkUhuvbv)pV^l%(HtJLriZw5HRbLB1_^$!0+@8I6j*QjfC82
z?7m}WIXtJhZ289-Ku`G1{4Yln%o52T*_TjAa~cX?W+ubZwnD=}Uye4%Aol{5>6%iU
z%IBX^tc>49!oTi^=+#<et?GitHoa}l0k{0MvnWU@NEx5-_N^#Ilq(Do+kMLnNR1@$
zVBty@1YGwXk_*Nh8Y-H`xYYl6C%P6>QS!Qmm>d*R{iwaUJu1;(B5u^n5}4~dhpI@>
z;k`R6zcJnVk3bz0v`m~!%Jd(F8ne;Tnne8svG@2EwL<yOPqF&NKx1057h9n@9g!7k
zvB{*hnU^+uQ;r@JvppBEz`#~o_2c>f&#xgp%mod7lR@oSB@6{rntLP66w&EEqD6nM
z8vE{a+cAaQ_Z(8wbzydd&;-EuSOgFrMk}R66|!gIXiLu_&}v!7#tH0*T)s5vZ=Es1
zvUg!RvKa^-6m`PVMjo2Hdt1hzOm(%?Ss<GKtYRJ}LUlv*KE_|zb&hFsp|ATIoWpoJ
zJS9%RgdHa&2)~W)7^_oMw8l#+=u;?ohoGScfqR|GjM(P?61yl-_IK~u$pNJ9cWqyZ
z9Y^EUbbc|2Y%*9v@~<a&352n&5Bi{B`{^@3AqLrqnNB`Kqp&AAI+YkD1B`GOmuEZU
z`uJRXx$Of~jXOi#79>;o45nv@P;#2Z<q5x$eRTq{aicXUyhOX{ARag*UX8=%GY7p`
zsMwKy>EHTnFV^RDP;ye|XdL4xFAb57c{bx9PXzH-_ND$wuYZ)Ic##geGiT@lL~d%9
z^HVYt1Al4ae2VC@f5ZMT7i+8d^s;<fd}CxnAo|>Q`r3MDW@<OLOYl|clD(P*-?|`-
zS8zctGb++miKCv%rM^?#xsSH~pn9h;U`OMm{zIH56hS-{uxmm-^K~N0o0k0{$uMf|
zm-S@f=&Oy6srw?qSlkrTt?vI_isWUeds|KzoxHn2sMTQ1SP#3wbh7CCb><DqSFnu4
z0_mqg-wBYdtZY0rQrom?Zb0bXVw<R|{UQD7cdk0!p2G`fr-@aj`MZ4fj4~*T?q1-^
zI@9d7vfft!t_8dAZ5dAqLEt-Qp?d<|&N7=rO%^9d_IHi)OVKwfy-=mv+20^+2LTk~
zRIXl4F~(U4`#->RSr0OQA-7rIopr>9#%kn>-NQMtCO^r-9nFT;;5qUtE?$Tu@->7I
zp>_YLzh6C`%$Aq9xXt-jImtR_@E)OH=#OSQP^3q3#aQDDw*SreyOVDv)|w>gCUfzi
zi@AKWoP)!lwyo}8;ytkWFVa)Tm&=+F;^V+#&NbOGhw>^?M~{;56~9d?g^~ZF(3lT%
ztOF$8C+ml*wLdk-I8|=3W3OMX;3Rmj{sjRmnvAHxdPXh&`?%mFy+cWVX>%Y7+)Oz#
zows{&pe)9blJO<s&2gC)m8P9HY2r_9#1@U(1#Q62GS`xXgW*i(-44~`ukO65qbet7
zsg_erE@Bsb0=GywW;Ry9MZQy=w9a$RibJiv#V6!Zu8iNB`|Pi^4D9sXOgX>pINxPt
zLfUpQBdF3*ql11|-kB7IkDHPVE14>epImO%8Ln^`QzjF(GaN~$_(bRY4Dd&nBT_XY
zTU;ObUw&Y0vi-NvDG2)H%fmkcjUtl@%-9hG=?hNE<s4?O2WPzslqSv%XEL&YIWh+{
zuog@6?hh~y3qNu-XfdP+B5K=n8lE^>JB7`K2$lYm2Lska*1cJJxe`M^u#5*$uV3#J
z1xDt~H#e>ViLIpeYvn$vW-33$UB=F-eA?HCu+LE0ER<-7%Ll3UOn!EU<a{-PeyPeS
z7hs>GbpBcA?4Dlq3OQAEDf$Z~DI{EW<_vN=Wo?Qg$F4M(a$k@<2U5+_nXRBN)D48g
z50>f78tbD<qf^v!7Np4Sn(iCXLF^HabV!+`l#|FmwxT<|K~RRdZw<aWFGEmH{fMAU
zDf5CA9pB{KU**m+c7<*hF((H@biYlU6)cQ%z$$4`Oh)s#;dUr9$~9!kJcw*Vf4S%%
z?89U%_n_9d4!&E4Gteq-%NUGo<LPFJ^1QQO3uS?QRLpQyC!rg$tDQl3VcxbIIiHg$
zA&mFFd0;kj(c0KUi~-yvE4tGP-w~sW>lBWoC3(dgHHs3B-nWin=z(2Ee8ILxl9I*;
zc|e$y9wo$I#PKG@L&%a}w-95+0c9Q8#&SZLNIH@@eW(HQHTQ?45JBNx3Cq6>tzuNX
z@H9xrGY-u13_{);^4;!|+<<&x)c9;<%^@IoZ=l=J)t)A-?(d5+@D1)zg!q@nLH>xW
zb(m?CH-o;rckHkuwLA2%Bx}?^mvA{+9`N=c?~<(Ir!SXjQNR2s@Ne0mym_-8_lDeh
z)eHtb%&$6NOb8wvCz8M&=}ugGyodJ>9OXx0xQl`}f;)Kv_}0_z90#C~i+qbnU5as4
z>NVP?f9%bA8@qP+3hY^TnBclx{_8yckMajk#Hh8Uf^#j^PFHKliuX95m})-VMMRHd
zlR>GW6huPJ{L!Z2+>sI9uabwq)U&5Do)zmB-}%c0Z=}Ry^boN*+arS~m!7B`k+(M5
z8V&c0EyR@2^Hc&x`IkCK^y}hW)iAEB;tmsxYRqy(kL*PWzOd@JK)nlasBvOb{AVZX
zr1Ywc-!=JZkN`JN#<m$LBJJB0<;{|-yWSpN<Z(Jras8e9kjzL^@i(aC;+HFt{(xcA
z4dx%?*z{GBYJn@XH5SEY<D@xxIQPb_lP5F6E;5hsPyXxGgt4+6oo#h_1XDv(LmP$z
zUy-L07#@&QFff48@XR#D!^L)e+GhA-w6i3ZP@5X@#~~E6WL7p*V;0AH<5UsaQ6fN=
z%^meF)!%cuXL=Z%#v+&OxDFr#RtoRH2d`j9Bf~awoGcpAvT3XXaGZ>HkDVDS*K6@#
zb3O{0g5VE#-TbaoA<~x(c=asd_-C7-Lt*N2djdLkS(;fKj!90`+4&iaY=A+0hRWgm
z4p8q&6xbfaaJzJ4OZ)o67+I&V?;OP>=CiLkI0;hKSDL<|uaIL^zPuUyat#tdMw0_J
zg4N0-sgjx=^VmMIfw9eZwHlFtY{0TBhimddz?7;uW1ZpjUbbDhA19@2NjbT*8!RP^
zf}&Mt6t5I=(UFYF_uNGGd3<K^i_LpZ+wfJu2fULJ*XhR$-&c=E&R!|&Ff$8={jqdM
zJXQ*UxSK+ssKZv``)RMg-a~j44gNbM(SDMd0uM%Hc}1j$L|1+4hJdL~sG+f`7Ql)|
zz1ctb`+5)hV)<Q=g|E6c+_rWvALGJgU0w4r$_H)V=&!Et2STlSUr<dEu=#>&#$?W`
zasukO+qfR0o4|3_AGO;k_*PeO#|>km+C~2$pGDj*L}K?S#BmK;c5POyVGUgMfo-t7
zG0H9MuYLHXfu;YasRV7p3Z1#*a$eR=e7<ss+?6frC2oW6cZMA7iTWL@wVc=BgAG$Z
zl?9OBJjy>{<1cVGuT0EYW@6iv)h}x~2{F_DAa_itH3_zC`5S}aSx#U2K?%VJN%}>k
zXP=PnTh4|a@ZTAA`wP{e`d^DZs-gY`jWLXUW~F{(Z*Tpu()qKHOgJj={fML!)>wk|
zY95euwP#1yQMoOPjECE~;DPD_se`iMTkJ*_NAQh3>q2g;7>%%avXxMCpI5f5^seS)
ztKC+%<|~<ja{rIWEB2>tvpq-Um=CE-W}wO97UJZ6Qzu(L%><Et$rTll^=PpN#o!oM
z6|u>Y$nrse12(Hxy&KG%M9Sxz^*GyJbwE8aQr>1FV8w_05qgC)aDvbrI4;;!x8y04
z`b=bTy0~m6(ADW^(KGU49&~`j_vUs}1@>42i_1hAoVuHf(??2m+<{Ov*u!bG@Av-z
zs6bc0G6!=CoN4iSrQkz%=rAgU%qtXvlZf7M(c@0cp=P_uDe4vR)!W`l1U1YMUMIeO
z5S*EGTR(V-y~s^#4$I)P>9n!c>UB?@SL)!dUl{~uz2<$^KfsOm2k+2-0DL9{df!ot
z3V~4~^PUQU9PaBvpa{2vn+SL4s|Gi(0w2Sm?`FVstUo?9o#8FMA3<-K!VG%*)4$L`
z83|}Jg|>3g8li&(G-lm8)E^%jfm=Hcv!R%wn-H{<U=CB}aF*Fp%odrG1T$t)HP<db
zp?xvTaF`v%3}0a|0y2pYXy;NR)H0!EcACSSDCUIB5|N|RT6a6Avv&3rvqxru+{wq(
zEvQP{FHmd6&~==q+(UQn5hYCBEspcsPiRgS&eK&+1<KSQMg^-ROpWeQiZbVr*>T)M
zE6UDzu1IWa@xjgP9MxGnN6O9-nVp24yJMyNZ`5C)*2;5CO`R+nPZsMXCZc^v)0o$e
z`K!#qri`7DI!P!ZJ}DxCwA`9uZcToT8UvpdSpn~(nSGDG{T?;vj3J!_QzmCb%pJqr
zyOG;+%uSs$8gme#)fcl^QYFi%TmOzLpJf+KoQ#|kKplQy{{{3}N>aD7A-G>T-Mgg3
z$&920T!3-M{uAhvvZmBD1sp0!vl7Sg^l>uN^8wZY?bLsPd{VO41hL~*3!%I#*}cre
z0Rf)Z+^PQp`7HmgD^wx~4q+vm?J{t0gkrhsVtK{>6X+A^p;pNqxLwJ!I`P3<p}>;*
z!17nnXVOV+`bF1*yCoq4t7Gql&QH^ypYe~NPqa)QY!9wi65LMA^g?+eJcPSre-fQr
z<PTcg%~O0!ot6|rRNK6Osu^I1&Cbl>9vUNW<(|kuxAUi^)@nt(>VzOKFxj}NNx#;1
z&AEBNJ+byXxfQOmZ$HZLTn?Im6KSpP3W*?~yakP`Wm9u%hUe1k1l&^Kn5hJbR@6j(
zyA{iz-J2EFu#?|{lW=g~JIbTVKLDTD`<>w0_i=D9+nzT|CfKBsh16ccOUAy#t-Mby
zv|DMHbbW^qB@Uf9e3eY_iMihiu52H__fj)G?LSPgsj{c@?X$}+%m0uL4CvxHI;*@y
zZ7Axq&uh=9LB`*aS=dL~)l0FbaU{l``g|ZUR3M33z}PUfc1LDmABnTC#GWZu(e%tL
z;YSn9o$wQ*z~?xVtG*u_FN)lmuX2;FeF}WOo_OXbV=Y|rs~-G(MQO;2GG+<zc`f`=
zbf&XF-{B5@5xlD_FM~5pKCc*J=+Idu18MWVWJpFJhJ#jhhvtFvo#h-j{{tOG*=Pr6
zu}fZ#(q?iZALvw+{U|!~1GR&**sI{36!B8<Su3_=5<Rs)T^Ad&p_#(Exu<>DKfsL_
z7Vpr10DLA7Mn7b;YQ?!boh=Kb;Zu2##eJj?zLwj=WrjQSWrL^JfX@p0*bR%7>aG0v
z)HaSatBXl$Rd8M=iRVyb=iEEAm4l85Eig|QyE(D6{rJ@A-kb&hPE&0(4NZn5@%&rt
zMA)4<oMp}wb4KPM!Q4-_>Fw92cE1K^{?U*M6?}(DV!cpIXldu`4=_7UCSs@-lyS(c
zB`lo?OQ*AzrUreCMrr|}JLcX$!uAW)n$^*^l!MsLK?L5~h~0c_y;E6!Qah^7nlh!t
zd1H_{NjP=qAgTTUGb>C}4<k8zd@4!oUWv)f?3~qEJ5x7v43q@P8wr>0Mvz1O0cOYX
zXG0w=29FkRB?hNs3e%9+QX5WMO<LL`b&wdGjyVzGqvf_NJ&KCe7NeezGT>_VF-B-5
zFlLW6`7vV76hxNN$LwaVjnteYhCCNB0|_!Kjb~A$*x%=N>e$$&ZxZ8((5i$4O7R2x
z`_OsmNIBGda=mh}clk*0BIF4cYdp9)>|@#cX7)*0Q)-$54i#it2;*H{6QYdGVb9P`
z%^{zd{DtJKlHJ!AVDs6Uos8sN$sT0Z>?U~HbEp0b<g?s6<-*+x4#q5HvY35Gnfdwz
zD}r}y4*KZiFGXib4?cwsT<4WEs}moh778q(4=jO)KIxvl7kwt3_!J9yJ9uo=k`95T
zakN4ws2Wbt$YY;)`YYL4YNk)N1J`jO$L-Y2D3mI~gS<QS2gxrhZ8tw@2at_h(g#s%
zivq*-3HIRZ%-_#Fk$`UJ4^W3C;R?_E7$vL?GZ3jcH@}<P!0=sYKFM%W3nE)1osS5t
z{7e?7VMB9dhO?S1)oRdq%P1xF65Z`qDz~b=NlR)WmJmrmEle=_@L>Kj?wOm|J_PO+
z+u1G&*+WBNBAwjkqmKFvx01e{l(uT6J<|0Vl3(E6x)j}4n7)m89`tk{toOPyooqBv
zb!AspUYXBu4CY*CyNy|bHY9Xfh6cfYC%#B+)oZAaBSwxL?}d<I$dHj&coPhz-C<e4
zlPcy7z%wZ-o1T{E57f*H`a@m{aZ?5An}P8T$es2oG3mmmkmr-3M+I$m1M=y*(2#Xu
zj%&p8QudR~M~(sN*iL(u*eDTXVq%z;?B~!QBCKrRQA660>}RFc&px>QaYyE1kFi+<
z`ybEXGa)tG!B6svXJ^DV0@!mIl?BeW_c?Hun?yahiM@<%%!{}W+ooCfz~=nWi=ldt
zS-GV`W!f!eAx~`l7G%6$c*p%}<e6}n{lI%(0W*{Wmeo@3JeBOenmEGUf;;YIWcM26
zS;d{Z$t|1ePf+cv*Q^wpl16RYQmpUOtgA=4^XHw}o@J&KFKdC>2`FB<8`&x!e)$Qi
z(V%(bEaae>17<IviRMld-I>E#W@@W}^~mfbn7fuxu0KJwvLYvswp5GU24r6MXRQ?4
z+2;BK%$8NHP|YBxkXa&bbdu<9=XBQ2RBysYU=BvW&br$}qs{gU)S7j#$5HO#&^>~c
z2p!$=t?l+3;3h0<FR>-X@`Tvy?ZV>K=pp4GHU^<t;|Js(ONS@R`JE`UFHy}+t<`B$
zQ}<+S2JEN=Os%^cf~o!hwBsCzWbfYL;S#mLJa93#n}$6Yb!V8G3?Z<jqfk46+3RBK
zKm-xs=1gCc+d>`2zUW23RhoQ{KDXo79Qm9aIdGUY#U$b++Du%#qvqT!AOkk$AW>xh
z@HCK=@3H*0L%=q#e3V@vNk)bo6yINN2Kz*;c`N%YDJf@r4<1*}_bx3-R>tVC?_$UP
z3+S`Lrc^Zr9GYBiA&hsGP4Y4(haEsWHHUnBMeVKRvy#2;Vd}WeLL~2M_7r3+4o`RP
z)PI0{nt_)@wt%-|z&5R9vt0(Bl2Bj?eKfD!9QH{xe=GY;eyBU7I&i;|XmtWa5<2|h
zxrZJ5FQCulle#ZA=ynX4C9aWTL?@tREoAf5pP=z?pwHyYy5_P2w+lILr)OrNOc5U0
z-Kja`V`vc}=jsxJ+II7kb{yEL6^*dd+p-g&hP5=d_3s1j$sM<Ma*ry|?eqa^v!Y#f
zI#Bik)S>O??96|F+rgAv`$>kAS`gVB>0)4%@NF1Z-Ncmrzzolo*@<%#%?7PI=T0xt
z-EM_)+ihTt=#y$8DsNgzsD&`t@L>LaZm;_gxL0gvJ0(;X4NK%Yk09V9W7FYQ*|)6{
z-X|GZO$V*4L<F?MH<@_glW+2!;5PT6d#^In)6T;Lo2Yl-?x5Ccc@rc7UDtYKYnP}E
zNxi(7@b-89`w;ydnT35MTfGu{9!Ki?=s<lTkQg$ML;+)KF!l}kBDQ-M_EfB@9TQ+?
zX+D<PxQUui)i~Ba$C*;~{n%jZo%td+>DuSO$q~_XSOaS}aGx%M4OL2N?bor15|{;k
zPy=5D*BojP)^_Bp_O>$ItR2-<sh~rL&Z`xu+g4aAXr0zSO;C_`W*#@&#m{kb*MiSv
z*g6)`xr$%;G(pSMMhS2eD(ol8nL#`co^svdHoXgc+I-b|ppK`jN<+0UwK41Fo_1dU
z05{w(+@Ze_JRRzRb>}leUl7&|C9G)^m!YR};P+!^4?c2ZzRK;C1oywElk~~x)~&Pq
zvCjY4a;_QQ^b|5<$(4t^+dXhI(3<DP`#<xX7DSQ_wfxV1F)s8F?x-Bx!5c(yM^`9k
zyEP55gGU5Hv2Xb`<$nZ#1Lr{!JqHdJfuAO+<`_7Ewor*<{Bq(pwmoPW#N&=L3F7DR
zA;8t3@)x$LI)v|F8CS0|!K#rpp0h5nX87C+sLhcDJNUxuVWaXOirqmEVU;lDzvG~g
z0$w}zKlRZSQ>+cBT5(*Kh+|rHKATU*-5xsY7P<o08`%tK^$}WpNqZ;#1ntxxbohnM
z+g#mmc2+76Q$97NJ66VYmL)tGmcMGF_34lcz#1MFuCz7J{%T@eS$C)X9Pwe0$QB=p
zjX!nJyZ(m&%$Xd=hVm~k4vw4WGN?HQ24%}_8}#FM69?R5c%$VIj}x>K#K%WR_6EC}
zb<bOM3)jar#yBKiEN;VF=gEF880Y%-RJ-J@ct(so=y7oNZP1Vi@4%n5^g(R|?KPiE
z;c0HAQEYI1WF(dZt&a#Bmnyjcg=azaiG@3OMAGlTg?`!{^%z%4b27>ycrrB<mksx7
zs3i@I5;<5R9mW#*K&0msa1Kh&;tMfdLnaG2ab$4c9hZU3uQ|^kAJlQM<|v0!bDCRa
z)WT-QMUg<jW*C+-2mOzuLJnJ!#T|0GhMV6(3(mWfGHAIq@;Tb4>O+n&URfYrE$USd
z%cwhjB51KRdak!Ww{4CYhd~Q&jtpG&cFqhfm>c8g%zB(gX2^WYzwsMz?2a?W?M_2@
zt<MPTmQFRTl!o-C;Cdau9T|4&+;KU`V*)9Ge6RvYM|^Aj$D5k(CZy%0=wS|vxvmM9
z4>YZefj4dosNYKZ?}P=lWCvxyj&2|Tdt7AJVNOUG(vRP?hup<8#^h{pL_7<KyqJ(_
z<?wOrx?gvz=Z~4ky!UO)`0o3i_j7hWSWTJ?1hiyJi5a#cDClOJL1OeS2w^p$&~DZB
zK8t~;={HdSLD-}E5;l77q#RmyWAha5u{@$8<Ywll?y0MKDgbkCp=l!J!Mj|>>NQ{u
zBe9jX4l;Z-F}x$R({hN%BJ(Z8DdBKq{&C7|O&0*>tO2GpD2-x?waa}XuyMhyo2f4$
z$M`N}82Gy5a*)T!CV_lV8{q&%y<%pz(g<LEx;|jyG5fK80Tw0zE2+zgMavGuqO^Ep
zJUz<JZ?WxAcEa$3HKpt{TR{ZCoJTz<VA}<>xSFHk?YGM7b-Kn(6>%?MhPN^9yc}kB
z;dzdE-U2u2zwQ6R5N;jrYY)92AL_K9>Y|%t?Iv#7ZL_f&*)Pl*5bU^Fx%@jHBM*ME
zL-*bAxGj7KXVCu+_s-zWW%#Mrg!+#;Fdk#7dy6}8d-gF`JAbG|8>i2keM&xkWQB!3
z=6LT$2MK1!X0R&)+FXTxUR!C`tqr{Q?b<b-oTmz@BgYsN=$&0@;=)d^ric3(+JhP!
zEPHF>el;)5A?&OyUUtT`>J9zik_X+p{KZ}EkJc#!M84kEH`r)&?!t)z#PEhg#dR^U
zkjIS4z6lxRmmT+#l|_(`Gij6I&9-tz*INwR=u%6(U4TAJH9R$)f@Po!iz77_S6o%m
zs7_LFpxFag^3Wh8?!cdfK4>>+m@ckwwi$izHZ;7MF@{I=B5|h8rKR48fkux0@isAN
z)w?mF3cMq7j5_$hYiP$74$KsX@Z-1mkP$d6oOA&XI<FRq9qco$xPJTCj*;2Pggi2M
z?;ZEctW1=9I9}{Zoo#N#9-uqMk>@l~c;J!ejTAaQL|C|M%E4lvyhHeAc34jR;AX&2
zs%%ZvPRs1mdT;hh>{jjJIe7ZHN;`jUwSYSr@aapje}fzxeWzxit8uB)+*eM4&-%mT
zg-2)sl}xFeJ#{cL7~O7(U`R2FNS07U@?r6YCX_3c*2Yf~bEZ#0_}_6aAydcBIV1ls
zMjEZ~mgZ00msPW9K<2E3FvO?>E`%^XF5bU^v%S(f|4Cv_sS*MCj>|zF&vgG5<b-cj
z#@aCsw_avT9OLzikP%BOzkUzWLC3iGh5mMAs9tv5&mkYo8RZDGT&X^o5^jCX7B?}*
zq6|@OB|P?mzAP%{2+v1UQkOZjN*eQENIAi(*PZc_Rml;fQ&v5C2U|mLq?pKWw_+3W
za^9m1#Mq?ic<pub){#_5GYhM?;Tmsx2d)F$J1Pg4t7xp^K4}r-pmOny5blji$bVG0
z-Xz}saEtHdy2KzFRB0x1@!9q33-J@+@8}$UehGULpW7*(Z%(bdgt`nVo_)c^5*tWO
zh$8J)VteWzL630R<c`f?A04JeH<!^lg{%#@=PTat_oe2QJj0q6C8|Qx4PS=5dhxTZ
z3JdPz;^z@E`%dCHWJc|cw}7{spO?-2E@rrt_Tc@XojDCo1N-0nPqqBk-vnlR{VKb`
zfsLq^yU0+>7F-v3$n2E?;>fUPbjSUil{vBuF6%7EaebnFTZ_^nbDnwB)TAI@QHy3#
z<j~MDthmlzMNV%*Mk(oz%Ry!j@=GIU7-h8ef@rv1T?AKV7}-+CUq|egr(WTC*vjkm
z*E1VnzVmXJ$Jv5+F+0pe<B#8z+>FS<U%#{#P-Ki@{c<3*?+dT@JZ64tS)4fl^PTsS
zokf^W%y4_(y&Zg?B?fS(PA7Fui&J5O6q8t6ybaX_{I@OsA^0=1^Eg4VHOBuCeS{ml
zJ2?k`tP?fW8-J1G%pbtnN?eTOr>g=>JS4MS85KdFzk<VJXM4@-*x|*HotpvA_nA}d
z2N!*V$Ng<THid0lOfc<@?}h!v$ZA$t;Wk_awfSpdBiwn~K|ck1Tr4_|w-UVGDn)>`
zoG*?l6>aaf%Y*1}xah|q`lpbO_o{jv-Q6b9zn&SkS?|0oX10nTz>H1&?m=4Z?#<-}
zcq>USYj_by+LB+rr{11;1^01J{X@vdHqKz<+eP)SXErD<nP%?bDYJUNPvq3S{*rDB
zvGA+&X5pHz?||d#W$N|>saFU0%hX56{9C@KkQr;oz{a=B)aIjR)*Oun?r7eDKWXTr
z!HMp{)@|WJ>S#l{9w)Xx+|uTy>ng2J)al&&b(KS2c01)9@4=chg9`z+8!P4_aC!$X
zY(C#v8N5mw^u*m_iw`7(AD_bgYO#Uk%kKJ>?(GjZ@LB9)G$hIe+-EL4`%?F-;4@r6
zet>i6)iZV@%ua|f)5jI>g9h&8<BHUjME6Lc$yN-1`o<y;pRL5a4qw9n!ULVd&lh9P
z;Xl6*?h_uA(cMIY)DFP;aCvj@_GepGzp}%*Jthn3V~6u+Xb)aF!j<0J4(Bh%jT*<o
z%<mHCBV6vz=~dj}0=Px}sN|`)OUW&;Wu1>y*3^gTuzF=(!J)2xudE+2^E16u%#2GQ
zcD%9v^~`Ypd*}Tm^Yg*<5YdxwYs`?<h6O*i-IteEw%N5loF2>UK1F+QH32tqZ0qd4
znK!``ZaXW3SG~av#vAq)RnMsI-T4+Zx$FCew?F(#Y?WHx3DBO(h4--&;6uy|^~K?W
zh;1vtRcLZ)pg6RL-B@>E7BqW!LjZbK0LIYe757bQ0PghJysg~<7m!=(dOBnmzPX<M
z8FK#iI$US4-B153=<q)C1DnH6JiBRRJ!L*=k`qe(_A%|yB3pCa+}0qu6Pq%Do8PIO
zGWiI*KEV!Fzm1vv8F&rPdOyH9^rN;x`MUr-JS%FtF}$q|&|OWN()B^<?GLxaVQt1h
z!O(x@-M7jgGLQ4HS%Uf4${II_Z+qp<NA1jDh6~m^?=?HiFi)=VHTHRYhII@UT)L(w
zx;|qC?{%^sCkJlb2#mm;lt0b=uu;RE2yT6rJ3E3K-w8|VWZ!dYZmZ_l?edx0#$|YR
zB(PIN?6u7Ss?!o`iLQQv32md6u@}V<-m(4R2KV`cu7|i`SahIxz!Rm$zKVG28HwW=
zoXhS;`8oLZU$o#sz@ZHze()UHDZ-)g?p`wLyuHT&65-A}5kP|G$i0~gd>I4Z!5ed2
zM{%wLciXR1ZNzq*+ggT-e7JHq87E<J?*aj?Pl6k52oKi=!6iJrQ>Auno7)f5agvch
zIZEgpC5bpnFFee^tA@$2Hx*GdMigr#?9K3Rp1nO4Q9MQzd)iG#?+!2(LU^}leU>Rx
zCwoThbox&I%-|80{r^TnuOJe#vTaY1qo4RBaq>6<ySb#`H7f%QQ~(FPBn7pKog>_8
ziLoA(+ix(jSscaLB}~M?h^7u_uP08Rb9czwQkHBpr>PxxiYG;eCZh_NvOZrn!Sm~!
zQ+MIEB45MSDZCH7_%PhtB0ZavnnX=_cElVuDv1x$5ZLbQ2N?~8jpuuG684TZN(Dei
z+1qvY4kC`?iJHMd@y@Bvw4zRUJSwA1YT^w6u1|vNK%Mac!4EE(mE)Z0<b>{E+x66(
zMN`^Q*|)>&JIRy{(H(<(#rZltr960yhG{wb&ITR=FPUMzcwT>lY2V%A?4_pk2aG6L
zAcGB5Dc^c`-Dk(}5z5pKO`W}j78vH0jyJabDmmPl3gEdjcNF1v1h+cN9jVkiV(Oi<
z1h<_R#9p7SEU5xbV}X{HUd{%!(wzcPH%VIc6KuPBCE4rgV6q791p=Tls^5NDn6Ghf
zk4n9bT=!G8b3gH%5oSZ3mUw|NtMvj+X?PsU*D$jE2HQ?-FeYP&7>K6UGO6H@QB6Wg
z;Jmc7y^cIJwM_^f1wKjJh3>jUrY>W&rrm~=&yFEA#?BA`vyrHDlr#P2n*x0eT<ai0
z&NDZxtShxt6=myhu+32!7)yqTxE+xBK%ipgt|1e-Yk)e36Gt4Sm^e^O^7F^qPGsFg
zMitaq@<3%K!63Oz=#Kgryv}7ZuFF#uS{J%qUe3Bb^hQdpR#zw0-(aDu!<ZQ$!U+nn
z+57dZJ1TSR-JY|}Ra+{X!e#y0UlCw?={Ol^vDT;ZN+7XYF!7Bf$XRnuoRkqi%7a~Y
zJl{?lt{&HyHTCuj)SNvK1T=a`v=Yn?gv?mqQgPdFuuXe7GIWPbe2u89<>)0mBtQ#l
zyQ-wOU&Lla5vsL-x>`P1w#Kw}fI6X4-+qH_q;5{=qq<MXEb=irxQx8*{MFkpKu3mO
zXF>{$onz<I*lK7#<$&koZv;tCB8VDuD0pVtG-V{(I_dM!N1tK6kB7W+pJ6iB?|a`q
z;%2Avj@sigJeiW?PvKI_wsm;SMK+Gn59Z!J!P@krzroQl67l}{_FuH*?vgjB!}GA5
zDjoFs1JO_i;@Pz<J@WlbZFI^T@CeOFnPL!N=EjZK#f|+qbn3}>IB^e0#0|VskyCut
zxl+P2Qj47{NuXDq@kz9uw`b-YD`uUU4j>phOn0W-^1D(;8rq>JzL8qrXdXnvan_vG
za_E>lbTM%UZNwZpYYAxBP_`rUu-&_`%YT^AJzRIP+)~nlY@Zy86H{BtKTzPyRv^Ed
zpNQKC41%kZN1`T=#O!3ay9EF{^@u(kjF=lt{|2n=-@qi8r0%=CWz}_V>Ph^YWT=kt
z7TtMxkoYhsX?3V~n~++I<<&WggcCjFB8kiGUcjxHALeN63j7m%`!K6ECw)ZI)LDRf
zYHTjI`y6+MCxmupE_iwYIKQr$XMpw0Y{^e&fOeWq8Ksn1IX2G&FOb7g{}yz3I{AV9
zRp|4uGN!RLt@?@W1j*SnRugG#!8Q^fr-GnzCmyl&aNm7Dd8gb?kh?qL=Ne@dNdWk~
zNaE%iWdUB>3w&2On~zaHbe$vQv1XS*KH<`1>RnU7pXkn2W|neki`ZVmrEO>Ijd;Y?
z!-a%<<uS!}g4pBpZxboF20q|DU9-En5?pxK))d{f<fe|)50&AFcwE)@5@L2eR=pxb
z|I91SxO4XvCW*9fUX3xpscOt}sxcw@4BNUN<Q)9zg=I@!`#8f+$_~9iOtcRYqMvUc
z*ts5GxU&Q|-ATAWuC;kDIy_SQz&=D*?_r)tmQi!K)i*9JXbzgt9E{Rh;?oRW3~%bP
zmV2zrhSaa+c9*$10?%|9VC#Ui$ft(^+;kYA0Gs91&vps+-mW<d9K$Psr=Bs9wzrBP
zxTh7tnNp_n3ny_<&a`bVxBDD-hRMX8nG2p?0M6>^&AX@D5f9j6-P1xX(}|olP+8oQ
ze8jvF9IhEYpc&*7KOyASb?&h#8BFYMACx+w{(9J;!dfFh4TBowHoxbL*9+vfzi7CV
zx08OBlSEPDBinz`lK)!Vr}Jw`lI}OMmYlUtIeU1;m|<&TR?fg{wS{+O=SwnhAM(z6
zjaS<&Ld+XTgeST4??fVCGX_AZN!tj>R!LmHR{@>@)8VIHXY!j2-?%g9wy&o~oAH#f
zMua=T`*7QSNWJ|cH{*hbr!LK+o?}JSGnL>5XHq})dQJTez7<Iri@Gv3Oo_^>^&<B6
zFulJ$q^h@H;MSZMcd2sSBX>AI6$Pd)Cly|--s4EgqWrT!qMn8kXhe2lL}n$%{F^L(
z-H}Uvl*{q&{$)3>)!vXN*qlqgP5}Evf63sZQ0-Ugo_v*~r?eF$Oe%KK+v(FsWUoU_
zPWAd=Fc6<V)eU(@I<t&CJ=(89cSrkW?Bj`sTXyhU96XSF?D#}{GBUViRnUEk1|#2o
zrk4*fJc%C@clJc!GZ?I$d)?t!4ww#H@N{(R&86EB+bn#(A&=Oa@w9tPFTuWFb!(2s
zJe{r#K0I^iv4Wwd=Q1WwF0M@M&mFoN7l9=mIxPajh{ywXWagYHuVcos%4t!4%c<kZ
z^V<-@WM7nfwK@uVE9`%>r91K`v6*3Gl5&&-1*sX|Af_CeOgX$3V8+J>AH+TNaDo$U
z$Clk*X6Lx}Otra{FX>$Q(y2C%RBgN!aBbha_M__hBJ4@ZG%3Am70_{8vC7Lk32NNN
zzcWw3kGlmj;LNXbV(r4)O;R%I+}1}Rl=RR+B5Rr&o5}4y$Bl1||1z_<(+jw%P-1Hk
zu;w_!zGo$QCBwE<s_LT<JCSE!gV)sT?d#|rbZU0;ufv}Qn6X?aS?o_}_ee0Z?@Y}|
zb>)K35~)h;o9sSJsE0*p_gZNR?F6Cwv4FXxy=iCwd|Ezpl%yTh8u3jOZ@x(Vko-P`
zJYDG0`^L1)Dfw%GZd(U}t;b+wKEr9HGm_i4p>vN+HMq&l;zP01&)&AsPS)PT*Enr>
zY{CvOpKf?Ks^Jmr^4AzZbI=bR>NIjpFG1#)!PPa)GuKd0J^EQ49Q^C*;6rSx4i3CJ
zScKifY|+kr%s$OS$S`sS{6wc_-W<E7;eda-IcBLYQwU;RrfG}p8hqCPc?*38$I)$h
z{2BZM9d@evY?WHDr{*l#qdH+#H=Zg!12XSj0TE_>0PO8>=%g8NJ~-Q3S|><5&I(WF
zbhc(*%X@lG$5C@SAuk{6YA9sXHDXfVUSvM()!fQ1_pIzXQ7v|TkEmB@=Z%_g22Q9y
zg{H854*UXE&P?!hP{ARs<e)+{%gDr_!WHQ5o4bt78F(TF6%Mi0hj<;_>e*Qtyn~X8
z$-ks;%x0I<d;&PAle5c)dbHAL)bX0_f=jc@CUa(&Imv~kruZxhHqA0Q7cZMU+1yJu
zKh_ujhDkowj(uvn)??gD0#Br*ZR>xN&27xrxVQcB0^lrc-C}3^yM?mF&idp<-e2a7
zH}2B;9pvNe(C~t#O2w^fk`&r^%NeG21hwnbkCX-8B~$^bs-2oeK9=LuGb88F*>ATg
z>-y)*_3gJsx18r_w5Hy;0`Mzq+JG2dfvnE~D0lk}?fe46wW+sJ4ElCn*H4v)XK2dz
z{+I%2p(n2mj}AiY9P}8pvps*bcipb;y`Mesm3%cmi+t*7+=G){b<AGiA%j^E3AZj?
zd{Gq15^r%4QG|znJ&a_DMa}nc)YM=%@DbiJZr?e|#Rb^04(nXyH<08ffn+QigC{1&
zL&uwz$FC<zRM@n;yp%*4G8f5tnR%K*U8C+&sLR-#NumVz=pV=(cILc|=l$!byLzm9
z>1R(w>YHNELdfXUE)mmD4(b}Mv`ii{J=H_($mNc8{d`~5KW5y6YHVj7xrdV-ZWd?(
zV2%vgHO(J2LDWwideWw&M#har;Pu<+bC0gJMQTQrW;?XNrS98j0q5by%mjDu0`FX8
zDvNBzKs4uyfld~2lq{lET<-JVv=!*MJc^ia;+}SLXDLX?2!1*R(Nqee1(rYE@|Z5>
z<q5Tas$RFm_A>ENk~fvhwz@0YlhfChngKz%Ol!5$8h{TF#>HD;Z{G&Y9lV}Yi#7E}
zZX2YEMSXTx(gZpCF2mb^M`}j8^fK((yW}1^8==0Bz5RyRNbboouBs7&ByN?_+OBx?
z#4(C>aqE{+jC%w`yKAs;SfQQ!#P<Sk4%PM&cUTs1dI9i71@E33`ITJXQmM0Ey}US0
z^BKsB%9~#ZtKl8H2Pn(H=4rAo3q8#(CM8PAm&<QBl@A%RH{Q9jz?k}0=it`VIHA_V
zJIuqrJwwf@pQ5I(G#m^6RkVw1!oMSg|Luj~Me1Akp!pE>LuWjXP31>tvEB0obXHPD
zQ-0&ANp)_cSsSw$>*m!|k8Iw@d~^h=*!#o=+uJz!gYOS;-HUMNt)NXcic75^N3?>r
z;BiXm>W;o)I`FP=o#r)KfLC9ytE)%AkZU;3>viH4*2cfAux4OW#P-F+8g@lKXpf1f
z-a);0ehT~_`y%D6Q+P|DTlNc`LQ8e5wi%~$-4ud--Yn$NPp$x15q$PN%4xIkD!hF&
zJaph5;1?Z7i2fh<+FYI`Behga=dR5$XUDWjLNe)078}Sfq<vS>neh>By8JSC+>_#*
zB6fnr{apQYXl(0vwy>v%#vCy;rp@wPeYYE0|MqAPh|N<4U65HF^|EetVt!U9o+xj-
zmXOs;dG)l1#RPVr0QRVbrKS@94Di9C-03(+Mq0^n4sFc}E-}e*3D{Z@;-e34KE!c}
zIQVxELv{F|JtiLI+(0ZHTlb0SO6_nwP;Xh9L7+4P)Mc8@q3o5~(|P)Iyv3X|Pj3wM
zva*3kY_zk_=js3P-munqmgtf_#;sk^x(Vkc7*Ea1;HxV7`36Al)7$WH#vS@1xKUb!
zoW%`$GO});D{i<`KKs^N({;-TodibeWAEK6{M5QPq_$FFt-2>Z%k2+0*av&{xNAhA
z$GKCp$j4;VSP^vQJU!+h_IDPg1>ZFDBXCRI%-0>aUY}$u$zB)0wJF%u-fbt`Mb2kQ
znA=6fwgO|*#l_L!cWMs#s3im|g3erj-@17DD?WB!w%lHGBoN|CK<6fI^-6%YT`&I;
zyQ6v*yVcXkjpGs>a}c-^Fbjg^YwWOPqhOS{5-^W~JoJSy7}qz+>uz7rjd~<!#la2m
z738yr>dL{ZyVk)TPW-cQGMUM<)U^PVZJuu(`^T8DpX7oyEkWc9xu794s-Tvy1xz!+
zi`ZQzc$u3qHKuVX-OfCMC(iBR_(JYZiiG8b>XA>C@9}9uHO6j3jk<MH3c<W8ElIY=
zmds1SEAtW-`t`&lSc%wep$&PX9?3o9!*tYTj8*VK3)VIcZ(46pa;Ny@o193in!4Q3
zeUW}eshoU_)woFO1;53m8N*<@!+c{Mf#;{9dj&D$GQ&)gx)ow+Ns@A;B-Jc7noCj~
zH_p^uhLoP?O(NXaTV1oXDS5<Ze1Cxw-n*<RNKEeeJVZJ_QjaM}n>bF%?PYS_J)MbY
zc`F_Bxea5TXz57N^6bK+(XpMS-gs!CIfu&2peNbhq~fg=OlN5=SMkQ>$Bwq5xyw+a
znqYI1y;osRKgWr&3oyQdy8RCyor;DUWbdGzL=2f)`}?`!z1&}B9(Q^HH+ynxS`^%}
zk(T^IQDDjZG<uoIEut>q(N89~v<N<T_-S4mTr~aL;RC?$;NM0+kBnn+Q!?+Lkky%T
zp(}1QS=_`Zz#QNz)lS?~Z+ZX0wFpgJi&&$c+=-YrZ>n;c)l&1uk<FW!)}U|g9~^(b
zORa~{M>^V7>cdMB)6y)ZLaa|-ieL^4q?Jp#L`~N7vIM{P0EaZVM4A{l*uxtUfw~c~
zhTD7byc@RZPA&2IZkVIGVM#B4cdmaD;VzRMAs?M3V$A$HJ$0LBgFU_(5qO1qvac)D
z53y&3I*{8}lLsK*sgKF0HzcTmfK%Z78xpg|>8(;|*)KFsE!o0LPUwcjym!i@Kappj
z!{_JOv-asl`0h}D13cWv+rck7ju8FvJ<W-vwiUzKoJ&c#V}NN%lAo$+1F!!c;HZbw
zGLOKc+AyRfEv^&9?GE_)#NVyW+Y+Cj_;b|6Uy7?K2`rX>@Uo!IQzc%I`mhnUm54Cx
zZ0zOAwr?w?EZ+!Y0=rKD2Ne0tZxMa~EYJG<rtxfuWlNW0e$fm|Rx5WQrsFHufV(g4
zGV#%;HXU5~YUH5sLQno}&^<?1PrGwQ)GMa9A>8~@LC$Ae&*W~%4m%3nhL~UD@U6L7
zuM7B0)G8j157X=qoxd)?n$Cw~#Kdw|yY07xy!L?|&Wc%TM?X>@>{>jCba?T6n^aLf
zYhawwgpId9+tP-$NC*4IZm>Myi8vEQka?E~3|^Ag+slO8Q-8UA1tFh(O|f|fp`%VG
z-C{oShL^NUQdf6|0JC%cvUhBMwuR0z^KPxN@66Y@$)I<VoVj?o^=_Acw}9vN?FLRO
zk)novkkNYGM~boWfN`OQ=#JT3k09HhZJ~|GJbP%1z&rCbZt{FNNzS?T&@D}9&KCFN
zY?(YRM$A%Zykl;(TUakN4|?Sz?05yEo?aP+G_XQuXB~NGk>lV&`_};LoTsk_6kPu#
zV2tkIi3hK?|DvT`ZpO~@qk4RI)N%=u78ofs3OmTZ$OAVgSu*}5<Z8k_zK85@^x??|
zIPnl_^S6g31jeXWor5`a)Pe`0(d)D7M(ciMRzaR%bIufUR(*|o9EHrjJ5X-FQK@Gx
zJ=riDiCJ~q5!=<7!kJ4~3nMcp=y6@zEh8J%9V{C#liIz2`rq+e$D?deQ|Q<(Q84Os
z2JI->z?daXAKu~JVF%zVIlmzB*pi(b;Pp7^%<RPua1)nL6dk)Tw*hmg<$)PH_eT+_
zX8BRUPQcSiz9U7XrL9Z`_8jf71MroyM38vm#$#DhQ)Z+VEK96fcVjmubTev3ZuBbZ
z=@7@n)P=YFwvR|KUe0N~17>D=Xn|>Z!r0%>ZBg`pFtfPbTe#I>=6p{x>`LZrsSMPv
zJjgIlnXmD7a_)<O4FK=3-$gtR8)Kdy>+G6Kr*dXY^EH{~TY*XQtyXBF#*KKO-V)#E
zQ`;@IyG;G>xSpB`=9`8DW<D*LJ5qMGt5;JAwfrKq4E1r@y2<Uo1=SAxN$A5d^Rb?a
z+nWLQ<d`|H3u|l=FQ*1x<G%&iz!d)uI~v%Br~Aq^HDZ1S_1}RkK53Y2N>K}XzG33X
zwu8+JEmxvbat#<&t;@tmNd-(s?XceqJQD$K-s_%v?$a*~4(G0>c6!OY)B2wS{C-vw
zF@N`uu)r{`d%JOoj@iBNSn8NrssZJUc*l&z>z-CfF9U|X;tyB`v64qU90L!Nl);?e
zkk6fea!y>j8hCU58esU=cG%ItS#v$XT}C}FEoPHiTlW#S_lN6gLqGQ9{9<V_pVs0*
zk2goW2sNj)2wm0r+vz>PR&U^)H>byr*sWCd&&uQz)qU4na#5nXpZ3I<-0p+i4s(j|
zkR=%0=`GxfF>m1!_w=}hrG^&VQXNOmSzO?SCezD^bwYoz&=7l$JV}BikpHnJaqvcl
z`YC0pwe=Ki-?!upSd&}Z@lhBPjKB*#X%k|8FGJm+S>ThqlwN|IwQas$IfNixpq=WW
zIeHZ}^<>dSp06?d$6S(c9E9l`Gz)xk`O`^|v!?KE_q<K;+XEp{wa-R6PA*ERR}Rnd
z;3cf>;3EGWngxFJ7}-^F)+ZTM7fHgs!O%hnMoT16)($AthaeG20=)2hhrR|*29i_Y
zybC4@TMXrEv0L#1xv5{cvC(~vNy4)O?D)Dfv$**iXwQ)wUL3)z*r6OZL3PlatIZ@c
z?$t0CHZo4*2y9)sL9@U|Ysc4-PbTF&o|3<3dwzDdPj+`^VkV=jzv6YdZg$9&$kDM%
z9x`$1J>~i7!XmzYy2K^54)=CFXnSH-gm(FLMjnTOeV9H^5w&_2?M6S2j_~99U$oTj
zB?Upr@;YY8f*|^r6$C8s>ji<tCOrdJ_#e<CI48FzzsGfxPrN&HQF_l(wSE>yCM#V7
zwbB)vDlxtyZ7PRhhb)*j#n+`xEbi-RQ%nMvAz<y>19|{wZG{Q`WhTet#&@%o_fl8u
z^z?h2__dqghS>g#hWPoeItKCNLyX&#D?lvxB__Q{3_XFJcfuU}Cz;2#fOpf2GKE?{
z%S0w8x+iYRMD*rlMe^w}4=JZhkIhJ^xrs<}64=r8;iEu*9e7>oht|ewaj&`xw0Rcv
zCeW605<JdRxMXd2Sag*HyT=x+x>A(DhCN<8^aOkw{?ZG;nR(yD+?DtznzrxExO5lE
z2P!&hfd?w)*5-1j&vC=U><?xxxO)ru<n^~{!dj0?v!wG`GJDGEQv4g=Qk!M09Pp!z
z_0{NP)_Te6UAN;6@G*g-r$=V>F?en~9MkTa4E}`BCWI=SOuIFic4vvZL8*=64`voP
z#q2IKo8ujlV~?f^X^48hN8`v=N48h|8kuJenrqbbJdQN=z01>GT!}pHNes*q;M^~9
zEOKhX{S(>+23z8Ms>sn~k&`8Kv}A{gt!+B)7<{-X)N;Ga+((tdtgTc7Hqc&ZD><?`
zlfz<hGjA!epilU;H1)kL_3IpW=4-|l;^uyfVe;Hpap~x^)VJ83FcN!mriJ?-;D%P-
zgP9AS-U2>Lx2HYGjLa8$kd|zZ<t$Pr5WPqS`B5+O)#!9v@{-v@eltAOXAkgWcqLEG
zjfA7Bww3SrsL+aDf~uNTS|Xx^?%?^=9S*?nXV?_mUB*71*Po0i)@~%ek#&AV(NTkb
zR+&{{em<YbqMl5;xOZXSha91N+?&7W%`F7Z?OKm5r>*FP{ReB+dO&I?k(bQcPJe(q
zX~;`-qcR+U%QOFDKD;uWB+)(b`AHH>jWt;1ua)fs`Fxm!!+tbO@_Kl3q~scYbZ^Ip
z2T333Uxz>2Rv**xwt7}V=q+{m5xJY?&0ep(51{7Y{^a`r+ItEdPoZYzE%Rym*}VkV
z0Fvst@3!Bl8}7tV*dp<gS&B$4u$nySh}GIXUC}Vy%1|@O`8s4aO6Cekdj>T(Ku%-R
zv&5&sd3(uyz%SC-A7AAk)9%|;3)8vVA8w(IfVH&>w&lK4UnDnH0^Kn8z;}Tp-EM#b
zwPARPqo7UaBv!=U314<ezbhAy$cIouZtXoq&U;ZJCQPxM-(IYWrd@Yx7M^Cn8;90N
z%<9&+5L@g!^fhozE_XhK&hwK0Pu-a=Nv<MU_<=ghF8lKSFV=vhOpXgeE<h2PKcdZM
z%4+&6#s$6}x1I=lnfyW$YR+C`(}PBhA+6k++r-q|JM|cO_kq8M&Qa&of-D)|ANLgZ
z=ohd1IpZUHeLa#~fZ>q`CtV?gdF_i6pL=me(b-SV{KAy&-TF!X?9>f%*0UqxW2b&@
zq1RHMwheAu{DOIP4>kl*d;N_TstsCCCpFtncX9&>^+K<Eg^Fu&-K$jFhJ40mxv;@6
z;AS>BYKgbtk0WSaeU*)kls(OO6_DCI;+LeShA=PmOZ0<&$rw1>FIgdyTAUl$1G+&|
zaLK64o8I)(EI2L7YZ04+7GBv`pJPLLJ9gTnQHV=x|Ip`{4jHMJevV-UwKk_W(lof6
zFO7K@H(E$Do3@2y?yhXV?up=IHqD6XRue6|;{D3qbVe3&bC#2|Jdyk`A~nO;<~ky`
z6%x<LTAr347pb7nQD4{mnwi!u67y4;R@2S28vQ!c$}3fB&`dn2Pvj#pBn$oi+;}T|
z%n<<sFAN`znVX6$@h7;b1^3L{eqPK2&`kHEancExOjbz7ez9K96oqyxe5U4UGr7&@
zxD86reKTKkzXQ2k9RJJzaUBpCB)%UI=&o~W{8)F!nY<GdjIhh@I*q63yO99{-@J7F
z-h{8A7W|F=LHx^C=N#1}A3Oc3I$1%v71hXYRAXjT$4g9v4M>Icl9zU;#hwE0E!t~8
zq*Y+r(tUBNz+}2*8Y`yzyxP?z7WPGT=~3*hM1|tWN(>%1I3(lXExGLTE7=SkQ%vyX
zyuYcM&FsUlOH!0g@ob76{BPsN?#rF|eB9PtTq3sD;(81EVv|LqhL_(JKpm*znQkG>
z>Z!1xUA!AZ?tg@9nYZfSk4fynABE<AgXcU*v1Tn^S+aQf0ivoiW)$p-^lv*8^82}=
zr|5^7#~t3n-H8esW!^0m({qhQx?6CxZdF9ntn?1k$2a45>b-x7KSE3+>NL-%{sGsU
z%S6MW@?S2>n+_GTKh)01vA2_zXI>e94YARu2h($iPs7W$H@tigmob=s?qkj6bl|<;
z$7;Impf=6|w|ZE|ki#10YZU?f?hfGJ1>N?eT4hp8Hg3(NK}fmL$rXN7yGqK!HXp<W
z&6flDH(__iY+9W}n;R&mI*D|zBgd%)+`VQZ7Wq}E{y4gZ$=?He?9>;rGly$JXGSI7
z9j<Ym6%^$UYV7!WxQ0Cz6b)m#hA{{yd-By1C$6>s35AUxZS*s+I5Da(T?9X}vDDx>
zA$$3GcABB`->tFzeLFdeAw*2@NVN}(*U-vxj$8CZ?=c@Wr1IMkLx8o9suGU8PwwIh
zbY8QcgS=&mx2@ZLURUk6Icax!pL9OV{C6wp*MhmPQ&Un1jNDT+SvCdNtj6ex{%nIs
zJSmo&Yp3<@t__!kd^+D4S0J<6veP*e8L8y5=Jja0Zb&q8yam)?_Ae|M1WKn3+BF;W
z7<j)0^d>s%E3}?03Ke_Q3*2(XuqCk)v!v<PLFjv6v(U}UwwG~s)^v&^_Wk`h2K(Z1
zY&3$ZUPC3h_1ye)O7p5t_Xwe0c~|=tpXGMvSE1QPeI{pJgH}C--Wc%!#a!`your6L
zzq(Hvi@kkE=v<<+eP1v4oTY60e%TQr;0v9<`zoT%>?&$}d{dv%TaMKE#T1XQx9r4{
zgvs`CCi8YLKFr4Y*4}lZ(Yo);pR(TgbY~Ohm5+RU@R1)RXTS0n?A&{>ek>2{20G`V
zH)aVsW7Na>rX;@C;nnxpP~B0zl^Vpj?MyDd@hRrhMckF2qMNL?M@1gTf_r9WJTq^C
zZf0|~pr(#>#qDg4>1K1{<YE{NBBBTHiJ2EWu7PHaNi-ag{177bwV%rNKklmiHIPFj
zms|n<AT_67u9@a5VT=(|X+G0S^O;KPkD2B>_xO3;o9n2td4b~q_rmBaM*>LAxTBfT
zm$|E&*FYv(kUKDw+PsCjSzc-!wa<k}P{dW&M{T;rB?7%-B&B`WOm6crZUg&1D&}9r
z-L5RPf`QEgsk!e51G?vxnq`u6?Ra1izCYyg6n-Zt80FXM?fkLk|7QQ}Kj11zXoNJ$
z*G|0Z&ig|m8rh3zjF=iqiI(c$XH<$?PVQBQHqe@3+WQrnlI*Kd2P!nCSMD$(JW!!w
zAz!2>A4A?sJe6W{{LZIdFpDQ(c{3f2h|%Y}+TCnHWS0Mp6f2ykR?v9Dj^ej*$8fTb
z26u^~UI@f@)*9U-{&(Fc*Q|c!hXiN`s$Zs8K{8TK?+EIYzF6E>rLR$NPER6in>dIE
zsg-($T3qEoHhUH?ZTaOV2(L9}6AJt|Z9Dz(i-99{u6)C?fWzB?+hx!#*wSLA45~Y|
zL?g|VL9~jWgS<+;0~pqA9<VH8^)f{>O#JU^!l9MD%VD>R>YjVS?9nsQP2Fg%wB3o9
zb-r%_E;&DZH1@m(9<WkZ0}iG)YJLxwF)z^QBrJ7gARg!>G`)5_BmFFMvx{($I<BE+
zcoYyoeG~Jr1ARlD!fyJ>jap%etA%|PSM&1#r0izois6iQz3>lkJ4}wcpFG9|_dAf=
zLk{gun&Kk~JJU#`JIyHOu5NxWE7$3y8A2z)>*MU867s{%g0I?&*5b2zJVH>!5s6>f
z!S>Ju9`tZeP5HYOvtP0wB7pm}Gmmjg7gmt7W*h>YYZdm(<meEo<-}=Y(%H)eO|$8=
z!M=CsF>tAtpuhD0n&+HQzf^qcoTn5lItM&P%s=3nAlyKX<Dg{`pKj~&p*?iUEo+8_
zRWiNLxh9!^zFw6r1>>Qy9ZB)>muqsj<kqubCK+0mAA&QYFx_dzljxIp{}^^cMpIdd
zy+G&RfIo5&4^bCmcnfy2Z5Zqim1$SGQtKw5Eo|>I^TRvowkGN(VtdLV^&jlSWo;38
z!F*`CvMt!hj|Xyv-SAe!5^$aeaysh-OfT()XKn7Eb;JK?oHYxZePQ3^=5^Nu*o?R{
zj~(|K?ti@F)|iM&_fmP_U7Z@?44Zdt1e5DSLpu#4fwiUa$49;5Ze*>Okn=7-D`9<R
z^`@(v65X9SBaKc}2=kXni#hS4T`y#gV#U`OP7k^oqgK6*ER)zB2`57m!-uCWW$>?p
z-G5C%&+5c=-LB-(8Hr|%0#%R>>C?BRt)%d*W7n>?UX`4?UBs^7CM@LQ!}OAi4#M3B
z_aM75;f?J1{|>gh9j<pm53eG$w#Dn7#bbUaE=j;jOFq`{l@&yhTq!rPhgyLLZiQH)
zjw3;-B~csuN5~DTN^jVM=*Gln*qe!nMzEIMLtXC^Ss1L@6=e|<F!N)+y;{JY@@j8k
z4?DH_?bpgb;?&xq&AdFPmc>2n)LxKtjl|RR;O=bci_J5Q?4V!4%?awGFhs3cedW5G
z_w^um<cL1?B6<|4x5_L?utf=X_YTbhKU;|wE6645v^D9x&Ic|iw4XU`Vj*_PX+y*K
z4m}9o(}uW5K6=^-_)81<)M@+2PJ0lXecFCLe{5kD$^ktFu6jyJ&m6fR4S?y$P5F6W
zDde0~vYUQMPx}NqvaJ?NxIrab3Z0;3`2n~Tj8~^C!z(0`Pb+G6uoE&`3J=>bu@{Kf
zThM_&m|5IsNANN3hINAsyfBq{*IhkA%^bHv>;>1i!I6V(+2w_=m^J69d)K$7NA1?Q
zCUuOnLl1)YT$6j`yl?V++6fp9d+lk5`8rAaum`z&H}_3&=1l@i&vxj~f-|2Si;X5m
z?*56Zu{m8xu}2L_Dr@8#rz*mMS1#-Yctey|tsv*!fiT`?ef7TA2@^a1-k@r|HEO}@
z-e69=Xxb~87gR1SE&<w!hp3AgJb*2b7hEW5zMX9;LwpqipIVGd(e|fbw@McWeADgy
z<YhQ%&lrUXhbl)OU*+hViS9Z{4~cFQkX$ZF(p#%fhra!!jN(P0&^UA5J9E54?4t65
zGKBmmV_cJ;Gsfa&z8KJPKE&DuPD#^qEzcyZVqNLEdb{Fz$57b(JnuF4-1B}DoaazA
zp7(MI*82#TKJP=?-e*6s^}Msd$Den<!Vfg^lrwQ>@Tq6#9yiOIQjT^Trw}JkqXtNI
zGpLR2^%dY_8J6Trw8pOEjhaQ?7)&)Q&{=MvvShn+a;kD48$wS=Pive8w_%CXjav$L
z=t1!4SCEgMb^=b0pnmGK^<$?!2+lrjy&!Ll<<%W}47_}M?>lmZDjwOmP5Jq{3~$2q
zZK6Am4sm3ITk%>d5O2$+^eo+!f506BW9L=pyd&YB9tG_{Ctx%a4zvk8=mot47R$mr
zF^Bpb?W~~w$GZWEBw@N)@+0ZMnUa3y2E;N>lnYW*xTbYy9^~#n?sve4Puu0rJG}i?
zp0<AKw8yx$TEfkHZJ@v8VE!mK^Q|EparN=QgKaZ9HB{HMF@BG3g_Xc`wys^k3+}VS
z-FHfEf%6`l8aw#vfvm7O;}^YK0LDN$zZ<6*Z1m4C`#=nPCG(2+F`nPYI7Y2|DThhy
zW*XB8OsLs!r&Y>&ap*aeJSWs*FaH`L!Q+Hm(ymKl_tN973AWN=qUlu&<n~LNUSW<a
zQ=7j+ZgI!#hCPUGtayyQl{t2hSrgyxYeH8qLY!v0KKA<3BLrt|O!}`ii9sUye63hR
z*p&*LSq9bXk`BnOR!w5SM1NV{>OV}+p2UDU$-&KG7hvgf2{bb%KD$@t6{^+LR=QX2
zbq5%ey6IlAxQE@VD{$ts?@l?Ncn0Tm)OVl#d)zGTm}rPbZtkPXlRC9kYdx;Ap>ev%
zX|*CvW#IwZna8-xY}-6JD=s!vb5<tmJP8QYDvqDFA{MeFDQFF<Xl>9e@J4gGS%J=q
zA6m!lvz}JHwR-7s+ZD;o_HnboCyskTk+}T-?B@>Lp~p^K_jE#*ocY<rCF%*L%fytQ
zk97`((JyU#9gYUE!xC&!n@VyojN5*IZ5W24JGE9rPCGt^osiK^7GlpguI>N!AM4(U
zIn-z4HgBSiCJ<>jDa$+Q>P5L)>xuUrBOS9MGiX7a;9zEPH<Ve_5^~mq(>U!!Os>C`
zr@f*>rhVEh?sHF)SOU&_Za@qFU>-Z~HQZd6n@n-p{ecH)J7FXinb$luFrvLPk8$^%
zl3V1G_tZc<X{#5~+}p9&heqb<9CDjE@lv~9#%$$^ukrjmnn7x9AHnV=1g)i+@7-;c
z61+csxeL{bP8X~d1l=#{f_0?#_&W`&U!`H2$;|o=gk+}0Jgf~9ZQjm_(_wF3RAM$S
zT<ykLo8DQYtL@a1F7H6Ns|=udnE^Z>wCt2eEM^>>p4LogJvQZ=)bg3fCdf4*aO1HV
z<7PiLVaX*JP7$zaflpn6ceq(^yBC6NyZOpWmOj=^jmF<CL)F2rN9HAYDencWy(!Qv
z@N<+9mXNcacNg)}j>)`(pwM=rJH`+TF)O}F?`rHFdK6r*Ab<JPw2nEECU3+(b<9)y
z&D-ZYN~~8PUp?gz?H;r&;&UFy_{R>pWy>I>k^UWK|M^(8iw4FJj_=&kIBDj>lDwG*
zcQ1Tp9jE*QYL3=an;8_FTog|sCtNg<Wyoqlnh$i`58M&tpyru*{g$3CQr@0I2Rcoh
z#AN@f!^~tf3$lD3^yl@@^F6@bf4=X4|6{%1jnhuV^wL{-+HOIXuX);I+`T*RCO6Nc
zhAkln^KavBTzinh`M#-Lt*^(ZPWN^bAn$z2sl}UE@sJnsda)wXf(?=f?g+BB@(Jip
z#>Su9EO)0#%4lCjE$0M?>?J^?L3FpG2TGEr{v6a=OR$w@EK?{sl6J?RLU6yNc}vwd
zU&b!|TO9PWlHr@tq22G`9%MIGy^%ft-yw~byC0R%-3uqXm7BEn6r2WAhw#8lIkFe}
z+~6welyL4;%z0Hu(EWH{u19LMrYkpsv24gg*v9I4ZeBGkO46pNzOpcH5cM>Ln<$w&
z$h`YC4QLV4syp)-xAbxax#S%--r>0xmL5_9J<;vw@X=h;e-<Ipursr`8#C@|1^MV<
zC*b6t_=gVLK6cnF?uo;;^KrY!=Cd7o?7+*H_r@cKS3X54xq_8{K~}B9o^h9iPOZa}
zn`B8xK!o)KA!Ez(1MI-)8u1<MK(OcIoF;SPMI&J`YZkLv5bJp8JUfUv)aMZRDeALz
z5Lqm@y^*e#an)|3@aWL<GmD;@`l#K{yMD=izWw^|`W<qfS)UKv6%kke&|$CWJ8Pab
z3;T4|y?gH_H}7kNwzGqI?6{xfZrs*&NaNl2ZS86SFK@>05RX|06BgXo4d%p)C%ur_
ziWT+|$Zeg8hp4slk6=R?&s&<2Ivl4IHu_h=%sC^aTqh%in^(M@sXH1iNYm4IO2ofP
ziTu0DiD1(c=0p}XY<Y;$%VF<Nd7=+5oV~_b``%e&knYwbE)6VS*&3j}vkRf0U1+pF
z^^_tlIw9`%GLX~9D5NG$0RAhlq6w<*#_^2WK~DqPL+QYW6)R(;P%t2|L$kooZb(-^
z>J~aH2usJUh>YG>UJO8}{lsyjZ7=B~%EyiCqzm*IxazHOx`#e|+=)27GvT4*w$B~+
z7&!m9SELvMcz!$d7<l>m-gxHHLs}=@CQ6rIP}K;hW3<Y3JSj)8!;*^-H&3Q3$|_NQ
zfE^fX-a}6UMj&?__e|Qfi4^UFL)&xw2yK)zjvvHd2kLLaZ5py6y{e%+j1Ky1gB-u}
z0;c#@NL}SCudc7}%wydB2mKy7@B2HSb|NPC-OAHmkXY!P_87Nb!p#dDBRnrV@~^@s
zw_VK}#rNIpK=Fd1=F+`B0@8*B2Hk?rN*Z|QErSkXMM?oxS$E=V>RNn82fcu|-Nk$Y
z4p2W&j%hOD{8J)ST?=J@%j+oDX_%E!Kkf#qa|98VM7cQ<uUu0tzg@f(<;GW`SAEvy
zAJ!_Lmp`be*A)Jx$1oskLU{sQR##uED)j`4v_o#aq+tO{cE@J!KS2(T-oZV{Zg7#q
zQuelu<Hvb;eKG}8FG7K4UyhEQz8oD9eMvi%B!Vs>x3~lXu5_5u%Of9XSkr-4pLnJ=
z;g66z3q3^}HV?g#Y_%)cc^<d6r2E2sS(A;uZnBJaVx}!ZjV3H9s!M^3ZFcH0av9_b
zbjdt#j1-c~k}m;5t!K_#BXnGJ-Zl45%_484THOkCo+H~h??jv&!uZg68@VK-(>!k$
z`S^LSXu=5Cgt0@99eMfw9y{~Kw;5}9#ed~ZZTT1KX#~cF;yO7?yiJT*0}aZAK3{^e
z{D9hV-knay5+5C7pTiDiE+IaGy<pLGfI9mD%z-}NChvk4*$IIQFqUW1=~}WQ&J3;N
zX6|sI?81I;ptU@HzwejejiGh9gq-=_oQ^x|{gKOW;c;8JA{E#?ZWj1C$sLz~^IjWJ
z(>a*O4*WUp*6ml%+PLpK+v!?cd-xhL2y7OZbptp{y}~gs170u?86d7Xa7U1Jj88!K
zvJRH+cRl>46iLcgk<GdFrB*6}))!PN3QjC)eIWzCN3I9J&$*s<!;$GV9O1DKwCyyE
z#p%<bZx4H7SAE~Fapbah<d}zbc7@oIcBkd8-&qIsD(i6GMN#J*u-gc|R_AWcGPTHs
zG-UHpC~5it`<lYtX(nA2a3DY^eZTh}$tJcEuysC^j*KyI(vdNY&H|Sa3JnMK7`Zj^
z8FHw)M@1^CQk5U@nv?ulGyCd$*;j1sit4VA7_I1pKst@me?eC24|S!ltn0aD*FWW)
z@^@=uJ6(ke0TyFrZ3!WG)MrmyE#a1o(wV{idI>o<LXKf8R6KYR+rk9Gf&5YIe;4)Z
z7|H4by?ux^ui;33cdiYClHXCe30jGJtTSu6`dGZD^IgRITF)vG2Mh9S_UEp<eZ-`C
zJqpcy5Th3u?1oUJB?2_-SVkX4PcA^C+Z450g6&{oS|}1?EbvBdRWBjuJ>#Xc2~uK*
zn#Tn>RNa+*1{vRPP2X=*egJA%v4E}fH}HN30(`p%O;FQlYy-->!$TdH4{QTcz2!7f
z+iB+JE+7{5)h?i6>`Un0CZMsy*22CE+kssl$YZCy2>Ty9eu)vouH?yY-=uo=O<s!u
z)$fc$a<_y$J?o$to4AGlGwk4CAK;&bXD*|Qkt%0zV|oFS@Xn71>evq-&7v)OF@jg6
zH+_aNbfV8N3eU}>$pG%j!9B)qwSR^kAA8#VEM55lui?G*y7$&&a>0zm>fu82J4@FG
zJ+)s#^#rJ+8H?4!rQr7%H4*$C<z~H^O}XzeY^~(mumdJWHe?p|`Ke!neHs1Yu9tLc
z2)%!a=EawIBUr~*#!L(-r*{#?4|dWaS~3AX$jf~drO=KDN%&G)3L1K$7@n)^^t6`0
zT!Gt>z_&$iK;<uS=N6qYcG6cg49|TRBg8oe_ZYi%@)>q~7cG4kL-_%(VLpsKX+PX@
z9_@S(EC{wq2c%-6t{RH8;Apn>o<>~r677PgQG$$OLe3p@EbMa>j0%vW+^i_r)SqKU
z_TCMiwu<s?*uH+z59G1aUW9%5G)lU3PVL{Kd-W~ecpAxDW9RbNq$HhSMc@Im6WO<b
zFL))CMi17p11238<44RH!jgfsE#z8K{smpjq=d_*R#5z^XRxFqPs()LeiR1%kMuu!
zuL&~i4etz`D*6mAS<H~lxW4Vu%My9u=Q~=c7393ePYc5a2lUv9o1h*$azV)@E=kU}
zo=L`?BbaI+QgXzoW#>&Se^6mNxd1yT+S!t!IpF8#<w5X<7MFm&=5#^jK^5-}f?Gx{
zuWRAh0TrE^@0PQW)jp7iuuX4(b`rZ26j-Y5lDnX?s;RE$3j-%1;yOi0iCx*znKfxX
zMLYd6_ea_PF?>H6r6t_Q{5^16bJ=vJ+wW!hn>F)n*F`cC)3^nbahs~ZZaM39Z~<=h
z#$!umbbgjO=<^l$S!(X=k`!c5UM`Y5DG}Ug&SPnME5LDZHoCBe+~eBK%q@8A=N8sA
z?2-o_6v$C;&|`;Qg1aZcdlw;T75H|*jeOM+b#}l_M=`JbLB;LG{3R&d=@Q%<Dr;(c
z+P8Dk`Gb}nyaw^K{SwEDrgqf!3#RTDj@M^hr$`{!K|#pq=a;jFpvd)|{O{x)BXbzv
zeV|Bf$*))h83GjB<@U6Xaa*?noaYJ}xB?I6F>d44V<+BtF;79UEWco?Dx?(GfxL4a
z+jf|K@NS8nIF$KQ<&pPJP;iF8SkF+(U#`jh3PXVgo}GD&+w_EoXTb#;2+8!Mk23$#
z|Gv&yUK)t%ZIn{DQ7Za4|IlcUC4_yx4VbOtY%X`u246ii4$nA<6|IVvevGF4f~nVz
z33d4~>dr)sL}jBmASrvkLWCsGV@_dugf4#Fu*+Tkc8#r9V8hbF0xdoZ&WUg&gb4@o
z7`6@OA#A)rT*rHQS@dYUFdb29NxE`^oxea-AQ#A9Gp(8JY28cf0)f0d-XP>#bSqp{
z(w~!CMDs70T5VnG>)X1Mmsh0A@<NN1mEksl3`^u)$%-)RiDgFg)?1R7w>UJBZtDD!
z4{=+u0-U*n7;=9H^C-7|?8F-hDND1KHraM|RjX`k44lMYFSSD+^(a?(*g+6+`wac-
zz*`m$>+`fr7M{OMjo_RSo34T5JF{fRHmqMihzF_7BiN0K6M1inm1G$pQxBR-R^M&s
zO_$_Nk7gD+1iG~$BYzb8A20D2oFyxbwzbc|UFw&Y&%1{XqpEPD2={{7b!nA5n@Muw
zq!LwN<2kht)0w0$e^7J#6>*I^U4e=EqvZb>&bEj#G;;EqP#cc4VyCIgpgLiUVHR2n
z=V&@!L?-s@E|^hl7Bx7o2l3!x+aMm|#{18-eQhgW%`}|@o7f9%Ktx9iA*PKZNV<^e
zdl<5&F5`|DDR|paPcDDAre2YPk5=MY+gN_V*7IZP`mD9-q$%M|Pt<yLK~PkVRP>Tj
z```()v>X-Rjvpe)QLo6sM-8Q=Or76!7I~wEe+4<S9|IiigL&}8qk8Pf&(`f?!~M%E
zeQiAo#OX{kuIENM#9onXh(^<AJ@54WZQ!j>6GiXyy`AEO^aLSz7&mZe$4J<Ig?;1j
z??%j_ZkV@z1iKa4h=ytBM-rxiIDPR>^@3l8&~X+TcS9b?AI0WHHcHaH;QRVe;I=FU
zfnYk3jm9rhiY1ZFIk%I;Z)ttKi;0tq_npDh@&`5d5^)Jn{i$QW_Q%M%<qv@;o+pD6
zK4NEg_PX=DH?d+MB1_y$$~Lg&QXfO@9P;z!y@s3>-#}x-!8~~4HmGN~+d62*cYJU6
zYM`^xYGiw@M(9&XJ0It`aEf#GaqybDOnP7RTVmO%igPqZXL8A0g(UTxu>FFqbMxl<
zti9;OIi6U^g8EG)(78~S*ZkU-8-DL>2-nCQ*Q{fQ?Dn=Ie2lxlYWog2b5SJJZ@!s_
zxM8RA;uCMUg0>Omgd8kXd3jD}ZtUfXBgXJ*N%J4<dpnpJ+zp+e=eS!7&TSno_{}pZ
z8=>v1WzaXw+oO@F1v3?1V_;^!cUa%1h9%Yuv0I(;jTp!053(+Uu)^Tbk&==D9~)(+
zTjd4a7M_tmihVWS8KOQt>aqL)*<LqDX=uc)VjF>;wz3PFwWEji9^RMAN3J(XCEUI0
zN9cqI9z7`K7m4b?2;WXUMoubxgXq_~o9Bv6E+7!#`z0IMsUalbFgLQ?s@5=(Uzcmf
zk+0P^Tg95ub0!tN$FLO|M~!^VeX4%|wHl`8e~VJKBLnwZ#PTda(i`}Y_%3QOosWvj
z&=SZl`v=g1bA9yIkqEp#v|K=qLkM}Y#%LaQL+kW?+}dD*Sbt^V|3AR(K!qeT3;kg`
z;l&1IIck=j%fI02dXu~UCQWZJ$e=%>=c|&Q%o&yjKu?g(%&r}SKA&Dvl=LuRle6(Y
z^1xrV?2Lo+;u#k}TWn_@JaB0qJMnXT;9-I8k&#bPud8ZJoOvc0Y%e$<pX8DRnhmFf
zy!?IOEenUxckhqN+qn^3jT?9%mx*6t-;qQJnRtlW%4e_}@j4xiELM_Vo4UB?IIm6Y
zm8~Nd$#k5K*PS>Sw)iaeRcwP9s1mPhQ+|MKug4K=$Je&RXEiI9GR0^?>fV*iS+1g{
zAi=+^>775tj?#U=jNcj&TqQy3{-9=&U)8Ng(Jw>Ea~U!h#0W5}Dkgh_v$QH^^c-@l
z0?C9v``L@2uT(=@)yGdC^h@Tgcv(g32QLR&ygX*L5V_qI;CgX^dnHAEjthe8#OeX>
z>D#)!_4E~KQ?$EWFR-eK=_@6XbzCtoT4-;vx!FwrVp_=UWmMzMFUCb*E~5%2E;kW*
z50~49Nal}oImVXcL0u2^mtUI_ol1ZCgPJ<bM&WtoEoszp+s;a0j&^3{Ee0tjE?Th;
zFNrHVZ^y{{yJPQ=b2qF9vh()X5IS(;-D$S@BX0yN?kvNVn<|5=>Y;)4YImBQBy9B4
z!Y-M5jFD*lWawW9&fREVR-4w~i#FOPXtiR;I_~ZLS;cyn*;@GobXSM)EVOB}wupoM
znv#?D?d<20q+j2z(IJdNQu9vSzl{BCDj^7Ro1_Q6m`N?3=qFU6NOQ$q)$A5BX7sY0
zpZ@jG5tjUAV)F-%I%<$aNyJ%S_g7J$H?e}|ce0f%s#K8uUBySynHsbhY*|0QhgF_b
zpyVL5v~PmWms`Dsbpz%=H;RiZpxKS?XJO5d9YB9q;}K+)aIBO#B4LR>QA<{nMSec;
z_mVetH3!eUE3NbZ`KHcUk?+)FXTFBK>5`l!4WiKPAlS=StIEa873(0=CNNRv#B30p
zoDtHjCH7_1HM8;)RewdA%U;Ws^PuswEXsrKqu8t_i-6ngGqaJJ$IZ>|Jc11&LPp+P
zk`H3D?!ZVS*7N42{0sH4kB-->XTGPa>G7>}dOj&7Nj#R@6tWg5Fnh+W-O)nUBw%-D
zNlr?Eu5f}baTo{uJQ216oZ0FQujDuK5VqCNop>YRs<0I??_<ip;H#3q3)h{9oqTKg
zgBsc`F%t>1nl62hDtUrR5pF+hC5~YG6-EMi%LAAJ-PmdxAHi<V3@YM|nC%yQ-K)Tm
z%nm&z(}0x(7sm@9f({>-1Vcbr6=pUA1^f)Xn4kp-;mm3jllSbSzJXVQXjNu4+Wg}4
zl?KXSnN`T&cD|?WgOE{>V$%)YpkHbSw;q$;m>L<5@oIV_p0=kAI+jPRUfvWBV|xqp
zJR9=ZVK2gF%xs)hnuD=O%u@|^z2*;W4DxysxTVkhN#x6Ael2C@F<_Ffd4_n?b*_ka
z+G}F*GQXr2@^+jH+lj5*tBtne<t|<vg~8a$+k3GUIu{sI*?m)K&04m3j&B`APw4f6
zg$r18H}fJkCNBT!yM=q@T0nPwVl`TS^ms3Lq3NTr3i;9V{rA!yT1#Z|!jRzo6H8<g
z?9_x`dwa|nFmHRzEOBph%osCS!TcO_gh=`um;-&aH+mHM;$Aziehu0a+I6d66KtG0
z;r7l~7V+rL*IDG=zSqHHR`EU1(c)<S4*ct&*(;EON&f^N9$A5;OO!dEiR)}Z8bgQ0
zQ*U4|+mxy@_|E+Y*xPG%b7v%wuUoUL#lU_c{-)g_a<bX@Y4Qjk={Gfl{AwrjAo;Lz
zao$Z8e0)f`I6SCa%pxCFE?z?36E7Y+bP&0Io_!NR{xR}{d+69#v9s)@v3MvLPpFqI
z9!ku1g_SoK4~=p277r}~@9iEMLsv4sl|90A%s2NRU~j8k2b(;WARbY>4t~*{*b=<v
zfM4m0KTN&}XID4kPCatuZzXT9d<wZ%P;)O^`J_b%i*A<I)~6wGvSjON@`%$W2leO3
zM^$8UJQ{+0NJS=!$5dok;KM31OTc?VGGk{BazoFvZ-O+HiSOJ)$G(c4C!yL9HckeM
z)C+};;~L@Drm*o4H&@s=uF0)*w2g<*K>_=D_Dv)CM>OQ%{sZi7<)J)R6M}j~c_`{d
zcVbI?Xb7BWJv~gmi5OKk;!geR$vdLbHX!#xQR!$F-7HOA=@D=u<NYwX#^%ItY6kh0
z0Qn&Kcq_Tj559h;l{~r!Tgf@#qpjp?z<b@~L*y`X@I3q0mHuPm2lpr0$3;AxC)6uN
zJfeS4#AAq@E8?++yr<(agbsQy&$DlOAeEW#+#L3EG3Y^daXmDV>*T>aF*Fe;3;Lab
z2?nrwIiK<z@-}f%*~N}Ka>j2$ZcC)NfWWIHQlt=bHqnts8Q>*SG!Fr9`YM%0?6AKI
zIQ=hm{;$(0)*;dD(^>c;z30K!vziRIPle992!-!>=|otA4%LPNE<Ot{x#UpaIk3mj
zv+Uc0=iX3TRTg{mg8wp>plc~Pdk9?{z5MMOT`xk{7@K8q!GmwCB3uH`mAKWAl0C4;
z&`mUJ&Yi~|f^a9<03&m-Q1?)Kb2BYlo4P@6yM`NAy_AMM`$=*xIEq~z&<t<^7mIx(
zb5x|`w^%p<*23M@XsC=^IK*}<j3jEIXszCUl$?K~cqrCy)MMl(+BJvHzR9sfmCPmG
z<yrVNKoc;-;nFA~RhfAtE>~EDE}{FXfD0b{`4L(J&ovnd&f<YRcJ8L@a?PJRs3nt?
zFFNndBfwdm<l0blM_;}C?HYJ)l)%D8Sa8K>kuOw;aYkx~9Rs$)J_FpjM98#M?y$}!
z;}B|N7I&viYFmc3a4F@IH>dPcVqduBkzY)ujgs>(5GVld)MICEf_>=FQEZ)DAL+0?
z!7Wk6paWR`ZVjs@U@e3<r5VhA68Gxj0Atuu$8fE1YtEOOeTXg+!}u~WUwN>Kl~JA4
zrt<}szg?4?MdTh#I&+K9vP&*Fq_z+2F?8Dv-<KSFLxNaHh0RGZ55iM+jtZR)9j{NL
zFj`UVT*M9;t4yvUkN)hluA%2DKMMsq8VC0nyEThWp7~z7KvHccnR~h)W8G-VTG`qQ
zEphj0DMu{e_Ta;o1||DZayB>&3m()g^2UBN|IR~CA1Ud6%*8)V$-TJQ!ciMJaje23
zZXamL((uSnXTF5|#?=B+);smsnP)w|C8y5LL(nxW-hJ6zf{3u6m{Eezu9r`?Sb|Vu
z6*|m;6>!0WKR-un;MuF{BDVc(*kk8zRe0>&v3hJUfuGLXQeci`i;g{~3pG%rl5@ZY
z5>**jd=^<=@Pcc2(2fyXtJWMc*P_W}N$xStm4;YrqT2BiiN<m1A|bQ_8%Cx}V=NQ=
zwM_9SIR65%P;c0v$4=a;r_LO&57Judzp{-YZg6*-?kZYbt|yh5qK%HU%Gi(cUR@oq
z0_1=l1h)F26K=@Dg&@tj^+YFZU6&}sL~Rw_Y~@x!LqwL5vuMHRuzA!GN=^sz7`E~5
zx${0x{CjaO-w^D)(qufLNi5qhfVR-|nvqjb^FeGTwZmcm4S5XP3cu#OxgkLabg5)0
z8=OL{C4jx-^n&$js-B?7Rp^k{EE|#hXW{vcCXg=KvB%Jj_wPOTXdF@cRAt{QplikO
zqjWbAQ|L$ORRJ&xEM;)#KMT+GU#$ZP=^c9v-HNxO3%Vl27x~f<>z>VMX3E6`TP-QN
zLV%W`Rpf!+s1`p0u258QqaHhQ6Wj{)f81J?vf|t%OTe`h6Zvn6X+f=*aBIjRXKE99
z<c-;e736GiC^;O|W8|ir^tpNH{B|})H*1-)bs<EM8D><%RqPr%R>HMi#U9mZm4WBc
zpU0%u(DQE?+-I<1j~%=T{>=xkNLn_dTY|1d;56d*QicLUI=!lWQ-imj!HxecJiBey
zfXVFGW9TOOHRsMw)rND$Ctr|tpPmg9sak>^)?kDBY=#z*2hLB`-T~*QYEi>rgC0Ba
z;_yF&etu1Jvx+-6t59&x;6t|}OWdxw1{(zBOP@;Mf%8krkAN$vSRK@3<kqMa?04$1
zWJ`I-7fZeo>pnitc4Y0kW{yb!BUhor2H6ZQJP*E6N?robZa)w(=5uh59lX`@y$7GK
z7!pn=bEoK@;dtp@Lc09z8eJ_zhtbmno^H#J!ry3FiEz(s++*z4=rsq=sbNGH#i`*o
z-;U7vsU`wyL!cMbxT3cKdu>DfC^nNCwXJvNF>WivW8e*e7h_JHDwLWtT+l7ulGy@d
z7eE_W9+Jgf;-A3QsM4@O4}x2>g8at2?*eH`NP%2(9-{yaSHWq5@1YxlzNpldE){59
zN#Nnb@a*<l6h+;!S?G=S+W6jc&$kO{b;><jls#~A7P04{2aM)SSjBEo^FJ?u_MfF^
z`z!_~l@IPQc5Cf>Pd;d}vmm{qIvsx$Rb!vxr~s>8W1m7LU1=9p8H0g~rhp3`{5i3^
z2A*4(#<9Hvd+gkeb#FwM%8|aPL+As@&q5#nu9QA>g>FdI%gR;OPWp9xHX4=KRekCl
zf4A4jK-@;VMx(?)K|NDD%Ohvkz3!3oE#1P*=SDqt=BDRAE<kUV?8t`WU4H_=&-xQ>
zL$^Ic$H6Q+G|qQwsI!sG@}<*?`4g?X={U;K%JoX>s2nY=TLSJN-Bqx~XVG~bj4t5X
z%?+9X4w5##S&vy_P_J_!4=BF7=m7NGMb|QGXrrsmy8J;6yuv*XHlS6Tuk7kYQMYnU
zl!p{4RoJ-X>UIXy)V_4EpX6p^Lo9SakAas*;BDyH#3M2Bt%VE7&n;YS6AwKTM|8KO
zhs#BDu410>v<bZK5#eln*WFQI+@LPql3plp>s)`PF2OT{{9LAZGdV7W+OfwD-Kr(%
zcj9L2h(?V4vL%eD*mL9S^*7q<Q!wN%cX}1O!wg*}7oVkP$NUa@TMq6q_R`qC;^cYB
za}5r8x*S8!ox22Hw-il`zAJJu+7%gp+|02N4^dmS0{d!8%MvAb>5_3Mq%~rqu2TMT
zjq7G`F{aP3&VCg5iWj8M57;qa>-00kor1n1o6hodq)*&+8-?S%@V1v=cI2^H(=8P0
z7rs!7KS3^qK#7%|dyL&`vx1$kha`n3Dl55)RRYV3-6%#xY<i;<<!{&QaTR+2G3G)p
zK1<JTc?#fJ9o%E=){Dp3n|BNuUCj~>A#v9&6mDX?&tcPzU!uMjJw%*|IfYoipF7_#
zptG`5kC9t#SFrQdZ9EYm4cX2Wk{damohW~|=2mOC157(*>R@@~+^*Yu<a}_*za7+L
z<T>DY<EaPj!?{?PQ-`rm<xglym%m(dn>FPV2-h-ox@cMCH_9h>$ob_H+@HKrkDa-(
z;Td#P&7|4oO>7r%&tkjn)SK<4-mqxm?Xv11$-d=EmHCQN)JM(m5|!y5HF}AD)qJ^u
znf?r(t{E2mxfZ?#o^9e@f{Aa~W9M#qk;N=Jsi0V5<C`ul@Sb&H+cxfcHcr0DC9^8Q
zMt3d@rprXuT?cMlfVceJ3Ok53H5Bm0Gjxcb1m_n~U<c3+%>c);pnD^8Zt!rV?!67F
z0`hrK_21Q`D%QQxyn|e{b;%Ol<Mh(#+`lL5W&<ZU<>PKK7W?;tUWD#o7j6a*ABN{H
zjKamq2lg0xmRxuWy>0EJsJxF$0{MAdvTg0YXYH8C4`xZcEYZ|mj`D2+uj}}nBiFqS
zGEI+sO$HRIvzfY#2K|2WJkn%NBTaUY-FCNM++x41M34;urOc+0*UYT{F~m~|eyS3I
z$}tHx3+{dp_=*=3oIC6ou<hO2v&5b6&}x#=7kT{GCGvVrs2KLCs2#^e-yq~qcIF}O
zJij_mey#UvExs|iJ-oy>rnV4HeA81DDu25oj+2tQ4u&5yZ+ezL%6$19g6`-}J4S4K
z?Mk!6oemU1R(0gX5k7H4`w3_8p*!$sFdG=xbj~<UItk)mA%`I0z#c;{OKs-SZzSx=
zz(y&mX(TrjJ9G?LNfY&=ggx{@X6kgUvdGy9`&;CEaF`i5sK?Gcw<tVz>aCqLWVdMu
z$;?9nueD(8jLw(Er!v|#+;E*|YA!in=j#?Z8yxhn59+Zq&)epg96G-x&wIKHH<!E(
z!W+ej<5ka@RRrFxf)6mTQP7j8%)&p%@@w#KTryBY-nqxvbM)~>c7?TvYL-p<SF>!*
z6pHO742jN1T+$k(Eb+aLMdyfqT6Eq-_q|~@B5M=ZG`Slxp7cFeCBv(^s`jb(5?2-y
zS4zl5r%px)_w~<+?hWhIdy`eT@=6Ic-G-XZoCI<|+5Gq_o8JU?Jxj+%4<#n#_Z7|l
z915if99btFdcc7I+coy>h<zU^WhGvvl-p<Bvu{W2+pn>2(v*LwHX?dtnMvrO2ZA2v
z?ORAK$n*b|8<LV&Q)}<InZzurWtZ)D^Vq?|!@mn2{eEzTX_lROjNEp$GH#JGvROoz
z+~j;GAvPR+$(|mW!O<!u<!mwwWIgnr%wiy)KF2l4m$|HP%4ONXGq%0r@how7Sst{B
zhp(I;vD$sbP~Cl;PRLHyki3p^O^mNVY4>0r;?6s6=E?ba6({iWOV;A@7fH~iu;a0^
z#EvT^&6+7H2MU2ZHVeIB=>Dzj+LBJ1tS{vgI4neSGt&@}7|fbT)5zLh3bx>(pGP&{
zjgC`yJNMYJ+g>;1J@#A471EoM{xvodcEg!r>n?>fid^c;w50+R3k$jUEImK90`oHm
z_ZYkF>0!>Y<Bm5H`eY9vnQIJnOG*qgf_sEE&a8M7(9e-q(ghxGBXji*UK}3WVFwSm
ze*@kjzES;&G(np`MS@<`f=0_f8ghh6iB;tv3vNon4&jsNH|`Jc4R>k=xd6-d?}S#y
zkfQQ2HlXaQv4M7WF!Zv6XyZ!FWU5GNEiaDDKLn1Jl{4vOVuL|oz38mTxZTmeuH38s
z_4ZlE-dRUPw^La`qHLvA`5|y*rPe|({~FNkR*Py4WU&5QW=Z*1GE42OV9!h(F_Trb
z29h_~cU&U6XLXwTUM`m8deo9xSY=4C^DPCW!Ye7D_Nn&_#-YLJRka3kuk0HD5#6&c
zLf^~9dd$V@HIstckZHT@rPwd2V5*d}{HL#}gUf%EUK1P}Q9qfPyQrda*l*|oJ;V-m
zwF7+c;B7aZd<&kDlqI8UB@dL$5}Auk&amim`P((Koy^N>OEXtRNQXn+Fq0+JSE*SP
z1=w*158Cz=3TKgf_X&(?<jhabg(nM5>{VVl`td+5l8ewU`Xr$_Vy9-2H@?Uf=$Bph
zo-WKwcVPP8A#Z+%#@pB>dMUTJS&<qEW|0%F<07-u$oG&hKSk&R-)RRAIXCV<g4|mK
zMOtPuz0Q{ijF1K~(>fb4ury-P3ady9Jn^rvD_CQBfDgi3<5s}mN+1U+z5QjQCGdu|
zRoQk0Y0%!+?NbV-F7{;f(&Y9@{2SeQ?$n((eD>Cxx57)33M$Ln@+}GTyg`jG%M0kP
zm^C$78Eb>d)XM)2@)EmN_soVph@K;m1@JdAwYYUQCu(!MyCd)%J%-++O6=S$`bZ(K
zzeA6KTW{Zo9yC#SD=PW+E9zQ0oHLA~dO?uFVU&{iT_D||!56T*=*V9nhj9789z!=y
zyb)chpy&XQEI%O6{}hJ&NS#{&`4K~W7{5k`2|BT4R;kHl376PS-S06T6-mM!*I0`O
zYuT8GxQ%-Zyp^~Obcv-_<p<nlDGI|@WY1P4pj)wEp90C+hMeX13A-)^InKS(Q+F+Y
zyQWqPs6p8v9NQ}x+-DJ{w{pX}kOO)Q-1MX_7l5CZ{Hfrny1};M54bg}k_9{dz`iZM
z`HNQiI3nL6v$=#sUf1CKcs0EI-5T32l47cT+YBATC&9Vg9<~u5&|~1HC%gCvdbV;Z
z^1ttwtI5y%<=R%>6V<a=ew)}a6N04KPy1!ENQ$m2otz|#>h)VGl4P-A0@q_5BEbsJ
z13ur|?*NV<Xnnwrov`uY8Q`8Rlf|ardlPE%^WKD}E!T?^z?M-MO%1G-IlYm=!U_VB
zY$TWOvkO=k1;^!PH9n6{&ND|4CO&{U&<!(r47>5FlSNP8;{G-DS=_&EBf4iJ8o`$+
zO9;{mq;eBecBATP9>KZzVowKJ;AiQUXo*QE*cWQ?N62A`%z-_Io|QnJLT^Q9k#q!o
z>q^w*h9@NIdv_r&yI0Pxv2)s0^OdK-qp7PXtaTy1%&Z{TOC+yEtONNBt-_xGm#|~_
zpdKSPQN9s9TRFMS4`Bl%UI`ogyHYklD<`*kSdy2GWE?h6*r$ud)Y`39ak85|QA>+Q
z?$@jrhHY$xTKo}m+@rZ;kD;61UaeVl=%o#gShtns2fVpMl@puw?r;h$*QoiEWrH&3
zHS>*9Yqr{n78OM@Cw|c~WM~J<)am~RpCsp7Hz=m<)MMnPn;@J-N9!j0va==TAMonH
zS{7@2celm6d(GwqC&&y{R_aIrvVnEH94-HDd55%#`z4hr2MZK3b&*qMkT-J3?<I%v
z#shoo&`p1N^8@I)PC_zlT9+S?YnCF7HN9KhkXziZkV*><`f75~A!JieF}|s4JSPbw
zeqzGo<cW_<B*Q@`?LZ#FHtsR-wyBVyEd`+Y2i#eRiDN3gE79PUxJ21M3XS9{$IAKZ
zgb6Fh3GsWL6`7q5YmzFlel|0;@_&O|Lc`&KJ%*mO1Rp`i2cLvI-)h#zzEZPpr`~!6
zHFAe9QSy%hiu5^!rLxvlzEG+viHzf+y~O(@*fo(ov_<aBL)<3BN5F}Jkc#UevuxZe
zndP>D^lDLL6l{rlf1nq4&f(`Bpax1N9FMS<3s+>mG%U$N1W>ms)PICL!X}vmdkno~
z2Hu9AvsT2;kL91{<?_#V)~eTKMasotiE9;zh+F#qd0qz?O+D}!#<yrHqW2f&5^Ct)
z%*-P2xVe7pGu%;PU2uaQ12;iFhTgVu67?L5D9y`7l>e?aQKF4wci0jI_dIh?CX$c#
zO%q?WZ?-3rMQ<V*KhL<NPg!|Mra037H%+-&>Ux!7-7K=VK28#YnR)V!q58gi^P?3n
znjhOoEqg~ztYl_CpQj7VlFj8G@M_I6Yw3FjjN^hatQoW?dad6X6f0k4P}*nRlkLDp
zyi(g-Vb(MeE_L|<x@KtvSlxRtQ7lC-(jzvGic0LM2&-PCBK}?FBJj{7lCO~-@iaf1
z?w0%m@*-8oIP~5Pt|g)`soN_e<YAIySZ3^D?;2-}x|`<II7Y3-lJ#X;Lco@={|-7_
z<Ola4d){gA2s;TkiHou;p(3zh?dP*S$!&|$oLVfIc8CgcoGJRug)390)+G#?%<RiX
z@VLZGpnQBlv%niW5##&Fv$@dj!c9*U!Ow!CZFA|p{iqtQ<&x~I3A7(PZ_X~G$#r5`
zvx@e;(PWLErd*Qcv{;WV+=9v8*gpMUc4)0WxChVOc6ZG@!JgtbNnZb-p=9%FD7hWL
z^|H0NzCz3KdU7<R`B$aarwBH{+ATdkSz7*X4QnS>*@HYyMok_r50~BZyAl`j-v{g9
z@mi^#A?{i-&9;3{?%EfVyKO`6WtDLwh?X;ciLrG1%HF1A{i`;mcFdr9F$1|Z!lFQp
zxKvV>AD|a$=j*dpofy-i9Il=bY)xlPwJi6h85>?T&9u*2_s$wBu3E`OXHEQ(Was$@
z=$eI|<w`ndjiIGllwosJ^KTyswDHwQ;J>SxKoriycwVi_u#xWMsLKz~HET7Jl|2iW
zXyIzr)*HHEXdhB@;?<B^`_y~MHcZKC<(K5HJef;3DRj#}Krd>3j8pH~x+Jz9CY%u}
znV0KRTWDF2)p2CORaZ=&+=E)o_#-%ZnFZuMllbgrzl9i#`Jf#<V=Lk_#NAMm4j~;v
zf3T2G@}`h_w+P9_YB_P*($X+2J!)o)etjMNj`xC<zgzR_8HW|p3_B~2x8bmgXNbF{
zGukI}XwTK?XYIMRb@XmKk~G$9GOwh@kP}n3*mdobNH;MYpt1a<^_ui0sD~76@mJ6x
z+kJ5J*w6MN#AEEuF*Qlc#M}A|L_hD(Xh&zg9IPkoi*m5ki_NEAKGWJ2lwo26GI0d;
zl1&d$!)>0iP53N2-_{`!v11RSTk%fzZ0mF+b6fR*=;vJzZCmdpkWnvOn+3ZBl_kl*
zZ%F`WUr7SABZpq;*yEuawJ35Ri;<!&KS0;K?2qb|j&b*~UL*CVtfUKs_W^t7UJTf`
z54~49#y)m!)<l|K(KZxUen8H<(^ao>tT50tZfa=-T|2pVQak^ule)dMqG#WM*!QB0
z8&xSvpQV)qU9(o%X7R30l^&CYCQh9-UB<GvB)jmUCAodnJ*y6A)pk+BjY{RDZ_!FZ
z&OGVfaE8WI;awpsak{!4&7AC2c@2twtVk28^7>2toHs6{Dh}x!bx<Tg-dEQmHEXj5
z?5?e;E$VIRyMjvMq%Gp;TeFw8b*+fUs+d7(8;_cpwx2#~O(h?<<)i@ZcqeUpCymvS
z34Nk;$Pn6#@3fBw*%{vBB08sRNnr29^eKDd`|W!_keao&8}@zxwZ$;U$*E)3<e0bo
ziPq{>`lOw46&+v{rp)4()5lCF=C@rAKpj~EP}cWO86E6JdM%cA?jF+&F20&(XupfS
zl1L!u?H0X@v=HUX570HMu`~}mb{<B&tQYBrSlZ5e^w)dws=xl<Rf9dAI(n)uE;@DE
z6C278&^7Pk*1fW}#*2GO&BA)R8E)57^756IQu}%AS$ISX_i91(>*;V;x<K*|!3{5*
z>ABbnU2MN7ge1|yx3Z5{uate-XWp~#i1zJQ#gMen8p;pREz8|jJ$GB7yM1@!zu^Lc
z-s4Zlmj*da%_|Sf-m^&#Jj_xDO{JW-)g?$Bcv8+i@5G>Y;^UNe;>j^@?MS*-dOUX{
zwU1f#ju}76Am@*nDnV?U8<0Bi#`}Bji9z=ysQIXdZid;a3tH+|#f5)Y)dh68@!k&e
z5oDn1GTSzHq>emwnb30uG42g^K3XSF&7R%X&}GM)niIY2L*VrhX6B(npd#7Zx@!cE
zJo(^WG=}?Wb(qoPC1Z)n>ki2wi@xqX_xfg&sH{|)@kNPZf)&;l=iQ=0|6W>@;@bpa
zfAQf))J90CD#l-nE48ptvrG3xW*y^|(ykzG)EgU$yE2mA5%cBJ*#}L??a6@_r`23P
z)T*MkxC=$!onUUs1V?8<Dr*B~LI*hPx<6+eTU}ghR25x)g{*w->&)Y6Z_8ypw>Aw7
z1*4vzg-9^7X4RKZ^8UNJ+hA>#aAmnR3;1>S(^I?}#WD1DxqXiJ>T-j{54mYHvySm9
z>|j}V!p+MKWR|zfO?>5jgg|ahY}^yLWH@xMH*|mQN(D5pH%Ou%$V_a!-pms0=5c?2
z?BB;7B94REFQ<}WCkHY8lPd00M&taJs17y?6_*I%-f5qxwScX62Qh~ll%ssxuI~{u
z?K(KjW8@va!BAjUEemI6DsD2Sc~_UAY1a`?dV^+ww>Ayq+PG10)`3T5h#Yjf#e&P9
zV;x6{i3hR#<(fJ!poR(R%$z5BS=<+kouB2_pzyLyA)CLz4NJf>vljZJcEb8B6C}Lv
zdb91(^VSa?xPS`~>T%mklYCT5kgc+p54)9}r$zy=5mWIY?4UYWM|frQD|neNdbEz7
zv(BGlGHq1{T2f!V==I)az?K@Z)q)otuIq!CLk$P*IuFb(V&03cBq=aEpMWg|)|`ZB
zFr61&JLJ|2t`2BDJ)jxjt*Zl7``3ZP=$E6iIms?u`U+tvNe*X~G&VjOF*DZ<Het7^
zp5IFgU7FiakNL&80Um3gA8RHqHwa&do9{FSkMw4@3|@><+zM27loC#lbV!#2LC&Sj
zt8mcu9zE@m+pW0M9K6*VG83D`DE1lb+K>flYn0jN%(A>5gjR2>A6KavY}hT5OT)C#
zjg(olk}8Y${9wF+S3=2e6KOWT_<W^-Yfa~CP5$2VO<x;in{#JqhGhWby(U+na<hus
zlLaHmf(-$-tX6ZJ|Ew+u6d*MsF37$F^oloV2KXtfsHExKYqzk~#l1%Q7IO_E-@&!?
zN0bwv9d<?;DJNiIZ)I*QS4>>~S9c5d>Q;mGpn0G+o5Kf>_ktIPXcOyptNqgR&9@qO
zYdNRvSq1^Onsh5rxwjhW=yO`7%Ygt}$605lWA|Dk;A+LS2JYHU%^+{of_q-(dTeco
zQjLnb`~tjsO)cm;t5Q4krbb5HaHGw<iD*Nnm42AREoR?iMz2^eaOMs1j(?Cr5GY<D
zhaPf3<az%hdeQ`?H|h|?E8;sjWUT#}iy`Fy6pI>amU$VkkAvLaF5za~9xkE^WGuC`
zzrgKCDJ>`1S={IA+PD?q>`TP8zsMkOT_UmfMH1$V?CgK9n_)C*(f0?edIj717<+vW
zxbVvuGsSD5iP`53nT|(%c9fP7zix#wP%_J`di;dt^SoBzmfFm!M$h*l-p1t|$t&m%
z=DOS3+400Iu5B_G<NmxCB|?TaA?L$qVZSViOmMSqW)GUknK_q5#*X{F+?JGbvKso>
zdFx&&XFYhN8b!%h-=J#^XE#xFAkM!Dw=d|Xao5x??}3Rt?nWn!dLwx<6b;FP+`1^@
z;F(J=R<JWI9Aup{^pAz#1=rTEIrP_g1Y>c|TPI`BzYyxKf!IhjhJPfwwe<o_TYF46
zm1%D87$?N8LkwF2EsI$8i1Cd5f=c#DYWSPm-{<b0v_ft>Z`7?xs*Sr&e(;v>;QW{D
zO;Q;@-wU{nWBojn+w2#I{FJr<Y&DF1Y1po3Ao0F|=$?U~>o+xp*&6;Tz){ra8}Co6
z$=>jn2{TDkjY;%vPK|>sdZ=n4YV+f32;pqJvToBh_vL$JPYB0^1(%(Maiv|lheLk)
z_yAiCWAkzc!qV=Y{S%Dp)hBo(Ry5e9Xu^U%2!Ugxi8+gG{RM90p{SL0Zsnf<hmt^s
zmN9#K*W}_`>7WI!9tPKjtXP&dc_rmPLe#amFwfyLy;lZ4O)KKmyBKYkxgJ)DyqD4S
znBlmslnY!wvSF+yxA#xGOYV?-ViZf9R9egd>|O!i`5;mC$xbY$NgpDP@#dQ^GJ)CY
zvU|Yl0@y~l^5V8~?vqD+MI0sEb#}Y!ILJ3HyIaJ}%gzef{ro^l-LpPF-~0SLqR#{Y
zf^OZE-^LMM5%aT6MiShayIBMf2g%x_$qoC}z#!t8Y4c<CtBE5xNtrfh+d0Uh&8mi3
zS@}Cbg;Ik!XzM^$#)$)lNXsfY4;^4;Iw9u<2Oc)JUHcw3&l3$$70=8$#Q*)=Q7Eu#
z4OaaUT)e<m!`MvEpUUpZ^u`qEC`7%mV7we)uv5NhlucvjCd|4kT7Kom5*|3)OdbJ;
zLF5dbbF+T{JVKLAf&Mn|3v$l2J&SzOp3+upB4v;lkL6z!Rmz6bo@aYX(H51Wt%(b;
zZ5LbJ#qKFkq3W`=a#H9^Tj=mcYJHE|^+eSiimF*VDX$y7s-g8)&TwwXrjOjX_@Ei+
zhZilnlH)dZR8B3ztU|)gnX(aN7>Z><58AWxr$OG_cg0{n*T{8z4|DpCW!IYPJO|5~
zWzU)k_N?-`D2k3hC;gTG6&thbGq?80v`-mRV0QYZQvrI^Gi~lg9wBz&ZOF8BI&WiV
zAfN4G3398q?R?8YAW+?MRnCC1228erF;`b<v>QEq%L#JJ`MlY406D0e%%gVUAPrq`
zzc0Ca$Yq(=Eb}#T2(Xm7h%p{!QSU8LoIXv_xt0|o>$@#(=W{l=xH}<xC&sX~d?R)J
zY-i#uU-mg_Zn_a#O-s&0ZvPQQ9ndPrNH;psY4LC<_hgrpg{+r7bSdtm>mIsB^a<tJ
zgsi*B@;<WZA>#uRCi*3W4<vUG4q){P_)h8oZ@oCtEFl66`sVEdA%2usU1fG5PnuwJ
zN$(c}=PF8_A+X;Wf=gmnhTsk=`=0RKkFG8sYt8!TZ11DPQfyq3k0BqQ{{HyPEASh(
zfxEj(J$ZU&QkdFNO3e8V<#DsKUypEugO{P5G=Jg1C8!k_=%{%|erjFneVMnouPzbN
z(4oFr>%d#viBl#YqaUZ00z%lt>V*3!?}ZASzzLBA>!kk8z!C;%3v6Y+FNx2^`mX)n
z0lq44#z?p89JF<UKu=U-Q3}V-=>iI9(oL{Vgx?JuG?;LDLZtlF#1dx73T<V>FOhH9
z@IqqkpqQDT5Usagl(q1Qv9D)N^99qKIW2$igX>n5GPM(?OC4@e`yRDN>IIF(PPi^~
zyagS4&;g-Wj8HUoY!+lCu8=P_gUa5L%{;KZpo<&&<+rV%9P&mNckFd>-@(585T)!{
zhX?C$SJn}G))5hRYJQ@zcB`-kam9MEEKK&+Zk2w?@%afz%<UV(ILP89uX>2Lxo~Tv
zg&72Ye@&R|E!@hgS2F`D&=s@o2IC-$m%M5rZ}Wa@Y`5K@RXtVX?(gK4z3sM6+XeR<
z?48*6@p8x;BVxV#?G|>Yc!H}DwKJz%F6P>0{*S0CCttPJBL>Rudi!}DHsv}SR<P?A
z?Cw5$uUw2v65YrO=M%bpf$s04s~);SbTx?{binU3>r`*l;T82|$N3L)`O7u4nPoOG
z8<dG%{4BNNP{aPug6!?@$F>4Gd%P{GBRuSjIf@6d^Cua*pQKcEvCv69cNJ=6ceD2G
zhzM77-`MrWZ+Ev?QJuHLr^kh9W@yID#36F2U#Fu-sX4~&U}?~XY=1wthpj;wS#hz&
zCwOfnlVb;KT|rhhj@vWNSG(8S$XS*Fk_-trxX(hfKEeQZbwSp@AKQZ*r7oImmW$2)
z3U6U^Jl0^z3}+U?+o5YYx!d|b^{0rgs#nv{4#wCsatMC`8#*#KX88xWJycyXb8Xuf
z-24}2mK!`L?}_K6Vkp0;^~H*}03MU+WXdFT&bYWjAJ+NUrLJqUMqN?c9yO*T;{t_P
zv}%O5x1f8~0f}#U3=eGp+?d@%8vwl!Pi+8XfKO}yTminV5&UU8-c}Y4f?J_hfO9{}
z;JWthZ`pURj)XI+UZ@o*OCqde-Hr^}P`uP|SJjGen-wWb7y__4{jNCV=ai-Fs#@K_
zo>)J&QOAeYkNGvLdRptp7~m7@$CiMX9cDk*$+j<T5Zv}wF3y5uqk<r^&AV9}@#+q_
z(WGD$!iE`GSKrnN)rt5?+^fDTd=(R`+pp>0$tz*fFte5x5C$;232)XKPG6iqZ4A{?
zm0yYj>hRXH5|N>oh=le8uSbS)D7fo_gXFYjfyW+rL~uPjLyH*&<kq*jRWI|a1ajNS
zDOwYVD3p{tbS)9f>5J{;*){f;dhKUNa$=cyu8ulyiWEHRhI6_En=@qwwZ=@GH?@wP
z^*gC8*)5y*Mvk3zUbVacn|F;U)%_f+FxM$Lb^oF8f!A>oJSs;Ld~S!XmtJzzfO>T=
zO~Mx=N4`f~1P-!iWxG}!q}FN)^|gU03qoR<IJZyzero8S&BQ{FQcJS}n=xV=EGhZ>
z;|lSwT#-8k0zy11KoT76)XuyBmOyF0LH~MYsCgCO`0EeaOQ?rNvt_F}(EK{gYG_Sb
z%;NF1gjb&4ou&$GL@moI=8z4{Ze`%2%FBS}w^Xc$c3>Qt*vnsk)D{}>GqK_t$otN^
zm1W0~;G86r(uwUqq5<7^dC{`0R403?Fw!-C1vgxLgxiW++`7k&E~=T|P@AyT3v77{
zyI1!jDRw)v>_S+wG$Q#4JFI#IdrKc19crs*c*%H%|H{$|znd5&YBH|%=9eR58-B(u
zio6WwJM!a`$nEdXcfUWWVCG%us}HbO!c}-r+nMoNOP0+@_YJFG!QQeByyvW+5o^Yr
zm`mT^r-?7WKiFoLaI><<??#3UUcvqT{;rtse1Mb4>Ay)UEP4u*Z%`uG?LVTeJ%1Ii
zzC9S8tFtqhovv1(D8u*d5Ied4p^II6cgkO3#~wE3rh}e6YE5;#Yvy=|xz6ALv&Ovi
zl@3rRtpwOXlauypXLfaio{@LAk=9-`J}bd5z{VZSK1W)b34XDZbR3+64Xa->v(8oV
z!2_4?<A!QtVUB9}yx+#1??19hM9U33-P%<yuM8cYZf#UhRIrt({wxW0T!9Ub`T@-*
zHy<Jol3XV?enZ#Kjpm4Kc4Yp_U#_U5oTe_%U!}|RmA6zgxzE+EHQbzAuq54nKFb81
zw{U&<z**p+vXY^-6g+UToS0?T7VSFx*hhHfM%_7P;*!K!mn4~W?X~797!$bIe6wDU
z4du|xtgYm6i_ZW<bdX_dYyQkZGyN!Ou@vfm4CJNH+OX>`HWmir3a?c`151L|#(f%`
zbzj4@Lt@re4|Cf$f`dvyhORCA0{n)B-vMVd-dM;@+T6pEzD<!wFY7jZ#z(0;Wn2T_
zWRQMd3)g9ouy<M9S+l4cQpxY528Du+*nE=u+Bza^NJ*xgw})-Sm4h7^O*g(n95fQg
z*-jx3wvl;5`VKkF=UZ<HGs`wS*v3Ze2T$5OcGB1)gcA-TuSGnJqjFDUxISpp(Xq$H
zC_&Blt-zRQ=FPQ64)a-aY6&x=uPIZ5^mifFW7NUE<)i~$(QJ-Suy*x=9d7^$7J<h+
zJ!FOqPA1L*>m2HaAlYr~FxX<K3_2c(*?&LbcTfAh+y(^g<tAwV$@Ava>!N`CjZ9x+
z-aD1Kbv-011tZUAJF|2W>x^NA-k!y+u!%XZBxG@){pvN`|0yPUT@Bl)hfmzDApgfh
zPq8B@c<j`s4hQVb_)AvN05NaB0$PCxOF}mKv)C+Xh|&wPHG|mpo!l^TUYK`x^^*G{
zXdLBcVFyJv^5#u71sbmI@r94&@7Bz5o*CP-60s3tklNhGj>9*%fkh-4+S|wjzj!Gh
z2ZxJ0S2`jKTzrUFXmVl4u;W%;I9aA;_zo$5xuVu9_OBZF8WXeCk;i=w5cF+sCC4YA
z14irVf66cK*pa^*9Ygkl{rOYpWE+GIFjXM7Eq}r#&$~)gI!+Ya*)xXWWYs2T%wS$8
zK*=Kmhq4Cp8k)PCun#@F=?~-@H{LkLtiuXw&IU*cV*V+(v`TEuzG`C#49!E=Nn!_q
z$aXsC2MLnQ8<hGaGcV^C@dC-jfk9nAjv?H|wSL$x>c>3!Qa^T4^@s<CEqBkDn6jVW
z8yf>LjNBo14Gl*u?$TN}d|?Ps)+nrjb;#!@WeqlKXDq4w$Ni4;@C;6r>&joQq31W6
zW~T{sJ7anT1&^D(hxG-w6622wTy`egv>rV0_ku%dcY}@}K5<^)h&5@wtvMB0WeA2{
z8U2VIu^a3%3-tnAHy(Y#7}d7tRE=?~;O~NuJJtr`^vtaG8|8}oWF`vN%5u1!7!DpK
zSzRH;PF)pgv}b&lp#$yFxK}J_6$;n%<b4pM*jnD^mT}xpJS=g_*g?s^f^Na}li%<B
z=g^rpZZJXOcI<k<Lvu1{JsT%k9k-%_kc=FplfsvkagbXt;pSNhs4QgU+>ZP~Y_4^q
zu$Hc@`-=PARU~hN%i+?VBWw4v0zjdz+H>^%A@7PB$EAatuOLM4YUqS)f*8cs_p#G|
z$FQB?$XLeCqmV3gzMVXU4&9Xnn`JEG0cKX4AC{T+Hb0eI@A`{mWLbM{eyE)kh6W{Q
zzudXY&x}F$`UCpVRt{rZZ1dZtsu<YpwuYP74Eqocr>FOxhRkeg0oA*$0jd&E1?DKH
z?ZbkU$kx!{#-K~}{~on9<J{2rQkZ#%-I&W;!_9hVB4pqbw%xH+tbA5)?lxBbTzuXj
zwO-+jm_YhL^RU+tcDRjg)dV<{A~$Hy0%w<(Zh~{}5kvH955uk>MV4qpFTq3lbOvW7
z09u0fQ$jW+IvBz3HD<rSmct3PqBQ(-0VZgl_iFtG@BlZUt!}^z@P?Y>8gSMXsGxs1
z{SRBqv&uTsReIjuZ6E&mBuT?!T%b#&Y&>^8$1&`98{6s`aBO_uWd=V8&ghFbM3haI
zG+;LEI(eza*AQu(atm>`liwQDIu>8XMjkW&bL>M)J=o3fpf5BtXDO?(vwkl(I8ue#
z{QC2bLQ}<&ow*)H=2V?}Z@a?cO%#(;2vLGYK;kvS%)N7d!7SzIlnPWPGqd;lPjGv9
z)^+u)|6cB>h@6%2J9DUuO?pP_SR=EZm1oupJiqLRh(Ty;Z$nEpI`d&+>r;l#5+;8F
z96DJGwEj4FBe?mO=aT<XwG?TI=tx$X%cDXu*3vYbp-3eG-~N1=xFsx#`;l1(K4>aX
zStheSiT_#*O<6+~OnuRB3lurVD^Z;?-qn;s3kreV3@{`czG2VA#=Pp40$4o^+cOU7
zPTP)?aTqdbD87RBUopJyFh93uz)}?bGZ}=QR1{$mx{5ZCzWxk;hHn~)c^5p`35tq|
zB0I7fNlkn<lGe&9_!PldOhD*32aSt5zLA;Sr!@>ua`&!pV@}t%NijnVv7Ue9tWQ^_
zeg8?6=#5e?yS|knmtjW#C_Xd&04ki@EuO_$qd;<Nt}k)jyTtL$mudyJCF7C>`OIxh
zL(;OksG9V8n7(f_|7#e$I~jaP@n;NGAR!g!y@!@NUA_1CB1yA~Jt%jwcgdn}T#@gl
zSJ6q*HJHgy^w%~I>}oALd6Ve<qOCg2-M=z-@$!1X&1m?JN;~@`Ie3y3e53yUHwxr>
zn4A#{NlV)t%eNVkn-ebgns_D7w8Rk^8?v`og+>JNyP?yUXo#>w20lUCmebO*5ZBor
zHA`Op>i}HR({|}O&ObD5efd3F54xP@r@rk8a~NPg2NPDG{j6XFdWqIC%mi1XRSvm@
z$(*Rf67Zm1!^iq0`mI0+7Ka|>C;GO*m@d2;KldIxw8DCrNc^%&mj+E>)^}5#KQ@lO
z)m=#*iYp_m;yhq~4{+nw*5Vx68;MTrd3Nh$&_=h#eaj!z#CrP527&W~_rz?ukGj#F
zEBhAtwL21toP$d)S{|rJY9AR<z3v4I<*(PwW|kRt(Cx$wYO$VHa${lC06YSDi8(gb
zBvFW+KsXR^w*)-s&<JWc=;x-jHR%5?wth&GGf6IBF%H1xq>N*)1D$+>erA1*g4N_I
zd~NeABfR~V`7SVXAOzM?N6?MWxNaD^r^<BqjIZwuMdoY2?~IzcdDETpfZe-e0d;u~
z{+-=CLuB=2EWa4#t)ha|;3id{peAn8{C+WIBF2kZ2PXYfJfYT-@w$}l5X~^xV^Tqj
z72t-**A#3fdn=K)hW=K0gb3Q?Zh~M`;&=DTBUbesYl5zpMFpT9bbvSD^(Wz5s&5Vr
zUVYoUdu21tbazku2nSfB)=QM%AhVOV`daZ<&<zUAf0w3yKYPAt?72YYS@fO2p}ybs
z+J8XLK{WKDG36JdzLz!D?UzZB?g(vHT=2O1%a^r#DWU}Eb789eGWCiio`Aa*;LsR*
zV4vBQa?F=$3H_x9CWBGLOmcjz6SaL&8adzSdFZiuqvt=Uc_$0r5xRK~+B5OVM$W0J
zHOP{uJF4i;irqHsE8DoGg-M|2^%+ZD2sc*P&tmf*A6znI_X^YyIw^5K%r2D$&7p5_
z4n39-n^(AAXfxy@F{e-{|L*|V#q0ORw3CD74=PwAC)%qbET=tCPq@~-()t2ay%6<W
zz#(C#lfL`_))>Qh7Ht6Ns)7>;w3;ynt4_{G77PUENs8-dMaxdAnD|Y`%veLf!PSlR
z#M?aJQx*b{^+M!Ry+eZ>g_mEsD=E)l0JY=nZ)(>M9H#$_ovnC4QS6}Q5UZEh#6o6r
zrMX6|?$Dz%*RGN8*s#OadE=*S*q(xOcc!)Om9#IQ>c>zmEpFs~7E3@+LuAe3MvR?u
z0nU+?3v>b)D;paw16jNSwHN=9HEG#Z&Ob<$oo3n_sT$eIOj^9othiYmXv#g4OpWvV
zG0R$yj&VOY(-ZK;`@yb}dj=srU*w+0xckDxU2Y{u!&Vt#Kqyl?tp>@Z^DB;=7jH+4
zbpus>k@DgaX++!IZ}YCX+~^?ow6n#2<$j73xSG0r#}UiG;Hv&a@z%EMl1sR2YG?l}
zKT{|OnsGCEp7+eY2}Qr&uWUu9i@5wj4Q^I|dorZDL7&Nu6)dX<d_9bRtNIa0y{xnq
z`TP%1uco#dVPfnxvyv~?Eh~SZeCJNypuaYpC+SHmt|Q|iKNh1dEau!NV0|YiNqV{L
zWL4O~9L^6j6TFpwe-OQQ!4ogHT#_l|N&kR4dI+3YNAyPI2>i17mf!=u-xK;r@h^OI
z=fvq=FD65gwYk35P48OA6p0g4z=~`i-C)ne#=eT#fL0IF-nqrCRVUNVoe()C@#3JH
zPGhgP)uC-TweATLC)1XH24BS}iFQmzXW%#LAHCMxd3f>&(aR*S)!GfcW^Nezc>qUr
z20}<U>Lxod9c)+l0p?J*hZIHc1-b(+*#lcDG``VD*geNRH>P9chFmaq33&*r5nKET
z_Vjgvg6htFX1D4(ZD>sA^Sp)5Oku=G%_Z5W5{}xs4#WMK<?q(qZk}5Thk>a6aw2lc
z&!SXo$a#f6DIlQ8+-~C3y?rOVLW9}C4UhhGtJm!6ads{6LHgll!7o2^eo8lzmYyG<
zypBH^RW;Y^HpPOl3%9o_)k4^?OV0bRykU4h;~JQAk^4?Q*JJM7O;xZR%3qr=r~F5O
zFWr=6${?iw&3lGETXH*8_8l>W*^{QClj)r|=Uh;3wS(a2x)C<^%4<ZK%F9V&Eub^w
z;5{>2^{NmAz<L;%(JG~Boh{D=pI`&0&s$sBt6rh|>eVbX*4j2?4z^g2%O4{Otz?fR
ziP^yNSbNEEL#)FrdQ)s89R4i()w?3lR}JB?k2-yCIa`A}6)O^wc{@Hy6g|w+Cf2-H
zfyc{Vs?Z1KE+_z-0R836>y%?Lckj8G<GsEzpcuHLo^hKu-Fb?rcXcel?$!e3`S!>?
z#6s9tb%j>4RrQjs3X?j1S)x0_T8M-Fv;54GnlLnHT)O<DB<M<uOGTmBlZA^o(&EDk
za7WY+H)sxd%jN-I55r$~n@5Y5o;8AVub>oC+^YXc-OG+>%#H*x>0k@0X`Fdm%=S&p
zyoPfp&LdC7I%?>%bzJUhsYh4viwspuiW=@YhtNDvJekjvv)j(0<d@0!+T{?v?Dov}
z@n<qRj;tioaH+h;?=+sP?$p!tzo0Xa8_7JsNilu?rCZV8sR2sYYkPC(1%wqnDI${T
zklgN{J3N4zCE{peZ*T}#*T=A;Cq=?)rElyrd-<+8b5CpV?-T@GY*b3J^$R2JRl22d
zy=nvI)xt8h)oAp|`I3JIKfSJwtQ5=W41DntUaf_14s>B-O_47xR$pVEt^T@*T#x5q
z7CHDOvr!-|lUH~c|7X~t5j%tLh1qL(@iFRrO{#M(S@F1g+HtZs(sk!waHE<m8h4~2
z^nukfp?WP77;1#LgdCTo9ntBZU{ALrE?nHW&+KLI)RjNeQ(U-*&Mj>UB1>IrvYy`R
zhT#T>PLi(t<qABCCEzxK#^YD^ikax=HE(OsdEn4_kf~j=^$#C9uNo^c<DaOlS3Gp_
z>d4j8;OKk(K(ol-aN50u9lWA-j8q4C_A=$AR3}C%e^7IekCMg+ZSNs3xirTK%h&h!
z>3i(0xg?XXQBSmW;_ku>>pU0u{2AKEfs++O_WT?6Onf%twsR6X4XLx#rwVd3zL8CI
zB=q!*Rx8^Rq{O0kw9_SIX;0}y*MPR#b7qZ=?deg@fj2vT3@s<;LW`#0C-tXhIobJM
zeHO#~=vIK^1G8as(8W8DJGZnKs!<e@r=kkOZPlF>JLL~*^04TA35}e@N7-L%Q^rWg
zWaMEUHLmmH+LUB|I!?9yL>%@`w5EuW4-reFRxn@oR)L~)`oEPIC=Vms=aE&!hjGU}
zBR6ln){trM0$E@jy~1*<Eyd?%WLYar8^)O{(c9A{>JQNfv2IU|JPny9_RsQP*o?Qd
zq8voY40_7!E=!zNxy~38$o7~LYY)rvCgl2*e{j#t#;R9yNHwk=$GtPkBgr&r?yRu|
zyI$LBt}C;?HwxngvYTa@Z(u*j8}v;>F%QsRn6@F^gxcC~BXO^cq`7KL^j3C(0BAzC
zQ(q%iG%cF8<C^v&+I!QZ?tF8H5~EihYfzjesG;LQ$$;?7I)Z{Y<y;f`NAY=)g15Al
zDaf(}C=hbbxV?Sv_V&mf=5<q)hb2)z&}VXEdEN@}>v8@&JH~9Q5S#x2rqcA_DE7tP
z)K@gXF2%APW6(UYnY?7tpU3RqPOk+B*c{|%`fIZXcr^^qR9)5TG+62mqp!KoMt^=p
zW#|o-Y6M>(U*jDX1RZ>?ugN<FK^b~a)EvIRbxf@?U?j|%bFBy8G4g=di_|kwr-+RR
z;ujOAFA-*tcG@$sZE7c)F0fh%e3qv?4S45yz%mnv#;h;fI7-CYTrd{Umz8G5j@8+_
z+QtCEE96ZWi_ZQzLxA0kAuG}Fs6LC#Xv_yW?;qkbc5^tbk?t0~bobm@6N`=t<h=DZ
zW$9F;u^HpqFrl-X3nPcw9e*;wQjddojM<w<m>VO2Ql10&k|%~R;W~boy^Ug$ynb=I
zfCEq90eptm!ZIK3-b%4s=-gf;feHob$aCUY(I7#)i5>xs`JREbgze4@NSJJ$8Gi&F
zG+Vab3^U43hU}h(S18(hfOFuR(^aygw0MtRa{Ix(jEy{sB$-Xl3X<5%LqyC&D76GU
zDAfokIp~dmat-=LQA#-s-}U$BS?9eaN8GtLmkH{4iC0g|Wonq5Pq1a4n+1H<&$hRL
zrMjQbw9%3Ib06a9A;ZHne#%!WXYgERT&;(Xc@Z*aq7>?@JMo#?G#fAb7oJ+n+_^fe
z_oq8AFO^8_@l|1=Wh7p9t`0Ae-Y#3I=V_>u*+0zB%)*}MNw;!?CG6^2qs7Xe2%*G8
z+U=#BZE_eW{if!ick;)wCrfyb|4up3lcf{6DZ=G%R+)R{K+|iMHW&e^u&f*ivKI$=
zi{5{dzBy@%0mUYgX9>4rrPy!)sh$@k<ZHGBLDoBQ?~^bb_Ve4chMhMg3&p{0491R=
zd+{#ve9<&YvP||)0PTCDF!M&!U9EuW!`$Ut+LDF3SuC-gA=8LGDOxVM<H?liR&j6?
zo3lhn+TP_(z|{(HoHG5!X0bP)rZx1JY6o8HbGgKothl;Y(8NaYI+ag|&Ez(~Q|qP`
z@^>?*rxUgc?Yw8^z^ItmUd7}dGV2nDCW$<TsSlH`sr~qFJ*@J~@8?YK4yMKRQEwf9
zCVd^xQRn-kQEg>$w`C3B+Sbd^NrlQZt`0+ZEk{No_NKZcX56%&>hEnuZNHc}T^kXu
zjg7WJEU$Y9VsG|*68Kzc)#pm<_Cx6Qq#UWVs$QiP{U#lz?D#yzuuaN=v&Wjg^{P|0
z^ayOkj3Ik-GGz0sk+p#P?FaYF+??P#ms!2)l%yu9X_?hRa^9*kh3K>))Rr-7t2-r2
zi-qCYO`PfKhxx6Ym&JTB-M5UH+{>+;2=$xwb*K_tr@|WWiZgSwi1w5PaV=iOQSt+3
zJ<R;?;)rn!*n}@9@|Xw>2aOw7PA9lCtuF$4GBWBm5I2HLhO-_4R?)cA^q%1W!|<N&
zb#Tv-_Gb5VD+4b{D%Epd5YtOw8%$uEMH1uQH3Gnova_-T(U8qz%I-D-H3MzONBA_x
zfM&YiJX)AvPQ+y%c#K->+t^Z%3xB~v>WuB98AXSC`q?8-<N=dO=1Z4pPY(Gxb^1<n
zRI)j!&*bL1CaF977Vcr+n?$7Xtoh3BpA@=YUEn!|>z+icRK#&wmhg=N!>*0}v-~`x
zp$WZYFsk&rN{SvY%VK4tU9%)fJk}MffE8vGeyGpr#u{GU*LLJ6Z}Q(53yBgN=5qsm
z9)(W-fLc4&Ul#SU8b^C$q`<6`Rm+A#;Eq4Y8}!$fvxxq3LeY>3MgMIs;=)|cSG(%&
z>%#iAooSB=Ft_ys%%pCW!`5)$>Nj!fe7CEde%JNn6DKJgRj*SGGY@uMyGiu)YES4N
z#lN%}eY(=i#ur7985g?jUFhhbTQ@Ud9-M`n{D3_Z8*4e$$L?~Ed)Rk2Ub?gU5?mhE
zQn7#F&5U5|<hDJwgW0gGEhfg3g^RyJuLUT^ALQ5cjVbxqo07l7e)$GDa@aagQEsNL
z;ww`ZFRv3ENklh&YH@CW4SGMc9OP!!t-DL$7WF^Q{D{@A@mWT~Em>pcwv(wRJpt|~
z8*AezcNDS_Pkfl1HT?qmCI|ExTzT%;YEQtd4?i`DA;f9TWo|enhOQZ5oOQi147^ST
zw&ym<Nn32r+X^Q8`2~G5J8X2#+*vsOPn^4o4)<K<eanC3+%=9&9o!st@rqmxlk+9y
zB!(1~PhLl!*SbET(_rUu^2N<8Bn#+~r$aZw?8jW=S~s4?wOFTcGXaEw6liA6@*%&M
z7t6$%Rp%XF9Nu%Ccm*$`Ck>T{cHA@a#FsaF!VRZHpL11Sk`PUKMz%+^YsKXcYUZEx
zvJ;~o38V=RW)62-m#Q;i{sMhw={8x?l<UTV#>Co8tlY+&j|(eSZo`%%l{ao%CO3cK
z_C0R4A7Y{Qoja%0=#fjK-wCf!qx1mhz=M=o@V)ulJJkG2xD}1updcCiz*#k-dsD0$
z-*Uf5C0+VP+T^3`|1R7Rtw@9aVICE3F@VAAL=oW_Ki-)XLc}_3@|gq^x3Tl;Hg6np
zn?TJZ;bs}9LFC@V@WLZbjuSLrX4*XT{83`Y?5%<__YQo9Hq9k&_?m}~2Hyha-mO6t
zvaH#DiCy0;nRP;!@&`4$UQuj?I;G6L1*)w6i-cV1S8Y~ScbfVwz30plXa#kJ1DHeI
zsSxXqirP*7>piICs<tT(2&G+Dhg)@F>3gl`9^(V=CL<b*ad+MpbG**PFJb1+r;@4Q
z9|H-m4CK0Tqn<P*+<pPKg5j~eN>qHDoW)JF4fi_y?<da}il){0`a%g87fNdbstCQ|
z)I0dMHlPy48*5DYrGJ3EQ5%*h#8<hjM2OF?=u(2MDCxCVr2r)ev}4Vt>e#!(F;y9s
zbSXiU@WXwES2{4?pf&t=mWV1zOeSYgO19O%IQ@nUTTgLPqQ4c?vhpxgFAwk!!t=Is
zd$K)Le_M=yWidB~KNay<=JymQ<Ay#C{iRL#6Wq{$lA-r1HwWCj>?3%VJYO&2T$~p?
z_D;n$ba!&!!RM8^l|BVSdA<(GrI6Q;k?c($VaHGS$$~pMoKc3Uw4M3PtwLlCA<5nl
zQWt$H$4NR)leGtL33`?X9WS&R%oHwJsGJMjl8jN6`t}FWdFgNoEd^U~+mC`vq25NW
z%I^A#JW(6VB0q<8qSvalo?DlcM^)C|m|5KKIO=X@$n^a3DzI?zIx!S`i6P=2j`y)e
z0VQH7%$HH-IO1A;QZNLDY)8(q{N);Wrj5;lWM8KBKSpsutX{r1&msF7Ipb;-Mi2Qd
z$m!FA;C{zFBe$=Nz`8P~fg65^ZDiXV4bbAXA0m5G&=SM>_>)j}YSa$_^Ej9}+)Y13
z_J*PR=o2+!N&BU9rG%23nVD!Zxf|6AY|>h<zMKe5aCU9`7C6@jftOrl=P8UHxU}+Z
z<SJUMYH!pWav1Lxx>MDjMDD)j@su#hKdd@j?;ZBO*Pezchd9%o76qxn=OoE?z;#JV
zaO6~bv(W;z>f?C3SCk-Amsm~i`DgL6yS-lUN;&Y58wgzzulH{FjHP@0khAX*!1r*;
z_lTp%{2pYKUO8~j$c8ZhEp%r9`WEn2KL*wC$}f1Ho-}o7GU%IcVAYfco2QMM>skx}
zRzoCO9fyhW%X<o0Dg$lt8949o8-$ixyoWl1$W$RVib;L``m|g@ed+mQFZqVcL52na
z6igUpRoCvbkYqL}CfcA0Eo)#uw2?K=jVU)!VLwqT5aLeEWyXfZeSZDk$E`e!cob+Q
zN5P>%;AwO%V79Yh=gx+YqO;;d*amShkJ^f}4{_I4A|&b}>EuVdyxY#zLvK1>$Kk!)
zfhM#w`56IXi<vb!I+hD;J^)O%j~Cd$1rDD8hUjl+W$-qg&`v)09`Svjt_Z*Z?|q+6
zb{|47*86mW#Jy;0EppGN8-yl4-E-7!pN>a;<<mVz-Er$U)R2GiZ?WdxFRb3Y19gU1
z4f9^yZd#Dn&X_N+!k0Al-6pSJJKK@#lDI-h`5E;b4NF`ztCZ<9n84-(zy@Et0_$18
zA7F+3Iy)u<wRJbR&c}9-`1P083ZJ&GtmeHRKFO|Q>F0KKwIe4U^6SXyG2~9rG{`J<
zd<%6aUi$Ua&1mVDQ*Ytc5A`=O1N-dK>)s~11<)iq4X8VvOS;=keA#br>e{xro5rt7
zmpGJLMtr9;83uYYx9NB>N-mvyBYK3ze+Ap<52Ld(8PIKVFb{Iu;Ga8kcp<^zPmgjI
zs0hIjXy=DBb<QKOn|*FT&@t00#Us9|Qa#12%b-2<*O&h8p;Lwq?_uVvJUOVX9k2{w
zh)<k+gtXN=5S=(hDJ26_?-P+yUFYOX&yiLL9Tz~ujZu(w;9{H4VWarI&YR2}`?$jg
zxluxJXJ&BUah~pxbGJOUJ(2t|688I^i0r;CVa@LKwl6Zs?)+QX+s??JVDC62e}aAU
zYpMt6;AX&|E*a;0Et+@GFLEP_v?t|4OUaDHIy2%JMWIf7Q~qvEJCn&#Fs4vg1)Dc~
zfEQFNGOLv7{~#0Cd;%EXnjMw_+;sVRZ_O>_!C+wf=4$BM!GP?!eqly-yd4R!a2q2l
z;&I?k7%+Ce?*VRx0SsXAX3{N)s8UR(elNyQ)hO!gK2}8{mE0*Bd`a?Fox)l&gse@k
z+W}=~RhY^VL=9>%nb&A8^Z8y-?_ie7h8j8p``||pTH<29$EdXsP=3wCR*fF@BI>I<
z0(RmYxP!<xgcZowX~yV@hI01ogQU#n_Tu6S*^o<PzRfE|BQT~ZzDz!A7We6_y?GmV
zURVX|1$|z%<wsAPtYmu@T?-g_EZA8wZS2q!)CzQ7XC15_+L;HrZHOzl?>~*16`LXk
zo<`ZfN8$rdBaivwX?%*g_cRV3G<jqmqwYM7gGc>7>gMY>Y9PkHg?f8lE5H9BW?+jR
zuNvlk{RuW6@{P0h`Uf6z*}dZ8ls07h4d)?Wyx~tF_nz;;bME&YtflU}+=EB`KI-PX
z{mZGhhrbHIWqoD5#=g<xvGz+;5fVu0OEkI2SuPM)jpBvzu+{_w*0WDHlu~jlW{Q|t
z$PF*rzJobE+>pD?yjBk$vovl2^JPQ}X}TSD&@N1T?2u2vp~f!gFH>svieLvd9vcR%
zZAP;sH2gnxXPV@?&8y)BeVw|Thy8Etijv(;P=NW0q->u*sY<1sJcofW4`ft&V~#lu
za_i*Z2ELgWBG?5w*pGr^VIkQ&^dKIiHqPGm+&w*AXlW_%x}MhJ=NRwM(-88x^Y|^u
zf|?$C<#!>oiu#+84@F<ONl)B9vl3v<DD3M67OXLOVCHLD!U?_et&*6T!Q+j{*YXOs
z<BNG&tMRqGhsmkFGef?!SHP!e#3lY?o5el#>o~F|Rs9rQ@fZ%P7j`=4D5aCO6S&GK
z@BiSB*eX3uOakmDFT;#X3yND6E^-ULTTPyGv)QX$jyv>QMZNd0_N=osC?7OsHuKCR
zmAL);U0G}bQ8Q@)zk>Te1YDa)jsWb~Dvv&RlhGJ{a)_IxK{w_y3^~Yc#X8|?ZtGlX
zKg+-F?Rc?|M{44p#pb##t;$UoxB7`D{}^&kIQN_AlAyEq-`3E60W>k?2eL=7%Ys7*
z+T9K9$Ti9bF!I(Cu^uMwJNleuETT+dcRTUQG7?#?U-)EUCg(kPyND3?zrfq555wAy
zrDNFYCA1la?rvgf^@aWkVUrJIYZ<ovZN$<TLbjAP&CoikC^l9f5Z*?N39Y-0)@QQS
z<RArT*@L9g^5kp8ojeia)jfpQ&UkfNwt0C9mviVa;GRP_iVTe3vA*2kGt1Sf<<y)f
zH%gtaQ|mZpNLWv9R7Uc9Ui<I`+h$zsxz$T(GyW|Cnenpn^c;WhS)}x8;N%p4M=Aa$
z)k~}OG%;Ck@#ICAuZ$e8=FZvBV|L+pjX`~aFZkh=qWf=a;-To9GLr=3M(oR_SBUzY
zYj#Vpk%fki+&kQmL%9Mo_SkE%(N&C&T)Ez;kJx+Y!FM;~BDxNvAEi5elz$ry)3S|*
zld{4OQJa%Hy@!Ol)+MJ?(dwmvB<^%d6xy$t>Q#+bt#vR6_kLPR!glv!8%1p7FEW6A
z#j;-`hbK!pOId`QqWctk@wk`b@y6nWHQ21VM8NxB=H2jz*=;9cG5Yi7@ZhEB{0e(_
zB-Wg=d3*e5s|^x+XxLLH!k+W}w>52=n%GoL8c&xia|p1+>TYArRCzo&0oJ~8T!(y?
zV$SnB1h}TY?)hoiEav$m#=P%`ad&*bVQ|RC@ZR6xgRcRH7ccPs-{7N*iRu^dtpA6b
z8rBJXBmSJJG3R}438Fvu@=B$cS%GKDUX5}&4E&y)dO5Oiir<qIzf)(*EU2HK(mQ{%
zlX=zb<TY+=GoEek(Z}D0ko>Auft|b;ZYemL8aDG$WukSNjoF3(ax(+?E4VcPO)j|>
zVmtBL`c2fHjO7&K;<Svu^_!@R-ab|C5{G?m8$#M*7sxapju|c-%WYhcI&~#yrEsiK
zAd8|%R{J5~{Z{0=;SVj^j>uv3>Lt6mo1N3$2X>vBAJE-emh-rRo7LVJc}IJXl0%2v
zdHp^5;`(jeyapeAZ~aC|k<>WC4)wR(Lw(qTwrMqE*s$MyQBt76BSq`(_Bk!(RXz6y
zY*`mqQqX=PljoV~2DIlUjUno|1{;}`B5lnDIhgoiY;4GjEG{q5r6~*p@1?sTa_xpa
zLUmFloP1AB173Ub|FCLyI7h?#SZ+-XbdzT(8m7or&HLWw^wOGPo?BRQk-Im{e^z}3
zmiEhCSAANP3~Q%wIjuJc9M=$c=6YC#_gUiZvIJJwVaykrc4TN)*CEYDoTeM(Zoa?K
z#|D~>Og>H2c?|pHG!bZXA2h3+58^t#y5qc3&SJ&-q~vBBuvyiN5ML4L#ng^&XZj^Z
zu+RRq)YGs4n%noSL$gkJd+}X~=*oB_hl_#~!^DPrNsOMz;PXc9wE8SL6ze83VP2S>
z)}!3chj)Q%t4SZplNur4{+HUqZs`)FTxCY=T6v+p+O&nFoSM(Nfwn%6_iFowH_h>q
z_JEDn7r};z&%4y$L!9YdF0~=+(MNW{tbp!J8Eev4^u$Gw_g=35mA?>Sc8(Y3S!%YU
zD>k7(xh)a>W@+lojp`1gXe+k6(9Dg~3!rmdW-rKEhxq;6nsh@wm@UekKFCdCg9kE#
zO>%oi>e#tLJmHI!&#@t1Y0;gz%@_GM$XRz}5PjEmZ)2A{5(J+2NC>~Zo!`-U-d}d?
z_0K84HLu^h%o-Zov;BQ6t<b(cm16qmubkAmZ49M#Gqm)>4EvE@j{>{*1G}bKdxuqD
z4NOX<4_1Je3)iKz*)`(-&}PeXU~qhYHTcTF!1*QETzr6mkH!a!z}YZi@X2=v<ZbLy
zz<|K>0R!Q;xAPx?$DghFWe5HM>W*iJoD&tAE$yX2YX3@2Z5-Wj6ZihxnmR6^CO3$W
z1A6|W+z@sqI~fYH)7Wz>l97t<A};=)C;s1oiy#X@eAbfxcTG${ec0?1-$Jvr_r1{1
z(M{N&20JamCbttdXs=Lk-2Pkv$L2vu`k^5EA}?d_UA~Stffvg|W-A`l2stn11m4~Y
zuXAW3`s9urgsz>#)DIVul?FYjYv}cgYq_;gTaa~GMgeg1FHYd?-SDK2y@P8VAbNHn
zM7rR*9^ELFXsWHsSzRU<J(X+Z|GkWVSQn*ymK1oUsrP0Em-S6P3;epcAowK+GC2_9
z-8*O{p9I0>bq4{r_kkZyO_hv#Kx4AOB%_wRcX#f$u`cCYh|@ntRV8;F`*XiWSaYmf
zS~qnHmzb5ps?|615;Is>wN4rZP9Ffy)P6i*0btJZ8KLxX4Y^-DJx2k@H&+v{i~{`J
zjZW76$B0MW|5;+z^&fm>u_Cq>T5|glYRL&TnA`7Xd!Zc7G@06vTo#cxy?3S;oYapm
z&F*{uXI+QM$oRTcz{_+D+0V7LXp(r}{$*|-hCq<ds{)oFzh3iC>(K?)Sv~s3&fia5
zd^u7aec&R<QhrJJ1Q&<~lky0;*^08E=LX#(qhR7vfM&qQFUc=OvKz|&xUBvWaN^$;
zY*%`U#?W0*E7-vllcwYcH9{`6_DRK!TOOX#-G#fUp|8~4VMV(Oufj3%VHLiJoK@z7
zk8Y)b>RZ?)wT{3GA-c1eT3^F|n1?D-f3PEe0QIqFXROfyOgzGsN<G-StkJ&#&RU~E
zbh+$%2fJjD5P04o$<_8-_z%NYeWJPkM0>A~r?RinLv=D`8e3Wls%0aSueZHrg+$7d
zdQlX5zEdF6<JTLrGalq-BF+`u8Z)Ehme|JZtQmc8C-(m>2QMEe$;v;d5pp3ksslQE
zv$TXnO;I^nbEx(D%d}~HNyh%;nmWu=M=}|=-^ufz=0;6XBq#GWG2biL2>SV^TUf%5
zia8;FP$T4$m<t`ov+(M*3NN%x6=$gm&*L>oUUy@_<GMS~<=$AmJ^0A`|N8r(C7q2>
z3vrJ{b@uF)hd^#>JfR0=WZ8Sa6cNV89MGg?XQi%=6MYQ4arrQCcf$l{RWRlYWrn5D
zl0`wNua<Szf*&TSD(k4~BmCfdV@tZcrMU;~o})s(n$73*Uiz=y+)yX+eLbGvsE=sp
z{SQaCs64RG=;r|;B~4oEVdU2;WCIGclI`8IWLc5!-G`$ZWdCu^>t=WZS&gyL`jEby
znDporTp#t9Ba;cNf~#{m$qF#5v$7LT{ar)uRQ-x2X}-C?ep`RBd@Xhg&myy@HbZP?
z^GbV>`7yTkk<@sz?f%;uIxc{wbKwPfGXVhh>8PoA4`DsDQ{<@n0~mR0q__4OF}|vj
zv4TaUDKlmTiCn+5f@uvqYX}i~g?x?oP#*@h9q`4lujrC%^u24GvFWJ{`X`jp$hr``
zHz#$JNc7V9DNR}@H9<>Ds0S;=dpgM!g$qGzaY^Ffi3;Gd)3RQgmc2rZxzL<*cgS+h
zz0~hW3p{_`$NMM1Sy%6$Am=?k1by7&OKVyKc;63ub*5}*);v3GZQQx>(qj+59vh9!
z0~49=3G2`qmS7@tE%_w$fNNS3ncI^?5+HOXA?tgQO)~Vhy|?~3#9jgKo2*W&AkSOv
zg;Cl4=Qa3zTx0j%-an19VVAX-2>N*tK}px*Z{T+6BqM)I#=^x_4P?WZzL#9*cFW5?
zN>K)ZYA+=L=kBGskJR`mamC~#dG4f-!AF3*2_*@&yO-K1GBEZ_3{YP&IoHU6HLZ-^
zE<#P2cP-Y}+qGoB)Z1win$_6|wt_yywYZ1UZzu9F-b?!95_WeYuT>ms4{wa}_579Z
zPq<0*-jO;XSxrs2QH}AKa07r(;iD0<PiuLzZwK6-@neUV9dMHdq*o$yPRAj^HSl7m
zBkPI$FYj$2%;Vlho~$bJo(95vW#)e|_2H_tJBh-FvC+82FmcP?i5)u~<X0++G!LAY
z#4V=?_iv^tUK~0g<a(GKKGm9<ri#)v_^3oz=$>1_^;-QAWzuZ2%76Z})icS3-Ln2E
zmW{n!+eG*kVi~V;qcO}W@&4BV7hhHVmDKm9G3Y_R)Np=jY#k<pe3v!!%kOg5nP$I9
z1e^ON#iw3NeSFmI7|PdUvpVDeuTx~Jbx0o2A*!!D5b!bOF%8Tsj?2KJQI~-SrP-a^
zn<B(}$rrhV4G42nmD$JEcY&@CgZhLBbM%rhla?%}{`@Da2B<e#CLZ?2Y_)~B&mOi^
zWxNdCQ_=CHq7#D*b)b4_di@3TxB(BGr<xmXc94qkRIOwYEd@6#Jk@-9@(iIX30aRL
z!yfASgDkjBxqtBo>92o~yo1Vpmk9pEciCaT&>_Nop$I%1*jVrjU9+9nktJup;Ly{5
z4x8022Q!J@Goo8a>iVT_S=0^1suzSFDwf_u?dX2^Ut$FNO1a=F{p+QJ+MO<p9ardb
zT_;Tw8wVTd&NH+mJ}9?5_IB0J@#@ZcL^3J8{i~cFeqR^d?ZjoX6<Hqfz(tUY&Ny9C
z%;JK?byAT-R_!jGoEzT#u*UFkj3Z%gxx_Lt%|ph|HxVw5(<ga5xWs8Hur3cju+#Z=
z;!TDfT~Kh~BFLN!6K1=RnLP~EY|AN&C_}mXZtEj{N)KOf*?(I@FX&y-q~2VRwT|i^
z;Ewd3OJPp%d#4X_*Fy3{2C&&=h-6hRfnWDB%BR@yF0|U(t@biL%iG<<%sCo^$h%&<
zA6oJ?5Nb|O6Ks1Q_Tj8l*~kYn!mZXnbFZnr-R!h|?@`$wV=7Rc_3&9oof|z7W_l>}
zX}Nz<c3%ukZc9I44GQc&0bI+&lNI1)BUE8W@HOJg-u>~V)wpZD<+#|p|1fWFRG)S5
z2bqm}3$*0pBh;MjFjDi<V(cSGsBA~BZO3bF_5Nqx{I(`zURpXz8ZoHa%mpCw6CI&I
zf%6<Nag8_Jk{$afaxX(fHco7R=k{Xk5U}y;cH-i-k^MRkTm)HKyzC{vZKY^rI{Ku3
zV*DxV{VB9{YFse(A6LLe%_(M2micd@k-i?8v^o}Ex5)*@e0DFKUIE=r7SWwA2QGpv
zT<|iYDVd{Yrz)a49sJ$%0J^@Yk@`1F>h-5|6vR<zyW)aZZ0`OBr%-J7IqY1Q0SmI$
z!JypfQ{0=Y;OGpC`AZkQ=4M@fEzPi8A;)jdpZt&VRZ{S!#@x6i+?*ToQF8FiDCdm~
za>L%pk|&q^5(Hk_9Ii0GWDWn}-&CQ&gB|$;C<%L|ywEg4vvHtIN$yDmTaVYO&^0_+
zOL_B#b}H#X+fNGX7F>TZFKN##tXgkTIs*K5R;#Fad2j-(Ts1-(xxR)Buf0Eq1jpxA
zgRk|kmmH5_BZGf~oDC2#bi8(T3%e95An?+9NC$=ri~5sHEjGXG$R9whfA-GeVQWq&
zzjEoR4|RbhyO}-7jmMfN?q`uZf#q0?$sq5AHOUKkjUhXd^N-sbzlI*zg>XCZ_VE#c
zc;X_+Qram<3zDx;cgg`-(Fxnl2TM6N$kvY+l5NvGYG+!LGFdOS{f*z->k!_P7%$@O
zo{uDxHyf_s%g94d>_S=r-4$el{J=$!B|(nT?Z{=+oH{PFO}%@iI<|JPI>va1)v>j6
zTkBbkJov`ezXe)S$_TY|P&;8tc@q54>Q%7)fJVsG9S?ogh&({UO-978HX<1Buo3Y$
z7?HszmP@lsp(Q(lQ1joOTmxSVei)+a+l%Dedr7X|^w8|>E&36b<)$g`Um`hj0W?Wu
zQEAZPy<HM=E7Ad0uuEWup`Sm<CFt1wE#rwrEEhP3pM3ATcn^5_G70&E8X*@-idxD<
z-y$%ynN<Ch)rmPZ?AC{ILEnE|b1%6xn*+J)R}4=C$zeIag?w{Y$%tX$_Iv$e=+&L9
z7_Y#CvhE1^gBl^1WL=DA?vNQys~7O5;<8e!JAI#4$Iyqh`Wkdzu@AobE*5WNmvlP<
zFGV~7)9q{c4;xWAUk~;{!FliNbC&4<C!LckEt9jiStg8p*fK34mn_rZtIL&xTi^xb
zguq`d*xbT@7`f_WP4&lmS#lP=KDZ#HnLE+mo5y%hu)Wcq|6Yv|)Aa*1&EghZ&-G-y
z=a(B{XO~ron_aJ<!{2L+twW=qRmytFywUxyRZ#8wZ)@<d1U!+3{(|jO0?|*e{$_M?
z0<&P3wY{H3hrp>lEzmj}1Cc8}OJ|0W!H?6}_T#MDb?wCl0@ACi7os;Kc>cV0*=@Q!
zR4W>F@yj~BN7@Npqvf|XZJy~pGVR*ss36|c*5w-4-G)p2@h2*P%Na;5=;~|4!1_JT
zI2QS(&^{xVHHZ+uGLBx&Q459<;lA?iEyg}9YcsAJK8@W|88)6yJd`;|?dus$(;tG3
z(oAWi;JlfkCH8M;O%dTe-}#ajwJ*gb-JnlY0GC|@C+%s!MBJ5P)~`E6xMp7I*ZH{;
ztKiUK%%fh>G&AeTeU|w(vEafX$OA6i<oinQ+u#H5TJjBIarl32<D~sKHW-L|E)d^y
zIIcE+*f#ti`5K<0uL#7oKKmPvVShakLFP;KFmqQwH>pYW7)Y-{_Ysf59*zCCHEo!n
zO_tn?FN0M9<VAZluJLxXTp|}{3#|X0`2R}aOjbb_*j+6n#OejFxrujE%*?lz8D4G+
z#Mw#KH@z``4lSK;;+FW&)x(XtKLcB<W#TLA#<R~WhDk$n8dvLm5Vp&G@|kOFcQ3Y4
zR3$%=0qiSw@ESQ1ZhJP|b`%;jfkd`nnZPg`Zu903;a14ExS02_pY8l2#(PDDT*K~O
zL~C`&5eOPpANPy>d)h`z7t!dh-e9K20;$s2FQOR)xVfQ7aNS+FR#9c~Km~BwYaY_z
z`6cA*UfeFfgm<ME7wl>;4&xnlih^D4#eFfb;Kd=tqh4H?j<8urZt#)CjQC<~M^Bdi
z5<@S&p0{^zBs(so-e(AWXXxQdNKLEq!O!^j+MdP2L(ptdJ4nX)3Nu)xjLnjp{VrQ-
zxc9!nVWmvVJ7Gm_H5ror^qX?F{{(lly2SqY?EVSx9Eq}a&yc%Mj$}eFA)^T{rl6J>
z;&XeCl3HeGp1B`KIW~^+t$!b&I4XjAFVDtNtm;F!*|;Qvs&De<nG60rp@w0rJ9vAJ
z^GQb^q$E4OP-R3tgUc%CuLfqd@>dh{>KH*DP{&cvDhXB<U!{HFe=g-cba~quihgrf
z-25xpn4R{Gs&Kz8^r6O9;|r4aAJ^3L{j4h3I<DH7eaIj;^V}=AvEIbsYr!tiKKjo-
zI0#PGEf#2<753!n+_<eJHL_e%HdW%!sw6Pr=LrjiOf1eaH$7dN3uR-2%FYlop{(fA
zHEP67g|hMdz7c|ELs`*3nqvl4UqPmAXluX3c$4bGxW`pryi4_c^uec8A3{E%`qu17
z6SN=1j(nE)U>{nv9g7R2Qhq0WUw!Y;Bx$<ybk#Sh$G%kG(-AqV!4d8&W#q-!hY4u+
zRs;xJy@{9E>1&&#$Jzemqj$8DYU3iZ&{sNG<S2MrG3=QfS#r5y+o(YF^V;e)=+F{n
zdUv-#+o(t1+=&CW%fYqP<i(%V2)VSGOxosj4ZgR&$506mrKvPF%w^5|XlL~P+ZxwQ
z;gaRP8?4vrv%s$tIg0FHFR(>_e=o4rfi6ZmU=d(mjD-RHmCQQXCNd~PZRK=StQ#d9
z(1;?<h&kFOktV8%hMt`$tjTGFR~V}{!dUf6Xq!pz`4bp?WOu_OcaIq{rn^Wm<y~yL
zr%FV;&BmA~Z1(F?-2b`P$gH^@d}k}(=w8VzS!x7Y*g_H<XsM^T4@+MSQaqW*BxKcV
zzgEq@Imuj-<+)5UrRqA+{y(IfLoh<+W&d@}o2E=jAZ>SUGbUe6Y;vGyN8Dyk6hh2s
zW}#lRlGjp)^T`VEO6E^EFn$sGx|@7_cQx};CoV5{lRpYP;wFDDu;3;mz;kZ$1oPo!
zSN0>;_Tx1)Nx?X~;(_}PT$AsQCHJy_cBwXX$SqiDePwg+Gf&j)6J5-@!P?+KU^vl#
z4Y<Qg=gzmkv(b#cu=DYD;^MfG?HUhU1X)V4WXW-xqvp1l8R`hx;&rA5+=ei|hC0xe
zq-^GyNnU>=_9}fnbulKEY+Xy6F&XC8=563s(-!{+Gy*R9Mv_&TW2YXz<2?NQv;Bj5
z9RzaRz=`W1sA0)|#>1!GYrh`;*Am-IX4#&!0P!Xj*6e=~q5UxQi2W{NOrh7>@37i_
zW5DC~douaLS@6L(w&ES4mCTY2N1&zTO8{;7Wb!4`<ja#809Q9Wb1#eGn1px%&9%PB
z-Gq33g_LeUq7y-RDuY4hNcV)ejVP~sJFle|MV_nxuVAIUu%Lb+H0ORkL^t2$$W0tr
zWBtyr#g!b+L15V7oJwD?o+d&(>1j^oFEY(vB%*>l@9bXIp~fG&>jwEur{wqLrn@Ut
z5u0FvI+S!_ZU6Nj@!r=oK^#bKYvbKC-iMiAyKaG$`U<TDUzzj_iv^K&sKx&wYX}~k
z2y5v$`(M*_7L;_{<Qg-0@wXXa%O%0(8*uB~%-vi^vCRVP=!xs*_k+I}_<4eD4LEk~
zH=M5he)_?&GzKXOKcNwDAvZ4G*17~gqNxjTQ(IlD_56BG{aNN-(8}v-gqeg<&b<Lv
z($)wqr>zOKy^Y$@#^yibPd)PMS|wvu4pM)cl8ZCEtU1Am$IZ#aF>v0FeD;ZZ#Z}IL
zAjCp+QfEBvP1J|^slGa2e|487L$0z;GBZurWmPXp7yab@l2@#1!Uj3tDWyH>P04)~
z`Xq8$npcU)k4^p`fKK!}fZuGN`FiYP1v9aN2Q$Jge2;<^yoTOW)8w{+-K08|I4iWw
z$Z2!osVS~jGdemG9c_O~0{Ba5i-IP1+#aX^F6R|VKG8B>M!yxzCT+j)o6~k8m%%8u
zFQ#QR+Sl?*stf_1Qe_?HzC)jhYw;w8-uc`co|ZiHi2gl@(>)r^uhzd`N-ODK0Cz(F
z`We@lw0Hio_JI|WvA={0ZvOYyHf<u-_{X3?tPh=>UznL_7DoB@e^8SzxS#DE(Qpsw
zGx&K(K>hEuk|Oct)N9<(i>E}UGWNEdXNw$pZ={z&?8>3kfA!QYJR40fZ&Dd)2fqG^
zL5-s8%jjtey%v^&ZF2rFIws}8o}@f6;OA1{Ny_WmrGdDI7uS1hm|nT~qjS~Wx3`ve
zv$ay0c>i^UZRSUtbs~4ZcU@Sd<m<sr4vu(x`6pQjoOkw&ROY^c-Da}q;mHlKpSog<
zDB;(z87~#LoaM8m<hv2++D_@oTN7l=5_Z;jBJ8kQxdq(OtssBU0D0%p^*H<MCbi)7
zSs9k~_PTDON*U29!jYo=*EO%3YN|`8#$k;SpF^;B5O2|KXdIJ53lQ^-!vxw7Lr=Ja
zyEs$!b?%_?ce;av==w7HdUx=%=o9WB0De~6Awlk-nZMC?_>@gUTLh*2th1&1{Uz}K
zdiw)OR_8A)-jjajYFL~l+urDtnPQ?R<=Q9hnV9L@KF7mZvgucV|LdmCh~7>=W$^zP
z*Q|lVa7Hyy*uTKW*^%8|rW~cIvuB&e%W06<Tt)VS$aN%EaP8is^fBa~6o<1EM~0Uf
z-97aT@-i&qjz_!X@aJE&yM1ZZXNTAlQMZ{!x!EPrZs7bp1RPh&H-K-^u5KKU;<5tZ
z>g9Wzd$G4bmuv=nAOqODgZjVIcv}G5KqSAA_NHB9@3n^Umau${lzX=gU0WD1OK8m;
zGiwVGW>kx;1wJfkGj$a~;{Ha6i?E$J*yfVvZ#e7f13}sY+Ad{DX?V&z7tR_ksrS9a
zwzO2yY~F7;`<hsogH6IM%4^U=-rPfg{d#ZC`g^>&F=BHSd8Ie^LF6HCuFreY!eVMy
z#2qN!nsizl^QVJf(IRR8b)cI?j%;kYw;kAPv8gy%v;TvdcrG?Qr!6c)%=Br$oCGpA
z0V_-QO8xk<2=XZB*JlR%pP7*Uq^+%XW@VQ)$&<4`8)~p-3^!cFb#4r}wiE@{stf_Y
z@+T*Nd(wL@mIMaZbZaHTM$l{0;6}7VA*G(={=IbdgTu6gn~X77{eUo|PrMe`(MSG;
zg^2qtR2N~dtFnW$&b+QtWzOE9%7$>mMckFD3;`ZfWnJJARo2JF9kNT}(EG^Jxtq=+
zw1`8t40H>8YGq&_Y3#js)ydu%*HI}|HYn=U(A*Y7<R<J1CJgdk#AO4uE^t(I$7gt?
zu=~KTtl0!`?-TQ<Ps}m6=N9I3jZUc0T@Z(Eor^Rl{KXQ!p><F!p(SsjK@L-~L_EDO
zM|_?>V`2#{c?)yE+>|?`BnoiT<+Mym<OSU}g02|DzDN!03XYps83^~F%2>lK=#D-&
zF4;Fo$)SSUsSOBQA|93N|G@KOtkT<gX`)9VDHKrYdA)+1RelILYFzHXcC<qJiwtoC
ziQ#L=P+OLb>3k4tckJs7ybI$u0rwx*)OMcQ(RVJp9W%&%VYlNIZtxgZA`2e#kB!6c
z?R<I{c-b#T8m}MJ2)VQZ#z<QpFTsNggA{Gkw`CWMZ_up+y4_QfhWKeCt#>Q1X%n3K
zarx8W5O${99twB-e(p`k8}I`f0q2F>Sud@rSPrjK)12c>DWz`z)g0^Lg4k;nG1^MQ
z1(8C>1syJl%srZNIx9ff60yCP*k(tjI3Bb!#N%(=S%A!#_9Dj=bggMmGy9r3n~njG
z+w?TIubDIFgKunIdIPg$$q{H_U$aY~B~Npe2vR!vV;&QbRj=J?$?>Mq$)$y;+)%DZ
zF|F>eZI%YUER6_)npxXS&dC(kv<18XFE@lvknK&#n>Hq`h7VliiEnt_Ufa;w2|a|j
zCSB?ig{ecbtoQj@;@7;a+xfk~lD~-%3%g4~#Qe<}>cd;Dc2xRW5%(UNX{e4XUK%)F
z(JUo2+hgzY9BR`6)LV^gI%uga*tzSWv?^#ee<*^?=kdff%pC`g>>w|+<<SRU+4+1s
zadC!7n(={)AWLZtD>*~gWCP1;(1@?xEYP7Lx6olr!CkiW<f0F50X0eer_w%)a>H)^
zHEuAeK_b<{ormAs=J+n~VrA%Vp@SMB=jSn;m8{HqcwNqko;~Q&dsO$M>Ha0~+RV@a
z7`pm4tjG~q-#F6G96<+L=xeXp{V@A~Sk{rVltoY)_O+HWtpH~YCWby?Fw=ZxQLvnY
zuWr41AG%~h5q2S;AYIS71>ey@^Ivp?U)}KNy?laVa=aUDswcI5e;m+CRdY{A>f%&B
zfn5DLlDp=6c{jCfNHW3vB@<rr3elL=(jn_B(8IpqA;&fOQeQCYn|wixd)OC@`X*m+
z@V!Yb;9hXa7evT;Ur;Q)+yH+#l$ELum8!ljFN@wC>sRnOoNh+xy)Uj#Tn96J{%rqk
z4ZWbrA~f&)W6PD&4`PEm*~x{E4cQjw8^ETwqr$t0x397}p>p6N$Wj(UJWFy39_v!b
zn&!1bLAMRM4S*`lQqnavU*wABiX7^e&rog>#t(yI$FLQd9ND1#-lXvD;G2{Oa-#5n
zM!+R0m%1x1!FQ_CjOH%5P04Yk3Y;nVvnu<Oy#4D@oVG@Y=@DM_23Sc^Bec@3V+AVe
zI9EH5G{}82LxORxov(WB*Y!unt{lL`)my6NrtXul2IaHFoh!GjCHZ1v!Gs{hR|}>K
zsSg8GeSNn6`g#w2p<sH68BMDCOus@?oTNP?oNBd!1iJD$Rtlc<3h+P%RyS;$K8+5>
zFJy9cgSOd?f;$u51zx^R(lGL%M#zOilL?Y_oP#G?o3xc}2F#a*9ojX_kP4KhHYlu_
zQrVHHY`dxKFo<iCza7|WBF#@&09fj%w$c#N6=tj|!>GOj-IN88r<NV22HP*dW)<H*
z0nTc^e}G(4eF!?Q`sBFa2KqyRRu0O89D8|YI(o^=LpdByc^~X`Bicgc9aki9I2}Gl
zEhe$oa|@~*;FfN0fT}z$s2q^a=0EH{yL!W8H=E=#-8xyOJRjZexznAW{yR-a8@_X7
z{|7blOjPE{5YI0#0?n!qX|dcTX6!1M%1wID<!42#Ub|xBumahCTT$ovVz1V!xu^US
zRQe~liJ2_WVJ~!iJ-9Z8<aWvp7Hc7Lb<%vo&iQNL;28z7*W&mz|C;~utCFdbTK@FC
z%sM&Rf97=A3+p#eq+TkcUBBfoNG*S~B`4bjgN)?RMnNur3<O&uw)YZmKB^|&E(h%l
z@x&XWYeP8WSOl3e@0Ox#9EniBGLG3TVdt$RLeFh$k-o@V;16Tl4&Pz$>IUjwmt3Pj
zOu3V^{pV6W66X6;cUDPVXLK$s&#ZaMq^Ix63h)Ze!ZoxXh8}mH4#B9=ms<09m;3ZD
zaI@~yKL9ScPYC(A`xI|;pCE1$IJy;&4aT};+xs6bBqdCj-22e2kD7^n_m*sOQ=01}
zXJTI~nRhxhk@Eub6wiX9Aa*tc784Cu&<&`<n=H3|Orh4;`zDiNjY6(3>^pxap|v6=
zenSprQS}G0Q3Xy~1UBZN?LWY+jUxKnKEvNW_yzsFoZIeNsr@WH!+joAR?;4yyWhIZ
z9h|+_vg0Du>t#ZJkB^gf%mfO(B>WAH6PuhxvE8SzZ6*_APh<pJBDUki-QDq=bu3~`
zVfX(G5d3<`I_|B+Gtj(YM6lVY*F%PJlG;(f?+^I1)Sal;B_?gQ{pW(J7on*Bt{G|8
z$|_1b74@1nU-ldIzUJMFN&lT1xoT)X4E=fsKIbYOA`$Mg-Eo|j_mMuy+Yw;iIr?H?
z!7D<D$GxJd+9K}`LBLYd_paAHoT+Bb%&!ja$ph0hc@r}q$679q-L19mbcr)@tdlIY
zqvT8CSSI0tu`7vL4>O}l$V4q)IXJqP_-VGoPG}8kr}dIrDDm?*=J4Bi*yBD)_glG%
z5iHQ*x1;Z?A6#os)U|sCv3>H>PH|CNU*Se$*mK>8eQ=~Vi}X*9zc>)9ST<JCt^4et
zSjA!*P)`O}yz)b^74pVwaS!F$4D}=o_ljg(qwbtx;dJ!@e4FZ+xf;VOX$*K+NzVbZ
z+WDKGSWwFd@~~Q-I!emx<3XW#;g_ysKGb>B|M;sazK5A}?qZ`bbb7Q_*Mn30q{yf=
z8=9rl3tD`WBbFrn_<eK2=diI-P$H|G3Ud+m@8{0M68b%TYYYUg0PV3}KsF_!&q{<N
zHZMDp#qq9L=Ej+eTsUhRRCef+31`K`GY!Obno`pC{Js`~X6vzH0(XuXRCooMwpp$G
z0*$^&;e8T&M&W%wx1jJ4@BxKq^pgHZUgce77Qe+?s1MEAj7B8`iU_VqZulm7wSCan
z>C>I5tF}pz^Of2*c7=6hwKu|krG@DR^uq)+v;I$c>7c6*F&nx!b&JVkdG9han(7<%
zK0v2Yg%<Yx=QX%rvCWR$UwL4I=<G(JHSqt3X>seD)k0g0a71MlyUoab9wW?5?Z2+U
z!wPUmmEvYKy#mqC!Q>)z44j-8D%9n|(%_@-_vYV3ZjGko2Q@;@i@JBx=95Wy+LMr)
zPJCAic*_15Q{T$Uz)>=(6+cIcJ2S|rNXfClrrl%$z!Iyyi#3yOpkGe(b<-WM3mz@z
z?9JZWPPj39vx_UDvaMP&=g(Rk5T08A_E!AEa8=&P10CV-y}cfX$J!!uv-;YVB&I4}
zRo$s)fxgHr^*1%tW<i4?xe)iq41n|FJ%rwm(~r9-hs4zEYh4s;Z*x&F^l=x(+Phqo
z(MK2WjI1XYToi;{Sk9I~7salK+YC8A`3pWMF?YQ?*{|=K+bA}c4Dy~XtP>MHLUCJ^
z3=wq!>`d*<D01iG!3#380oxm>)t)1+7f}|;HVv}Pz*RXfibbNh6Hd2sBssXjdY3@p
zlUTe5m?V!2ZMnKR_{7%v`;qN#hAUln;3CL%q~Lv!G~7B??VF<^dT*sHVS=j%)3lnf
zC;P8!;5-vGlDowP_u)8wEwar%pZz=wF$-hdS-kml3A@uo#M+P|!ju}bAvPyW8@svY
zGTw@S)NBy;7Vg6eRngaj839)kt{%t5!mg$o`N-gu;zzyMsi?!=G6iu{NT$?g#aa2(
zCURW-e(p_;1Tv2nt8lRcF5Ms!H_FV>_Z*~$Q0JQ*BxhGUNEq<2gER-sI!J?0Op<+f
zAqx%?f()fnSF#@NRTcXgqL;^D?|N9{e3Lxgj}Yu>8DCkDfEDW`!`Do%y1AgwosK4C
zl=*a5ei3u;`m$F0<Y4VKtDhWOW*dPlOcXjp_8-^8VUn26+NvLK!e^N~dd-lvFoo7{
zF47>eR{DNqYe*;U6Bj||g*glQ?HY5}%V(5E;cb%skkZ)Epbs!ldik8%0I5$e{U+)|
z?NmPggBZb960RP`9nx|KE3tbkHHOzWXt|Fv4{5nUVpz+~APZU!LFT?aIg!7R`OuMn
zUtT0%-fL(DrS2EP8rMWj`^I>)e|w?U5lGs_J1?m=nh)?(4n5gg{^SLj*#?w1P%BNk
zB*GRrmAQb_LI>c>6Ot~CKK5=(Q+T2&%%&;AAnyL}x*6E+8__F0alit=l1vCj`WiFZ
zhQfS<1-r?`LEm5qpfJZ3T`2sw2(oi!w0F`UU-X}%ev%{jN`Thm&`?pHRU-#=xJQl5
z?{W~d$r!bm+gQ&nC>4NPx-+3LrIHtP5s;NTf7pF?^`Xb!7cY}qn=Rhn(HYk5#*=!d
z9qCx7)M3GB!#*GJrvM+s2(^-s^+IIg>ZM3qsJ!>jTxdn=p>9W0w;b29?3<3eFmtoZ
z22FCeMJ5u&eC{kw!ZNX?z_hToi^E?vK3>h}dqFBzB5Q9FQ<S$`&=RZm0nKcSJ%@zS
z!KMAzHL#y*<!%*)E3{vXY;vx(aluUvLsl<=%}u~I2T#g>PgsDMKO?54J7O2Hd$~H^
zij<F!a_@@ul@%c$-%BeJ=73oPf&eQ-Rjj2w3{cy)jp1HVa2Kgx>x+=suA}Y$X?^Qm
zJ7812mWr(VuWR5mqu}UXkG<<ie>Jkr<goA`F2F2w9eJVaXeBo55j|x2vPZNlGRPzP
zbC#o8<r5*)C!dHQoBNP?uLwczy|c!k2XeUNFvlM*^33mswSg3<{z9i+EK;v|PU>Q&
zMvs1VaVDp~j|w*?FG0Ayc5%HBnM>3qOQ#6^9*yXR+q*cWFB%OO|GfK<hXYkhyygOK
zZG_;}OLB8N`97M^Xb;VhpXVWzG-j$X=#dU*BLq{q-X)D3R25Z+rbj+QoC~HD>uY>3
zvdLt9N5M^d*IXYNm*kben_L<aOr<)QdQB|!QaW+Z|0V2xFy;7QDpBrT)xHd-9BNl)
zgDK9kAi!)j6SXXpF;&#(W^9aF-GJLsaM20DRGr?^9*ImOVBK_&$Ejc{1vXpsy~vi{
z692;mn1x`<Nx{@YY}PqCgqWmi7duD!s*9oeUJ*h);T6px^X?FYjO0CE&<;dV(VS;l
zF{xm;eZGO&?ztx>nA*E|a<4~G>JO$yk9J|FxnSxPTmSVmzr^jeVe5s+d@yAieG#Aa
z)m%#k)Cww9qZ|#h(}K|$OAag-YWr6ieo3xgVVj$=gFPjh|2kwcSP&+CF?yW1?|BB^
z^USSFlzN_L06)S>SDF0`5n$Hy4B%(z=RD7(&n?0jwYmYf=U$xE#X(BaackAZ%(7Zu
zPaw$SdLmBMt~mt(@nS}L9qXZA+V++V!CrGLE-_;pVKzxtjU<Oh+g$z4?QN+ujxt@(
zm@2O`j>B(ak(!<;YaN7tq5N=_9c<N!t$hFX4d<85e!W&_jj<1Wl3H`V=-yFYBeUJ_
zP8#o_W{^(bW;NxD=JthuN0MISDv4E(vv$Te*w3(V(n9v)&oJBTpP}l1e+c*Z_t%H+
zdPm%+hd{GIO2$6DJbBfI9O3x`{w(!~!Z?uYczdULr7(zWyi^!|xxzqjp(5)_)<fMi
zQ$4@p@MW;ZHK&_xwA&}QOG15P#V2H<Kx$jwe_j*Mc%O7O?a2!=bCU#%sKG6Ny4fTe
z(vLR#2xARz6HrC7(p+7l#hsj%fRh8m`#?edG&(p`Kn&qVy+?%KPi~D<O<;IXBj|j0
zrSa1A_9Q+jrDR9f_&dK>CQ3t$uRFYazlT*i>`ZN8R5O`TMb3E@*yIBQ%#Mx*Ej6$%
zWX`1Z?~fOJ<#fj@qeE<r$tluIxiOQoi!GqMqcTgT*jU>G!gFi9-im*iu*y+=q67R&
zqSoWo&^9kx<J@#fC_&7o0FAG2`<CYD-c~Fjh}nNzQ@aIQvB*usUuFbcsLWd7n8`)@
z2`{Bc31MGpFQfAJIVm3{pYc(?9$a)$0CHjeLmINbf&OrF{-WSta_r%m<c@#a%bT*X
zlbX?zUEMQN_4z=bp~y{3b|_Qu1&0Lbkna;4L}vrI_rWXOI4@=o-*kh%cZ&>;Rqwy8
zsTYJmnsh>%q88)7z->sSsX*_&LWAHY=(nM7iqSR=LkBj(E=+|>fyFF-6T4}~-zrf>
z9dGU-L&x8$l_71Jr5=l(ii46pIa<GQ&}-uTmH#`p%nHXoFJkw%7@yVmehORDBvyu^
zAcJW@J=bi(Yi^L54S(LkeQ5qF?s+l;;Jw$@<J4gIqnT7n@l!%QTx+}Iz<Zp)-;i;X
zdO`S8c8Iqb74r{pXENmQ$BckW%yuEO>bWAjMAx7zE&9wocfkeuUS7fV7z5U*=b@*z
z)(S2Mz$}c9pdQBz_TjJ8L71-9bMLL09-W)snhnByW5qWq&xc^w$2^0Bf-uP%hDK{F
z3Bt%#xCb_f&IVy?;L#&rj^?Lwk#&_Cc$<-L(}*`Q8+ln$Mstd6Tix_vS(%TqGiScm
zu!Cp5NUCSU-lyOPpWUSQp<6>HPX4eFc1hl?wC4Sq)O6P%pA}3YZu0ezg4xlKZ`A0?
zFoDx8AT@jJ<SpEXZmPnBCo=%vdu=^I-B~WosluI@Sk9%I(AX(rUIjwT;~LP+U9(_S
z-{3RL=f2h<iz*LbmS%}PrtxO54}DoVgTKgw;&Ino^Uh#sbhX(u-~I=v4+RFKPt<s+
zG8|}4e#KFG8tXi<L3Fmu<R*Bk_-NZ@-qeUKLY^Dy9LI0s&|}ik%-swm;o0_gWw#3k
z%;d7e?Zlg0M505Uv;eY{!WP!{UZX}EO_=YoU^h8G=zEm*!Ji~LFX=O3KS+?B`5@m)
ze|*-JAN3>$@H;QB$Jw#4l2s{%n-qf=Y80zi1ZJ#aL9p>m)p~AGz4XB^rmNPoA1bQ$
zQ*tHbui@45=l&0zYjUTa|5ELH^nq3J&2GQ@mw?1A)%4zHTyd#8cp6haxX<iN>)Pv<
zZ!=B~>BHnR4dJWOd;R98`Xuvp3KIdQDNWi1#|Ba$w+1$7o6^4lPKK2W^`12OBsuhf
zrf5`?H!<0x;AgwJ<jJv*lWgzUKTgu@;9sTi)$2wFvyi=6XU%PUEw^Ip<_sO6h(1W`
z%xIKp<5XwHY1?a1UyW=PIa^wAlXnoZdI@aq0?xz%{DTFErFO<3ZD6~E-5s3dZF~9n
zD0t9_Z5MluP8KrFVe@7k!M>n3)<Pd{LEA=;L35cN$pySf4YiX*#jTxG+h0OGGh#h*
ztw~ylZ)sq*;-+^da&qWC{V$N)Oj?Zpr~!0-5`fVAar)O%&U&r8fQOqrC^u8Q5xmuJ
z2Ijrg4-)_P(l$!oDFi&~oVuxnXOdS6AS))hU@)h2hWT)5PrWe1&rG22l8oYfSU$0^
zXQ9IN#DeI2G}KcY5P~|p9)W>AH-)O#GYDoF*<kqu8o0RMksI>Txvw^)udwN3b#9tD
zkagE?)6U_u)EdhqkZmLz^L~Z;>$zzWwJ<*t2?#f=tCw>Zm8}?+tvK}aKo%1a)YI-}
zAv--Alar80h@qatMouM5`dZWdV$sbd5-jUXe=o9CWX)s2P2NJt>Lswb3pkT)(tof3
zu~ghJ(prH_*kA=xFzMwRr2M;q>*o`sy%Q(<n3mA<wjH6rpha$BKU{=%SOsL4sP#BC
z6rTI2`Lx33@YS>K$Y}^GbnNWEuDJb*w1UfQO7-i>ZH}?Ytp24HI_T1Z0WU2WxI#bb
z!4~PJ+zVZ**LUy79oP>-&-kz3jxD&a5ca6|>h+D@D?rX99HfHB4d{mld|HGMMju_Q
zF5U9%r@Gj~;O`mBcs=`IBv*x2Z2XG0hG5Q)N@Up2E$8a>434>#Jkg6k>L>p-@6<1j
z9BLPHfz+?{3*vcltad{#{azq8p2EC>joF?|4tZ?Mb`R&jotyRn7G{HTt53*B`5e<(
zgDX}>as=v;k_Nwq-mm?7Ay$iR#9*M>ZvYkGWXYP>eF*l2w_Xc<=+1UV2!m#8ztTa3
zYt*kRO^mAEacMbWp{C9gu&j!PaECQrzNYC^Up0R%ub`3vUiDTvc%h0B)(g(`Lgqt}
zpPGW>s65DC^dvN6t8JpQ62U!34$><JnoEOd$@QmsgfJf{I<jYWL$)D*78~-5TqGai
z#%!bi2e>_1qf?m8-(*UM`z+jV6O*D#+}YDe4EcE=g-Zu3DK5W4-mj@=)~S0;M5fx)
zu*h0s>m{$wQfxD&wF9HI6Ni1C-&C)s?9D=GOam5R+R?Z6ll1p!z>i{2Xu$91<~1P3
zJ+1-$nvxi+0}=KM-{mdrhbnCc3e)Jj6Zr9mhlj4R5S%BPSY55g;|jYeXmbGmLI>Rq
z=!Zo(?GXUck@kjb(EnlUff7A4ycwa*FSL8fraHW7TtcdmLX-3U>l!?-058X<D?_wN
z`Su{6MaK*%Ia6MscVB!A+=aJ+mu+vMu|<U%A(u89375$(!oS}Bl2x<!)NFQWKU`ij
zTLswtB&`8dRE@`(>u*_;Wi=bE+obce#IJct2XTRQ<y`XD0&jvGDDgpy5c7guPTlc~
zY8F!Kq?^U8`)N@ff3&OCiD}j@HtuT@`q3H-6KA@e6}e$pVAJ07*9R8b(Q0aY6SY&C
zjN|<hgYTSfc;^XAUc{MVuQi9!-Db)E5p>p=53=vt;%)4bJxAb$t$9je_IwTh;TQY`
zX}|2y>z}vht$F?K40vGr7IkT~RCS9kl7)!UP@!wAPMEPeWC&|-SWND#kxeE?r*>SU
zFlIIYj!No-UI*<890?zvzyP(9Xw5k7b*K9H?rPGt9$#GURDYIuz^VRTV9BXQh$Vl|
zf=+duDWH-L%0FTNTS>6vPuv-Zb%u;cn9Wft@%N@Fw5k=vL<+mv01zh{D;#MUFR10X
z`WUVYxAPW%h@5<WzyiQhdP7K@PBNcep-mgpfv}QlFJnIh+bU#Bi>NASdr(sI(9}$C
zD!EihzaCqY9dd=)*<o%g?HXJUUNkfze^4Xjynyd#Re23P2Twg_&w9)y98YyPjs%C2
zmfn9|1KSyoS$W=L{#s<G)X8J6vK}v)h1s4O+Ye)7Tg+IqSVX#EUuPE6qT~T*AjiP>
zPwrjhlBopHrObhWOl4Y>IEXZH@Fef!tL0DLP5LG-=^K6w@kpZTZ!?qP!r0)3sl(=}
zP5Sx>1G~2aZ<^1Msp(in-5p|SX}y#!xQ5-0zfT_DF23fv>!d&rWGen<oxRTzcj9l(
z%llqn$-6^{1wmGzb2k-!lk<1Kz}P#V`<oVtGPd+p(JwHSva&De^|AGkCU$8xu2NpI
zW0%yo^pDL7<UT$38g6VJjke~O&H8Z|TS`K&2j9L*Pe+apYJ{Ah6cq~1S7inAPg~!k
z<WO_TLQ-<%K)jO%IGQu%S*_qEy`F{IsR)vvrDY8{!ksm#m~YHZfBMBiAtzqn0~!HW
zM7V{U5m$wzvj*|3w+m%cF<hv(vz=Qr$tY|LcvNBM>+J}ttE>l+_y70zLraPpp=Kvq
zlfo4BB=(`{t5Eid{L$C$NeE|Hc4Ff4tyOb=3YfJh81lG989!Aen3B)Faqs)%YzRWE
zkfPyA*24l-A6=|Iy6f^Frg*Q)Fctvlb|3fl(0kUgo@$6{-263pj=Ut;3Ut~0zHIrU
z+|W7-b>6r<jBT8L7kK#^>D2Z?jgSi+vPNq4UjORJlM@hX)77O)o*HzUhUepLV+_**
z*WVImyXotIL7%%l?3<`d&PfxceINtaoX_Naly1LY0q^<KXZ=@LY2JUK9!Y9)%RHm_
zJ_+1)|9Pc1h-}k4m?eFOKnn$}1gX1O?n7Tzp2(9KdhK%y?2^}h?U}OL`QRn(R;#pg
zQg+6T=F~DoJE)dta3y^V@Unfc(!j++;zOHP0-S0AzA6w}Yy+Aj=2tJqrpv?ZT4NXH
zUh{mCrr;cz_jHtc!QJIRZmc|s5o#qN>wA$kUBs<^jCmHeD&D;nX>gg;{@WTlEPy7(
zxD7d|{84O!VdvTm7Ut5#`2F14kfjtQ)v?Pp0DhX<5>{{DASE`ERP_Ee{x#&;SH({y
zwc*_@*xs@?4E2xE)v7|Bki)-O&?5V<Ywr0voKEVrcRS{PfqeUaPx|UN>f%Bn<mZ-}
zn%msV?G*8yewiU~iP;V_!<}usT`%7wrQS{5E4xlU%U5<?t2N-PX-B{zWpWR-qs_9v
z#0WN*T3<uo>B);^M)<cQIc=^<-8-0ppui|$ga7{P8rV$D@R?IbvIddQHKKPQJ4KLx
zaS`S{BLDBSL`@0T24=BApY@RFntY`brR_~V>nE{ieAe&h7JOC&eAH)MASHs&3Q?1J
zo%lAvJ{;e+$<Tr#a!xYbh2ET!%xrpLZ&i1%8|;%bghss(Pibe0w;_j<@8J+yc3GO2
zZ1@%8&bCXVH636M(H#S;1bE-<(!TErISDT6{_C1}uC>07yb5kP7LFiu#KIddB`*0=
zdfMC?`_;rzo#i+)#N5>NiI{8!T8YfY<vs~<xv9Uu?2uW?C^>kI6TKuZkF0BokmIWP
z2J$T~*Numoe1gc;%NIBIayzO=ewh*Qea!EFr&+%w)NQZP_ltDAO)Os~1>X(DE2Buh
z%vVOys7YehE+WKN^vPoC!?L#HaTvB*&)XXhPD%*IZN2?oc_ghT)jw4OJQa-7MK8aZ
z$nQmVij?$!aS>)=Jh;a8!`LG}-XX;`^jaU!*yTPRf;{0dO%d}x-ZvBTKHea)SP58(
z?5N84#YLFayJ2lenvGodoQ&@^(o4fm)JiwFbD`@gpYb=K<uCTn6J&i8vPqHp`ej4L
zqjRE`1s?&mCOU8X&uikpASL+g&uqzds6uS5fvC@GH6?F(F>+Mrf=XhLk<Jv-+o&<-
zF^`k|`U-ICx`mF9Tob?i`ewa)_5(zSue|eO>f;M;=WZ};wVroCVLV9FZ3@Hc8x#gY
zJ+3e&k$HuIAYbw<Wat6U!i01CoyVSeJ?wwI(21Pt+x+=*xc2CIt?nT1vj$x`j>2-b
z{ns_Io!Uf7YEv6-av4JAh^04PNNg=>C@!=n$FC-iN}ayCzz{<n&}2^KHsp{3>mtV%
zId!W$qLFUCJ2&;h=Jdi5!ew1#(c)b}{trwqGa92n)83NB8e@L`N>CgK`OIgyU~r7r
zA0GvWJE(X~GRQ8<`91K5MrtQPFnYBf8|+4B_27YAr!{t{S9*|mcrW!}UeN);sY8VN
zO3CU5@<XS#bISojS2r+YqrWyc3I5XmzYp!z_uM_QhRaA-*l6R1(+jYj*UeJOs6Gr1
zVUu!7VYV@ja=Y+0aBWSb<OelEF0F5tX810O3%0YUxeKw+0mK$P0p<H3RfG~%;LfbT
zPO+Kh)1L;%#;pUHlPlcu`?)tEPjpMh0gZt3LT<dcb7?vJ=8V(PYqu}jH)R|k)Z+l5
z+b@y5G{-=*W^TdAoN~1*UYJt|5H~winWd%h>(QNZq&WA)hTi;!=kAQUGlsqhH6>kZ
zFT)HkYvDgi+?~zmt@|LeN$wrcl4VDz1*Ip|@)v_2u0hp!{D8*Zn_14a<h{EGstnUl
zvju;qUg)7CBGl3}&i?BfIL-9akP~bL*YCHJz8BdlvV&yD_0d4gtWA;bFsy{$j0rge
z_6v+qD~Z;O)Am-jogM1qyCdt1mil*jikI`GKTF(MjlsFl-wQ1H&IqxvAUg%ncg`~v
zI%kLtiM0*sJv5VU3M*c^bEnE?+IOeRDE{uv)f;KN8^6b~|G2{SdgiPaag#S#8`5Wi
zJG{w~yCG@w;)a1;u(uNz7mgr5a1mrFIg=$9ZjPGEaWpFrV%g-8TJRKxrwdIJM)~;!
zM<T8A+ut~qKx%Z&(hbyE)7?;Mvnj*a;wsza+?#l3x_9Y-M!@-z3gf(FT9(7>)EwA)
zxX)!8#MjdxzCXqiq%juS)$Ld0Hmq)a=)c^?YjB|_y{7lW^w`NN#zGcJq2y}~PFQeg
zi!+oT<_1q~u_kj6-H1-q9qf|vMBt_TM*xjySW}wzG!61#NB#h6{j+z|32c&jQ!lX&
zaoL&t=GL_o=QeZVekzqf%Kk@o+I%svQzns|be%=$5DQ^gl(HX_*qAGLh;lSHxq|r~
zR}iBfb_MfIuHYax><Z?)TtNg}n6AyJE4ZRT#M5L$sx<ZWXD8?r?~dN%qTgmYjqP@~
zD%VpyNH$75f<f&}SkWgEJXr&?`BW)_;OCyRHQ?AqE^;nqW476kKDZO}f6Kv(Hx<aL
z=Ytv{7g7;MJoU0(T(YvwW~tI{;al_!SfC(zQ<;98!K}c}wVSd*yVAP<QE=$iH*r=9
zvn#`aW8C7X_Hyo$>n7{d9?%H5B;;BU@@Z*NuXT9gZHlE!b@)`v0;{|+;&J8eC$DpH
zihJ;t_y7C%LrY2<p%y~m96+V*CtCmljeQ@`gEF${y*pyf8JUBcxPVJ_b)4emtjlMK
zUmq7{&B`D!Y*wa@3$ykFA--BWT}bU{!{Hw>^w1Y-r<a(qRBIruL*?vaDo$!y`k<?;
z2qm^34BE?2Yv>hMddU%$4cKlkGX`y~eG_&uE}0mYgBjrFBX)vr*P#=QN48X(a!$R7
zM`(z3M%KMaJJSelR5QoaNls)#b!9|z2-hTkH*ZmQr04em3jhn(fV8+F?E>?J;waQK
z)xJ(~M7yFu!|RSQZv94ZNqYd~QoavT9&6waB~)3+2lxly9g53Y^>;v%M#P2c&(9|l
zSS>h49rK&0C0z($^SUr*OcgF@5lEzO{FfR)SNA_Pov_z!53~IpbJV)i;eP4|7AM#C
ze^4{egana@^OF~0R_9si#8)1#0fVg<kp{QfJSsE<+WCnV21gr4Vp`F9K|&ex=ut$t
znKNl`<PPV?3;i!VxF=KI1=_%pa?^{0<LP8x?f5QPQDNuolGui3?&a3rIBtWr+5C`t
zQVmIoXgNlpk$TcArW)00{zUx?<W|{CTIkfz7Ck`Z=gU$_8WCL2?UW@uMxM+NxWsIS
znep`^tdTDtC8getUf0NrEuyW>OlA!|Ywi*Hldy<t<sS6IZD_{uG{`Pt>tXEPaVa9)
zzx%99!cy1GQ5sMtQ7}9EuWMj8)i4)M`cHo~vQsV)#rMPon1$Zq8ru(J4?D1jJjc8I
zspM~RU@`7tcWMbY>%jg456(NVAARu|2NnT8Z~n{yb70ewbVE8d&uKmU;$o?Hy{r`9
zB(MpHU0}>BbUp!*CEtW5P11rTVv%$}Kd~8f@A`R&EIB4uxWVr;Q8ixfPwms46grOg
z5;wb7Q(947sDqsi`6x?%JvLb_a#R=oh3AgshHhatd+Q6r4L5IJ;zm{Y`J0R!cXHhv
zgcp`K-@vV@E~#@6x}GRY&}Eh&-H4|8JFmz=kn3N6KKR#@TiR+=s8ebB1IX1&i)rrV
zc8aW0{AGr~C1yL!+;5=c4Se|;DQ@7(IO*j_`O3g&Gl|U_cLe*Kb&wRvVrEA-dHnJs
z&|J%(d?DZpc5mxX6tWIR)!}eNLU<>I@R7#Cc`oa~XI;M+*(q`|;ujZT=1*D^Y(I?M
z*^a^ZsfQ>leUIamC+@oP4(d1avYzP|1M@B^20ZGL=Be5`>x&}5%pnnv`JywxhbP-?
z{Q0#Xm!DXyD9tkSX@tb45%y2eUQQ!OlU4gasL_|C5zbjB%b|yE$U?ZyFgFw;W)o=H
z)cp46RM1w(@#Lg!wtD9@zc@HsQcl{ST{*No25!v~aOg0Dr{ldFbTI!2xFr`Q^3N7~
z4U3AqE-PUon{X~Ya#G%p0Z1dR8Gdmj+)8}7Wt$MdC_oX4{lkqy$!a!AWR)O-tzI&l
z`<M?c+Duq!44Rue5YN+G#D3Wj&nWE!x-Ju}RN7hDiRF~MwjLw~m0pkd_2DgEO@B8r
zr=Lfq!d(}OFydNsiWy<X8;Dju@}bw;j$rhaao2j5nemrgYP;j~bIzbTHo1=;b%jHK
zF2Ajz{Q@`7(;ev>v<nIZKObjPOUNO2DUhhKKnLqaUwjSte<(RQ9kx+h<wl=e?8kY5
z?k8ffc+w{vddyw#qn^PtE1#SyK(Z|TFW&VH@V-6)*yF7wH&0XOFx9u8Pmk;wX4CKb
zBwHcOLSRq<7GT=Jw^RY<+Y}%MKCS@sT?%mU#n*sODZs%e#}#0HsQ@qZ*>XA%p=a_?
z8dQRLNuTYmOxt0?;g=`$cMFZ6$q)28=ek&vYrP_K$tiRM9WSBZz<pSSW;?^LxOBjg
zc7+?5jdQdZW@9m(dt_N<8j7~;-;)hSSX{aPyau-`))G3>4SHaM=<GtMHSnFpgG=UY
z_01tAzE&u}Z5J!*6GMsJ46&y>l8eDFXQ41=CLOhe`86>)pi^jFISTdJSMFRXCkJ%?
za1mxno`pu7mE3yI1k|h6ZD|77p3K;4tAtUie*sU})w}<;#+@1QRb;fSz^2ms4gmkh
zb~FnrV<odwfeeQ|dC^x+H@q_HK(W?E?`M%~aLl?`iz?`}W(@{wU_g3qXUco|4?|UX
zBM)}u572vkJxq^ve`ZaMq%X@blr2jRQr%UQdRoP(D4pga6K>h41s#;62J*{{fb&CG
zgx-(SV}U*Ene4(+voAH7Mz2Un@cs!zKJ1>DY1dowQa<|PkYbd46@XmWU8xl2s+bi)
z8Xa2xB}ed;1ikXf6*Zu#F`(fm`(3<4t-&=Eo>|EN(YVssnN4G)di~@@nAMwEH;vb9
z1@%ReeFJK(8*WtGe_PYeL^Y(9VPh>z#z9`RPjM+P>A)_qE~eoJE=O|jMlPz2tcLpK
zMWCtpMoFWsqt!mN7TZ0-0z-B|A*YWeZMOfq297g5?nE~f+=rL+wa89+e|G9L#LV}&
z6Kp?>-EAXcO-GSoijA3$U2GwBJlST(TMq<VeE|0`KYuaS6LpGL5A&kImEux1oB6Y`
zPA0_ud8H&J6KJ=HRSU-Ih&1n+n-IUBd($6=jMc?DD0~ertkaB1N;=Ka_dKIrrfcGr
zj*-=?9U};L)GwOC<^7_u=Oqcfn}}t%2w+x7zH}w*;ZxNCp0AbiAnjdGYh2^Q?Ux|@
zo_UG2`AATJCz?H)FS0WMo+T$up1dG4qtI4ScTOto+cN4ih<n<?G|+o)WAqfu{^J_h
z%>Y|XI)3Ai`#kb%U}B;Rt@D1ESSx)yauMd*(Eafu&{Ew^SYvmM8}RQL%~6os<UXP~
zb~fl6oC`_><pE-IrwQH!erTV{(|<rC<Vxbz!@MKP?jXHQapd*7?xVybs%{Jz*L3*?
zO$RVv&Dt--KGbCG%^C9Hz2wHy^^>%0*}IvB+HWZMojlc=A_J<~DJ^L@vM!@+0i7@H
zDBGTX*swu#Mn)FFgM-85;zpV2Dx-7e7>7yqtoF=aLyA3rk<pTV>VoWi0I|=zRg8ZV
zcaarx(D)Y`AeV$isQFxi$9q$lkF;>Ni96&Yl|z_D%>9zq6#g>>;W<_QR{Y~@uY9Qo
zI>O(1dp!X^u3~m>b(4mPcWD@e`gP0Ot=O`H>4OU=`owm<<?M%&s@)b_%lH?+x{fI|
zH9D>L3CF#EtiH7CxX4oKsCJ}}ow{5uuUODXON$TWGd9%iM$q*_bUL^ebjwW2&3UNY
zOmS&Vz^j>Zb8|%XC^wfWbXTtj)W}9g@dlCh6xdERC+oJ{ysszwUSz9C;9hXcK{Etd
z(0Sr@s)f`}5kdYV2C&a9%28NZe2o}&MkIY#K0nI7fBLWWUBvXAcWVw<@G1`>XH{Or
zRNfl;Lv^<8$)Be0owD$XYq;5@G}P_AHUa9yNZl)zCIWq!(SZ8gaHGB&*(tII^A8tb
z7EW0hso`cJwrtCHd9Jy4QI)HX+JmNirmHCvL9Rf*k#@5Pigii%b{kV)uT?z_Z6ys&
zCvg3gTSqk8FX|ch+!WO7+SLo0S(D;3BgMaSXf^!n?r1W7MybgusvM>~(%^WH)TmsK
zTOe0cB}vxw*lP}UssS>y`uKa1H;+^|`Z$&L8UXn`jIE`cY72p#BCF$nVG&}%ht|?r
zwM*FD8l$A=%6CV}_fP+|q6?U!3vP119<S>VWLDP&OxI0fAIh@n+cX%qTF=|la>)r^
zr>|`vvkdU8GOTnQx>*Joro2v-*tq+9k)0xP{D%uL3tnf9?Qg=C?e#9rHTN#6vL7cU
zH%{hy%Igg3JbLx~>^ijUCYv`vZ~qa)JD;Tk#OPOhlut_8NlKZfal@4N>GfG7YlipS
zsM2dG)WghBN<ewvBp81){)AiE@#@O{;|e>fdF((}<Axs}J`Juha9@`Z3$>5--ykO@
zai=a@lOS}(IC#8UdIS0Pc}7NKv#)MmrTj^;eEhi)r_=~escv1Rj{YOauk>HElTInG
z0uf}k0mou0a1#5_p-qdS!LZeO-f@+^L)ST^wd%v)rLjNBJ*BY!0dPTI1LPCx+TW<I
z5pu*=y#e~r`EB#TQ<HQB1^2VBv15A+H;vK^HOEJD6KM=mdPczMP-Tn@umfqY-JpH2
z{{}eG;Dx#@Ciy4GBZ=9|8Ly&L5cDfb<qA2fRP5P5F&y}*|4m8FwR$0Q<Nrn0|2sOd
zYg)E(+)1M`)B&WW{g|c#V9%&*gAubKuvp`|LfzTC&FQ@YOKagvKf<JEcv*$_-NdY>
z`)*`j#Uae&DlX05+~L(51dV)mi+K<I*t8=X0}2MNF0Nq@YUQ1oW>WoYrA(?@uat7K
zcPM25m~%-rsFP=)4~^c=9vKW;y_?p!ra7r>Oe%dB8?CKf3Ik1&Cut&pwo@fPwN@aJ
zWiJOW!mMs!WkwX)>xAZX=*sMk-G<zp3rIheG?7Nj7bz^@wq#RHnOyMd)8yFj0@;$d
zK|3E&aArO#zl(emZ%ZdGpV$byFsEa(G;%qIPs_LDtaDiqv{ys@W(-5!${V_ic9N1>
zc^llBf|rV9L)QkI%BCv-m_2lml+-Z2j@c=4&FzmDeC2e*E8}x>jGZasOu;cbv&$`_
zyR%v|ILBHXgkF7)`mkJ;gZd<%!Pdjr;Fd8<n^wHrn^w|~vGoj*%KdF!LE6?uyRWiY
zu&s*>1N<^0;6fWnP4CC)$DNZRBm{k_h0pdj-{hm<6Rruw%|tZeUEs230-#GRk^yr}
z7SJEwO&yk{N*{jr%WuZBS=zIOnAz`t09WgA3k7LeGDEa3lNS`itRa_CAJ_=GT91q#
zl5dYs6fw^Y@a__fA0?(EBst7u(`9?M?7~SO1_#w4*=x8#J3kI?q=ByW<V7FSN%JQ*
z!Y)N>(gNs7{ARo>b5553F}iM9P5tXTT5z)V-`2QOQ4h^#KVcDKewQ-A_QTk~t~Ew&
z7r~&|nA+YYpsxeHQfhM78mqDqZ1n-$L+4jf&I1+U?Y*)d#zuo3!(~j$riVI~kD-6B
zMjC#Ofl@D6;G=>)B~A>??LNi5sgXdEC#DY4I^Yts9cF%A!egC~U7~Byg{FMNwG+6!
z^YKaG4lnO?3<4*0JF)C+0L()0l@#J@%wZp%N*#6OT0i&R`W$uL_165VujV7nCGofa
z0qXK@gpQnA;kEal*WgQ{E^>qJfeoT_%W2;SpIvOn*7kx^Xwa=m;|I=7BP;V!jJLFR
zT>ZEZQSP&pzmGeRjiej1i+=dMO?n%7QHY8xe|=&j>?FBhg=Lf1ppnhXXLV9Qn`Ats
zPOMnHZokMp8x3%(1jOdfS-uJU&_z{T@Pr1)d+)7>u{-B8IMr8pshwP?`SjHN3|8eq
zyrUX#ikDY)gYPS5f7cPqDh^;)P?~)q?4ciPPcKwo+<-*f^}@WT*Brgd=_enJaYR#S
zXsN5Tyf|tKzM>>!$l<F8Hi*uybiE0le2Ln(r&q&1$`~7Jt@5zy(4<nj0Z-i|B&$$2
zSQi5deD;#0vt0|3i|(*QcRYC!XeH6wVcHA(mCv7I;cb$6(5I-ST+K<E<C;DZ_G<*`
zxe)!m{Kr@Q=QBOokv~B1_4P147RT@^We2ZIyGu1nUU1BrRV)xTo`+fwE~^&+T|s?w
z>zNM~ReLD0mhVC6n;+UF6=`#hO8(h?R^I_Mxi>|Xq=tR!PgRGfjT;|UOSNSGLZ88z
z<}>EjmvDOV1^c)jOu9LP6aR9p<i%tEn-r?ihU_`qxL4dJNX6y;<KC#P3!f&3xXI#$
z0&Tq=2KVnIPjv;aP}?J2iIAV{&Kh#?`=loc%J)f{7vihL{P_zdjSFTWd(&cWo5qEG
z&1>A86J56f=zilulo}VPYhq>wRaBsj3+g9D2LZD!=33|tS;_1aX&V0JMPE7H@XGzn
zDr+N)5L4t}I;RJWyo$TAGhuSpk++Tr@`Z12G4)|y+lF$CnjNYUcW+<8Mq4e~mZ$v~
zyWK=3)|LO*Z?#BL%R-~*(t?(SO!l8VnGtZlubj~PVfvn^upZPdCF(9WWU5*qcupTB
ze$C5!Ok=?QEyTR11QCxrN>dvVB@YQ;J}YURH0U7ZnH;<^Ot(cGeP=Dzb61K+S%ROq
z5O>!Z=@s%R#LbfVrg8byRr8qa*>)#}muZk>BHJw4?m1*OtfkMK^6&gcdX-4Hq%s=n
z=}09RQh?r=txG8P1;w$R+mV*I4Z0jugTU2?h{?9KLi-42zx=6-s<w=(X2ry^ld-Ks
zoh4m8$KC|9nsZ4vW$kLuPRIVdw3a4$sg|~L!E9)J(G=|$18<S6A(5=DBH0eH)G(=~
z8Sg9D_@O4wEEZ{|_@S5iHLzI>Yq)s>iI89T7Vm*S3~f730Ky|1Bd%ei!L8!bVr8na
z*4irdho+@0o}wYST@l<y+hoV8;Py4RG&CKhq3PB1tS?nWgn}=1rSeU#6ofr)-t%3a
z6u_-M1k5{9-~P}q{3ztD&mpglpc}QKwrdSD-90Scg#GqskBW<bca@T_#J_c$J~8x`
zHmN$j06O`zmCp?JxxbbPgRQWP<{CLxw9}1W<@0avLjBqnxW?@SE5HA^#{LTwj2W*s
z8d6Ux`Wr?+@26jdj+Lg#z*XV4-hcktG4_;+I`_}GxX-R`fJRlhW>k6Pu(bl*@VX1o
zVDw{^F-{j2-p2d3otupW_@yrNv!y&%4<g7Ho_R6#p-9{52#lI5<w+f_SFv9gl^DIP
z_v?J|F8vWNt8LZQ*AVi!x{jAsp6cuA4?lB<nb*$%v$_GcTU8SDGJ<=-#g?fDs!Gl<
zeUrnYEc@1%pwX^4+o+9b9$nd1)kl+%<=sNt=l<iGd&S1Y<VY=VqqgNV1VqlXVy_{G
zxFf0bZqT+|h8TQu{YLOiml(Jolg;ppF9AnGv3PPpey4!!%eH;S1#wcLdiKeimMyw1
zR$KiXZmWs+;oQNb<^J0W*sD2Uvenz_pQrN1nB5J`-AZ+4Y)#;pEzoC12Bl{ndRT84
zX4+}CRBwBGo8HFAhxN9%cj@iXC)aNTXZ7~zi|aSaim18~_zNHCJ@B4hKmO$&e0f5D
zv&;zgX9ury#Y@ePUxLkBA&}hNK#uw-f-M5c!EU-6&<}go4z~Zwc?TWorn>>!cun(Y
zP8ZFxOG<s_HYQ+<)`?T7w65wG967Tj)_hWf<foa5yU2-W7$R-tDSH}h*(^tZJ-7P%
zoJpfSCgzveH=~7q=GK`F?Out(i!dvR)!f9oX$mUHLAjq0wr@UH8-8@~T|F&LN$kI^
zXoH@i&9#0$STn>cq1wApH8CYS=H>wcsGQd%&2p?ICKpDYv|mPyDr3ES9NFKcjDxvL
z8H41*$~c%c-YH3C|A7PaTpNbG%wYMu8{1fvptkV0I2(0k#sH0$MmmDgbSwt90GfDs
z1$lE<?LWYsGjZ>B=8STuk8wM)tmBD{VAsT6sNCH_%sEQ?=SYAtM`>5noHl8lkFa8&
zChIRD=t@F1_aYxo*I!cPiTlmWo0&9?nGBo3*`uxcx^YD0qx2y2#-`z360>+>CJ$<m
zoM|+_i~Uz$RbQlSzR0kNwrRL`_ocs*GFu^Z(X<I5q)BXRL%V#YKqKHv0yZmwNkq`@
zEJ%;|#n&SUX51#~W)?3_#V@2UWM}mduP`!Ugw2C%p~*Dt4!rq(05lsH2x|w|5(g5=
zJZJ}rgMR}tr<=>iMuFGr=4fVe9IR3XktdXLG?SfKfrc$lW&oTETciro>|3**v~E@1
z;g9N6ox<5Y&W@_{R#0`GHi*O(?!ToPujF+%wfFtpj;`M=%$x24xzp#k$w}`gGJwrx
zOQlYtS#Z^Jl8(=@2F9EuF}2tF9C7MGHtQcD%nHevu4FyDt13`2wZ7}Xp5yPEh}meR
zS?BI-NspD*I9nefPe@WPOH0ucO)kYH(F)mv{h&t3)f<S_Ics2=<Y{T}w6>+q30ep%
zlvnnj*Vt(i+qP#u4`>AZEY?aWv`ka?<hh_W$<n3roTj#;vx1ButL3PGUl*xg_ap^y
z*(!i^k6_^ov!C7pTr1|GPfv?NoTjcMv0oj+-23Y80Y1Lj%KX_{Ec(Q9BzPCG@l9Wz
zvn90J^NTfZ!phxV`ub>ilBV1tk{@{TBFyUDtlKBo#M!<$Z>}ZH(CZp6S-XZfOua6-
zrS{-OnAJ;Qvk;i~-_CMeh?^*Tu^g{hz0Ha<g09vh<K<W~C-+Bu5qp;e-taAdY4&5>
zfk_1g`xwQ@ua)hrSBMDrO(N*(CAYbk`}nXcYv?K=>4ATSIeT*U#+Snb`q?H?dv!pv
zPMV^04fJd44c^%Z^q%AfUA8|!;HPeHYp;TD|1T%dN$RU$Tjf5C4t<tMlj%yO>gL9m
z9VzNnGmRORm6w)XSx?>noSu24`nX=USC`!U+4cR$HLjZ&(NT_sD;sS&PK*)1tWki(
zMvsgYk<W0yrfmG^GrtX*e1JQ!`uIzC+|)$!{N>xLYR3Lmnz2{w9vA4B$iXz7uiBO}
zVQF5g^W*^-#FmSif#%8cOdqr*>+TD!&-uHFNw;pHEp1c)v64{TU8s(<kUlY?$GuSF
zo+L)yqw>X3?v?IQy3aj=z=wT|bf<gtQFM47j`xrN_LGCuboUI33m)EPd+s*&qmrKO
z3Q-5Z1KrF1FfuW2(N?`OO(Q2!y_H%?N%m1IH6NMNwCN75^uGYE$*Gb9+92S2SBgaK
z?xrS*kS8%ftv>Y5T<o%ci-dO|cF~fnx0efMso4ky<Ayf|z2FA@YIZP{jbjF%{LScW
zH1jXKx)9X74}Cn*M=sm^LL=k~$bzg#&e@UWx&Fs1{cI_$j_D@kp@rIQYM|%uLz_rH
z%MCecg<+q+$|cyK6C3GAxj|bM2j4rotKcqA<oNQ*gAEM$xqb8G!X^NRKzP5wgPoL<
zwx2$wrp&L^?|@4MY!a~dBlBqyLl3@fhHe%)lbQSt*zL-12-;nz&VvINjvo9ibA4qm
zAjI8K*f(>NVY7|dWQ<#V1lT5%PnIz;z#cgWZRqBPg>qd-VlnXPK40HzHvtG}f^=ZM
z{JO@CQ-dwKP4^}J-NYm&*l9iV#$}pWqII{?26LJb0pFLI5xM_;c@L?4Z4`K=hcwgg
z$h$@m@33ohIW?*JKGE0<qdrl3?GyF)BlG?c0DW?YjI{LU(ku5nHFt-qoxll$?`)){
zKa--&rSf88Q+YbsdaeQx=RG0A&s9)rtyWA8o$N@={{*-r=468|(<}gZV@?RPyBpe@
zX8h)v$?Lv0Gk$Z^YpYIha(s$4@AcqBi%y)@6SQnxGRW($1LuLtA{&xm$oQJ_#mHPV
zf*`ARvkHO8;PWPXy9hs`n09qUz@8UPVJrmBhBOV9>Vb3mISW$t4CXZM$k7IRt*093
z$<EKh8dJh}VMqBIZ_n}cWVKJBwaN|>Cx4aLtC6oxpS;e<5HqtuuV$Id=o14M)0?{|
z&yHPkv)NxfKVD@jjHkG6?qE965gV+t9|rE6wIC|3z<M_d?B7C6#>IBp67NC8of~qa
z#NAIWo(vuL#^=`U-ss9oWTvvi+m8ZG!@ZUEBQBU<Va*7HJ#0qeiqZ~mO~$}cYZ6~u
z6TCl(wJQL7Z`Nt>&Eftet?haI6eE{E%X^_2o4DiBmXpgSM$5Wn$=w#tG=7#FJJ82j
z$U$!ZPH@&xV&E5!tzH2K3&pIx90Zrf!EXRRY;HTG6(Mp3_|@x?Q!>q{r+SV|*0jk_
zq>w1H(es8fC34qdV=kLYG469msa*n&EhZ%`r3E_fBXL6yz6Sh1l)RSgLT$#M++CNI
zG@(rF$uCI^IWt`Qa+cXFl$CZzN~WuSO4-G2|IWt_gj63W1yW;lk?mi=u>ZKGHnR(9
zJZZWs$T2z)`)n%LU~}O*15VPW1zL^2x4#VT(%>$gL>9jvrqVLt4hb2^UXP`c^4j7Q
zR5}W<)Z+Mw3?FZ5FyL`hGqWaxw=siHyoUI{E;46a1|Qj77mGAjzGn>!LaknYcxK|A
zy9Im_r2p}bJ$0imZV_m~6duH+E_>Y+YFWX}v?uXa5F_qb!C~TV9fLK1qp$2QGouEu
zZ~F$B<vy^5qT%VZ&>t?qtX>kE+k}~fv}L<-DHiS8IoHlJvf?v{3*{6A&Qlvc1KDnT
z;DX53oKFYd1$|yQZ<?p}@uw^frrcgZE9d2FSrpr<>6P<|E|xo>5peaA+N`7|BYW<A
zLndq=lg{-A7;Jy<yqE4~(Iy`|Qxn&|JsuM_>k9C4hlaHA(*3NJ$YkBYj++vK%ueJ>
z#$+jRvV{1c{bpiLFPHC)0<YD})-Bh|Ao7G>wr<vCrl(w=%mBC|SF)sa^9vu@XmYXX
zI0+cbii1@5#rx1#ZAsdDPP^jm#C}9$bZkxnY8^cU{C-walX!4y^l{w>9+&RAc(BgA
zt-cGDb9|2PD}}3$&#q+o>sQTp7H5<h>+>MY>Lswb3Hb1s{sNC*Sdciqg_ys5)$HEZ
z=_kjMGjyufy&Ac$q9l_+117s-6)Ew7p41>YcVy)z_U1!u9^0o)uziE<74q2ol^H$)
zp~Oy2eTa0O=fR6GpV#6zF9jd#fQ=${ME&@upXuv6t)_ppSNaHbQzUkF>gZLi=L)OV
zn;-Yhz$9C^!+H$({j8B5=L&y8#~`Y{3zgHt<pZOnYqhYOi#9m*3nEXbUpE_VkkQLO
zW&oT$&8wxLW8GUDt6P<(4nNb^l~a@YN20_#ezb?q%{ZH-E2maz8>?|BulodVB4cUg
zn3ex#-az7x2P?qKIrCmTIk=FR^Lid1T)OJ@hzYin6A_ntJqWXUnGrNM0Uth76@GZ4
z)?O388`k*P+;-XGm>f$r%;~zL0trWxl%>ivRB}@#k4TQuKX4Ib^$t|#wytl^#%=NQ
zK1Wy6dJTmcQk_FniSYAv4l+dkWJb8vD`>M4x+lhkw8>g76=QFgi!p+%mZJimnxmfD
zlk_6){=b}GXu9rc*)Q%OCCYc;i_^03P8}v<KQ;up^ReB->*+woA1eq9=GP{P+5B2;
z4!PJ8DwTN>SKnvPkYr@>kV^x;;#eaQ=_fXb&O~^(!8adbY(B)YdMh@}`$_5kbH^yz
zK0}Gql&?v;nI60dvyxcNO{}ai7s@7dUMtLD>QW;s#US&H6o<*9jhft1`hy0@*<;*B
zvV!X#oBj9>U{V2rK0Z0nYXmyj<sToyjD<}LS&vV*GJ&y{h_}P`F5*~nLS%E5{k|Ea
zl*C-+yagmn!HaI7DT?rCtev|qyUEpxqQE8-FyM1f=~dvNLpYJFjt=|k=rLZKRuK2P
zNj+`n4prZvd)?;II&eX#@6X~kA?e0O6Ic1S@>TKfWv%X(Nn!9~|8b2RuF6Eq97!9{
zMqJ)=klJ3S)_#n8Gaj_$zfs2=LGqU|)EmeHxq7luD@;<<4am@n+7O#>v8w9YSJ}c|
zA$nZ6U$3aOO$*DhqIPr2>&%eRK*PVzO1cHnxI%fVQ7p0-slJ!kkSzUvk*b^s=@Tmn
z)!l|lOEwS88PxGt9rA<9S4LUa`9V?L;0Hm#gMLs{ok+=zctT^ujV?o&y&s!yW8EQu
zy4P1T{?5IKH271a?!I88k39Fnqg!dMVb+>&@vd?8+IWpD3700W_Fvc3X2HcHo4Es1
z{{T3dB;27(qkkX#d|=8;R^$e1qM)C|0JVC@JFC~>$m8P+Q{jjfJ+?TJ0^lQ&L123w
z820D;K?nxj2}16K=Hd?oTHQd~O9QZ>$KVTxv_g)1c{d`*zqHW%qM3`UA0D=PO=)t-
zA(<a<etV>=Vf3WNXO5fcn&_9DU?O|^3Uo4N5In?pf@gZr&1|1yLcpa8J4Wm$4#Ruj
z`k|4N5eIBsR>F~lOE29|Untt`R0cL5;~_P$MfRL0A#>5RZ^kgP0*68ydVVwgc%4VF
z?GkJtwH3*2*+LvPJMl^C|1j)YsCQ(A$_SoIl(}^pPR#j}b+iold5WkvqrOy5NRVat
z#GI+7Lv&Wi1r5Oi(M_jL%v19rzD>*p{oTYQQ?S$egb<&OeQ4p>$5L7v1U^UsTDAUR
z=lrDd#Zl;meo|8R`AK8opr5n|ob{6c@Bu%mBKC6^;#pS-fj*_|#CuX#9vk1lOqyVR
zp~vLJif5%R2@00LQ)~iHr+R$Ldqh)9gASesUdgODD|Iq4KK~Qoj#wIB&PqWq-X`z}
zwY!_z(*d6No51T(s}H?17rz`IWX*d$e$k?XmsT7`<|CLvaJvK?v^87|^GWXiP;f4a
z!NBokq)e_SmIAYJ%piJFZxfay7Hal5JWXYX9L|T#f1QdtujIahdL;RF5wCy~Qm~br
zS6Z7(Gy79xPL0nREX1o;gLYf&6sZhZ^+@IcFAK}C4D7>5k6k=@sG1>WMrKaJD`cu?
zMd6&xvrPg)J$rELudQ?zk0$fVZ)@b~{L*F#4cVFc<LxlDm|l{xbskQPkv(jMI_-PU
z{{?bSBF0Bb@3Z7sO0RA7sOCHTtFG<dNXod7kJ*&M+r*0tZAxBlQvhDI8g$I2KrcIN
zQ}Sz@g7hkJW(9fPQ{sb;DGfhzw^u3o^YEy@DiO`sc8lzC_V2(XrRB@^Pm8J{>zRH=
z*7OYmi!q5z3>%QX)%$vA&ft9*y4&2r**c8*<xKpzJolPANbk%qErJZY%ol+>{jQ4U
zySC6NKW7?i+>A(t^uoCTo*U&?j?~;XUSG~&LCko|kIZb;(0mmst+?V+*wKf68?+}I
z&&s75l|TK`-Iz6>oD0J+pXXf9-bEI?i)#Yi@8(GKp|^K-`#Gb~zB4l2Avp9jN0k2-
zh`BJ>%&}jbu1@XfpBT(2wNY2OM<c&ISy5fDG5hrz2pc{fB~u4A9QWyyEes5{*E2mR
zS6-X5EL@(SF)#(0Hu<kLF!AyT2nWvE84MlIm&@p8=Dx3Ba7G{g?ewhW`A6Pfut5m@
z*#>FQ1T8wQOp05-)DZgIi$jK!yDiF@&I6j%SFV~)Eh@!))pYU)IyvJx$ZgbB@`=l$
ztoek%;pQfp8#JGM4UsdTW8h*#*`*f;ONiN>S5-maCuKsg&7IgOsb;|1Z8~tbKd~Bu
zigx^LWF*&FjMDSW#8KIZowDCgofXw2n+E(B9y`;kdmHk8q4>+OwN<oh&xD^8hPlOi
zoi~76qPU;X2)KF!F*zaG_JHr7VQe{12cS9AC|#2;Kdx~n<|q~E@i;DCqQK{&{5Jq=
zGRRzDops;*!gP0Mfi2fAzxRbVEkTyKT9bZK#GaUp0qgh%R!0oTlk+O8$xB#4FH}3a
zAl0WWzK!|E_-fsZF~Chg>5{K$^qF5lP38jpKEJ$$SRlCjBzU0Lv^MAzA@KFg=o~&h
zYIx9IC3cdsSWe7&%;o!Qa94Um;U16q>#2E<`TMb1kNMlNC69TK8}>iLT^=(6u9g$S
z8NA)|t}=KJVC=ciiH>xWpwI<e$~M-#Tp;m3I@K3QeE%YimQHN@L}}C1W-~>s_<ja6
zpup}Ez>Zq)0;^Eq^Z{V9g6qi&@N(|HHPR%`9P#<%V*}UY>#MQXhE;i<nvGvE?(yhq
zo|_M2zyH1YX!h&hTMB9s@UftF0Wu%kUPa!${Wl?d+7bDO`x$1e2B%V^_e#gjE*dp&
zoLD8c|G1*odY+nyb76LSrS^l||AFxfIYO{OJ8ePmlLE<a<hJyrynUqnKgSK~Jz6<5
zanpNxlv~{FcLTU3)%+(k0<M-58_a<U&1uSwHnp@_PuO#Mpu%V~4^2w>8?rMfHg3)@
zVT10ICGOM4y?3O3@VPN=Pj)KqtwH*;@BJU@Kau8elQ%trNecC!!n@vj^Pe<Xtn$FU
zid^QN-}cN~Am>i^ZA;!)$2xX&{cM7fu1Y%^IqD@Tc9OR#%(^VV1;O1X!96|UU7+<R
z!O^|Qq{Z-oj9?>P_BG;{0}rfwT|Pewy4Fn%6S%Bj{ZZi8gARg2jS&w!rc=PIC;ds_
zUOk+3p$CCshjfOR_ni@9wH&oSplUSD`aem>9(Xs)cfYW)&5=_d9$EiTohjVYx4k>`
z!l2y#+nRPJCv7vS-G}nRDSS0Bt=Sh?n;_t~vpQX;M4y-dDtm-p@aeA+n@)?`DNsGW
zwHkMA<di39xd;{G9gmpuOoJL1ntt?wJHTvA`q3BuuiK%<1)~V^STLGrI@H)G^fIfv
zUlJZMY-Nd4ZHceTf_sNB=tP_yy#*^_69{wMs>t=8=&o_A%dO;au%g=6%$(t+TbB!K
z8M%UZE7a)tDafU$)C@l{5mZK(ts(A7L-wJShEk+Fio!Lr?)F!DC7qF`?IUKY+1Ak|
zIPNC}khfm9Ak6YEMRlaO_ryd{xdkmth_N(}pdt!2Z7aI0BD5^UenIVq)f5o6_}$%0
z%qt9pxT`Qm!SUuZQyc1E?yJx3wOt`0pk(vv?f|b1_GNXa<u5WWkZe}#LD-@WxtEw%
zeh6__`P~YBXwb@6wv||4cxxl2x34inVx3L16k4mYBd4q)^3}ewa@lMAyqlugAd?qh
zlWEri?VJU{&))MJ!L1`H*$vux_fLQa(vId!JDU9mL}k-}mX7|bpEBb;{N#28I%?xH
z(S!%}AbCkOyoo%!K(&f5<e{ZD6U!D1jce`n*@x`4BMaMqT(JKDH5s`o$Zqf5`F3nF
zc2$r!M+L-2D^u67QDx%j=03eClK_E}98(JKdg|g&k(G`Q+^fhX^>@!RtByNTC~0+S
zsg1ES*JgP?1S1|c=TpSI1M=0xtmpB?QX#n<!;frNFn1G>oUbv64Eq|^P8PIHCTa91
z@gTO*x4$&!8y&cH)BaL(J$^TXcZ$9km-U9en3r{fFy3J|$WP_aIrj$vhDvNpS$V(b
zD_IY(snTPi)?=3?;WlQ@lPBl7wtu19O~<Y!>P3La(6*3;wlwW!<AQe7K&R_A=9t|e
zx64<#xBtR8IoV`bsE^PIAU_GpB64uEUZU$RO|@C72508vPwOs)4Cy6F>8w1@#?$5<
z7a#ou<du;mv=r<$`COZ3ykt7&8n-}1jq=J17e!!g1{R0=L{?R7z%j+|hpsD}1^7sW
zeiXW63bV4OPcJddhTV4FY{`|ry-U*k`n<Qv;e3L%(576^^&<n@(q4`I*A=eQQ=2Jt
zdwX>s68K_b5;zsws0>1^Bvf}Bs&iz`!+|-2y7E;~m#BPb6nLRa<jid@(HJ-ASXA8W
zT_T8l)FtYZqf5Y9uLxjgc7S7EQBPRVCJq}<8-%<be06d3?-Dz7-rMBFocA_A#@Ah!
z2I!j6lC12%uBqLEIW%%5dp9vj{}bSmOe_}Ylo9auyf>kCcT<xKO;2KgTHWx@&>;#g
zUfDlJ0=zO_ar4;&HfkB9mMr`WY|xkH1cZ-W{t<L8g83KFg+K;DKL;{k95XNFk6@_j
z_J7*S9{1c^4{!SlG(Pxo<~iC}^Ln7<=B4IRT2paLPLmk#3>gaAyx159$+c9*lF_{z
zcVj&bbT;f`Wd(rlUP(7b9>%}Ql=bPWbPPB%1lu~Xbwb393JWITmimGF`TE!rBWI7~
zNvuer(|jAACPV%kvm57@y1rj<YdvmtNQ-^Jj?s>yi`!CfLMMwRqpcRpe>eJOFwdW6
z<j~Js;?CpV!kxowa^B1Q89wtDY(3x$I3{~yhad2z*3!=;r&Ka+SQhkG6KhTO((bet
zAyyKqyA9POvU|n;W&V1P%glS<|G2!@R6aBcywGd%W~zZkaF@oAQFp0gM%^XV_md#z
zQ9r3d4rc6{J?kR@(C719k{(_w8lJ9K{-YgwXYuaGC1^0g=hy_Fj&-%b0i~EdO~bEk
zqD2G0Ame1?DZ%ISzX0y&O0o?)mNTM#@HW9msNLPvy3Ra3i2-W$j(1kC1C`?&tT~qk
zDt@A+jSWx+dBwFzGB4;VtA1oM$c(!8)685*^3}{jEP^nrSG&E;J(BzgWSSM*zXq`P
z$oM+4g&$ug_pUa_$Zt=6%vaZA)g|!nR&W!)HK6>qri~MQ@+OiOF0f&9`Nx2hy$b9{
z+JB-a^VA!zRS`oziNqpg-Sa%#ocZ5sk=~|&6SA~g<dRr)8suZs{G-*gbJy05uzC1=
z(f-?-Hchl}JGvHNGk89Oyl^z~0$AJY#-kicuP16Yk1d<gH+~y4QEeM<H8J>|@4S6^
z=iZLMGWXl=>hU|XP?nh-GiyZ(F%A2!TM;d(i=Y?uFY(4?j62z@+^8{O$yu8Mk#}s$
z1UcHj#9Egzc5%k^qPU<POg^60(0GfmE9A?(1dWZ=GnR3ur8VS*mND4*Zb;TZV%Woq
zyW$2FH``ap+R4Eee>Xa3F8_sB7px|Nu3mYo=2kI(Sl)Jo%VOL>QTB!}lMeH#AM-o&
z>*~STiRG#Lk89`^`@`}+5dEjO^-tLgJV-8zwoI<oM2knWk$uxBe;ZxCo;{J2lYdmf
z5q4aqTx3U8ia)6o{@J_L7c$yzhGm_J9G?HB-+s;%$vWE~=k#M0TFsn*>Wh@jNwoM9
zE*~3cm^UHGk+enXpP2F>b-qmP?Kn4CEnb+F{VX?ty$N<~1p9AMXpPP7$~%V+eu0#9
zY8hvfQ$U-6fu$xV&s0HqTQi6Z>%4qfU#q^6`Fd#1x?s@b)};&GFY9xb1;IX9mgGUh
zk|*o>!Jl`gxY4JU7HnRl?rd4&EaAahmtn43LM`dIII|gBFoI*i`7$tU1pD^yqsZOl
zDrfq}h{fixOJdP0Cx&oZ5BvMwy(B*0SNB5BX_9wS9=2EjYlw4{nvNP@bVj*gP>qi7
zt9RP=4rZ5Cr7ku{<*yB>{JbW2E6A-Sqqu+EU3j$~`oGS?39ab*BK5Pcw9Pf>eyF<Z
z8WCas!`**e<N7(=K<}^EA0HwDe3ptOz`8^0>2;g9i}BF=YJWekrMJ4CtX*C@f9QC@
zy($Tvmn9#WR;34eliZ|gQhj}&;2*DU_OHdxVi(f^4)loTCb^|9*9Sf~+PQZCZ?Ztv
zusvYAz<Yz;|H@y;bZ6j&VxCzvAI%l4k{dPUbYiW6BVay^lN2%Sp^147y0x@f{udmf
zXP*B5sXNnMM{XR9KF~OT_T~LwY(&}a_NV2FQc308KPEs1aQcK{krdZW{6B|sp%`$t
z)VM@9_y9PtytV7`qWuV$PTy!WbZ=S?azn<qKnv@OCSxkts$^C_jk8pfTLwQYw8RPV
zpsu(+C<bK%?F9?BR*5@s9a_7$3a>~P509+^kM_MP5b$5xAu_J0>3Qp&!nMA<5}Y|P
zs*vV_;$qo5m@Ar~FtP{_`iMEWe8ru@9Y+@M-bk<{?<M)-z{DwHjic#*X@|(7!>W(5
zswj%pxtUgabQ6)|*+lF)2`sY)cS*Whn@YOU^PpS4Z4dS+85Ct9=a}Ek29T?!n5LYS
z=l~bpF(F*BzZ$aie{ng?Eivz+W(S(W2aG37{#Stb-YAY$79Fdh3i7y%JQ!GnVjnj6
z@3OPWp`D7bUz)RkuC}nV^I8go{ug`5-cfkd$#5MLJ&xSC2koSx*<_$MlYML-+=v~w
z<Uy0dz<6&$w$UwN_ftqS;QvkN3;3Zw)Fbqcx^yGe6Jk&Q7*)8VjBnAj+e_)^;$nT&
zd(zJ^WcZhx1K)hw-in_DU*!E`w(J4f-K9)|#}s<Bdjt>53IB3);6MI(oAH||^<F?w
zEW$99^TUr-g~?TJpLQK{A<^yP4ptYIJ&Ny<^G!SK@gQbWnicMT%3)IGY}+nNT_@}z
zde5}GUL<fzV|=;nS&*tjea_H%gjI#1-+qFJZK`fCtwvEy_#XO%u0yseG26)C?pBu0
zBWtA~5C6g)BKM-*UidPpDttd$6hLBjMG;*QrvM^-*AYPlK?||RxM))f{t3>ZZ;5^n
zKl>w%d7;RM=+h&Q)F1ZrbGi*xTix@IKe5#wYz?P`spH8C4tOI0b2B(3yolOZ`9<=H
zOoo;M$9<mML-t+{NwqcokmRLuvP>bRC_rEo5P3<vj(Lm*$;}>eEv+mBPuv{#rr>wb
zk2hyIXrrWc%gG^O`o#*?+er7ajlv<ZzeKDhlz!g4LuPS;b#NjNjdqGjLx6{y=BzpI
z<c2gZ-`3*F*&T~F-(7mA*>A!Q+SzG4)935VX0=`6l}g<~oU|6QKX2S2vS8WbSynUH
zTv6yPse(sN&N?31lPtzaQe2|N)qixR#Eb9pj&v773r{9jE&)rW?;xg#0`EIMafisF
z$Ewe<Dx*r}r6dCOFBn$Wkb)wm`p6CkB(@iKS3=mJ^Fs9yS<s>CsJ;nWM^K4Bz(Z)!
zgO$f%gDm`T`eS2+rYxo9baCu2ZvOQruDgV*w1RyONrlDl28OB((dLhCi8$UtoU8=S
zJ3YTSKW6S_8%6u8+l;LvY;yR6%n)@WT$lHV+QL2?nO=8!VS2<0Z%~b4kz!I3hDAQC
zMZoAshO72i6gvr@=50vagVpC?lO1-I9i~dfGOXMTTa75^T0H23wv+?)=s4m~AC&3n
z11>GqN^GFEaFs~s{fW6EG{EjX?oH24?`PLhLW2LzJr?;Vu?sz4JwrSm1`o1Gb<%~;
z2)Qez9AoLK@0d4*FMK60@+x@PC0cFl7l~Oq5pXFs5$BI^fm$ka8+Q5(p>^{483u-e
zbn4+aLvofqIqxE5esVK}UOR8+&IujOp01p?NtOefYJ*-k)<Gk%z6uNrqw==*Z0`od
zvvztfw#MF|KgdJu=DXGOy!mzJhBtS`b327gLSRAD3ReEO^D*Y1e{$Om+&D&=sbyrM
zkNXYI!s`ed|31Kn^rFWsmzg;(-HGx6E(PZ66{o+zbYF)B@ZTqkQj1<4Znn@P+<Y0D
z>Db}%LeS4IasgawGfjTsgDkF1=MPdc$UClGo8FUrKfI1`Me_rkA@_zMJScaxf%q=4
z&%KaB;Ix4ldw1j8-aY^JlQ>)@_Qg8LxA7Yw_c~~NTS+!^CxdMo2HP;eTl!%-4~5;*
zHYybQp=rm5&={21;nrv9RD$TwVy;PxtHo^C;+xl!L=JK@mu`B&-(G4R9R}Hdh{uxd
z_p+VBP49Dz_$Wjb2F)C+!PNA!)7YY!=c=z{r=jPLHUiN_>0eC@k1oP}es?2emNx8V
zrFI=ve{zaJ%NpT1#;s#0V(2$BLo*sC+1(^<h@_t`JNpvc;~>n?Wyh||#{MF$uM$Ig
zEb6yO9wPT>^*P#PibZXTg}#C-mvIN<t+~w?p5B%MPKPc-ah~2r^gJCF0Q7}TK+0Q;
z@M&QmO|%S=#oeezh$3VD#$0EW>#W1_Ha1LVomB?k9qNjE(*^F8Ve;gUKi^6T_UVtu
zz(1?)1>k`*c9k=>zn3?CW}@+#afo{kS@s^%`=E_bm>d5Cye4P0L(XI0=8I>YeFTxS
zL^z#SW%L`~ICQ*mk<ZuRD)FZ_XWEx>8zJ{-^*LHY>CD;;hby>p8JDwu+h|q2n8|Ax
zYyr1=_+pm2_hQC3z7bcMy~6;W4nEL)%n-Ua+^c&IdNa8ZvdFr<sfXw-qY-@1S<i6)
z$H^^2bU_bN3NQ_%?)`eb82c&B<@z@CS`+I_r)POVGtL1gjg}3K9wT=W$)WQg-ArwS
zE@I9%@letYUAEUH&CJ_-8%rPfOnl>JAmxWXuxIjY(IISh)Ga;i&dkV9`!V94w0bAt
zlV1$A;gg<0-`r`Sd+u=to#!4+@nR)rjjd{SVIk9}wZ<2=u~(sk!}jdF6i@QF$4i+G
zk{f}|8-J;X=ny{nUgy^wFsFJci^-Fm0}uEBaF-gNG2%1sGO~h}+-I})SD_imMa1{#
zL;S_i={uCV{0?R0C`iYz`(E$YZgL}hk!pTZGbH}==={3G$4|vz%f4;ec9ocM<$T>@
z@}rJ`V=wwl%*DrTfaGnaec8ML@}#BS%$@ACXxM4R03UfqxlBFGJ-e!jn-p3V1xq`Q
z`fTr^3%j7mN?q6`jW;W7-VUl5yv@3>v^@{L4>>7CM5TD+j%D0m&~}71$l{(W?Z6Y-
zqiG8l8lW{6(X70X&V`MAiIl#B-%AU_`GorX%*MDs?~FUdOHMk}ADUngvzDNrfi@x(
zaq=5@P0m~Ng5&LU<)0~Kpe6bYIZi&So`1&15v#8f!?#DYPqQ{cZoUAc>Urm_)X5OL
z+7N5Wk#rANF5`CBz`$|BV&$HC1doaw<Lnw+^H+}}4*Xbm6}VW9pz?7-2J+xu9t)X&
zFR!4M%EBPq^FE<o6E$8AT9q{qJ3?TQk&~JG?buqt(%Luj5L<kQH;MoY$J~R)9)riS
z6=TD$wQb}g_hRF9#jwy%LcBCSv%u{9ZOjq7i-<S5*)elvI__iE0(Nx1dB4Rxu@lXR
zVlkI`#A4tia@H63R&z#tk~q0-FBdLzdt!6Y8+oI9;iD>?dETD~JxE%(<;|SBSa;=i
zt<QtPJ#Ei3_MhO^c=6O`CI1@u+}1x=C^=yd(R=$XJF7*H@vGb#`DtAw?RCR#GQ8#J
zws*zF7oVu#C3^+x{wC+pw`6}izjDQ5S892P#Y+9i+5u=~&pe{uc)3mQ11?>Bl5^;r
zvfsqdUh68VwXU())5)3C>uoNRnDX^%3$=zMPrhRvIo#|!nX}wnZAl>ve5eVV6lM+G
z+{>OcUF$;A3493OI|b0Q@KgL#dtF0eWXvPVA_n6uk9MN>jbguo-?rB^VEp*x=CHTU
zmflOB0?1-OKRuCR5fpIF7>Hg#gIUeNtzdp6CUK5A*%<$CfWtO@q9%p;9{HSwafPB2
z_mI7}62bRk$SMADuEm66y#Qq`ph%`U%jY`DAzkc4^Zs&j2sex+T;s$NvK4nRC;JV(
z%|uM|*DKV;;)%1^v_b_(#sgWBUyhx=5vY~CkQvyGbpl%yTaL9FYk#yuI(>+E+*>o!
zhbDA*F|8HkC0tTy*dv}`X*%&21IJj7QU()#F>q31cqqJJ$H0{iZvkd(X7<G@eA?cR
z2SNlZ1)*hcy*xhQgTA^7-xiCRiFe2>zQC%iE#m+52S;UbzZI+ZSNE<whC&@K?l@Ko
z9$YWpA+y-eI@p0uQ`V*G>ZAt6$TH_~WqQhhuan@f;A#n9+8cHVEbahphxN3lz1)c(
zHSRxWq=kD)gJKfx=Yza_YO6!B8{fr$g4<!N8M8uv4SebirApN%>>+x4$U*jY=1+-z
zWIAGDI!yW!i?u|oh55ZN5}$kVLRX~5O>%Ek4sPp(dK@?!SDZ{s&yQ$O6*zZxds>W6
zB(8VCMXdfOPUHNqWp#LV*=MEw8Z0AD)1}%H>=3xu6xmDNUKMdUxgdiq2i#pUJuyX{
zDwxkXGdo@Z*4sCuFwBe_2IRC5pG6^J4s?-Vfjih6u?=iDej{_RJH&FCcyx8g3ykLJ
z?guTi15j<{q=%M&mAUAPjF;}5MGpaTqNSuEkGO6#l+(!4uGkHUGf#x<a*yvAyRQ-J
zBK|p!h>#!5-(2pJ9kaHV??LwX5VVdS#{uNWUd9Ot7b_W8X@_s<Sgd@aTZwr!721cu
zYM|~(IRE^U*<ED*)L|liiFrsZ?x#%(p=yQD^SH625OcVU;zumXs+t;qp!q>Ny<Yrq
zxcnks?thFCl7b1BcKWX%2Xhy5dedoaXcKwU&kA)v9lsx23mJ=bKf(Hc06W5Rh8Hpe
zd!qO;g*`5QM3@puUWNME0v`7EdObDo0oMq9v6kQ=Gn8Sa_{G3l;3;W>wSfW5t|e>-
zjs}$Y3Hy71G0=3Odgz7p@^FRI)8jQRy7ywz9(gY;Xw(8a7Kt@j$K?g-dUFG=f#%#d
zDg(En4!*P4cMiA_S$zCif2>-0-6MxX#d9<_qE5vZAMvp(pr@m^7B$q)6SK)17nZoa
z*#geMrjHO(#|fGg`>WvpvB*_4s{9<aW|8-LhivEdcYr?mejF`(k#q37wZ5$)$M=*e
z-+(zI;LGQUo-d_-K2r+k60RZR6VScYV+bv7ht+gUv(g67qHVsiZSNs?5xQM}lI5{K
z^KewS_E=i2@A6jHus_}6M{xvC^U|!te3(=>2S>>06LCn9JBvE>CV<alYmE<;7xEB$
zIJ&$HK1go}Y#2$e6s60X&5W2|cQ(eMM$0P!X@trHVP-Y{g{V5hLhCo?05$u)-sNMn
z540-jlm}zUK8U2Ul<%~kN*jkIo!&uSizh*iyuAA>dK7Vb{29rG4!wEmqs&_4`|rie
zU~X6k+pFnJQU5nG4hBc?=mi)B;_9H+gZ;wgNq?!TDwOyPD-tc$u-AyYC7nL9j0;u`
zHvbZ?TSm5akCX?Y8>C(Gm!~3!xLMS}tJsH_lR<`BpZa?ed%*m|QS4({oFrVv^D5u{
zL@VJVt6|7=B4l6KiFlP61A6t;iZQkL0&UU<Q|d#wMk|+T$JuY8Et+9RW8Bz2R_!Vn
z?kD@meB-79qx4eG-X}4hbWgnLIkUu!W|+mS#M;&&sRE|J30c`C?CxTjSy^*xBPJG0
zE-7uqpl*z?-bfw6B)^EiNIi}&G)`M2ou+~gHX2^o--E37Qi(l4;FdwD{bCxnyHI8$
ztQJ-kTi~ep@JnGOc4WOk2e4u@<$t57Qe*SK)0Bh2P4JF$g4@MTN30Wwd!^qv!n7u_
zlKKvL2QRrZu-XW)wlB~j?C=S923O>!zP~n0W}_8xe%Eo{o9*YO!$?QPD+wN$H73ri
zwnNr|g<XUlJ}HbXl$J<Gv{jPlGrlp0SY=e9FbC;D;X@JZI#!RE?ybOf(8iSS9$l~q
zP|T$cCgV8BgY@qiTy0=o<r|fOJ52j70}o>vhg-ywSBg;<&tcBWN7H*0;|4{e^(9_|
zDb*BwQEGjO7$v++Jo@B3<aOfnqx-eMDq2;3a@ul$d-Yn;N$hNdP60kvTb{ryDgSKQ
zc8a-K9=BzRhcc_WuouD3TjbArB8HT+_fOm0nC1yDEg6!F{lwf_z6q6%=xJov?cSXd
zGOJxBiCLDHHXN-m3%<-x4U4wY!5zuZBo&qs2d55s;2Oc-&<yY@F#6;+%iQCE3L)@I
zq~lllq5=RL&51i*TSxMbKat}_WREAQb<z&OgsuboyP#pmEdi5u{BB9B=t^}C=C?~)
z3yV88Xps;PTKt5pmXXH`^&uGjL%S&F;;zNIpnr}?sd@ypQT;psPyn0d;;6x0CdSAs
zZ$LaLMBNj)p^XDvNq7_R*kr&HJMmIoX;H|<6{KU-3Oi(TCG2@&Z%8frr>2hKrf(0!
zBk^&|VqP<fqZX^!>^MnPP3qZw8(B8yjc<|#-wBigrsIs+KyCzdGyS3FpjV;NC%IWB
zAKSao2$Xb0T*En()U_WN+L=o^aN%4TCFN7>9Adu3n<E}uJcu_EuUnV0x3@qmRE!L)
z^2F?zx}LqTy?|pYvleJLGOrSj2fba!<9-EKTpW6lE^2db>pG+w4P%!~N3qF0J`WQY
z<ZgDt^Ap@5xZeRTF_cc&PWbPlv&o?knXsRe;Y;YnLFmKm3JXEc`EbQzZy#sWy-4Z+
zyb;j6^#`0M`OzuvWq79C>uAb8ugw=Bi5f>!wiit);GVrQ*%Y}(2lQg*fY-5<?Zr}4
z+~cehmS3_hH=@uGBQBT~gTbGb*MQ+hn0{MA4sxZ`n~(><;B%e^(0*CSqX|}Bs<HKo
zg)Dv&u{s6}LtIZ-#Z(J%w{$UG^Oti`hox~lpm{Y6iIO%UeSJAgUAz^ITYr0@I~kqG
zWX2#KK0*DOOkBb4j#3@~SJAj?I?-^zaX*dh#2x#Ijevf?KeV&R!EF#SSH?w8ilhz%
zTNdS5>wlf=)e|x4WUr58>te9^Ma?5GDqOA?YRphGk_xi8()YR-joCe8E|gtNLF}&<
zxMX4Or1&oLAlSgB&}VVWuM$h4&LgWBbfL$=SQc_U_9s*?+SmuIh1XElvX9`Iz;_GR
z2<Tt?!^u;K(E;)G?`~u#Op)Nt#THu<UkEZvKN7Dcc=6o1N>Nc@60;M$TZtu%ClW1n
z&@9SWN_PXZ!ZlXUjvvQj7Cl&f3f72-yZT<Bi#oAQ!i|ZkR+`j-dZcfgmYyp-@M08W
zJyeGpGZ=$IoxIGhgX$siQh&~vd2q1sFf{bf5U`{J86#@Z*t^{Edo$2X?V#)OpXTmO
zJffzsQ&Cbh{T10&=Zl<@I9Im=^zSAsLJ75kU2?2m$9+ruBAwl!Cjq=T0oxc>pyQp)
z@Igk>Z8es(_`x5lRb;+q!%p!x?}$0+o}+)5Gc3KHLuU!wyP_mcUIx$1UQiEH5>Jj1
zw?9M3g4yS1_$_9hlyMW`^E3SY&=K}JB;coBkEq4?8=S-CT4;$E+W*iFiF==6uj+P$
zUf80cK3Ch|s#sp7zqoon|Mmmg>rDY4h}=H|zTb}xvVI1AU*wj|pbrLes8*3fs1fx<
z)OSSMQu$EDeL;-D`+;BYDK^K?TD)ncEbp3D!H81J&vS*bs&^ZRJ>Gy+4^zKrlv;K+
zCy)c)k_it@#|pk9Wwu&F#o`S-g07P2pV6LKXJ*M6Gmz<>WYVAFB)-1{C&Ak@d%zqn
zw?;&X2Tc<$b$ERXnI&Wi%S;JZ3&}vPvp3-;DJLD&5_I{=J7RvXMEO$&mu*$vFJn_2
z-n0o=6_=+NN}+mlsj470mx(RZuo5pB=I=4Hs<P4IX}au6)~Mr+&;hR%s_aY{&|Gga
z2hIEdp_ugs9zvJiB(^`mNn(}*j1~sO6&>PqWl*Q|a<W(9O1htqo^m52Ji+N6#&eL_
zk<kHUs0R>k4m9Sayakyb@ryDvssnyC+#f4D{RLCdOl?-W$b<<|W)A4zW4ywtV>1L6
zI-}abj2&T#*cip3uD2xJNUbrXqbSsVlbXehXACU)6urdUD-+E@^S?yc{Qia>f|rpU
zB*V;c4H2Kx*8V}|N~e&Su})2O?=T|shN~hPYForhT~7<lUHv$~jPB67tkh#>zE00D
zGvg$<vi{~BG1uzc(dH>&mNEwe_sX1k=$t@;z|N^<$Ko(eFgR7FSi}Jm8|hEbIe|2d
z+|!FA%wXq;H*&<x*5xT?rY^&(kvH#%xzuIbnVr1|TrPi4di<#s^r~|5;SHYt;=Etm
z+rd1%Q0N-r)uR9&<~<UuOP*v5TxrA(VBWE0B?NAbd-9H$E9(|?dnMm~<X~V|fY(VY
z(zBJ?1wVip7n7stNLeDXx-Mmj2XZs8b}P_QsvD_s{R|OPCUih8zJ!}p8Qk6rb%fjA
zu&>$+8z-^H%Ix4GYO=#R#mQbl64Y~Cbx+O;fz3r=Qe|*^L1tARBiB!<J;+Se(1j)w
z@CdpdbPOFUH-kL52_JMQ7T4Qkjv?4oCQb%#e^C|QI<ex?phPgxhLljXjU3$3Lh@6<
zQYpBRm2rh%lJI@V@M_Aqf+1z`6;`+c_~sn4Hm$JgSm8P5@%L5?RZ%nn8;O;b>))F#
zTt>L~y@m2=Cpfrua#q~IOP?FY#3Jc#SQ2nwg?A%E0_%-CL?#sm?d^obbGSb??*}LF
zvTP!E4pZKoE2pv}SiHEI>xmb1*FofvP<0SXxXSL}l_SN)I7ehZ!N6q)I(x-SdaDaJ
zL9|2S>Ma+0iaRG>X08g_04RV+|D)#S&xC|t&sAwec2}$F!35}AAY$)Vh`VW@1IU=%
z_Rmb!5SgE;nn7k}s^G@kn|H)q>T>LKI!yud(h?4Ov*;n0;s}eKSr<$j@T#ySClSEF
znVhYfNAAAyPcY-IH{vzocQY$omi*=&Fn1Qj%U(o0fzA2;k~U*5C8=|5mKkAY&tPB(
zq%Kcs1PAX9qSeteh`Egx`-weRxJ(<zG8UUrxz-pOZ(f{JtUXJ74Hkpp;yj0bcoi`C
zu@{12sMJ|)F9yS^_`rPR;7%k?wgOW?4E};})6->1!nYxVi_5rD{&Hk!uzBMSk=slB
zV#ixdG4uQd98b${yQ&r%&9c9U(DGpiOL>{*SAoM&$zg;Q<ai@8RLKdKEb$PT>*J=7
znT`WyC*QauWWgvlZ-<SzIz55YLBYbuNyZLg-5XtoJ+aoh>wW*)!l;6M80~*KvVk>4
z371;`zlF^0nkYvV8qtp&U1#Y<K-+<%Rk-9OX>y%Zkz##?cmC}Mv%fxGVWC1!yrxd8
zw3yk80}e1lDu{S<-|@HP%vEMvHcDFtG&i#{iOlWJgdsBO&aCv=*ySXl!Engi%bKAr
zXmk1lXwTFFad*Ybeq;yAZ2hy}c!<nS5>6p=by=6K#<eaRyQs=jz^p-`fWRq)(X}E+
zwLYg8F%c9t1f2>th7qr>Rhh$V{f*3!3?f}lPH@azFGAeG%x;{=@cu<Sq86OV-Z@^5
zhy#o#NRcd@Xv7%$g73o|eYjo+i4sOCh*|nEv-l1y1aTQO#xKBf6NC}od9fW;=;f$l
z3YiyGMDTd&Z>*?Z(>5+g6&9ORqTX;RK?rz?5U?f9_zpA|8J37h3M@FtTthJ@XJ*y{
z_bm8U*22ccHu?R)Lc`YZ7#`Nti6M8vN5lRhC**at$k#VMF4rebww}Sv_t6KK;gYY-
zF>?HxoVmITY5N!Nh?%R)7lCm%EoekO9Aq9|Xb9#x?LnOij)C@-Fq<*NG`+-ALFVC-
zC>CJpPVsqKJOrOerSxCK9qrFm8WUJA))6m+!cn%19~b4CKaBs;U!chEy(_kZ_(yb5
z;<uW!m;dvGvwrBmP6Ka21`~F0Yn(EEQ*+20?FpOMnW2z&MY%Vx35TJ~$Owc?WL>Zi
zcE|BeVem`z51WtC&0}l51)JqUBCOpYVj5fd<<u%#tgzEfSv#igbl&LBY1sqhI$8-E
zx#?7f<jA|u6KSzS;Jkw>)_~c5GY`3;+UMjRU{1@Pghp@m&_+I-fl51Py41HlqCj4C
zeYzAAaWr^k7kIt9&dY6mllTcfaR<otP8QSdN1g-bU0-UPb13w8<1L3^%?{?~Ne2e?
z;ys5w)a|nlE3)QZ9N5C$IqfjyUb*YA1-N(KVMRYSNt)?Q;CSL6<|#>Mr*RXo6yUY<
zwMSd63GwTD>+s!jy%mGLL43s8e1YkgBm3e4lZ;vqnd^nboju`G$jk%`R!ZKuBjnzS
z@J<*y!_7bCTwg(}zQ29v#Dd*)fVy=F?R(r@f7rT)wnELl*0lq>a}jNby?hRB2XyBu
z+8FvvLhfBgV<^Y+S+p>H7Om~Wu}J)ao|3ffU%I_)Juv;Oq3A>RVr4n?%RBtu$v^8N
z=7?90ODh45;+fUCC0<<bdx}>=C-9qf#9Ixg_NJ;Y!!|uheQ{g`Y%bb(2|GBk1-f;0
zoPoW1a(sl%JbT=_JpM&t^BhV0`uGrg_4N22=*|W5G4+?E+`B@)qSM?H<O6WF|APZ=
zZ|EsW+o1MX4^~eM%}9M(ybwxS&Dqt_-GV9+S#1dTqlX7pA~r#As4L~ravEFOD=(EG
z@kD(J`js1_!-r`1h?*De!?rSF4O)(Qo5N|wcV4mwz%}mQBk1JY&77ox__V0428Z~E
zc8b`lEy}@bL6RQxbq}kmHk0+~jexux+R~Kz<Rw_E{jUawVK18}r@|PRo8_MY=5`+8
zBJj}aJPHe=e>13DTP$M4(vPWQea>r2_u`A<f#U3*To>#EGwopiK5jO4lvTKImbhU}
z{BiK)0kQmJk_S{{@b-9i@7m)DawFjVP1IzwIWlh~k@THPZn0JL5B3Ur_Iw-E<)>Un
z#2tv*JSbI_urbxa7(X$glbKP->MwL%20Zs-=mbz)qV;A2?eJPXbd&!@9r0FO1x9od
zNf&9`zNNVIB6Y33>#;`u?I&~C(pKQ0tw1N&5;@fDwt`7&u4};+QG#yDtx4P4JHZty
z2|?$HupxPsO#0+j$GNqD2J_6E{^A(m+hxr~j;Py2OEVNp+AWQ_@2j*lN(>d1*mi|K
zhSfoAA?C%^(qLSzsv5Em>-W#{Z$FT|*zy=q(4CZ!trknz-IP+FTgLT9U4c(T+JUvk
zZS5X;^DLjjHbL<SDvq(+oBLxYt#klfV`DTyQ?7alE_%SHC2b8vPjA>MU~6`Limd&x
z&SH1tLkCwLspRZx@2xySWVyk51cwLE60eTmV&?6Yk^r1wX;ITWu(8*H*~9X1o8-+q
zU>5zh;#HMk#{bwyrF7K;q0NQx9~&VCH|V+DjIg*%=Wa#@G(Y;EgJwtnwrXiqOTy0m
z3ipvGCy1FP8dnixa?wN9$B~VIjgW+!0#do8B{HfzrJdqvtjy}>tjf>g)<N%JW_lF^
z>3>OQuc~X0Qm$X6msk?IzMdx-Triz*wf`P6PskB>oVvUzeF3@W3a60yCs$!8;f*}P
zW?x*Lh2}O_iAGYa`2ILEg}shOU3l_MJ<)JzI_Je2?ZuigoOd@kUUSPG#&SvG-M;7}
z;3_&yjLAnZYZAW~Tw`&Lpy^RG1Q$PHt7UAySBHTiPhP!#j<e(~rQIWN=J+XgAiSW*
z@`jRg*g?$fwh|%2j;Dvo?LPwNW!GPdCG&>lX_U|dM8HOW51NOJm$J2c?wlPWSNh!Z
z>Ql&kuMR8X-^e5E+N-<H<>@Kq_^~P{0%Q=<S5K=^i_1fja}%diLX?<V3hKf#6aiD}
z8Pt9ecG&0dpl|+#I>N2WoxP(@Q?Ojs6%Lln8vU@2UgEG-#4tKCd!-c&NPk{u$jkUU
zI15R*)_Vpre`D(bW*BrMUKw+}^Ji$$xGU2MFlLyUO=0My-@GGc(q~24{`6O9obSv-
zPLVeQy3V2>TU^{T=>wuN0PH1lj72|EoA$Px{PR!tu!&t`%j27zL*LwpvW1_QKn-BC
zX;)mR?TNmSK?UNdu78^$pqEL=(KC?w`O^c)&=DKSoG3M97UQYvDOjc*!35qLbOhU;
zs_t5m8Se3I7w^g?Vd@brEJMi$kjAz{`p%{;g+X1scFk97sLZ~3In2%LWm~BEJK0p(
z(d!=6`2pyXA?~1i+~{TErk!lYK~L|KnnT_Y`X=^9+}CxGp>U8UxtM@1#xtZIeb2wZ
zu7fDV9&)YlW&7ghus7tshn`_mWD$=<`bOb#KwJG7HU*1EADSWyVtvh~sE94=Pu?N3
zxQVr^)~Zlz`JjE`pc;l1_qm>C7-YA*;yxKM?t7AR=$moh7XHCib}DHU)?3r}2uhOg
z+KxAB_IN{~E8z;SR$%wuv>f8rCe1y}oaC5-<G_J#tE4#7Ll_kpXFp6QaT?%?MwB}m
z#w@J6CSadp*9GV}4Q=%m?9cCzkm+Q}Z^zaFq^*-7Os;YTTlQMV4(Nz2?za=Mq;muV
zY*7!Yb{;iz(7d(;1sR>cz$57GLgp4Q3`QSRaSp&rY3ub;fRM<1dAVwoFmj!E4ZRpw
zn8OZcuH}HSGeY*X1!w`gyMeclEyWdZxWJmA=?`Ln*VXcE;LPf6h_*0$kt6fUfP~IC
z#;l?+JDU_FvNLivBMTz$?iSeoSrT@vEMH)JnPB?teRjkY3*Tiv*Q9U;Ew0ZsU`iy)
z>*r0aaphG=8#&DUPq7az_40~2SLA+^?MrXQ6<OcS{rMph^Yhr^FPC?+d$F>6Zp>Ye
zp>=i|?N{w&J)qNuc#{Ru4CwCo>MAcc&?}ZUzhGCiLn(Ee4T&&*mc(qyn>#qm;mzz|
z^Izm5g&^&Q*vXp!C$p$AGOR%N+I{=bR$ah`27E%MJ5*!rAG6mNu(`%V7sf-yC2Fbl
z1{L924-f6L{%Ji%)S`#04&ypm+K!C+Eg}EMyRNRWE<lMfeAbfSmm90|k3W&GXT~IC
z^zuFUHRj$^aX)i<a49?qFVag<{{z$>o{9STOkAMuY4i`&Qm(Hi6taqy{FuA$@a?=2
z56IdogRxS!c8Vix^Aq;Eif}_FxT*b@c_?g7a_oTl5b&Z+E{1MD6-L_H_3zLY`MkKL
z+1?s#@0AZaZMK3f<Se%}7ZOddW`LNr;E0?3*y>}uE8$XYKg^K2&QbTGk0~ADnhzKu
zC*1rg&P!U(i~2%{rz+!7$4u68L%eldUSb_5x>D%jtG6MiMY%KYqOt2Y?_aoR?KF(9
z8Y&}-CFE|hqt7hWdf*Y@Rzza<!T%H78cK;imlA(Hw~j(r1}}`c#ZOjR9o6h)Dl`U6
zfh?Y6Kwp#cg-FR1k&<jCm!!UuT-t9!EZp|d_F-IID&lB#FOgReZ&;I{oPpMw1ni?(
zf$nZq=|Wq10UH*R6Efwd$Jlk(#~y5Ev=r*hv>sB|(UR>Qf0|JcuI<2RNk47Jf~5P!
ztpn6Xl?J3$jQds8(Ku0bS0~_r>2ywAzn4tM5~6a~?HwGOOt^-k(cg^>O*O<zU4Orv
z8Ha5B+tv-4xuY2SndwLebT4W72-N>Qf@Zx}PVgGoJV&g#2=`lglU){d!B8w|h3plx
z=D4}Boi1X#7xa{*?H*!Yf2k?fd<aUSBdxIObCvnWpUi#(b9sCry=FCsx-qG9A9XP|
zl88<2AN=LikR~PKXH)F2){tbNHDvB+XC=K>mV~W$aPzP=G<Ohk?hsqS?wY;**cK;O
zUrlY|AK=!yvev{r;uiaXnS1~6zBMgyahfvH3a4{gk1X5~Bsv-CB5$C#Tr`7LiNqTm
zhndmpcmmhJC=sFN?(`9Et0QF#HMgN2W<j3~_38OPCFZ<5=DJ#NV<o66|D_#Ex>2i8
z_la6!7ft>MX_=A5VuetnkFYCkp%7Yb_z0o#fOr7iKq9|`<uEfk@J`@rSkjwOqaWiA
z&t4p*P8uz%P9-xbWqG4kBw$;9f-3hq4&~fPMe7}c{*OD_qKaXCR~il#FO0V2AAdrd
zEzofMA|ca$E(UgEAL|}$R-cv9)kZPBB<y~3*a2#5VBYi9va}%U8>#8`IgZ68Gwm5F
zB6=Iejsw%U^5=Z2%N4^p;GXk70c@32Rk_fFwXbj!I5S+5ID+$r{(`7k`-MZXX+jEB
zzO0mI<PCZqgC3t(`uaxXfV*Q8uc6a3znU3uiV!a?j$$y^omD%S|KmXy^O7mzh;a!z
z-X-W{nxU^-r^gFjA6S9z_GKQR*6>y#;@lH9q88u5O-4>u?Q141Nx5(9j&QrmIQuXs
z=WZrx_7mhr(5kS{Re4i|3yWg&k3Xry7HSBPh}kF>H$R4+<mScDVDJ(#Z6H~Zb~hS5
zL5<xr+PtR2=ViTznj1n3u+t&gX@;ytZxz~UUITFwvF4`#Dc<f_#eS_wwoa&OLcz=u
z_iCJz#LUoH6rr<kRb_crV-Gkpg2o+7bb}c)Gs>@T)y%*B1di8%Va_+<8litVa>Tt*
z<WGLRm?IQ7GjEK)o0+aHz`l;;5QAHT?i#xT)EZ8M5ivCh4yna=aFd~vRX?Ng94Sv2
zx+C1KG|-JaG>f~Nho0kBJbQ;-2Fc!0e1zv3FLc{sPR9K0;Wlo0G{FQkc=F*XgR}tM
zyTI1RUhjxD@EsCy&KL}-*>CSYv=bM0vtiC4X}Q*J1zXN@uLpP%`l~XrG-K>WCwFhR
z(iF5}LKiXK3;0{I=H6n^7Sp8U$&JJtBAmhMUKdI+IcxNm3latjhl$zJJlUAL&N|9z
zZgpjEm<sTyC2ZPYv?TJ|(ZSugT+@pGgw!=v@X-)Pug2(=Nzt8C7}ILbH7Xk7DfP63
zWA1CRUXG(=^raCb))f^|@;+{XSF0!&nV4ary7r7OvS$N}rQT-4IWvJ-kOZ7>&@VuD
z^`lSSyg|=hT!fb|@-=t)Z-B!LLxR@n?fy-0ZVafa7|?UL>s3)(^qXl(0#3N(B%d8)
z*ZVa?$70WYlw5m_yO&<XV`?ybZi|?CE=EXDkMzt*kKu>Hz2qdrVPT-7)b!g==<99M
z%EO5O;&pn=EOx^(?M4vTek`7LV<_SJ^Aoes)~#C&>#KlCj%8du!D6S;d%s#(8F00&
ze3^_1y#QQ!8aGz9LW$psD`YXK<wEtg4RSq13i!6QVux*0ureSKTN#(A^%iQTafA4X
zj#g>;J!o!l1lzEQn2a2Qn*TKHW6N+MII?AMMD0rp+&$}jKu4^^E=`%!>}HHz2S*+2
zJgFnh;3(kO!kc(O*!>jQq;j)^B$&xj%^*oI`Ve|?hd^q%!TKqW2m2JgwA2c<^LJ81
z2u;MTa7p|$tQBT)t-lZ_*(y#Ns|G(+Jtt$P^}skuJgvuqVst;l6VySJ)<dm*g#D;#
zH+6Ior$l1?f;Cr0mkl=N*$smWc!e?nn;@2;^*pq+7j_l}7`RB#K6(x~KLR-g?qJyx
z?P_DFi8w&ajhTEEGub6cyRbvAnf3z@K1rGpH<}^m(p0-%LTT<}WX4Rsh?#UVq4cA6
z^b<<^&4&~k>~wN2wk`lTMz*7)(hgs?_HQe)G0ShR02}cLI4H+}u56y2g}x9d1=zGo
zz>R7g2fABn>0{dq*29+R=;+4S)mNx`N9pHe%`_blFeTjAhd5xqCgTh7ov3Yw{H?gk
zd0*_ZrNjYVGnR^VqSm(WbmyOcQg7&**0>oqG3Oe^h+Fh{)mdIEq0Qq}Pf=e1=DNP(
z2F{yyirBi|UWV-=R@N6cfOS%23&{-=<rPIX#gwGo(P0X&L1NBr1`O`j_1_!GlS=!#
zIf8*clDIt0T^wk6Gmp5%mw=OnwuOaG*24z;3^|JZ`A$ItjnGc*&}-;3O~|>CaD**>
zVphw{+|Eb1>h$V-lssz8C#kRnn`x?x+Z%7>A$E^go>h)yszqU{lSW64-=AP;^k=RS
z?H%TloZg|)aC;*m=Njh-TYLxC;`H9D96QO|Rf;3PR##d~uv5TJ-v+E)v4h4mzBzFz
z;IPGIROfa?&TySQ@#bXAh`V9pdeP{9Xp7bFSN2FSsP_YNZL%p^F-6lRi#40PU&PAF
zLYrkBJ_n9Ae-<^t$Q89gw_{-@t|yftmw!0ejp+GCa4U7Ji$DzWso?npHym>M%RJ&1
z`+>RnePs$OUFQh|C)R*!8(L}fEq+5sM>5k;Pf5_v&WHiH_>o#2rcP=ts?G=<dDulk
z)@{LN8f%Tl`i(rqX5~7jh`GkPP-<BR(1D}Wt{0IO#aO>%sUw~zNXR*t%fQx@G}r1&
z;8x;(<D7uj404uw90As*(&t7f9o9nW?Z8pEP;GUgraQoug5wN35tA$;CT});ggA$v
zk1-k!HT#I<BsKSlB&@ym{=L^_UfR9>lOMQExG+wuu-QjEG_9gsQ4_0oNSx~xaW}Kh
zUNMZp#gEu(9h>PDiv`VZ<RSKcLG#v+C>*7w*p$wFeXe-1>q{{LR_pzSDsl)B*Y`c>
z0ssS=eHV3-nz=#%)HxA*I<BxF>OIul9Rd(h6S7(qwwYIvaA|s0>B8<sYX2XR*XBcX
zlIgSZ=8n(8KJ3h#jmUz?yZ4F@D7clyTI@ITP~Z?gnLWDAGbC8K5Dyxz#_d*$@jdp|
zo~Z&k>_Aqq-by`mZj|^MGz%HFN)xb7|IZ4vy_4GG<<1oE<pJv<HGhxa6g4;4^Hs2C
zmZ)R6joM0yyHjX^X&(0-V2ci~TGtJxjV{(ozhGD7tmJKijw-n71{hU6Az>3abF&@h
zh@Dn`Lml5@<t6cY+CVsDu0O*q%-q)^jIj`Lz5q5)-8+ZVr?%pP^^jG_<cHLC#H2cD
z$o=YJ^QEzmXvsfK$B?;)D^KJ4(r{$ddBwPoIz17~bBDHk&nnJrXZHbskJ_NF6GvQ1
zZ_~3@EHRsT=(zqy^pG1%$lgW{_QYfB2sWg~^4%c@w)hfnGIOyClERXhgT70plj#r`
zB;|LZV~Dw$pVhth><lzJQo_E$H}Q;ebkkw`#T+A)YLoY+u7Scl2fZF`1l*??Hgwc@
zsEQMBkb=R?j_T%^xg)a%MrI{#81XBT?%gWuQ=1E>L&hpXazpAy8&D@g+OHm#3PYa}
zl6%>Wc}aIejw95evKy8m>F?kQU1XAC^%%@IMOG6W`NyBgZp(%M1A$#)wmNdS>qL6o
z!Ofg|Lvxq@jw)O$(l+zdN?w@P!yN(kHTpI$?OVBZ(6Wk_)Lq=m_Cplwcxlc;Gt{IP
zl&bZwkr^n7B2coeloCtM-IUUPK}QQq$gO;sx~gRuCnB`zwICz0-w}H_Fd;<jbEC(I
znq7+PQyYJU8%zi>Yhk|0&5W6R6*Ji(bsaN()`rxwiZHDQ#!U8UJr?x3ThTf~9ZD0@
zsKEU)YUPTPTE@~8yGP{68VGQ`K@p^m8xEdpivt1fRcIM-^K+#KpsgtOljb@LhZ=zW
z4q&EN6vb}R7wwR^=@orXr?*R5Syyz`<o63g2cA;<Udv`dy`$F@cBK<@Za)}ti!bpe
zeYSP0gt-7Lj|0b2oipqRc%&GIxs#19Mh|InArx*UaMW4Io{h$`MKn9q8K(j4tMhTd
zT}K|h4xl+`X5XXmq3(NRVi$dnW(zjcQWuL7-^fGk9<e;D9mzx&qgy##DkgF`Ivu-B
z^#$~f%d`dt#1nEZd5*BfcW{#~`?@--$Gpwv<DPDu;104<=4j{SoEPxi1gspC;Aq={
zD?dFe#g%v?|NN7B$37a^mO{)qQ8VIZg`)>}Elym#l1d!lI{&|gnroVU(V3}Qrg<Re
z-sg8f&MGgufkCZ0diI>?`Lomsw$2wZ(vF=pu#b(9pQWKOc5ABkKJcW~zAg}{G5J(b
zdV(8POZ;UXaf>ejCnGHjBW=r<tQD6s9r@>fsGSfycG5TjM%w0Xi6OV(BsmW7T2U+w
z%a1}i3GD0+V6J_3g?*N-Bu7m=ljJxcX_ZYsnCUu1@|+0zv(SRpE+F)dg){~h(n$Nt
zMvt*W>BVovPFn5jjI<ncH<P=)!1M&SQ>AXVBIz5s*%xqde^~x1H5B7q^O`5lsQONz
z=in}8Vs=}Yp#VU{lp<qcn*-RqFA`V&XJSd~e_7bN7zviQai>obnoJ2<(kh2BcaK=E
zD+trm6g$sev_s;Srx9TbICJhv7YTJbgehS+EUk(i&y07r=;t4QLi-)i21;8AnI60h
z>_*yj4>k)L!fGPc-mD2*-bf8I!I?O!HCb<==9)fVn!cFA?IHGr<vW0F1#Zc6;$`?&
zq#f=PcQSvvGJlEri`+crmWA=74toKQ14aEa!=34>gG@jEK$c>|_$2h$Ctz(@(6yi0
z0?nJP#q)s)SSNqEBI)kP=K*Mlo(MS4sg9t<c3P&zgM$7$*z*kF+T_Vjka~bSnLLHT
z9+fiGno7&wBYpBiWX62OPQ@4Wl!m~2;JAtudv2dfg2@oNNLuF=dNMW;o(d$EJKVUf
z+&B$xjhH8N`T%y)4A?Y5#H1ZV>=~6l!);5A&dft`e+M|=83XZ17Q1+HWp6nQr+ZUS
z3R8RX`cfbT>mLJo@4#WM^<oP%GvolZAY$rg8d9@7;R#&WtV5{TaW4pY4>i|+>xTbk
zD94Qd-p_4?F8nu@1=ONacm4OAnlSyh#-6bk^a^-4XLCeTibqS+jjOoo#!F(m!;S0O
zjfXMwj2qvNofHJ!_)D|L*erK=1lW}t-SXd;KE*k1{=z8SAnQXFM^iz0dHIq@<~<vu
zU`09Ie4<-?-=pTe#9`(v0c)$5pu6dV6V$lkFA=w%;tlEvkG`FnT)J(z^f(4@*gfBM
z>HER0P=!y=4;a5B@%{^Uj-2V!RpHZp^G#k$d_OU_vgm7PUgS-k3Ik{EyUrX7xH9f=
z=CXF?e#|_f)CaJWW}q|oFO?o)&#3enZdYk^omy{*n^g<l4jiq-90ColCJ#e9zdyJ1
z#^sx@vS_$b*LRaxTo06Zsb!YI+^Ed?yQrnsy6p0OW_(B7-S||W1-1g#5x#T1Zjv~N
z9U|sBlwu*_i*`kym55uwxkJsScqeMwok0t1KHGy>2cbl_9}7!zO78&I8h33b>}TzE
zjNUpzc`tlY7+sZcNohv(Be~0Ebndt5D@B)Ljl1`S?&pri<HJ$rhXLM0SB%A*9cQBp
z2dOqJcF;HiBa(yk9A>VAJi!d6gm`m{^@^Ok=jXRmlY=Zfte^dFBW}?H)@OmOfTbU=
z&NpS(v}2E?*?tnW`UO2FYJZ<@B=6`7??{O<hsKUI*ws^z{PR!h9T(=HeniaAdgz$D
z<r;4!PpWO}ny4M4&uI1;?pP{zW*%{i{lNe6c2Sp#T{{;U)_V-|k3W$0^`54vCH5FT
z3{^$H2F+u}JtYa4j+ZV$_YM#q5H<P4SR7n^<s=8-9TVbv-thptiP1Ikl7=JoMiR$u
zkvh{o3T%*kK@Y*jeqyG3w5qTo_2bcLmV4~&EpZyDckEfgJ?n{?s&+$e@g-gpqpd59
zW(+)|&j+}ZI*Ur38;`}G1>Jom&H?94IKwNVKG#_%O-_1jt9zfILuRvqS;L{FL~N}1
zCN<A3;%b=Zg<A&n#QSACHF-r>+_!x--we1X1M36mCI;7Nz|r57InOC3>sL5M-O8=9
zz`MEC0}@xJ*h#E?{d6RAbK&VoKmVlOvEfF-__p`CY&YZ<U*b)AZR>)az5pyw14mJ+
zbL*v80Z+Yf_j5}hG4o5y3n^`F1y&gCsH4pGiqICBH!QgE#k?i)DyhcMO<~(!b#yzp
ziLiw1$xH`Xhu~sAG1p8N3&`HIQ^ZPaA?7WOx5eXy>Wl{G;>CqAOCzw1q2mT-hpAux
zuulI2)E2f>CuB=Ur++=Rhaoybjv|h^MI+SftOA_E<{CX+8oih_eN4?U9S4Auv4h<j
z_HFCN>cKbCN4SeEb#LY`2wE`>9_D<hZsY>O>MP$MzQ~Qbj_e>DO~AA^@_W!+bEm=F
zC2FsKKQ#=*Wa4b?M%XjfZibrMK5Km=#$$*ZK0_UL2%4Lq_QmEB+A*snM?)GDUVF%y
zL0+-S@D2SvaPH$pwH_~&4}jp*3?46^%=mc0Ib5T6_;FeLaXDt5k@W#?6CG@)NXS`F
zhTP(7z+RV1O|WyoKJEZ!+q~GYd8U4BxwXd@Cc})|Ve?#J^XL;)VvO9}zqp5-Y4cps
z@+R63+Z$xfHFkn!?DW9ceKMo5D-86GO*|&n#*V=}rybk5O|)q2#8az>+~RA%&Xn5R
zG<JH;*d5ReCmXiTmNAF>d03~P3d3O?D|YBaVd`jEq>Nu7=GwR-h<?*f5%+!eb{R`L
z>E6ml<J&vmHd@R^V+P&sSW{xEmr68o%siKj-p*|zt{WrdtRTOh+nP$L>-@}}+|1TI
z90+v}V`%sm_YIgU`~MJmM>!uRqY`euA~r<kpSYc3=JvRWSlkfHPw^3Ur<kuhcRdb}
zr!P{~2?T0HSdh36J0#9@Gld0wA%72>KO|*}Ht?k0N@2y8vpQaxUTGYMyR6+aBLxkG
zL`~^+4tYbx?`2QQBCE0hDa;6dAa%J+&iyuRrQ=F1Vauqta5H<~isc%#0$+RVu~B2M
z<3z8;rtp+uNADZVlNf3V|0*?$8E;4tG_AQ@fQG|pXQ|1QxZ;{yZc7+)_j=!KulH>`
zx{2D<-4v3cC<1!Nwx|f#Qx;pNUbK_M{x<bcrs$m2k#xFf^ktnW>;+Q!=bzL&js`)8
zGBM{AJA+%RdQruV<Vitvm1WOLGC*gk^ci4ZYqa>az|jOOmaE!Eb5;@e8cvJFt!~45
z3JuRj`yin(kn4kr_aQ^)2l3J^krgp_AL#q3sYe!0jrs7*NDjFL%K`2OHc^>IM$%0Z
z_oC4`VzvXswC{^{in#9p_sdurQ|!_3jVB^&kH%*?0Nn_-1i1}GW(8fn#GK16BX02}
z-lWO8s<%it3EY2Hod6D%9=D!@Hvs>~^m|2DtdwPfhAwZ8H~;D0w}-)}yIx(6*64DZ
zlouT8I#aNPn(6#t2FlZm+b@Y)%iBav&JPZ_dH-xZ7;<;sfj#4Kg5AV&vlNw$$a9b2
z1t;}5iOlqas_=uhl`>`N_9k$yJ1qALG~R=}#TmBeUT`ad^E=!jEY3*GRPN$%&*V4`
zkSEpFb&-xC@)<oj!yPL9ZaoVHXSz@9;O6#V;r3HWhhLIk7sbLw$v9*wjchAQ{`m*E
z-?7@kLu!ejDP=tbZyYJ?9s4^#Z6c%}iCD_)c1GAeV!2MtwA{t6qZjRvxcNnH0cXa4
zrjGv<E}+nQeN~#q79lUM2U10&EbS5%9A@_3=l#%9Ifz+_*riwLilnXBLd`6NI;d|E
zvleDa+G;`EcD?%s@{dom$KV!~vF@3@14@#t9!xhI^Rjvi((c-jGu*MVeY8tsg*&<(
z+}y2LrriHQa)XkKzp`KoJK?;!{zXO&nKEh@qRj{k)LLz!=G`ubJ9I=$7bCt$&F%!T
zu#JMCsmEdkyl?*c<nBV)2kjJ3`^V7kI_xt&`!^|YmLUl-fB~dUmy#uK^CS2LO<_iV
z#VW5i^ibaWiJAIQJj7n_8Cf(-ifiu~e2DoSSA(GJ_0(%U<`zFftFzEatzqQZ=%-o_
zsb|#s1a}m&)aqRM8cG{Bdf6Soyqhq#sN(wS$(XOsE>>~#Z$F7QT(NQHvn3(%>Y#r;
zGfW&2u#Uf8&|YG1B%Lg`9B6LA`~Wn$ab1}^Kc?nCV@^<;5YUa&mZmye#u9e-9Wx28
zn1;IO=2WdDPD9@NiMejvG2FO}95?QJZd_vfso$}+MAv%F;GW1z?uSlljc#1M)Otic
zmEt?WU5vxOn8(s)x$!Aro~@?Fgikk~_=`w7zoynFVsO1wxW45f7?{yWz?z2X#?Xxd
z*p1K*zQRPT>qpD46SWm^_%G2ao`QT+*5u0TmkUEh_%D|e)Fyaz<+Mjs$~9@5J>q7%
z@=&;P*?N)R3C{KCrsdHwmFilX*e4$5#cuGhV}FUR6Hao>%}+QTfKJ+t9$h}QdrZxG
zk)Hq#s?_R6rroi2-S;x>bKJa4y8uBe`7pHCS3p;sWSr9LB~gnYBwX*;lAzCoYqVQI
z?rl%ljx4nTn@7CSjG5c*EWUFgZ9jJU3Pqju6+>>ZTgY6`Qf$R~p^jCf@d{8ou$hUb
zPkj#ZnP^h*1n_Y=`{4^>zvGy;gXj1&(d1U3<&D(oGlWH=c?>t#o`1&fOc`}P!z1J-
z;4-gg0a|=b;#~8gtM8G<cUGY74r<;otI);75v?Q!6QUyHjDzc~P>8r{DvBM<P!3JR
zM)_}2vm80J<P)&bb_qI$9nk-AeK|B<Yn%J_hS;6nRHHiUDh{A0E266AJz6+57J1|8
zrMAeNYyNO(@eMr!7yF5MA7pR>uTIcaZ3%CI+~cx351)Vh$t-s;!}h5}tb^xJSIV)8
zniq*c&M5)siRT4TclT!Pr>026l>^U)p&>mZ(n%*AAWxs7tV-szxNbpB`d{P`Zd;m=
zd|h_Ljk$Jrn_>rz2E^BPI=J;hZYXS?xeg4$b^04avoT|2b{Tg+a)fj7#B1albMHFZ
z95goq!KS^0{7hI6usiRVuJJg4Zh}=+)_PG*`qpC(oEd=>tA5|mUj*k>>|!xSP~{f#
zzM<tZk}V9M-BGcFXQR#)yYE5sm_uE#TZQ&_QBxSA%L|-T?H^&!zGe24r|(f#C4a$?
zIPXPp1lW}Zq>&71sR%zCGRe)$^#z6L5K|?9Rp7j2deL<#n8OZcXb4HfMt+r=7mUDS
zFG<k;i_q+J2xM^*^0N_cfZaP#-3><eqnm)OA-Nk)utd%;7)*jQgOOrO`wMyqF7^{M
zQwuucYbJL(;mgaa_0zcd$Dhn`1GB+-MwMK;_$D<k4uK9}|2%iP1l>Doxu2Ti5K&$`
zr5=S5_G~(2KY98TW!0!4SQ4MGAxF4fWkMS15UZBbAqP~%g|eYmMcPqTv`YF$`wbxb
z&Z2o7<&k1X#}M?x5pK+@vj)g5)d;@V60#jTJ!L+hjD(!j!;QJceqgRYEVgvMXjdey
zgxvzpJD-3_N%5c)4NAglHQPLfRbu<jiW7@_xTUz>>ZBqR{|TAmks)@Ay0Z`Z0JYXI
z>XnJ3|Mk=!%1BQW;+CkpU*rMo^g+TF9PM5vWW+7L2ka{gBK@xyw8Ac6@u1V9O2JMl
zYdve*q3>7_TiCq~?Qj~#`-z!WUk$nIj_Xfobr{+UQ+<kI4BgD%^eo7JY=h|=LQdLk
z8N%KV%=YFu-1?%OBo4QUIEALN6`Cr8(T5v^rk_H_(9|LFh6QU5=J}t>Y{$qm%6tGj
zDKqS0(e|y(18(s>;8^Rj`3f*EBvn#k!N}35HU`pGJBCLIoiio**B{jK`WZ4U<Y$;f
z$iXtOThyKK{{*#x-4sNusrmkwQ+wC|_cR@GiMsDr_G6nM(GSvMM#0b#u^*W02Nkx@
zzG$b2yU*DZn&Eup_(8ku2Q4DY9e%J@W-~^f^Ml*5lQN?pG%sZyaf`13D^cmP`o+Lf
zh@uI+dY|OM;>Gr>{M%1rvw;|TWD~EW7PoIPD;_hZk`gfexBTVM`PKOsnuhi13e1qY
zdcMZ?<Mn`YB&S`)`&7ptB6IQ@2Y5{=*38oWQ=vJU!OzFcadVxvES$D(Jzja>y*KO$
z1##ZDd^hI5oHWbj70i7}yTf<a2^l>`W|k?o^Cq1}r>$Q)Jp!Jq2OZ#+qEhKPH~QPS
z19ogu4^UnZ3H!`-SU<xQ5O_xe5Nsk&w1%p&L*mL827ME<)XHHivdc-)5p#1Vg6v#v
z+fQvgZnJ#mMAeFN0QIu0xxS^?W%))PU}MXp*r6NDc_LY!uz5&>Cx*RXtQP1r8F+!n
zJ9>Vc!&L4=hwwdU?l`uGb&!Ot;~I8%2I>TNG9MP^$Y15nA$Ys*r+fMP2zxRjzOHd9
zj?^nFvPbINC`499#4waaaID_!H_2<}m007<NpvBw)sgc_b_a_PTB#k-xQikoo7|;2
z#IBDa?7`+mAOa!~pCXX2%9?3JumjmX+pI>^sL;CCcf6f984gkRSIH&a0Pb};|Hrj>
z#R%mSdQQ?_?D-0rQ`l%a0!1Ji2R_5PGskPUQt2%bNG#UDBz0jx*LGtIG;anwfETB$
z(|(D$ug}}5$!@^tctXwv<q>xK@zS#&`?-w|u`YtkUoY=uK6Gh5GV_RA902B>^bo}@
zSyNeQEjX?8y*HP@Jf3npm?11Rw9qYllbW~E4VV+K(Z3y<avwmgUpe&=b!TXycYkv~
zcrqZOPOb}%ylVrpMc&-_BNR=Vq7{GC+^qOxl9)G*gB5(*J*>-@mK5uQ%(4iX{Pp=E
zC<72Kt$bcW4mUBU4-v-U^6_k{h!3E9$3i<<g#Fw}*0HYQiy^r9j+oQuXUfm7kvWj!
zLe_MSn(M@iTVk@xm<onMhhCyrAhQ-5m?e~oXe+B0-=yX_ak!(M{)vX3w!a#hoH$bZ
z+|4$m?iml=^Wxjdll2f~LmLg+4bfTQ^c*nPe`AgL5A76jw}5frI}AEt1;f?vLlZd8
zu=i>)_-fG`PJ;#m({Kq{JO5Q|Uf=;2zY{TC{r=_D6nePwP`TD)>`C)+fZTZ8C`;7&
zgB(kIB8zZ>8x-X)^Y^%!i!z)kyJK}8a<>B8C^RSEq;2njfJX8itw9cV71E5mqV+W+
za#3rzQ@tAk+qsj5!%BWambA@c%-tiF%fws{=?V||q#Y8s2AP%E0nS@8R$TW>F_nzC
zi^Pg6`??C(zF}XNfgVnid}RD0GtaL>Ns)lFi~QZtR`|j}=9@rcX#P#0DQI?Uf`f-a
zwtA78I7j3YM(+%HG9s{&M7_-3lFXgDQ|JlZmiAAss>>d9UI9#CiXpm(bhy{eUD(y?
za8yTMZ#8rv=Y*?6<RG(mwN4>3Pfoz9!o*8klYcj}SGL&ltT@bKH!L?ob)gaHF%+X=
z^F9Mqbr?K3MuU-F&V~3T?Evx%B4-*rTr2wrdPYTd5wks`v8{)U^u?(wb?qU8<rp0|
zd39BLbw6gG(C{<lNmF2@3PERW8IjMZ_%U=}DLG*eg${W?w}Y7%vlhz=P5A&*HeNWP
z4JT{z4%(}(5gJ+OQn~vcF)#jrN-pv0<lcWbvzO={_47{on3;d4d^a<Vb&1-gOEJc7
z7`)FfP@UyA-k?X9)b<<QlDNC3V-B3{(Ipx?*Gl2Az`H4&NpQYn*DS{_Stm|i&#_Bn
z*P9%>s2#f-vrp*x8S<p+=-Ay;)5qjI?|6tgluF+8=<>qXIfu^duC>KE1l4#X$O{d@
z1+v@H5DY5-{c|Mgw?l_|B1wLan%A!771|Kley+<4DTeLP<l<Gs#WRFG^=jV_ZoDph
zynN(^5Gw-z;SD@R&NY99kGJhtyIgy<&&itY+-1|bV`|m4+T><l?U-9Nd+xS68*1ln
z$Lv$D_7mhu$I-dlmx_<b=U(lH&_ku<buQlh+@9F4p3X3{?1|7g7ZD$pPU>0ti5nT~
zIc;Z0LB!3G_IeMOz*9%Wn-{nanHwhtc0hAaen7iE5$BZa2)ont(z7M|#ce$7LVf3n
z&5#^bTJDfE_Zuu6&69OOsg>G+&5Qn|G8P*GbT%9SZJcE+k&K<K#QE2s*c<Mjl43*D
znxLO0-!XXOu->ic21`w^qOTdV4`eQv!TEkh#Zt#J^#XbK+dP9VbTJ=B<!T2T?MR2#
zXC?BlKe5dgY=eu4LUNRz13t0+WD1<?D+TyUpM0fVlecnv<jpiHxa{0MyXS`BJ$Knz
zt9ydoV9xv9LZ{c1MVl>B=UNqwR^<gf0v88}ncrpdnx^oYlzg>l207P2x=Ld3PO-Fm
zdZlQ)9VSkmMb$C-jE0|qPde`F!m1wA&#3q*bR{b#C+rbArjG3nW}Xd~2InbMZ3hFx
zfOmIp6`y6;Kn%B*6R%bNw=-iHOTbpI30f+<1Doq9@ik1$&qU?`eAZJQU^lp6^_|RA
z9H~!u$~khb{VRGdRnt?3HBUJyYp$m(W;(U6pE^~Ab<R^3C04s>;Td)WChT1BW1vrY
z$|LYe$9-L?RAc%nPk9I(RuTTi9-*@`KXc67SDMuLxTGWKnD^0~O<Y>`zD&%(I<*Bl
z!t5cr%lJ)fp1*|fm541Z5c}QK$y>sEm}ae?ojn8WcD4$_Kz$b7;KHbPcaP+VywN{k
zcgURUEJfigWh)`e0`F#IC&BqXQx!h5e&pD|@|m{hc5rOc=}kTp3fu`h*U=d0Gv$Ue
z@JZEuT>zA0dfpT53^U%X{mVOIp7}cG(3zbOvMO=Ya<qVZ%0(+K1mxcR8G&xz?Km9=
z$#24qK8}$^k5``MP3jCwCwwlTiLU_v$Nc~ci~XXVBJP!h4~SR=jos&TsY!Zxj9Ft@
zCp|kYnEB_Q)Ejm%X=u?PW=;EyM%;~)o}KQ?IcR=s2^@3DAD|Lr?xv~h9S1u?ZXC8d
zDDnCf{{{4@t8dbCv}Hdt_nTD3H%aMjybWwPM-e|C2>40jsFvTb+DOBCF+$ealnk)N
zPt0nWncK~XC3yNCgJ3{|X7mm)9{^6Dp@L#6eTFnlJ0fm=hI_!d_5-J~-q2qWHP>3h
zS*Sk|Uc~hnB8(!u-jyPOL8+IUe2gu1TE;Q;jE0;cH`vCVsk5Gp(8X7oZKc=5JH_n8
z4rZ=%F@<vpWq3;64xE6`_Ph%=dHD@nfp9e%F>CF|+~P-QwG7R6FS>Fsl0nUR44eQq
z*xjFDMPTShOFcG$Ge1K-2Kxv4E23t*7sGKce&Akg*S!?fn>N*`N~dKQQ_pC~8S<nf
z=w8B0xku>YtIV#_>y~@*Ywl%+ndx3U_TuIav?9o}?ovL%7Qx<z!*Uvy7!kA1hvf#`
z6ZwP#&`wu@UQlD`sTcWvY=cWNGO`GsA?*FYT<78n=i-}h7rXX$nIq;q7u9kunDfXF
zoW<;PLA_~VimKk@boX;a&CK_nKsI>8FXKKHWWYT086HD-wO*UAh@06S2Od1v`>A~h
z$H3ikcU-Z+C~PVATPXIcXM%kmx!XlP1<h@Zle$Q+=S<Upx>o}2t!CH{ZXEP9ztUr4
zd5a$Jx}cd~V6l+v%{tVNMwxsEHhbdAiK2JhJg7qi`hYn}1m}9)*BF`xy=CGG*Mmlr
z%P$=8hGO4}o-{>Q^%q*aG-4MWV!2GrcQ3^vt{3hQxz)YWyZmzoUC5#;N}Wz7Leq_B
z7;WFX=Ix7*((R!xa_q@Hx-W8bJtSoI60uET-wHLIc)JT*D~bJZ&sK^dc6)hIuXTJs
zw{dVn;Mr0U81e=e*_+v%)N8I8!LgGU?G&++w|<Gr*iiUK{ZPuI-D71zOn0ug0N>M~
zpoA&b&QTeLgWgc<ThR?J3Vl_N?3kUU*~ge;rQ3=38_dkD7e(Ng+;90IM#j~YUKTa~
z_yala*m@zLN!&lI2^?tlrj8@fpcq7KZCDa@f2e9dw$66;Baa$#N^*!TSl)0yuW{Pd
zxkxhy+>K4=fVtifw<f-6CyC=0Vty}p@mln%dIeZk$=UW?ip6I@l$*REq$3kHRgF04
ztwhMZ@CM5RuX2|e)3bE@6f<bbAKq^;v$t{-%V+396sB)<Waal%@0&y~9?cGFgJbA1
zxfj9VZj|Y^aR0}3iw^t?)ffGmytTWJJNZTA_RmI;5%*+9^#r<c%GE6)dQDe0$((Ed
z3Qwt9xz$_2*$%T9#?)R`ZvtKsy{9Uss5-_y%^?y-?FgF+VjT1tJwF3)uyOKL$<t%{
z8HG88u0^Tqt#>2~z5AS;L}w|Cg(I!W1zDPHbVYYdWBw%kS8WOXaQhYtk=UUhcPx*v
zI8#8>QR*>yQ&+m}Is3tlgB?qmS<tg*1TGE`b3e<%j=yNXCu&}-;sYA-{BnTGx>4(A
zy7F&7i8qwj17@Sb!-n`hW?mp0z<?02r8^nF8#+Qt%0749sxfuvRF_)DWjl5Yi-}(L
zZj!kB^_^i(rVidXQaw!_LpS(_;}m+aYU_o)g07^w&w|9l=H=M}TzaDQa(_<#?O$Rg
zt~cnUCnb#ghldlI!(7SvPUiT@Ou#PvNB)|id69>du=yzy=R4pd?5fGOXZa35Ym4*T
zPrGN96eO>Ky-V80L47(ii#&VsJ#enoE(WSz&_gvjA!@F7^t$niiP*#?4CfW|Nsg}=
zgXDX*omd#_e(5)Zoh9uv%*H|VlyS3`jF@Ls`xLs=m2wmIl(>6sTyxCKNHrEKG^;nR
z(RMwy))tA~Wnw9y1vK$eBl6dnnGPMkLIQSD|8{5z_lq)c_U9w&`b<jKq0d0G9lEa#
zo@G$8UIPb+let4rPCK1~;AqFhGiDB)Yp09;Pti);+$3tYCzlLQuCL`Iix|Xj^5hN0
z7Gw6gG}#GsV<S3r@zU^r0KJ&u{ewM1XFBu~%*m%?#hO}2%IKPL1gQIALX|yN<F7+Y
z0aJqsnRX+55u54PHTd=Lprvsu)bU1Y2_4y)xcN}`>yCXtwMHZIvVV?2&3iZQCpLKa
zJHrak`W9!N=u_ZadyS6$4gE!MwwHua-j{zb(yDoM_R33LA-UY--|I}2h-3D-SMLdQ
zgGq*%@1S`Gy7(q@G^LI=GVm;McQf#F=p3UGBaDe9pJ^$b?Ic1k`x_?^c*CJ30j~tY
zwPXqBk-J9;r=XeMMuJKcaZa%gsC#`boi%+2z|*&=s=TldLvqpMT^BUhb`-wm#X8iF
z#?xR2Hv96oDldQ2y%D(A%h2iG<`z{l+Z|W5p_4VA{{9!J;Y%ds=P>f`#wH7*%UR@H
zP#<u&_vwG4>(l7zo0L^y-3N}$>-q03GM|V<Y-vr1dWAgiNZ6q+isjcO+7mK=0Zt=p
zmRs-Lg({iD4rYk86R{Qko7Bv31nws$VoMp<uTit(5oj=%_Sud&!tMnm9dmL5-B@p`
zjzrH=l*YqGZIL<Cm=rq)-_Rp)ae!Fzf|6oXg)%!HEuUI`8|2@9636Sr&Y^BRbl$J}
zHD;FKOCgDakR;~$?;$p8UDy#~vLB+F`(|iIZ_-Wn!jTj32HP*54FU8qj`f6ZL5`vO
z%7#QgsVmOk_C-c7(1zqit7z~n=ds>f)nU=>DYXIFeg=IB*zlkm2dH;I^O&LUjDSsC
zlyrCgd%vh@00_7f^D_xQ;O<-r>)DYL=*AYlCa2@wnxb^Q`W!gdhG4Vs8~TgjOh>6b
z?jn!%1K1djG3h<U40c4R9bH@jr}GlCcAmrCuqXF&gPssH$$v@Uy(;?=@MKlMOXfSK
zc_Y_=eDZa320qypU3E8jH>PJj6OJ*5(xkNVBpfAIdz74+bHHPA;-N*ED%OUvG$r)j
z?j|6!+rbP9qNyR{tJJ*s1lutP+J6z69iAYze>MLNuxHaG2hfeh)uy=(&|8kk`IV4K
zaIP&W!V}x7;MCya0I}pnB{;;?c)J_7{=`vutcYf`FC*h#j0CJ*<Uq5ZIJ3~qhy>gW
zG3PU}E5g=yf>T6d$}6#gA@Ruq@EQ1IN_5?iVb}EKUb!1<LuE`F`I4W{h;{QNbIi=X
z9fN0L%|k01P_|gVmYi)Ky*2>}*jntshULA490dcrzKGFo0X)HMELuU4U8G?^w|V7p
z-eR-qi*?A`jI!+xaBjqkXG|X^&oPBhYB{#qrt>f;faQ*b<qo<-iI?^oEig|a8+`%V
z!}>V_)}+%T=t?=ZK=T_FA>I149A-pa+YJ}mmSaXc_-+Mv#|rbb93$u+uRPBiOUsd2
zr&VJMHgk0>bd9(NIYuf;e6|cTHph0_g%Nkhjyx6M#YMPIs|92?iEPXz=uaO=z?!;*
zN6>X+&JJj9>pon;cv=iMVy-Pl=#3jp=mz&OjwxV~YXy3U+@oF9WOiJHQ^zmTyJ@+d
zadbPn6)`J}iUcEKHob@$s~LJrM;|_`o@%Ve+?67mUdVg^+Muur_^BU5>T!HA2Rz~X
zWTnkU%@Hf9Ze&jJ@~2S_IbJTKd`6C=gN(poPZ*aXW>G}UK86))HH&SpVSi?L30XJZ
zt#@HF{U2mVpN7Mam@BgZI;}X!%WKoELib0TGV@OFpNUx?-~=q!{pq6VS2ds6KhoOk
zw0!qx$L=prJC3hwbuOsVk3YHN9`{#ku^Mw%dfdC9dICCWGP*zY*5ncOI8>ek=DR<w
zYHgk*?tXo<%$y{Du&|rfJdCIwev;9`se9=nY;rSyJ5y}D@Q^alb3n}Ai6w41%^far
ze?F!%bBy2QX1c&Sb`C@8iL6l<dff@)CS6)bAUsF2Cz3ET)Ld_<3U4S|k3kl8?@>4>
zY_?m}4Yyciylf1t)8ak9h{a^H<>(~l>Yl1C$KZ|I;yuTBfI4Y6I!5`_?jiO-+;SP5
z?;w>b6}*uf<&pP3%vqW9UWs_mU8H9sjqt#>Bo&rx6skbp&;%5)sG=W+_TKznVyUIW
z{$!U^jU(jNdAm+(X+LxN6h)nE6hmmp->DrU=6aZ7gXf!dhS!RlR3g}7WwCik3p*Z^
z4a>Qi{M%37%P07PGoQT43kLh!iE+|7@#?64H*+!+Sd&P=xhgn<?lkyxY{eWm*K^}~
z)MqVIaO7Qg6@(oE=X>sAJL;QyM9#Bxlfq`XY!{0G2KpB95+A3Z-t_MA6)n<sOY;Wg
zX%evso<m(1SN2fzA`J(ThEI{kH$}~DH!haeJ)5Y8*c~IHVz1qJKYFqvs_Lbpp3((9
z0q_elXBv@W>*yPL1TGE`GuvQo4Aoq=FE&!>D`QX&_eff~Wy;xwVm6z`7XAV5V$_+g
zb29|a(vKs=6pX+?d6c=bJVb6@<?dOLGwA7alvRD1KFMD!?!;^>6XNwGv)Q85yrpjn
zqYy1CbLZ9%AZa`!uB^EZ3<LX`Hp7J9jVy(L;FN$V0lWe&)os*T!ptWTM~<j_5lC+>
z%yw{NqN=j%jwSC#{9$$ooEd)@+(Y{ZdIZjkKjw(pW7v3~o9tZi<}!?ek?alyV?Dsy
z4FgYb@Y2)3ljT593_Q(2a|fOv#hd<)j*2e{yZg>P0Zt)^E>EEg26@kr^s=W%;L|rL
zt15r~E(i4DdjdBGmNot5{Q@(0-<v`+;#8UQ)o#6AI{)?)dCQ7A>`7M-%C&zFni+@)
zaOvVfwYuL8ttC7b2{?C+jiB4+qj&y%KesWsE;o0&IR-fEDKH1jjXy#WfB07QWkB33
zzf2Ny<BuS!f$QR}WjrU3;Cj{$cgfo=Tiy)xHPOtq7aZ<J2y!nsBqa%&?zArnT;B;!
zF^DLy%L@j1CkFZaD)n)AV{mD1Zm6Jdb46jgxrI~ct}-c}@r{b_F>A~_<wFnZK_~H`
z2gI`uIr;XXhy3#oa<}Q2q%00OsYghE(vZD5o$q`7D<{y6fvpHcos`9m(Zzmdrh6||
zxV~WLfW5vASlHsJPUk2b>^?B^!urMh<4<IL9ogy6FEIhr4HgD8`>8$$&AXB1p!`q7
zHt((ZmZ+K3@XpP|dAr95yT05cJ9``Es3&Zmt!<uTfO8DT8Rld=G#ESgG<HjxeLK1@
z&0fa-COS*OePRA+3zo&JQ}V(!HCY(!4STypfZ|L7w$#=6+o8dc6EWRG`t{Usmn;)U
zrN-ETak6fbmu>fAZTG?)vFx3fI>T&?gJIT~D>JO`u;J0SpmSqAoEv^KPsv)zJ7uj+
z(O;G|MB)vyyw!jFiun{ZzGASX<Tjn7#a_OrX4^6QjFy~1H&~>})LB_Z=;Eu)u~Kg0
z{Q|RMdUDk4Aj(&lk@13i!8t}Rt`i3hc26Wn?l{bqK5t>>`f+#=Bw!o$Z-<W1dT8_d
zO{K=v;s<86%*?lVO4b%HE(!Ywzjy-O7>h2Q7D771kobOPrZ0EcDgJ_;1McN*CV|<m
z+%jCb<+ySsd#>Cf_@>LVvZ2^!%+B;JCzz8)qYpPvjUF=3g&$|oohWs?>B@hRxRW=>
z4rVFpz*@=mRcQ*>(Rs6lIvBk1D<3or#^7deOFP630V*-uD8I?gbnB2)$j8STuX80A
zUguN1e1~2=VWJRAa_+wyPmr5p9XLS?r@u<hwAzJR*UcyTk1DbWc;bn!8h#x!sri`r
z6~B&M7v63vkv5V~ddxnfC1=o+f}?xaF9rV>(5<L+yw1JX=*$}F0p^I7JH6G@yI0}$
z2J0>yM75Y+@L>xybez%4mv*X+vFn%bo!E4MR#pdS&62#kLEss3Ee*~Zn4HTVl6Ts3
zr0Ly$I{|O-sMjm2t(Fu<hAnbuy3As?>x+4bJIXshP@&2<LsD~z-OW+0o0a_IPwKdZ
zI^uR2^DxSDxY>5)47Y@}PsD8Wn!Nj6e<#3`S%I}UL`}8!A$jlAitlv&9f40@r>~m?
z)RMk*&B`hCV$bdi`>W`@Xa(&G-L6Y23)V2Kj}{hdB*KORwb46R+4rExoWaaZ($6w8
z11y+YCuFMmt%$lC&K?0Li-N-l`q^MPBA>J<XW$J^zP)-Z<(MA!e+s!n;LHf6Sik#%
zodkCGeU3uoi{6rMNHlt!O(V8v^YD!pt~W+SDPSfjId>H~(DhE2P0-w+1oopOW~23z
zu)A-aBj990fL!a`-7qAdeCwQnHzeq)!9kAcStjHZv(~j0`PIzP!PrC!L~0*n#FdRj
z*kBplmQw|go=V8HZ0UR0TxwV`_uLO<IN1Dj;0bQZnZTCm1WnocA$V`BTJ|<X9Z(gr
zBcd)dFz5v<Su!VYCUDXBESjMRM^E|@$q8A9AhGe;hUy{a-TFtFfBXr(<-BXzMf@<r
z{{z@j;O6&aOd9WAe<cHZ1Uy+2aO@^$U>W4IQOOZ_V`QvbHpG~oWlc^oV{`wTm!T^Y
zIg&|q-rh<yC%Q@)vv!blT_t99;`N1uDJ}`c$<g>#W^P=9N0ib7C$7rc+z3vAiGjdG
zKbsjx<js|H-BQjJI^T|ns+rL;&;_d$GKb6r#;D{4`&)riEK;nStDo$ik@f4%gL};A
zM0p(;mUtvwBjPVd#*#bn8u>*rPedTFs5hrp8QkqnmA$puN6?KCvFa(Y3_W3ehNqaN
zsZ2*BE8>@u!INsu?U!<@SXN2B+ZLN&G^bt4+g`gAZrF@lx&d)j08s}DK}O`FM=Vbh
zCx!l$G|?sn31j3|aJq?{$zAxvC-WD%c^$4Q6nl(pt{mW9Hp@CtWNqg{QBm%QcEgr(
zy2$YHOi$1{`<elGeW2)*T3w)Kf04fWBEy(_N==TC8v{LFME%tAp~%0=Y^$%5&Y>@e
zTM4xTo%>N1)jUfr{<z=8M%LA^?njC9LUF^sJPlWAh*{@d2Lo==<5lat+^-S#Tjj5j
z_QB5)_crOAAT~PUwjxSjTR%o_>c$>&CO6LdzL~!uYQC+uji^r+Tb2~7NnZD&zT%-9
zH#r$wIT=4jpVE;d<Vj6nKMfsuAyxS|(0!@lggr#ZRPYvNrjsdpS?Pvz8Lzg^yws8w
zoky?5%OhH-4NeAzB#Bv5E@#AD2Y#ZnEou^)?P+x7Y2+AtD(*W0ZgfD0Ln|Py`zkr}
zbHq;27xP$A_5)8i95;42@>-ffBDmh<a4PMld7BYBGtY1WIq5Ze8u!xc5%b)G{SbPn
zRJ-MA<eI0MW9DsubVZWEl#yS4sV%Q16c(9xEaq~M6}GejGW-M7(3?ZZmKG)ddTeMr
z%gA{N<cND>3FH(u->p}Xc0Ln26gNLyJpyiYvGta&OIXVg_yJ_5(JTD9Z9O1=p{O+u
zh`+pgk%5YW<JCj=87Yw4Z}RF@b|ly_I`7GT1UacSdUg9$>ml>p`|%KZC>6YwtBm4G
zu5uEc*D;J)l0d#4n6(ZUdR#Q5SGC;Hmt&yFWF98pqy8Q=voQy12gGc$vl((XbX)8I
zXBXHdHVms*nsor)YZ&fbbUVRrbg?-!CtS^<)YTTLGtEiiFJH_fZm}PjKU|GHI{96r
za8!b`yu8<VTNpoi{fMQ2<VfN*%5s<|Mwn)p*&|HQwMxu}Jk5%%dm3^CoGc0K<xkYP
zd^#eZv?OQXjm90V&kCwp(wCd%p3q}yO$d94jwy#bnWHOq98r?kU~?kl&U5H3QZX8t
z%@z-jXO5D87ykma$F^JXFgdq9&n>0h0nWE32rggkQ3LQK7ft9I*?qTT_yD`n&|Cg$
zlw#?4BY$bONS$d(a3=D_{6%hdc%n@`VvX0NqFw(s6>hnt)`=ai9v2wW1{J}<u7rIv
zwuF}4#B6el=)AbQ&-f$Y$)><252DVs_Yrw7Lh0RmI|84Kim%J>dQ2}kU*#!gCo6-Z
z^^%U$D&`xNJc{CkwXMvcy>JoLVvSO6+E53h*7jiqi<-N|^$<1eu_k0o(d&Y+b1LIH
zIDa%j!`2s->kC8hNo#V1-Dnf)5`$V&mcFN-BWD`HqG?n$BNS^^jNpFY5QHms($x<$
zZ!Qeo6vWrpU4`KAIH!70>172v?t$hGSwr?AAsfk%HC`$9Hxg4g0*mO#fCM*2?idi?
zovuCspDc*4do)<e&9@+@(5<SB$h59>6DB8^V=UG+cvoeMZM+bUK##6gd-l1(^a^dE
zlY&Fd4@ZtrLu!hU>0HH%u)Alt=fL^l2(0W%(77RS1U_5HIl*ppu`D+?GBV(K1(7*q
zru8f05ZSEY@LK)VjrtveboH<`KF2)AlJrszzJS(SprHkc2Ck*}7qDTYB{3T*m$>^i
zg%jWun!q|bGA6mbWI*1@zIJOlN8pn+@pYpKOYRf3oI~hFm3Bq(zR-z;$r+U~3Jr_O
zbNYB=D75C{pgjEXW-y=4F`;1IbPf~5O~lDQj;Wiw&O5K2GvrCfVJS(-9#f3b>sgD~
zxq&kW&UBl_>ed(Wm>Trj?2t6KepZ~SpbWi=SPo&>?`|=qK=wP3u{AI`9UqsV{T^!8
zz>|a7Ng{T%2LEf++z&B<f0{jl)|4(8gVzSz=xK6ku9-hknLn|_-Zg(`q;52BoDJe-
z{zmA0^LGloSUdZI9)o{P*g<=2*6_4&4C4`2|3Ig$Q56MYy`x_(7$^uQWa<@UU^fOR
zcVM$JuXuBrfc2`Z<!#Uw3S}9Xsvs+pmNzO089!4QKL$7^0mGfhMk`#vLsc6S8O)W{
z`vg}<6@;j9`1(b>q#{w@t0PL)ZyFgeSPg?W&8MvKO@ocPdQTfB9-hj2P4VA|y179#
z^djvO<VjIri;a&j^&X*%AHmff;I`6m8NMlV-kF#}yXhbgzQl4@?CN0~hkY5^Y&dKa
zA_UtHD+GtR60_X`&3oE-xTr?N&YLAkcUPNFikkVf@sQ*uXc|gd5qItbnk1L*ns;}V
zch^ho-7oTt)Qy(t<Y{fB31f7=lRu#3MoVl$e-W<;yqn-TBXEsZ2RcsPFFSdU%$ru#
z=}NtQ7*o$VoD<|mOLX$#rQRcSzIq=6ca?_AugaX=JAf%nx^#oFcQ((fy#o$+Qs}V5
z&3_W7KfuJuVV-dF+o6-Ygwzfp2N9P<y$7314TDdKI6L_TYTav}n#5*%`0AY#%#xOL
zUzJC|jV{*c(p?I}5V`n~Tb<RDL|r&|-+IM2sP_w+?<HlZJv(MvZE&NKr0#ikhs>My
z1L`U*<^7m?My=0~Ck;W*?%#SnK<DfAF>qI_c4UC_>c2D0ycG%9Ek!F5l42U54U8>}
zrW1t(*k_nq5-ykb;NecZo-U&QW@as*jf8lE)4!b=cXYaEQu|jk8-;6gpIL1;gsvV0
zrt=;+f?PPm7w!ldsvU8Igt=X<s<^HEpz25Z_kjIOjP#`Lv_lz8PMR$(Man|kA0c}h
z0p%bX-^?Fk*NL+`v9*AE1B4uC6V|-6Z^jPLHfNvR0KXmEsA4U#c$<%(xkU$9-2m)s
z<DsU2rQ9K6W&;#v$6S(cESeQO<4N0l8yd`bm_0{l{U@}0wm>nkD^>0{6CJ>&Fi96(
zP@e9wFUVW!cqh5W0eqqkPA!T2c5*mfNYuHT^7oS)1@7_L18VFTy-ua-ZWGiDI5&2}
zneaF9koptYZILwVwWW&vxRQ3CI)s&$lOF3JORQ>`9Zg#i`-6$uXcjj+<U7JmF&|vG
zOwgWI9V`f3YI7%f3j4qWCh9=rKno(jogDYbC+ggMu|yv4Bu^&L)-5A;j4oK#?-X;a
z44{h_n9s{uNLVA4NG;`k(PTS@i|k}19a?QGHq<rn;8DU2N->ZdeXHUwXe}H(!4!Rn
zOLD#y8j>LdoNF2bXz?9dldoTw)t3vn>M(A=e(^Wz3~n!2n!;tzJUUgakEl{jS%O1b
z(J>bJ$DiC=n)s9f#UN<!#1gpkw}MAlJxtKS=zjn_g&j~ZGS4QK-w&Q_h^>2A7)o9}
zygs?r4ctLg#-z?Xu_WHjK+T~uqYsUvrIZuFRJ-O3QTO`zig{SOrL9aTs46C8D<cP+
z8#B#evwJ=RuD^&WY?4dZ-2%rE@Dw`18zw;qul@;e7$79*-1GVC!HvT0>(54226>%+
zlD!Am95>T;7Xg)SmF^nU`vv_UFQ6(mugmJGm}A7%Wn2LVXRO_`_yW$z#|NDlU7_y9
zfJd+?283a@1nun_cvnRZkw<u-6Lm0(L(aD%XUMhi*v+DH!_$yld=EKUK3jJ>=?l#2
z24*iRyXWF0v)&@-+E5D!L5f8pCdE$COX$T?igjQ+eD0mme|xeN^jLTi*KswTHG0Ex
zfJ5a7?*LZ5nCG_AK4N-_eBx@Jd|d}uBd)Yp<ZB{Cq)%85aC5KOA!OWq^r6eD&}G8M
zGp9;$WbI5(H3WkD9pG9U)aoZT2feibY7czV*7XEmwEmi?AJJk%rwkmy%bvza=(X?*
z>)Cp;hjG$3IfuTb@dx?QthizYzf4xp;#aD!Nn91g<`S{SnYA}Bhj~iQ*Qt9t?usMf
zk~9VVj%FDb-SaydzfTpn={PitzsWiDE!pqkpAda4)<V$@_-Jqv%u9~wjqIR%7>V$D
z6S`Ko;PeH~fp1CvZu}(qB6^8QZ47?0o~87@i;hZT<SxlW;r9*Bfp6}6-hw~2>!G;S
zWYbGCQqSTCv$Gt5#||)#_4<W2OMzm>d&N)OA+p$x$`EaFdOJNOqQMZ$8I~1MJz#^t
z_6o4ZYUCSth%EM_&iKhtJSeRumB5vQtwU0EH)u~SaQlomyTVwF6`MCW2fkr4ZpT+;
z?$T<~7>)4ilAAR6ZZq2=6a{6~H#vuX%1>VBN0Z_UlVZug<C$WsFPRjJ+G6EJa}Alx
zH}8;H9AM>*(-+o+ZeN9B%Z0zNH3yn9f{;7L=`Gv}e~!~HFxxHAtU8Sh&KJ}4E<L1H
zsHN7o$vVZSuu_<q11)eKarYiJwzG!+0J@IY$VEG+1?@5&v5Ow@X<=JaOzysD8Cp`W
ziqQT(<rbJ-3lAqM9WidXqro^N*4ITX1xzgwuaj<txvL=us8xhDP(&QG8B&YB=RS&S
z1ni_FR4J64;|*?uc$uG{#aj9cb*vPP1z~=NQt*n?ctb2cj8I9LA-gKqJ-9@3F*v`@
zyKMy<stA`hTl{ilJRp%=H@Wa3a-|tNka-qP!Tz2%?g%-*9zIR7Y_AKM1LhTVrO=-q
zJBi%UeK{I|{V3@&y7_uLjs-H?>q5qxw=REqfq`79@($$x6q6a9NO;JYW4fQAMHSBV
zD*jW<&-FA6b;f4TH}Qy?0#QYk>Ganh>Kp6yjpyLI4*n4z!FszCYb3Qv&o?0FY<7|`
zNTvQlON5?Y>{Kx;0eR94oSfPSTJ+B$AEm_uKSY}T0|$nTM@O6&ssCeQOPHO1BTq>=
zK(b&}%0DGFf`njM#fMH&q;tg)pGhP4L5jXa$qU^e0tQ7hrxh!#QrR15VMYF%bVQpU
z*O1;9pH6xam6<MbMe@Z8R~g~B-oF`<_<F->dPNId7DJaCe?7AT=ER%V7!H}a@#Y*e
z+ebt0^G!UWE<;Xm&E}|}V}x!jO&hqY$CDQ8=}!zM1_w--ssZ~?iPzSzr(eemHO$0I
z$}wi<s`C^x_xa=tU2Z&|v{-yT%?Wv2CMjEIsQJWT^NGDyn6gmV30hq(lR(4Fi+9K@
zZes0rYZP*hRJ|0~@W3iZ$zF?(*T`<R6#zj;-sBwmW_#G({7Lpj*_#>(H8v4?mX1r^
zV=wf^?UTI)*+0oS^sV;O+xb-ph2Ez>DQax7avZ(ycDA`fZNfg$Lx0!{{I|iQH4lZR
zQv<%nwkmf`(;aGx5f`nwg;uZ^FNe8lTkfG&!58fuHrYgteO1<8vgXzz@l~&BA&z?S
za+s%V_;u=@9VuruELlQqx3cDvW?O^o`}`+Vhu-A>2)zo$<OU6h#Ntk^VRiV5Ugr<y
zo6J7vX|ZYS3C@9UInQ(WpI@qQ64KS~LH&Tv;bsEE=uuJaER;k=S(vIT(q`Z#iPg##
z-eQr$L14_BNlN(IUrh}2<$q{L#J#~U-_H78hwd7Xq7zS(lP|gl#U<ls@KNl<HVa~~
z_wh;2p`Qv*rucu(42%C)cP7b><hT}{*IJbJ**A-+rPSU(K|MwIr8`8hk?Z9o&2pf~
zlL$BoqPg&(aIIrGKj?de=dnaJ&}hcF@rn;=Dd!GR34wYu0~^x@Sjm@Y;p}*__IOWO
zcN4C&?)yxe0<5f~W!$uCKw))A;ss1814-jbDZ?lz3{cOEj&=qX#)dzJ3j>uEwfw^i
zc;C-ue~i~Pyie2~F7`5VmBJCu{^#XGGbBuBE#^(#<(isvGBRGDv<{b$kYd%^vkH9o
z#oJ|8`&p#}%__#w$oQ5^O~X6TN%~GSwAUT5n?8u7wqVyc`=P~7KWIms0Q_Qtd<XbI
z6rmC*BM^5@qRz1Ew8iT32uOn}(~G;y&O|_-NxYBRUhM3tjXevxM|3k-@H$dsS}B=5
z)CrF4!t7I)aKA5l&2x`<I=r|Gc1>ANm>h!TdH5kuw{5DOG&Xwd+`xk3Jbl^r81DNf
z!A>72wjC?MTQ(@h+6teA$t`9#Ae&TRJ!zQyW?*QNCfYhk`+JG4hGE(lZI@UvsCEIh
z<GP{E=@v?hl#)3L&Dj;>rxaFT1GI+~R3GveaRq*hdAa-?s-6M1>JDP7VeQh3wo9x;
zr|zmRu)#FCa0xf4(tiZjX+FL{Wtv(`-4b6w&bBc7<R#qV_+pTIAijWMNW!kV9TVu<
zxSQdvjwiv90^Wt^^0<tY)aQ(klDN-cT1AYGM2e8?0}QL-dEWyJ55p2rXZ5dP2RSJM
zuYxHv@Xp>0Z*@2+y%g{+JX3*lmW!#!_<Ip`qcdBcy9%GX%B<Y;_yEXeDJ+4W&RQ+>
zU&ZalC8%OpXlrN91hGlC5EmZ~Z6A;lxP)R*?FWtPTj@FS1$@6M!32YgoMmw=Ag{iy
ztZQQGsD3xFLs$6eu$my|(;Gv`0_U}Df0YtA1s8K<&X4!n**Z+yRcvTCwJAxA%p4K*
z*GJyPo(+c^&-BBSp4qP^h9-5wtvzAiL+*PrCPjZ}yTqI)Gl}RyXlW2<9Ujc#k(xD+
zS&i<FJwRv7p65N4BBx<AvN(1ABKAnk?C@eK+|+e9!_J=5AA>KB?wfW&0`J2A(;NG>
z^YmiF>$X|&L4P#tlaR!soXxRKoxc4&)F_nr@Fx5#xDD#|7HSg4`y%;}mzze=kGQ++
zTxS*M=R^Ej?&i%NCRNBIlDk3Gq9e3JXtM_zc9BpXfi$`L*ypwOJFw;1N`oVS1)4Mn
zXTU?=Lq6c;&}{nR?y@ua4;wizAL4hN;JaBeM!W`tEJ4-4c`hmp$m*6@p*x`jvCjWu
zT4!N&vHVAA;P89A{g~Udl9UA71!lE8?8i`*b>S3YYmAsg8XkrV_cYS3Rp%U>Y31Jb
z>UZ;^s(^nE3jbnaTVHrECQP(lV#T4_X;k@5r<+|Jfx>=#-$u0%Rw$(2R87>dx2mqh
zb`oxRTrtA!<Y5J5#tJhH2+i0#haKP}QH4&;TvMtMXa}83g>YUz<}XejJf~CeoSLPB
zepG|^hz(82xg+8y$A-Cz8a`(U_*r1}W^e-oWkgMLEZ-v^a&+H}-w<{eom&*aJ`#uU
zyXssS_c@c&pEIOjilgIN2|746H`s!eBkDL`V%El6Xk{<Jk;KFV&=*OwcpEirpeAB#
z(xj<xqqYh<L5MhsY<=Ds8^cjb@q^4x!P1t$ynSen_mehG2@7B8K{XmpB5xopAaG{I
zh|hU^znD=S@3S*II5!A5(rDQXwDxyFdq_eOur)yfeenU_1#OiFjV8+XM%9N_=iN!^
z`up3C>{PRB^@ZDI=5VJiEVuzP*tfj&ef|10pe8}ej&q5G882g({aE9Bpz5rOm@ks)
zW&^ayjd8~U@fzx_>Opfe3+{T%Z##E}QHuj}4_tA$A2f50ki?Dg;b=xxDae9Jo-B#+
zizfawe$l=fdj<(Nm^g*Z`tlI7>`XSWSb=~IHCgqjIcE;n&b%KyLzCkHx<{@!-g)N`
zhzDoovAf3A7{j7Gp`@QQUlZ3KACcqY2dGsB4gCj=3rdj1&#5tFSzP2Gm@C9Ic{^ul
z9qz-1Y#t$7lP8URBX)){EkY&{yFT{Ciz;46bo-&5$`I210q#?CzzbG>n@`WK(eX3%
z{A(mltsk6pIj~wh<=zW#zDM<-*-}6qEsUOl)piGMN1q`;UmLN;>}Gjy0ftv9!CI?D
zz!&?Lw*YsV<V}W-Dx!UE6zUP54~L_0toamgdHBcE_9LAqP3-g*pLkzy%cjv0wl$*1
zW*#k2N;gbQUw?e0UD7=+|FiJ^FCo2CBH;I;R4c?CX%uL5AljJnoQZED#(`O)wf1-0
zI9og>)Pn{k`^4vCA~RW`t-MYd3&+HZwGYg(&fE6A8Wj$l7T>KAB|MHy5=>2S3sw@0
zALKQ$)I?1J#|!S^loIh?IBwoS-0@ongVO{XNg8kp*r*$TJ#+~ZtgY#ZUkhAc-G|pj
zEGL7+CDdD7^C4WPKqCJyYM*z%Wd&l&P~<I#uBoV~j%%~1-JQw#)Sn-alU_xJ0F8jn
z^Ni?IU$!sb!|fEVLi@|y1s{3d@1Q<C@FV1a=n6^CouEf-Ez;ahoV7uJF)D3$aBI9w
z3N=Y;iO{cH<xY5q;=Tv)E`87LdKz87fBZKi5f2yY?pTz3mME<;SrxB<)vQEt8nae}
z8mtIco~Iw;?Y>KozWf)p$9ob$J+7&D^TzER)1f^x5}g^1_&^qIU2*>Uv#UQpAbYon
zjK@W)$AytmUmX`Waoe06o)j<UE_lz{dNcLugboVPeesj{-1rXQSIs#5LT>}u2C?H7
zY#4nYWKG@8UGDPdr_+novVO83-R6jrw12R>?3X!2)>%Gabq5PA>7}I}RLwq8%l0@0
zMu*)+^zm%BU}KX`iTiXpTO{OHr^=n|Hd~ax|KaYk_l&Nm!8^CQQaJ2g!r_SP$(+;E
zr4k4GCQ5jzR^}wM!p)2M5h#B!fvY*e_`Sf!CeUCf+7gJ&5u1C6q1%OMsYByeBRkNw
z{)5{^W(F4xqaQv--4$*+DO<-@o8M_WDur~Q)fQ>>nnI(4CMZP`99aS^Pcx1Y_wwU5
z;WS{bU)~fj>&9ay?l>{V(m$+S-qTiDZe7DNY<txyjQ*=SZaLbT22V*$#8lB>y=ByT
zy=&4!M(K%br;s_9_yltVzn}#U$qS(6$MF!fs5KmQ-d?;tW=QCIroD3rRuHji)hs(L
zR*KHx&9QP0yXL#w@Cqb#%VXDwdH9?q)aM~7b02kaWjHVhnLfWBw)z&Y1J8J|4)N+_
znd5i}_<h0BL4QDbNZN2(pOXbyL@tp5@;k9+(x<OE8=;qh@|~LQ=5boM={|-F^5hj&
zn`8yNm&2<!5IcialONa~Fel={#KL35g0C&vj8%7S9s#8r>SoIR02H^RsQKO&+kBJr
z*hgJHIyFVieRaEu>Dx>2?WyOtCxAYs;Ig_4+Cla54{#Uy6d1dFeG)Gtqv|xi>dIek
zG$@&E<{M8Ptgwo@Gk4f~(<NB5O9C$?KAyqlpLAP+jfKvJC#{wc4?IFQ6GNBQlh*xi
zVrb`l(RPWsUV+TyQih-f!J6{Tasx*raahgKf}E9O(<zwzF>3Y3qnwI?Hpyp7Wdiz5
zN@Y8>u_m;MmEzW4#FoB3V6pX!xyy}@QZAYwv$MpVn-*nv%2PO%7ha_*Be2=v&K70^
z?865&37v1FF7Ax0XXsA(S71Yp%+wm0{U*2gGi(ZE_9{1Y2IqG4F=?VPc8Pn(jDv`p
zZbe+3X(a0Jmb=Cy0&l2Bs=A!{ud&m^$1I_KugyD;E%j}bfzQuRa>Ceef~Nh}F0QSb
zZ<3h1+^2@4l$cv)%+_ynMh3c#Xx_n5&InqgBrVOHL`rH<{YnxB+T<#z&H`BZ%H^%J
z(1u8)<&c}Q?LD{wyC#27d$?TfG%=zKL&TDNk&f86KxqM}l^HAW2&TiL{`Sbbp5HRi
zj!55|nj%hnkVVI^g3nIX&+eBqLsss^+hsl_i@ax&MMK2zYt#vM^%NJT&(0#LXj2wv
zT}*75rS;*-Kxb1Oq|FlEi&(<k0bD{pINF}LVGh~cg^UVugsau>Mz+v>^TO>SGZ#qK
z*B8hj^?O&=v01cD$Am&&zmU1NnA|dX?ZbopLjHAiba^jaLf-*QAD(S*j^fEPCcX{X
zD${&;gxf_v#qLL5H_h9rG9-BXYo#Cl9ARd`)1OmV%lLS<D~(MCs^|n7vKPS0!{M#8
zFyBX{nj*~}uDYGmVb~ro!*)5Ro#m7?F_DZiW;4@+ltiG7VxcVN@Y}NM`87)SfGAn*
zu$f}s11*Ss@kw8Ki~Ig^W(X=@yj|wgv3rbx-86A0UJn|>hD0R<AT=RRdvX2k5p`w7
zL<-PnQ%I@zQ9ye-b&cPG+q)x<Za}EzM6-QfbvvlTR`VaoF6hZ&EmKJvqy0y8l<B6^
zoLXxfCMBKV70->>*B>8|!<G(5G_<Ls9s+E6)H}*8k!AJmxJO8K%GkG3L%2@Fnzp}x
z5nDvvc*qZNmzsHaCa#dQ8(g6t1MPQDrxcafl37A-LLGtQ2DgS;3c@9~?jp<GV~AOV
z486uL+#a$x54db&tSqKx6sWvD0|fGQ8CTc3Of9DV_(;3jHU=Ge1(rIo1i%A5O=HCG
z?`#caxyqW%94{ARY~}@N;lipZVKwCu_W(EJ^gpm&V6KM5O?Pi(t{O5&=5jtL-R66=
z7B~ebg{+&NAh$9uSeydRGh!tt?(@pe;LX6eXzK^I3w)kuV-jkkw4w@rf)^fTK9V`>
zO?#VWByQ`^4#YleAvPfHq)AvI3y`_BLy;4A+7It=ocjRYrN7j`*<*J>EjMV_yr{|x
z5W-Fq_2{bc!y7Q7Ylp><GldAlyZT{co+4%|9-E2FSMN~sl)5Ow95j0get;VLttxTy
zed@C)r(x7tKEMopZ7<wDGE|_`J+vv<qbFxdYw30tB<1;0w}jc3u>KAK!EB;^dPNsm
z?#BC>Q#^U`dE_SL*@>GW;I58BYT7bYDv>9SXlh9@mmTuQ402R!Itms`cd2$s3xG#-
z6o!c3hjF+_?a3PEcul;67o?|&Rg;6wc*H%x+F(EQ4{R5hdpvPsN9%5Up4e>i%Jy_?
zc)v2S*$|uMiA{L&*@yLcikP3++)GSfAJj#v;)<WMGUv=6fCl-l3LFH6zKDUC<tF=)
zHT3MhaQn!j7-*ID=)%yQkc$h4Qw=f;au&>8moZw4cIo24L4W<@x;<98=kBD{=H#>I
zvR>A+RlOlp>1+pVrY=!XZLRU(vQhAE=8F9hU(L~P$W~z1?FnpVpxGYMk5EI=mxwjJ
zWPUxiZ^HN|au1scEHtA8F+|?$TEL_st+Z&f$j0V{u6}%Y#I(X%Tfq;y^|c>*hW1TA
z^bl|7JcbjlvU=6$RiZ@7R#03MN|4?OK;<cvt+Wwo-Bs!1n$~@Q_8-|S3JM#gI{eiX
z&SRLL>xco6(}vW%&bWn~fUOrmUnskq8>tgq9kjTBbfkLNXJ<Y_o6kZU1ySZ7U<tHi
zdn%@(&mZ97FZJcoK4C^amgp<t(2ryjIfO#`5W)kn8D02y0UV(5vEbVBH~ckZk&Oe`
zn0QIE>31{ZLW|0qy@dH3ChuS-ZEXRzrWK(_fxjQ-F1O<Lkhza~vsSs$J+i5Vb=FKf
zM*Z!P*e(-mWic`T2+DkqS<9Hg$^;zruZPA}^#rVQ`E$F}>QtQ0$J=BUTKoxG+_dmw
z?s8L7z>r{C`6s&<(9ZJ<-P@o0XUqE!cb`-V>u#<{UHeM?@e$kaz=l@1imXN0QV;(K
zwbnpgh^xDFvBfSvMy-WcjBWj!fV<F~f9GrO9yGX!T_t;NK|H$&eZXTqlLu`2@ew<&
z`-w`ZKV6V%Q>p-48jXB}IxCz%CGR$-kFDN7n`vmNb8B$!AKor=aqd8WT5uBA9s-vc
zTQ{vm>11dd(x~p&U*!7ZBXZt=3^E1<*ps$eANnFYx&vBvf*7zf5qoQ<sMC$mpdmuQ
zmbx8!(CRC+<$8dO;}7W&ZN7fN?DyiFnqoG!K{ccjjeWx$%ob(q>tEy|afZ&K!t0fh
zFrNdwEzF{uJ7+L65qoW>EPWreR=B&Gh%IevnXvU1YU$?(1=t_pE_B<)#eIU?iA!+Q
zD1e`6O`La(`r9M$at<LS7>g>n?)(LckhzO*j9KK&DT9@X*lF`ULkppyctya5#@l<)
zYB#O)%fsYdzWVacw8AfM)V}{G@@3m-QANrtq4<eYqs?3gXos&r=a;`e2aoPZ0{kLo
zao9P=Eb?OqRwiIOYv>!HAyH6)^EWLmPojqm-{BLw3x4Wj)`9sF$FOCuDW_o2D?Ypn
zEprgG+Xi=S>)??&?O=BBm@2^DOQ1UwF&~BwxF9Z+pf1l?dJnYNsbO#63%Q3a_US=r
zk)?w^_q<cuOJgoZP=v!K{bMEuOIqG-aF7sC8N7IP6k&@G>(5{(z>buzQ@PKrF19yt
z3A+(&VaybuUhyLCQuEaoE@wByE(@NFZd<_|6)vD%A_>}ZnS&&0L=MYWx(O)lTFyTI
zHDZ~GA$3l)w#1r!;!gAatdXUMwFT-Q;vTi)ngiV@O`M~}5%Y(m<TJARG=Cp@Oxgvt
zeAwj(=_KNHISH7>C-g^{VNFK)H&RfYu=5sX;pq&0+b`Z8GvuB1wHxm@a574_dZ{Jy
zkMR2TadbxXfE*FoZ9v9%Vd1sKFnwn6>Glz3XrL*)biVbN)oxhvQ4DwV3v~pSJ&MP8
zMP~$T+s?im#lB_DcK(RS7KzjP<pD_o!gV=zk=2)2A)8n@=|uaMd4(r1tSNf&j@b8j
zExTD*VLCA@(@tfdI=)Pj+{;|rHo?8&-?tFUkfFhxfSoZC=(8fw7HH8yp~21sOx<KN
zmcA1jv^`ucW9u(kdY~l`b1(X`D>tRCS}oU^JBpoT4I1fqHk<VD#<wqPBS~X0%>xFW
z)TFVup2aY@Wv~Ey8)l&IWOl%8!%urgk6GGMGQ=!RyVz5YhVCMB*S4EB@YS_~gNT2o
zQ(|+qxa=M|DAaYl&?dPU1X9Nwkv)hzW@Pu9*sV4A_Ir{`=r1KpKgSO<ZV@}7wSUAC
zGnI1%pMUzQ0kGLrqpt^o>TmxNN0nBIVY-HBHA(q*kr`Dq$806p%<WVo2J(lw3x4I_
zjul%Sp%zAb5ia#|k-2m_uan^HGtA+a;5>;s?a0JH@KpW_F87%wZ<Y_hqBJ3a)-=qx
zfwwSAZx`LBjn21Anz>zuU}eobQNxk(aO&g>Q6e|aWIrP$38LAM=*rN;O1w_bG3)!7
zEif0}XMfChn1yca^QoUlcbU&6*K1cE0v6dAHRsfWvY)7AW88c#zW(?Kygm$TV8X!s
zBy4{-GV1!(jO`q>z7ZNE^9lHw2kk<OPq{H@aqbq<p)ckxw<vi#Ml5@9Tb%k24}W&(
zuwdoTAp7+p4u>M?h1b^#M2}hC!t)7c=yae8gvv8^-oh+)X0Y^&xJP}yO&EXvfSs#C
z=ih2XtOGs`aQ4%wnCy{w!xWVPJ-6p{PwFD8FR?-&noTup)Hkm*Yczx`Kao?DH@a}*
zw+3b%c#K!_bZUkH%NOU)=do6T@~ZV*BUcl|<@E<2Ra6g=av^r-6Zwi-94dc=8aj(y
zJ(KMhspSrhseOCp&}VM(u{=oKNpG3dq(IYy^pTDkB4Z^fP~5d~NFf@i3Z@w5ajk`x
z)fcP;_$n8-2U!@%SsY1<s;&0ev=HLgA0LoY+!1>^SY-Q*J%2g0!~42MpWmd`!uS)k
zvFSNg+p)XU;sA7vdZ3PZ3PI0x%rp4;uw&|&gV>^rCA89zCtfS426}G(*#;!ua1};q
z{!F!<@_Wp(z9TU5v!8MfI)&Sy6D*)7;MyM3gI3#V2h_b%+st$E{n;sXuVG|);kA*b
za3!qHuBl4}Nz|daD_kGhlhScl;T84NUgQ$`s}SUa{1E4nFGKiIE}V=j4Bgcj>BXu@
z#jFK@VbY{*UL}U;gQSLOn}`JZ%Fs7q+iY=f&ku4JyJu=W%`90Y>NCb44`0>bBd*R8
zAbW0c761=V-CeB)03n4c3Lj^X**&5o$fC^vApP*7?GeLC?HN({G4pmmJs+CBm=aTG
z6TpF!7abPv`gp59KM)7I_SIpJ*NeBytZriEuEB_Qrf!Pt@hy9`>T=*3ghiKyeP90(
zbn?8&CG<nr;1Iu-8$LCLr$hp_PFcT{^{_{$$-|3%IIDxlys#zcL-~(Ic+4<G*Vwvz
zm?0ssEW;EzT#LA7CBuZ3pdVNX@TG-sKvpp~(KKz<f~}X%2$lyp$3z?E&;w|cadB<u
zGj#IMfIscWnc<CFc;9=k(KrH4`|H9l#)X}5FVrqB+=E$N2N`cc|NFoH{6B5sw4YcH
FDgfyW^<V%1

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/HELPERS.json.gz b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/HELPERS.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..0910f74138decf498e7fc445cc2daff4390169d6
GIT binary patch
literal 35042
zcmX6@Wk8eP+a{Ed2I=l@BqSA;4gu-z?uOAJIXVPEq@)|9M#tz-Lb^qIFa~U}cfbF;
zZ~O3^^E~I==Q>y1j7d0X|NSs9PkW~`=#?^RJNvZItNa8If-*Ap0S^AG*Ux;)pGR>F
z2q?EG6ORA;m&5ybp2=i{mS?ZByl2I*!%$L?b67Pse1CQK7WgIq5Auo8V-s;u&<BF=
zY;7VDxyZd~WZ2W}5%$y3HIf#w=z+Wn4|@O_h9Mg~K;g*q_&(&#ZEgS~DEx^L(TsSK
z??LY50x!bu4j-?hi^K08!^7?l?)w%W5XH#H<EB0Y^bscCi@f_SpDp(Y4SzyBAQ(?B
zkm2`G%5Ws`Y|(<?{<`>nXG4(jY40(&57KY}x`&1L!0*nEl!_QbU{@CMGV<j>B=mMH
z9C7)y)`83ofggjzLy^aoVfS}1m=+QNCXx?@KUKnJkw@_sVaQc2!Nb1Iu<JcoIC71s
zxTw}3{C1J|{_<L|_-RW}{)^2WVrUEAfxNq%B)SNHy0789JqFwZkGAfi4jqV_gB_rJ
z81nelW5X;^M*bFwI5@6B;#=J#ERYa561G*0?Ck4>&vwjeosRVZ0>i??5O>Fn%Hem6
zeekQjtxW*(wi0;J2fr-#=!4D5Ur`o!%p!*^!h&HtYe&fYu?x9S<P%WqesMOAc)6j-
z{SI0xU?EE?53o0R_?NE5*q~*BT!I{TfWm$k%l&0BpKO@jzgKvKuc2mzo|#zRAsn6{
zSC7||clQMWTYd1m+YQ(j@(#GARb-JkTU<PkT7rZNIS_meUc41{y$stzbR%xU!;sTJ
z)H2<|iTZkwcjs_<(7&U;M~Zt^WRKA1)7C6<DBuEwyeC3V0_72ir@e4Qu<cgZ<5c*=
z-Hr!i7~lrFe2IW>h27mf6<Ek2?uIIXC)X;-2kfVljSfaokX$tCo6m<N7>j0?W<9oK
z`^x%|mpi!@$U6Cu&Ay_Mqpe5ywa4SmNO<u576^WPZ+3rERRMuYAtohe`)*E<m%BR`
z@`y7Fc|iYstUQ89{t>z{+Xs?_#m9$-u*%7TD%hWP!h^%o<pHmKz<{uuzP_+O$os|X
z0!V08SSa%P+9>=f9AtWdwEflh^w@n77M%iL+(KZK?@us>L*PfS>)Z=@*8Q^p#?5f#
z*{nt6a5(gO3xL{<v&y5#+p(iQ*fD7+7Pv$H@owjy;AySfqDVff_yCT4rTqjQ12Tpq
z#;)aWcH)blo+dAlD~$P&W7Vh2>xS^NGdMC7)=>;XLV-^W;rIWr!vc{Wee~@|nXpMw
zy-hi?om{PkJ9vOR5^}$BkJ#*!X^;;?TzbqtyMH?CxCje^9jL@yLSr9!xb^fMTjv5x
zNEEF`@thG?wm<goI4z#W4CEhk9q2Rz7cUFo57sf~G{+^~qXt@sZQUP?ms~bpMHL|H
zN!DEgQo@UTH^l-Mw>3)7Dy|MD$Kc^T0OXm6MP9~aF(drA0SUd1KY|@~Ag`8_jxCBC
z(mb{Rh|9IL$CIu5(3+s9Z25JzFvQbZ1JQ<soNU1nc6-AmbUMCxv+pM_*H&m)cTx}X
zJeLv(2)-F2nsvB5Ll&5?3x)Nn$q+#L8K2-5Pj~Y2TWP4X8A=%}cO}o;FkpZT4!&0i
zx{sI@WK7s?u)T5!B@XA}yVtUq0B!+b*QjT3zQ}uC9PA;twzdFp_0JB@eGtgTA`=nf
z$}b#hfqaZVxjG<0o(&KoZw(kWz(Dt&?fFk0bP(xhS852-KAA2hx{VRI0bxU*Si~#o
zqw>aEH4S5UX_+70buZvA1_@_S(0xCL=Iw)C_e6zNcX8%fnBbZjl(kl#SW~V`?ssvE
zjP)*ej4!<(eE~zd$G-ZDf|nezDpopyg%|Oqx>RYaC1qcx1S+LguCB28K=H2^FG_0e
zPKTG(FREv&?z@jymp_NH_p@>ef%3Y!o~{;8;sQQKNyam;pqmYnNrOrXl2|;P#_tJo
zy_*xPtn;Wi;!dbEud*@e>Itotodt)K-SDEuGN~Dt${(^Kz60}nz1wqH8qywC-S59H
zl3aw)nFomMF5cd)rX-Q?Py)Z2w|Ltn15z7`SLZllaIN0v5!ZuHe;R{NSA~+tPu*(3
zr(&L3{&aP=-14SDj?FS?B#j2Pb-H2K)4LrD1Ia`{#&eN~%#2%7kbqWC<g!k90E{@y
z%Wt@kO8cXHp9W4AX+-HiyGK!qOT-r=?)N>V1>T)l+ns{DW`?Sdr20>{>SlkQiA2g^
zrO|r2%sY_c?pw@yG(+U<pNlYoO0S1Ldn7d<tkxPlB<wFw6Wn)kpA<KhP+nOscmTEh
z?$lH-;s$dP@_!!vb<Y4nuCqK<cd0mVr}F+KR*p+g&(lYL>?-AcVPDy^B(HIwn--u8
zCpQ11&Pu(>CXyf%f9uZF+;Im9(qf@(>Dudg7q=f!26J<2`)tExmQ_en!;Ze8*8ITU
zw{_n_i>nLO?WtH^*p9<a>T8OJy(gXM?1E`W_;79Hup55iU!8coeWPF$tj&%-Yt|X}
zb+?KKkVyOJ@it$(z2iOK=^2*6W4*Tc$x{L4L>i9PO+SB-U_tXRdn*t2kO6jB>qqQu
zEYDz|6(-VQ7@*kVGURlA5;ghHgpU@jiR*KAxfk=N)MvKF*#qCAwLB*vQhd$#IzbH-
zTSBr#prdqg$r5$0f>{HsXs%4qhr20lai2lXI1#qN+=O?5R7J3fz@|X*nuaAoR?A5)
zfT{P3J=gVk?x>oKAkXX(qua6Dh@;?7W~sG7?{j~h<$QX|Ikl4kVVZV^MIg|agjknn
z;~}EDM5d&}&#uzUKVJyT(BbY{<cb>6Z&9n@SDj_&bR1Cr;_K5-WUZgVM=P&6U9}D5
zZ3B3&1!SN%EYN?RSgi{$OKi)q%`8E{I<BLw59n2cxVSykf-ziaR}HE{aa_J{X|QCD
z_eOVj6R&P$j+dL%pUC{TBPFXFeuL&q{MqM79A6?9So9+H>4kIi@K`(#|7CdN8ok6l
ze&}MvW0Yjf*xJS>^RXB0c7(Y4U#IZcFbN}d3KL*IoZ(QJEy<1kg4+t;={zMTV7W8c
zsgY~o%Y4TjcRJSOkGzYP<dTMiv$VN#0?F<PQveS%lc^h5S4!si-Dn^<o=(WIc<@C}
z00f{T7h_j)@ZXz`a!0#|PKKDX&~kiLSF^R1Mc`eX0d_^c%DTmRf02|aiWRIWgM7p9
z8n>#E_hG^bmu9%TrCn6dfqm@(zo8I3sgxjZiFHx}mcF-yn>_AwR~*|1hjnVj({aSl
zo0Bb<8Y>d=j!6u=a&$YedMzHRzISgB1-s$BZ>g!SqTh-;(Cz1<Z*97B?DSS2&wI6N
z;8S&m|58<k;wnj$n5#}<*%p7rOh>=vh9}9-VWPUzTeMCChiowB@+(tMV7LJeD?dB)
zZ@b%Z4R+C5RZP`a#<)I4j2`ltPR)C-h=RA%UG#-%b(9HHt9X>-bl$cX-5V0+{cf+%
zUQBUg%)0C#cZBgb710tO8Jnx1Rs+W2&6cjRpSs4|CpO<F&_5)J=c{=i_Ot@~6>MTr
zZ$nq5_rdO?qLeiIk}L|~ZEA^FZ-_BIZPrI;sVWwTVYkOoSq|eTOSg+j)<{j*{3<i}
z@U1;xd^B^g>@w|TdtRLvP;2MC&WiUJ!0Q)^Z@aY}3s~eZEee+&%4ySS=Ea9pTf2GA
z=7x^2ZV*LI^qpL6<J?(kl$HdaTa5>4?0>Hf@Dlwt;1_#JzID;tcqfwX`qh+_Ao+YH
zAi~?7ZLENmI(>UhKX>~{4EOwS573&o80iUYb0dM_ocDHO1Yl{lOShBh6LzXKONdcX
z*w&X1t)>tyiy0&ld7Xs>6X~zB3E|3MNAly(D`RvNnsxi1cjDmVobDqOFr>{%E|PFJ
z0Vk%zt98)<BO#~EjYM)?5GsLwjN@NayOuMsvH0oXwk|X~>`q#K6FtRvr)?A%@4yu#
zNe7P-Pmh`K!Kd#S*ZhY(p`<H+4%bRtqU<I!al+F+pZ{s8Q=dY^3$~4HUZK0(;AfkE
zx_nrP{m444LW<gJJLdHRX<N1!0=rvZVl3O+-Bkf^u^qfQ0p&r9)Jrqpj=HH$nyx9b
z#^Tf0B5Q4YVlHsrtkoDH=5^XZFUfpa?iix1)#x`=>8loBHo05iF9B$*b_c{Wr!gIQ
zPB)yKX=Q%THD6knb7jf9@j<Mb=rQIP1jDgHeq0HD^d$qoYxaX>zAv)dlFaB#cjf4<
zd@sT_z{-9X!5<xIBbBLkDe%Y&81vqr>ZY3nuiBovPJzd9b7HhT$@-sNIxP#JuYYpZ
zdTyy;?r?#f_>@FBo{vE&-RN5qH1coNUp17*_TABT9(Pjc>9xu8gDSQ2tLBOY?;qJp
zL@R@orz0xk&jWuPl<I9gTE(#@Sbx9c;Yy8f&HQQdU6O8DTZAc*1Wdm%o*_LmcApdb
zg5+*9kzX$J#30_pdbCZv0Wxn1zhnT@@852IOAe$A8ZSg}msLwSuH3Q&<djci4qZSX
zcrLP|M(|e$%zY`{rWuADIf6-cT70nn=5DeaW^TC*IAD3hJ|!pV$h{>$|AN4|pyF|(
zxxGq~UE^S8w5o_(UwzXuEdzClZ<+dy*oyUgvc=7A3QHll4!S;wf4MPpTv~dSXS7jh
z;><{9wa_<jo4(z)(wSCB+c?WsOA+V3XfeMPdYhj%%yt!#<gWQwG(U3K-i<>ygNk%L
zAqtN0A6ycuemg}Jb)QL!-i>$8U(iY>?({Wl!ZT$<m@SDmSXpbXKx;sQG;<hp)N5?$
zIqW5yTw_Cs0x4!xcT8*)+;PgG<(}R;jA6=z>vHIMfaeSobGuit!@Gex;_f^|#?zs$
zXXbyi53I-Iol7axX{sN}6%VIv&%9g*;N@>pvwv*LkP<n1lxpbi9^pS4%u==I`-)MM
z>cJB^>hKVn^{-nCtU-}EqO1PoFVT5q*<@w{PUgdU*8!vcET~dBtv*`mQ(sAMkW~08
z70TJmqkBoX-9=i%UH`MC(l6rZ?+{w8*5OlPc<8>caZJ&vWN!_2d-O|NDy4M-ee6Ji
z_gBn>_5fTCOzG!TU(71M6tX4b?m1cFC%+;c-LP~Omyu#kCfVSB2ZQMN=H|Z(5DK)U
zJc{gMz5FejA0*=7V;;nfB4ZJtylBwDU!y{Y#XY=X&GIn+5_v$<=UEM483;QtbU=fc
zY`8Sy=OhMQl;JCRoxbUd(o(9lwUV-~ZF6jjb+dP=+(&KKh0z0rS0rusk9o7du|IG*
z)IW~2OCNd`h=A&~@e_)SsTn1ffmi(|MJE!Vq#8G!JQQ=h(AXJ)ck57*{4uG*JM%Rr
zgC&zsk>?E?MMl}Z!w?&*v3yw57dkl@kBcgoZ;v`YaceL}*VP<y_&6>Yfy<24jG`y!
zotSh0B~bF!Z%s2l4nmlT5Ob2HnZv?fq0DqjyLpo5(KZUfV?UGmdKHIM<ny7bR!Yt0
zuh}8-Y32iZTUVY!|2l%7g+rw*Fm9f_oTZZrVz0(ib?xU~HrT$$3Q0TZFJD|!4JGFE
z*6@z8kb^#8SN8<`k>)Gz?+3G^fHsu;jGke6vq(7%isMidckYy)tbF<0QFKS(4qJc*
zZNLR^?D;H5)R9cC(nGHMWWg$c@WPE!J5iqEMB<3)$ZYV1ByZyT7Kgn{7xtOE%e&Oj
z?~u-h1qz-fW3X0Y!86&H);kP=EcwdkDYi;%Fs0@`k_=|tBBh+|9gd!c4j!)GGg5&U
z<8T9pOIdfciXN@1UqQtutnzc;cbK6a-YK!ctIeAqPO|UT`PKIUWGII7NnxG64W7f)
zJ}I0}JRGsE=~Xl77XHVwyZ{JkT6QHA<7z50+wt|$*#tIXZ(1+TfTqr$OMcw>fk~*i
zX;kG_*BUrACaGP3%dC#0^<pQpS~#6p{HCKaT8O13vvTTO?XLX1o{6#_qwoc37+wAu
zk#LiSoj(un+rW{g%puN$%hwh8D}>(9pWhM_zg|LAa(5-zvUI}q8c&4XeJt1tR4$y-
z@l`J0;krvt>K*{lUle`@N7+3~hs9rltk$|E##3I&cDXzzA3XePX>;211P;-{lnl@<
zGE?P1S?lkFNY;PpSU2Gm;hgidb1Dk4G#Q9z(oMsrf268_wAh>Y|7g6v-gtFsmfDkh
zqI`Nan8MwNYl(69!%79?&Nfn3B!VQ!?1M8)f<!soSc~3Sv-9ZP%nx5!DgB12d{sH9
zWT5fbk8@+=N%&5iasH}llHW3~N?9ZiAH)~UN-dK&Sd=o5Hf~>_?9fk}!oycMlK<k;
zY?K~O_>RMl-#u4_&P{O$?K%x0H?)2$+S&xR6uAq<8nZcK=Ct#arwsAM!eo&SzbEWZ
z>yxv1Uk9>x{;1RGp38uL7mfI{(_D^_Vp$8^HZyYGj!ePj_+{WO7_w|BU&v3cnwt=?
zKl{%^PWMUKI^zzZqpoHGqgQclH}zH}WsQ=?|5^=*<$p0zKUc>-o$c~6?l3f0yzhFM
z3(cv%rrAK!%&}#fCAX%WU!v~giq4wix~n2bCOA5W2E4xqS2?sovF(n?cY!}6mYaVa
z*^sxexA_?~)l1c%0o0$VTr|4H9zv4+XcM<K%&nVL?|x9<m0)(LSZ4(4ufg-!GL%UR
z+&fT69<goScRFoVkbryGO)k;aJ}|g@_#+rjHC7%{0Hy%)xKAW8m3ud?r|#s<e!LI3
zktlZKU=vo6*&g<g>6x~DL0Zt3udZUP?Ag-L9iY-u+A!!pXeAl0K7M<ZveEpbin#i`
zW|+Sf{56`r!?)QRutI-Nz5Gi{Qac0}MV4nLb_Ez<S9Kdcjgr2!WrdL=5q|~TOaIEz
z-HZsd#(yjR;0sq=r|_BoYOKJhCJdpPrQARd9EV~6zW?P&0`HQL{nR4f&~5x#`In)1
z<n!OBDCWd-xo;Oz60=c<jfL{|{*@hvgv|7r#^vhMj9W$vm4Thl_L-r*mAf3Dad**M
zFo-Vr@-c?3{x<e+GGXnv8-`}Ct2OneW}1`I98%JNHqL))XH|s6j`Z85xt<dUN~d+{
zn%@?Hb6F}A4_Hkeeg1rZb+X)Bdm-XQ!4Ph_Oj3{ZsS&w5H@2}rZ<#BFQ)a9V_dM|J
z(~?BQ%Rore@n83idg-c<+cyU}iZfoHeZTkz&R;DA+pA}UXA?acWrx(4u3tmjUIf{$
zdKUVvUYZ${j4&juV>6m{W(ayfq1}EYy6aMtaf}v9oxg_As*4rSyAaE=N4Y0lsLK6$
z{P%;%oh25$MwCi>)hehnRV0+$83I4n+B4kR6LiaFG&ijo`=Ayv{kw%-;wu()Wgnf!
zUHMZ_?gOtBIt09K?4*3y?m4knw0EK(^rMV3gSqt01Lj0el9%DB!MhNzEXLH!)MhVj
z2EBv$g+yQ8&#(c^#kXOmM+J@?U*g~UC|)(r@)6F5x`?r6gqE{O9ESDcX?y9t=zlC{
zC<zbqueA*hMfgqO0FZZJ*Pr}ot}A<#JTCHO8QSNVG&er)&M`;l0;)_-PB~JKmzG}F
z;y<c5;=9I>O~gR_N?e806uHPIfY9P+1~G(Mrj<6G!&aC}mHBl7w?F{p5n()8faJ}w
z%6h5(clD%C-c?zzuqRfh>aCuXq~`y&_68cCIRw^8f9~Ab(;$!^@OzCa<n@pSY86-2
z-M{Xt*6Lm!ti0#A5)=*nqr1?-Z;Ushr-Toezjjh^fXLw@?@H@ruD`jOMIuv&2kGb2
zK`j-E#~wUDSN;>F+%vBw`7P)8`Hg+yAQ@cX*8!Z=k(U*H{J=9vi2c5B8R-2!)9((y
zc30Z7lcefjSD#Z_D<9ltyS*|m(|>n7kLZm$!}#_7_nXkxE+@YzGV531ZYEL&yyWG{
z@RNJiZwQVw-2JZ(%U^9`wkXCot1m)ym~0-_h|2mJ(!{#k^`s)_A5<JKJd6+M%DY@l
z4{oS^OhmK~^o+>>;?F=GnS2FN&Z~3XZDJ`OEEz0y!`!S85-14|W9UEKjo6}^7*UPU
zn%o~%$ckOeZP$h2iP!>tU4F-_*qU({YJ?tWehS|wRfL@rudTKIqpra<P?afAPyVDn
zY|5B<CGe`!ygXydSX)Q-&V`rXt4R&I@hOa3iqJe`Y~KspW}nJBb1Y!r%jO1mq~j{<
zQAg0hy0O7Sg!Obbx>w>e4L%mpX(ZsQ7V&9sl7?)Xw4)#*js8T{c3fbtbnYEo8LGiV
zHok|kO8xWiGYEfV^7zFrcV9>de^pqZa!Bx2il;>OR#M9H_gVy|y(89@an`WZ(LYkc
z5<tcOR;^{~!luVv2{lF@VkYvuL-;IR^KJRBV-wY{k*$n|Ve$9t7mhaVt|wRKNk%m#
z0q8$t3LF_DSGgxVF!B``Mu?==9y!t~pNp{cJx<;X{FOO?6%BuTmd9T%N5s}5lU_PV
zPUO(EDes5#PAYh0=u7&?V7o+z?E1*{`=m3UIi>`lC00w6!`h=WIt@=WOTa=ArUro~
zPv!*J9+IWUk)2Yt{wt2O?*{MV=Z+Nt<=>*1++W|U{xGilJ{|%d7~iUfh?-^GnJvvS
zx<*aXs#g~Yj`)1ct4o1pz1B?{(!3y@X3?hD&*vFcuU9fYcv!31Jg4CCL=i3VbA{t5
z8znlju^%_)<=91Bz0xgV{7_XpzE8@*<*L<mze^t}5|YcqCLX<k0x$7)VP{f$eBC%k
z0z4oR(f0{PpLQLsChe~Dm5f?+%N#fc8W35S0_gp!lfHvs6oBPr%h-ypBB%-q9tOE5
z0&*0Vb4VT0XP$d{Fx|~Q?+btZ-2f4I*-ehtm!VO^*1@xGz{I$YV>ib%cD1N~F{u|;
z5eu1+^(klL%vU+Id96nWRu?JA=;UUV32T$ij9MQ~cq8HzNimFO8eE7+vl@p>IgVq{
zA&zqi_Q83nkh?CIjr1Px1Mq~WdvrGNN;!yNlxaLKe@m{3`eK`US5Ho*7_u?N-Jjgd
zg$wXPg+FnUy3Ju+OJkLUPm`XwJH#h@Sab3P&0&B8wD|arH+<0NiB&S2!OF)Pr~wRy
znxv%|3ndvy$J}~%vNkJY<};wVEk+#4oTjd>6zn2uUwCrFldPz6bR4qR>$gS=+Uq|C
zlZ_2u^}iqAX&y+}WA<97&`>@Gd?0pPVbE%3JrNuWmIxJ*v~L+6a-(Q@Q7PiX3CCI<
zbIbYv8IN`X2is(ZugWB`$~uTFHX*ZrOopT4OIri}dUev_!^>y3FxCmn$jDxJirF&$
z8mJA>ik7*gI*twkEV6{R9~?F+Rq~N4yJQN?YuXRTh3rp1r#mw`V`=;c(|x|^U0+!;
z%#XZuqUMSbwvypaHW82+Tp=Aj7!?}zg}qKYPo-3NG*$xatrJB(c#8kqV^*Lgf>M-E
zI&KdP%l?ROm*8T(86VL5UaBL)_GoX{{A}ASw|4;2k+H_7jSOv}AHC*CP1uw2biFF%
z&%k{&^Kw0kQcti^5219vxV9o<8^`|qL~9k!d`3^Ww3%TAZkso+H^3uaEm*8=clC?P
zeduPuYb1KDQt&=V!mRf|r0ebf&VBFifWKGz_uUw)wW}feD9j5feL6Qetfh?2Dth;=
z!9{%?UXUZD#C<`NEA<$aQuean6usul^st2PHu!ht;p6w@KSA5f!xJAf@>$s>^VK<E
zsZ{u8AAHXz_ifn+EA2$S5B5D2LAA)A*z*oU$r+AVLCxkR>^5YzLGI8_M2lH&;G+A`
z-A^z*t*M6^tqk{&q<5Z7Il)^{D8!qH+LtmS9x&LRM*wG&s$vT;<su5|l-0cFKHhVM
z1U|dpER#IP;aF7{-^!nMcQ}$?4aF8$tPV9hsg@}c2L|N`w;WBnqABz(bu@BkQs8N4
zlP){Sg<x?JT~RNMGr|Q2YYh?}_kQav9%gMT%C>4859&JqP!-l=+29>B_ve&r@!g^h
zqk?lYb?@5Bih<vJi|Pr7#P9d@xeejlXH1kq*z{5f7Vf=d8M<%dwKNY#c<@5ac@$N9
ze&(vm2xrfUWAXB9;I<kET_1Z59bHn@9)S1L)!s#gMDzRzM?}gVN!YOusunqoFdCw{
zWxhz$DA*6wK#z9(x+;}ZoaL&ElNewu=rueVzy5PcvPqq9HrY;zk8D!5DH&S*tYqX-
z(ip*~Xuq8Gyph1VDm*1sp`v`LnX5i`ha)EIC=f_KzS;l13i(dx6%lKO0<EpIg)F1y
zo9^0Nj+Zd@FVLjrV#jCVpm#y&mH3FXr`yyuK~0qRx6JG<gywl_GLs)SzIK+7%<U=o
zGVpbsAiMcDj4t%<Dwbwi>PCH^4O0z=S?ngXKlSyr=Tw`JzdZDbFEX=(!!p~xtG^sL
zSrPZpe>AOje)mOX*N3~_cu~(#el3w<Ay2F*Yn0+S{njfXJ8K%smexTjr(|f!a2Mn-
zu1M*{2YxkX9cZje#YEf<i#PXhf$oA%)Ei{L(4#f*n%)jnT_~R^s93esnd8WJFawFW
zA=LM|C!`u|S>^hXOmNTd^`6K{od#CXG_tJP=R*t|6caB17iNs+K`2`Ck{BH*MAaps
zrDAN<bsuhjUxX)KWZ=RjDyOU;7}5;@(Jx9{F~pCNZWEt@BIUc^t{xr+ZDlIw`11Y9
z1s&=-9(gtf(asM9!KP7>Z4yE13|iJ9N{~BCh6a5|$Oi_Se<8HWfZ|unHmV^+&t?*d
zeEqcdKZVh8pA57%NN5S<mi0=<9hiwWet*d^FjDQ87nu?@z;0{PtV92Nui^By=03eL
zc>B|CkN0HUV(t1XiYmg#cP+Un)veA(1|Hzcb2ewQp)qxxFvXz1q^Hzy+5wo;K7?d@
zG>X7Q=RKujU;}6uP3RXDy15F}=1JA>2_=R0OOL64x#1=mwJk2=^>oVR92$IE$&Y;C
zJo6aL6Ov;XrC`kui1iYwc|U_=qa5Jj&a?rTzGsk1EGP)ZktJ;k_b<u3mKDl20|waV
z&SIzsbJ|%o-1WXUVm7S~n=Tq5nsk02?Bp{}K-DR8<{|Q_?90L-x4VB~J6np%9wv`C
zh4`I@Q(^BaO%b<KGPg&%PxHIin-v^Mkl#(_q^eLhqZwGTYqJ>D`nm0xiLkbaP<QF@
zTc$;skzcmBo2tRAR$e6xC&|e$)KmWfD@Jl}Y%ptbcyyDX{zS+JDw{58!m{p$?Is1<
zCDOU1*c+O|*YY_##(0mi_WW9}r@Ga1bPT8_Kzm#PDPU1XVuIGOYw;R)9;aDI(Fwz{
zJt48nO%K=xa>ur~wkw1UxeHicLm{CiYA;PrmyJlxJSI^$iD4i5)~CozCc-5m*Va3q
z2aQ`Qen=Tl_aXwzQo0u6THndw*EZ%tLOw+QVDi945{N@xrq!?5e2}&zk)Y0UA=5Q>
zQ<yexL9$wVVXMhv^FoH8tiM6X7&s-zrwlCFtrx3xG>ShFo+_;M5Z8UsT;i?qwNX${
zN1IwY3eGH<o%T;!4gSjH@wQ5GyQD%m*t0o|8(*3^UB#9(D2xS8OG2%?ous{uCwn=Q
znzX*~?BD=1b@KT6Z1-yc{z<MeyxeS)-}~f$(>_^RVLlKH*;5OgO!IjPTC}O>W+za&
zC^{EFv{Yc(gp#O|zS#E)?a3^V*&MMEC6HqW3PXDd%Rqu8{N2CeS+k-X&_RB65Ro<i
znXr{T&{KMO!7c6U=%Lf@TUzH*>j{PYOze-xg(eZq4?oJ9+5`>M=G`Yl(_E5<5@i6E
zL(ved5A1XLMz}3=*#FUzb6tG4>yNg#0W6{w<1O0zL3Hv6(kg?_^S)nr1*);W<3CqD
z7rq8dBFhJ!<YeI?b-=H@m=EO)zF1<bXLto>(=#5`-GwC#uACRqM)%TA)od?ORSn`x
z9`an>x*l9{rSQ>2)kwE?0Ap(Kvwb&PMi0nQy;Dnx(zfLm(@S>BPA0R!l1*10L5xnA
zmC~A3tIJ!X>K_)2NWH9B!qt?oQEyRhriTEjDtYie!7ag?{QMD@j+e!_hRId#oo-?D
zmB@Y4k1f2!0om#zyVyd8yDG=}dz{}4Ye6!hi*{J}IfjCIs-GJM#BZf<eQ<IgPBNDp
zLXUEuohmVa&pA*>gm&>~$*;dEdt2Up2BLi-sx+(<(vtFN5Kz>Z&KH>+@9Z<@0H|RU
zI+*`3)c^Uky<_i}GDE1S!E3w@%M~N4-h4=XuDH!3DAv~8?qS1L*hmH|iQirT(+EME
z)bi=f>jQ;NwTXM4pt`j1*ME_GInVR{UE$}^Q$jble>`N4ogDm&D^tG=ycd%os&h^Y
zH#^r*o)%XVD+Q1UzE<1F{zpF3jJ5~mZ4}P;;zT98u4eUKSl8muAjN1wP0hWP&qONv
zh7=y)q`FYTMq_bX^D$=bw@{UDJGV9b5+l9grr{Fr%1+lBuznq7XVOHn6Hn}9m%dT$
zp!W}Lkw{X?fyp$8VNEaz;f8#xE#Z$euly7EU;flWDn&!w=`jO-o^X1hX!~PNdUAN+
ztQ>=APjcHmaC35Uprh9R6CIV^p5h}d{O!>5UBF*?-3$CcA_Q-UcU_rbdJ@eSe<Zl{
z<i-B{sdTRu>=;ULqHNnxadt1e2K_INIeCkUW85kwHeU{=&6sy|%~UKtes0)}d{3w*
zOK#5Em7Fv!-RH1qAmyINN#{+rlFi6Fnb)kzD1m)Sq=MI6A;}f?9Z{k)r=Mw=bK3iC
zTeCv!iKj)gzp`44Sa5=9{(>VHe1QI86KqE-0Ec^0>+HS1`5H=1dw)cpj&%+vEd3~t
zrc33r7z6ZnyXW~hIWVUsTf6Zzr^U%;e9v$n-OX{LyRmTX_1y94_d~tBuCRA=4=V7G
z4s5#W!uYKsb;vrcNu=(`eU_x#0mvNNzrvAmcYK{7D}v)OwP*V(PLwmPsUnkYze8Rl
zOd?NUXvaMNI5IIm<J_C}6JUz7I0YWu?g+v@H&cAK4TjK;ztxY*ZB?jlv)Y&AF2V{7
zj-~Ci0fCsc#e=pt+uy+YMBK-jP?nNK?1)*Sl<idm-%O3!d+)atHWe@yy#SiZ-_kS7
zc7}|WmnLc;*JqlEjE!KS^-}O9+d_djH4pm83&csA>%BuL*21Q@vmD4C&ktdY)GJe;
zgi00X6jMo<rJ;fo&XGpWxNfTz6a>G<w;}9sgqgqZMty-x_dOFML$SM~X>|pZe&RJL
zb};dH$aN$`z_?y{RZWKJ(2AT;PYXsz<a&|CL2XPs*dZ@tT9AOX^*_H+4nLLRI2vZt
zXcVyJi$5C2V`gS2+OwZNxj)_+RPK7S!mc%p`tLFvpYtMkal6M`dj99^WyYeNILh+f
z!Wm2_c8?YsQhQQ&$nBc34+OLNF&YJ4LA6)N9jCKPp(hdgs<m?9P%v|lgAkd=d|0!G
zoD#*l9l&h0pQ&;%BFa{e=Ggy~CDp#rz}@AI%Oiik&dURSKWLIg=kmjTzS&z8r(=D+
zJ`CA2ybTx>`8HzE+0=}mW$L}8(eH2S@Mfu`GiQ3JeA6b-*E}1WqHOGeRf2jI*NkCB
zH`Ag#fA^nBOm=UV9BX^B5>Jt*b+!>elsiB?2(G63@~dfL#i4Hyn}>pz>9Ut}_kY6D
zP+Wpdt#iJs`^dh<jB56m>nJ|N(BR-nEE>U47sos2{CRq#*nRk}pq)lMCf$&)OUw;M
z$gr~XExC*Jhsmo#Oc>Eh!s>$`AUF7pfw1n<L%Md@hoHarHq@guoG2e<5@VHQTnTM;
z<Jq`jYXajqIgoN3_zBd^9<jl_)G>siNIvlrJt+M1*@D9LTxp>57i)3}yWWV}KIvm|
zR}!bZ?A+^A<G+)Ls#{UI4E@h9XJ3t13Z4{A2)fTP0{86kNGFFOY=-9xcL4vN+j@qn
zNk;J#J%(7VfdbYgp;w}>eyBH2yuq@YkfdWb;u?R|Jh}I;zEGB6|D=><Cu4*A>1ybd
zA8{i)?>au0+9Nzp`0hex&Y^PHvXh>~V8-?9mjDyMu#$Q5M4gAm?+y=4_taU&p?4|V
zwj%j59GSFCZcUWe?dpVU-T@po_t9QV<nB$`|8Df(SuS20_x@VW5vhLN7JjS07yQAY
zvy5?5sMx6~+F@BeELi4Pl{<g*^=eX!Opn^>vXV(hSDA|r+I&1d9Ox23HZ&|Gtd5T)
z8S+m=6~BZ%K&@`N_5!;;E4a<u<;8F{rEGiz!pz4W0Q~$WfN#J27~9ojyqsN0iq0!=
z5B<f#-=WEG9vFFO?fLPX5h;WXt8558G<W)Xb-H>P`inUR>=}runnkhvBv~XGc?2T9
z-Hb5gL(r6%KSq18AA<Uz<WhttdMFzO^6E@lxV8bbC^abk8!7=CmG_+H>%X~jZr`@r
zSlyXS8PUgMK<qiTZ}&QFTB`SN8L&Oi0xyN)Ne0eqz7aW6-EeSvNEfRA{a+H8+4!?W
zc9;cHz}J4;&1ozAt*b+0Kh(qeU`Axdc`|y?4ra=iu?m?mBqhdVyXH6%m6_<D8~A2W
zQ8J>mZ_IE^1TPPVTe@n`6F7%y9o3j>Hgnk+G*b$^cOvHj#F_w#6*Ksg{|2{Z>9+{H
zl`3Q942qiUSNsSr%=Upztkoj;ks|muW#zfUqE|AaMZE)FXFXvK-ZGrL9=7f>tP4Fo
zr!Y-{X}0Mh&r>C9E7r@wtPL%K6tj@C;m1=L6rSmFmwq*V!I-;2L7S=}su?8))oCkg
zaMk0jl7lxZ;Pni|ZtQ0KnfLvBl4RU^w;o)q__(*U8JR0B5Vy4ZpIM0mqy<qtFwk$q
z_PrAAbtQEnRL3811(tpX&=~@V4A9@-ijSYLE7rwAw*mLLvjPzn1?MvDf7x7(9Quy_
zPE2Z~1lGxU1QotYbn7pZeE~OU3s_+s<!JbucQRV#p`57wZ}dCd+wn|;CUaDAVa57u
zXf%np0ZoBj;gpKayC7*;Gm*^5wXqIgyA=N4mi>17y4URJ#Ul+$vyZh{RZS4!l;PD4
zR=cXq5-ewz8M9>k^X&Jzu=H>hTmXg@<FvjMR|k7gCzeA0?=7h*2P6B<dPRoJv7^fs
z=wBdY>|t{ea`$_wKah;U284=T0h|GUUfTEc?`vUkgsU!M*#ym|aT&Icfr8f-!{%l$
z@3^M~;7Sk1{3-&}gcHnbw%oqD#vjZ8^_=+vuWkoiUy9mM7d7!|jcc{7FXTS3T0w_C
zds^okf&_Btn?i|mHryJMrFOn!vzO-=UhY(ci(HQU8hf@K9MlsHE@p^ePiljd*F(`u
z8qG=$gs5b;fnTTfMuTnrbf}|MASGPatr@4%SwkO2+Gd`Ht&id-$^K@;-hdaizi=F|
zGa<XgjoHGT@yI%NQO=vpivrrXZT>?c4Q$aP`|B=aYIfZgYLq3`Qy5+iv7@dOl`$`&
zY~uG7Uoru;T0QgnmZ}M@)sI~YxnVI@ziG9#JEO+XafW;bH0#Ox*qsfrcqA?0yiLF8
zn4Y3-;LX+O1h8B78CMl2ynIO-V--B~p9~q5xg{6|aRb#lFi|$QFqB{BN)Ttq)P9IP
zx;9jK{2Rz6GK41ecJHj|b=)n%p}$O!fT;T}b=K&IA$(sxV@(YH5xz?8)cdkv!Cm`w
z){>YfZ@x?+j^r~dI!3Jw*`M5Y_EZI(Te^c(iyQC%o<qep=miskzafbYxoN8n7KtZ;
zj~bkpv=x3)u~pVzNX+G9RmUtJg?Kx)E8>@>Ti6C4&J2S7dB1M>wWV@#U8ET5zlZxq
zop=j-nBWJ9^Ye7hOD!C0b&sT*3&EWE2)Tef;_Gr%5En=XO#b7`GK&&yL|8WX?^CVW
z7@7Vneul;~epB`XaU;7$7OQj>#J8!=gV*n`f{JY`KG}jlbrNvPw^7}FHn(5v^6GU*
z*~J`bNcHM1%JH?jpk(j`LMN;NZ%v($sPO%l7i7&zw@o$0kuCbIM6$sjXjH$3@D!M@
zg=3%bkIG~^+ne}8Ua!oJujXEvN`DBcZV=3_xLk=VMIzi=W@E%SQc|uh&47{`3wL-a
z)1>{JWx^Fb1|>bK+p>ZuL#xqH+sBfLHUAzR0Xf|d+FA42pIzD0?+gUUrw8+OgIsD}
zo+w!a`Os%epv;HaZ#^n|AG2XiVxw6dhCMCydYd7jYK)VdtVDZ^nZyPP?bf>Sp=`-T
zb}Pp2;ViLG{w>j&%t*}g;R-3Xy*CVA<!b_B%MvZ0d`hs}lYjB%Zn6gXocuJ~M6vr&
zGm4PrpR7rgE%Oui|A~+$PX~U?G2FO&Itn|oOi3;m`dw`rH^QMh@fpR?7|a`ThL#7b
zWovAwf85l%5X|gCi}VG1y`LbP2E{;Xo$jGatQ?(p{OXi<%m)O|<USdUro3d!1n*09
zfL}QU)*w>y3#VK!RPyob{-j@VoQ$g-?FkFFY%EJLX{rFeVqQK!NB9xe+XW51H#i$+
z=s;ilBt6leGNq;~Zq)tU>bozEtoDtdWt}LWeVe8Qf^56&gKfcgY=*aCZWXO$-ub3Q
zd6Pw^;s@ShHR>}HcIqif43`=9I(t@P|7`eUpRSTjsF~1~l)h=0Jhs!r<Ho1A1#lnZ
zwl8u%<%iG^k?%cIwvAqJ=y-jZeVv45R^Dt#5?*y}E`X!=U5J?Mg$htpPOEI_Kb1_(
z5)$1+>mfYpqs8K3PtTo6O8rmOtE#>qI}uJOddtXCL;r1MdOb}q_{KSY<Qvfisc;L0
zr+n~iYT3;f^hNfZa)v~{)N2}iFF~QzR5(s+M%)AIgdloR8U7DhuSG(XaGssmivt%p
z_U|b$AV>FHJEE*q85ExaLOZR)u8#alV|ah^H-W_XF-qnBFwNq-t9@I8{KMo}lm$Fq
z7$Uh;GgnzozT!21BQUGwsQ>2wM-a3rL`R%!>oh*{aWm4b0`UftC&LgkMv=s~v3d?`
zmC>{(;PQb`>25uhKM;Bqo@Y90C(CyoX`kCBLe1Y0g$gTT6+Ygs1YEFwAuOf+?$auL
z#-I9KK8Q=y9kQ1>NtqQAwV=iYC(SH$N+RSgk7_coPuWf+(3{wc7q11g;2-te{g==b
zQI4DW7j)WiiX34z_q|F-M+emj8dwN;QCGs)%$a@sYr=yjPjq{?aGlH`4j#tWzmMUe
zi|<~-d}GYF+RonKcB%F^WA`b)1@8jJ=aj=lPp2W;S>(<t0=?P{Iu!IgM6dWw@YsPh
z1Gsjm?pls4#t2l;M-~b76Z@aX7W`Sv$xF`^oIiRV<2tw&9IjIM5^m@h3s!$q-O&x4
zJxTsbuB$%AxJ0pcK;#NWBGoz;6M$B3C!Dp|!&T6|1oi)t8U~E9D>^#t-Mi)M?$^AJ
zvYe?++MZRtO6DV?R%mr1XDuv?a%+3}t-7w^p1HOFp}aPaH1P_T<(}oP4K!zX@LlH8
zM_$Z!?+}D5j{YvKV^fx(B!-I!aWT7AYf?N4T^lfLl2DD+R7k?T+|!mR3`U00ymN}W
zttRb&3m$TGcxng7QsqOe-1cF7LE|Q)wE%kkWNHg93^=UOPRtYSLVBBMLYy{Gv;ex_
zIgtHf7E~F$7>OVOCLdwSXVR7b=QJ`FKWZ?nK~~g5XUA>$d@m13i|mY6yqfnCSJ76E
z9@s#@di2|g>eZcKd`#X#`nKtMX2yQjtgn8M(}|rNG*^Xro}!Y7$JkZZzdG&k`ex@o
z^hhREAvgED?kx;jO=X*fp8>lnRP~P@)-(;U3KaT{j2{e|Ul<u}70swD%~thj7}TQI
z!WOWbtb64^;$@KAiLcc&!NvbXA0{mP^)}0don)dRsbyEV6CpA*ii$bkcWkMD%uAb>
zbP&JkZ4T!DZGwAH?)4C66QKJ`qD<e2Z&0kxgQu?Q#pzcUVL01qE<XFO?|{t{FY@4W
zY+apoX*+E}^l<0xFf!B@f?lNdM%JeeU-3$&+AHSx>{4ZHT7zdqyc+^~-gz)Lv-{WK
ziLL@9Sxy&aS?ap*f5D^IGzw+>yu-|k99E5~%<5ar2wI&l`0?xWf?`b`7xmuOmnH4)
zOYhOnAg|@c=fBg7<f}7ef+=|S_XadLeMDD7YS0T+@{@gw?)ZX1eXg^QN56?jh5I)y
zhi9SSb%M{G)eeKvZ(1BM<<*6^$qrXsP9I(iczfMqt)r)5brYyII-iS(sY!h#KC2Gq
zcZEtloLvFEX_xOf;u3aLgijN8+^JIa;S?1^LKST-bAOJ->gdPVhULb2r5D%^Y&Oh3
zeq+Ec>nZm6B9~WL;A`|{Dd3B_k#i1<$m`<BR$lNW#<1CrqO5&M)C5c1^PnHL+m*)t
zCn<|Z8Yp_!Qhgq`puq&3UEauqQ0Z*hu|eqt6yVS17*=VY*J&$Ozn^M;9dk>unIXSw
zlOTfs%HdmPqu$A?&W~Z&&%q9{!3KT$k-(-K***t}JYrPmsUI^P?oKB3)|S|PjiC>9
z66z@ie>HQu)e(()C_LGYS6--?)G)4k1F4JRydGNY+7}M6#fT@`KiO$`Wo61Q(Z@J7
zK|1X&y}3{##6$0Joae#<bMU8B5$Z};Li1)yBZ#1LN4Is2)ud7mx3G#aALy0&Epjnt
z&{rnVpY`~emsU~{Ni$_bG-)@B16(S2p<e#X%}*F3fKfe&aXOjeAmdX}Z%-t<W8B!Z
ztbq!ujUiKEm8G1mQ07EVI;-VVJGfRGwIah<_pgWw-9>CN$Su2Unap%%rg@VV_vzpR
z{TI!BULVLex4nwZj<Pbh)i8{o9q?vXS29h~__G<6yJydQ3Tv*{WWLwOT2A8{AkTRw
z{APXak)i&?!<u*u9!1sC%L?^B`byCG1SL~VC4h3RqDR-PYX~#qV{r~OmC8(9;VQdU
z+ZUlJnZ95d@p>cG$G4%t=mVTx`snsQ@fXUCU+JxdFL9n=(J3~zr1PdeqTGBXaZV?$
zg`b>4bSIaZfG^u})oPc#&<=aJR8@Bb-6d$CwT(ZbUR7yklG9lA@f9oR#U+V@`!q8U
zym!7u2>=#WNnZyZw@W%;FxY4YFen4Y7)qd+?wp!m+sRzse{WH&Iq&+uLj`sFv(<}k
zX&}Ujxg??kGCdeM^N$(%P;;zmN9{$w=TaL@ud?em0he`;V?t3Ji=0u4Ein%@8_^wE
z_7veQlMe+iQBvT6FJUdg;~+$7jhz5j(hu|#t9XQST<@budNl1E>~_@;Vw4q72>M@g
zvJ-+*5qFz=S5()%%aOk%zUBZlla_AYR~}4&0!~AG$s5(Cm^G84ypCJ%+8)ugwnKR7
zwjw%~=VAZZrqrPx3xNz<-JB^U(^55`U-Ds|eJ=KN8o~%Yn(8kS+xLD0xyGyv-YjhH
zXtuHiS!sRg5Hr?ikLAHEVrp!A!yKa8uWyqFWi}iL!}K-iHLfzPj{s+gNc<%pjcICw
zxZ`9vM|iO%hsQUqQtaSbCA-zCv!0v>YW!;GFXH-Ufk&GqNekVn=;~&EH)kz>Rn$WJ
zZ|m9qYPJc@+g>>;BB>rCi7$LmN{6NZHuWrrx6jB1azC!6<DAD>dK?5##ad3SQ7mR1
z^weEmVMJIIP>^DBs`X;D2iFV^M4;MYWWt!6q}c$|t!dN;!3|Whq<VBE6>n^7mEOp|
zmKC&i3dq_kUyhb#+lqI?G<|tLb7!}HOZuNmBFUkZJWH^%zTYAAXcBdx4f3-q^ej>e
zTQsdP2*IK$h`TZVmow)L3}WyQ+Foon3DZi=ZXmMY{%FuIHk$+Q;s+<+qUS9pK)?82
zK_%*c=DT@h<gpcH4HFQs^0(x|*si>7NNp0O3CeypNR8-5EDhj?=KkhLJrNZx+zs-X
zcnOrYjoK9JRpsvX_yZETN?=j?v>MtT`}%>!xv5saH|Bl*k4b`j^zyLET#ug%x!mIV
zp4AyL9Kf?6x_C86QT|xLr%7;`%;>KU%6|pYya9kuDGGwjb0x9(^OGH%N#TG4uGs?J
z_Hz2`h+{4-<Ndr;U5<GQux-P>CODq7@$K|0LG=*7R>+lVFX=w{$w#X3yHrSgRyP`@
zVFuV1Ql@@u>%BqViI*u%4oa>a6#RJNN>{v<R#+WucXeu9seazaeW?hHWbiod<l@E3
zvSqi6A6oF%1LU-6Nck6AJ$I+D%dS@CWkJ`|f+m|||CHtw_{E%>V1v4%+y}k7UZtX+
z^^!Y90DC69F<M5@p)>0*&B{%aoQ_7q`?G+3@v95$UDeFNo<yhFI`(|tuG8FM<57At
zcKhUM*KrGS91ic{I9v@lzM2!0ZK?288f|41c~xf#Q1N&B$#kx^@7TWUiVBbp1E`fF
z<MG7kaw=XCR+azBkNoOf*`VF6GE_1$ULMl(e!Ug*eNrla|CFX~cgefQqQlIQ0*!}p
zUXnZS=b<^?64!AzlKAT(Z>h*eefm)Z$p%GUUhEkJ;EkE|Q;C2^K76gy_74#7W;v<&
z?$P-jv8oZbbA>@wfNynt?q8AriS8}fxcu}7elMHlPmQV+EXyQJ)BV<F!z@DqcK>g#
z{Y2n4Z(Jj@!h`IK7b6m={1SF9-K5a$v<0407RQ4ZQGxTIy&B~ML*({n*;O_JPFyRx
z3{9T5wU1`l0KNq)jirmzd7j-E_Hs|4A-A({ZH81jx*)c{X<_~j%fT{fMEuK?CGDeG
zx*j%ETf~spy3j8LI!2N(5!TeEI%z@LzLq`vN%W=aR|3L^#%&+|5H+nX*y=crt$xC&
ziP*L=`kD#-I2_d~-vgI0;SsD?lk?8w+AF~4h#s@`lwtdmjeq{nUu)D--A?eWoli$O
z_fAIz))2X*%Q#`1=PjQW+qMPV5kIkLw1$7ASWQ($m+;)Nq=i;Yv%!@pvs^1Q$yj)C
zZGyCgm<5t%fS(`SrnqUML-!#lb8;U-d!EIaJKcHeK4kY}Yj`Br8Bv3{Sd_gGVuUU(
z?vc-a4y}8CN+Fd)Yq%ZiGx5R3V=ltmH&PVMiV(z*Si9ZJWJ34HM5Fe#MuZ{$whbR(
z_F`3o!&Zn|20Oa+%`z@^XycJAbu>x#S;k+!tE=(}P0Y%m_#KSeh>Qc{KHv23_W4$E
za$3TpnNzrohc2vosaii^{ckm55_i)0NiMAA$1$g;JLO8m+7>wC!B*aRboJgV-QC_)
z*R8r{Zi|bXdzDNi`c2$}iD47{VTmX6%Nw~6mk$$(P;td8>1MirBxLqzTC|oRBJ5&|
z;6JDrTfgb*uKmmz4G;cfBZ?X(T6=Y}zv%W&i_B37w>h<GTKUuiG?$Pgv?_jCf3j=&
zMu#u8{^AP-SG!EuYoBpvVmsD6eOo1UN_ITnXP3kt1;4rVNlh?WD!sAXNoeQ3e{=ml
ziRn?zmXmNWX}nHgwl)l5e32SyI?CrEtVccE6&U_UyS!l5y$ZYBo&Oa>U8N^&W8?8r
zt4S!5oxrTM<M>iDE!8}k_{4N5ujh;1Z&2mV!OykSN5|$#1@{JRhU)MlmHL9Ar<-d|
z(J2LXRFg|43Q8C_#^6HKx;sWcE+fUq#_kuav#XWSKOFjG(qh)S7!rPXvTlstCN0=Q
zrO=}xiR{3aJ|9<g_-0#Nx^Vl~Xuccycl1nhACp59m9W^pU{+7Do~3Z2Zf%u7y4f8s
zCSdrHSM$Gj`I%!859ULY(^680iw_@Z{uS;`-~MXiHz>ak2Iee8;iL!_Pe0gXNN5R$
z#xcas<{THxPB$N4rHk5aL;<zA__o{b&=|H{JGkqtLVO|OF8Lcj-$bFPi#oA9B=(?)
z$vg)|T_&z(K=mC%lEEQ^J%%;7j9d!0H@J-9i@3#(+BNtTt5G>7kFDN&#;-`SAWZ!~
zWy$1(^N!D2^)6gp@D4j%z;382Dasn6s0d(-_ajuQxt6AnC-E^MG#T}?^pRHoTgBx!
zS^jh;WzQs7`OASQmEj~oE7}t2syk99dU<7aYqm!14X7-}c-sFrO8xe!>>T46Ha}&}
zt$ROVdi}=<zt8Zb`?dev4{8edm<lb}`Vm3l@q1r_IY~Ilgl{Z?Hu@P{z<!*vU7yPO
z_y1A#R#9zrZMZ0I#jQ96f;+{%#U*HQcXzkqR@@y*u~OV6xH}Yg3r^7D((ds6XYVo2
zMeedjR_0oBzVgWXSKPbfmP=QcSuMHvi?UtRt*e!j-Qb#yW6U(?QiEye9AP&nF!2Lj
zlogE2>+=Ng6WRGYQ*oz5DR<|<M_EkD0^xC)x?+Fz9b9d;{owB}iTg7!jQ<XzZ1PkI
zV<3ecF9$UUa&lp;x3RzAcrcsQMF9=+mQ5<4{D801ns4trbR&}H+HtjJ^<Jf;4=J9h
zXstljHo+w$r_v^(95XP>te-&1+Fil}ignhs0?!cY{qfSi;^_e8i;6I@iX?=e2K7!k
zP}!i&c5UGLJ{@#L6BZ?1$s#$MSVP+02kLTowc4QAueB<Pca``)F*?Pg1UFe@+|WNW
z7S7{M)}k+eucS&}R2)bh@51W{q_p7nHMh0O0nkO$)4Fhb2LXoU)}5I5j{rmXEhsyN
za9TSPy^k2JOdk(-*av*JmNZ>@>Jxwzk`{WIT>5k%uxag$X2$}K=DDi;P=)^pb4!m(
zMzt$}1ljU2-5UepvG84(<R){c6)jh3&r$}Ou$AwoA6qtk%vGLvnFZUX-@9A?=DB2%
zT6y+mhzRN2W&VfmOiMl-MTE65INV;az=k>%(cH3>H6)D$R8eN?`6P4mMSBv$SpIwf
zYx@;7u|H7}vy}_G>-pyVf^oEMcsS}s<C{HHfxvs$1oV7N?ls`KGe;jHY=1}Z2h=|j
z9fdP7>dYZa@Md!tyWx=08(3P}j`;rNW6>nsjzReN6<<5Ehw-s^Tq?ZmTd8#YkQsg+
zES&FE<fla;L2-X#`0E1q$VFLofXr1qKL8*CyqLK?I;fhW_u+_%>zv)Wtd9wUp$l4(
zGClIf>oIseJH1V;q(-fkRFc<SWX~BBa=^RF9T&j3Fc6f~^>%6xt=VjV%RNukogat6
z0I*V;$YXS;3J}Y|rSt$Un@}LtO2&#NWf^GC<6OLg%Y^>Of(S{Y_lQT>Un1!EBiwMe
zUg!R<JRsp&E^XGMFd#WhBXeMuN-Bk`1&It?$|G`0nzwe?!z0D*<zZ&}V!1b<n)S8v
z#hN9+I6{LuYV3xCN$jy>5^O7H@Ia$;n>%UXq4^a5Pcb@m(7pR!1X=x25aFT^JwWS<
zjwXTIKeM9jh%Q>r)C`w0r5u{{p9cWul8DsT+5gCDW(=<|5g&qugKjY{)lS|`r=9|1
zy2SjlbaF%f6#n~O%y-!r%vfe{@QuHtd<3^Bw?Fz_;ueWHzJ16YYSH<a!n37}z-II~
z`{;C^-0?napyKWZJ>!gdPG8TT<YKOJVa7C?a(~>k{(zt83|F~%*t^t392jIeT<hQL
z_ha@o|NYvhQB#)pK!}oAY>?UObhVfdJV1cZ|C#K&I*$4+|2Tav&^0zp+cdZf<L|e>
zxSbect-4MUNe<3TCcZC;P7RhqwJ86W{W8B#ibs0`CZt1Sr-HIjOhzG~#^;5aKSC*O
z+B&;)$;1sqOYPKUJb!z_Y1Zn=W~?$#*kV_$S{I}~7-YKXXBz+3b+xzFNT#`RN#d)i
zXOu=YEgOOIgz$?@0@sddMOlVJ-Q^`NZxw{Xw6z2<u|KP^%#zTj$yxkyXH<LSW&(j!
zi0g)=v>u);jE;5|y}e(;B6pC2g2vq)MiIWrOInGDdUn8m=cc|=4<tXwh}!a6HC%Bd
z)FrVQM*>J#zi2gl!E%&}U3>EWsj<!y7U#XzY?9rFY8vvu^dTO>MHxFMiwgSC+`3xY
zw@d%L_6*j;QN+B&x5M;{%B$jEYRCWeJSjlRIucwqLlv>j!1%uP(UtwNL);Z!F7%cY
z{+Z-1u?wL>PO+*%D?9%aNLn3h-70(YjsAhLC;p)T-aPQ#2Z<+8M=Yg&cTW^21FMnd
zGsG!8;v&m?LEi6qpn}b6<)Q<mC7)ZK?~T~l%bRy0;wH9BXrAej23ihTWjYF8)J*Q*
z;}CeE$AZa!WECJgA2(5S7|yVLR?vw*b!TDdb}tg<`URQ3(<HhJI6B2lmsx_hfzsg=
z1^n{juWgkdvD<)=&|QeSJqiP1!!%YjVrRegh;?r`)J|{4i1KP@h%mg}c_wYQS5VjF
z8-THQBoa5_6IN0D8YayPJ$on<w*TB`O-36x9A}MU$J*F)QWN9xH1D?~!CY1(h4*=2
zl)-M^C(g^T1L9TiC2oTxI)lur!?(~^9|b9mZ0)HtQJNWhB&nCtdM%m!m=MfJ^!8xc
zelQEg<4NE~Aa_jsMlYn`PRqW-WL~Mef{-oCp;AspI`>hH@Hrr(D``@tP3%fx2Fgek
zeUOe0duldg4%IpTQhvz%+(?bZYS(YY)TzSf_yHA~Ivc$o-3;30ldcB|By(c0EoxYL
zWg{ifBP!{@b#q&ErrU;6)khZQI@PmafI8Sl{bJ5iS<OWKUV7UxQOlo-_qCOg7E8|r
zI@r@xK*P8vSp?UEBkwCA^okgt?D47wsG$9*3gcxx|FaI7i1!t?V1J^a#%5VqeQ=Mi
zP`p$1h+WJ4$5Ox@--mN6scWO@QvYhvQw5c-ou8h^5-Voa41^(MOw0~bV-e^b%zA{z
zc2f4At*ttn4L=(;<kWQQwHcnX+@4a!SG1#=!#%c(V<Na>eTdY9A)ejJSw`umyUWQ$
zvVuDcsiU~2sgb1Zld-g<Fnmv9F8pG>>Q&dAKoMgEt1LyxkW!O_Uhecab%n$`{Exz`
zi1GqmKfjwEAEP4L90FCi-7w!~T3_bu9ebLm&WeWVnD_pXrjcf~5$)Fz*V39NrX31-
zkcmt|_@DZ5JbWvq9|G{N)i5(@k}Kq8UYtT*y7z1|2>So@)ofb_8>+&f@i$HYGP2`H
zrgXp0QQ91;vKHReOuHY7+>A0lx_d<7M7cLHWs~Y9GJn@=mMTY4u)QbNM$M~`ddMe#
z_-P6<^1T#1%+Oivd41c#-wpR#*n`o_+@$Qg4)v;7&l%~G`LP`r4RKU5R}7Ac<1?~x
zWx5<@Co%UgD+wdknalll-!-i0zm;v7EHqAryT&A+?JBsrurW*}sIYhH!OBR~Lpr*M
z3$+Y6kKb9QVf{w5nBdgG8o^n`>e=R$`-40Fr>nSyY{c3?yKc&>;kc&F!-djg(^C>_
zvH!<?A*{33FYf`Wnr9ocmQ~hfLSs<Ik3GFqg@F7;T8t)zgHM}<F@ns?tS;r*C|U6v
zAat&XX@31l5%b=dtF&(rbIhRxywTQ&iZRyEC%|*rPi0Ww>8I2&;eg1TOSLqfrRs@?
zx$5?#vT7tKd{ui#-}-CH2*A~e`kBH?AbBM6CU-*o?T=%mt%)0K;rX(S*ei>8&9$IE
z$8xNx|3ks^Nyy(1wesWbVMV_M=LHM=u@_u5YbM8#_0$kvs1lU!hF#l1Iv03*cgIba
zy;M)U25MLGw;wrTZO$@sm}1tJ-AqaFNrTWL&08}}1U#B}gW7PN<R2r7NFo)^Ju!*&
zl9b1MdUSu2AQRLl{C1<BochWCgIQ&<N(|-;U#Hpl+s5-s*r!TP`0Uz>2;FyoUDYkF
z;2nPDy6|vv48zn4&sRv8DcwsV4gauOy7#W|L>y+aL{=I9;%Q00P0ay}pX^#|#>ujz
zh4)M&{yuw;P07;vrVqr$eU|WTliOXgcWUVD{a<Lk*GOk4cZO#=_l|b)HD+{qts-h@
z)ER!^Ay1DW3XVumDaycAC|$y`h10~YX;z3{g7@kl&!9J&n7x*s0<=J_V;<^>D4h6S
z07Rm$d@sgC(v5do(TN33ym$x>^hY>jG02*u2>TVx!(Kxr{t7Q!qwr})7GwdUnHBZU
zTAaGnTopz53Lj@&y!ymTxTA}G<(RKk#;tzEJ~)3*mZeJuy>og8kfClHmfTO39pY|%
zPvT#QbkUL3`WKj*6HO29<a2IN-clq>(xK2QV9St}IM!Pbb{F&i8Ho1ozW>eiAt+!Y
zAOBo>$6E`{OkN13ByVNB^YGN>Cp`#$9$8Z^oXRd+A>kJOqrAhCS@tlczh{gv=vpYe
z@lPTO)7r06f;}yluj8663aNZ0hV}aI?_8lWbr-L;Ghb)k<N>TKioZwzB>a2LflG6J
zV&nQlwIriHQwi3O?BcBIS+ePasYR#a3-nn|Ck}er5dmfUX0Jz%W0r>Hx^NsWr4CjM
zB^z3DmT_THY@$hI>~(*mYQVNtMi@yuv`}5OeVkd$BJS>k2^mOl8wxv63vm$oZsZMn
z1zlU@Hs<>*nfSyAItsVtm&aa+cLv>}X3V$c9#>U58h;&LFgjN|aRNvvM46a+OQP$s
z%(T%)V38M*z3Y#fCuDY!M{{qZuhZauUsB(l+B`PT##eh?SW|^t?30)(yBs3f$F!ip
zuJLWF@3&}+5wEd1{fKSxbz%acnReUE3A7B|!>MxQdPHgP)1;H2_Q#<Xp1lxVw`N>G
z4MMPI!W`oh=EcV}Z48sp#dL@xWJTlUA!2R2e~CB3YScB)Yo4?l4bSIORm8`NGIipJ
zbko9TM<%3{k>KP~KHd|y&@FERe%h)}G+E7h1QGIWfMxjZTItVW1Cr6FVV(j4C_{yR
zm1mxtMQN%FSBuscX%~C2(DG&__U~Q7ka_Moi(x)HMrRbc5vi@ILhT#E9q7_gHRPq-
zDkKazfocoB#J@FBm9a?Kml`!l{L`H)`&lcluC>Q*zskeef1%qeJkBHci{xXD(ZhU^
zq2E7jo^Q&jutK%ByUpMtRfGao-USDDBCE}E;7A*Y<0r7@erH_DOaS8I_&N#gH?&&y
zM#Db+Zc4I=C&|SknWa8v^fao|;d&Dbr(c#nA7-X*#WfOQC#@21Hg!;)kXZ<-*Sat;
z8lt-0O%>nP1aB}w*jWqz*^y`XN)_G4k)2na&BS;zATHaooHF$Z!pT45c1PGKJRsxU
zv9?jtQtT$?1tafLKT$rBO>Q_JyJ^p<q!gLP^QXt=jh5@LL#TI?AzA;xLztsM0VP5e
zx2JsBND`rQ`@+*ieXw$e=BH>pNQORi1S~rU{$=StGZLq7N><|W130Nb(x?8%@+a2V
zu9F3sXbpx3aNh}j^`|}LBa{NZ2m7ojy9ZAKw4`;dfK!I>WEJ&9bCXyS@^9&v^`Lqm
zf(VNiT7rbZ?^moBzifX|tJsDYHfo6W1f@7tn>G9=6P~gEOsKr(U^-%I|FL5^y@7>Y
z!;2s25lJ;vL)orBAQPJ^Oryf{O_oNDsJidCH1j*w!D$q0JCMZuAs@|3<(uCMd~!cc
z{0A;j(F~R&3wp1-*Z6o{KI^_gMrE@JH=mp$?)0bKhy~Pq055G_)=7TsfOcSuc6Ng^
zkN-t`X)D^^FZHSE>HRA1uz{zmIYmHcE$mYe#473={YPMKbfrmz!|6xy3-V{h5wq*%
z*6HGLCWY&VV)2w6?^us4@4~KkWz0b4oHnIr->F~Mh~6Uu%g(c}J}=N;84<!$4F4tp
zXLkC0@%gZ6AZ8;Z;%WD@KsCUjtm*>wK%W+xKdh;=DmUD-GTJX5@sWn>rQM0I1n;1U
zgte7Ks@P2=r(Bu5^e}m;8<oVw;kF}b(zdlIub3jyYC?TIRDWf01x|*thOw80da_VW
zc}O%+#WTUxAzwdHFbXHK(8bjBnWpS-8@TDyTV5Sh;orxyM0~l=sKNdBWkaAAWFBuz
zS9UN=^~$+HE2BK=w<O4$fc{I;0?j)A1D-|A&IxenU>`IEz<Yxy8~Vc(Dd@+{#p%p8
zTb8j3Xh4eETjl|7L2N0ZejQkqPL3<wJf62j@A*Go64w3>gEl#2?72~gk-U}Bce#DL
zjl{59PR<4lQ*=&pdbF`lbDXN@?BKqL-%m_MB4T4|n-YY$cxW0~N|Y3>0h|35!_^h2
zhy+9uq4b!o+O@qTr;?VEI)nbvFzzAVftdMoVU=vT%xU8!Dh=kIr<(^0(b8UAzb}_;
zznx}rpM4>K1mTRte%#aX={;4R%>>JX8rg?MqrB9QJ){Dc;<Qk<;}%grAzpgRfV1|*
zNnC>o(dpS{*diO`tl41*jv>LF5H9NxzLMtdHaK2Et*elG#o6qLOrvQr$Cz)0oF-5<
z=QK%>jtSH)5876;EM~uEN-nJHp(&gP4iGGF)z;VLK+(mjV0%?dKq4h_JqS6Gvj)^L
zzh(D*378U2r{I-RQh0sLZdPAeTBpHTRkq4<{Uqg|&NFjC_bqxCRu!Urewt4_xK<uM
z?4}xP<5*YV8h6t{U#HD2BbEC}m*xF+hY;2@JfT9O(&sNM(LrC>QrvoYO})K0r*7}Y
zHTiTxa?7+RuE$rmn?|vy-;->;)wn;dfJ~I80m=#%lF{#o*;YH|df?Mt__t~9<jb8n
zly313Q(RH@<4gtoQVrX@7AOT^pGMc+kFSGHbB<V5TIT!bf4sb;23YBm&(RM2W{e#E
zgl`?3a}C*-khj$s!C)r;u|=2N1js}^i0<)MB-m~?j<@uD=rEQZ@J6Yw9)7j)UB^%r
z_On-N^Nq6)lA!U<hsNsz;{y<<SRct%K;Z7P#5pQR8d5?AJMkBiXyXf^s||hlYq976
zV#Fi@+*Wk_p%T>&{GYQ1)Hkf_!&jjHvt20B+*-bGPA2`qBu&+NtnXTraTj{9k4zJ=
z35br@&(n}hbpETkylF=|#Z|XR4r=x@TjnM5QG`N?5tTBDW6Jfex=~ot?Fhd_F~;<@
zI{N7;9~3K2tn<lUU=bXnLyqTjUM+e=lR?yc^S<3hr~}%W_Ljxe6Si{teHEa9S!4O9
zcg}^Vp-BSTqh9>Ftro2zoIxmtxROyir8J`~Fra*eWOg(4xesDP7JKW468l|FjoR%{
zMCk&oo_1|^6B$-LH%Avbx}Asa=*&D~Trp>NV5K~?O()?;Iy{4kN5V+_Q*5zYyIMoS
zRFTHwYzK3~x;TttYV0wG_yhA`i@DaB?j&}zBZ0yoBGawRUXX$ON4-@5r<^~fLJq)@
z&PBgHK%FdqfYlY$nzeUVb+}XX0{6?F(^JMueemi1x$V*(&{wwoXQs%`7n8JM#eA+d
zDy^)jCF%ac&0d4Jkgs*Pn>bll$|F(T9ho^uyZxGU$y<PrqyDrX0l8#fxWuw1?-(ZJ
zEh~osiv$9GiWHCMy5WX96I0I3F#!R80HgIzmR7Jz_=#+uQ!`2<nz|iRdum!15N@hy
zxn0=y*LHiQ57GZ(2P{|p*l_uXx4#<03mcj`(=T`dOn76iZ&`D@a;P+GqV^&2m8!1o
z8>xT2+`nBVI~@lyv*VU~^R~0t=>N+xrpvSmEU*tuKtI^VYU)NtaI1JdQ*P)6vkv(+
zGbh}8XR{r__s88=0_Q}uNa|vDS5p&;Z?AfOmCq@nytx(9g(V1fHhgLwy}<-mmc{a2
zX`Wbyx_&|zSXIX=({&Uy_nDCHHuiNFNsRubO_e-feqo)UJZk?>=hyTd!(#G{3EP6{
zXQ+LTQ?;PkipA4S=?B9fD_jdJ;_HBB8k+V5OMgpl$X;x>9Ml`=TLdefjJtxJY$=8;
z!F%H0K+KeWc-u2#ns(&<%R-zDGnZDEInb9i2&K=qnhm4D!BhB;1z%~hRg>fT3L{tN
zV=nK<L^xk#HrD&QW(-6q|L6l2kAMDccU^s481&p9-DR%j-wYazi*Zr<vJqVT?=``h
zv43ASaOP+#zX;UijxKMWVFPMjV)~}+g+#3R8QKrz4JXE3KDo)R8qE6E17ro*<bFMK
zPMIy?U$Xloy;BmV*E~#DB*f3ygB{o*BO5Jrcyo@%sG3|xNb9l;tMLcLLb=Uc;9a*x
zL)Y1Cv*>4^5mN=-ku{Fw9H<apZXcO4im$Z({_m#tP_Co+w}$TGhUvcF52XAXWO0;R
z$CjdR7B_F6a?xe?n2&%QYx-#L!-k7@my@{Xff`n*hxp8?pz$?xqMH!)78r$;F>jFX
zT4WaB-J==Yr%T}XiR}fxh4Xv$SiMdb6UHGc9}A&jzhnTdB&Vvs4!+QjWx_$r(-Are
zmy~TK_;=?VRQp=Sm@?HU@fb05skrKbnb*TCH`zhg$e%V`c@3ZFM`6v={Ro?96Orny
zROmbO|JBmSR>3amb$T;yjXGF1y*;t}om%?HPng~9VUTMw$K=&<el?-Z0hLiiaepNA
zv^kuD6IJO9N&gJg`-t8rk+^l2@(L7o&<kLDJ_5AJYQ=D{WV&Bwtz0?ZP__%_|AP(w
z;^!<^D<%zS)SSyljV{uy9u6Fk)v=L33d9vIpz8%A>Zi}nk`ZD5eQrN<6+NeSpp2yf
z^y>b+6Jb*bI5OzvoLS0FT3@Q#Fk>v#o0W(;oTW0fFFrem8uj>74gwL(P?R*yxZS8)
zKN&l*)#nvA6eORDgfJV|vapybN#4&C+1dyZcFT9x(rqW&<V+@t_Ax~I-MM4<cI%jQ
zeW=0dc_6{?jmQ^6;7v~)0bK7$##;@`0G0QQEnKH%_vjuc9nbqs3f>#*W*UUS_y5h_
zSjYL)*(mj$@KZ_bp&RlH=?xB?K}b(zmZ!3@s^^>A7wdDI74?;;7H-Rk!$p?nY+HI3
zNx#qH$#V*mU2?lbR~NRAg;4YceDC#<X>?6p@yVntC$;MwTO+OUAzvE&covX1rh*sV
zj<1i1Nb5~6_px@lxyIa(ko|AZdDo8iI-m_cl0oR13HyK#0N?%XF&tjViEX`?-1ou&
z=0gpw3M^|FB1tdu;a-{32T3(JegQe?7EZZw*}@+f5BRiB-Q2C11zjmTu*Jo9WTNi*
zitKCZTdNvEr8kDFWRGr`)9_UOm~KMGHRcK07d4Z#>K=&VA=s=%y>jZAk4)j{)jf^O
z$}<gn1mT)kriH3{Z&94h3&}O+;qPpN(p3QdDM2W0>F@@A{a54AealKGM(Zcfspm=Z
zRm0g!6TzSt$iaVZI6A@&IIi3=<FgKUQ<p4`$?K5A=0SfX+ib)hf4KI<p??3oXL~jq
z_VC-Gjy^hoHJbMP2RR*mP+fAoP<M6k<KPWULsHJ$A*Y)nj&i}uH)JQ#DrX)U{IRv>
zH$M?h7rQdnbPsyZy>^o+9z7WOwka*`ot{lEsNNqYrtX`oF2$CoWwWb^gr#*hZbhmW
zzol_Yl2BDu7_>xZZ1bX8*&rPKy+u9>g!2zzgnBl@tz#%Z@0Y{=gB|%5VtG7n77|NJ
zWJqyUsDJJZDej2G#u(6&;~m@RM`R%0CEc1F7-PUOgLmqsg2q8AVzQBKJYup+;qx}4
zbwFLq9Kf@cdb3mFv)9S9J{01-?)5L={>yViIe)xslas#zu<D2D8V9q`khpHm<!CZ@
zJ=^~#jp|5JzfXRv2t5SslSkbYFzK1q{RA;vWX~plPl~R}CFKR#-P+#&{w-ISV(RUV
zLobzufknzyi3ga+<FbrjW3&ud8?zH0Rld4ueCwW!weQBs<yOTejLNP9THcSHF`{MQ
zph0DBHRz8s1lMC|cE!%+-ZbJnvrcEj85=ZTR>Po{s-GVeQ5pge2v#=R_?7<2c35uI
z&!48_=x}sQav)GTGBxybE=HeOjy74m3re0O(R@@dXBEB;lXd_E++`}e<#r~&9bq)X
zp$wbhrdzBj=Jxn4jOPRKXCfP#bb|^;!=j{!hd(-`4vn{pm=g*osPDuJj0HMWYt6(t
zYxi2ai23R6?B3cSsrYxr9RGDe_>S$nXIIYc%j}i0mh6+PpQx~vh4!`Y2NspeL5$@}
z!hsLR8|`_9L5DJ}rj7r}*x~{_lF*w4J4<r1M7Tq9xIK-ZWDoDe&0EyJ3a_NIjYWHl
z9TX2$%V=p1?yJEQdobY{o%)TY{(dBn^umzvupVz2sk!A#H{^v@Jj$O;l+o<)4ILGB
z=<>)#JnnWx$J8zmQr}CZ;*G_;%t^k4V`Is>fEUGSB?@5%7A^PFGBquLeenl9`5|kT
zXkEQTU;iTfY=vqTyp<@Pp&YX|_Jp;@d-*ewP|%M+O4<{~PFB_Ki00OE!bqtqJ0%-8
z=8GhE?I5uRq%p@InGB^T`6z?qajNU3tt%R?5B5r(b}EmSW4;ICnPR21wQgE+Na<Qj
z%x-E!sZ)rPUoau-Nb*TNH%ca2sBgC~_jdbbURPcv9N!xx<br1J$`~E^D8c=6;F)QU
zqr<1~FPUHgw*k=8-`M+MbG0)Q|Gc9fe!p^w-|3f}dQ~hHYo8w>{eHD0ZxBKS3_os9
z9!!TPX#yE>4^Y(8^`_3sSw*|Lqabt^<W>wb`IUmfM!pRfd*I@y7KN<^&0{rTOYosr
zfh8}rRiGSg8mNv>d18eXu`4a3XX_}qDnY`8eI$aB_D*0GtL$9N(;fDg)%FAdOl)at
zSs73{2Zb(V7^Sv@KIGUITz%)G1Gu8l9Mdgpt5M$n>CK*CaITN)-^6OstCnTm00{cM
z9fV;q!WE9kC7W3RL`vy(YHiFw|C-tx-L{(Wu$(XIsfAa<J=w*My`z=Q5SqzAFH#$G
z2{QwXZ(-eXYyZ7d5(9*JGvQQ$F?2-T=EV}4>Cf*Ii@s%d98TDn5fhm2$29PWMz&3N
z_#6F0@n!L=zm4hKz?)3gP0{{yCYxty4Ed4iw8;<q+nNqCr|#xx({J8kM|8t$M3;?q
zHfB&HlLOVCB>32@Nc2vN@=7e>t02&5NhFPfWP>17viWpe_s3pa2aJEfU=|l^66S%Q
z&kM~p{G~`%jU<Z5XPtm0uKngkc76-MP~_8{UI|(>KKqWEg||m-KzAH<f#2L;qeot!
z0=n7NH<~eP9EgP}s`!c-%D2Jz9!WYwG_#?%3bTKveEOj+q^7>{feGhQBLdy=mhV=B
z#c~xq+FMm<XvvPz^$oC}4h+?sG<{9gK*8{GZrk?zcj#>jk4mhFv=!N#kIrl1+#v`h
z&vf$tg8V`4=0!R~=MMwxbaD^ej>>2)vRRZdarI%Q9j=u*hg=+#Ft9&lPIIbQr1ZYw
z{z9SPL1OfBd*w6-zpQ}>Iwst&zJ1RrLp+KK=gCgvV3CkvyuT$bzpLxh-b1F!+x>pM
zq1bexR#wg({Gn87<Ui}D>4huO=I}%*xXvjs9qk>cUUnA77OLwOc5mSLP#>im%)+1-
zARE`xgaV1lYNm|MDYzaA%{{*-aS82`$Kl^F4*fR2BLQLu@`H^GTK``D9j@A`)^n0E
zK0tXxy=v-7g;l6qae6Hc@AOfIBt45W0=Rc_G+&+;^SW<TH)HE|Ti#v!MRL!l(3%GH
zJ23@d)hKI{(~O2p+1OnHtu5cuLs1mu&)&i)&lM6xc&pK$pO1EOCK<ZYVkxt(9HXoQ
zz&oU)2l^x@SItUe%{o+@0EID5^DqRu;Ic0(fLhkzjV9DsIY>AL4b4<bgRTH5<BZaY
zNI*!+){U1_Ei!{SrU7?lj2F4*uPa>_YK}Ctb-GN{f93K=5Vt>$=<ap*1!<V$L-U_s
z)(+F1r|HarX*4P)OMW7-?lajI{v-p20^WyCp*g!4u8j`U)fG<n%RxnGv2APln@5#`
zG9<R?<$nd}*bM34eB2*q@i8qWxKdP!>Y4(Sg62!BI){}xNj#MGUxd;MxWKzxsqHL(
z({9rFB1B>WjsEgf8`1~M8RKRmh{pCLRV*2CHZ&0=2BST@cSX{5VPUVxcNL(&h!mOi
zdh7@}cigi)-Oew~FYU2ED*VmwGm`PBsyO9QF_=Eh$Dhq}=PUNpmcVMa+vDAc6!!pn
z0RJX;?_Dsyl(c^>#t~98NI5TlzH(1MY8r(-&d;?g6rv#KnO)I10rjw3puHiGqLjV)
zD2|_MLChgI$U=y=_Hg+@1sY~Kf(&TUKr(!vt?xsnLv$h0+sxL`uai7a`_;zGFGrI+
z-^~9^|E^dnorm&p*=ihbu&aB21G9Lzs7`)4wsIyi;>f$Nt;<y;EF?8z%;hbP<OdG~
zBAKDb^I35GsLzOF$_b<2nO0fp$1&XXt3Z~;5clr(cz0Gb_Etfk{({INk#e@Kr}id}
zX?8%M3{;5sr1qkIw{ty<khEM-$(KTB_a@gjHK6vQZ{9TN7v}vn2U4OEGEPR>7wSN)
zZ*ff5wxdeX$#7cnteV9cTGq)KE{V#9oB#Ct*~0chu4g!OR>HUn{S6poK0gvMfI#BJ
zzjp*+1cmbtJPQUB3^ITLq@P)CrOc`X)YvJtv820NwHHs|X+DVE86~KQZR|jPdkw<M
zUF#6KXoCr1bB9CLk?+K}^iZ!p#Jh~>z4j^1da8cKdcaP@GL`Em+8*Gl6J}1|nERUW
zvMqdeTxak3t!$8MFWRbn@Z)>w^H%5d^t?jV7tQq3eACx=0dIQ8_%$Q8uT%Ahj?X3M
zB?H44*`ZDR&S*uc6ggb*1wjl<7M5kHcPu@o&D>mLk8R&OaAI=5*fM0Z-4<*g$U@nq
z&DDDYJ5@<-E@YL>GE-6D#p(<HY%Gd`yZhOEjOW=fPoJ154@wVmXYVdYvW)>Jn<IX7
zq}}z4tkY509#8jKbd_x)m}I+^S_SKa*YUZ3kNCrp1TilRfEKg#ty19`;@sjab=TL%
zFz#w3`ZwmB=?b+K(<bqFP8wRl`|&Cf#?v=<A$rT<H2756)J!IXr>?O%|Gzg0HDYB7
zpT#I<gW;mScXh?g{>&7veb0Z;<q~4jki28_>52Xnh&+~43v*$42}U==g?e^rI72W6
z#`F3A5)9WkdfoH&ayBy4!>tO%&S8mu{ryplXGUz{m@+ZH3YPw&A8414QJX-2Pws1j
z$l_7>Bey>+7CcV5`pK^$j2RK^N``WT%a-t-4_Qf^Dspt^*?Bpoe^NEnGLF8%1qwA7
z{yOW6cbW_K!$M!@+t-ycR#@E0Oi&KJA)|<WO!4H+)ZJK(zP`08Unf6_Av5K`NNwV3
zCpS)-7fXZlUqo!pC(rp0r=yP!MbwnrZRlo?SKeJTxU|UaNKxR%hm+A~wiNtsP-{3P
z93ZFr%D8D>y-AKMWKHJv!{loP@{FzFyBQ#nzUnIWr%3~7|HY<<cROEjn`G&nslRm{
z8ovB>NMu5{o!*3oMQO-fRB<@_os0$>YYO{$L&q$r!`>WzT_s~qIlC9k$Naj68n3>v
zcT%l$-9OsP+<xUJ{1%O??XIVK&#XPA?HdW1ni41Zm3y9anbMM8)rrF^)i8-^m_;|X
zP$M^jfz^tyNsG#oux9!h>d)5zvvSYC3%8~0gtmwOjL|U-V=f-(SHqKIuWxVD_NB`3
zOqH#Cxi!L;e9FFURIMq6DR*<$UJkSNu*mNvD3ZsW9E`fc0$$5f(L2tN{L1LoNegZ4
z7bx#G#3bUSEN^5Es3gkae)ID{=gKm3HB{Kge@{h!xTQ}&Qp|q%-aLzhOR&bl8HU7W
zA$7$jMKP7HP;{ioM}v`bGz`iB&obx2Nf?gd6385mdSWB}-qp`vwTTyhGxE;Tj#DGZ
zpj9GXa@{<jpYzW1NH05MVKOr~cR9Vi#GUY-Y)dN#h^}U~0ZyBoLVkc?Izd}WU1(t<
zRQ5<a@uURO5ggoV<wy2nm$DYE1K886+ym<Wl1nG0u&<nyh<61_tJd6s*&*J8TERcN
zONUB7A-*i58Vbof7*P!Sw>B@nd71LP*GUJXnkry>K@KTM1`=xwU^*vfdPGV-ShKqz
z{J5;U_-^Hv?-#v;+@9;W)|^c6Q|EIFT&?AbqEADtV@cGCT0i<n8TS-uDP+M98Qp;w
zfC%xXpii1eI?xYpV4|bv_J6s8|J)^7RJ+dogGu-+sdW^7Bd-R&S20ZKH{mGK9(RjU
z<e``GPw&;egqGN~El~Agueru12;U^9-EFqU#_;)a;Aw8di7p<foNMIJ5OyC};5Y3x
z?^@icW?h4BTEl%r7+Bv~Pc?UDr|{t73Otu*K_yQy5`1F5wZnmZl`hKpA1e|NmGh~?
zlZ8JX!}Mo@-Z67DJhJ<+*+e?|lKhQFR85>uZ5P!QQ{INyk@`5zN4h>;fI4C*vM0Hb
z59WR_rYoLHQa3%N+P7>{PX+!}s)^hE@v-R<tNeiRX=|)Uen)w}az!RAg?+Y<s5{$W
zp^s^2x<JbkF2aRQ7`62R%K&8}Y|;wj%}O}a7Fc-GS0MDG9{D>zeK6gxKF*?(i?A4m
zQlb187Hxp0i>2E0p8q#XpAAl`zopmeQ%6>*8rbx<E>JN9U3#>I8Ot!K2{AUfBE^q+
zX@EDCTuTXQ$Um`akl7g`4H1CM>bp#G79gF#Kg#<d#PH@fz|B%iqn<)e6vzmT$xsR^
zj4GkYBs+`E4>-!jY(<vr!-Vix1}KB0Lp^esLU2841R0PwA!jZdOfMdc)hKQCQb>u_
zNIi&n#AmN(z=G_Lb?`cCvFF`aUNA%3{EPX*qDehjgrNcnJB3=nhD@4ag-OUA#jS}c
z*fu8G3}FJNcpCRHOXJFN$e>gL>S39pvXb{FE%{6H1Cs!A8Wk;@)=1#OFW2_>6o+nx
zi|G!S4nyx6P0#GXw443j0uh%zAiHl+U)YoVpNgvKUl*8v=*n?&Q*KXAps>$!!cn+r
z*p7q#(CJY%bDV3_nJ7Zp|6x~{L?EFaqS=ji-$CG>qAaivD{5vdJFrblzMN4*dHHu<
z<ZVqHb0;CF0Hw4|Yb;A|KYCU3yO?T)C1D9$c2IbCVUX1H;QrSEt$d;&|G}b9U!}{b
z!~zBJfL6E@2p@sY6%9gSnM-S-#Is<fldFk*XN6O#V{yqv5_X5dnI5_CpE@$UW%~=u
zDKa3Qc3^AlMrokjI$8;L%Lk-}PahsbGzZxUl)pMKoIXEYus~3tBx$qLg$x6(^HDIx
zZ7!-0die#)Pp9@BEPc-8?rRN)s6*;*--AnUt*zhT(<)8cTx-2K)2>^6Wg*sxd&J9b
zWD?RRxwIxP$X>>lOHRxQrbMF$VG$!MM7THkbIA0`(R-V+cars-$*-MBvDTNx?jbc0
zgo`!*%wU`EB_)p>^^eX(@awm--!TG;YVn5$X@-mfEQ}`t{IJ}HH~XL9r5G*XCL^z{
zLiEFjm7M?Qvc?*k0ktnfmk!N<L2(Mqehe5zUu{0Kmqj{*Q5QQeC2kDJg_!Z(JV;GF
z*k8HSBNOvgh%3gmaTy_A@t=}Ha36(wj8Mm+di&b_H+y=g19W&V!qH8Hs~u!-LF^XZ
zoYcA4b7xp5+9q%2DrO4T4Mzb`J+afO&JpJEO?*PYCV>+oNy|!*yne`TMNo4edNo$8
zWm~8$Nl=5fJ$jgB^!_vrPZsu|<dudBS+uDTzE#6z`J+l~);b0D26x-NH?zX4noiDv
zU&M>8d<uyESYk_8SVb#?FO)?o&mJ|Epqo{XVv98^uIO=?@%*)yJ`?kenC0c#D!20o
zj7VR^Vd@m<W7N%X7I)`)IO=0u6)JN;OU5N1$h!ychm3(^_>Z)-GZfdzBrd9jp07N7
z7Y0vi1(zx}TuV>>bNv|CZ?@tNn6%N^l27w<`)|DCQ=PGNHXPhXD(al*3*zY5tPRY>
z?Z1txW2g@4Py9kEhc`W?k=(_TyH2(ZWadA}{M>`{f^M1q>d5e&r!#e-UlHf?i^#oY
z-0Y8jQ(A+CkMBlKb4%L)$~!lt?Gd%t^q}-tW{d!jHn$Om*nTdn2iEYRls+ZKyL!59
z^^=CI#42sPv!Hpa9H)DYon~Y||1Uvy2B!ivcu|%6D8JW7(sT^8tP3V00ba(#>C)W<
zzN|p&M1P$$@=;?Nq>LOcqO1DuRo6c{7Ji=Jaw!BBbT<S7R%#Em0Z;fKdx5nUdvEAG
z4s3xEvc+}R0T+4;&T;B!y>XegEdR{a`m{6$nm128_*in2mqQNEmLL~!J?V+#kNlsM
zZrFdFH>z0hkeD*{_(^V0O-n#YqonudR|=SNhd<8gpmP%hj3FpsvB)|QVk}O#pSo`g
zyvIF0Ga-ML8)wY^%_!N2pkJ6z1jemrzTrfZAuYf==1TD@-yMGd^tsL*b%};=>@%(t
z!ONBahf=PrGMT`PXS<YE9nF-5?BMrKC5=l+a8*4`@+CmDl)lDhCpi-@A2bPhzchI$
zMY5Irz|0?R*C5H2wpNk~F1V0vuJ;4wQ-Zv7D9m!#BtSKNy7^0<p!!sy@HAKHuT0Dn
z{*OjN3!!NlW_=5h#OVMi?@Nahf`N`{N;Fifb9bT-r964M2Q9{zwXIsI1`b2X(SxXV
z0h^r^g#vWoj1>E@yx4@-l4dDKxuda%uw2f4Y3yLV(19-2{gkZ5yFw+OW3SSux^yR}
z%#qbM^jA*R9!KdjKA53-jZT34TOptaz~dzdbmQ|5>kp>5Rt;izS}jK&a@o7z4wW+!
zn;fT=qntkeot`mKO>J5JRlBZO@GkXJ$~?XnLFihR<ZW#owMC}nomwYk9b9JUGdFP1
zoTMq2JP4(Ryp;VL1L|~SAxcjUoBpf-!2ilIpiS_Xsp3O(yj3VsLbUAG4cY9<7T75^
zcf3}EF)W+CzZsgHKB)FHTx<H%@@8>WkA7!fOAxBXyk^FR)N+@?0`IqmN5~m!XNwbC
zNc&Y?Q(~IVpJJDWtS;(UrlC1t{so;;Mm_*X;^*|$k!(iGyBQT6AFcGYi4*3~mUamy
zv5uy%tSAyT0I!@k@PA@u!zxJuR~EcvV^7x(HOENpiDS6nP@=!*8S-$&do7%`{0iA^
zi41_^x|)BD-Adk#k$&yF2o6B%IX?wdKF6$nS}5JG>jz~wxd?4nYy2Zi`u)HIn~MeJ
zePeQ60RZRM?Gj7*$u@Ew?$5LQu+daCdU6O85Qe%vsK=rxmFK%zd;BTGh8|lwM+L7s
zy}L%t>ahW(>h~rD$_QiGx@n((_9-?dt?9Kf2XQd>FtgdSP(hy}u?hr3Qc(2;aj-B4
zo{RsR-o4_1%e6dRrL|*EqQCtw>!&9+EuYc6{C~bF-z+7%B*-RpVSl-z<)#H#%i@R$
z{H(w(_FtahDkt2N)+|WU+6=2IFD4%6(ByMbB<pS)xiRNA$6wyU8}=j}p&R7<-q`~D
zy~)hCt$l8&ePT3|?OE+wRZ9gq^I|9aBTaPSecz+IqwU)7n>1w?-ariLr_SoIABOH_
zU6W}k{{R18<}3z%^x#ufo?ml%AD=O^vAVacHYD*{pDp!;z=kC4_QSl>{KnfQjQ?-@
zLoX?s-`IzGy08U3JuP2)TFirTer(<nr91TwQlzPkfunUl-N8~|_y(@;X!v5Xh&FLM
z8oenoj1ZxX1gJRGOC3Ri#IJCOZX5MMho|{$Tgg$jO5+@DetCZR4Zy;R10txK{VN}0
zlUEv*jtk(}UMl6xuf@6ShY=Ny!?|(h-);&+LR@quqa6_n<=s%9+3~&rVGJjDMKCu0
zCnlpv>aW%_oF5^JAajsu+Q_<=#t2am8I2N}Li+K-30imX%H2PSNqlj%!CZ%qiVNU*
zzP&;n<pc>cHbAFVc;BOO!L_~*N=fU=N9#$<=|l^7P1`H&5=FYOOT$PK3bPspp>{lD
zZl^MB`Uf0|6c=GRMYZe+A@ZUs!sQr(0M0bQ{j98*vL;SnmhDjhTUgd8?k(l&Bs>Ux
zv}3MC{R+YVw^6$3h-xfu<af9?1J+tu#a~V^0$lwJBEJp*bPd0|G(fdo;3|$#NaP~*
z{o-qv@Hj6_`$j9jkf@~(QI@C$F@{hjosmnu1%hd&dWYfF3<B*$@g!gp5UK^nUy<aH
z;@vZ6o?H&DuxW3GGi+Bo)+zVjkK?Bkvfbhh`*I<dCNzR1n}Fs6?Qr3`!cd$vhqJiw
zU_f)WX&5sZqJILh8?46Ys26(-9izVWoB6j_x$BV4O0D!nj9QXjXZqro4}5!6DOl>8
zpBXx!iV$yHBB8!zZ~DDdjv=y(58+<sdZWiw)wkU5FuM~bpBk=Z?^3~Tuk#DawyqvC
zq*&b`$6rDkTQEv8$xxLFK0-XenH}!g5q6aZk0@n18aKxw6hU}+>lR$(@QME<s2_Y0
z{7Ca<8G!><5vBlsd*mfa3(+$bPDs_bAfFvka?VYnPu3qxge<j)50E-co~mEw=Mwa(
z6$}}QBjiQog<kdV5k4R09AW!2@-t5`IUgG24+g&DQzz_JzXN)zI`8YjNcd^$%6}$l
z1<^Y_0jD)cuZ*UCI}Cd(rz89UA4&H&z?;#OPWbhWv7O^wV8ZzPE}f-#V!-3*t`*7f
z<~tdxw{<{*uEWE$3B(cBOx8P6atFAWa*G_>2{L<<7i=&j_LG66m4B3-O&OeSO&3B6
z=Yy`eG8}Zp@25WyQx0Wb-l=(8HD|axP}-9kY4aC+BsgWIh#FqxNvTQb$suzpDHiCn
z%n@bA<GK_;ZcfMUmAni>xs$xSv1*|SsS7)Uz5;zImkr<S*Y+(+$Rr-Z5R_HT)y?ss
z-#entK`9-nzHzi-tk?Pmsm2p@2))dmA<n+UfEU=I#uFSlK){rDRe75*1*PnpWril#
z#GHMu3+T$L=khp-NKGgzQL4HvX2C-ESn_WFZ(6&-=fbzw&5e2)uU8u7JmZCrJA^Z-
zQ$ERnp<br}u;bJ!wDU8&#B>Itop*Vy)z%U5rl^1phhczW*EjrQYt&rUBigOG;-W{)
znriY$AuZId*SW_qz5Zymq;8~cl=7B5jW-A_pO9Ga?MeFt_=YEg0&5cP`LhFlAl78t
zD<0)idz5zF{ibejQZae^lRMDGsKp4`0OG_(Lq7k%#pw0?zSQ`&BVjA)|L&2)C}_))
z8bn>6kwGoQKYYuL?DTIE*uc9U#eu!^Di>W@N{TZ}4Z0!>)$G~R*BXeN)WZ;tSl9z8
zj~o5wO)3drvl%h1_eLTVs((<{fjIV>DtgwWZb*u#c9Y&-9pg8ES|E$NB@|-Y^2zf*
z6{u1g_<MnYQf*=?o+*RoR{$1I^SU#o5k{TZQAc`<7Apn0rPprpu!=+Le)FGL!+X-V
zQUT?g{;4>3zAn|z`g^8nECl&TI0X;}s$jY802#jIo=6=2EDcgCY7V+Ocv@aPBvfxY
zh0Z!#;(1#aAZw^|<NUbTGz16QOs0cg(T~!>6|lz>{c4f5@IIQHp$_X#WwH5Ela0D4
z(i9X`>G;DsXLOI6%lc)*8!xM64MpzbTe+^I1c+J_Cv()%7!Y<)?iJZ>Mlk=w9+OVv
zCVF#(4FM%8vSI!qd<{;1)Z?wv5&YQW7n9}rSgL9Vg)A=dp;?17Y3Ss7{3sFn2&A5A
zawUlgRFPxaloA`(omaJyaVel>6jtmJ6GW_OF*gmpPvfT*z@-k!v#s=<CffJfej7BQ
ziQ#*?aR5&my~SEO3qRsD`Ho-fw*+!U5&Ww2)@<%~)I(_cztB17M$gOY-+Jz%P!QCa
zIh@aTrKTm;-v?+^?D=DU)1?Gv3Y7~5Jz&M$Zkr>q<_|v!+4)Qxj|y3VKDO}^D%)R0
z*ja<C>Yl{P;^vCYy6Z{E8+y`(7Aiu#p3rMaRiVxa9c<T2#g!vMlb}ye*KjWD$;_PY
z8Fl}P6F5`57heQgbW)%YH@5A4%<s=J;7c+%`43+(ruJ4s@S|Qv>FvrHq9Ey&T^jjS
z8Ktk(P!A?>!1sZ}r=)ELHjUeTeo@>D33Kzu|K~m?)G#db+jf`Kv>1j~!QwTzqtH6^
zqBX;m5OV+G1a}d7tujYwLR?IsxxY(kX@dcs1)>bM-(K^(<ctq{>`rRPrV#x$)qkPl
zwH-SFjB>><{AcY6q1Pw;<S608`ER9hwa%v{oFq!+pH{jZ6A#O*T_G>5Fsf?ufYdG1
zrjxRRFSO=r7(%@<dA2KkR8qjIXYoz<f~|8GT7GC^qWldkOLjlt!c;@H<NS`yY*%l^
zE@j1LwrQe`XJ5H)VkPD7E9TXP4{z7}phQ_$uZY$CLa*Gkqa)Nkk}l|Mj~BKQ*1L0`
zAA_*IQ`LCQ5bztYon|*~dH5V_H@<ge^UIKg+}WQg-;d_MQBs*OqR2f-b~HwD0M+Xz
zEi?!tI{wcea$QEFz2}|pmqpIML#Ly`Oa^}sDU1Y0za2<mZ)i4Q06~`W{4tWhB>8F9
zP^YA$F&dX8q1y9DQ1Qnc_-YTpkFpG2UY@tWozi24lPP*<hpTsT>bi<<?k!wz#ozAK
zlj?^Q;b<!Ul610k<Ib_6eC<e2)b0|AzM-AaDT6$*!!T<m5%1)T$)z`=VNnhyD)x^v
z5Ea}1NW^cN!~Zr;LG0Pr!;H)?(1=Xp;EoXX3h4HnM1nn@(WtpOu|kEC%HAKfKmOS*
z=iq;LL675I)b{#ofGu@74;G7sQ!g&US-Vph<I?KZJV%qA<~qFl3qfo~yop{gg=klo
zwuemtftgIw8(=$x9&dgbjJ{d9+E`}ltcNu^M3HP0lYR_YKxNUT@Kp=7aIO$MG7L&7
zM=xhSuKu(V$@<S%9{whgLHXbJA0>nrV-&bhR3IOB`0o&Z^C?vp)^KKT9?TUm)DPD!
zoL~Y(ygtOJUb6XtErF=MxKcni4v7!L5xPGpmbd9bZJd|P@8q)r@}xg4awto@(3WnS
zd3UI)2t;J6n`-x&SMWj;mH%&@t5%({MztPS*9ZST(1zf%($v3rePq<70D6gi#XsPb
z8aFd`T$R`jPPSk{?Yma@n9DM4wDueCDegAkFT7z?5|oV6XpwTp5Q6rGv91W}{?@Fg
z4Lo)MhFBaVUFT*u&3>|Mgc!6H*c(gi7uS)2f0dwrWPbd)XX?*Twzi{zl%{kwcx3Yy
zDvI9XrYedjpA-jO{m1{CN&)rY34Cdg-bq348JciyeSyYK{1q(E_=n&*8Outou?CD(
z|HjIvbl-j7OM>JIua>ktnqe1{`&N*m#~@RB&kIOxc)IF#Y_IYpZ4B@1<5Sm%C9mb7
zI0~wmQPcX?l==Lu!8)^(kxQ1L*fW?B$3WfwJK7~UCoNBn7oY*bKlg8wro!=fv`ZO+
zg9-v`TBtre?<huZvCtl~(y`P{0%H4b?4f-%P80w6-<{NNX<97mMR;FMCH<*agQ#fU
ztm&+tw_WqQ?S8VUr$I&U;ra!!v47p2ZpU$8q>xL4Zqqs|@{t2G%lLSz9yGGi+SEUN
zvSB^2*FiKiWiR)#@nkeq7I&`MWUe|gsMmc$<Bz4y?G-s!d;*k~4=BNxNU^YBCF4pM
za81891}wOP4bQf0d?447X|v>Gf0CTII+qbe+rGWUOqrcNX4>Q-zT0f7$pgO~_cw)v
z5){Hw;au-&2D8~d9bDWs2H}qhmjFK7HJ44*sKDU|$^P-OG%I1aRULPDDAosZdB0)K
zu@XDJXW>of#@)JzClNuT#CX!;%*z@Et{}7XC#V-DePn&|-cx^%5pn#vY|>0%@*{ku
z{qD4B{5bWc{Sb?zF%gkt&mB?(v)M9Mv`P9hUC1)h{-;OQ0Z%`he3V(@!AV|*nlrb2
zzE2LJ{o5S#y!`s%{o{#bQ>W~l7#H1z2gC(3mp9&%vKbj>irCcLxaUgV|KeD{4W6*4
z?h@Y*SwM#VT{)&Pa;aPjL_ZDkFpxrfg>F)UdWX3(iw|UP2aOH?jZ7r2)HW`y)9Vy*
z3234*_k_~+c~quqn%^;b^lA5cyd2-fQuOo4Xkod#@0i1P_po2CVSimneAvH@v5q=D
zI~Fzh4R^HpId2wiTZC7Ekr{28UDfx<?#K?C2mvXWkNOfJdh#5n4#TOv5cAKuXqhPS
zC`f21uE{50wprk;(L11iq?g;{m?DdZfNN>W<|80E`7oB-0M?tjju$8Co4GfTMPi<(
zvf-0yqPH=wU1Fw!X;CCCXN}PSCxDOTtS<r$Eq#NO=}Y+O!n<^JWP)*vBwLhu!(H{<
zZ5#Mrapw#aUU6r_kU{Bc&j@3~t*DR@=>^;{nFZI#E}WaVpq>vLDClsMK;xUZ%V%l*
z{syUtl@yNsRCdzkl<z5C-NW`tR+udV5j#8}J9q27aKAtSiGt6}5p>g8Tm(KIp3NK4
zXR!b!8=jl)SY@NiOSO_n4TsiNByprfFK}~$EX)e}yFDA{4}aQag(ZUew++o|_|cuo
zdkhPyS*e<qXeVs^!a3m`Qedm62!#4{9scO_9Uw*anj9OHZ9D5=u5k)Xq^!N$<K@7b
zaH47<t+XtSY?P)ztb!<9sy*X=Z-F%p@+RxVz#b3rCczu<*`TFRmy?Xi%AFEdA{15o
zrC3zr$=N`#;Df945Gy-PG9qIh%1dT=N_)+m!)B*v7@R^Jsr4t_<za-!Sn_~)i8Mt{
z+-#=x9f{q{gAs`xA6uMHuiS9rCP(|y1M}dIs{tK&#K4mHZdcs8yl4bdAveQ*WA2P0
zp^gab{}WXOs`{LS!wmw1z##BO1U3jxJ}0q_g2e7N8NV<JPMAJb2k=y7jw_>bw#H8h
zzsxVk13n@=ILY{kAHm-lX_Qn>XBIF;AhN+=Ft`f_8!%Xm!CGn#YgY`;>mZrXLDFr_
z(jFI&M$NMGnk7lb;Uit9v4K?9a@zZdGHRC5XM^gZgCuedBpwY99{@T?Kx5FjOB(BO
zX}oO*$+k4+b&z<5^oG6NiM4|I<!JVH>A|l{wZX3uSh5S4u(x4vgTY|%Hug3c40}5z
zvlqzh(`ge#1#>gRt42JPRTWHYOSB2bjS^Nw2aVbg*&r|o3<5V!U^Hs;J4ohsI!MeZ
zEL6y>St`bipY*-vD%0I2|BDVAZscHIx`QOP;D8geVT_{+aUSkrSeSgDNXkOV_)u~x
zoSdvuFk@>&nGFyF#JgcujY<5IK|yTB1u@UiHVnZHL;HxE#faD`SQy-yonjiXQ%IKc
zW_IUA{6Z46Q?%InJz5%>76wNf2nK?WJGvSO-VDKNPz3Wt_6(5?!h`U=ifqxwz!=UW
z;T(u;h-@Gj2!_Z8f+4cgB0E&rOT&{#+Amk;oo$y_uGGm}ZK`~S_+)i*Lb<Y_hoWSo
zH<5|1k%DDL@1SP|<{dFL_OfN;NaTOcC}9#Sv}Am{gGT^kz!)$tq_um7vD@&=;`T7+
zS=*K&ysKH;2ATJ#3t@WoRW#x_*<Ysh)^Qvsu{XhlvstZDMU54soYdTroX6|T`4!`J
zBB=lW!>*q028+RBuz0hhdx9)hL$H`9yC=wQpdP5-0`(Hvvj$~1)2NX|eQ@rp%5JM>
z#;>v-8IavzF<9IQixpV>RTiruSj>^#Hk|(V#ijpz8_;H|+w@2J@Jo`)ipfvu@8c#i
zYiikgrGh?hq%-t5)RTB4H&qG2i=JJZEJD*_7z=;H<2<wAuadd&XDgd>D?t{`dDCvL
zGSPQxMsx$kKyj}qRzNXOTm{7(&F!JNg>M#@oVl(UHwFj%;Cw@zPq)2N5v)rd-6`#y
zgm|Wj(LOt~o(}n(7prMT-VIHhI8%|88Bp8+F+jZ1<_3rX;wm6!=xvG&1SAc;T^aL~
z74L~HF>9}y3B6tQLQq-EM`pZw$_UB}V}5z={L;~!58qBiJW+T%+7h281UE<w64w{p
zATdZ>N^vhx+zpg613DT;zL>d<0ifS?+f`B-^o&xb*9`X0Sq+4%oE0Mm`WV&2HytiV
zf#e2?f#Th%c9j6dK(UPG*5O2MB4}<&ZzTeHpHa=!nJFF*&~IaNQ-5byXPAE4A0JYa
zJ-XUSL7wyOGI~C>=;?*l27-ZL+s`QSkrAv;9KjroZ7ei)X~63oz_Wt!C}6e&c-_d^
zrNV$W5`>Qk8paCUX9;g+sSzcS_h-yfB3qR{9tJua7zT!c;qEbPP9DR#JtPKNTe9Jb
z6^BoEAjArnNayrqrs)14&na9+8UZ5_o>`TxTv{t7w`0Zs@KC2uwHNp>HRLu(3=*#-
zF@eM&aSamZy4z6PqMYZ%;cZT_5}0op^Btyh7?=+a*vVnutMjakd=b#2Ya1vAiltGk
zfMTGy2#Wu!xzC<1)Bg8&@4qm4um71)^7N7J>CylHoL1eN$4j_8UBkWoG_d>gU%JP?
ze0neY`QeB8?CB=j|8f8B{^R3C+`oBob94Ci`ts`b@ap3An~S%H*Dr2wFJE39yrIL(
z>(}3ZcXf04=KA*4;ri|6#ntVL+so^#oBgMk`SZhXzy5T%`{n)p{oRj;$2;=y;qK?V
aA0B>sc<uWSAMeioI{O>729@G=`w{@8rYQda

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
new file mode 100644
index 0000000000..ffb5bc17c4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
@@ -0,0 +1 @@
+[{"entrance":true,"frame":2,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,11,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":0},{"entrance":true,"frame":3,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,19,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":1},{"entrance":true,"frame":4,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,35,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":2},{"entrance":true,"frame":5,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,67,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":3},{"entrance":true,"frame":6,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,64,131,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":4},{"entrance":true,"frame":7,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,64,128,259],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":5},{"entrance":true,"frame":8,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,13,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":6},{"entrance":true,"frame":9,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,21,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":7},{"entrance":true,"frame":10,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,37,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":8},{"entrance":true,"frame":11,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,69,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":9},{"entrance":true,"frame":12,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,64,133,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":10},{"entrance":true,"frame":13,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,64,128,261],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":11},{"entrance":true,"frame":14,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,41,64,128,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":12},{"entrance":true,"frame":15,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,73,128,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":13},{"entrance":true,"frame":16,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,64,137,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":14},{"entrance":true,"frame":17,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,64,128,265],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":15},{"entrance":true,"frame":18,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,49,64,128,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":16},{"entrance":true,"frame":19,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,81,128,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":17},{"entrance":true,"frame":20,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,64,145,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":18},{"entrance":true,"frame":21,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,64,128,273],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":19},{"entrance":true,"frame":22,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,1,0,0,0],"matrix_rows":[32,2,4,8,16,1,64,161,256],"offset":0,"phase":0,"quadratic_rows":[33,0,0,0,0,33,0,0,0]},"rank":0,"right":null},"role":20},{"entrance":true,"frame":23,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,1,0,0,0],"matrix_rows":[32,2,4,8,16,1,64,128,289],"offset":0,"phase":0,"quadratic_rows":[33,0,0,0,0,33,0,0,0]},"rank":0,"right":null},"role":21},{"entrance":true,"frame":24,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,1,0,0],"matrix_rows":[64,2,4,8,16,32,1,193,256],"offset":0,"phase":0,"quadratic_rows":[65,0,0,0,0,0,65,0,0]},"rank":0,"right":null},"role":22},{"entrance":true,"frame":25,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,1,0,0],"matrix_rows":[64,2,4,8,16,32,1,128,321],"offset":0,"phase":0,"quadratic_rows":[65,0,0,0,0,0,65,0,0]},"rank":0,"right":null},"role":23},{"entrance":true,"frame":26,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,0,1,0],"matrix_rows":[128,2,4,8,16,32,64,1,385],"offset":0,"phase":0,"quadratic_rows":[129,0,0,0,0,0,0,129,0]},"rank":0,"right":null},"role":24},{"entrance":true,"frame":27,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,14,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":25},{"entrance":true,"frame":28,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,22,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":26},{"entrance":true,"frame":29,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,38,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":27},{"entrance":true,"frame":30,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,70,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":28},{"entrance":true,"frame":31,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,64,134,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":29},{"entrance":true,"frame":32,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,64,128,262],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":30},{"entrance":true,"frame":33,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,26,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":31},{"entrance":true,"frame":34,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,74,128,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":32},{"entrance":true,"frame":35,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,64,138,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":33},{"entrance":true,"frame":36,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,64,128,266],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":34},{"entrance":true,"frame":37,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,50,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":35},{"entrance":true,"frame":38,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,32,64,146,256],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":36},{"entrance":true,"frame":39,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,32,64,128,274],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":37},{"entrance":true,"frame":40,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,98,128,256],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":38},{"entrance":true,"frame":41,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,64,162,256],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":39},{"entrance":true,"frame":42,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,64,128,290],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":40},{"entrance":true,"frame":43,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,1,0,0],"matrix_rows":[1,64,4,8,16,32,2,194,256],"offset":0,"phase":0,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"rank":0,"right":null},"role":41},{"entrance":true,"frame":44,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,1,0,0],"matrix_rows":[1,64,4,8,16,32,2,128,322],"offset":0,"phase":0,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"rank":0,"right":null},"role":42},{"entrance":true,"frame":45,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,0,1,0],"matrix_rows":[1,128,4,8,16,32,64,2,386],"offset":0,"phase":0,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"rank":0,"right":null},"role":43},{"entrance":true,"frame":46,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,28,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":44},{"entrance":true,"frame":47,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,44,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":45},{"entrance":true,"frame":48,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,32,64,140,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":46},{"entrance":true,"frame":49,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,32,64,128,268],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":47},{"entrance":true,"frame":50,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,84,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":48},{"entrance":true,"frame":51,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,64,148,256],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":49},{"entrance":true,"frame":52,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,64,128,276],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":50},{"entrance":true,"frame":53,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,100,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":51},{"entrance":true,"frame":54,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,64,164,256],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":52},{"entrance":true,"frame":55,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,64,128,292],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":53},{"entrance":true,"frame":56,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,1,0,0],"matrix_rows":[1,2,64,8,16,32,4,196,256],"offset":0,"phase":0,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"rank":0,"right":null},"role":54},{"entrance":true,"frame":57,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,1,0,0],"matrix_rows":[1,2,64,8,16,32,4,128,324],"offset":0,"phase":0,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"rank":0,"right":null},"role":55},{"entrance":true,"frame":58,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,0,1,0],"matrix_rows":[1,2,128,8,16,32,64,4,388],"offset":0,"phase":0,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"rank":0,"right":null},"role":56},{"entrance":true,"frame":59,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,56,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":57},{"entrance":true,"frame":60,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,88,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":58},{"entrance":true,"frame":61,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,64,152,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":59},{"entrance":true,"frame":62,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,64,128,280],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":60},{"entrance":true,"frame":63,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,104,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":61},{"entrance":true,"frame":64,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,64,168,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":62},{"entrance":true,"frame":65,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,64,128,296],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":63},{"entrance":true,"frame":66,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,1,0,0],"matrix_rows":[1,2,4,64,16,32,8,200,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"rank":0,"right":null},"role":64},{"entrance":true,"frame":67,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,1,0,0],"matrix_rows":[1,2,4,64,16,32,8,128,328],"offset":0,"phase":0,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"rank":0,"right":null},"role":65},{"entrance":true,"frame":68,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,0,1,0],"matrix_rows":[1,2,4,128,16,32,64,8,392],"offset":0,"phase":0,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"rank":0,"right":null},"role":66},{"entrance":true,"frame":69,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,112,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":67},{"entrance":true,"frame":70,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,64,176,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":68},{"entrance":true,"frame":71,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,64,128,304],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":69},{"entrance":true,"frame":72,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,1,0,0],"matrix_rows":[1,2,4,8,64,32,16,208,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"rank":0,"right":null},"role":70},{"entrance":true,"frame":73,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,1,0,0],"matrix_rows":[1,2,4,8,64,32,16,128,336],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"rank":0,"right":null},"role":71},{"entrance":true,"frame":74,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,0,1,0],"matrix_rows":[1,2,4,8,128,32,64,16,400],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"rank":0,"right":null},"role":72},{"entrance":true,"frame":75,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,1,0,0],"matrix_rows":[1,2,4,8,16,64,32,224,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"rank":0,"right":null},"role":73},{"entrance":true,"frame":76,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,1,0,0],"matrix_rows":[1,2,4,8,16,64,32,128,352],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"rank":0,"right":null},"role":74},{"entrance":true,"frame":77,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,0,1,0],"matrix_rows":[1,2,4,8,16,128,64,32,416],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"rank":0,"right":null},"role":75},{"entrance":true,"frame":78,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,1,1,0],"matrix_rows":[1,2,4,8,16,32,128,64,448],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"rank":0,"right":null},"role":76},{"entrance":true,"frame":79,"recipe":{"left":{"linear_Z4":[0,0,1,1,1,1,1,1,0],"matrix_rows":[1,2,248,244,236,220,188,124,508],"offset":0,"phase":0,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"rank":0,"right":null},"role":77},{"entrance":true,"frame":80,"recipe":{"left":{"linear_Z4":[0,1,0,1,1,1,1,1,0],"matrix_rows":[1,248,4,242,234,218,186,122,506],"offset":0,"phase":0,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"rank":0,"right":null},"role":78},{"entrance":true,"frame":81,"recipe":{"left":{"linear_Z4":[0,1,1,0,1,1,1,1,0],"matrix_rows":[1,244,242,8,230,214,182,118,502],"offset":0,"phase":0,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"rank":0,"right":null},"role":79},{"entrance":true,"frame":82,"recipe":{"left":{"linear_Z4":[0,1,1,1,0,1,1,1,0],"matrix_rows":[1,236,234,230,16,206,174,110,494],"offset":0,"phase":0,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"rank":0,"right":null},"role":80},{"entrance":true,"frame":83,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,0,1,1,0],"matrix_rows":[1,220,218,214,206,32,158,94,478],"offset":0,"phase":0,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"rank":0,"right":null},"role":81},{"entrance":true,"frame":84,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,0,1,0],"matrix_rows":[1,188,186,182,174,158,64,62,446],"offset":0,"phase":0,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"rank":0,"right":null},"role":82},{"entrance":true,"frame":85,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,1,0,0],"matrix_rows":[1,124,122,118,110,94,62,128,382],"offset":0,"phase":0,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"rank":0,"right":null},"role":83},{"entrance":true,"frame":86,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,1,0,0],"matrix_rows":[1,124,122,118,110,94,62,254,256],"offset":0,"phase":0,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"rank":0,"right":null},"role":84},{"entrance":true,"frame":87,"recipe":{"left":{"linear_Z4":[1,0,0,1,1,1,1,1,0],"matrix_rows":[248,2,4,241,233,217,185,121,505],"offset":0,"phase":0,"quadratic_rows":[249,0,0,249,249,249,249,249,0]},"rank":0,"right":null},"role":85},{"entrance":true,"frame":88,"recipe":{"left":{"linear_Z4":[1,0,1,0,1,1,1,1,0],"matrix_rows":[244,2,241,8,229,213,181,117,501],"offset":0,"phase":0,"quadratic_rows":[245,0,245,0,245,245,245,245,0]},"rank":0,"right":null},"role":86},{"entrance":true,"frame":89,"recipe":{"left":{"linear_Z4":[1,0,1,1,0,1,1,1,0],"matrix_rows":[236,2,233,229,16,205,173,109,493],"offset":0,"phase":0,"quadratic_rows":[237,0,237,237,0,237,237,237,0]},"rank":0,"right":null},"role":87},{"entrance":true,"frame":90,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,0,1,1,0],"matrix_rows":[220,2,217,213,205,32,157,93,477],"offset":0,"phase":0,"quadratic_rows":[221,0,221,221,221,0,221,221,0]},"rank":0,"right":null},"role":88},{"entrance":true,"frame":91,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,0,1,0],"matrix_rows":[188,2,185,181,173,157,64,61,445],"offset":0,"phase":0,"quadratic_rows":[189,0,189,189,189,189,0,189,0]},"rank":0,"right":null},"role":89},{"entrance":true,"frame":92,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,1,0,0],"matrix_rows":[124,2,121,117,109,93,61,128,381],"offset":0,"phase":0,"quadratic_rows":[125,0,125,125,125,125,125,0,0]},"rank":0,"right":null},"role":90},{"entrance":true,"frame":93,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,1,0,0],"matrix_rows":[124,2,121,117,109,93,61,253,256],"offset":0,"phase":0,"quadratic_rows":[125,0,125,125,125,125,125,0,0]},"rank":0,"right":null},"role":91},{"entrance":true,"frame":94,"recipe":{"left":{"linear_Z4":[1,1,0,0,1,1,1,1,0],"matrix_rows":[242,241,4,8,227,211,179,115,499],"offset":0,"phase":0,"quadratic_rows":[243,243,0,0,243,243,243,243,0]},"rank":0,"right":null},"role":92},{"entrance":true,"frame":95,"recipe":{"left":{"linear_Z4":[1,1,0,1,0,1,1,1,0],"matrix_rows":[234,233,4,227,16,203,171,107,491],"offset":0,"phase":0,"quadratic_rows":[235,235,0,235,0,235,235,235,0]},"rank":0,"right":null},"role":93},{"entrance":true,"frame":96,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,0,1,1,0],"matrix_rows":[218,217,4,211,203,32,155,91,475],"offset":0,"phase":0,"quadratic_rows":[219,219,0,219,219,0,219,219,0]},"rank":0,"right":null},"role":94},{"entrance":true,"frame":97,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,0,1,0],"matrix_rows":[186,185,4,179,171,155,64,59,443],"offset":0,"phase":0,"quadratic_rows":[187,187,0,187,187,187,0,187,0]},"rank":0,"right":null},"role":95},{"entrance":true,"frame":98,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,1,0,0],"matrix_rows":[122,121,4,115,107,91,59,128,379],"offset":0,"phase":0,"quadratic_rows":[123,123,0,123,123,123,123,0,0]},"rank":0,"right":null},"role":96},{"entrance":true,"frame":99,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,1,0,0],"matrix_rows":[122,121,4,115,107,91,59,251,256],"offset":0,"phase":0,"quadratic_rows":[123,123,0,123,123,123,123,0,0]},"rank":0,"right":null},"role":97},{"entrance":true,"frame":100,"recipe":{"left":{"linear_Z4":[1,1,1,0,0,1,1,1,0],"matrix_rows":[230,229,227,8,16,199,167,103,487],"offset":0,"phase":0,"quadratic_rows":[231,231,231,0,0,231,231,231,0]},"rank":0,"right":null},"role":98},{"entrance":true,"frame":101,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,0,1,1,0],"matrix_rows":[214,213,211,8,199,32,151,87,471],"offset":0,"phase":0,"quadratic_rows":[215,215,215,0,215,0,215,215,0]},"rank":0,"right":null},"role":99},{"entrance":true,"frame":102,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,0,1,0],"matrix_rows":[182,181,179,8,167,151,64,55,439],"offset":0,"phase":0,"quadratic_rows":[183,183,183,0,183,183,0,183,0]},"rank":0,"right":null},"role":100},{"entrance":true,"frame":103,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,1,0,0],"matrix_rows":[118,117,115,8,103,87,55,128,375],"offset":0,"phase":0,"quadratic_rows":[119,119,119,0,119,119,119,0,0]},"rank":0,"right":null},"role":101},{"entrance":true,"frame":104,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,1,0,0],"matrix_rows":[118,117,115,8,103,87,55,247,256],"offset":0,"phase":0,"quadratic_rows":[119,119,119,0,119,119,119,0,0]},"rank":0,"right":null},"role":102},{"entrance":true,"frame":105,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,0,1,1,0],"matrix_rows":[206,205,203,199,16,32,143,79,463],"offset":0,"phase":0,"quadratic_rows":[207,207,207,207,0,0,207,207,0]},"rank":0,"right":null},"role":103},{"entrance":true,"frame":106,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,0,1,0],"matrix_rows":[174,173,171,167,16,143,64,47,431],"offset":0,"phase":0,"quadratic_rows":[175,175,175,175,0,175,0,175,0]},"rank":0,"right":null},"role":104},{"entrance":true,"frame":107,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,1,0,0],"matrix_rows":[110,109,107,103,16,79,47,128,367],"offset":0,"phase":0,"quadratic_rows":[111,111,111,111,0,111,111,0,0]},"rank":0,"right":null},"role":105},{"entrance":true,"frame":108,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,1,0,0],"matrix_rows":[110,109,107,103,16,79,47,239,256],"offset":0,"phase":0,"quadratic_rows":[111,111,111,111,0,111,111,0,0]},"rank":0,"right":null},"role":106},{"entrance":true,"frame":109,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,0,1,0],"matrix_rows":[158,157,155,151,143,32,64,31,415],"offset":0,"phase":0,"quadratic_rows":[159,159,159,159,159,0,0,159,0]},"rank":0,"right":null},"role":107},{"entrance":true,"frame":110,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,1,0,0],"matrix_rows":[94,93,91,87,79,32,31,128,351],"offset":0,"phase":0,"quadratic_rows":[95,95,95,95,95,0,95,0,0]},"rank":0,"right":null},"role":108},{"entrance":true,"frame":111,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,1,0,0],"matrix_rows":[94,93,91,87,79,32,31,223,256],"offset":0,"phase":0,"quadratic_rows":[95,95,95,95,95,0,95,0,0]},"rank":0,"right":null},"role":109},{"entrance":true,"frame":112,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,1,0,0,0],"matrix_rows":[62,61,59,55,47,31,64,128,319],"offset":0,"phase":0,"quadratic_rows":[63,63,63,63,63,63,0,0,0]},"rank":0,"right":null},"role":110},{"entrance":true,"frame":113,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,1,0,0,0],"matrix_rows":[62,61,59,55,47,31,64,191,256],"offset":0,"phase":0,"quadratic_rows":[63,63,63,63,63,63,0,0,0]},"rank":0,"right":null},"role":111},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":112},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":113},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":114},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":115},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":116},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":117},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":118},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":119},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":120},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":121},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":122},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":123},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":124},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":125},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":126},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":127},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":128},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":129},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":130},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":131},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":132},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":133},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":134},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":135},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":136},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":137},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":138},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":139},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":140},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":141},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":142},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":143},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":144},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":145},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":146},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":147},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":148},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":149},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":150},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":151},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":152},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":153},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":154},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":155},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":156},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":157},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":158},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":159},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":160},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":161},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":162},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":163},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":164},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":165},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":166},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":167},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":168},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":169},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":170},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":171},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":172},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":173},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":174},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":175},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":176},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":177},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":178},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":179},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":180},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":181},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":182},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":183},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":184},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":185},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":186},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":187},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":188},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":189},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":190},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":191},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":192},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":193},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":194},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":195},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":196},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":197},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":198},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":199},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":200},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":201},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":202},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":203},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":204},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":205},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":206},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":207},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":208},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":209},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":210},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":211},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":212},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":213},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":214},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":215},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":216},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":217},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":218},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":219},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":220},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":221},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":222},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":223},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":0},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":1},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":2},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":3},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":4},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":5},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":6},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":7},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":8},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":9},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":10},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":11},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":12},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":13},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":14},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":15},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":16},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":17},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":18},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":19},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":20},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":21},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":22},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":23},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":24},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":25},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":26},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":27},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":28},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":29},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":30},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":31},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":32},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":33},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":34},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":35},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":36},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":37},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":38},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":39},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":40},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":41},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":42},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":43},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":44},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":45},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":46},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":47},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":48},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":49},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":50},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":51},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":52},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":53},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":54},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":55},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":56},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":57},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":58},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":59},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":60},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":61},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":62},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":63},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":64},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":65},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":66},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":67},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":68},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":69},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":70},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":71},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":72},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":73},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":74},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":75},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":76},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":77},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":78},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":79},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":80},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":81},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":82},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":83},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":84},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":85},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":86},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":87},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":88},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":89},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":90},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":91},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":92},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":93},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":94},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":95},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":96},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":97},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":98},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":99},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":100},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":101},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":102},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":103},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":104},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":105},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":106},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":107},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":108},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":109},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":110},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":111},{"entrance":false,"frame":142,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":112},{"entrance":false,"frame":143,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,17,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":113},{"entrance":false,"frame":144,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,33,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":114},{"entrance":false,"frame":145,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,65,128,256],"offset":67,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":115},{"entrance":false,"frame":146,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,64,129,256],"offset":131,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":116},{"entrance":false,"frame":147,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,64,128,257],"offset":259,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":117},{"entrance":false,"frame":148,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":118},{"entrance":false,"frame":149,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,17,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":119},{"entrance":false,"frame":150,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,33,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":120},{"entrance":false,"frame":151,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,65,128,256],"offset":69,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":121},{"entrance":false,"frame":152,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,64,129,256],"offset":133,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":122},{"entrance":false,"frame":153,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,64,128,257],"offset":261,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":123},{"entrance":false,"frame":154,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,33,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":124},{"entrance":false,"frame":155,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,65,128,256],"offset":73,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":125},{"entrance":false,"frame":156,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,64,129,256],"offset":137,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":126},{"entrance":false,"frame":157,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,64,128,257],"offset":265,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":127},{"entrance":false,"frame":158,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,33,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":128},{"entrance":false,"frame":159,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,65,128,256],"offset":81,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":129},{"entrance":false,"frame":160,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,64,129,256],"offset":145,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":130},{"entrance":false,"frame":161,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,64,128,257],"offset":273,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":131},{"entrance":false,"frame":162,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,33,64,129,256],"offset":161,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":132},{"entrance":false,"frame":163,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,33,64,128,257],"offset":289,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":133},{"entrance":false,"frame":164,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,65,129,256],"offset":193,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":134},{"entrance":false,"frame":165,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,65,128,257],"offset":321,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":135},{"entrance":false,"frame":166,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,129,257],"offset":385,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":136},{"entrance":false,"frame":167,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":137},{"entrance":false,"frame":168,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,18,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":138},{"entrance":false,"frame":169,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,34,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":139},{"entrance":false,"frame":170,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,66,128,256],"offset":70,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":140},{"entrance":false,"frame":171,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,64,130,256],"offset":134,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":141},{"entrance":false,"frame":172,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,64,128,258],"offset":262,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":142},{"entrance":false,"frame":173,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,18,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":143},{"entrance":false,"frame":174,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,66,128,256],"offset":74,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":144},{"entrance":false,"frame":175,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,64,130,256],"offset":138,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":145},{"entrance":false,"frame":176,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,64,128,258],"offset":266,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":146},{"entrance":false,"frame":177,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,34,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":147},{"entrance":false,"frame":178,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,32,64,130,256],"offset":146,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":148},{"entrance":false,"frame":179,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,32,64,128,258],"offset":274,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":149},{"entrance":false,"frame":180,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,66,128,256],"offset":98,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":150},{"entrance":false,"frame":181,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,64,130,256],"offset":162,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":151},{"entrance":false,"frame":182,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,64,128,258],"offset":290,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":152},{"entrance":false,"frame":183,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,66,130,256],"offset":194,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":153},{"entrance":false,"frame":184,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,66,128,258],"offset":322,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":154},{"entrance":false,"frame":185,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,130,258],"offset":386,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":155},{"entrance":false,"frame":186,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,20,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":156},{"entrance":false,"frame":187,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,36,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":157},{"entrance":false,"frame":188,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,32,64,132,256],"offset":140,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":158},{"entrance":false,"frame":189,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,32,64,128,260],"offset":268,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":159},{"entrance":false,"frame":190,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,68,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":160},{"entrance":false,"frame":191,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,64,132,256],"offset":148,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":161},{"entrance":false,"frame":192,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,64,128,260],"offset":276,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":162},{"entrance":false,"frame":193,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,68,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":163},{"entrance":false,"frame":194,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,64,132,256],"offset":164,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":164},{"entrance":false,"frame":195,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,64,128,260],"offset":292,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":165},{"entrance":false,"frame":196,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,68,132,256],"offset":196,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":166},{"entrance":false,"frame":197,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,68,128,260],"offset":324,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":167},{"entrance":false,"frame":198,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,132,260],"offset":388,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":168},{"entrance":false,"frame":199,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,40,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":169},{"entrance":false,"frame":200,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,72,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":170},{"entrance":false,"frame":201,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,64,136,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":171},{"entrance":false,"frame":202,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,64,128,264],"offset":280,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":172},{"entrance":false,"frame":203,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,72,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":173},{"entrance":false,"frame":204,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,64,136,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":174},{"entrance":false,"frame":205,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,64,128,264],"offset":296,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":175},{"entrance":false,"frame":206,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,72,136,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":176},{"entrance":false,"frame":207,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,72,128,264],"offset":328,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":177},{"entrance":false,"frame":208,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,136,264],"offset":392,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":178},{"entrance":false,"frame":209,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,80,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":179},{"entrance":false,"frame":210,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,64,144,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":180},{"entrance":false,"frame":211,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,64,128,272],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":181},{"entrance":false,"frame":212,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,80,144,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":182},{"entrance":false,"frame":213,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,80,128,272],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":183},{"entrance":false,"frame":214,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,144,272],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":184},{"entrance":false,"frame":215,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,96,160,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":185},{"entrance":false,"frame":216,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,96,128,288],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":186},{"entrance":false,"frame":217,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,160,288],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":187},{"entrance":false,"frame":218,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,2,0,0],"matrix_rows":[1,2,4,8,16,32,64,192,320],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":188},{"entrance":false,"frame":219,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,20,36,68,132,260],"offset":508,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":189},{"entrance":false,"frame":220,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,18,34,66,130,258],"offset":506,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":190},{"entrance":false,"frame":221,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,18,34,66,130,258],"offset":502,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":191},{"entrance":false,"frame":222,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,16,34,66,130,258],"offset":494,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":192},{"entrance":false,"frame":223,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,32,66,130,258],"offset":478,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":193},{"entrance":false,"frame":224,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,64,130,258],"offset":446,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":194},{"entrance":false,"frame":225,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,66,128,258],"offset":382,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":195},{"entrance":false,"frame":226,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,66,130,256],"offset":254,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":196},{"entrance":false,"frame":227,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,17,33,65,129,257],"offset":505,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":197},{"entrance":false,"frame":228,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,17,33,65,129,257],"offset":501,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":198},{"entrance":false,"frame":229,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,16,33,65,129,257],"offset":493,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":199},{"entrance":false,"frame":230,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,32,65,129,257],"offset":477,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":200},{"entrance":false,"frame":231,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,64,129,257],"offset":445,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":201},{"entrance":false,"frame":232,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,65,128,257],"offset":381,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":202},{"entrance":false,"frame":233,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,65,129,256],"offset":253,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":203},{"entrance":false,"frame":234,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,17,33,65,129,257],"offset":499,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":204},{"entrance":false,"frame":235,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,16,33,65,129,257],"offset":491,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":205},{"entrance":false,"frame":236,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,32,65,129,257],"offset":475,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":206},{"entrance":false,"frame":237,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,64,129,257],"offset":443,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":207},{"entrance":false,"frame":238,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,65,128,257],"offset":379,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":208},{"entrance":false,"frame":239,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,65,129,256],"offset":251,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":209},{"entrance":false,"frame":240,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,16,33,65,129,257],"offset":487,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":210},{"entrance":false,"frame":241,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,32,65,129,257],"offset":471,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":211},{"entrance":false,"frame":242,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,64,129,257],"offset":439,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":212},{"entrance":false,"frame":243,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,65,128,257],"offset":375,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":213},{"entrance":false,"frame":244,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,65,129,256],"offset":247,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":214},{"entrance":false,"frame":245,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,32,65,129,257],"offset":463,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":215},{"entrance":false,"frame":246,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,64,129,257],"offset":431,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":216},{"entrance":false,"frame":247,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,65,128,257],"offset":367,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":217},{"entrance":false,"frame":248,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,65,129,256],"offset":239,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":218},{"entrance":false,"frame":249,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,64,129,257],"offset":415,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":219},{"entrance":false,"frame":250,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,65,128,257],"offset":351,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":220},{"entrance":false,"frame":251,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,65,129,256],"offset":223,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":221},{"entrance":false,"frame":252,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,33,64,128,257],"offset":319,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":222},{"entrance":false,"frame":253,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,33,64,129,256],"offset":191,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":223}]
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md
new file mode 100644
index 0000000000..50ee0013c3
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/NOTICE.md
@@ -0,0 +1,55 @@
+# Provider sources and attribution
+
+New material: Ali Romman, with substantial OpenAI Codex assistance in the
+proof, implementation, checks and publication. Apache-2.0. The checks do not
+constitute independent human review or a proof-kernel verification.
+
+The source checkpoint is canonical main
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. `SOURCES.json` records exact
+source paths, Git objects and SHA-256 values for the copied data.
+
+- **Cao Yifan / intqwq** supplies the final
+  [PR #4610](https://github.com/CrocSwap/integer-mult-bounds/pull/4610)
+  native word and phase data. His
+  [construction proof](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md)
+  records the changed construction and its OpenAI assistance. `WORD.json.gz`
+  and `PHASES.json.gz` are byte-exact copies of that selected source.
+- **Chris R / Clear1nsight** supplies the
+  [PR #5241](https://github.com/CrocSwap/integer-mult-bounds/pull/5241)
+  independent admission and paid catalogue. `PAID.jsonl.gz` is a byte-exact
+  copy. The [admission proof](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md)
+  already contains a quantified free-group lift. The new work does not claim
+  priority for that argument. The prior source uses substantial OpenAI
+  Codex assistance and retains Apache-2.0.
+- **Cinna Davis / 1337isnot1337** supplies the joint-helper, native warp,
+  query-thinned controller and preceding construction chain. `HELPERS.json.gz`
+  retains the recipes from the
+  [joint-helper source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md).
+  **zxv**, **Jacob Alan Sussman** and **Dugongue** retain credit for productive
+  helpers, mixed-target recursion and frame/physical interfaces. See the
+  [selected contributor map](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md).
+- **Rohan Arun**, **Jeremy Kothe** and the full native lineage supply the
+  retained exact Clifford kernel. **Tekalign / tekuuu** retains it in the
+  source package. The byte-exact kernel, scalar layer and full lineage
+  notice remain in `../vendor/`. The scalar layer is from **zxv**.
+- **icekylinx** supplies the earlier phase-lowering source, with Codex
+  assistance. **DreamingOfClouds** supplies the wrapper source, with Claude
+  Opus 5.5 assistance; that source credits **chafreaky** for the residual
+  wrapper construction. Cinna Davis adds native warp support. The
+  [phase source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py)
+  gives the exact main-adapter formula used here. The
+  [wrapper source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py)
+  retains the source notice and predecessor credit.
+
+The [PR #5243 handoff](https://github.com/CrocSwap/integer-mult-bounds/discussions/1166#discussioncomment-19147021)
+motivates the initial paid-pair test. The separate
+[PR #5393](https://github.com/CrocSwap/integer-mult-bounds/pull/5393) concerns
+zero-row deletion and single-field reachability on a frozen eight-relation
+provider. It is related work, not an input to this proof or an additional gain.
+
+The source construction, proposed recipe compiler, new quadratic-sum checker,
+complete word interpreters and literal witness checker have different roles.
+The Gaussian scalar layer is shared. The proof and implementation are not
+independent of all earlier source definitions. No general stabilizer-method
+priority is claimed; the classical code and quadratic-form work is credited
+in `../ADVANCES.md`.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PAID.jsonl.gz b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PAID.jsonl.gz
new file mode 100644
index 0000000000000000000000000000000000000000..73fa3ced93981949ad8f2432af840b787d9182c0
GIT binary patch
literal 125818
zcmY(qby(ET7cfeLq*6;G9m3Mm-O?Z>-QC?KAkv7GlnN|J_rlWM-LN!EclX`z@80`9
z&%1x_oH;Rbdd`PB76StT{zH0ImsFHtmzMl2sjMaswD)jvc0@R8JxtmDm~wg_L@k}S
zwa|t5mi|%WX5ov0qV`g9POeU6b3d#seiXt1?ZhIXccVi<P3F|Lv@H5ZODg^{z2SPd
z(;ob=a~ty7?-KHO-f!}H@3Q6#3Vs+?3#7P9bXn71^SI-}n8aBN(Rk)K&=q{?3Q21Z
zedvpPC<=Z#zq~bRzkQl_UZ)6tL2UP4TP(g)tIP|2It_Wc+c6PudnGb?b`gKM-l}YW
zJzq|2pZ0mVInH~1Iv>w_nY!*6dx3>KJvXkszRZUNJ{~9TbDT@Y%&WcL-SoEyKi)Lv
zy<8kNwm)C?UtLqTzi!=zsJ`wUXwSD-1!RW2T)+`OFJIw;PJ>^mU+)@S;Aq8z?{98T
z+k;+jDyd(Yl;@xG+F!$7VXu$Nr)zC462bS^>8Dc9Y?<o^0k7rc`HzTeAtxvpEQNdh
zdA*h5w>b})w`;;<>*=bJ^TQ?!6VDe|k1x-l*B9}ZL(pmaGgs^6ez^+A-634Q-A3^?
zHSx1XIA3r9r%j5KUY^BYWb-cO)!?!`zCP@8a0Xp$rLVo5Z-LsM;Qv0JAGYt^!#BXi
zGkN8>pEh}63aNe$dA&UZg}^x$4}M$=dEUBx&0f8JC9FK*YgtD<V7OBn1e|T~wSx9J
zUS19>U!Q)5aEIlOzpTO0JSV!mJ{+g-pe}64KQ;RKwLgo$dV^Wd@uy9;(@K$i<16=p
zipyS|{zk6uMi0?P6^HF>G_Oy`>95-CJNux*{1&71Zv~D&Y83GFRZbyQsW>C@0|c8d
zsNFJtceMpio<m=T8d-LK){G$f`F~K?8~Om-()QxudS+Kl0>wV^{09-6>Y_RJVFyTH
z8Ti4fP{cya@aKWazW|nc2|3i%w2NsL7tJ<V!OB!^xd95J=5S5Mk^Vxpb!hIKcqjJQ
z^feLD<+R{0^R`~W%IwFM3{c}mxVw9<1a-xCpDj<)=PQz%4A9{Rrd^Q7>hL|<Zi_or
zig_A1hn-^3lmPLN%0L+qIcywA|M!<M7(xdFY00s42Mu|%JgPS+`YGczxza}*ce~5S
zB7*y29AkgzNE-|Pk5t@I{nJ`NvLVw)@XGl={}s#2boI&Kam!zVMPRZc{9HD~JeGe9
zff=1Q$xT}y1A3fpJY}UlIk(y}@)G<AF4;#idq;RQfdpfwj|(d?ADC=^iFW2xeBjP@
zGZ|AucN)4U-Wv%g_7enP*j5F7J=vRJnIJy~=(2sxcQct#LvICK;Y?(rvJ-evxeBW<
z_^ckI;OR0*3VU5J=og%dOerPuZ$EjCd>L{D)EbS5Wt5wraBBefg-;v8qe~AWy$`la
zcaz&LgSf;gFBxG589cH2Rt1JbKC4csYKG0h-up#LSvM;ha0o$h$~u-^gM1#W=JDaC
zZ>KHGxVd0Y=+Tsl?a#Q&oKvia{rubTHbkM?{OGG}A|VZ{Ae$|Pv%Q)4SS|jR?YCP(
zYD1Iame2Ht<7&Gt%%sk44Y7-fwc2AAj3ZX9HWoa-;D3n3jn2L}Y<+&JH2>Yzc3`xJ
zv!F-XI}gFv#RXg{sL*1$Gt^U3Qw}`-2Ibjzswn?7X$)vLfYqFY?&OG>m;kN2G^T*;
zhZjM8z{ojLQ)*1D>7F9{M=3CU2@k`N?_c(3j|G-+QHzc{p!`^4J|BbQzNKDGE4n;N
zf@PPIX%A$VSnZMlo?IVVo2lfNx#FUZGb$4Bq+Q26kQBvpu8gP73u=|Vz>wIz;-v&X
zh{_AAvU2yXdaoB*ZA<EW$z-a2h&6=+*7?D3_!X8Jj^&qF_kkRH;X3}_q6xaaW-h`g
z558;zpFl})s;3N;YC@0#ZPf|n)^76@M&Y2Af4_x8b1PJ_r$T%N`k{%xD<k-xJ!c->
zKYWutUZC>-)9_tr$Ba0{tG6^veIOz0!}sMH16kc4gBdT7X))M+cBi)2PVXYnj(SW-
z5O1FgP>wO>-k^hGrbCA9b5L<odVinMsqMQHAy}KyPmzjc%?C7Z_>5v^sx%-Rse9Y|
z6gaZZ+H%pEtveEK^~dl)&zs=VN{4P0qws{#7)tDcn$fA@yAuiDO+&YX-x;hmqAM8h
z+07&hWo~Ka*xijlv)T9wfNLzwPtXRB_82uNcY0vo8_x%`@&xPQKEG4ncLx=&A+qLU
zsRahUbl^iqk1qXFbw(wczx?46VSk0ggT?k5qqyDjjofb#orvm2I-9CqkC@w1mZ~8d
zfj^}t#?f&qE<R9CETTfKwhf1(y@^b5Y8`z3B7BG}$V(*4X3#S(u8sY&!(h~t=uKo+
zve*jI`1(_7W?UX;jGK*PW>FRjVlt|euzh#sMWfU28Oq!CHuiV4LVmQZtau)e0A_Wd
zfbh;y=OXJa4FRksA-dIFw!GBLapx1Jq<9{$zz5wx1)KD%41gz1W4Cb=?R-6FgF6G9
zwi;RX&kte+9!g(o*z&zD{1ibJUc$J#e7M6Ovn!lFzf<k6OB)lHkyBOo6WeWkIAtCK
z3O>3v43To11NS`_Fss2$gmOgYg>SDe6(efj4o7=>D_*wb#|l!WNtGp&Dw!G5=wK?s
zSpZ{Jx4>Db8$fMV_e&yehOqXe1T4SP_}1&nXXL>0IrV?MMCyqZ<n*so6_lr>`AGum
zrsgB{0$qe@F{?Ed9_|Y|^}p>%!<7$`osaby{Ww4-4`5z`yw@ScCRfy7jEm2e6)a}&
zN^I_z?=2_XqHZ9Yb0ZKd<PI47>-V8oh@}Da)4c}3kDull^sb$Yy8&&&R88*!@i?Up
z&$cxGks>=bO}mB2f^r#CGoP@O^^ZXw=&dJCe&_1b3c9DaBwnUKy6~ufshObQ=+rOL
z5t;VnDo>LszI?QRt`zEnqd!!aDZnZ_zfvo~!9SVl(!D42Y*2s~PH|^))pn#%W3g~r
zuID6il~P&vl)Y}{x6jCcdHeK}^#>Yf%OITW&Q<&Qh+2a&XSfwe%Z=<%;01I|RaHct
zzfrnHHA1#?rDwbU&vE4b?-FyX3g+rL#mx5G3LM_!Bz$F{o?2vJuL%WaDqN;91=Uf;
zIl=G055L=~<(#l$k4z$h&ted(&S1iMLPv5qE?cRYvLThh4j7fpqI662ANqp-q5seD
z&7Gs!tzyVy%^ZiOf)wW^$S7Ep#Qt+3J4i-s$uM@U2l`~WV<-8~L-^gZo?}8Jf9U^z
z1l~$ZDsb;1_Mi875VBG{`48&<LgGL0rdfe%)WCjUk!sWxfik<M;FqbBAFqhiH2fsx
zhf>h(6QzmqW^^<_ViQwDcYka*JAroldX;7K(qzq41_0Gnx@+9;I2*H_q>f%2RN2sQ
zZ;ysS{c7b5rCjS{&9nrNes^5cF25>{%TN>kn5i(|)q1wkSkgO>lKiQPh$}b9)OjY4
z)r3qQ*(#AIWkIL6{hlmbsr-y5WE(y}C|Z8Z7=4WBd&<1i>V~9LMDQ-C;<Wxxb&;Bn
z%;qX|_Xo|=R&=`Ww4|fjHlAqYCcQ$@4oiNc+fqwHBn(j5dE9~f-tbN69$ax^d@ZGW
zLJASrGZX)rh7Vk+J%k-WQA2vzTWUC`pPF%}Ohx&wXmX6ESOI(CHu@0H!YysChDOR{
zP!zWA^f8OxlvfhkaLI3KJ8DIUf&l|`7u9IulSv*KF5G<l?0t3rTZfa!g9i*M_i&(R
zYW?tuKsePsqGwMD4c)XwAaU8gkb1=N%mjLUVga<c{Lh$cRw2PutaDGiNB33(D)H23
zUP8*V{8~;ynTM%**QmqLXmlI6FapclE46VM!^d54KsuOlc?Q=NHRTDoaMxa<+Y8+N
zpHWB~k43f!Z*8A}@hieKjevxdM_{JCFB08WRoz(d^-II-*prTU>9ik|cU3$TlfQAJ
z4)>mD3@7SC(Ugk2k?ZpEkMqm_mn_sxq$lJ4_Ku<xns8HtuSXq9MC0upg{KJ$0+s{G
z&-X0QOZnvNb(o{01xYe<t_Afb>yx5}IivCH#3lcCG**bBd6q<mSn~q?=l||tE2HwY
z)vD;n(Ej2I2vJzn2T(V9U0%U|^mO3Ki2>HULcbgP5qOZ4|3kHEKc(b6GFe47?*H8M
z?zW*Tiy?nhf8pC1;avq#MDlE=INFD1swvkUPv4{)qPm<q?I~&C#BgvS$=>3zz&?s_
zM*i;cr|g1j?(d1Nit{pLV+_ZVOS)6uQ#y*fc3CV9vsE0^d7k%)c_T7V{!v4uLar_t
zrFhU+tQNEr(<h&3i2Pv{!pX-bJhox=!<2<y)iaxgTj}zxoiX9~mphEK0Mr#TraR#k
zBX_(l=br%w`aysFP;?Ydiq^-gIOseYZoVeFr+=qfwmI|(-+2i<sUmoyJW*{zcWWHV
z0rjt*Hr&W=x4n7kaiAy+gDSWsPC!WJ`j>S({X@ij7g%11eL?FH9R{czHLd{EMn!X`
zdxDeavp%SR92TL-E~Nh^$F)<OTI7g61gk~sOme+EJiQ6*vm-a1nIayGRZMWAQ7uc7
zn0RkdwVsDZ<(<-wx++)!#AwkzGg3W??2FAx5kG9`<p4+L;UemS5=nZ+^F)q#LlRrG
zE+n_hQ*`}00i^g&GPYwC{|w{+m0Kk+&+RjUm(-LHv3nzh3&#8K6g9tarV($>$Q!lI
z-fXkM1YpD(wvxNxn2K3nH=W^`+Ab~!3|r~Jy>VDH6{3A2ZGKePZSfzdVn+2EmXiD8
zyQ`hQ_ZaDq(@ov6g54=?|KC|YW>5u8?q&FL+30DKEVz7SXxd|8oNK?yoBZ!|gna*7
zm?CeHJ_}oS3a8d5KH2$W@oT2CJLQ@DcA$!Ww~qgp7%=g;)U;Ea>WT6Cu&RLHH+mhp
z(*PB(2@Lq2kU2J@tyd$wLG>=}D<Y-hldag5PZ#Q|=UEZI2T|G;nhPM1*|&7vPxS;f
z+~Scf>vEmM&=n6y3F*{!+ug@krpJ~_EjUl!BfUlXA`E_30KZNfyo6SUgdDW~uX7#8
zRhC}{#dDqv4i;1{P#HLWgrD9}5`Mosf9%*^d{H!s8e4`CfHIAZ#&Eb`<MXGeSTFl4
z8})d~s~acZr@zAWqg5%f)iv9iIzyxz7wyKtEo<-t5h104c*Ppl+~ag-w*z%%3+gHn
z=nb+9QOi(Qt0f#ZO9Ttx>9S(6#mm`B-SIp%Xww-UB6P<t<v|HLM>~BR_#Q6Oqv1+y
zuiee>!CKcafek7mQ0D6JgjQ&N$Z<O+;Ay(^m&RSGKs>*%ZZ;z}TvMb~Ph>ZFA1AgI
z>+-4Ls?u-gO2BCQNbjAPp>jAqc#0))lH%j^rF+1DK^%r^@?N!8iCrL`IJAwhGcLx=
z%`FSAEkgH=S)gCr!-`ZSO3J~3r*@hhm0Z$%Ov8s0m3`JZ!{m(~InKvV`Nd)PUd7va
zYE;ILrlaf^73B^jevoY%th<^3T^>V^hRAUKv&n#YJC2Xy8RyAjSm{sGgD%ET*Ra`N
zEe@Ata;reUT&%!OXenuxAR<Q}!I=hR-i|AW`slb81AZGVnOYvzLDx*DOKnlfjY`Jb
zC?>YA_EC;w-WpKUyY=S}%BRl3Rr4>U7^C8p&uxDmf&S5Z$dk*m9G58^H4%KOzsGJg
zYD{i5d^bgVPEDu3zwGa=Es?Cqm}p)Z`CkMLCb$^HT}<Wan%g+v{2dRc@c-EQ{X8E!
zbKwWx%S#Bx(li#jLfoUI3VQDk+0zDI$cp-#9VWA`#|6eIiI>m8A~LDFWnVq7tmn>t
zDxD^-n(hBbeQlTCWCR3gP@VtRPD_0<qsG7J%ehsHF)N<)+~zRqbOS_Zifc8xkv6`H
zZ1FeyrT4xs$H5N!C!WvYkD-_SqqQtPsFjK4jRo=54&$E;ZCYKYbx1^S%r8k~=+((8
z)%J|HMchGN!YUg<(*YKoEX{+&mChvcuwq+&tVQPgxlW>cb%0IwYTkMDKHi3Zh{$zN
zbj|Y2ariCBIbCQw(s-o2S~+BU6I|D)5~j>}4blp6=<`YUCoQ=&oWR0Kh5Bp?*K=^@
zE~S5a(`N5)@+i)xdY}esJMHrM)ogU|GIOj6@cRv@J4n}>mlvq#csD)&L-BckW{pgB
zwa{4Z;6*-|ws--*At*)M6RhPp$WdX>%`ttAq4+b+{aaJT;OWs-Vkh<jm(F^8eRNfj
z{<0O6L8kTQ;_I~@hp_z?_9G@={Y5qqMJa@i!|~!iUHpAxEY_@7#PK}$EM9~5f;sfT
zmEU2*6iT;`7-9rs&>V5GeGeE-=W90~WiLA)x)K+~Vm2p^M5&_-v@Dfp&JaPX2aDzk
z&>jt<lI-?h36c^%AvM$J?cux#1}3Am8Qld<^?Dpy>p7oW{<86PwnT9YQBnQf^Dc)A
zAjd8Y!n?w*uJDaGwwnCW(U-e&2_ap1q-wT2!jXN=X<>f|%2~y1Wol#BMifI#O7s~D
z0I!!b0kse`OqK>C71_uL+{Ygn?pr@#eT6=D6QkJ%YvA!GaRrfA9gIJKKM5#yw-lPZ
z3LF0X;)7Q7>*C<lP@8#&OJXWOBkxnzrsQ_eAhWDR%F;!r!DMVvCDEu`EKmL$E&-pX
z)kxGotJX^XZ~Q-$iAu9i&~VW*z5V{c&ALJ7z+>(e{tJfX*{q(*?Sx3T=<xQ(?QJD@
zswm3PidmCa18!c3k5$~*xyhw&)tHT>;X&ZTwN|W(KF;@MA1lch>b0eHMUxy82z~L%
zo73%Y<|*q~#An<C_idK!?B_pZ5iI-1TkzkD8`!|iuO}?kjlrrzG(B$!3B@`wFp2H^
z6KP#mYTX(KjU21H#(Yp)6O7k^xH(7^&r=*kBP6)D!8X~}eCEr)XUF+EebRT|4j1kl
z?Pg-hHlikmR84a<80t>{j3=4@d`dpH8XOOXq$00I>~jS%Fr86$pPJd`M1N}k6M#^A
zwc$BV?T$yWgSgSy@nG=2FEkX(=SW(3i7=jHvNbiU|9zyKp`L9IYQsoVY;(rG@n)6c
zO5A4e`o@clF{r*O-xshdlFin{8@BD+K`6dci}?_HaW8A9jPZPY;fw#Ev#$ih$rHAS
z$HW;6J<>?jKt~nHes)*)BnscCli4I>FmzyuZQ_g+w|)qv{3`2-T|~Te^wFt`TIg}A
zL5Uo{%eZR~%(D?`%3;vtu%LPRhoKix86MkZuZGgfVq`wwJM^$$u-L-is<;&Vc|(2)
zXqV|(!b_f&_JyS}^u9iiHo7t2?`v#LY=-=)(jjf|@h{)EKFtiPJ>~ePItH{)-qIh}
zr|0aK`jkIdRvPhkP>p>;K`G%Hg60tb()+%a0~l4i5j0gk(47QvPPWY3<mccHQ#J{Y
z@`EHK`nMhYjGic{4biB@bUX6e?|@XUKg4UlWMRB`-^U_6xe)K3iAC>hw}YxMijX!n
zAj;LLm<}med1^0eADWoCP*reKXwPg`3N7d_d;A|Feneg8*%Fw%aev0+5aPL`K`$+N
zBjpV6+f^|HJ1NUQ21VYpvkvv;JAk^94(T8}Tb7%upJd&*dK7(xjtx0wSI~*eyb`7(
zCsR}b-}l)y(ech8cO=^2ZR!wYPnvfl$=;H^sQk{M?sar;+7WL|Ld9&8>wjgtB_JiK
z4bmy&hDa6<>VGWa+!D`x$2Os!H28Zu16OS>aXsKMtt8JmZ)`fpxD2v2AWkJ%w(q%V
z&sIzA9xY7}z5=}9QmVqrsVmO<L-AWyb`mIN3dZ`|Y@Lwaes6L2<BX0fqJqWveV42;
zx_cTzlV}%7_zJ6g?*)FexOlMYtn~COGq+d9P2*d<p^Bpzk3^0-7?+ex-olrpT9kp#
zN%bM>CZp{nCX5EEiNc|2FVxO7nXu^*?6Dh3P8K!${MM}m<lj`ANC&eBdDAY=2)DSx
zLZQp3K%UFoITd5o^&^oXB|BpB)1527c4uOIU-pjrj#C5<+A}Jok53gO^VvfGFmBzW
zxSTegMY~U~8xSwn&bm{8LEMvH%o!<7t@c92C9#pMQ&oH9cBmbHciTK+c$QxM{foj7
zcx+lCPW>EgoG3uacoLmkDCYtYRZ|F7RO<VIJ;JITuDMVfZgWYRGIl7G7cCzuk-Yqn
zMbW!oib$}L;bxXYS5dm#<BCbS&a?A(Dx9L?Mks>=@~75NQyi9*(qsgq-HCyYb?kZa
z{UJ&H%3*;$lGYngb9gF<*gq|!s`Kq|&=kzf3OjB${Wo;AOkbj`e3p=ARU`Bkc>M{?
z@uj^VT5-#H;@vcSw6M`TJor50lY03MxuNL&a-xZ{>gCrQyq6Op5W9G=%ry56k2e+9
z*K)EGxsF3LAIM5KczI`)!BBl(k~HF^{#%fPiJ36N^$lIiY@4%cq8wUXG{4bLsbBn}
zvB}x;Z(b4}Lxl^&61LJn$C2H$#^~O^rcYvX7<!!nkWWpz2N;hEHpnxDCObaV>Bbd~
zs$k*a-aStzoFeE3O;mx0kWkvq&EjN{?QqvX1pQ@rCB;syc<uwShK;T&gxX6%5emE(
z+i<rhBcU1WC|)To$qaMTu#dwEP%|Ls4)9b3f{Rw&PRBwh8I=DjpC6&;36Bu(cU>A&
z;X#k9AEkG7%A+M3v4RFhMJ|DM99KMz$x=EgQl_6*i^<8j<ecf!!=!dSWDxR%<3$bk
z)S^#rW}kmQVnFeljrIh8aESd)tpJ&Kzq8v?cMf8uT(OCnq=)R&sT22o*(9pC5c*d8
z*h3kEfC%>~)KZ!pU;+VL5q$%`k=0Fwrn<)3J#cRZM{7JYIG8)lzblSMiL1N#Z-a34
z&#BKQ`F*<mcMkUy<E^s_iTg~bN-y_52(TT`CS=!B+=ZXiUg$^dNP=2Cv{^i>pNLG;
z8GPef^9<3wdwFpySgIp}&x_P(=}oZQGPH{R#sq*c1!9&NfYa%h2m35}+5+*_2x9zQ
z-;1-++zEO#hsk$3MX2g+cIpV~{|=V|>`RN~6*6A&2=6=J&reygZgjC^Q+mTN`w3>c
zl`!j^HL2%W9P=7R4e*LvI*3J6aK&v4Pvo9o_O`Ap!XsY-pQ;>UhQ^=L-aaLK&M<xQ
zKEM3Rkg#BClmC*@nhOkjrS*y5n&S;MqOe(?!>}dI@mAXMWa31O3G55i6wZcX^1Av{
zT(e?cF%7wuL<$)!qswUd^vre_FBbwe(>?;DifjlU{&2q6=|ls^a#z&3Ju<o0xcmUe
z?9-#7RUr%Mz!QW6q-Jza>{|&6NQ&|{Nc^rDUpUtsy&PzGo*3O8Iaf)%h;Wxg0?$sk
zH!vZo)s;4LN$nlU<vD(x=9>(p<i6ML`Udh|`Xd3k{`1p$g`1%pzz=g>;(7Nebnn^F
zRwD%IEuGW-^!A%AG;&s}^LgpN=<K(!jU*q<$9Nz<E5fq&dnYJ396I7?MEWh7J&meR
zTlTsr$dntkGGt1PAGAxtDJiwF3nH;z&acwf(;42deQkSoWXWhVdSGP;gfeRNzv)>S
zr5#w&qc!VVDo!sS^&2a~T$d__Dq<^HY&~vu9qf^vX>Rk5Y*eOyuRlrL#i{+!)W8(K
zeXMYD4RcEO$rI=#Y+T{}nM^z@HsRNE&KOkOl8)T!$L}LjN5$0~JBRSi7nC^7B~IsA
z`hBs`koDj-=8(nP?Dy!xmHyYc51}01JYvpWKD>x{UtIt%Nx%7Gatrc@7l%C~^mS%=
zYFBS7gWn7PEtbBl$&Dhtc_Z|Y3@tsi(VCVII8n2~b+|1N6lTe462&L&Sz+{ONh*+^
zcgQ=fFuVv|z+n_sqRLQ?%Ub?H^5b~>ZLY}sqVx{*+^=eh2{?CA=^UUuLe>Y&la9?3
zETs#H4oX*gyq*=r!%74Rsl*gC?cd`c&Hd{W00lxr4gI!pW?yX1k=R~(XV3UX6#Xtp
zIQA%clqJ<FsL($dPT{D_$gEY8CArv8r_+#8Z&$okL2!o*_$`I|j1B%gDycRFyhFjQ
z$kA^xa3c-tPvW@w^2_^@1XT{_{q?jyV-6jrNcpOsR0pSrwE1qJ;-#|uLz?<q;C=sE
zXki$eq1=YFGeW`tVrBv8eagj8e^2(NlPU>Nm(kcsR-pGz`p9QDeEO{!A<`l%;_+r1
zNW}A0q78K2)sr#Elp|KrETy@6!-j;S$K{O1@HKIFeD$td^rdS9hH}|BY{DpZLzOON
zwxmxacw_9XqdSNeK2~fudwf1sT<~LZV)4u~LX~=N8u2dhf^zrZGeU0pyJruRe)1Nz
zzA$lL$T|V__xx6kW=6nZ?30_hn69k}R&ZNcn7My#HEEOuXJ^Ijpe!ZdcCu?Nxp|1l
z)y~oNm!r0c<7josiDM~UNwmHXtrmJiLv>+q+}OO#+|CeFq1Bxkh-lxqa$_aU#W>2o
z=b*$uq5J}QfVtp&n+9N6M>n4dVhGIDG5k)L;+HEt-??SE)ebj*BYIMrdXh=Krz^+T
zxa8ubcIGovE8{L{v!)~<3BW_&SzK5CY3IOat`eRPI3hXz$7%H`3Y{ZQErk7j?rr@h
zaZv7m#vwg4tHb~Lo0AM}vKiluw^~)c^^<5vGV}Docjpc841p3W6Yd)$&BC2JuqvZt
zKJGj2xlTV3_e;*FmCkcnXCD}H(z0xBLpDh(o4v_5Qi;N)-AgFq?BaXJpr|l2WD(1}
zmO;B)LXoO`(ByDk(z>esjJOvzzz=mmpKQA#4E1H8oOYLu=N#$y(ulTy49uzd_>?Jd
z^$r=UNO#W*A2UeR+B&XkoA14iT@nP1_>QhIR>W!W44k^^xw91OBKQyRyduvk(&1aD
zYC)Dpcaju*LOBZj47T?M?@r~(DYT%i%T2G5cO1(uy>uKSrDyu>Qol9Be5y;HRe<vI
zxwxMu`RvIgSRz#--Z7pDcf?{CN<0M41P`_XXAJ$`d^Cpr-CT^^RPwM&McgsLBIBZ(
zn<1-pv}?F~lC{)2WCe5ZmAd|dKuYSx;i25m`)E;^Aj@5x`dgQm-0F&96FJNs`6CK{
zz1-ByjQu@rMTr;Dib~Vk)`_$I@i-LdlkE8kMJL(I!6cbmi?%`HK~^(&EK5olnPYL3
z(Rv9S84p`G94)uL-qjQCD=D!7&*kAkSE6&h@2?|pS$;1^0txV5C%b$3A2m%+@E!Tk
z(mm3Pvl{<yh<~y>`23le)91~POcD@!0J}+yWFvmM5qO0<G1z0#$s;{*qIPEQ_|Iv|
z$GpO_ASc^C&GPbejp1~oG%HYIp;w_;uBL+)ot3(SgYszyZgfsTQu+%Lj+(F2&1E%2
z)F<TVW_ptI$h*39Wu~^V@ndiBk{u~K5(DLA32&TSj;lhz;TztaO!vZ)Er3)69^i4h
z8uIKNa->>~ZrT{zswU1N^_Y|qreQDEpYm#+Hy%d0V5|AnShJcG^cslUs+eUXGeXWN
z%0k=c2JZ=sy7-Llx~fN~!pnK;6kLQ&$Ngt@XM~BVgbqQUn9T|EjMo0MCM6Q11sFoL
z6N38Jxx7T^PTixqjbgPyFHpa08mGyVXr7<>51v!cc~rxPDx(#B8a%5e)kknb-(MNN
z0onP`E$T9?6gQ)g(vH!TbyxzosoILS8|bK-E&ZR5V51&z)-uz;&H}eFdpIPWEbI*H
zm&i!67{2|eu;GgKy7e2^2<eqvaQWuRd$ZAWV~!?gaLoFZE#-jz1w%txTe@ULf~HVr
zTUOy<8McG1%It%$3Z;q*>}z&^frltn)1u7QpP?~=CW|f7P<WbO0P=*odroQyR{m+R
zI6pu>Fm7IeeLl>boSagbk2IRv5jgPEA<WYRFdW}Bv{Br8NvXL+?DL_j;%1ppx8uDv
z4%QeJ)ic1%F8?Tb+wtymVl(=U3377HQ|!(1bmSFh<7#SW<9qOv!yCVt!mINuV$*lc
zGRn}l&Kh;Ic+~uE9{Z8>TxZE>rnRp@{t6F5o9XN4KBoHCX3q72x42c?J{>O~-v4NH
z(yF_0H{A3+Tl&y#F#L^A0}TkJH1rMI2Uq?P+z0WUI48=xJ3bcS-J}8Hul#dWgMW3<
z1Ib{hNj?K&Ni9YfM!3JEv0Old>D3SBPJF@69zqT5EuXK2FJk|h;FYR%*JU*D=PWo&
zWY2~?QR;~VnbkkM_=GaFBj1=H{_MP&xR0JGbtWxs?_uUB7pwT5-)N}BVU0lLc!i!o
z!(Zefls5ZuY)_n0gk<!RO>PaVWf>M7+KAPrMrMvs&(<K7=Lq<A0RC4#|F)Ym(IvNk
z87<9#z?g!Kf1v!1U-eMU<^<SyV||ivc*os19H>C9)gf^X?jdAOO%pFNt+;Cd;{q!z
zP2wuH!UsFRs%qybfiMz@PG#IUU3C%EfQCWWMO}Biz)hjx+YX}nm?rogM5M}|%^Vo)
z{=2wd7xsDA;+qL6t+ixit;+-i9{h<dOnoW{oH|+A3KRVGIuRCg@CUafH<7}dF4Bdj
z5pZ=+*ZAGgN|cywa=$YOQ|S$(FK{40u>)Ob`OQ&9*sF65hi`*G@%79jk=gR0=~xP<
z4`ts2PvcOF+M+WBN+ywLY2ZiJjG*);K!F}a(s)MAd~}<F_Hdw`XvW<}jD7<#vUJ9a
zLWyaYiP#AI5O}uC)`qfP_}85erN!t>MA#>@QDxTn>`25Saa{K+j#Nor;uMeg;#*qZ
z1TUFpU-w}1$->fc^mf3L%Gs0#gbZmFc$aFGdWj)ZF^&)|NG|O0oi)ITE{cPEe6v`7
zg07`1NwbZU1j9wAZxs=rpt`Ao#lmB_=-$iE7gR-76*2ipIL0xIC9D<$1$t-lQU*BH
zlsPbKXL>qv-DU~m;dW&6vA+?@y~jaj5Z-u$cB>lE|3+T`punz11_|DAt)K6JVz*uT
zp0KgNowElYkqJ2VX%$l9<30JALif(tWT9BvEPHe}@a4PwVHYXiR8C$R@ZsIq$W|vL
zClldpMFU0%7s2;uPJs6*lu)Ey?}!Vn2q%6bo`U&C$*TJ$9Hh>n+GLQoFr_ALc$SEM
zx>|t-S1&Pa_-O?tJk*%Q-lwq~5*&8<8_j`Q2b$WH<FXU(ebtTD>R4UW48rtfJi;--
z5DGGv|Chz+Itb%ROx)wt#u22*3F1E~6IgLRYi<1nCLF9IbhKJZYwH|1!$DrFTOKZ?
zht(ija+x|)u1T$l+jzW-o8$Qvnx5%2Y(3m&xIE}-CSoJk9Xd$9?1qjLSUb`ndU_wx
z<TsoQ7Gv&l8BN>=p_I0TlOs3)Qe!u|X!tvfm&v@4%i0kvhMMaZ3k#xjn{nQZi@(IT
zkJxwA@_Bd6=w?Tt@KVa&N|Sc6A_hFkYI(dq?X!DbaRrV)1g<(l`8#`;4*Hj!x1ar%
zcSf}~Phk5|gnm+o_|7H|86^!}3fe+S#L}hwtyNtx9l9Lfs|U|h1!%Q?FOU^X;&b(#
z^6*?q<T8n?zm#vnCc&cZ{X@lEN7&Wz6kza|(e>rkH@mQ7WG0gh-)OPG>7lsdZT(%<
z{6fOrC3EQ=t6X;K@So$=irG~1VYQKHS#*eR`5{~9d+9?KT;w^w_5vO&tw`XV@o7M|
z84s*5%x3+--i^uVy06qE#MAw8zD~Pm$4f@#%5w^EFt#qk5fe@Q%*jzTJuK(Xt0s?o
z*g*(pzCDw1#+yW;X^d@A5~<Nw`?+W0-{p{;JUSfCTCsb8`1T@9s7U=ojQU?O!DYIa
z{6U(+Pz-}y+Rw&sF3aC}^Lq3fw!VdVXM)P;x*f-<kj<fFqzVA?DyEq8>-Hb(*xqmY
zHxc6WM|LUom|QVeou`rk>EHX#x&2+P{;LJ)x`<2=gY`s7#2T$z!`7TvyU&+<*FbF4
z#(P^-Ru$E6u4(*i?>Pe?Wjqhy%Kr2Eg?eJj!6u8I<kr?6Mb(h@ZbH!nYjhLhJl{k$
zsjtzS4xxCe!&^9cOi}+8BvVIKe&OYMs!hMYVzqn5RtfTl6E9J{4q3XT`MP!#J7OlV
zd?#6NP~6vNcN-hs%Isbu?}e@Saz=ZO9CK6u&|RG9vn#I&!^gqv{M@Y=44%^d_?{@|
ze*a5NNAkbv@lHZ#e>NPveHKI5PfnXR84%WAPnpY>t6Z6NcE<v@WvG-$Ku*Nua-tub
z_S*$LeGkoc<rV1#Dr)NkiVdad*@1%^y)(sgC=?ZPs{Tke31KR29py;TsekdJGd~tF
zn;l_6NOp7cYVKHFNe>F!KJ0Cm_#N$~Bt_d${Jj{X>PR5|KD541!_Y?i@gAGl4|O8P
zE@^e5NgDP7PtA9mGHr5mY5)&*8zc?by2?BtGb5#ceB@n`V|M2`R6m9nC-Yn#j1fI;
z>T~%$seeC8He!iB_jJ2`2%;X2%QQ?irRGs=y(uw|yEt1PtpWEbcL_{Hj9zM`#YD48
z?Ttsb_0At#Fj7v?FnB^HtTbT(Tj4BE4EA(pDhYyl+$A3Q!WE(mf{jA1L-Ypdlm{)M
z4dh-6=Wq`uNmVAz_&iWMvwfU$no<GE$oM^%^RCZxxD3?LgY8L{ER;niG_KbyYI;9H
zQb$uL2P2fse;@vxl3O3k+aVpt<p_vO9S(P&KY#fr8%@#POdlxl-JVDu=utFz`|tT>
zEZ8mlHs$d$G^LAHo(qS5Nj->%3i1jgK#Y!pmKe0z<Ee^$i@qTb8jtMV1#H$UwJIHW
z!s<^hLhE@XRfPqMGulx64F%hxEZtNCC`UR!noY$D7Ql=7`y}tYIvyZH-wziJl4VO@
z8P!L6wr|-6BG_SK!f3?IV2N_9>%UqaDh1ep$IC%Tkhk~+8=qh4c9VjyJ;?a-oOfq6
zhWqb^>G4{3<(0(Z_?8H-Lr125=OszC7?Nk!K(SVFe=$LUzi(|o%dva`VoUi2F$>mv
zNFlVy8Ai!9$MXkiDqF?FO@I0maGxX@=8wAzfZ1BaGw#oBBu;Pu_+;ymR$vlY!eD(e
zc%rvk;@vZgzm~+TZS;?0RMY5tHT&%7Us1a~?FAHE)k+*fu8EJR;;~7$TVcPhXVNY-
z`Ca9O>0Q>n!!A=Z|4{s3W?JP%KnfWb4*HbtGlaM7{Q$y2sah0`n_kOmu>Q-n_Vzb5
zjJ&xy#H`uwwaXfCH<FnZV1JWAOHQR<7X7+e(INVh10DJLUztkps8CNV<jql^hVeB{
ze18(yGn-K}e9oko_{}HuwmF*H`qS{@wx@`~v!*xUc<&g_mEfw%+~m95o)}#t@Jn6@
za>L8r8|Tnc59J=5s#m0eRLaFV9>K<9GEXGG34ij*WG8Yt4?a)DjTf}}Ww%V{Z%4?x
zpD+oDDMSADYMkSaZG~~vx6U*66M+9_hVr{YI=cNGF##?sx^eztKY31*P`w{o3vcla
z6U<7bH96ks6*IiM<L-799K$G)K3Gr)GveE%%zjb$2O{(ow<vqu+Te%~s5neQT9-Dz
z^WFflh45~+&J;N+dSNjmTDT?OunWVsB@}lpO>f>-{EMh~CDT?X#g`VnUTPk&LNYIN
z3lY0y=mJ*Yo<C(sOTj(pEeliAxnDR<jsr$(7^XRun_+9+UQ@yZ+sO4z3=BZ)IgHRf
zt)DZYb-7>+^5V>}k(Bw=ihp9N#B;sv3<zL`rvuT-KU=dqV#ira`^=n4Xb!av_4%lR
zk@d663w(fQ@yw+aNNpkd^#o#S*lWNiE;A#&Te4j;ld`j%#47Eqv5gz)R=(L=Hg(Q1
zRBm50f1{t>gWFP&%>I+CyC00FwSTETizW)&{zJaQ&uc<n37*=<TVZt_<h~p;x&s65
z>{J#MBDt_mdmpjNcvTqAK82Da4%n_+q2LN$a)0_<3Ar@o)F<O%A@tT>SF)Eg?MB$E
zw)eB6{NQOUr%c`dJ*gHlKsm^XIB-mxo*4rmt#$+mqBTs^U{70EqMaxCwTG*me%o)z
z4g4y2Z|jc<@Z%d;G}`t~j(*?xy+tXr;I}ZZD<$q!Nr9f?FFtvTVa@2_3oqYMn;AlX
z0%ae90_4MlfOO5nJo+ksN1$2aG3lA_UhI&TM0&+vI+s1~-<K;RR%FAQOjpwv*UmG7
z)1StD_M)1c7|E-Y6!RwpsT{`{j;ckGsqlh0t^y|DQ^Dv^;8lT#HN<a>&3njjcf`5^
zm$TbxchZmy4J#EuyCZ;?b$o9&R@RE}=1jZK8EDMEJMtal*Ng9w=~KidCcVi~5<c7|
z?e~vdcwx|ZyR&lrj4%IL*l^zFe^8`JCP-YVq#iaML>k<I!Z@^LU?O06RBzf2l(^^}
zOEGVZ6*X8pC513=@n5jVKDXGsw^jd}A8y>5eeiL>Y_T;CpOtBt)=OVy#c|CZyu3mZ
za<WcxOx^`A(0@_}ygPLxH+ILzR=0dRF|<xf38UC2($-|^3>|Ef_+jOC5VKI#uY6M;
z1#t>E7>6b=lJr1<x2Z%&67|gAT1~YpGYA$$4@%r{X6US~d_}LPCUSFhujQCu&i9}%
zaUA|>WUWS5(oqdKmiASKa;cd-5Z+;dwNfAsu|Hp<lLUVXe8f${d~3>F1s!8yse#5C
z^abmZkNSOzpxWRHtH;lqKr(<f)J7#uIG-4HbT<8s!!JJLf{A(YXY+Ry5Q;+U;=vhS
zO<$$CCX&4buAF#=!N9R1;tO1J)B=3@)kR0R)fz?+`3x>%fx=4`{?wG}9@{wIk4#)O
z5$+WQzN&;Y1Y!XEa0c}8w<`(|Lbi31Z<9nWWDyy^U!;8xj1g=drgHu4o)9=%?o(y<
z*|q202U}*Os659?in1$sf5f<1baQWeECoKLlLHc+oxu6z&+M1cGxtZh-%L{tL`Hbf
zJ7;eet(e^zm>ZUNtjgDQ{BT+A5(V|k*zUk(sb1~{rsV1zzTm{hv;4s7Hc<kEmDXXi
z_Vku^)?xE<E4eIGS!N_Zh?%<RVWX+%Eeu4pB!b$As2TE|)$lQXJEu2~;D`o%jAOaJ
zG{eoQkg-h72%7}El^f$JMt3&ytJ~;(O&G5}_N7(};<)}bW2E`t;DLYo#}&S;Es9T(
z5MmBkSA;$cr~q9L&VjupwkXg8%(IZ*wX`_KA!{Lfax#9d)!P&KFRp7ZX<>^r{!kK5
zkwRB6CAls|rsw7m%`tcErdX9v7f?-_umw(25X!d3>Emu7|NCHix|-)-Yg4kgY_-ND
zRza11a4pEI{$4nOoF?<~2zzOM!Z^6#?ua`RQ+IZ~jwD}9OxZ?99@IO7u(~sb5_&rr
zdyeV?cuInoC;U@{Pj<m_py{aMOqj@-);LAaW&A`BiR!8A*tGg&3>ROhkCQfXM}TFY
zZ$u+z@PL16BU@FWs@kI8neHC&R_b=fFyZ3tBg$1|a!y6vV#0-IxeVB?GOS5Z0L_`x
zCpXuhr*YVj(Gk5u7hwM_w1l)dl5vb{a5*T*foVYX@pj0#%@VKq;T@5L$AV`FAJrUk
z%y2Mw*7UIQIHlH=ptno6iwgYRB{KE}-bY|z)H^{~fgs;V&lU@tJ`<5>;cDf^+BO$P
zv)z+@YIz7H9)gzQjfbrOkLr*~fN|60Kexa-aT)~rN3ye#e16+{3USUTj6xd@fBIa1
zeMAbPelH?gmKIQTB`1VM_Z5oVAN=uvY9R#2cc`x>aIk}FcP_%Hxp!W>j1?$+zbVp*
zsB{G>Oa_llk%xb|KN#AyyDp?v2L64{*`+f{S?#srFfrL)#~2BKw;K%$T+-Lrd*QXs
zjt5=P{@%$RxU<bjY#v%tTp((0h!}0=^sBvLIQ{MKJJ!2j`xdT=?Q7t01bCx%`0KNk
zd<{S5al9eHE%$9Yk;B;I%H@@>GfztE<g~_~|AGTac>m<y^K4x+F4Uo;yCb=u>>k9!
zZ|~sg(_jm$;7&w<$2y;wfMHx-A}LM1f9fv!W_tJ25$|M2?(HoYr)xZ=a1ZxOyGPAW
zxFA<)@hSeOE2G<{;7%xXn*S@r=!DfOJ+R3!m$_PcqHZUDlmJ-5+EUJD(Elfwc%D=B
z7sZN*SzJbHXk_Zts{YN)ggS%BUj?qyfw}c`Tc;w>84K$8?zoAP{g0PZU`Sd<yU`0v
zB1*KN62yk1UT5XX4^Ls?ODQ{0t&>Gn<if9&+V;yG$;U8j?-Va;cM*hi!hnR@t8p7=
z;xtJS58Zz%7#@(3=$`AY)K|`Q^(dDd+Noa+2s_%l-Ybk=--=CibcKHRU^6gs_^9r7
ztE2Q%oQ0LBAos1x`CC1usc$e<kGCUU-X9Vdws;}Gf5xeLMq*Ao^i+4!${fxf0H*u+
z3k?J`iBtAyrAUKRZ<CKW^KiTJ6Vd5L0*MA1lTZ1RA!?S-@OCwj0RPma+Zzcugs_HY
zW&+Tix~NFBs<QX}eEG&#@73hXCr(I=y{q*){2l$pbDNFS{bcX;FcJQcuJFYUO=(%G
z)d(L&B%tUfjUps@H_QP_kD%B@h3|y?(WvO~N;NS(<8@~I8S_!n$FL}Ur!%OcG{4QN
zzjm54jL9oE1wNF-Ev+Jj7iGtyiBV&?STc3K;MdHnsAKy_<rhT|At|>U-ZBN!ocX47
z|M8wz_Xo*?{5C;$S1P89KVw>&jY>v4%)HVw5@CO&c7m#+_Ed3exjr+@OYvM?R^5J)
zKgPUWp@dfSVh2s&U5JxHLtU%Ia~^|7rc_Q6qUI%6j@?hS7+pH1D5Z1{zh?%_ZO1cg
zLa?dD^Ijub7)BAg2H!RFeE;JbdZ9-DR(Wy{Bkrr)v;I*_0%k`owCIY_7ZQet{6C)~
zJTB}P$Z;1N<7|0FSU9mM@}9L-!$ZwFr1QtxH|el%!a>BsktIlHBb1Tn=<tb0&9g&{
z?oPZGJ#>p)pOD^)(2Pv}Mh@&)-@Ucv^SDP-oV)LSWCY@B<K3}YzkUz1n@&QTDkR1z
zS_H`#b993^nEj)d#d2^-;b}Aaj~I$4MUIm8VG<ZYq{X~e3)?|YbvV^sD;Ab4J2FFS
zr&#h8XN&br-CET8`&DmZpiD+Fju~~1UcJ%WQi)V+-^*%bBzwBZ`MVO}SW%{VDo(_W
z227lG#{o8<%yV54tO2&n+zC#@F*RXfnx;7)mv~fDcl7)I)`xOnF>9S9o`M4Mf&h<%
zSh*j!hHcH+VSyaX$>$6o1Kfq)r`T(Z(j+gJnY<c8yyWPw=Ls(9XPCzeh)?8hr^#0+
zo4o(K1;AqUWxn39O4DVmM)Hh92L+%><>fl<@gqCFiR%j5tDNJ#!-n%=>Cre;1DU!9
z%6eN+-i>?6QeMPR({lImX*ZBDx`)y14glhhQ;ZKZCX}aI?{yu)?2}h>>wWh)t!~Su
zcl^_oA11fjadKfPRkhr+>SHl9MgMQ=T?9~NDqbElmC<d>_o|E+TYk*-BWcS%=_N$2
zAxb}?P!Z^2?XL!Y?QUzImi|;o$9{!+rar6NnRooZx3on=k)(F*m*u_iRI5*|4Tv74
zq?v!P!XUiZz=l$z*FUgAp`K!n5@Ea64K|z~*)p@8O6>)6dR2heK$wAD26&<Jf!il7
z>K@*g3?$K<v&XogUn9d&*3D?tv9{yw0G5gLTl<j^uZ!l;;;d-?+h9hJdyIJmA+jsW
zJ9w+Td)oiI-C585^UMY<1l(`37_TA_Qu@?iAg|c`D<fa4zR<}sX)wnAq9fjRG&57)
zB#GA2&}I{;h$N|FJn@95xS2noXQ)tvv~F7GBhYxB+d;Xk<FfuS3@;nRAvtSIpVu&n
zK|2sz5LUGDY`ZuYe^W-yUW6Ej?3eNbz#`P-mmJNCvwyYOR3X(VMVMbj;t!hE?KH1M
zdZ~DO3Vd1>OkqK3Q@NY)I;64R-Bl*zU*Bs`w5Ow!0M#B2I4Hbhb@nt}P5MUnI%W<{
zca0Yq4cNv<MxD-;|307p$b2m%Eq4~tyMHwQ?NxQ+t@aTc&tlbno40@?Io?|<S3v2|
z2_jqlr^XY++DCr)AlbP=2l7d%?=kHgoBEd@=lfpPpTw6@@5zwZ-ufMA`mkNV#^Z#l
zr&Z1Gn#~Jfv!DO*j*XUcp)Rzm91Hx}5@{v*_^!J<Ew>qc=o|eEYe%;sa){`s1#*!E
z9_#RqWt8#7s+*OhU^5<PeGkE#nvCG;0A*1^Uk!`m2tmnCa-W91q2U!$XI>1kYfdgN
z4UJj^v8(344Cw%`l7y2;LzO<+GL{Z}!0BK}uaS<t56!}ft{XwdJ0amp0gUE19o#FC
z-7ZLL&f!UiOIRlX9TZl90{5ob(^nk>u~<U1Eep0`^*AWCsplK-QACE{9q>6`2c+|`
zjE|Sh1ax#uAN_QT@{(J@85@~&>>gbN+MLAe3vgLv9EvJ(%+i~=HfT1NeJa$8N@|vK
z`PKx)Mn9yU?o3&vqS^0TlAdZSJFX#qQyx9BKa+vgIBYy-C)(2@b>Z*}%^wn_at5p%
zb}l?$uZGwZ=8ciw&}CT&3ez8V-oLl0HcLY;=x-^-Wu~)n7PlldY0i)$`styaZRTT5
zI4anf-G7C(@kL+LnTEFoQv1Nf$3K4vnE4GT0vYi<hwZ=Nd6(r}6(n<vwaj{yY_(J;
zQ{7fC*kTUl5yjWMrE8VQvGC9%wb9#R<QK46p!n1cS+?#g=r;5ev>an5nZU7Wd`b`y
z)kPyS42}lut%RQ}eaV<Tx2+l$q!ONE?H6lV4`+^xD&H+5%CSBdPLN+gt7aWD#kK}_
z3U;Ga^Z2j3Ptq0&{+){VsxH35^#UFuM*f{j<0)@?-i@#A7WiO9w9DU4m*(O80lK>o
zDZPLEo9}MiYq^^|n#~Q;JtPounA98X5jFaon-krVf)_;BwQpMn{{&2UhW#avA2w;4
z9_yD;CY+XZy)vNGICDBwWjq9)pV;T(H<^5;okH$TLv}0WJ3F2%VYcF5G8X&Be;iR4
zFdaA0AOiE0B|9{)7{K+KcT_Nrh1$OA6C3dLbCjk-P17%Hq61lyFE8|XfA|Bc#Z0Ke
zibMzY-me+_WmZ$s?Y%EwVo2lhxEgl#Xc!iB!s&D8eUF)id$Yt)p2tw;f(}NG<(fwR
z5_gOoEuhFhN0oA8<&<7;8v|-eFlXI*Dv1I8)z|5nGDr}6K;U0;7qGShqJsqtRC*0F
zWFmgsbk<buLvXySii6CSBiW|{{35ZMywPF1!T?9zu+b204VPxtF&A`LbvBRhG$Smb
z-WsE6C1FS)#GVJm)Ve6%Q8+Cd(v1dLxp5u;vhxi{RF1d6>zdrSTKR5z;n^&EO#@)d
z`5*{I$mu*^a3e0;$%S2r*dsre41#{3w>SAdFL-b0OH;*rcV_hC-XuAweC?9|mIhU_
zv0Ugm#;40k{3p@gTVx@*>ni4*9X$u2$-C7c-A{CiL$IdfpT$MwhET_QOWs<b8`KGC
z&E*?M7y*lIYEBFk<zSu%Q4mWpK8(wO(&GspVR|@RbkEoF&jxh0Li9M^g3*@!{<a@1
zt)mMzfcr@#<!kgxqDfzE0b*_|US{IPKc~>mc*j{k!q9t!1rBsc4;tl;+=`8cZX}Q2
z@~N$`IDl(~<h<!EU}bUL+Bla7%<Qpr0!8USo{UHGtYD%2-nMS`DR0HcWN(Epb(<4q
zKf!PzH4Qn*J8>qw_x&tr|C4zD*Slh;+S1{(^}~FBNyXnNCx@<-!FMI!uVCL+Xma}B
zErzKYd=Oer`~%5o6iKcnt;v`F3tiwmm_es%HY>yBTi}lqD~A4l%YX2<c=V&|rv_QB
zN~|ecfTyH))pAS92zkF8WWCP~-GD)qg>y-VP?*K{(B0Qq+`g{-n@}cV-~R8de?K(H
zXnUc)0ccgCe$+coHxXJ+pxi|kyE-f(2H}Mk_8)#ZDRPi}t(pk-CECno7Q2>MAqKfp
zFfhO8s&=bvgw*C5=Tmj5!UvtNrC!NbL_XSevb0M{UmJ{;1QXsqOij!A{5VQ5dfS^a
zY^u+2oa_Xp55bOi&_yMiOHDS&KW1D;ualmzP{JR}N`@Q6@W4m%{&)*==M;}5<p?9^
zl(<15B_S&l|5PB4umt6^=>NmiR|dqn18cWvaY}J5F2&uUK=DFxcXxL$?krl|rMR=~
z;!bh4#ogWAdY5y~z2En9^UfyoPM$oOB$IhH>+u=c${3lY)$)vTn+Q?(!%^xt1=SPD
zMv3pc<)*=jY{KtK%*wnlV0l!9)Dv(0)3~Yf{Svr&w1;HI7eGHCNLEl*A@`ZlTO8h6
z;^v;)ZjSYt@e^Pe^5ukh;t6G}OKR{T*%ju@lD`U4(b%lSc{VH_4?HS1EPm(0W3A|X
z9k(s9GtSFDXo-uDBdUoR(m(Y~%t*)Gl8qM0w$;m^lBdy>g(3}#1kqQzo#PIBies&)
zdsWD{vj{7#WPZRewa<T>M@>li=h=6O0>@tZ`y%-XTRR56fe+y^?1HtTTlB@cdd@1G
z*F8r&arBIP;qk8X<CL(h&W~C%ees^UcAa5tb^m11+0HxGj1emR6iNLark_zQ(gOl%
zI`zHFegs|)ho)H|ljX#6$7ofcODna&LOD~i*Yayu>KNZ-sZ@54e>#?YoJe$Ut`g`d
ztTQcw(-<D9dZat)2jU>;r05EV^Z_e+n3UJUsDLCJq@6LqQ?&+@pc`a?vW#}-6$%0e
z>7GYAheD+6BW+8D2Ax;f$;r>jZZ}cEQ&L~1_w3K;IeIowxf;FAPb5kOGeG}xij}H^
zW+1sDz{4uGT&M4$2K>UX)Y@imwsYPX%Km?K)E66=D|*<qMVEjxfM9M%?n~bGFz^<y
zkiBc+2k`~naC<kH5iUo}xG=o}j$dLMguJ#QR6~?Mk*|#F9lkdoF1#YDDvSlpG3|-x
zCg~1TaafQtf#{c;gw?u_ek)W$$C|yw@Hkrj>htV6se`zolSgu$NSYV_oqKVT`j~d|
z==x_h(P_brcQ|-r>n5dPwr6Tx`r78xrKS(bzJUh3_hpSk(D=GRW)|#$QtwQEBFWzn
zKQc&-39T_t3;-Pp%~i>dec#8|1AiQgQ5W$L?|jxIM;T+%fDh!!{YqG?tAUH6hqJd_
zo8dXh$9NUzBJlXjcY4kePtc0f$U|#Jg3hX9enmT%tM|u=NNgHDg`Hc`r4o+i91l?(
ze0KLerukrNhgN)BGiZw0vcjV_2^}`~tF%#PM!L%E#O?=UB(5{hPX2NAS$M+HYX9>*
zm&F6Xb_DC^{n!G#uW)vg2vMvlOLQ~vgf~v{nv(?FQ9ZUyJk8sz4VP2UUKB>1Be6;9
zbjfAlUiqSka|;YlrA+6cZdzwfPh=Ra&Z~3-4IQO&F2FA*lGv`G%9w+f9sgRn``8K_
z+UJ7LnGal0T-3=Ml}cMBvuEHRT%@v3_$+?B!xs4?>`jqiS1#0*!A7tQUw*1DL`r<6
zXUPJP6cGIUCk@IN2^VldnZsRr>85K{l9Ia6J&s}}ZFNcTPjk(3p1+s`HkF?~wm&g<
zp-qpE6(a5z7L74GD>wUjuarp_>ajA^2QSk$kt_Ey@10o**j-m{+wj2B^)$?YU7vdG
z_dp204R5RbzJbLl?0=&xVQAq>DkU_sk|Z?DeON&r1b$5`F`BeFbrgq8&>m;l9*8dx
zAe?{nOTMZ$B5wRYW(5IB$Cz-ja8RHOIUpuK=STE0(@om}N>$o5tVI1ko24d>;$Dpd
zAUUc|2UK!{yI+!Qo2_#U^hLl^%zGBM=J-)+SYaEp&)R3r9!DhtFd$+%crazk6t0Y=
zIMxEXRmD{)!ucoDtGBU$Cs$zk=UhThbPF(l?)qW4rq-<J!b$X9f;-s+P)2|%dwnvG
zWuDpo!xhe+e#b{cipBo>nDGqX<*BPnC2$)i%kL9Gwb$tZ(dCJ)Xmz+R_eAp4)V37-
zaVFJCe-LbeM>92%DLmO=X8RmjO>}H%^f>J<omsm2tMAbVbM?d8Ljs;;p<l;i^6e1_
zG;H)+#N4}nw9<nf+<mi8w}G@sZVRxY<mjZNYq84`$<cgY&ynO%(ZcSj<$cfG=u{cg
zBHbr2JLAOZ)X*%w<0eCR{GE9i-F;SlxRO~WSZ|zqzV76b88DC7+i^`ILV_yy>AKNj
zR*p)4n$U=8JyCT)hiW5xm>MAI!}oqN;t(R2diSU39q4(}vDaSl)S_CgXIrGteilKe
zC=gA?P$!g$!_Mvn)u`c6Td>jQSBvukg3j4>Esxkd*W|y}b+_83<2aUUhSQ6)VSFA+
z85d6SFKwrfx3Ly~p83X$?v}bqXyp#K&1X|87xvQl3`G92P9t}2=GKRT67#g|_=N#F
zv9FD9#~fL<#O1YuKXa{o0e?Pr!eFxEwFq;EdLZID&X8xK%j(4b?*WHM^H!|L6PS|C
zm5H88L3N!(3NmKEFN902Sy)NjyJHEaO$%r@xh73shwvH8i}r2N-iwlHtqM(TVQpGa
zpQW2IQRs*{4L0J`l92!|D}G3!P}y=;(yNrl*;@peDCrY{_6IE@2S5Z5)%tOQ$6x9#
zG>OMln}Xlpy}gmo<^ItX%HQ!D-24-6%X7HD+U#Wt^(L9vj6UVeCSaq&jt`oZI{mat
z$Ii+eq0-Y7B|Zz&Q6_*^=)v4#8t(Iib%9V|SDBQ5(6OGX8m3d!ojt<DmNDrjzSwEu
zE(h&R``6y20d14y%{rzL=e3kBx4<@3mL{ROw?bqJG4y6zvVEXV78LjiKWY&HR+>gX
zcO(~8hemcJ#WDdzenlH4Vl(jGnaEx!u3<kD1jZ>xrh}?YwIGXI8HLw|wl<&f1O(#q
z&)IS)sPy2ieXt_&tXq7JCH=77Oj{;r7=%mId<*qz)t*S*XT2ND56860_A!pfK#0pN
zE0qM%exJmjTidm^4f%cSG;;V5ptDp=kVLbp?TTBn$Fe2fRrS}oF73tEETI>|BWIzP
zt?Jz@TNG1$k5`T3B$`!hPo$FtUgtI`_uBAgF>^O5!Xx7oX$$V`r251;hRzuApPzLA
zL7;JZf}}?Ylus7#(ZUZ4nXo3qs2WM8#~p1kPanVZ;^M9<9+<#_4|j$0-?n`TnmT&;
zwzzBy9i5bfJl5f5YSf!N{nY#D4xuJit~rya-fv0mEw$Cy)p6|s?xd5R3Bs}qw(O-J
zHw!dNgvy*6eU$jeuFK!eg&YoiEYYMb;$NXaI@PrwLiacvNNED*bu(+|)><$vB>2Rm
zT#`7SDnnfeN;`uEDXUDqo#aul1TI}Bw_YNo-l~6R&AP@O%{a<UrhJnr@oaoM@yPLZ
zEOo1CDfTAUtW{_5qHP5V>+wZyqEWPOU&pXIh57U35i0dS9Hub`DOYn934MSE$7pOI
zIg))iaL~GMj1k@|B$H9*%5ta`7vs_6b7S+Mb)#QA)DN>ubC1)8^r$Rf(HEJO6ZQL&
zXz`~jkXMM?O+;LXW$$7;&#Eh!H-4m!x3&GSeAgyeZuZV%39en!;lEcriHNb;Sqk&+
zL%X(Yi$=em+a%Q%WpKEwnPSF&;m91J9|C{F6#&-ByQy5xgvI;n(`}aQ_4CvGImeap
z+;x@*0o}*P*dkr!2~P{+A|t^Tc0WfCe?aM)<b&BbQ*u=ay~SItV7=Nv+d<IC_FG&c
zUo+BW-O!RfO#G65wws~sFu5`#f;=qeEqxMu01OXR_c3P61J(u&;x|YfX#p+Q@uU^k
z^*S!Sqd3-*lv5_t9&e)>dxhMzVVaA~1CU@{$-KxA^UQe<$LzzWHU=+?0nN%k)#xqK
zLEw--xJPmknZ%-Bbp!(6Z<3olA0ND$)#ZLsl9GRTVL+(n-)h_|b<m`DhTNeuUVVG8
zP@__)7p*w=5;d*3yW}T+ausj@%5h?B?2o3p_tPhC3U#J+%VYrNZ+f31YT-_ht)dqj
z$&u{B8@+I9tDa-A?OSN3-|>&n4phDi^CwH=an(bycEaGI5<SMe){Jc5nT_3>Tfm;R
zCC6Nmv2On8;VPtVTyr`Ng*V2uy158Q81E>tT^!HGkBu#&rZ#+Cp>&4MYF1ijsYFj~
z0k#IF*{y4lwJKiKjYm(#6oPQ{F%Y2UFFyMx5BK()I1F?io;9vXkLAQ2Lies9wWw)&
z&hu6eBm!0U>#r80$ykyV+ualpx%4or#ewXICoWxogZRY;PhD+eT_hQ{n6RLLjl%~D
z%rs%ztVFo?>aiEJmo8gZxuhjPiCJz4o5!i4P0kG9OF~)Vmr-L9)1Of}96Mg+R4o(Q
z_6268RX2&meyUQ&{&3mzuhope{>OzKFYxbW$K9K@*c(?02taJUIa)5}@j}`t{R@ix
z%E6j!J2#9@((eeJr9m_q$Hjgj*FO=DpwcqkhDf(@vn(JIaEYDSq)!jY-ihoVe0UhZ
z+hyWO-@tzGysFcxT#Xf`y7y1~A_pd&+aR@-e)C9YTga3Bjgj&&5s|OCqrh5+>W^bZ
zyiKyAGPwgF(1W?uG(5BA`RmTHX|JBMKx?5;^ZF+~+GWnUZJK4eLYC~kfwpMVI!a<4
zMWt5eL|@ewZ=fU}HO>Vt5)|^X@=N8#0$c8~geQp#!*TAbGsBe%uTw8Qn>NHPvB{i(
zPap|e6@Su^)}`)>L3d6xcsLQSwcpb&t4;?!avYrd65>gTGmYC~^^bQFZy>fHM~2@=
zGV3m-LbDcR=VATY4`Ebo@fY0CDvfO`Ox4qhx|w$qe^eI#vXMeYcvIuU{OeELJK<4x
zs)9kY%H`^W7U?c<$Z~3LT0+as+xN{kZ+pQXq<ohCX=e8Vh{%x-tV;CKOGE%?$r;!0
zwEYR%ss=;Xo-@lwjxASVZG+s<8O9`Y$`rb75y0?pb!(n965Y%?s!93wF1s8qEZX*m
zlrpuQQxcSQjuV<IB^PGDj<>+j)>HD755MCMx3n6uF8YU)juYH9kZk4J(eRh?0IpeJ
zp_WUmMuDglccI39D1(OFd|nXZ=v7L1@7{`xSr~u#zBze^aDEVXNy3}TZ3EZC$--IY
zrcvju^v>@Y=$?c1VNSE9cxZi`qje)noa4b5shjeS9yLlffPh3VUZdE@Y_y`tkiCA5
zW`_PJRtqp%AWfyda5=2ota<U3aa$G{flDt?Bu}sIn7e%_5}~1#Q)X^A;)Cmucfhpi
zQmY>dQ^sN%x(dn(jtV3?KC{I#fclJ=y6A>e5?+OPYgVe(O;lNE=czgvPDmqfDwCRl
zGDL}!?$SEGNLCK>Xwm}JTVeaA8$qGliN7OtminP6ChNCrE>WpxdbK!og(yd{v0y4e
zkocXvYlPE_(36)XQLOB)AcQWhNOoa^=2#c%!!<u(O|Q&I7m;Xu#XU?^eXS^agqn>A
zf@ZgxGfxfmjzLt={R0x}Eg>NE2kFw0VN0D@>&P&adACjdEEL8P_nmGbiyzu1*;@su
z1X`#E<ar6ajFO^TpOA>VXDvtGxjjy~OAAbl``M@Ju&#kplSzy|H4DJ)=njxA@991!
z@X8eb+eOXd3kT8Ci<;D%jqO)K`EZe#xkbuL8>G;c^&_2q0}n~?|L1(({D68sD8TA3
zW`h-kEABi6o9``nrrg1=e>lN%Cz`{1f4lQ`z)E0YwK};O_(dSC)6TUdNqn)z!u@~!
z*9w?nUsnipy#|`^Ce^;J&Z?S*x(`*;-i1ur2~5lEE;LX#i#5p<5p0v~?9xnaUpvx7
zz0#m=r;_A>GH;2uBu1#WPbEhZMHp*rgZ$<CUR(*q{=pN-Fkdkr=g4(FK+xn;h}vB@
zl7(t3-*aBQUbtzgoXR4UqEF)c`LEOSIj*lX$|||9TI^ZVmEzop86isjU_Q<drFekW
z2H8hnl3@6Uw5*){w^!Jd{|cRUhc}*)^pJIgoYC``(I^&EUcQxxINGNjTS`OBF_MV#
zzr!lHg~g!nCW90CA#@Vf=+_0(6G>-ZN~7y)iWVP}@!~PW4>UnDoG{TNMh|9gG`^yL
z=iL*YyJr*3Vm@yG=6yLMXYvg{16zj#*zNB>e(?5!O!o#3j`aEYCv+<*6`Yp8e{L$i
zg@?8w09VryvUdK_1f~X|Jy)#o!!Cq!`yQzk!XXi@?}s$?*aOuzz6Y`4EQ;D(B%?|J
z1&M6O@GK>|H&rb)o;aT0zLoc)zqp!qP%~?CwVO91_v{l?i~awn#TTxg&c-`cXFA@n
z&a;mp-Y=4^yzfZJENy`u@UVV_l-^3Qdn{G$Jf6}>(0FcuA5yoXM(`S2TwoZDux(^5
zfU~MmSLCDm73Cw;ETI@y>tvx5W9KpibGP8EeTtshbYeW_xap*B$!5~jA@YU(_nvKK
zd*oMI!%r!t|LFqaefzIP@(I@sbbOnSDja`qgK)HtN}AL9$a2$If^v*QF#f#zyRh-t
z`%mxe8i?IxMn~?EbNkECSkTmTYIj6@6Z(r)eoKWxKTJmLz<vF}L{4KYgLugjPab`x
zJCz~&E8Bw_ZvBq$d|M7E0dng!cF4v!YJST$=Qo%|(;-X;W|{P=iFv|Gw!qz8P7*Al
zI!$<*RBm+H>E)T*zF0>j(AXlfR7xH8?zg=^$~L$QKgEUj_~Lnhm#W1|h`|Sre4FEC
zw$%cwZhk)6J|r%Cfj;a}CBbeXWF4$mP3ktG-Bf;4DFg>y3JAf4F;@#|_Ze#yjm2rr
zyUv&+4vJ>6q<$X|3v1+tscs&mqBXoaoAEN+8v~Vq_sFTC*+RUi3&KYf^kKsIZm%lG
zKh|oH42sbF4J^@b3c{208q_;WK!@h6*@%9(B3Q}l0@$d08W717H?doLhC4+hoemN~
z*6-&kh~Lo9D?G0@d^{?ryGCdAlUB%eTL>-^9;Cz|v3G)0{X~7P)_tUT7_}dZ^EHUv
zTL;-ZNC#MCiLR@@4;nQ!J-qT!?_fVGN$EuC$VwsWh+1P?iRN>OnVMT4(t6wSboZ;v
z2YCg>S6yVqR*X(13^l|)O1IJ9R-hxe0xrm?19ka+m&p{<xxDY(P<g5nk#A!mYE_do
zr=SM8LldkNT|pcKy-JGPA%15<-P5901)~>s;`X;A9{Ihnyv}4XxvUgM8=|TL<O@<j
zrNmuxxmv)hwB8-bBYV#-&*KM7LsTXCwlu_)VX4TM^R?$M6Am}D@8ANkpA2(eig)xu
zP*oru?oJ@Llzx-<1g9HkN-T9GOwB-YqS^4$y^8NFGe-Nf%yA<B(MIH%omzz_I)+?t
z3z1sIyX;g=&78gbT;q@$hW8y+)_=%^i$YH^U(U=zI+KS7Zwl8{4WNfRYl8Y$y=m{;
zi3E#Yo5r7Y%tie3I~k{~UEb$`8R0`29`cP(Zwh;XY^EX)Cd$A=+6$^cer+6SPE<|Q
zQ-QlqY%`CSw9E?meaH2ui3O65Ddss6e+-{H_L-%<Z>00C!4U5@!o=cJ@wU%o9WkG8
zgI>p7h)6v!jJC>^rNFfYx~>7WSY!{DC4WL#AuOt|K%@6|d1&h$T_95P{7qs2Z(;z6
z@4YSV?7NKHZ@|wNA$ghkn4)JV3%e$+eTTjd^<D0CL=CMJKlLbP^8QI=+S;x8sC~Ve
z_N|>3s@V(Oy<WV+5PZkCy4rcvOufYiJqbfAc_Pgcv|j0BKB?y}kFXX2(F-*IkAP8w
zjrge)sdA!+w7)zwzHB7tr><+4BTc+>*OP7b$Y=kPGUJP2f>OliynVip0>JaQcLSc6
z%_BahRldA7bx`lUR?~;m8y%V2g*hF*eE23wK%ruoHDJ$m7?o)TL7{!lQz~9*Es+m7
zAVmY-U!-Z1*;5*Eh5W9Au-jm^>V|f)U^|9i;S4#oH1LGoEeH?H=j+ie&VPp9jbR{m
z#(#KaZvhi3Vk_Ap2*Z$Z0CP&~X#gEePfBOza$@jatrj&@K17o4&1Su8$pwEEnUWD1
zvWueDyTp#c%wN^kRuKTpaJheq=bgwZ-ana*F$|PRw$aK}v8F00d-?A9pOna{;M}!`
zcA^MZ$eB2w&d*{BGGDYrH=cqx)q-xZ+i349nPX#Y(kFtIxqeZH9FH_kI463OFiu`(
zIiO~2VM!5vKM_~R4SGQk7W`s><Leh<O~Og=hHSd01;xPKK<bXNkdwOGwC$+)#|RBP
z^+rE5$Z8E%;uP+m>0?!c!c(WJd|a)7H0Maa%DN`9qDi;jfQ+r+^wazHD)oO59DwbQ
zr$M{)i_iEMAC#ZAiGAh>W~O_#iFJeyzMxa(DhkseI-j^>@yRAe?|;4K5B2paunNO0
zzAEiCKse9}JAm){hn7z}W6tWds_eaB7_@Ki3@@dq(9g@Eg$F{fd?+>iiGw4)X+2C!
zN``v@UP|V~=#r7U*pz;-gZY{fOt@l;d~F*|x1IN~OWF+Xhu-o&s?Y<K*p4DCi~eK5
zZ=Ef2YOnCEK^AhaHdHu=EBY9Q#lr}`j+T8DU&a&@r*g8+kORMUD14>XiK>tVh6Xw`
z(I7Lzk$NZrXn&RKSBT%BR~z-rIQ*V~8{X8|d<rc+sGwkpd67BNzV?5u9K6NXxF60Z
z^%Z*7A^G)03!_St(Zfl9Q?HSC!jf+;vJ%A{@Z{bA+4Lg+8c=5#rokGCCp>2Z_h72c
zI{1c2AIG!q@X8ZUum~C>({@z;{>klg_(@p|E#ZawXDOZz{tF}vXll1%|4QU18c)C*
zs2ntL)?aG40Mvl~lq06Fun34=pft)~&olq;(Aj^#iws^QV@XT@1pZ>tW2{2aLkhaO
z2oyWve5%p_;K<+VW|ViG>Sch}8bF)^Ck0Tr<GEg`N(Wz}Q~$yFwymiO4-rB!_!oQ~
zKSEFEpwQEgGUT|OLoNXe`>L%8!Ji@tmttVV^vCks-nX;ex1)Is!>#fx{QST<n&9wL
z@NL7lea2;lN<fg;90sX%AL<_!NM<^jcO^NVC}dfctn|7RVgSloNF;gQ7uSAZ-j8OX
z^ox1FmoAc5kP_c`{@IKl!a-WxccAY}u<Vl;p1h|h;m}BTgfM@h&|rQKU5i6}S1oU~
zMrG%Vq+Co7BDIWk`bW9@nHVPUT#jocBxx;O<u)B7K0H9CSa6pUFZSX|l?yx~UwyEE
zOY--AswFi$F&M5NgA%_^g~$APKBIO$l_Q&;76Eijm40JSNAd60HPCEGVJ;Tgb^7>3
zE<CHzw)dGMXpbY?>7eGZe9{5bDSvY<g+V_BmRO~ZjUUz{2Fm-!96KY&X@ugg_q#=(
z2la1DOi!#WQhq#I@syIFY=;7+N*m+3@&gKVsYr<uNTBzQIy|ewJm0sr>SveN#!sLo
zS1^Y^+p3B89y`I4@yn9NE|dwMahx&*izrVM1#2WPX6X|gvG5~ggR(?Tgnry$T;mZN
zQ%_U?+N4EErvV-^`o2iRr;0pfdqOm0dg8NdyDTsVX$+L7v|a`m32{%6Tg6EF(4=To
zpGNmmT{HX_s`g9g480;I9@`J+RKNJ2&Mi^r&eqKbomK#z+$f4B)7WLL3u-JRC8)(#
znxMSAs&fzCLeaiow~@{<&!{Evy#mI8JABo)gs4wtglkwFnkh{QB)zfjoRNsZ-|sli
zDD~qLurpG{N8Q}c4xm}FAnj~)dL>inXp#@m^INc-gUZaLLu+49mDS_0xfQX8)T}1;
zPYmAg9}sH|?w;0cWkmZ)@NOpJ0S}OUmR`#_vklRAe$sNQ)Xy(+(gE}s`fK94CHOhP
zit+F-zHhLYo?hhMt)>YTnFdh!n9+Qy)7^{S8DX3+OT!JwL2MkgN5Dy8g?KFNthsd3
zl!Og+Fx+Gw)nJ*6&56t2Fwa-a)H7KGv`K;ugWGuK#N`xzWuwk`;(bNnAi{Dt8UNBS
zCv%WE@9&)x&OtnmH+B|6;CYRI0Pj6nFdzR`wg$O<zb4{wkDLVRc%_s{UZw5B+8PiK
zTTywbz62g=94O}=e4ZOtR@>v5ipKs|%;$z$A^-~~V&sEPosEllu0#|x#QRy|G?sKa
zU*vuJeDOCk8iPGSH>M?lOD8tZ&{iVPaw(|dgT-S@t`6m5ogNPMg%gJ>M?)3X5&`KF
zlOEtBv;(!W0xS!AFppaPs?NjW-X(}f;G%aH^LeQXv*D`DAU{ezyLEp>HFQPgs^j&k
z<e(V+MF?hJDu>b@Fp`CjWL9d4H@QtJK5^_kcx{tL@T99bYebyK4TaCXJgS{F!+^ub
zI|$K7dU%EWF|fp*iH3|I$)PQJV9NtI$W29e`K<(@?MRj8O#`1%n%h1je$>_o`OW?C
z;Qcg#_ulXLnmXu3RS*GI;?HRCetpE_68U?N@Fg{k$fY#jSW0){BY~DF-pVQuoropc
z1sMIq!CJv|5Rk<g&k86`al+hsYan^DV-?PpB>3%w=Dt>v!_Db74UFd@-S;eUVrXpP
zRfmTnc+u}CD6-on2hhX_bm?{DCpF)OCuLi9F)!cf@G!S`nb;dWs*RT2s;+vps>Op<
zJ?++~H&OOK)w(SQo>o2DorG5UOmxI8?baI#PWJY!@wTp>Emv%ie)J$aA@K7k)XF!W
zuVvxl?DzHX^V=2P@=;(IyFN-CcvzX`ncqUXyHX0k;_lC5KFM54atxP%=8@D$8Oml!
zDNma(JAKPGI*O7EKC;+BJ`8dDC0VqjM(w;SmvSI<k`MuwJL#RRJ8_9tK#s8c+7DX=
zZf04S3E^5Ui}ne0yIn_*1m+Iu{g@+Xx%u89FiT$NLUthpt9Af~MIBsyn!}-jbKAb;
z@b3%8zqSduJzRpc1mf?k!~c5z_c@14rjMk>Kp*<iq2_HX6K%2fL@Zx#)gzik3B$?T
zndR`;r+bQYciumkmiT1lF0(!z5w<Se$FqE~&vuBLzKWlyL#YXq-SCYG!KZ4C_s$CW
zaU(k-8rjuK;<?zYgmsrvGehKx=n6zyCcm=(%Drv>*h6w-rqHirk%UsRsYri>(lUqF
zY_68Ot!8rbw=qf~Z9v~y0jKY%$WO9KlO-ls_s36eLDW8}m_D-j#jI@PQffGVpcd8=
zvl9lA)u#uhLj#II&R!e0%Rg$^rMU1D_PlYblHxp4u&!~EzyZEB@#)Bc3xII6(!=IF
zOV#Bppu1(RA>@dpo(y6S*jjMoE;mt2o)|Ls@&8k2{X;-qMy{8kwmN^3<)(O*nNf2)
zUaGyQvzO`jjjFrIZ+E4UK-O7{W@Y^uPNUZHeP@1Mu2x;5z_6d%uAmh5)OQtW5r5o-
z8p(0&+=H9t7U-pN&YF5ZvZyZtldiq&Hd*(?Y%(?xstY86K<0%l#sMn(G%dvAV;&e|
zEAZi=ujOL#a`zAXX1=%v?4z$syJlctW^-L_#V<0MN=qYmjJgX=lL(oOewIEdar{;S
zMPpjVv!~zQB(zgxx4WCjE8Ot3kC$s=q_ec}xCgoXO6ZLrF?nQ=+>5usunD?S!>0~x
z*E`8S(yLd@Ca`1t7RsHLS>fEVneKiy61ctY+)>|)5fFKMh>Uj+kqKTeS^8*~)`DRL
zF2V`)D3j$CSG!U`AdYCTqbrfSYN6SH&j*xK-?a08q9t8-WmDE5&i9ZW*<(c5`~`%3
zUAN8~d@8&e35y1!?__pO+zRTC9tU+}?x3fm;0Eg6WedG~IPT}r5tJr1pfFUNFqt4t
z-H1wR0}jLP{C?*G!VW`v;pZCfu+C9<WAZE)m-k4k$g*H^mM+|j81p`{CahC>G`Dp9
zG*P5T#CwquJ(+*Macn<5RfUs%BoTC+&=b$^;2@bhK{WG|K!f9_pjQJ`+wsMT55V!W
zT4qg|EK}J|e*9SEJ`HHZ3l3cq_0q_*^C@e);a;s5=f!txXFYx_+=;veMG&r4Zi_v5
z)-nW|xjlzpr$LQbLb&{ojjk&BHs)5DNkHQLuH$`%0hc5+*T`y!KfN=pb4%_?^b+%h
zkzBCc7v1A#$uAKO?oYB?styX0W{dctQM$KOS~<HKXn0;sL*3-gJkBjcegLpUbz*gP
z*9yiu^4+H$(&Oo56ZVThlrn-XWGBrXq4;yCF$ad8&L@p-6`5mOi9o$(NP+fv{9QAA
zQlQ(<4qjs#kY;)_%~9&=507c6bMK}^-uQ><=^M_<MAUxG<=54$xx7SZM>)_Jq9hVW
z5?|4o2&(bPf9u-uZR?}~{m6D)q%C&Y-WaAfH)8om=;&ZK5y(;e)C%nwsdW;3$hwCK
zOEQBJTtVgE=-WqJF)}zSN=Z;MK~3kd2k9i*t_X;gUsTHOt9go#vfe@`8-QMcdMjwu
z{p;%2oQ>j!0OYOSQ*n-MT)^l<vA&;Xf0QNy$(Xw&u{g*WL@eA<OPzXB%Nn0y%xS`8
zN!2yiS)1&XrEiz#6WN>`mTAcMh{^oqj#z#Arl=J*&fx77ye4Uf`x#K0FHs@@#7@5Z
zB~_W@Nx*oW#3y!rCugG6E6rX|+(W}c6kzd_CCR937RYbr=D^xel*YoSTiU#G_x-8|
za!Xn1k9L&it!oq=c3<Z)mm_+EKJUT4uC<cr&)Lp}487y%^d)QC4hhx~5Xea{y7s)4
z<P*W<wsZeI|EB@u5g&V=kx$;i;eodjgW1^DpZds4`-TF^C+$dWns+|Y4bf>k8q>dI
z5cTv{a93&UPjr?-&1U(RQi0GB2Jcjc0>ehJ4MTeTYswR45RVhMPX!|*5nKso4=(w^
zA;GO^H)o(1p;l@Jxnr3Q^%6dQc7W@fcE_Idf<_PMnD1d1y9WcJN57d=bb2Oo35{w&
zEN4;=((qeCO~n2@<rUgo9=^*L$q~XAk7s6|d7c+wpMjkRo8~sJRV=FYCl3{xgZpY4
zDh`Tsc&KOfDY^*`vC%U{LbfY41{UNWqRfwTj<?N^6Pk?q(#9!-z#jI$_Uoc22gWKf
zYGaIfV{hFD;-?HG_8!h_jZTXtdYe%eF`DJ(5~jkEExpVa4x>{oI6q?E8aSu#Rn^qA
zLF4wh@d@;KEb(gRpMT)rXab8yDmg%!r1Sn)X33wN_u6n750RyV=?^rgnU%oMunQs4
z2dnDm8AxRxr^aj$u*arH^MHJro(g%KO#<F{lO+E@)=->(j*%4FD!U&?sNJA`WqMCy
zln)_OkQw?dNF)A0_cKbNw#dLc=qZrnd&H}tV+gPZZIStidH*W&wz#g(7w#r?*hx9O
z>`s}y*&)b<i-0_dNE!Cf@0T6t;ZmIR;Kx!V0=YbMbF;~LC9%QPuMu{m&C7=IoT<Xf
zGuO3Y6@UxjO26Z#*e1Cdc9sK}M;Dcu(qN5NP9+rubHij7K;@wknnrJ^pXP2_(|7r%
z2IsGnEUMLQ2#@0~v)K4e4G^vZJbdM64qMvJhf65+K!eq`YA@?pq64yqNSZ|64(U;x
zCN_)CakZx74KFd#&e_-qIL(~HTA4Ty`Z?D&GGsDEBk%Elj{NH~7KmAgetQY1SsqB^
z=HW?bpc*2fz+hl-Ej2Ob8sIH0!x<Um)EKMqm6uiOJx?@6qi`{r>Q5-tzF?DT6)tc#
zstB5Z^x(;?fkSegd%6=dS~Ir*^S^8T7>?3^rpxE9yqnr<-#-`~OK5Rgb-(3lyCn3?
zq*rb6Y=EZtxFAicE^?{6o59ZSJHyuKWxV<@RW7elKe2~2d{dIWd}7PXPSgyub&{i%
zGo(eag$_VTPvgB{p2a!oiHO(it1w4&pW|Z4ym?vSpB1-P->GX=#bM=9L+43vpn_%z
zI1Lw`t&S)a(syx?Xe}=L{EH8wFP|D}>cng0lIh(1NiUvrdxEy(SiH5kwmX<tPGX7t
z9AFV`pJKJ%s2JXEk4AelRn=9k_5GA^&+*4&a^$;M5z>2M`Wp~e7D_ASI9A{iwKJfR
z@C@jRYnjR9&V*S5GG8~BZ*hpSRg0@Qy>PNw<Ln!1gV{5WI&zz3q;;KbhLC~e_WZ<l
z7Nm&B?n#3VEt2it+puH4xbW^D2Av}|*@o6yY#mWe`v;t9fT<i@yj6^~0a8z`S0q!A
zhAqFCgHJ%%#VZACCf7ssxneSx*F1u-L`j+1`L+!memOHuRcQ_LY(6yz3*HLxehtC|
z)ej7LnMgXb%_~UDc87lX0wL&(;+KE)bX%k^)u0#DFH^mON~hP4?f1hCA+*bPNCuo@
z+c@tLb-+4!PPz6i{(U5VDg#wdI(H$kz;;Cf#;HInJwK*YYSTN!PDy4)CQ-MO7eSmy
zQ{(xozfue|n2oguD_kyt9xXp^ZXO&eZ3zbPTp{30#`>eF++?8GX4{OgagFvMN#K{0
z2d7<h*1_bEGXcjZoGzq~I;Td`B4hILM~AX*4}oc3#@^hS&L>wvyF{0x9Vg|L-;sQR
zae}S{WDoOR0xqEe9G0efXK7)Th6JdDFu9A5RdC%cD7g*fX0pnivE{!_#3Wum^Omgh
z-EMC8=_4N%l*E@)bA=lqsGrQsfsb=jwV*Lk^=IUR02;L((-|tQB4`dbwWVOY`{LT3
zDxZ(UOuHs0-NQAX9k$dxOdj}M8iK_D<&+%Tw|#Ku#aQN-k-di;zts^7VU*3RgWDBv
zVndHB`7Z*GF`K_%RegR)q}Dg)*?4N}v#~L1CIXWb*k-E<g{4CN^b@+njyu#s$uGP~
ze8%rU>!L+=jMBy^Rk#9AgKO_7cAtA_2;_g`?ny#>$e_tmmE}<DK1<T7C15JF)%ekD
zAdN$VgLfhITwrWXdG25^iQDcPZF-*R`bWPv_VL=)jQSqFL*}5RiR4wRzZSi%8%|^Q
z3d=~myT45pzUlm6L{HTks*fLxPSx0O2}&Y+^@l9dVMOt^dYiy!^Lk1n0itfNE@5OH
zXA?oK2gk}PJ>?R97yH)o^DmcXMaT6LduI32AS3@yMt`Eq$RA(Sf0bYDm<`_BQV{AV
zqI0FFxoql6jI(o?Ulk#n=zk`wk^NSy$_#*fcec-p9%>zlZ`CFH%`-XpD+rxMGQH4W
zZn)KnnZiO1!R6=jE&7$y`@RMBwq&z3=Z?p5%00;kY5wS<N8>z{n`y8hq~Is(!Exh_
zV@ZnCbnF$t6;}qMRa7PB3YKTZd&q77PO?|GM>t-KK47aOQ^7)RkcV&=%lSmpe3T4$
zT9N}7x=9r4Lck~PKbqTox^u(F;<dHJiwEFf3BGS|U-mt8&|vJClE#a2a4o>!Q(SOc
zlrr1`xKirTbW9EV=B51}n7BONnwhCchD`C|Iq`#@euzx8G?*Xk0RDODa?~Bg%cIH<
zc9-u!0Ol?6+kVl2WDAQbpApJ^Nl*fYkSToC&J+&W?jjlsU$SdH(GJ#)*QnzC2O;n}
zS8XD?Yp<^8XjDr6lb8Oo8_73ZKAuUlHVgQE-hdy9E!@xan}W~+UyFVhmmN8QmI)5x
z5yxH%Tu>0RN&XkMaWV^D!((~P9x<p8V<TgiR%#B_i5>5iWyPzEaNsz_UN!!%A}4Vv
z2|QH6e@ZOXB3yz}hn%vQV9%8gTAfnUKKNomnX(m!`}Dp|`y+A5ci*ahQ9Y<C<EOLK
zE<;{JQTLFjpdEX$8RI;`f4bCbH0Hhmi=epU_`f2#p;n7~wtz{#%IVuBZPes1<Np|)
zV3Z7N8_%|5b4EE&@Vk9cd{KjR1|ID5d!?d#|3$f=3uzEQIB}f93V?BSMvE$QwpcE`
zm=FRL&5GtFVdvP1zdEk$7yY-(Tr?0aOTFCxs|w|QvK)Ue{^F>zSk#MZSsL#m|FJSp
zq>9ioE`Fgr=wh$ch}kGN{3%()g}jY9cZhNq0Tk2AhP(M>G_vM)FG2d5XY$KZY|!>j
zWy6?=-Raj^?sDamS1>K(=b>)L>%y~G2VD%c1~G5gqqgDi#_Pb>KntKoWZtxofXNam
z#ob$W%$kAOe(wtF_a^(xWc|OEZW8r^TNWh~wRrEU5pfxg4NJmD7WJx+lmBkkm+|@W
zs<QQ)@Zw*2p`J?WLDXvIqZGRX_s^g(V&@YMlb6Z^q%S|t*A76-?xfHj__8IqHTWbm
zsIHrdCd<<)pFI4(17y%RPsAv<;7Ya(GRE@3>_1bI?*q)>pRI)ShQF`F>)pDJ73_w!
zhK#U@5&X(+!PK|-wFPj2)$3cw_kyCQ8TGXQs=waAGG;4ZfNFJ29lHMZs|?f*{3Gni
zBF;E%L(n!~jR&5>*?e-USW_#Je>I-j5}I1zC8F7{Hi9^ad^)tx@-Xrm-ho&K?mwUn
zTKy}8IH?6EguU@Z@ROZ33*#rd*VPhlr^`6SZp^MaDETExHomw-{(Q1xdUHR+W$4vJ
zmD3~X9I0fNyTm%zz5_9UqG*!}Mkwe|h6#Qdz9jP|X7EAa^@w%Muv{tqsItFIw?R=b
zS2{$%S^P_vSl2A^zhVlWJw^UDcD&w--U|6wJZV~LAzVr^hvJ26q{Bh+;>-_%TF{=p
zjlbg;)$3S=<Rb^Z<iS?*EIN4yrpWw9Hm?J^;Fwpa=T+z*W(pU}6WPK(eD~lOl_E2R
zcJ<a3_w%mM;50P#V*?^tste=AfkMlgm?_kVPhot$n5O8JsM{Fx0dlRzGabvrHv;il
zM0=EbjNikIvqZXUbi|7uoE3Ohp-TOO8cvq3dzYIPhp<i8!)%#JG)@-de}=jxuL94?
zt55?4t~M^zq(rBbyS*I(NjXHj9^+bDOWOm2xdwg%{AJDAJbQMxP9&;&xI#RWh?DH$
zd1`FqxwYu%!NXdaakp-)NqIzjuuu(7P@G<3LeGZoYcb8IT{fS_`J%JJVSc3f{mPBg
zI$P$abM0STY{emK*lUGy2dVQreji%-x~kykQn#MISd;~<t=vx8=I)NbZ1K6Q?HvAR
zrOMS31%rn14L{Dg-C7smN5RcE?NfrI53Dnm3Sk>P(C7=KObfH+)8;L*0dM;eJ>_}m
zbs($grP_YPWAnJ$U6={wY5T?rD+@p~;~Vf}n~^Ea5npdfNF&j)%Ys(XGS2sBBNxh5
zqcj4@yraR!IEB4h%#GC7`{JDpO|EbmGyHr8cGcGPj=t<KOX&)|A@lOv!Q4FU+*IS9
zs;RoA2#>_>aUrzATPDwu=VhTypGZ@r=Ad_wjN-Ml0(5zQncAUAZ7V@f1Qiy(Z-+f=
zt(SSsrLC7SLUm%Xv;c5p2R?sZFXNaiT`v>-Pfu<ZxJU5<C5>7|<fM8_@OnoVwCMu;
zW5o!`b+bIB%LvKs_a41|K?2c0Gv<Zmj)lJsf?f8L*B)jj(A!Vlv8HJ$*QF;5k#6_+
z&`1^K1qPm@_@$<rT9iR)=t&t{V#k}KiN&T<L%bLOG&s_PN}PNyx5-MRiy4Q~3Me-q
zJz(4@VhM>$7r0Q21aK}vB@(v_g*sX~@5;=SX?c>DWuZr5Es0ppy)VDV#!_2U>_5GR
zy~xVyzqygJx4)scGHXtR#y3|LVTT$9EUoPPu+uX9H1C)O714^h2|u<wgY%?oPq76?
z+f#!p8y_bQeqY<m?j+TJNB8KhLiS!Ne{&pv{WjKQO^o@q;9<#+e1U8qu49`w*%3tK
zpf-I-8nyl+%9AjTt*X=lK3AuHK4IfIi6>-pGXA<VXG1<)^lCNnC6Z4Pk0xodn}+#;
zHq)L47vmHTbYYJwX|nVzJ3upl$EIJuKy;he+ofC%hs&Oftcm4OiqnC|C=Xn(Xk(zr
z9JEAc{C`V`1}$v8M1qN0Jom$2PPbyG91gA|@%w{jg2TuIdDa#KRW^Fzo&1zUdyn>~
z6`19XaZB><euEHIScVlXR0B^_;OoaZc;Bu*+~oX{&NO)LStm9K%7#!aHjFR(*EtF6
zYQ%L!`z7yVhRyTxkN|&2?+dk$*<Z8}-%&EN8qA|Td5yMJ_p1GDl1$GuFBEB-So2T|
zN>E`5cf1I5wn^8iDbKVA)f=ecmKG{8uUTK2WL4C8a4YDcEnvx?2C3h?Qw&}g$rkbS
zA&jnZI<}IR^!mXpcSIaJ?#k)N{__unx3ymMH-UM)lJalFs=z2gVcGD+-g`4Mg7X>H
zP6PG0b$i(8YmU^v<Huodt~i?Y$U_#;xQ?lA17O->w?*9T1$Y$-2J8;5Jd8kMfwPuy
zX25+9I`F2GS9;Kq%gMk9gYV4U)ZpPa7;E;~UKBj+8$vaDydtQN6NZX;8pcaO%6}X>
z5tkBkE`Ij<<qR^IhXUs3gvdH=;tsdN0vHNXS`FMG{s~mo<0HR_vg@pa{qNo#7TJsM
zt+GZuDU=o^)<tGvDOw^igVQ_Rb^4PkV4{{40;KfyXK^*Lb^*%QH!4q8x;U1pxSY}O
zeiVDm7#0orWY`;{*+lrDeKBRjb8Fb%DsS9HjG&J~8hz>1JEO*YWZQy-Qk$;Gd8?6E
z%b)av2dHZU0E1Cdu1Rmxbw9(`jOV(B|1Iwg@PyIPZWDM}I7#HyCpa8F#)cG6b@QST
zfRDN-=h2$Kc_Q5R(9T1$GgoNslyUB4+B<ymLeVR%o@;&9?zr}nR$yX&tVufO=>$ew
zX}%o588}G8-t~IRxU_9qBGB`}HE&^3UkUN<P84n4SrR)5@YnQteiv$YaL_TJ_OlBW
zj_nYCfR%ff3wh}bxE8Z`*#{U>tG{XgJ+3tR;gAwRK76`P41_4|usu;ZgV;zUtGKzP
zcNKOIc;ET<m<Ah&bYlS5Pu|NO<Kys4+xr?`FaHm@piWrnY|-e6zdd=x)A=RP3}_KS
zoO?D@*tv`R#|dMO*z{@A$MM3((DVbk-`_K=hvU&b20ir%t4JwhOM3c@S_!{%$)j~~
z9uQUi3sQ{KOz89T?K$%eIg)$YT)6z$H(3(tUeGp3FoE>kJLF0zQMiFMiKT90B<lSg
zMCmZN>ak4fkUSB?I<0K5sJr3VvC#Bvw5}0_o#+Rr>F{nN*=ISv_Qs<#3>}R-d?OJO
z9>q8!`!)9npGA7=aW&@Ibwt#^PrlivEbX%VGtzuvvj}h_V3@Uye&V=DmNW9Vj%i&g
zw43qf$Ts9b!A-hf4OeCk5EeXxH#cbHTp>(9-`omYyrA2=6Sc@K2?`x|*uv07>C9zy
z8G+~oXDNBkej%wE>M@oET*KVsdc2#xxwML&Rd#ibZWc<|lUk&<16WCj4_9qrf%rQa
z=y#rDahd^D0fbH2{^&=zTXa?;+0B}<Lthu#|0LW^xy$I76PRdmQw<T@6lt2M%y22Y
z=Bv4_FZlDHc)as)99aY^_APIZcI>&Hz!xf@?tPMXh(|nHy?6759;%raLUKP4d}C>j
zWJda|M8oG(lbsgasA2IdjnIHHhf@VGBe!4fxbx|9p(}H8|LX6DE&;e)!Nr2Y#K?5;
zWN}t{Yo^huOE+avx&UjPW+$vC+nfpA=AANjm1b8oQB+Ojlk&zn!4^p(nKIcYxwhu|
zwOia5`HN+9YnqK8B-kd_tPW9Zzf%!v>}5I-E{JaLb^lThEmGHbD(i?t@9%<o+CUfI
z*J`TT=4{92bmU{7JwM>*qWtCb^!;NwtRa>oQ2CVm`9<Qw{I4TF#?)!_qbdWt)ZcKV
zOHl-i6_3(I-t&?Elp1SZhqS;n)_EkhykRyQ@QOT|hv|6i@8upkvNLRNy|z$5v0HqL
zP}bq#BK4^PRbSPO$-Y}|%j@?o9vPWg3uzAgfgHac&)aS<I(jpA0WDLc0oW8yNQJ{-
zdBT48Z%+D&(N+(@)TBtFIWHOeLE<kvLNv;BUx~zwV{oR;k*qE~p&yYMxvEvWS|g1Z
z)2b`(P!bphFm>xLbhLT&YZMlu5*l<pu?b4f#a<KHkd7@-A2QGKeaZJyJux8{RwxUf
ziUfx<mWruOx#uE#LCpEkL)~lDN;bEZpFf8H3Z19OLXi7(4=I5PY5mOUY_fBT7HA5C
z6Y*Rw+h2iNVAJe|p`w_|`;1Y?I6^)ZA>c{6+n>9EpEg^9E0Al5QLvJXCrY!*oc$cL
zQ7IEMKqt|eO(TS_zK4zXb2O#;W!!<Y6Y-H62I1vbGbs4DKT^Qk`Da3pi%h1`#=g!?
zRXN(qWPw!DVL5rZ<6X(5mdaEpLuN54j|LuMx#C~9WKH?_Q~Rsql-|<K9+bg;Q&5xu
zZTQ_CV26R;pH{r#k&De7+!TI)`-7v&&fY@2RCQUCt_dwBE4-oCqiYMLp5%9idhQyG
zIWWChVjgd3*mI8&@z4G<+Nf1t#|@bK#MWNLCtF!F2bu>6d7#hB?n<swC1p@7J*yV^
znPJvcRML6e=8$zHJkZF%9MZw+SlqPUNplgEH7O8P11Gdtoay@xdib5xQl1X+ow5Ha
zodchMSV9{~-E{8l!JU~AH25Q9-(ai+Aw1~NIN7s%HZZ&WW@ZPr7Tovpx52~QChmau
zjXyba8_NXeX@E$oZ5P!5QJBL0+1Ju?(5|YOKeo&a!$|@9Xg}re5kmjc6NSH}vSBI7
zF@Fvn3bfj(j#V6Km8ygvkxrm)q)emMcNcEYr!)SF5}RzHW4XV?1M<Eo!9~#qL?~NE
zZ<9V!5$_3yVd`Y(7K&ZLU}#>6_h@V^BWm%$+FRe*;`{Qy@s~Nf&xYpqc7b5dygT(U
z#j`5rSq^~j@iampc>C+_<GRh=3gt}znNVzBj=sbMLIDd>``slnZMEq-Uns0N4cG4i
z1iAZuy`h5o-PDa>!(+NOswbP$`rJ?<qLCbQLjx?I%fYFdBu&qm;kOD)bgH~G$~<K5
z>f3HYn(Cf!?65kp+Oo5qMeuyNQH4p~h_KwL4~K#L^$p`UA8hxI^$#DI#-FN8CdO}B
z8=@9=T|d!<m$8PHBFw!b+eL1uxksL_WY7so#titlR|2ZR?R~G{yJ+T*aPovHzV^JN
zwZ5PYOzYEAGuiFu#zmt&Ot@Fk*{KN?usb!;f{^PJsvC<I>%yfy<|E^g5MA1tpg<z2
zbf~B>*r<D;pZc=b9ro6JKpF}lg=GdzU?|#B7+`q`eS=8DkyQ|)makM;3nN25Fp%O!
z)Fza(RfOsZjR0{zlF=eKV7a$j5#x83%%|@N!TjBAy`&=&OJwNC@ey{0^t4l*m>U)r
ztjGyGlqHdJsSpw%FLc$N`!g}S82W9X17LsDwGYyRI3HJO^)m<;M0L?W=3qK`o0x@n
z{X!=$?&^)>^a!)oLWTJi8Bj@9CiC=Vkya&6pfpn(DTSn#5-m$w7u~rMG7>x(O7S9L
z>GvgR6`8^&`}W@cO>~rv{}BSV@Ea2z38X9%v(M+X-?pB*;u^Wk9YK_69Lwa~s22X3
z7&z)1ROYa$?B7xF#skH*J~~Z{b(xDh!kx4q+`+YZtepsadw3U<OI_T=GF?&@N?QN+
zJY%#7nF5TgY^swmplZ#RTvSYrw{)uOQZAK8A?8veJwa<2MYPt!X>Qlm33_{v(KTl*
zGAXKgw9A!{+veJdpiShUz?Bep5xnM4==~KobXZlBOFCWSv*|wOU;48K*6+KB=d>Xr
z`T(nICW55#pF_8%R#lxbhnZ|2ecMWrWu)<XIzh8#*w0q$4MAu7Z|=Oh!<FU(GKFGQ
z$%WFLEqjT}x$<^uzD3lKsL&Y145Uj=pS?RuAGp&_Tbn@0MGIC$?3zI7`16$Go4+)G
zBAiwFbr&VnG++HXf!aa-x3X^aFn6fQlda$ILa0B&nQvt2js9DMU%#6JS&-U*lm<ha
zK^Y=|pT+JIc-~JGds!vARjcGER+8-uyb9+AOVL*m&$)vJY1LH&4#*|VXaO>J+oBIn
zC#?7jtMC0?=)PZ@RCkDtgr=;fhCI`|ny{QXWEcG1U7wBe$9Ym7XhVaJ)IUP4eNC8?
zPm(vdcf>A{KV=#!8*dkvMRVn;Y_JQZmi`J~WL()XISak<k{Oax59=%b<~JnZ`z!ul
zo)(8s)}f@yU?`<KeN*S|O)~Am0;$s9%eDEzZ@&KUZA^A+We5gXo*b^+9kFN!lnf<;
z#D6OA9oA=K8U0`|4&d9A|H{^$*UDA=b=%rT`pGnO{bmb^9J+?rQCe)n={Foq_i?$t
z7tNJy5$aVR_vvx!P9PHsGSh<N0rI6|miX`G{QVl%Ic9VPhhr2>#M5;0pt_{hXmeva
zG}gJMkLh7I$kLz<J}0pM284cvps|CA>4c$i1D1M8O}fMT+zid_`<5Ta3zya3%el?Z
zP8QQIf;Zo5SL<4jcSEwH6pu<Uz@LwJ)!%tU-pW1Z?vCR+&%M8=T)Ny4_OG6N3+`bk
z4LJEloE#%VsH$c5jp^oAH|4q$<JrV-PEl0x9SGQvkm<Slewizb^3NJ6Co0Z&HuSR*
zp{6TA4lrs3U*p7y(iwGr*zkkks)w4?I*q76=9!K#{K}h+aO+kc9r`<t6*vc@fGZko
z;dea1lm*5Y<_KC5#PB+xMaxGj!M1!fuBz1gEDt%MPwJPg6C^q15x4BULLW)ULS*b=
zqJ76!!APMPJ#zyH?L6GlL%5EYlR{_hXpOEIWdlBMxV))U0}PiDtt$Tq)j%r0ZDkgE
zmKKR$DU8zd5o6u)DR}R|-FG1W5g0pXk?By{jn??t8$b#>;_(KMa09}MiwifvE&>Z0
z;cHMqou7euZUH;AkpI#xNPGxnY>UO<S<=#%{6TjE_7glXOPU`l|5Es!!U&~Ki>3e$
zChUGzx{AX7M5ST4F7;stzqlONmebn9z`Weg4#LlKFNpgcfj0dxc6MA9n!pZw%L8@?
z9HtT_v72mO-1w>R5E_w}#eD|u@kHZvG05}W^Wr{uQ-Iw@Nn_kmk%x9;kb-vSyOseR
zc&26Y*foJ77ehBKBm2dD67H-J=6s%eLEMLjmZir|1NLXN%(=L4S_YV7v5NU_+cEhC
zjLuD#>q-pVj&VWUXW-5b>qyv7a8HQ4iu%+jzhxyO$4~PU%SPE=U3#+L%bk<JjJj*n
z3>P1%#C5TJo0JHrBly#@|8h#$(T?ao*oCRBb+Ai<Er&K>io>AXCl=SyEi`-@te{}?
zKpQyXxFI^ZxvnswSm7J<U-wx<UE)0payAe-y@b3V<P9s(tBGTkHr=aN)xGWY<XF3!
zs9XgJU{Hp~aXVx3!f0XD2q+Twh2u0i-mSnV;mt<!rWbgZ#9RMyg|dn_&y<UU?M8iK
zPSpvm&?Y$5AKQs#uW-*on~tJQF3`@4wpF&FakA82qoVd2*)`Oh_e>f-Zc#||$_ob8
zl5?M^fU%9M$^1xGl<Jt=6TtLb9ojC}n1bT%Vm=XhI+Q%SOuiuUnhfnIGw?z7+~GfO
zKmD-whB9(Y(tTYOY?4C{5i6-3^W^b|M%FXgqzxzgken0C+AQ25>VKYioTRu$ywI6l
zOS~lFbf9jL;dqZ}iXPy!9XR(dl)WlwBcr}{Vp~4<eQBbw0}YBfpc;uTFzVAitL=4M
z=Aq6;QfC*bmqeZ203D;6d|^*O_bcak?yzq?EV=mcgJ;lXe*G53QT@OigS3|<eGcgK
zr=TYUUEf<}LBS(~<OF<}{Y;Stf006pxNVg#-$&^C>i0w|JcC0GZdSyRwYdU2Ci7Fp
zyx(ad{);8o7!&3iPYb+un%<oEzy}zA@g5XD24hQ2(fG(kBS|R1@Z<jKb&tkhl)jd~
zx$I><J0(s|IBXmuR~BzXzS6XG6NGyq<{wb84s~|!`MAL&l<4>%ym#S=yO94V44&uA
zz}Lj;2ko_yc<3guC7v^xQb+DIMNxHlbtEs`1L)v^fG|9;jT6^=`4vX(pMzO$!TK3s
zKX?lYAA+%E*WnJh_eI5{nrKb-ooOP#PGMv^%rr;CY_Aw)=XxlM52`*CQP0O<lAExV
z<^AMMNPG~?{Z-hUt&@WuC|uf)WGqwt?%R=pmJcOkfAQhcxUu<8X^U^qcOjFoyuf*<
zwpRG(1kVcP?+=473B0|f4*OB=<S=mctp43|cNb=T4&@8GFd{$L+(+wh#+>J_t_b`D
z;MpOf&wc}ZUf^#lP4(O%F7RXp{8@V$-?(G9JfLsq4v|E?gkiZ*jeSAEPr?0Ih|PY2
zdr92IJ&gx`m@|72d(NTZn_aa!V^#~5*aWkooCoeQ6l8bG`xM|=!J+vF;1dFGABZkv
zD1pK$s%?llo}u*Gl3VRb@{+`Zk%tX+;0D4Jl@MP}uP9|i<YVB_hL8JNLLHS2lO$wq
zfPd0kuzv!6>lTzg1cRMRj4eYb!Ce@FeBusl<WGZ|kQd~7r7uDl;q(s3!a4;AKxicI
zo(mUsUHTNva1S=m{x|PI;bU-Hf(5r(Q1Z~nU|m<|KMp*(uNM+5ux8pv)O1!6k-Rlt
zvnv7@cg6RhI?MImgokfJ>4QLT&_z#M<Z_aW5{Lw=-6G>&Bh#ykzz{2(rlRe2uV{*U
zKo)Z7Wc#su@cl7x`r*cj={^SGhfb_x`2YE^4~Ri1KQvveRld0G=vZ5*vM~sWeQaDr
z@nvjF7N$=0r{jK%{IH+kUJ&=Yaw;Lu@d$Pv&DJHS$*h2#TO_Yi*mbs+7Po@IFYn>D
zesQ0T`*|+wS?(oqzbT{gBz6*MnDbFi0lVM$A`@Ds6mf$zyW>qU*ru+E`vly}!#<wp
zo)`DKMhfAnia#dqtf1X_q-FTImdP7c7z2#W*`Q_kHF2MWJ1Gq6d!Bnj+~d7of{tBI
z>MN=7O@gYyYisKCq&*ulNp^Q2wl;(eIfs2*VJR=1o77=4bYUE*W6V_4uFmSutdl`!
z+jtxQ;Qi3^QxfW-mjs;+U0_G4ZyE5+Ni*}Vy`*t_N@{~0ges^e+ZJBoqZsgqG)cPq
z1(=H{*!qRlwqi}md~e~u!dwkuUJ`RYu$?(V&iouu(-;ox>St!hn83Gcf#VGz*K9?;
z>XnZ;7|)L^ql)?YSrmHr@h1AAT3y0E0r}FJ?*{UP*5(%SC6O0Ht*MEPDQRA>-sQot
zL$6O_tT{F#`vospe;$nK7j~G%p5JXB_SadB-TVZf)<W!$_sINTN52oM;Ai`f>(Q4s
z+c%*v3B4TaLLN-(Lw<X_^*ec3lA8;8u&m8~J6XJC1ve6Y!Y-j6asTtsLz*??w^u_i
z`R%pPOM<S(`jF&9$2{Rf(t~<W_>f9&KIGxB)abVx?>JJ$S0B>!xiS+l-$rg-X0C=X
zFNwJx>ph}I^()qY$8TrhsHDE)0iUbt3T`|2j0~R(Y-xD(2>Jxni#~fbbz5-RYpIt+
z-P~bC*`p5ou^Th7nbgWf&~+0Xm{CE}UZY}#Moi@$Msyv~YjjWB@38-Q_GOQ~fqmiX
z+Sn(=KHA4iDYpZyDozgdljg!OH`q&sl6Y${%&#O3IzAB$!?~ffG*OY{M=Ii{iyWpY
z)@t|pi1SdLcagXnLA)g54e@}oJzYold*B^Y=2-jK(Csj~mPCHnXBbS|<!33{yaNNT
zVewQ2W*GYRRj-IoL_GNFoy2WXzUzo5L_FH0Xp9`co?;sS4aw?JDkV1nnk?&$;wgs_
znr~ov;)3)0eYJIJeWH+sSt@=t1)Qm*e>wc8N->{`I*p_pjpzmH`7YN6>LpRXXOKVN
zXBD<U@0fK?qO~_^=s?IvBXIpusIB(?Y|DvM5N|aFvG`bjrqxdRRN&by;K^n1C4tv>
ztsd&(-mPWmwz59qE}C7-@O3*n3qw!p&3sTXcoXqQ)2G(|I&dECdb$Rj4gp>ga5I&F
zC!<}^Cj$dQL##_|gP{M3fSaiV{0i`A1l$hf%|3ZQ;3u*J@3eQ0*R<k3_Y*lS1knR=
zw)=^a^-1|0)M?f`ucc1%-g!Osf~Z?E*h!4{BtGFJ9+RTyPGX=QMj0j(7fKYo^VKn=
z1HAJ|z_Y>N$z|{*fv5io?>x4pect)1SoY<hv`el3dEj;4c@1zn1b9in*?+=2k55B=
z-uW;AXa5QByaxDf0xl293NkeNyyfFGHfyyyiXF-4eGd6q;vdWBd}c5>iS81KNR41-
zG{0BQ>ECsTGu~#|w$N`n^rbQ6E$H*puba>pg`N*xFt_hggcO}G8*M4M=t$8W=ffoH
z(<Mx+ibl1aqNjzq;{w{%RcNA=+JCQ|6geCC-Ag}Reozmd<v)@2;J*c)9aGXHt1i^H
zQ8l4h{I;qKy2SS?={G9(DX@N6R_HfZYXiHx$hem`ABAyeKC!6yBwQ!ylM&|!4Ret=
z%TEEWAzl)3DTdaKny89yZCHPz>VoVw(%&%vC>yn5;oX`shl;t66?4_1fQx@E>yz-Q
zfU_&WMX|D|26#fiBim^Sy`uqu`6Y_9qpYZNDnPU{^xIwJi^Qq0*7%Z(^j2Jw_tM=j
z8DIauSlAi|<=^#Md^YAh1Qz*4=4=r2l9-QO6$&2Wy8M~$rt{u4=PY!mpSF%V*AV&^
zotCp9nk$lp7EI+mbBcq5zyvD{1lSN0u)Igury);=lBbu+mqeZq1#j05M*ZA&TzWi?
zeskCBB52AWZ?R7P{;nC#J1>;z#p0%2*ain#kWir7A?|Zf=Yy%UYt&1kE(Su^Yp)BA
zm0}$RwS)R`P<uM+?D#-C1sc>d<VqLzKr@_*Ocv;t;g<w`8s_Y0n3u#{PM}*ztX&Ga
z<(#>;dFEcVKr0sxUArLWvoNQ>!@MNs>IUS}D;E9)avn}aG^bd^s#r1x)bL8Tg=?6m
zc}2|UV9tgzXV;jQ#9R+Vt^m3HI2X0`=XRWn_}<Hv&eKuU1~A5-=g&oXL1)TIgf^J`
zfRoW0)UD2t&Iz6l1<x*nFA2OEo2A>rUb4%Ul3tH-Uz7cPSytmXZd|^T3wzmou1GD0
z`mmRVLH7NT#y^jo95zN?L7s0fsz#m=aurn?DLb%cl=+UXIEB$_NV{6;4)!<EJG_oe
z?!7FZvsey$(W_+pC7rn}-b=b5(wf}Rcpl}P+eSonXXN&UkO_O~bO!gs71qU>8}nF+
z=(1SD47F`0yYjUe?ZQ0?^W3hfTIQ-O;C0LsVy+|PoD5Ao+sBd9gEyWQbBoB)ty5X-
ztS};qyZ46=Xg=S)!Ul1liaie*qMW$bvo8!qYhzy!drgNnxyVD4%M)glFT9W@q7*I$
zXZe6g7?O4oS$@ccmWzgWr+s$|ZK>gUffs<Y3&0ZsZerfzmY&6}q=+`Vz8!udi}ZSe
zH)w)&jmcW^M6p8pa0Zh3f;r!edt8K4CEgR_rXz6kqU%z`T@r42L$SZ`s)UVHCb@c0
zve0ePTymk6#$d9S0nKnm)b{~DzZDRiBZR%~)9IA%Ie7Eyyz>#;THXoqwy|HRUh%$L
zyeH)SSHxSZdu=67ynfC#Ne|!Nf>?Mp+cbq^DgSM*$%MG+2;8^0CY;2&gbghaGSRs0
z(2+&&t@~tQUHux$O7~>p5@iFYaS<lW?^6^U__%?B<im$BSeY$;ns|sJSWzEPnGZg_
z2|l|BzaaRE4oyr%;jD)a_`cMc?d^z(tT%<@y;iy7eM$Ynba@j}6Ae>wU)CL2pc>W*
zv8J&~5u-OKc;}GyvF^$x^R1Mho#v9UYlUH8_AHs4_f^2+VwHe`C*!=uUzwITzeYUo
zj#m>eh`3UBjyE$;#I9Il>`I8_ln_O4amQz*%?HpXw|L|1upxonH$EQT+ry2_G)bF9
z^W#m}@AMf+smS50t*I9GflyN~;BzwHmdSN8ugKw7GB1j`ymb)>4p_Q%KmuEMX+VMm
zO%m=t;_?A3f6_m68|Ft+;PDnG^)+ho*@)B95RiJ}dDpOtctXUFyKY9d7z*sX+6tIE
zswMbURi5mqbyr}~PlxVag*zqXccp|X4W$5!3lFkSyiqtCty0n_1<y`5vHlD2MS(X%
zx!cH$2JG~1?6fde3z_?AQzR&uBz9Fgp+RL40$(SZ!FNGam%Puy{aoDt1^0xwivxCX
z!;GiyfeDwUYO#|v1y_C;t26Fll$kK!Zlf{zhC^nf0Z$F1K_|n_KW4}E;<kk`@>RHt
z!mWqSzA?ME$i_}$trPCFx2Tsu{ND@rU&nnE?ta{N33uFWMfLb(#J0QanPdcytYsz{
z0htKMMI<|DB`YT*)QY+#@iQH3Hj*{zW?d5Nv8!!%)U>yEta)1b(H}`%l@1j_Ty6Rz
zF#sW7AMW0dJYHD4RR49<pT0;h>inFn8q_7B9^F0obQM1PXt4UeDzn%n%=0))8`FFr
zvM+_ud|lJjC(|$KBWc!4x**bw{Bh7^`S3v#ped%Y^KB)zpw$dCm5@t9Jqc?zkTvaP
zT@Y(MhyLIN{ZT~CWkFY)y;rJNtY6k&tXVJXf>@jXh6X8^MNu<VT!~9UZT=f}v7R*T
zC0!C}defPlJ~)wsXNS#T%A#;~k)>(}j8^R@@;;&d`>fem)})(tNvzpThw`paQ&;?B
zZ(}$KHR(m!Vz7zQLIC7r*;9{L|8>?p>RPzOniL`+W!4F?R)<|ObZE05I8{0-XP}Ll
zudZ&tIAWd3d`Y|r+|2HPgV*NgK7MRW%2&G@h&3r2f&j8Xv|rvy-uVN19qyuZtD$9S
zX0O%hn|#+%mbRv%*y)%JWX!hW%cSF{@-aTP2DjEW)=uG`1vkHlTjv#b9qxp1>jP~z
zP?h+(jy4Qm_oXnmtCGm^J5eQ+`(<}FEP3?%O#R;8uQiWcmUrH9)I?C`(<J7TfsYFS
zM}X(~UZ_g&MS+($RMHD9{OvgIbZyr3V+pojO%>@dpyh|Go*j4?DYUVgMe;@9u}P5&
zf<6Oq8c${G1)lc}Yk?;O+#CvZ=-pNH^xi78a^C`~H?7ur@NsQ1wd{$$h1rOg`W709
z-_y5n1g`GwhQfFDTnAcu5g0jiL%|#ZuT|PQ(BSt-*nJw@QewJ<d=}>Hd@*tr^Ku7T
zE%St!M?+?myffR-ynekig|==lp+SdzToqM5i56B1>;pGG&-wX_Gni-)N-sjgE5cWJ
zxaY5w^$EeV!QlC2@OgpPWNaJv$Mjx1uEdyTJ(qQt2~Thr&OB1>&t}^1qYh^D8@(v(
z>~X*Dh%wll2j8(hh4_CY?NUDjeH!?mNqrN2Hk5uz^zFcCfWn4A9kzpc_BM#)?ep?h
z-IGWy!>~LWrYw<tY_$-mdyal2bZuuH0El*2j?cgt$Dav)wQ@14NB;l(Euh7DvyHbP
zUw+?y3-TWVN|hYCPbrM4iB3|t4;!P0&`fIBm;evc-2(wTenV$0BP2w{zKY^xAt=Td
zK{P&KY%qNHw*VBA`+wU%2eaJ;`1*r);rpW?NS`ro8ST#cj4|!06xjEQow%Tc`<V<9
z_qxM{otWbM#R(@*@F3x<{|*oL3U%`TqA#Q81JD<QzM;OqdW@6mCf_+#b=%vK_W#9N
zU}sL5(~9!C5H_-YT0H3x^QmB;xce2b%k#2oU>5|NZ5CD3#LjrO?3luv0>3htQ~&vO
z@3Lw99?lU<;T9SHe)W54a)1+@`Cu;%LUtC>uSHev2a}w?m&!VEjY<Tg!}5}Rzs#$r
zOja|`i#erxeYB|Y91G0BlEia@`GU@5!x2g@+n)yNY@75!{nU>{9KoS>XD9*gowK2i
zpfIRl1VoTyX(y#PHWVB%P@C|Ye1CMv{7g51{p1Zud;p?3lxiPf_Bt@PI55+~{y_(Z
z-jxyIenYD2jtzI6iO50=si<%!TC>|e63~1a#d6cnukdg$&>`h7`Rc=HBl(iZtC9Yr
zvrlR*uU27TS(7R4^dIT6S6Zk1N1)><Lk19+>j=Vpu{CGaKD)2f1`F@U^!e|sN7yG|
z9$c2o%=12bJ@dSnQ>s{l%NVaQNitVqNfW~b8od3S#IYRYxMsTSFZ$YcFYd|N!VF7C
zVQDHc7?J}&(Yc1lbCR)zwJPqnI3{(VW?d-!7M`_T+$UmBw$v-@X3vMRPl$aqYnV&+
zdg`}&>eIshK~Md_+PwbabDsK3{vUbjJO(drX<%oMmFw+8o#`2PejKC?)kn#4y^`vK
zC>cC3R~LSUhkJoak$=gT$nyc@OCqmc_vKdiWm?!j=)Q=)pl-Dh#o~*nhLP}XY4CZ!
zy}&pGS0PuIys$#A7#ySAX^3up?bVV!A#FO4HtDBb5^XcEzBE!Iy;XIzw}EEugrrF|
z0w?=bl?Xqw;bS5iqg9&3;A?Roxr10ihkVb1oQ4QjH}ZT0w*h%x$j4R{ZHFMbS<45e
z?i>e`BrG@<c0<|!VotA%7NWPLXTbAZq}QY7Mbde<q=s}}q$xFg^gxnzcj{pOk7Wm>
z@vWjFvDSk@*Wx-jf<QMr)KZAAX_mG$`w!;_Z8;O~35p&8pM?9mlR16JspnqWgiy~t
zA@1_7U~MRWj?X&}XmEa<2$LAUv-Un_t}Cy>6HN(K0zMUKdeq;&r1KiQhIC1!_4tbZ
zM<-ma40z6fTU2froDvG_6eyO#ZQ~$%#CjImbQEoJfp$W)RScVtZ`xJeC-|<|6fbR5
z3ANWay|ph~0wY^hhqj)KG%YPusUcko1C~jbL|TncD(LQm4eb?ao^6VB-Y4{m_d6g?
z@3<SuASR`*Nc9}B={VS=A9g~p^?lj0=f{fdvvba~Wvp(jh^m_BVmN*^+rvG7rI1eu
zo(%@iFM}@$yc{2*(%tFd?j2-2l((hlxlp_ea0V?~TWS4Jkx%qGKdp-qTxQ0&Uf@Ug
zZTtcM(j)bMo&H+V=~F!PDt$GSenRw344?k_5mKzwL=NHN5T0Ep>7;cICB<1fesCrX
zk5aT}e%GAv*<kp50Q{2Rn~A1Ko#=c`(53X_{Z@0!(?g95ZVt|mq5?ci_(t$6{?sG)
zW}^9NCmO$jJsZhBA@=sZ=)hZ$^`C+Lg9TZ(&x?Eq5nUfd^rHVqgNP)#%Yl4_z9953
z`ri<G{kkxBx-j#?{yi5)Ms2p7k||WmF4!ckQlRzM9gKW1;EZ_TL@Hn=ro<?KFrDgr
zLiTJldpdx9UhF9~n~vc%^>g{Xz!Zigt^1`I6h4FLa`$0`lHr+33>KxV69sfIf*6LD
zxyv&SlqI4185TKwWIl9$52l4R+#H8pp~7+Bb-i+*j6B_z1&$zZ^4nhP$rnZ5R)hb@
z(Wi^o{OUkW_6;SDhpq+>vlwI>_;{%rOAe5RVt&v$2Ex%02qTf!sU9FA;6_3C42B-7
zP=TZ1CP*i1v`gw=_zC!I2>gWLvzyKATj4l8?H{dhjA1*qVg?%1Z5yoi{Z!nKG7xv#
z(tQn*&u_5Qcv;694@~~*a7GTQyrTmt@|G0G)GD#=gr%@nw&8#}C-$|7;{tY>?|Ny#
zUJ`aonrvvEx=-J!^{hmF&TMH>E$ZVXs$6y+8PS9Z#i>ogy>F-SB%G1_?6c3M3#!n8
zAs44%lnG<jXmsN0koGCK$K4qH+@;R<W3+Hjh&#W_kiMn9-!eWS>|ZVQjafT=LdRN9
zFi8srnAF(#E-%)9ojEOFH*sqYmPPr-MU%3g)MUlmPbp+jyy^qJyvb>q5j$VcpI5LK
z#w;{oFA6&!Xgr~b)r4IOY}+<W7uj_1r#)T^+cu{qtfv7PfOS#aNVr0_W;H(DmVDd=
z0>un;j6nSYLe=KBOh%qA#|yhaUgi%+P2>|IFK)J_|7h^pX<EY%K68#SlvbPWvUbQ~
z2z-!`*=U|QH!FHJ5Ir4$J}>kX%)>bAYB8%}5j&1Qcp$66mg8`MR38oQ6rt8r*TOG~
z6$t|iX^O0-cczu&!zVQaK5X@J-s#vM#|2zupD$`}VqX+{F)**;V@+~9nkZlIteav3
zswb^Mwx!@asc|^-MwMY=0|(N3#Z!GyW$s=HL-4VtG`6&cG+ko<vj1k!hOkeFz3j8I
zzu8RS?JUoggGo`_OrT038rb`dnk(e6;YatV)%BB+-vc!#wP6k9OAV_H<ntm=p_XB^
zkrj&$)1A=Bww$Iqj4X-P9-ozMz}7UssvfXgKQ7QF$~I_T=BaxcZ6T$jW!ON1PIQOJ
zPeGn8EOKzJkuS9DHIOfgydGJ!0sXS*SQ<1ux@+0D=qVCg6WXcR4JtfPe8gQ49Q!5a
zJvd|_KcmB<;MEJJ7kJ<=W5E(UE6mXlP^2Zhgnx>AKyJAQY|K4Kd<@jhCifkqG%4wy
z9itS3rci}YZ&E8#+PGc{9BOz!%>^9ndyHS%q_SXCPwQqh?yC}TUcyL$RmrNEd`KQn
zPMGp@n#sbugR@ji3Tj5|*}9oZ?1gzJE!c~~ZiZ9$#5d+`;j!lWjoo|XCmAR>!x?|b
zXAp>>pkBmRn1EAV$k8~*7_SP-loV-9Kg~sbKP}Od>{B&$R+vLwO+6v%`Yr?d&gY$(
z^bgPHjX^s-($YClQMQ2-p}?Yq0<|`qnc35jOKxlt-qR9a+^GPED|8DrOBT!IQ+lxO
z9)4e;dnpCB5VZIzb8;u=+ea(87y2TbxEI8o5jxOpuDt_r-0vzj?J%1@1h=a3WVwtA
z)us;C;@crD`#$M&s`4%FPBU?A2E#O-YIIg+q#m`S_ERtJ+O4IY5Os62302*b*hqit
zb!HlvbT?mfzakKqVrE9M<r{z*HofgVGsOSR*2mPRVjp)You!c)*ykPeHuib3r(hh0
zHUJ09Dlww_Q0w*D^M01k5Oxs|%!To3mTt|z?pKKTfY0;&Ge$4U=}-X&B;$A5YwR#+
zm--pd({0G|2=sXa+k(C*^lW4r!`JXzANC44Vu*s>+5fwS1L$cQ1Da->M8Gw1Of$oE
z8CaZlX#Z8E)Ts?!VlcPI&@g+DGu`0aOvrwnoWxHGfm_*=5$qFUA5CdfO5QTbhezFG
zcPBJR<l?a8gp+8JkHEAw9DUkSN705s(-M)HlJ%-!I$4wY1)8QICKI97MBmXZ){DBk
z%$jCUTM?>XAyfg!oC@A)IlxJ>(Zl~s{ocEme6OT8kuQimr31Ics<3Zxi>dNP@EzM?
zc{D(Sr!Bh!4E~-)YireV(n^!}UO4(loJXVC+>`dm`kzNmqbV9`<5`KEWGh}8kmrS*
zQl*D()uc3TpE2ks4l<&-wVL~^n4}SP9xP1D3cU>w97uG!mv$mkUx7hQV-9Ij-1H)D
zG646ta4Qm<PIJdj<e*TV+&;aP7kw)^?Al>lj{s*+ZJ(ZtbgZ~9kiKL4^a1p~!d}#5
zE%L)CXsAqs4=eXgzCLo);_F6hhCf(~Y*>YDNBgv!io1|CPABo+AS|MH#H%$n*Elj0
zG!S4ny|VoxuXY7%k>`b+Qfco!*yD)4`w#ZJI3&vdc^Dz#4?Rw+0C{v%ab5|D<(%uh
zJIKruR(>ly;tTvrd5^qLM1MVXUZt-F(l3d=VGY{mBV&<>9)S$%H7yNYFBCqP_2c~G
zsemo2hHur2i5d*ZKs!F#OM=zjkP?sWz@Ccys925RTE0Ni4>ckLG=%As`#+DK2AN+=
z7_Xtvk4J7HpOE=zQmo=*H-zt-37?yvNeX6P;y6zd%xYh|g~MdPxZ-Xq+2pEENSh9%
zP5NmUL|e%l&qZMjGJWa<dNQUVEZy|weTTgh=Jqq_RIKTT#_wi*%PBNQt!d+ts9-6b
z#{@A^j1d`MT11*y`%TAfZpuCmAnm5$v@0ATNWr@C5KM*+-H&4^DI7!z)Dj8zzL+z(
z3I$6j{3qKX=TpGnC#<C%m1_9VH=WhvZSeDgPpJ~s@Ocsb$Npr4^+c+{N6ZW$5mmlQ
z3O%a5ka|N87H0~QPwq+=X4+$mi}2Aq8~jYuquD2+PO}1ENgdAS*&Sf@)Dxl}Pqo)<
zd=x;(sfuT!0J{T|P%@xR!aNASD%_Y>&&9ur*uK>JE)&AuJ(ynDHKi;i*d@U>uTOrb
zPd*jv-}cGldEQ#Q`ubLVJt6F$)z=5s>ebhG>g%ak|F*ssaU50+t?T?+`T9UzXT0(?
zRS1N|8}X&Jm(m_LzN+dH+81?am3RSlL8t{8Sire%cjbFE85>2K6~ZIu-4D{2v&9Jp
zAriQY#VKogp}jg~LgKmd@LJ;e1sB!C^CEsvc|`2{J=AqVw|y>&5ZRiw#;|at?V4mE
zs*5nI2iQ=PG9z@pZFA{{PKQA+3A&LDwaUDv8sCP2AiRq?>rpK<E};Ep?g)d63Wc4a
z5Xh&CTXZ?q9Nj?*CHPBt^a%MB!1)N^g@Lz~z!L&49}K$wicUel5ZkK!tg(zr85=Q~
z5O&dO7Gd8MF*&f-_nzYElYI|odW5$b%aIY2saPK)CKp)W5;2Kq1#AB5>s$5pgs^{B
zU#kbBuK#s?Jr(QU*4O&3B-tz0|C^fi9};W%x*@l^Arr#>SvMq}5V;o?zxw(PeLWTH
z-`3aWt{SvgUl-)sy!!f1eQobLqQ8Yv|C^fiZx=?{2VK7Zd?D+Euz$6XRg(vOzW=zs
zo{RNQ>+2(G{p#yG_4SOfe^y^dZKuq#@nyq$-I(#jqztkzyFa@s0oMb2cNa>qFtTSb
z2`*fM@kve%!Iojz0a-8JFY=D*B=yMiLT-nyL9)1OnytG@6;=<ot%Ye`gGBa8Q@*`A
zxoaA9iq~$|II)mebM~<k#<J2#QXB>YYr|l?v<kCH+r@ka=<%A&OVD+}YF0xp2s+h6
zm)ikz;hA&42L_f7HEhH<o$gf<baFb?j#BRnTHGv2F(j3w&L}TYHvu|PsAQ<0H`yWU
z6L9C-GRMo@X=#>9HTQ(Lv!^U+^SUqE?<k(HJ&G(T_>64b<oLDhi&WWC*xAd%;6`}8
z%Edb`^&)kCk$PU#ZNsvobx&n>*%9N*HdCEr8(5Qy5#LAZ@`^7SM)QWjb_o>&BTD7M
zVb`d3{~e5K^3+q?OY@!#{JL~cqi`3bfgPp{pBeOxX&3tm?f?&sB6OWxdi4&_(w5}5
zJ5cxt(2<+hsRRf<DqvCVi2FUtwFQuc8}YsGi)nWW)RUvs(>uQbk%yCPA#v}IX&4Iz
ztAG_`swqA@Ou+8Y{8QY4eZwYx6fWKY*a?s`POWz!@e$yCruWw~&+N3KLhZ2w-#G<W
z*4UT1THdWSu)(pP5I7$IoDKn=7jR2#(@w{lpux7V8mIR*#>To83=13DQ=Q&WOF=a*
zVx)@s%S!-PHorkuLa(^O?njDc8vdC(#C!(qbQAKc*kyiuYy<X!uroQ3I(U?1TiffW
zmC7dUGKzIIV?UF27`6(~6=E|Y&D`VzWZ)mTJ7y$m829$@SrzM&^%<!15DE5yvTo{p
z9QA~#iwEuKgDJh!n1MP54JazTTvBhe<1!&|J^=V_j*EzoM&w=#itp?>$0c<(m6)Vv
z)_?_NmcZpDfj2oWa2Fwt;hwu)%xAzJJ1*C-w>U0&>;++G>Shy)xrOH(mlSq`)6~sw
zLX*tPjtkte)r2yoJapTk(x;#vJ1(i{OC@zaj(S4W<z2~+c$3U#M{iDc?Bi<AiZ!6H
z!hpJiH+wXsA9?J2g$%*yzWeHb3bvH;N>P8Qm#CAA)bpZlIUg9^_3olXTN<|ZLiV^m
zWBEP&si<C7eYABEeP7jDamR4Kfe2Z>58^WKzd$*XS`55`fem3sHTdY00q5%x^dzBF
z2VAlImDK_-2)M9At2AI+iww(qIcw&f*}Ps7@C<KvP-EU<q`*nxYU;1NMOngE-e5S5
z=oIh?fENY44!EKv39ka45ODQ`*?em49o-AR&dug}<`?92?Oh>tF2e?2*&btgaW`)S
zuf?4gZp+13W#SIPcF{B(^_}yj_@Wz>iEOVYWzoLg)agfnCSeOWgcNHpK#@S<(0Abx
z6ZwU`47G@WjI%SkPPM=oPJyv5BHCqr2KsB=1wA?OH_<0W7qNwYLG)!?l&esB#8As1
zb^|z^O>LzQ%BuO~&!U~CEESM|f!7)r;R$~ha<EeHxh$+Abi#$M0^pX5^kq_1cZmHQ
z<jD=>`9<;xk=J+SFLv7+6`4NLN4f{%68Q@wKSBU;ooP$koq}8IzCg32ZS`oTqP}`G
zbO`mlUsFvzFX~pbHOlZp4g)^O;IBa-0OOy$$&F;~D#mY-;GyW1C*4TtFD8s_cix2W
zceJ0CA%&(5wfK2E*b|1mW$=`o^+@{+;ORm}fzOX4ZvtNscsa6LhT_NFM9pCk6=3(r
z1y*;SBo`|qEADf5l>3OB!9r-SX`-tWMr38)H@xwXruM53Y?r|Qeei1u#wzg_!RK2D
z>cJ-j-aKel9~wHhZ?jHSbL)kIC0r;rv>U&_26Rqlhs|(jW-97OXXYyP`<xjQ+f;V1
zO~p^~bIwe%N5dW2F!Jm>0vOcDtv2<;YcD%9n2C&SDuL&2m-ZRJ$Ii?}@MUMF8hk<E
zrMcaviiWnZ%gzi-frkk^(7gf%UixF4@$KrUX&Rgvct1y*3Qws!1pe=XKRPp)!RMWs
zdhiK>kEW?<V%`b5cTV`4iuF%V&^@50q+u^vdB-FrVKG^h%WG-xW#{UIWn=7He&eLK
zQBWW2g{#pDYco9WW2l!Gl!?=p?imDKzk6d(@mY0;r2l>V-cP4{d+8PYWHA1`@Kaba
zH@sZ{+X^@O`iXV{vL!pd0|SDPZGA9=d{fwKrrQxbV{PBtWql&rYdKOM?Yd>nCE6v?
z)+05G<4ac)wKu}>2F*g+w+BaUjVDG_5QZv+hFWf?5=fYrRjt#pyaPd-evf4)-1H)D
zG646ta2pc)hZ}5Bcj)K2Gmx(z_5A=omg}?B4cm~>joZRUN8aMpaI%7r$e>UJM@C_e
zPI>Oss}<;AsjmFu&Mq6f2<A{28Nvv@&4+@3Rk|+o-Gp@){Pw>qHz99EyKX}1gD`eO
zWwaw+bj+mcIw*PPeT}pyEUK1x8Qds5DsjtJwIjr5MV=5M??F26*!tv%`)1+e2Y=<&
zo6F~-&x7y2M%*vcmjmhNMW51!wGF>HkBx03AJ6DB7)pYNI$x@RB^$;hN|bC#HZU9L
zoD`wqCE+VP+zYhJ{WR#=X!QIt`jXHaT5WXWj>8j`L)T770YNf~XBIedj6g3kXQ*8$
zQs|*Z)-I6aV?<(gUg(~Is-=%`jm$^gg}cSVy#|bz6$*d0;a|E`{tP$3tDLRz`q~YM
zG(H(}0}>yAXyUBmYN8MVs}0zEXSKNzg=1D6MZkAPOtr*MNqn7Z-A!B$B3=-2qZ`jv
zISs=wZ44uAFt>+Oo8WBK0G#?R`KCh^--m4`J3f>T9a!&I61qTW0kD(L1PHTv6;FwU
zPy&R$CC(glE+(og_xv5wJ_CHZ&6-6Q=K_3A*hu(!!KYO5CfizwD8Nh-?sUtdgVt$m
zEc3}V(`H)NW{)5k->OFV?SgQc0_KJ!u1gj~-dk{IL=6e;X{1NBzrZ)(ycAlh16~wx
zdt+X^nfJvSf;4aU7M1j!K5J6Db>~cH1;J#f;}U`ksP8BsFwt;iKDgXe?(e0i8@NlR
z4-%caDhd9oJE;ZdwP%mg_mqh$nVyO?JqmO$X;K=$UL;)-X*0CJUG75!#WS0#`0}yN
zF>zH+b!ecw_(g0TdRpm4<9ic(nzl!*=b%jo(kA`16Qa#y*kb5uUV>Tt+MapuX})yo
zqGAi&W-hE$^5S$)hq|5&HH`v={isXv@iOX?P^+Qo2)X-uk8Kv*+tt%og%L9t5NP^c
z5IEtpMTcmZTvV@M&x4ze!A-8<P6)S%<FES8_^W+t6~j87E?MV7%ocxz@M$vsT34fJ
zwlB4kJtb?p=6L#8*HtLyS?9%ia1MDtpm!Ee(EbB@E{DtyTf9SVp>>I!a0h*|e13%o
ztDQ3XqA#Q81JD<RUNlsR@~U$G&-t#bDVxUHyDjK;xa7%#IS$!fF9V^LFUDW3(T%SK
z^n(Gz7uKWIXP{2EA}z1iFHp~y=hjm%h`Mf=@>)9t6TCL)klGs+@9huWrv#=;6LHNq
z*1^fJN`a=9Wfp2A!blMqK}CE6k2lFZqCN|CzOO3nrk-y?Z=s$Lb$M4@_H82imhdTI
z|7H)-k+mLw(AV9pX>SCJW>{0{yMc{wIsiRaB%T%oXhw`5@QT>=C{2%;zv%0Qy$yXr
z=v7RfzvLej`WO9A2)%k;m|I<#DPjMp3#0E#!o7n1pMd=r1Y3@;nowH{mU$wEOSeP*
ziLKN=lnmB#<<0!$v!?Jlmy6)O%5DD{zPcCak@A;(ZS=g6d_v?+44%H=pA-3){4a>S
zdEJ*=-Ipn0|ET+7?>p*0-$A}_H99@&8?hBLuLu2g-@?a!5h6;ZM7XY7i145^{LQ^a
zrJzp=pACi22f!~0zPxifw|Qb_h$qiaN6`ze{bfLa%N(XBd?_1d^Ri)}C!QMU8DHQp
z@F4zckKq4x_%!6A&;6Jt_+}*hZ^5_ZE+6vW%nV^AAJT}*nITkG&1>OiQ#+0Nen#|c
zIC_2=eM#u`BnpS0ZhR48qc<0altyx=x26S!W3e6;-c)$t@d<t)J#w!nv9&aG7+s`K
zhSE=nK8@Fq%n~Ns8Z*){1K6o%$sRN4kb6O#a1p)-4G3us*UXBZ4Ma}|pwA1vC4A)G
zOp3$2!)gXtB#)M@VQ(hXZp!w3u_TNRNssfUparep{jE8U{h)?~_1}j{u&gi-)439$
zaJ0fDBpe?Ew^(ta+vWbHe?p%Pp<fVvrW+RV6!(%ic6`-1IBS^V-kTxKGo@v{YlHf?
zwbc}r1<Xz1uq>IObgZF;qnpVKLoRSltS3(Kfiq@FhuHsp@^PQ(0P^`QNDbr@BF}EN
zv+taM$!Y)WoPZd%C8EicvhrFrSgPiivf{w&rA4Kn^=((?u{!4o*w8y6+&gu4RDl*T
zVgHW9e$XfRP69_;!K6$ai|_qaOs!OhYNq2J4-L4$J&FzUtK19X&dfj)YF5Y5W9Lh2
z+f0WAUE^c?JR?FB(8dfP#bK@_Y(xIqcFzk#|NI;Z2n(CmgzJpdSApl(sGF>`*Hcf3
zI={<|{<|XUY+S|{Su1r&fuwTXh4d3l`%~dT`U>1<WY0#krvupM#okgnP}f*IBU$`p
zuY(=#J|o5BH&4$<P{RTV4qUGW*u7o-8r$s*XJJDxUGQ)u@PV&cuj41<ejHnOjk_r=
z=&j{m5_dZ=6y{B<gh|GH+eSqjB4PA<##3D+Y|pv!q^4mS2lPk|oyv@?bLv%n@felR
zLTvD{N5Om?j2YD<@h|#s^lS+FgwTtd&Feb{?7x8fH|K!Gv@K<04@+R0;Hvx*Vlgh6
z%?tH2>(Z%obt;4_d|=L;MtGShoRt(j4IYGrT+oiT98ssFzAjq3K)p1UzMgtP)EOBV
z1cTX>2G{I_1@~aP91hu($D=*b$IWF-MZt`_B4_$2?gCUW(<GV212-^BU86V=<nDwD
zp0zFfI2U<(AWtrl&lifdkxz)c?6ak;!IpNG=#eW?nbWdhf)@l88~b>wvzlyKbYTp`
z6Bog+p-`#bkC}}9np!%o3T|OvtcP!4pBH;8`0(g}2+;vJMBsi^d8c_Ln-=6J(E(WZ
z3ef?x0$0Jpa>+h3*M*}hY!H%gAcT=u?q|H)x<}?`08cm1<~n#*@F(lR7X)6mg~ND-
zKWP`(Pz=<i_2nA%eWLEa*X_Xpwt4Y9v0jQfnq0X50w&Em705#swmUa*^|dmV<>wJn
zh^V<Ysj*4}Hdh&q1y4*+c!dtppW+t82dT@qfET2{`4%KT1nOpk`z|4v74`2fA&5y^
zAsW<5MdgNyPEL4uZ%Sr=&#|pgD=g@Ab~1SrG>KZ*e`9td<T*aWGx@?_3vPnOv7HbC
z1~1ti##$mYQ*vKVPZzlB?6tLVFNnKj!?AOWL3I@>k@i9*8tP@%TnA5L$4Vsw=@;Ky
zU|FJ2$=E^^157*vk@7mGEj}|9bsp+vHaGGDbx~MtS4}-3>iRAlx)+{yj?3@fyT-Fa
zIKsGm2#2w_Y$Me`SvaN&XdVkCsPGqGtW<waor--NnK_Hiw6HJ4BwN_$#olr`Hjk~b
zawAIZxnGfY=CR{e`E(GT60AN2R2B;^5We`zW2?d%WC6S(CI<B=zF`s-j%`r$)1jxE
zc_m}elM(0(LND#eUK)Yu(dpXjm3Tw-MrXa!zF{I+lWLuLb(aB(f-~-mmV9*Jt6-_%
z?RxOkNf*>%bGwknIQ(qvdBmPxWUmLZPl&y_+04F6e5WM+!%KW)(3Y#=VcxANl3|gv
zXgVs1b{oo~)Kc<*YOsYDj!SY;QQ?N52cd@P)47?2?%L2vRlX6j@q9Wdbb59^t%Y9P
z`cn(NAn1xTt^BER7U9z1eJ-q7qj0=O9UhAh^PX(FS8H?^U_0dC^?h9!lUXrm(1GKA
zT^sy$e9A5zJ`3@vQLmSHzKx)sctXUZxovv)4By2N_wVF*(f_NR90&4>4jxBqKl5V`
zjHBIUBDp}%_+_-dCTY96*5SXt{Wl!Cc=hJI`DpJS586w+JpH$Zc3!j%w*%7{TjQ?@
zRn_$VoZae|`v7Ay$U?CmisM?r1ygUJS-yA|#>7wq?k~Y4hOl5p!7@Weqg}>lz`ic!
zq$errTI@^}X5lqp&kMV?o3|+I&P37S_xm%<VCVsrI3om#?36R9tPQ)nTbzVHU+859
zJ>4=$XA&=I7?KPHL*VfFdmzLys0;s)t@<*HBoNn9_<%qev{k~h!{6O2wM+j*_ko9_
z5;`^4?t?CApZ5Fk^>Kj0g)WD(E&yhuF+R^^Q}@|2Y26QU2UDtIm(pPIMq*l(;(0M4
z?(GP^JrsDAFpF96N*gd4e!lAd^#pqnKO2g_ApDBmG?}w2`b+!c>>14nmm?wcwr2C%
z<Lok&Si=yBtrfOi)~BION6{u1Xy--Sa2+qPFXpWCu*DL_Z{mz6|Bh@^T{S=VE?L&8
zCqc2NV!zBliWxj#zRh`n)LkgeJ5uK~Kj38DIKFKjhnFT08<Ew~_nB`2Pv$)S@hvEP
z2m~EDfmVjTn$Ryy@i5amzfHAwu97&3olrRxx*W9hgU3l2jEkA<&%<q@V;ClSx?2P*
zRTQ>G^Yv$UTRT1gbKqxN+weI2WCZ?%@YC4bk~d&^XTWko+P@pH{D95={HcjY1;EJ?
zV8youi0i4zBTtl}=F@&eFY#lws`zt{q_aOCF^CgT^dkJcz_-HB3%=o|!KGwHm(t)w
zh)Bnn&_Y_D>TdKXW1Y^E6APh|gIeGF02*i2G(wo_T?Y8<Y|X->PwJnwUEJqDPB*ol
zHlsDj^PRyh$n!$p78&Lhkzt92$lxsMMPYBEX*f4AKL(J5VSo*xVILOer=w3WEUX=8
zn7oEP!XOOpi_jn4HL@^^fMFFY&Xds2Ej9$76aVfW?seJ)f1caGqpCfYaN%2SLqXej
z+=j%5AsWgoD0>S&9;>x^(f_Mjn-B8lJ-Xg|be)d&FCSfb3|qXSeXnRwNBhr+wtDU5
zgRaVp{$IH&qA%|ImJoE65KKw?S4#-QT{YNzZ9fc3<(V#2vWa%OlgUsBOZXk?z9y+v
zvgtZ4Zu_B2uKzmfJ-~Pcb#cOP1?s#|8$qhWxvZin!+hFF70M(o7hSXLxIv!Vq~}}L
zy;mqh^>tz!gf0pJlvvZP2t<*FLYN7e)7%!lO6ID<5wBvN7jtWDV|6vlIRHFb<Azhi
zQN1wIz??!kHt}C7Be(H_&UEnw!--OBKY?@N7HJZrsYHIFrn8keD-;KwSZ^(`GS#%p
z`V`>frDExjc_nzBPt!GlPYArcIas@GKWWZNU)bfw&QCzfPYn-8AmJUn^we-cN?T9_
z^AEqP)55$G_^W%7N~xceJ{wD)51?NXeLeJ0B=&*%;u-jK9~*uKUxdpDr~h?7ZHMRs
zI|}1FrJoh;2le1zh3ygjS?IIT^!Wh#3DH+Ed_KMwY2OuLo@t-qTQ46!nVXNbNRUz9
z=`+8k`AA>po0lk5jvM!q@Ev0V@DuT0D@A`Q`gEV0e>M%Wg+3cfza;u<0{Hv<+4LAx
zjaAi=&0QCze8D#b(FgD_pH1T0XZR-Yo<pFlNA%SMif5m>Os~>sL+K|(U*DD03(+$D
z?0CFGSTYsmpy+HaA~>2IF?VlTZR2>n$w<><RI-<J-l?e}T@vZhiy;s+eRc;2iKkS2
zUlkOXQgbDZ1pD2V@a2L~|9#f`iRl9CQl7MibwaF7jG7LO3q-Ns$9B^0lVwiy2U$^j
zpAhP(+r?Vp)<S|_AwgACFWXZBr=x(AYrsnaZl)J-&>-GG0w_Z|mt2zo9HxxZ#diwy
z2>3j}=^)_b67Yn8+rBe?b$Cl}kzMmtc#AIN^o&n+IOE5?Uda=FA+pGP7}qZQPyVZW
zg-TI>(HGJ40q9FYFW(~Fdy90Zqy580x|H-eh_7h(i1vK6|BPts*Iqv7s=Vm`m8(K&
zyuiec4`ywZ7taN=q7^3JixCZ;&s1%Q_T)Uo1vaL`?WHZT!`X22A-L%f+<D<PMvmQI
zV%E9}?st*2n$NENCHrX7GxMo%iL8Vx!_6fG3#32lDokN%446$GfD<1TYj9eoqfR&K
z`~r1J3tMCAspm!A?iRFaiAiDG8bj(To-zVR>X!`4gWp#<D~;|IT<OAe<EMecpfo3B
z)~w)B$;6Y=v?yF1_r*~NUa;2c^vTH6EtSkqwj|Y)SEjJWw}E^@<XN9B{msfben>4}
ztem5Tt)>I&7U!f-M$>1v)GfyFjZp)4Yg(TT<95+>Tdmo)IJ{%E<~G607w&!=ewbtl
zB|d7kurL>vbM?JhvoIDGmWE4)kA3!!s&;KA<W4uWbBQ}EOf#zIo)>q!C+$XVIuYo5
z!8?SrQ~f4c@F#g2_EpEP`%V&rkR5a7SB1lZZ_qFdRSr&qt#2n43Ww#xk_e~~#n^x(
ze!em{?IJ$|`*;pGPjw^JvM;PTX=a}gdw#QteLO0*PaI55Ys9D+6p4BZYt`Bn(^{Yl
zyQh5^%>M)@wAP5^r0m&9_H+RIyx1GdM~?l*&*MJzKFrr{P&v?aE_(t9d+viKy1}fI
z2nheewjt;Z!vhr)UneT53z2v@gbC~dfTsxk01IrU=C(ufC&3?=NDso#hv3f(zh!!$
zhe@3Shmq9K28sRUiZ{^jaxqzSvPwnI7$G?5l4^<ulfzU_hILAYH07aSpBuOmplN(C
z&EkBA`oQIk?0M!)+rnNCWS<awadTeetzVy(^$*vt$Eb}J16PaNuv#2PI`~lsu*9UL
z+ElbJFkxGqCOs|2X*S}gI5@)>A_g!F85j7}FOSifzjO)(oKoKo(-xAS5<5K|7*mZs
zKf9y}dtTTrYl{@{ib#P1>V7Itt6qVZ5beRSxScv-)M0HV3@&kgt%X4<={ZzP7dG`^
zfi?l?0#_2TK2<&ga<(;+(o4wIAmj-lmv<S@w|8`A(m&ig8iTf6kFD46)^g3_nMP~b
zRj)y#{B_Dnfode5vs?ITEpd#Xpa&(wMPWY!j9&;QSv6M;Oa`4t<r?G)bY8S7mCy@<
zuH-<saJ81ym%6oEOOE%b%RwP)eDUk5wD6ZhQOUW>Go;Huaj4ucYj`PVD@C6Qp8+@<
z16+;)o)B<#SJL8NjqxrdjQkkyb)1eNYfVP$Fe4b7W^isdeD^7f#u4gsvS(x2(*f-B
zVsE(_n6WVXmSnljhiyqwcdUtB^F{P@OD|Srh>)VTSSR8u@XXhYSZVT?2aBnQz}Y$Y
z)?}EFsv&(R+9iJu{Cta>vtju85c~z<SL&vuh1hD6ekWlhot4DmQMM*6zKW6xAqoRQ
z08CndKIQ)41jSCIL-J=~UzISbV6O+VPl&y~+1x%nF_y=(sjp3ph3%V#`59N|_0CG4
zjHS<Rnb#Y`w?f}igsPzTL}E2iOTR&f(%DLqLcTOLHq*%gQJ76$E0UPs`vBFXNBV_|
zNM-!ZgMFNU9lpqFbw45aXk79&@GS4?)PpYwyt2bfP^B+HrN|r;dez+BDZQusmqjxN
z62>1|YOHSnQ{3wq-(drl*T-N2D2_aM7J5O0w&56qV@|Ky4rM<B{$mX=yM{k%H(&$s
zCxqYJoCf(Pt9?jewa;3vfhwncl9moL+0@oAT&?4$!p#TarbBS&h1&`<Fbm>+NS_74
zG@ta|TSIdJX)QG+p+S4iV1KI?2<*ZLH6JP1wv~MK(g=~ysA7<rV}U9(AG;e!c~gt_
zblho(nx$K`tGVY7t!>;3;;zX+OKPzeLhVUEg+yAEi~4wp>P}%AHv8~2c5rLS;`9tR
z8~M*(8pd@=!ze7c!edwa2C=!oubmuQqxKc>th6St9(+RJqtR?y^Bb)x^9x-cTLFpW
z6Jfg$vhY_Y)_T)NmO#!0J6-~L1@=8_AdjqXojGXlXC05h<7w8`>ou@->y#mCS!2Pv
z({(1ijQ^oWuxEh13wJ;4@)*1_?7UzbAqK{{{5x?ccCtlvRmiX1n$h43%XGM777vc~
zMEEWNfFI&r%$UPbUzU0VaM`ASXX#elb1<iocXEk2G38<RW#)M?x0Y6~+2moj*?G4K
z4>dq$&pf?lR2)s$wvD?dNFYE6?k+)tySux)ySoJo7Tle|-Q8UVcXt~czPaw_UEj~1
zRja$Es(V${-sgF2-O?EgJ^gf-Al~M6mrj}#6lx(_h=%%pSL#xx*p5DEM?HyjsmJUF
zcbFZ-w{0w+OE=BW*X=#}jB}F<74oOPrx=RMt=p-Q;4TuPpls)Xc^Wgq8boz?By;Px
zwk^yYWY8?;Rk&{)sh>&J<pZj{xv$HBa^<ft`d<=BglB&OH~u{N)EMtvhJu?A)pG=?
zGIo9<Xpn0d|K%s!-1kef2YTg{)f%Kzh^0Ir<vnIfp9|}s(P>zSm=h0p@*h!<93OmY
zeE+^y)=t?YXKd<(%`<6zZFNp=sP3K<U?B`PoRqN=wqZ%68%M!}`LLV|iIgeqCnz8J
zOgt(di5|LVaes@wDDfx=Yv!h%@BP>)-AQQly5nsoVk`-IU-QgPYsBp6CESNy8fGyU
zkS%o7{bB9i_ZarsfYtkYdD%s_){?0fdXXt<V|-(M^6R6^dk$?U8=i|0Hd7xu8}~ZJ
z<NS2*R)}{=n>1$V#e<F%l~klON4Ou~cxNph)?>Div?a{sh7CZXG9kq0AESGXbZt0C
zEKZ4Fgj1R;(%vE;_{sXy4_3e&JF1w-U+Ae|WhkhA*|v4jHXR8R*G><=bU4JWEMM~x
z5m}<~%Hq9_X!15;J4XW?uutzx#e5HXe>5aE+TEy;hM&X-BK96KTi;lnYqNt?YW#JK
zi8U(Jjkn5cDTCkV@wIvJ!rrGTk4u8z`w_hy)m3k`l~gfoo>NpdPND|p>q9$?*@{-b
zBE<abaP>dq)(*-^vDignr4ntzy9sJF<H`zyxqNUQM<fejE;?uJXA^Pe3GsouekF2o
z`sU+TV1)eC(X-~e7h5^{>#J4bx63xnQlste1+IoR!;(>TtpdD2-IAJ@8!Kveg<Z<P
zz|oLujqXs{5r7kM{@vL3%`f;ehIx%m%ZlmHztBfc$oE4pk{3t52r*nCbyH07qPK(*
z*Ct(6)R9po8*CZ&Di^fR`S)a^fW*%Wzkp=nC!nq0Uv`>bc9eTR90ha+E1xTB?H7Sb
zy&smbRhLNJUHI)kfTxQ<cPpEBgT8YCMj*H$m`kCrzOSZk!U7byh)PRi_hkoF;d|2n
z1*&T&gGDVrJ!AR4o#!k8LA}8*{#^=I;C8xHrdLj{n{!J+2II{Q4`S*eN$u-h>c;+v
zAe$P0O=DusGw_&~)gA@C@8R>DN*$OGk@rn$>|v0d3&8^WaPv(KlJ1QFxqLNGm6A=A
zdy~W0#ljv(gKKzv4)pAoH&E=mXLNa7y6jVU7S;7S$lA|s5*Gx`Zb$(h;}+@*HBsY?
z7kqSpaT<G4$H-+N$0~?w*cm@U@Ak}TsO(Et_UeFTP0>vle#YyR#tTEn*cYR(0{&+;
zki=ihi66)d5Ul!38JntXWUz7eY|yFTmk?t2sug20c79fSz(A>2a-AWITO(u!|CYq#
zm?61gjTex56TQt>nb(!&C%HWrOnNbpNXZH{AwLy}n1D;d=ita5G!buSO1e2T_Sib?
zs{tnd^QNcnsz1_6TM!~Ozr?FF4dD&eRb;K`N%X_8cQmXyf|(Lyitf~$GKZ9Zj9<dO
zre~0W1k)1emE8%HmS&ioRzfAK<b;1S)h_Ht${KzdFMg%7b~4<)Bt)ggJ3x!f3G|`6
z0oz1%(!9V4<Rf2-2ldp-d5b~cvBL7j+!wn`1Ep@xN?cz&jm`0|JZXz#y2FfjSk8X2
zo_Z6p$<XesN;(Up2l<x3HR>CDd)=v#CGx_vu#>BCBaCAwbtA_;_DAFE7Lc|fKS!d_
zpqpDBAIhrPYR|cZkC=afYj}q|#8&u1Gm6+)j%AR(2HOl27_61D3fDh|Tup{;NK38D
z=GNcm<Z4NvhT5a$y0U38{l2;P#dHsX2bBu91jMD-#mZS`n>G^cZZts1WX8sy)seej
z0wpgNbc72|BkS>+>a1}NJq{vxnCM8ZwrHKtiOsjE7cZeJyAAzi0v6Wbt1V(Ad3rWi
z*8z^QaP5u785XWfWA#e|#S6u@YK`-TQaZICktool@Zs&^x7ob52iD$$wJ?hvWOl6x
zzRA4ozrqqhr`~d3cLZpQ4cW!aUhf=Sub?KasE*H|xplSInsAJkt$h91MmvcSjgI9(
zu@RU#EaDAYrh@8Jo~!6J{~=ePv4_2DgmM!SG2T9h=fj%rBk;Mki9XPOUop=X24_Dd
zMgk!>aQMB6O<v+2{#(cTCGJwxv&w?y_23D{>GOy*`$I>m_N?1IVAKQwf+5H*L3T5*
zXUk&g@Kq|rggI>AL9xXzAkPy1jC#dLfL7E(Z_e<L4D#JdF}qST2V7Db{O;hgK=~LV
zIw3y=_0aM$B?vyZ*<05aPbc@rLkK9wK(3-;VO+u~p!r7V*rvxAGsAh|w{jI=e25Gf
zpwJB`6I`x%lYLwzJrcbz+~ST__{7&{gU>FD!C?=9NDsg)Nt_fZ4QJunI=1uPc_N=P
zoC@hnFsLE!azgd=v6Ypksr*#00*To8Ig=+z%7jUHCx5#VMt!e}h83pr^hjY;%N-61
zWwU&jq*C|4&NlO>NpDwdq_h0jTjzE~-%>I&+lSqgYuw6`uon`_FBU4xt8>PNVxw7s
z8IOi4JF=%}k)N;o;OCj%db$_?cdmNSMMUkwP8X73O6S7Mp3z`+yJyRTG!D8sCu2d3
z4dPYk{+`&=EXH|Ql-17Q7YL36(l_^4oY$ZQJN;qLS9tz$rAF<uHJD8mgvs=RUr7}>
z9^4l%Ll{P7;S5lqd&Dl53BRs0y#RaHUX@T~2wvaz-zh+_waYFh)NsO}_#-8+6Y9Zj
zh5lJR`3v!$oY*NxeiEQ;tHbUTH{9>6MWbsUEOaF1+@MGYA8y`Xd50$$FP<Ywz5gfl
z;FM2WtWrKa#G3al@))YDZbid1<?eFw3KhbGYLxDZCG3LVld>&p=$=8I85KSD6l^wf
zxLxg}jFoMa(0Ov6%R2aG-8!IFn6Th|NkdoO{d)~hN77A3FDX%!JmF`B`?CJJ<@yWv
zWsrk4M+XRjmQ_f7;yw9W`vY&5sb%fR3S?Mb%5UAskoGjjP-X+l<Og&AU14X!zV{=?
z`4Q3X5bc<rER0JF?teyZKCA#e$~=yoxAqLrg1K2h#a!QGF5)`LA+$qmXd5^^wKG;u
z=FPGMmNhSox3K{#!d&$#8)x^L3r;cGu%~l3m+^}MQcnk^-=j}UPs;?vr&`pnf;6Uk
z|5dXdzi6i7&ZdC#w5t)a!8QM`Rf!ryrt#P_pbSZ&8_yTGE?qw?v4u!Z4tWl07jnu6
zTo1hScbbJG0zpv^Un?KsW|1rJ;Q!GqdDa$(M1&D0cr)DWPY`AD>H8uoYJLv6@L8jV
z=f;hC6|pCH!y|*QbbVkO1WI0QnqLVl{@zDYq^rYm&UUhYXUO-#Y;Y$uZI7Q8%pUZ%
z*eO_)<hMd7N*(o&?)c&UZPIs$d`&jV&x`=}R~F7eiwH7SQ-yUTvJt(`eRo*-K&u6D
zqrgRxE*_PZWINfan-7E=&mk|fMxfa6_kSUi62SMJam8eW9_?XG1WR0x`0GXg@Nn-?
zqF?^A%Shg|FC8-kdGKD*r`p|k5!>vAK#Pj{5%g7F)f4oTB(1L8;>d;=jN(mJ^PAA#
zt-ksu<ku~6IdmF6TOsRs-0$~r`>-Ub!Cyudl1Q0vdIVQyhA@BDbwd0dCK{LgxuT1^
zpulzhS3;)FF~}98k1eHI0Ty4h_rj?g1wc>5|I6Ke&G!o9Mbi$leFvw8x%tNpNp5W{
zd-LBn_o>*^+w~I;IqoVqm^+RX)*ObLTAdMfA4=-d8c)jKzqBXwe18X9kv~C)L~b-|
zsr%8qu`OVDX2~<|aSGq0hHQO!?!=u?hU$+^_J+{>B)*Yd#!3%5*M0=8L)$@wFNbhB
zJvB3|H2dp;j2DFgbDY9pmB<#t{I=aKln-ikCTFJ+ZJx30C562!=OZRrUKtxR+7cgq
z-Z7aHGLPhX|BFcW+xY{Q%3&7q)8O^BtLVfQ5*3ciW3A@fQ5!VxO7u<K)$b3|89aKu
z&t*LNL)2ynsl=>*8r!n7DGKkKj1Ee2r<YLuk|Tl_nS(LNi=<fRO*ubX;9_sK9DtR!
zpC~fU$o$42VLM1-CuA(*APb4Qc$?!=_S(vRuWW+GrXi1~6;<04yEFk)342>eHGhoK
zwcyC{e11$GS_f_fu2z^1vhBlel5HR|oH^~-3(WT{sWj-Fc%IG$#{d0}+A~VNjR<+f
zY|lJdBjblZ1u}j_Y*ivGey?nNxL#mdwNu-4!LWA<b(ic|^cU&?#BP#<lgWwq$jvYE
z2#<}u?TcW^1^s1tu3v>2Rz4s0g+AaPrmrWe9;|m&zF)a*f}QHZJq!m-Gp|hqN5~xN
zIv@FJxmi4y&xZf4{swKs_;Ykuo>eiXuikN1`@p|3dC#UdHXsFqkR!&#Ql9Lwt47_D
zlCM;%FEt7ueP$pLBi-lFKz87Iy};3Mt4)5C7vUc{CbK?bKZ6*B9H$&OK4fXh>b#OB
zrjlA%U&Uij<4ISBkcttx&HUGqwUIpzA>#fGdQJLQzL`XcgVv;YSo`Tth(L&1<yZ}$
z8_}FIAzVNSW1e9awM<lxKrd_m<EkXnm(9>diY<R6i#pe`7lt&Uckf|c37@Yf`WDUH
zc^9PmanE;-QRL6mxr#zOKs~&qrJW^djXP(b+<xja`W}_*le&+qiB9`K{p(u-Fze#e
z_Os>r2M>6t1V+m7IQ(5-3b=h~p8RD>D!L@DE9To>UQ`<VbxY2=P&R2-b^jYw0rJ&b
zS9Ky+_2Qt<;dSgU^(6qgZuJs*(br|ywiDV?Z`T)uEPm`af#P}Ft(#B!_fwkpe}6&t
zDSj*b>NoVO7j&yxe;?y;E~Ms;h`VHQvt)7Wp*|Ojqe<=Gn<h6lI5=sq^=&hf*fx3k
zhUFhGxAK<wHZsmxAG+m@dk9=0$|0v-7-C-Xa*?d!{}szkhh?Dm%7$-GAvZJES=wt2
z9;#=K?o45qTjSJOZ2S<##lns*HYagjAmPG*N}(w<BMAni>0(B7!!_h}u45kM%XgXo
z^fP0mjXa`6TKX~_-9p}A+3IL{g+OXOfi#rzoB)j~JqLVt!OWiBvMzG-ny2ODdV+RE
zl357UNM3On&%??(9M9`D!cW5uhn+PXw|>`1UFiX6L#~Xfoxoj(Mh4M?!CccXbQZ2_
z(W_96ph!_mveo$BB!X1mwP@iXHk`{>Nu@|brBGN`xUI||EOmuXaUFGg$D;ay**fAm
zxL(E!GZ#uIi?Jc9X@VP6UB^7?B?(4Eauz@x#QLeX<L?rZT=ioc%%gsP(CH=s&d1k~
z-Cc0=>+R&=ASQu_A0{t$|Hu*fW@5tYLMd^xt(s^-JdZWdbG=r<wv!5HmEa3#F<lnu
zNt?yc01Vr6pJCPcCb64tNpS{5r~$Ox;z9QXN&4vRcJ0bv1PNe&)<|AM`BRJE$wvru
z)5`S-^chS~OvK=>Q6e**+gWYsvKaQHn{O>>$`YPo&^cfPSB3glE<PzI2vqMJ;Ev8a
z?%(~iulx>hd|KUliXYP4Gcv~~Ht+X}g>JV__=P8PWkAI3eMfr<8{8Wn#N7znt8ZQ!
z+!y#~!YWjN_JcKaD_{$4C<oV1`ULn;%k>jy&#ZfITl%~1m5SU9Yfa*qrZ)LMLLW47
zar@fd#rq=h4)Kj?xNLnGeWz=J5lS+>b!-^}>t4c(iL05efq9%%fyJPTgbR7zn+JL4
z-IKwM+N%aMcfFQaTV#T-^FQ!>Li35km|=h@a|Y6bZ5HjK6*Z<?EeTO$$U-Dn9dcYC
zWWQXp6J!413G`8jSLy(E(=&|ZrnEN~;G-<TK9XBf+(`3(+0vp)%U1M?0<?62?Tu=!
zg<)xx{WlF@fls!n>oTds1iIK@;y+QGsA5Ak3{H|8@fiKVmAr9tD8FozDoDK%ZdGV`
zgq99Qvg<1^Xs2F0;&cP8rvY&Uq<wGb#N8iHwVXd-U`0Cp`LSOc$tiIEl$pzm*D*%$
z9YN!!R&Iw*`)*4T;&`pMx9mSjM+QJ7N6(z!X~5_*>x+}7bAn(JeYttJRlcH$UyfRY
zuYY<z+5B3~)(^_T^%<kGF25LgO*q6uD#&Xp7>rYizC=W-Oc+tgC*Ul3S`3-<PQXC8
zt7k_KWKwS7K=4;Y2@Y)KXh}>l{3hMLATOGoQ~GLk8;W5<@EkHy@!ALdS$_WSvZ7pR
z4kI7hFTkeG4xj-WGm3^l5NyegiuNYm&WEEc-u`1%2SumlJ5seJ0!mFnji#F!^>|OQ
zLYx)!6)RB5)N+kIp;>*xO#+1cO8X|%W_Sd<_D$MPyhYjz9aHvzR8g#}QgoR&y`00b
zMf!O%2u^1xjEXdTB<zm4cBYAMgp1e>pJrXN?Y0@mn`8_a0JfjJbPc5&U!1VUvXYHF
zryD8un&I2f_ONvDqlYF`^B0{s+(G`ATY=pvehBwfa|a5bt$bUO?m^NuJUgLWl+NXJ
z?Th6`Su5i|3J&A#P)NeciFulBJ)vN@m5jF9^~7{nn~%9b36872LUGp5K0z_o{u5!A
zh@<f`(dK>ALr{0t3h(k&)tB3cW?vA=JK-qf<}`saWPN@4N4@(ae`8{}{YK{zDvOJ}
zT707*MQc*YLIzB&mf!hpsJ{z9fg0?RXYq0(^c6fVvtcSKBK0>ZbOG7}{(;t#K%}2u
z+ealUiV~8)GqGv1LtcW2gUw;R%iq3Gch~SPNH3o~Quof!FIXUZWC=uZ1WY4$)K|FK
zOj1>52YH#aA0GM@5=?XJIZ1F5-MKEYh|p-Y-I!5KGbREohbu(>vp!Y-YdW72tXVob
z%*JnzPB^l^v+|_6Ujv}6GHD(DDC5F9`c$GmRPHSnznDYi@mDGj*2S`6_WKd{M+ovh
zJ&@N2xwG(1EXKvrLNhSpoC3LOPdxRyh`y5Rn{8X1S%*-2+Dm0_7Ori*y%Yh)UX;_s
z&klhlgp9`FmL((xw|udX>r}A3|BY=zE%^f8t)KX9bhq;~{^FOzd<#Y!I_Id_Zn<M>
zh&KCR6VgT0cVX?HN~BE0-emx<<Z<!eO~ty**_9bl>BbX~ZF5E5$V0ECGpb>5cL<#r
z+fV{5Fk5tD>`aMkr2GCvJdtLF`a=wLb$W5{+CWvdugW(WlN6byC(d$6l4^t04V!S@
z6oVu=PTff?1h!sJIxh2F!;+DPTYgKegrFOP^q|Ra@2gBu<$0oY?dU1az5GOUuZCOB
zH8Gk5znZZAB(lHaU@Op_Zz{DI%LS3w*~`?ziWfg8|1`@H*T2fVo|Kr=%i@EzZIfl`
z65+Y>SD&4V<{%eQW6aZE`#rVR)E|VVArzORSxk^Rb0w$t0Of^GbKl%sfXD}x<cL#=
z6ojo<W7a3n{v2<cFBO$xM5XnNxzX9?4Ry>LBnJ>IaYDHd$(;x4-7a5sEnj8Ffb3s4
z?yDuv&)jjzv^)GBv;5q71NHt?o-afbpX>{(WQI}yc$;FP(_S*_m<hd|)LIpN()F9+
zM6Uj^AQ|Fm2EWaFhGJEEs=ux-We}M2D(DjRv^6XTqUk>aYN|~U)EtF&j#BIR>gw%%
z%?}lNT~UG#`NG*lTiCXYTS93^@>f`4fqDl{;T|RQ_;#2%r;aE5dVo+!0QJMQcf|FL
zNrbz^@gF#QAb_ukQUI-Y^`>^^!?N0akwt8fL9hnM4t!TkO{BUI0g}WwUXj=(+3XS^
zuaJ*sLxS??ioUo>)>s=*!ek6r4$=afkw7jrpHT)C%img;zomo!IuGe?wO2$l=vBM!
zzo2mA7W3KK7qrjk)vFbYPnQdKlnku=jJiR(4Ekb)t7uwO1T8Xsj~NAY!6|c?@!hwP
znT+%{nsJAE!L+|t{XtSxi!(Qa%-T^n?a(CiF#dc%#LtBbCw^EjeEP-1QKi3H_vD)P
zB>IV-j|r{6@TIk_0;=Krm6eremHNPNaE>0~au|2U-jkyOnvQBN*zw4GDa6MGJ|_Xh
z4?a9UY=2#*4lHn__`r8(1yIlLYi007pt-v5X@|B8M?Zo=y_mCxh46eM{UqF1+2Ei@
zt6T1+Q|`s2!GBFso%#In&9mM@UhEY;vdL>BL3<<N#Ne}rC!ctt?EMJVn;YmaT61s~
zvwjvMBlg;yh54nw7+|qQyP7onA)Ifk=MFA{Xu=H?IR68Lmp`-TTLj;>J$r2P=(Ur*
zX1@Pp17Ab-^6pKqH=78gk7@JHP1?*&T0i??X)ZGFVIS7w-2Fo8{Nu@R-bE^QrvCl3
zYVSvB$Ohzx{Fz^4Yt5^ps>@eUN1?hgcpYW-+CCHuChdF5zv=9O*E}7H{Wgi5pg~n`
zzH%}5l_9c1^zu|LRLC0(oze7}TB=2T6;MRR6x}Oe8Qw76n<ZXR%HX74G`X1!MkCur
z+G-U~ApyT3uXX#}!5QGje(Besb;C&k-mM4W5zSZ+<MXa0`(?EB|7G4r8Oif#aAcph
z*<U6HxxjcPZB4EH{$J>`{pB}6>wKzExS`7z3FoI_3x|#8iG^nS{*+AU`|*^{kY5f@
zzfrx_B}YX=+3bEkPtw0ZG*1LGRHDQ}&azyiw<fXS&W)@<VRfbo1uMqYB44!2b{^++
z?_?h3UOvW4w=2fh@zS}lMd;LxbTYS{S6v7`6#qICOoDd~$M9B@8ZA<ea-h%>!!>Js
z+(!ENe)OdbJ9xFd<8L3U5Heh9RwN8Ebhl$CCpHZFtNRcg`ffMeh3s6qEHG&|5zXUm
z_y%>^;gHcu;?u(-e!9u#H3cMG3)Z&P1)#Q@Eaios+x+d&VRJ}~b_r7{0!W)JM&3JD
z9_)UXM|5jY?<j$|YzEv}_pJQb_JnK>;iQw^J$OI6jFkjSLGIDBYA+|M@ZHGEM4NXu
zQvtI{KNy>TKmZ?5#}n5dDh2g!Yb*ZN^190H@Pex#%nAgcId7qDG91?jQ1<uUMT0la
zjCRdAj&d)D<mdaO=`KbBU#Mdzz#nSy-*1h49JEr_aRrPISgub0dGsdv=X`q-5SAvl
zk2FK?;NHSse@A0N1EyV3Hu@kax#6OOwz(@&*>jP}`89n5vWZ#bB0=?E5%84SfpAx*
z9J@Xkj>&P1YFPiB0gMXUTWnQs@3K9CAPw|P`Udo;t~07y+YMdF;klmyrX(LYEzJ=v
zbI~c*F47@F8E%+40Z*5+chLib7`up=sqP2#AEubP#VEoF4!g@-CT7i<=Gb^A(!r%E
zTTg5FhUsWr#8CfHFfknL#2AY>0y)m4CR}ZV4cC-T>&@swodTrGW>Y9r1FW-MN0@)*
z&8S4#on(h_5dY@!2LkfJOW{~4en!~*THm)D75qP!d#Lhr4j87Wjnf%H&O(rKJ0#S-
zqWpv~-QbG%3{4LHc}!&h&5@GrE-5a;9=@FS%A;%y_lMjApUP(@WuxBo=1c|s-T^Hz
z=wIObMY#-oCOV{FMg`X0;kn-4$|=5{i|Sl;9x%29fG(SyyLC`5Bawlg>l;^*k4B-q
zWy@mE81P3o*@UkY=G%`hbDxUL0PA-;_$oJ5CaXYFoegI<upM^YSp9(JQA)jN1WcBB
zsSbhptjU!Bt9TtJ>}Ms)E3)|A9MVl0Q2-g(Kp)f7Y`Sm8Mc^jZ(Q(%?ioFSYb6DQ%
zQU`U}$fGz=BRl^b-tcd#za!a&NXQtG;0S(iC2j97?XDQ556x1zBdxl|QPLB8<(<(*
zOc9<1o#A-N9YSMs$~ON98Ze)ItA1sa6^I0YD!)Y_>e+r--`Y4Jay+uGqe4rD-~Q|5
z!?8iRU9WItT#9@9ZxQTrw##No^LT1)H44I+=l7F;P{-MA=PiwgQu!+Xs73teu}*1D
z|Cs#v4gWqU*ICz=-*ZsSEm-u+_h^cyST<DJUtUdh{voK{(*igynP4VoM4-vFB;j|{
zm5RLuM(1WZ9>od8H9O6mFdl;OEZu#ue8pVm;93m3)uJY!FEocRmL}~_1kG4C?o115
zt3g*7s?@GfH@&RoHwqE{nIKvlu38Pjovz+`qlL6Ix4fL7F8e7hfrK}F-+$=M4YTqQ
zer!iF%zRwhwHL8}2}N_WR-!tcsIX747UF`DmWN_20c{%`%H<c<MTPQ6Ydq|}HRDOm
zRt86~+S+`ZwhJ4T?HgkM3{eq@iKWBH9Mj-ce`L3D1*UxIx)gW@Tw<>dzKQBHo>v{;
z3E3ACre!5bQ^8_8=A?9S^0`+Y%a=LZ<uaS`F^O77WkijqUumr<(_S+Ya{EH<-v?xZ
zNT<W`&;B#@V_D(jirr51Nj%;R=BA>12!25x3O|k9qr}<F(3St8N=v$ora+|i<;#kr
z1Tl|vROj}bx6fsO1T%{5E(&21Z`|hZh1Ct-%Y*3M{?7%HJLL^X{$sSS#WZZ2fmd+>
zB(<bvVNG_S>}43#@zVnXBRC`ou}53#2W&Be`SGqiOsmURcZp;A-^q$6f1-r=hcf?1
z4a(Y|{(sb<X=I;hX-!V5u>ppn&d>dU=8Yb`6G}O`OBaOH-fvS}kv?Nr6u2}NhLOxJ
zE7A)U_zy9!<?ozx4B#>@-S+P#Byz%xdz8XAN1<CIJo$Yer(A`LHp=XCkJ2h4p_=>p
z#k<B1*}E_l*<3|mQ~K_<Eyt!AAbXMbPAYS%#PR_SJT1E(q!|bP)jU1(MQ5KNw6FY7
zQ5>NW$SZb{@R;?M#F@pDxEoACBF%ryfJcj=@`6Te(E1RS3f49xEWPwQQipGdXFLJl
z!pHZQzym}~c>DQya~Db<ZnQxAG-~jMxKr}@D~rXXXC+wfXm!i`(j}1zxXEaXP~6;j
z4#6uMie4#>DA3>E`MYSndtZA08RFJ6VR@;;vW#b5slM-Hut8;FRbqZyvhLqUdX+Tq
zg8Mavd?HBI!=v}mQW$A)NoJq}vKxcq8|{=d$5Zyxwfri>1}kO>WnM7NE?EYKB}q2!
zP4O`kt$6sem&~m$&6&eQm?hcNj9oBgMM3{PsX_|=HARf~?;FgHAZ53{)_A1noRF}j
z<#6TaZ%btcqhBp1u4^uC`7u8<CTslOo*PtX!D?A?(zsAlVdpKDV}cKZ%M3A6nE6)w
ztCkmb6|-oJW;H?w_u&?MexQFC;1ZVR;DdZi)n!Jai|iHv@B;w&sn2un7d<DmI)Z#F
z4CIksA7QmSi*J8X9*}>=Wqx(kKXLs!dU4`<r8C%mkt%nDz2ip(yK<)b*!Tx0U=x0E
z(~FPb#25brc8*+Dk0J~AB&Fs8U`P0zmj6lUt8s2VYFQzXq2MC*Jk_pSZXPH*+)MFZ
za~C8#%I{ZF2QG5_Q{!x(5dR`%xYt;gc@3a@?Fw1xTfOWqPE@ynT!yQI6_M&z*;o_G
z$Cy?!bU<#nnR`|0vS|iR`1bnAf&k3xejqWNA#<?IK7!90Z*OwkxTBT_$L=?<x8zL>
zXQjqJq~UU9XZ*6b#v~oHX9-EVJg)-6`hxA10-Z18SL2kU8T^t(h!|8(Q#HfYzZl-w
z<}Nbn^YYR0w-x{eIK!Ii%dD+tuj(BqOxTrwwWHzfpM;5Hmz#-yMmv$0|I+R+h8si6
zuAmlvi0#kjfxK;9G$TKh4VQDswmsLQ7i$78Q}jOEjsR?e0kI(&I7E^UPBs`S3b$1w
z-~^g8q919s76{k`I1pn7Ml<iwR;huM`^<xP?jWzf1ObddKKNPA)mM%HK87r$s$SZU
zD<W0xzdkcuT2JAF_8-Jn>>nog>ek-XHw4ESdH2%!fRBz<!=e!YrfZh5irT}uBf#G4
z>qp4`ipA|43wXD5*7cXj{tVySrt6&l_Wr!Qff#VWSWbIfeUM*68F7VNLo?_jwCeK1
zc1|9g)o}6=E<8npPtpUn&W<kF@fV)NbW-9kt`5Ecl8VEBb!`;hd9{bR2o=hr{F7rr
z%{+qpwYQ2jvG#zf|7hHkJXk!`v~uP=S6pC`gxnyVZyR=s5t1dHxRF~m>UeEvL_U2A
z;btzyb5uPo%IyJEmrNokt|nM>Pw^jK(<QQh%>Pv1yZEzzpdIgREqGa2<6rw@Ig#J~
z8v7irHyaytg$&|B0ts>+h<*arze?}LlHc;#ZMv;zM&F|oa~jVK0Rv&3hKm5-qa`+u
z)MN1Sdss!koFP;v339<GAshT+J~kO?`nRt^HE^fxX2?V*Qn{@rcoU)-W96h;JkWJH
z+!Da2PdgjJ$9S#=%zKp(ssq{#=0fZ*`I6D8NM@$)(CnYdWI6!Z(F_hb6j8>?7!1NS
zZPF-;TV5K=5ZpOVy~9P@V4AbN{LDn5!Os8s4Aj!o>eyqBTr%~5XaaYxrX~Yup=$g;
zDJ34kS_%9ln0^6(WGDgbS3X!5FEm?2`7ze>iWRVPq(`vK(3668vK}Q&b@!`xX8%Hq
zQ&a=~lIz9I%X>!W9(lwN;$7ybt2f0&-M;=^jP0hf`<3)|kJgd6(p&m(f8p>M`QO=M
z(Tj{p=CIS9fj(eaBpGTo8RJ#7>1B6qjVUUxWST)`hB;oe+O_rBFM*Z1CNz^^cI5B7
zP??qci$@8FLmg)C9tU)l-aYo*ISZYNXap%6to=#Ks|>G6>rigv^ajRug1f>!SFEj{
zMt}HX%XQ`)-Q2&8T`3_R<d%@?meD=&{LsFn2(|k4#Ozb`_oEDW^$>Yv_=p37^)Cqp
zquOE{NwLudIp^&zVm}%-4P5e`6`JC%4#&GBe=Tkzbn4C6oPY2X`4BMZm2=b4Q%iI}
zoMMQ(m4{a^ejwM^?Wph&zvy1XlN^tN2}gO&b7&wob`QPlG7}IragOc6d^W|oO%2Xt
zl*1vZcZ>AOZ?^M-HS+FUsTTL6`;sL3z$2PJ*~O=`_g~^mGQtIdI>z9g@kb~{^ww>R
zw#x6RB|jZhy--%MSU6}pU`M#TX=o<$f6KDq*!!rY1zYL~!v@6zavcQYS_lRmANzzt
zEzkz#5wo(xcdhg8ggy%Jy#!~lzh#`xzhbSFDEYp+Wx0ecwgS+23SYQp!dwH&Wc2?!
zNmVZge$dD6N#_>)t`N;AhB*sa@O8J~?$wgay6MAvggZr4O!XbQyFk7;LC#75O@l&*
zYA(>)Pg`=9DZ94iY+>CeQ<9prr}jP`OmfNhYY=r(LD5jj60+B0(VWL$fC$H^jms&r
zMB^^&dqOqHV6@vyr0jq4!2O=2uC1uZ8=XttL9x3P$C)kjlk23k>W$N+QbyDP{31{r
zlhoS{n)kP4i%R_*jF-0fRQ({kTfuv)V?;r9PJ&r~mS%5hqM{==VZlZmKRfrMg`W~Z
z2<J=We#ok?Blo{%>+_CJApV;fk=O~{8P)lo6^Rg6rAosyYw^n<8$X#5E&tRUEhL8^
ziI%f`vnpk7GRE6^36hu}eXSAOEZT>6t~GaQ$8Kf*E0insB<ILRfCb<^>|e`}Yg|tn
z$FJ?zqu?tl#|g^*K6@RnIFg!yy4SvHdum+j&Q}=c>|YN%Omign{yDs{nNN`Wnq}OT
zDgTKId^te+4^amj1eeyVO`0|4okpR|9SZYElZIbqZS-?CL(W$${!iwtO*2ecF6=lI
zOb*piXy4*JuRw+R0(W%%Wb&Y%uXUmn8K4s~#Db3174<@TuCu*-({9|8p%nU?9;|t=
z<_1=%C}g0VIiz{cRhVd_x{X!r=c3}!p@dgMRjVb>@6Psfn~r4k@Co~~fM_hkC%Vro
z_+HFFh_#%Y89?`jjr#_Fmj+#wH6?ZqyvkfWSwjNe>~sguzRq5QCRf**`XQTZP>*wA
z^cK}$UIyj_&H{xXLbJnQO|w{%C+f1h_}7--x`)Wp1f{qly7hs-_@fAlmflqgttHW|
z_2UMb!}y%qh(@2ia<y{LSDvH#tkaq<BxVq<{4fi;pFk$YcCH+kY`by{4ym5l^8?_c
z4aa7I=UK7+*?V1yS<uZsW~4OeS1}U4X(sgr9+DaMTiNnaQXLur{Hw<D6wG+-RCFT=
zXy~EF5Rur|3X@SXAMQe?f0erK`?BR`XOug~(tYk(yXIDH%wvF-tytpXUzsCC>+Z-!
zLic{q#I^@}u9<nMrkfYy8kQR(>Mq)jkP+{<dK`-E7Po<{tFy)UB)!rkIaFMD|Ku#J
zkE7bF&V_w$kWX7Fq_-q+vF8IqrxbU|l%*lX&m;&hFblURE9d;_5X%h@+LgSZaU{`~
zX&QG;P!QWrBrJh1)7|<uJz_q3;I6k{Yghj#gCrZDvZW(HT;giWh}e6J&Q(=rfQTe>
ztjtuFq+jpKTWg8rb8Gko=jt`!#Vzg{a-sHdGI3QlgbRN`UWCXn!{E_lYrghR=M{3L
z{dHGdX)@k19CwjmP#{X>nyN%SG2WwY;UasZ0nv>S$Jz*%7TJ}zF!qocQEhUre9I@l
zBR*zHYQ)jTr4~5AUJ_z=DzelXK)1Y(nyx7;ByRU~jAk{Ktcf0PPbrh#Mgu*Zp&IQ#
z5cL7s`sd5f37qObNS{MgoE0B^CmF?H2iWg!hDlRO+2e;}>9LMbAECn&U&EDU?evTX
zMsM016?>`8`hzU<aY@b3-4zzGDvw6#k!XfIV9NMBz3RHg<2+{c2J+QhsiT6#C?TDS
zCaitDlM3nenUqT;h^*s;Yx523s>6fRE70cGS4XqX-;JX8xJyeOXEL}SmbbloA<(iq
zcsf{v<%BXA(wY0>2g_yR^NEyHsF^v10VVw}DkHd92q#U^ue@)MtTXH%ii=zXJpv>j
zv)4wFD;~n-%jHw%Z~dKL4+aF*rN|5_peCG89S3h#;*=E0&%X5i37c^3t9I0u0vFwS
zCt|VZGm#s5NkvcR6{FYl^{wd2#sE#9o<Unb{15nKQt7X$AN?BjW3vs|s`+WBdk*<<
zakKpChTGpz=?{qB3HXO4mZ8+w@fXVsBSz?I%u{V5H`U~yQeQbc`9umkgtw9dl%RT`
zk0Taw*ht88qD>!io$R}cpocW>fH%$ITjhRX;xA?6G~59lj)xCyc-JSwB_nP9;9yl#
z;gSkoG^lFbzb(W+lc4Kt)1><||JA>>$bJ;ux6HVoz`JZW*;U?aIy>_1@<V#J4g48X
z1t}dMcN2hXu;^{#`uY0afcsp>==ZzoDprYapZGFA>$k1MHM$^}wa>Fcve-$|i)eTS
z-bB9^$LB_A-l^+vl>sP?-^X9HHgJ7?A0GT6z=L7^ZqW9h9u!Q}A^___#rNgJO<0z?
z&m+?C*uib8Uc7{W0u_MC;0KHUfL!0s^p}=Fy{s?(og!A?b~-;zukM~U6PG?Az)(=j
zqJ93<tHovK`VT{2Uy&+(U*D3hY|Q^2gKyt5v*#MIsg}4}@+bE7wp1jKTyP2h&(Rp}
z@aX2M8gMYgzf>c{D)D->be?G-5G_|vWy|$H=n$PPjnH1v&gWM)#NkdXgUmjLIjd6z
zPU=-;h&@LDwfCq)GseVh03<^0MMMC*?iMlx(u05W7Q5ue21^YATu$Oc#4F6cCGXEe
zmgkO+=J@I8j$|(;57f`a`R%)(-G+}djjueiz`4Ft^%iqKC5}J&LxQk7YHkwXT2{Vb
z5BhNn0dGAiSels4XQ4sN?N`l`;6lhw6baK33m0ygTYZ8r?b@4_9^-XBrBn33AZWpu
z9Y?t>GBiUwYZ>*wuAuBa67gB4dsFsuV)h49ceuK5wTgquvKQcqeJ<c}PWD;JDkIOq
z^`xDgRC~a@hE33~edQ}{SAExzPE@~enBKks7O28rHt6nBLioFwOBiXXl0OCU%p>rV
zTz5>@+<Ns(#g!fMJjPvyJ*eQ%RO4$D4T~IwVx~nMea<ZP?EU}IPl5_@hM*hm!i#)M
z2|S56-evm)wKa(0Fi|GIy*>OBSt{&Diag@@9uW^bnTrAgHN&sx#_v?iE7iZH-mt7F
z6&=np3C8F`UV36MW*IKOtV7goK=_%-W!U}R47ce5SKbUrZm@h{V6+nw`uKVUA<num
zk^`z#G`~5X7s1ouRvOrXZohSJ0q;ra&V{k`-zLZOoBSatS|DxOA<c;cnh4^r2JO2b
zBhdp|Ha3SI^4dsHg#aSfbs!KcG8PEyJ1|v<eWLWDR#R820;GRRe!Bk?ETkl`7L)t^
z!!PT5c1{3Shqk)`t}G?hoR^Df=!u{aq;ZA8JDWbI++HYA{J0QrngQLwH#HGigGo}`
z>!YKfF8!qyygcq>8pdP#nY$o6^7hbH`M_Bw)jbkH0b{g3KNQ08AoBvfnJVe)7|>^S
zMkR6z<$rh5oh&XO_vy)lA)~il4a40P%0}rgJdK0MONHWHN+%}a$y#?_RX6E~fp?HS
zCm8<)jlG2-0Gi{9L~Hx%5C1TJ82D-0_X8=G_*u?sis?^ikk;w8RZ<+PD>WxyaUEsr
z+Sc<KX7Sd-G7#GFwp)4jeV{Jc7}z_9bitX=x=?Tl!{jd5cAbHF;Pl`I%rQ<$38vG}
zGg#t{4Q9fa5^tPpM-p(g+_;8M-*X>=Sr0W@<w#w$fou%7hg^E!O3qYMFT4ViVG;xf
zH9ziE&-DLDX>S}yqJv^8>oy`g8>2^=sU~j1dt;Q)y$nP#R60wzH*iO=ufSS;xRfG}
z@n@LzxT$gSOVlap$p8A%x)Q}71}-@v8_=aW+fa#1!?sSiRz=nCeq45kX8HLFjGL0C
z30MDreel&sBCRX3{+zg=j#>2lb(Vv<KmNCRl6BZZJ?pWLIwgZefZrRlk!V7?QzT2j
zFdNrZ`hMhlBh0RoZb;8;mUX^d-*A&8;5Fh>jUt|E&fya_DrkrX)oc{Yjkh>)p@E5a
zt*^aKuIG1Z8z-_U!DTvPhgdsM-VwgT^q{2nVTh;a7Q4I3J@*<@!ObKq5eCJp9rF7)
z`<h+Ai$^RH!CCM858^Uz^2aR&_l(?t0bSA=FqrPIxjn?XWJj<Abm?n{L*C5_;+ylZ
zxIq}twg8kKW|8!R)+Ge9=iY)BJQgwJ-QN@6Vis3aqU-v`jrJ3EJc4=}N5dkPZ}#rB
z*IEX{K^BqA9V7K4qoVtsB+UaTn^<+lQ$lfh#O7{~DHwIOLy{D=*m|Lh9{cWXqI4fj
z4`upDc?PFf)E2lu75hW{ty1q1TL828ZhE{5<5{@(UeJ$0E!IxsN|`hMf5aY`9X|!U
z&6~)7MFsERMj^wb9i$(=UkzgchcMG7x5sk#WXx4%bE;*I%!@Fz{B(`rm${8LPLAfk
z(Zd0z*T2agHLSco1~b+?I$eK@20#!qKm87ujm-8^<x;~NQ{q5DRm~~2A2UcOQNoXN
zFA9ncZe*U&gl$~!EBX0ejJzbp&6)m>GK<5qKhHScBS4Jvc47d?&lT@c{@{osCb)ah
zqcK#Nx-7IOcxL`9f7Yr#JDlS_f6{JdD$Q++N8prf=F!+^uA<5FU#Ew!H1*RC9w#}-
zQ_6_XxHGAW)7Lr+-qG~_;qi{z(w2g5Aam%YY9|(ns(oiIL2JSX?lveQdR#VnaKF~z
zZx`ZXuKXG=Q!g#3?snM{_<m=ee)$sQRZ2~EpW&y;>{X}54Na?7A7$_-aadWm?->^t
zr7Ogb-Va6~MoX}`KBgi`@SRwlTywpBXxh-Tb8=dcs0nsJ+hJ3RpEW{D^kaVi7qYM@
z=s>iy^JGe2m~;@8%d5OKCq7dBLC8Ew%1yG<uLP-^;ob6GqgyO}aT+nlJ&cjNN1mW-
zr{j!JGJE)kt*d0g&L0<<525?`WQ{3}V6!5S?tq{0=+O*{RVz8+Pj^8UKlP8`&cC0+
zohSYRewY#h5v3=~JE^)i<}sfZ+Pmbo(v~l`mCJ_|0ivRCbWWJ)#Eh3719Adg{zT$#
zH!*{{>rkIEUX&Gkm}A{R3UZR>bq3bCNNEBoAH*HnkX->dYdKL}5yWDjfBaVOD}Ks4
zVyU<MVe4EK#;{y<dULVU`jl6#L^NdC*_*|&>0sJ-dow&MTyMC6zYe_@yC?a!RKL^c
zvDG+K70okt6CC+M9MrlQEIp|F<zNzQae%P$Ku;hJ|6S&W+2LRQv_XK17A%r0_ys*!
zZFMM7cRM6aAl$R^d;YutyutNI5s3aR_Cvx~R{G|AUgtj4z66FiY_pKDeQr9v>-l93
z_pY<j0g^a|uG9CVPRxjU*?ZZ`K6&9Fu)A8nVDQ#FaGIwdmvCDgB`5sc)F1Xo<HH@_
z{OY}0^UDNd5_O9sY!r;vn3_+9MlPUGcg;4hN`8!h`^L=O<7h%V78ngXxm!5d0)VaN
z65xKskFJX)7%?M7&Deh>oFfIrIWm{$?Qzk2W|*zT?(B3@Kd^c=@&XG{Y-v3A^9SJC
z^C5UhZGonh_?D^X#N+dF8E&#ap8#W+LZy)3kzsJZ&?)mXA^`{vlUi7QKIJlDtX1PG
z+aC$svk&Qo^V{C{{29|%Y|SW1(*N$9m*`?2|0{V|9iV(-w5f)8$f6(q(rA4fVJTD~
zbuRsqiE9=d$>ZjmsSaa$+dZ^V3&S3}etoX&h)dW~->~b!{8-s4ELzQ(DHgZMzTJqA
z!ofkj7Far3*3sUd==XkdVAfi{{3{|dLf4ovNtf|Ch%NEJiohukndet#l&wjrV?;WX
zNnR20Cf(9rTHJdc>S(n~_4tarFmbKdO3M1XD90md2JwqO_Dbf+*_N#9xvZ<us{dng
zTS$%Q@=b7+V{kL}S#FWa7$_wjxg<X{&V;iBs@hEPWSTsA=4N?M{!*PPS@R`tx&W7O
z<|sz*{q0%9pP%HS`)pcOTl3O<RkoOq<bsj;;=ujW^ZN8z_!Cf_%}w@6n}`NF`ZD*?
z{-G0hn)0g4S8@Ip{?S`eV%dKGd2nd4W9>S-<Wf!OxvuJQiS=&4$Xa#M;`)`KuvP<}
z>OG*F`O!LWLtd2F4Ks+g9gzRO_v+*JL1{dkd(qXsA$K<RPT{wVjq>4(SlO8P#_W?|
zl#OfENmAdD?oKq?HEEdrTK?GXyqaxui8+}cP?`)j8K(~Vj%5y6aKSo+`lWhem&`A1
z4PV#dM0qYuuVDps_1FB;JLP89<%;m+T)5_4Maf*dx+P(o21ie_?TK<i*hZm!f}Hpn
zd7*%;7Ro&1FC&pnid~2*?qJCqyu&N8=wAnrR=AEMrk&XIF2q{v9ycKSsNoX-<GW)~
z_<PF&fFj9T(Kqe67}mLudds0N=f>ESj0q+qh)HR`@zWKIwaM>+Kc|pov_-rN%E<pQ
zqi4?0y89!pHF*Zw7G#cs+CM8%L41g}lX2pml9;zHv|gyUF$vbkt<&(OuPa@DFl<8g
z=FwyC{zzwaP^_`Gsh^H0RV~>Enz%QSszjjr#1d03tXG-iT;99nc)WkQSu#CoUc)PG
zH(%d1Y)jLBMBE6sEDpRe<n=S;IVXIKr_Mk$FgICc39shit?K=}K8gh?sRp|d{3w4L
zrN~BH+n+pIK;=u(l&p$CWx$HzO%1uHNBG>umj(DQ&%CnOhVh}>J6ZxwJLZE$20P{t
zZR5Cg!ta~_BBi!jELDAqq|NBrW+FGs670L=tr==Mr7nl}6J)J_XDsjTGpYFTQ?}Qu
zCsQkqBj@mEY!=XWUY`bZem%%|6=ix2EIe<M-Wf{j;eLw}F&j+IR8$nH=-mH4X=Ql9
z^{br9auWKaSIVIgQOuvt^-Q@JoikI9T+3>^q^b+eZ}mFXRCSZ0{zmYHRW&g)F=I}b
zk*p2=?LNING>Ul~K6-BB_W+DO!Y}S9c8`W~n&dxQxjNky4-my$zHmafIPEzh?<Bae
zoGWL4&gaeS;}QbUqJcW#0BA#ojK2RI_D8Z){TyTIM*onH25D1PT+X*6_P>9f_<mC3
zh$P$ZERAs!_Bhb_Vvfo{*y;6mTU+vOJQJ2cjnEopo?Lt1xVm3&_Sq+WbP@RvJPnrK
zfzrNg+v<u<u3CzBOP_a;>q`VfrCh}p;rfb6%f(=JqF9`C#H#yMIlLtG;(8nJsn#e%
z3#{#{LJHVE4W0fus}gDs=5dtJBA{7E6IWk6eBkU4mk?&>kH{N*Z278!x2zHMLdHhz
z4B`b(3aL&;_F$8hFkeyHHH7Jn^#Z}?cgF4G*PvI%9~Unb`oCY`d!%NWcN-X28R8J3
zM7L;&i5-YEVf_}D|5VMi$m)2{dRP0<$kKH%088x0VKb4Oe>C0x;UV<Iw9)Mn*Lx%-
zX7>E`)bTEPD<}0bEp;1~8_Q0}I^ez4kpITSn?SNzc(#E^JU(tr6r66WywlWT{_bAM
zz}RiTJy1s0rX;JY=SOp@Es4^kvVwZrI%mcF&`_pLT>&+Ob&N&pH+Nu7>x)z(WhmSO
z<)`1j`0-<p0)~om$e7<$5_*^njN@Ji8-$Rp7>%5U(ILa(I0!769(UTtgw|h0o9wP!
zacH=&qn(7ybm2|qw>pxkg&duMM`AbN)Nj-q$~^bf2h9Zf4xPvS<YaVYwY(o6=iF<3
zjmHgV$Bst$5<TQ8gbSkb9{?&Z_RIS@Zp9xZLJ%jTCxpd`*E|rH%Tk$fztEkZwMgol
zy|A4fm&k6N{-dBsxVoxoNzgu7=2-iqPNBQws$%<n6hyywo(~e#8;%9_)wNM-30tEr
zEBnxghANBDSVrgNqH~(mbhIcw6n_@@3+A}z5i|R;KlQxZe!j?Ge-x~B%e8<x6ye6I
zM&ZF%3dz;3fVQS(hsvlQYaZ;(O`HEX_V=%Up0O#mQ90_f6FB5L5$O$B72lhMphf-@
zqjt$~Il`Wq53@t9;1*$xmClS%PB9?(-cS3cG~u%nEri|5gsH-s|4kw|0EQk@pOAR6
z_k6ow3Qn35DWc_Sqz_O?qa5$-82-iGE%^1NK7Jx%(IGCaoyaxj<FDaQF@Ew3fpQe*
zAm36y_jE`&5I;=i8@A~-hJyvHdbW;+&vT!_>XLU-+yO63bLi@ZFNjg~V8}e!?}PSY
z#?$WAh5EiB4>~-1a;f@3!X6P2+SS|kS6vvuF3^}M=2cZj95o+_C^5Bs#gC=;-DNIW
z*^{8XT&91iow~Mv)4~^?=crX|OXwWam@_zT#{b9n3_6-Thss(DmLr_`IPC;E+++t9
z_-KMv>!G$ev1E&@%5zWo|C@Hv*j&l3${S|UVjmAhuga)ZV{8yLOSdH}%K>TT+ej2K
zx|$cH8X@BklpnHYblL`{7<x}Ue!1<A-IbqBy|?~Pj5osYZ<c%d@><8gWScO2+X)*J
zi$|ZNV|lIm(|w6lIW-;gnju1iO}4A$7@F9wf?;V0cO~dnD!T(5W<rTcs+(WGjR?n&
zw#xHoy;l7Ie@O&Ln71F?J2Vz&AvaMhNA1=F_#s<vv_R>wX?0ck7ne{`F)-TxE@BIH
z=|rvrYss>n!{=KWkHv5Szx2+a0`WhahMl!YWKF%5x<8-uyiZk|)#ibnwCHU842qr;
zy;FEihn>&^xp)`WuI%X>r&78aZ*lcFb}jFXHNIlGOVxw7S`yoVEbT!bA1{*HG2Zyw
zGsrD1@Vw^R<$E3l1yxO4GpGo^Rlk>74HGoig<jK(B^>^Y6z8Ny+7+(qZd<4x2w)PK
zavHysl$j^5VmEb*edVNg`?y$dHpIJL&r5G-Pd8=81`1T^X1nwZ0^{Smx{vy<fK~9Y
zeCUMNcXzR9-A6|6#Wk~2ULsHQE5VpM4hu)uJYiZb$jjjkzOkyD;ajYIVeiXoK;yov
zFV^(pIf<^7_F|N^O5c}vL+4xdUh(85Z|%sye5I^yx>q-u{9Uw<PaJ|zugjxj7&`~X
zNI9w6k}6-{{?~-ozwF~T1KXTlUt=9}|H{$fVymg!&lh~JB{S1$!F7!(QM{hJyEQ^C
zwY8UABhuYmNjR$9n5od!PibJZ{MY%+HW7L?(%GNsZbZcFjF+7HE=rpN0&Bem2&zJ~
zwshX@Qc3Mom1{rNn#VC3aR|KyuwysFDq=;+&qVw&<ke2%sPiJwdqWZ(T#XtTL2kX<
z1Xm5$R88MzOLsnY<fCy&KmBgE)umlYaz-QnKL7_o_`cVWPn&#IROli?k(g8nqe8zq
z9<@bGrF-GKHceG54wofO(8fu!3BS*KjSRuB&;b>S{&AbuEIL9%x&yUFD^qb7UAU(g
zeU);Ln0ugYye#||xQq;3regiK1D6wO)Bo<Hg7fpCyU#IE9y>jyzx%k<6-sqi8uj)?
z)*HPv?Pfg->wQ&V8|#v5W{!2ltVM`g{>*x$Sx?FO3(WeLJsBE=OvU<d2O)A)8^o_Q
z_S3E>g#A}rV?)-%GqC^hQHHr#|LIYN5H&EdR1}1Ht{^O33d;CRmYY6&52b@8Vb^>Y
znv5$Qpsb{LZCV~i@1ogj^cUv3bGzj<eNS$yncGZ^pI4OX98N|aJbAe6MJ^_v+oxCq
zK5Ox2bkfySaPN@pj$d<>OS<A=Nk^w2(EUI^GTA*VchQCWuw?f#Dghh0(mxa<20K<F
z1qQWW>8TY-vD&DmJ$*7I>wU()jrE}P$qBXoh2tZ`@u^t<?QmR$sKw8$N1F9itiQ;t
z)h`Gc8H7y9`fmmy`oVJ9f8DI7Wc>wZz5IfZkwM5*tp9cpVnWpLGwYFNJr(OOGHde-
zLPiE5Q?mY>L5O|ucK%=QkD7}0-|mmHqvE|^H|ziY6RiJaH|xSi#d|-q{@;Is^%t16
z{skcegOIsc|LGuPfp7zc?T`AHw6;%~^|3)Og4*~E7?ydZ48gY5>UF{->pP>?Gp_M>
zuvG>=6?O0`uh4~h+RBTmr%l~hs94CDRsM$;b!GV<THGR}NNlJ_m!(MboE?3Z(e*}@
zg<9y8M74hOc9Lx?FIMuw<4Ggasz(Ah)sbIvqW^9^W4*agKz^G_;M;KfP4Yb5?^jGd
zZSqz^Uo|@vvlV<_LaGo-Id^_7@pa9edo{bug<dOj>T}jk#tsDaary=7br!#ED#Mp1
zU;8q<dW)X{yfb*w34D5aeL47u!Se?X)`to^TR0QV$}Y$WHPH7_D6QNZsGK~z70ygW
z{T$BRr9Lj4;o+gmhaal4Vq4?wa3(f1LN_EOsPe!S_=ypkXK~~!oIBpM&W9=v$LM-<
zpMd;1oViav9nO@KPn*1zeDtX*E3Qqq!<i^|B`7E0hFKJC6XVj0Bvo3xq6|ZLsv>t&
zZ}BsL55t-J;B(<jDfo!Ni?)MRR3yUCV;rflvHMAbiSD@nv-mtTCq?PmhUZ!%@5Ox?
zTn$qf#{6ifo=e=Ioi=S_ZO=oL<2E3T-x&VKEjILeTa#X<a4+_`%V<Rf_v7MvNWL<Y
zc=Sb|EbYaSx5j-*xUAZ4>>KQR0_3pYjo=>gbih)MJZ<FmnCtFvZsM|8_R`Lwh!)}v
z>jaorSHB*=<qNJj;H$sGDeRYDS5#}{1}U$fhiG%rYU5K7heOf+4)Ju1QcOHz;_`_@
z^Qjf;B2@UfIy8?;hS}>F9}Cnog;BN|64PFpS8qor*g`A+LC-*EH=(Bu-7?m3akSf)
zj)&)V>36rFiaSvCrC+?xnF1bNXYD&I>`S}o(AO_c%+o^PdO<yg^%E_JepbDWe?M;s
zkIh@WWe?sN^A@V-UUY^@EkPc|Z0*c{z`obdx=_JF>zCe|nW<b+Vc#okO)pN}vhVK)
zUSQybz-15M5d&XF6)FC0uiRzN1?~>mulK=`dDU(aJu<mV)Kb4(Wj19>-r_EA=)yZ=
z-iM@8hm9HA`e;F`>jZNZxQd!Y)2foK7IfKmONcc+lpxO35c;{!3nfbu87y~TVpbQC
zFTBcyPsv<dx8D{s*9AdJ0rRw(181fpi6x4{LPaixX7?QPnj~$*VoY(=nd2gbWC!av
zx;~bcn1b-<<{NUQ)8!vJHo4`l*uu4P)jrGXO??vX;TA(^=PvqjkC?l9@DP1)%J8zY
z0=J^?hv?Q-k(e{=9kfizTioS6ENBUFA3GWc9iY7`Ze>9Wk7m~pad?2zDD7vqc4W{p
zC3A5(xLnSBT+pIUho>ETc&bX~H-i=tXTDm1VW-10g1jhb0dz+MUSd`Q|8Ik-Ps05O
zTHp?M(T{t?-1VsH#IcLO9imV4Q5^H1mnFF448`_m;JFeUBo0xW7{Fq)_1!{+mi|MY
zM$Yab&lowBZz%ojSNl9hU7RSlW0Y5x;Mm7Wojpbm;^J~fQEwgn933C9)h^g)365tc
zooS&dQJ1pa$R|P$H<63%y`c<w+Q_ZxImTkP^Hb8Sh-@I<&`iPh*&%U3oa_MDo^WHY
zSe=;%8zHXD9M(^S_aTPfMbiImvh+E)Z#N^j$DQk}trv5Tn7euE6y<h&Tg4%!a9OfA
zPSN+7+%xyGd<$QllfWvU^*a;_jr~VGM_t^co-uV;I-aH2L<ZC+kBta^?To1?T_igC
zd1B)XY`3Cl8Xa4Q`1+r*g&uBo4vV_L4$36K<6;zC=YhYkj)vRy^Lh9Jpuy%Rzz@L$
zQ7oHYh2N&1uNHsW_^shptrsHQda<CpSv-E;;BqjRplb61n{1!BDk3pWyw+!<x1g@^
zbAa^DC5zD$qk#dz)=vh$5rdg})1LzVc4vaCN>T-UX42<T75s?d2Qp}yL;s^zHE)T8
z_VUK{mPmETMdepS=87)(cPny_Kh(TQ9W;YFXVkk|lq@+*PuHc3`4MHQNfcJk!YL(c
zD$ECHd^d(#UOE(4LE>9}Aof^zq}!KVm}~nd;LCdgdPz6Z0Xd)rr(5jH=@q+oW?C$K
z0`6hT5pHk?-VuDp-bLT_2g|!>d7!ZlHYx3^)p?v|q`fwpp=?&H5hJ}ek6~&LzYzMB
zm#NrRI2&)V^M+fzp$G4bc}q6Rt#I#F;30RuQ5TWHGVc8f_7H-?9%)G@s4`U^9dPw2
zc^14wtuKylg0|74&w&1vU%!Vw<J9Zee_Fi?BrlaxW1Y+cjYpwVk2W4z>9Z4ulZh3o
zM>+M`c!y5?4(~xuJ;bd!>)cmI%@}ajbRFGSck*}<!AqAAqfNr1sUg5A{oy~A>bdi=
zKC<b}tn+uzJnNiU%Z_PW>3ivdZ-@NI$TaRrq&Rx>#ETCtuy%@;yPuP?<|M~+a=+=<
z-a6++P68s0$RT6i<;c@U4pbcJSgfFiVK<2@nkKn;ea9#}jVeY8bPB^aOxe1geXEf9
z$0S#JFcj0X7!Goa1Lv+jVe3tN65yf-aGtJ*76OkLcp%oQDt5JtqFB&w1?b08wc!7E
z6$|d6Af?x^u}I3c<T&U2^x^)EEl!gE$mhw6`{Z*bZ;EgFBIpsk5D<ZvTwdCxHQh=B
z0IwNbEMd9cqOncC=CaQ=8FU}K@TjPtRG7V8UJ`3^Z2dEKNmE`|q4YwrcQ@D-Enb%4
zQwoFL27l$S-in%Rf1XzWfAke(eh8HAs-ojBN>smiM(<Aq9ROD|3qrdS)`_<^TuP<W
zX_K%Yu`SmAV_njoUdB3O)>>3#ae2nEV2dW*j}#qV<XCu>JaP1*o%1U^=pDW2+jaS5
zye3IHV!7`kHSaD(=Mr4(Mc<U6KeZb8Jk&)O>dIuFuYh{Q)B|1OMf0x0^IPlalY5-m
zp&xp&TUfg);U+uZvd7t9jjGd%Q?Z7iW$PB}bf8|sI%n3Ve+JimD-TYgAEq5e?VE@2
zR^$c&+7>wr-wmhQ?Ro~-hi$jR&gaYXup@>oLe}zU*h39_I@sT0*y<OEj0{AkV*R%R
z5gF#FU?A!zO39&F^XOA)niJ!Gs$5+(NenUSsYr)LeS`F9lh#7~5>X?Qem~ZaCH>^7
zW~@5OIw`CkxLq+MEsbI@bw%SQT_+xFXo~NGe+h|Amw=fu?AKKCXlyGkBk=WWpeMo)
zqv&_vjL~4^GmwY3Q}PD+bXQ6p`JBlcRnaEFv#me~KD^(!)TZchX!689xKrHy30@e=
z0`JZFLa17MC&xsmvuTe|X2K0OakCD%BgVZvm~9<CbaK8>##?|En$_iA6(MZI8y<U4
z#rk}qyuo@%^nF6D$L6FS5rscpDkHiFZoemXxKU1u_IuP>b$bGEI@qUsWh3lC2|yLH
z7C*xtYS`1k{uaYlzd&SUATkx}za5C^QN^*JS^sZp)?Z}S%P$NW8iq^<`wxd9CS(mi
z!yanb)4~20!#2M_WMm*R73;qph}cnA^j|~N|E6aBw;Q7DgCXC4zJYZ**nhWyRkH^}
zzW=&m&j<Tk3|s#Kk%588T&(|eAfkhDQ_Ger74?$Mb~J7(yj&yRi)Doj5?rB9iKwT0
zakyKBwBE}N;LN|=*707gLb_hz$ViD@Za+tbracvJctNJstdO_t!aHN$LU&w%1hnW4
zHy|nB3oj~pCnS(k8yZ;fXrH{DSSaS7#75fC7LOYHwocc|SaK(}(Yj~AE&AYAY0q7R
zJ8j%xkBvuN7TNiZVVte-E05|9%BJ-%%quiFm4=9j9g5MQ%nQoCtY1N||2eL(Kv`h?
z{k#AMbXw?Z{r>P<Q|s4T*-Ki%y8fot5A%{*)Z6?FZ{gS&-~=Va-M6695<v}bA@ZZZ
z!(&xdE$9_l$7Apfpxn@Fjnf1=9(XOq?_m9_FWusJHm#EAxw`&KK`R3+ZiQK|LF{T5
z3{Ojy;0q9|oh@$aWM!}Y_MbBIpOHN4PF~z3pD}r1I!2PH*+mP26v~jdOhu70do6h8
zWn!*&_3GDxs*JcXL;0<apU<VzLplpCT;~dP&G3`eWn1O~4&K9vd%&R+@U($f9jv0{
zU}gKk+Bo;e>%*HP2M`~KS`R*f`y6S*7ejIq2LQQ=uJ}qX5|HbQlc;F7#wT35PYkHX
zw|XkEKFR|1RzKTYxcF)O*KZ;6qYy|H*kfb0C>agRxE`@(n@q6fu|^bZITeqKT+ika
z_v`HEV_`N7_o=VG2Ug!fTTZuX`1%^c)Pa!693;45t1WvVB#D^WVy{0J`px;kcD22S
zK7HKQpwAe+TskgzwA+$)yMJq@N}*knLUc8F*hi70;1`$DpbYT(P;R*+EHnsSXY*Xr
z0!q3sYA@EVnk;?_?jl&&ev^A<2)vkk+T1(m5#)Bz%2#8%T+>Pdcx?-vAimIaJy!X8
zW!z3$bSHS!u1D;4+=eMjyCiQ@5^amtLkY7U+4vo=H!3=4bwxI3!neTuwF;uUt7_ju
zI#u8B79u|iGCXtT@H3ZJq>*ojJF#~_+l4WYVAgk}x25iGR~`zZ*0_EpKh9kIE_I>(
z&xQUR?%YP7$u3l&&ltT_qmNx);dgF_J5lfkT$$3>O&oFV^*`!t-W|L2Dz|*!`e_?1
zehTg)RL{T1y(ru%;GQ=3&Upp7l}+SPHmTd+-jG)aHqTzHD%5PxE1)7sc+Qf)IiW8(
zXYrCoe_3vM1tC%Y#^OGNdgGt%Ezl&!-+K#@AB8|)!D`#Hgd(YgLe&$uHMO>cvQnyd
zL2g;<_WC~G0TxdLx(u8tz<w2WSwfMS<>TusHtRD2?*E`q>VT+1^PiPG>q=hSB%d~U
z;J|x!in#fd<)vXgov@mWLo2Hbs^}C^wZ#;^Z}RlrezEP6e0kw=G2Blkd^!zy41Ex1
zMl+fUD@6j_qRRC%;vb#hnW?w?8St|pqv<NBxA3Q<o=W@~;~#wJK2cH$58e2_PhpQ!
z7xyh0ma3@$WD`A@oda6-B*U7DTvl(ypy7vLveyvb0s8M>L*$1c&?>Qpb*!oze*!B*
z8!D-FYIH;FwxRO+1eWHt_$kWONaV}MotQeP=+I;@jhpNd!1@U}y3F!EhRKK@3!Ux}
zmwkw*O?*9VMc<}xY^A2!IXN3ydB;l3Gl-1fCBN)rpjqLS7AW89jn9Y61K;~%rO7ZC
zYX4%a&BA}cL*UDDA9%*V#}`e8x4^R3w%pk}q)$&rJ1w`833k9z5`p`}^z9%`cfjI7
zO6ymxSwD-SO_Z(!7F$F(TN;dhl9#}J8bNe;2|63i)V_qs4}uOI4>KL_Rc3QMiywd_
zw^KF$&~U5ezD1B-B$H{8prWe}zN+;<(&{K|o^xqILLoi{Yh2&ScEGx9a;eLokNj3J
z>_9$u%odZ+nLMbfilHc&Xp`h|u%_&M&a37UC10wx4f#mr#4`z&kdv~H-e!JQ*CW`w
z9EwQWyT)tb%3BLW?pD_`T6o!D@Y8VL;{Q9`MbgvPaL<_gz;@WZKV)#h#C3-7ecB{4
z?W2J1_L#u-?ICV_Gg2YX_UKsQ+F==14DFUP!1djnt-ovAVEmK41reWo``2$F@}po*
zN3I=x<jSgB*3DoizI9&G!(iTwj$DvtZxwlKlPU;yu<Il^a`7{l20QbSKYagf^7&w=
zkbKVML61FjRb|HbX0RjTPld=)W<_rU8n|dpzdu`5u!F!Yeby#}pN9J`o^XSEO|X;Z
zo-z0Fqs_ycVPRj@<0lP29Sts%VtDD_yF>gj`#JrPYYySdLc6V8s|lJJ(Ecr9upK})
zSpEdB;HVPzc?Ic6r~Va0eh32fIAv9Tk*!C?KG}<%dRJm+t=UCvn}t>BrwnU@)zVMX
z(T0q)Y7y<crdghL+O##>yFg@F7@68&iCsa8mJM$0AC#i1Xn(>~vwi!P!Uv28lCbxC
zL%a<HTd|gxT(C)-k>Ui$TNR`3R~aJb)+S9H|JwSWNREX;j3?KtgYq+cOM|t~@B)tZ
z17AG3^8!RLTifLYWPSiR>*{S5CsDZlG}|Wx6c3Atw;+R+e)dA{PY0G)s#U5Z+*PX0
zwa)<iaO-dbcFwbxz|I-ADt0W}y4-|gQMi;Ce~RfkL8U>OYp59G@fC|o&%RY<A$nty
zlHg)h1cyp-t*qOi{9Xw(I^A696!e5!oxFZlbX6#8ggLebJD-C+-z(y=kiDFJx}~g=
z{ioTRKsZzxKGMaQetjP~7qeelBYhwEI)zcr#Yh>|4aJVv^rNAZazUiqE(@}FT6{L-
zB0w%~Am^Qsr;S{5n8e80HaYd#wQ9oM$yetnCI~VMl*RF2u4p1#jC=;<!Tmq#S4xpD
zosg%E9N<`{++j<&tMJh|6G%YUoT3d|!b9cOxS8YZ@rs>Rtsr+y_d4(LMm?h{XFYX$
z*PG9P9Ztira0@%nNS&8r&l$UseUrS*C%s5vi&sw~u(opcmI&Z+w?}#u8pAz~6*<9^
z(sB?NcU1d;9526y&ITKNvg;;nmUQJsup@>YXyd8{eoGSuE=`z=^`Bmva7L{w(zb66
z7*TOqQaPun&`;3RObz3wm9MJ%J@_v7eaIm4RCIc-w{n7P*ALS1x9>9kkoF>S!5<!K
zW#ZDGk@)8Ye{Zq!IneWjz<fFSq)(|OpRsu(hFpQfgM~SfU0fl9D-hSbsR{}{6f`${
z`2?^byOpH`b}m(30y}5ewxdVEbS<ZJEp=8HYA#w`r0F35Bs0x)V$;%&=&Bpi?N???
z*W%5^(nO?WVS9y5-|w;HO#TwRlcChKX|?ewxcjvgx48$YEOC!}#M}ct=f(1gQdz7x
zd-yT>n|0$Nd@lNbg+@LZ?QlFBT4`tfcoFTKX_v2M7DcdK?~rJN4Q;St?;e7vaP6K$
z^W8(o$$3RQZV8g+D31>cWl_mxF)eofLtk#}b?75TFGBM2=g-Ib^T}xcZGV1(t-5Bk
zmZKMRc?Pz4ZK`os%KH*0%~8oAa4R^LZcMF(1NQv~A1wT}#nQhW{^8Hz!qRKtrwzUq
ze#G!)nB?O9*&o+``viNjx2uY{;cLepy^X*@bQI<E9ij5QP$6Yz>;hIts_`GREQ7kV
z_-CPuEq^Ndn-VAZ-nrZKmyYyvrZ0OcaxSD!McW2lV`i-|Ax?%>PkOOavH~JCL(Whc
zU%P#Bv{!E1Jn`=H(+%lLP=a@%Wn%Ov{DuMZX|l!gCxGuVMZ7b7b{~Gm@a^*TUPtU*
zqw$_mA;o^)ZeGXVp#&)kp4#bx#?jalI*)_C=j3%HYx4PDPagv9Du~~r>gcnM^wXvf
zIO5t*%|X+QBk9qqO&-U3ZOk(KqD8st&}yTAGlE~c{cqg04beFJHsJWC=75rgNymuY
z*Zu>QD=ZcFB)yLY>!0Zbu*>=CfB6C;KLATxmRJ-GJ(?|h)}}+-H1x<`K}_)ZR8Ggl
zciREaZ5EAAf4SF-z6<wG+n1|r7aIJez@Zaxb_;mU!1eS7E?v(lCtR*uqt?FZ=ul2w
z8Kv2<M%ZfLvjB%)z}Y?E5d&8tZ}IinG7)Suh{liBy4l?zTjnKsKC)#teRHBTnH2j6
zrXAc7DvGUrD*9sYArMzt`5OABEB&15tB$TlIK_tj>hy%GIr8(@P2Qx9g?c2^iPzA&
zu8{ERqA9<;wVJe;`Yg1e7j1TfcEq%GTea_J+D)cCCGD>;?WO;;0Kta%MPtxpMv!X%
z3=r*h12TA2He5LO4Tt+5n(X@9QA4PC(TqA*K`lWYF=`W%hTk=F_%(A%;D7j<X$H61
zsr{m3pK7z?34IH2av<A1$85Kp*t$ZN%U((DK3rv+p=-hayMB!pW1j~;?+RaZfFCh@
z+jhhMwf5d`?fs$uSFOEvRN(k)?akTw@@wrK+1hJaTj2O>?d{OoI~V-#YVAF<*FT>=
z)Thrz`)~X7V4&AB-F2@lU+?5@5dx)_xT1vD$i1?GC`0Oggc}3>Q(5Yp!|S{Y7{iHP
znHI*N-6o2f_2{b!Ls^320_e=>#a;BeANq{ZOWk$TEG3$-aSr=4am@&_*JC%$vW$n3
zxH$ngAzPOSpt^;58GO+9WwV*OKYm;Ifh&BrVu@IqOnx%(;wJc9!(s*bw8ewvykoPd
zq-Iea$avFS%Glj&hcby@91u~OlCDwODK_AUfTSeu=Ry+6An9#{+w>rvJ~Hi?b!&OJ
z;`Mg_!#@^(#Q1r5(3&c*lifpQXb)AOUyqxmYEpf*12UT=>86kQxi15k@K{RsQpe}w
zCd9ZGJwEMM&UJYaXXW0Td*6$b2QM@GslbbU3Dwn>*$VI~S4%AipD}n@w^q4;yGyK^
zS4)Kt^);8;V-|Lqp14*f#khu!SB1Fa6+V_x6;!kY5omK2pdP*`uc^*T{Hmr}NIavN
zSxh`_;*}?APV-nDWj*E9V4+tPJEaH9LJ|9@guQFhp!1aNZsmRMYstD6N;tTGMBrOg
zy{S(?UUVd%>)Nd$A2Inr+`+=q@$!V_Eqsob+$z~H{`SQ8=<#xE18T47^+y8(TA^JH
z`$9=Glh0Uzudk4H(Bdj9=MP~i-X$<8dvU#_q=LQf$UbBC!d7jOElHCtTbgX4;dWV}
zZLinABWjOUzLz~NtX@lZT@vp34Anef+2(vtH>dO>S?(4%(Be#-ZCofc#YN<J6_X97
zKLP)+!#6hOTg5-4t5MBAZT_8)Te*$-N*ePO{y3_50S)Kv(IDwwK>WNF`x-WCxpSFf
zd=KXrzzg=ZldJLD9fai-x7X>&^I)^7xJRB9>}xM0A2E3u9=57V(In?_fKpO)l_CxL
z%FER9dMk~ToV8n_n_paCQCk*+$_4GgU8+8xOQsjdNc_92yITLc<?hp!UtXu=eLYrC
z#(PO?vzPMDn73pdvtm2$W&05xpB3YqSd3pD6Y(l*BuODI5+~hqN*PF$Lk`2p;QAEZ
zL*OcY!fm$|vN{<#9ri;nhTXxgGlpJ)J#FlrD<Avfo^U>_GF{NPxCavH0uW*0gJjuA
z`MWkzBNw-@5ce)`Rgbzv%@6$}=p#lS2sr=;)-fIIe2sp&R=tK3wILn6ZJODKY(BxG
zZ=qGPq}gv(d@eFLQ`yCJiMcT}gKNR@a4ipF=3{>BCb+{~c4D42b6J%dD5>uWCqLy%
zX;5{fLR)?BFoswpgC5UPXC5x9*pwSARYC+W7k$LxUtE4g`z^qYOxDFRGm_t{O}EJF
zq-U=qpE3E~jU4tZB~V@bXz1hE)CPS%IGPeLM?zqqpsYJk*;e_$ayTXgOl2rDCwBNt
z*dxZSPF@CjRy_oTk9vbHeUs|HZj@Y5To!}IH3G!s?@{$IAKJ3%vWIX<Z6W<?S)k%J
zHUpLhG*i<TH|cZUk$%?nm%h<ts4MF_;&{c%LOfn|J$wE-Dy|WSgO_|9voV;eQ$Atf
z*1DZrm$=O23nX3?6n#lW;+ldI$W2!N10R52x`EFae9Z}4v|t&+fnnbnS2cFikSquf
z*cf=yW5eMxWA_$SZq?SKdSVX-@*`#<oG_ynZL2Fn`pI5^*zZ#OqS{pV0$5%Vui^zn
zegFc&A8VjvnHy-krBHjF0h^h<NtUW9SC8X}UG2v`U<ALx`;>lRU!*WDMXb!8G7BC~
zh;(LNkWC5Y+OuVSW_~X8NAU?RqWcQ;!3-MQMV~hM^|Up8iz0gK&=#)1Q9EndP!tin
zG>W*KwOmPKvTVyDtb{+KOKH-LH8f(x{5%44{jU`huCrl>0K2$>eSzFqVlnoNvG+Y;
z<yH^j!9+r(s9RGOVH?7U`x(Eq*4IPO+cXwLu=5EQ4XI!Pr!IjrA$!q_z0QeXRj`kk
zy$MfO-q+WteasmAk2X|f5jfp=8ZJ~v7iA<>Z2Um6?>lw<dyyfWjAVy2PH%$JgIwvC
z<W2@|{i3Y&Hai`AwzC(pslQV8JU!lB%|31RK!a`_XN_@zH!jA~uy<_pmm1x%&4LTn
z=NY@glIRJS&BxHFu~=WlN5gieJjEroyHd+5yo5VrRB>=KBlshga0@(7kDyh6&lr5)
z8j0H4Rr%4bsw&%68!|ZjlrN4KNkD2B;O?V2TfeF*9}mGkdai{Z%@MQ=2*(xHo0(o3
ztbQW;yf1y;fqumFZQCL^QKXG!K67V7)ea%34nox9*h3mihGK`p4IGpwH*ler)YR7(
z{)xRT6q@~ye3rbpPd;t(n(a9=S+@04q;h6!v<1}ZB;-re0SkBvRk#~UIMXi?_%fL=
zW{F+|tPe`<&PO_Nu|ZEuI(cbURGo%%luD=0aB<3dc8g_wry9K$=8f^+pia@!@B=W@
zd*FZhJ!F0ygy^anC(km^wKK^LnsGdo>c`(B6?{$;6|}q4ot*45wO}DrF=X#;iPa`Q
z1#8iRHOtKB<XPv;+7^44<0tsiyHInqKUk#;;<lccQr19m8mn<G+^;p?sYhr#sVu4j
zn$;Wx-v)=?{fbS7l?MICdY-yVlxnr_X`qWf(9`Y2WzatiU9mv(QyI~J-O8RHer~gk
zI4)418+L`;Bjk2_s+Ofqj<K!u-jk8u$GGp2&L{&Fkj|NOT_aPbs?E2m_I5@tl@$+J
zKUNuRSaJUQlQgF9G`h59uX&J8=i8&DXXb^=CP)%;#50pVZIf|-J@aGd!Ik4KWuECG
zC}y5Eb1h{5Z9<POfIFIlulxy+STjAEVL5M-@^Z#66>9R_Khj02*d?UXCcS=5(YF=v
zRIE1D;|5Kwc!%re7x5oW5_9V^%zW1&uL(#N{L4!yrd4m(GvE%r_AT7$w0RNkh;au}
zv`VR;7a8ZTf21Gs*CA-lD=+Lk1sY|CNl_fj4}=<jSZhWGAWY>|CBnCYKSX8*Tz4PG
zSxCUn={10}PPWQ%uL`%N#Ly3WW67f!=0CY?u=DT755fLlh*v&q@SAMpU4uVk{6~w?
z059Wynn!PXW5JD{MYl-oUglWwR#WucyO{K57N8mo{fD~Tp=VI%jM|KKDOhLbk9qXC
zOTpaK`a{3o<R#;Do2SWL#@hY4Z$PEXJUJB2Tg?3H;fMY_ew<doFZJeS@FRvFh$}1L
zLv~*^x|kcA#>AzIL9xwa_tlk`$*vl68iW3~@&J7@*pTt(Ww5iG#tLBP4BPZC8lNut
z<5{y)_eO-ZGHwpxSY6m++1OR&l-F)p_6)Qk$elOS&POYG+7Z(hA#C|G?Xjjk9qq3%
zZPmY6tWHa3)##1CM>qKeY~$8v?e{UiZnnm<Met=ryJdenY<Qh7n60ogeY8ceBZe)*
z+^ink!#14txnD5uMc7ubPOu)*FE}A<(S!AXe!(}?w(m+=wqX{ob&Xc^j2*oS_uR!%
zOSf481u!WG>n2bP>FI<z3M!)u=<YN2pwMF5-w*s~6ub>Q-EvX{JY(Qijfno>9REEL
zYxC=;^1)xQbgH&buszbAjx~g*WE<;2ads%xjRHnJrMm4V3F7DU7F#tu`1vJ@8&3R!
z(pW?)1&xrP`V9%YTCaSDz6ICqSYDz2ggSAY3-^HwwMYSKb(~VP82dDDfDd^Cyu%xa
z{0J-$CSzf|w|VOUkL-O@Uf-2&KQg{ka8%}dGT3iz;Ek{cWxh|W_1J_JJQcDe#-*gY
zjACCKX>F?}%We%?rlWmY4ckh4P}rhE*kWwP3Z9wTVaEt^q#?q|j_et$=p^8%^x#ym
z&*{N-*n`r8YE&xr=d*K`t$sdxsL$39*3W*XJss_@G416SjtmV)rh@&)!x0m*hM&(K
z>$9h${g-{V8P}=yOZ!a@`%kC+?1R_!|9tDzRIvYe>y#Z8`2E^lbC$jQ+FeHmBfuVv
z{QmQ%Js<6_F>U=DEE^eT&j$N150*hNt!gA2)m^-?*5kcM_`i5}F@)X4?&;2Z2CAQ{
z$f|#&KS{%F(rJ^nMptP{rw6d{n^@e=81BV1XeC~cRy3Jhpm8+1eu7>|CrP=bWvD&s
zn~Kk*m-NySFy28)`;w;Bu79|9+)EGKY2yYfMAudBZqF%6EHw2MH!RBFFZMbl1|arW
z%BiGd0l~Q7jV|kWXFoHS!B*?&nprd+91Fl*k?U{xxfc538aLt8oBLcZfM0EOZ+ZdH
z<po530D{?U!)?X3)7*k<cjZ}L`lT5SjmXONNK5^KYxhhW`<S~~$*dP2TmyzWyoSFl
z-?zlP?{rVE1rzJ{hFbzG?M4C|k<zq@tkCeM1kXBy7dOFY3|_E~OYi`j&GGH1R`7T%
z%la*NB0VG}Xov)NcHl}2_YN+=L%OY=ycF$L(hGi%G@H_9@!wCL(=^~AtA3As+T?4<
zr%k@<jO8Ea-^Wk&i$>?%6<gC$CaR8De!bE9dfVx?+raspPYET-0Jl-%FbNgi+!-s~
zzSB4IHoZ+87vMP&C7@wLjeo>p5?8mYHvCEWyS*83v5c*XzwXOFV*Y`W0Wb+w5@I5K
zrJ|&+X0L5OMSZG3UF|)U3H<5Zn^cR#?3Z5v30rpeEm;68mvE%PVC8&G%^mhfJWd=%
zHSQD7m^f#$qlb~Fy?287)GF_h4dVs1qBwBvPEmA2YgDPX9Rru?u)d|D`DjD1wWO6c
zA5$t4!x99V5(IR5t~ZK@5(MmYL5*f;Rxcs!%d4_)TiW%zGr`j}soAj_rd%UpsVU)y
zYwc)ZyDg5_CndivYv(=4!)@{rlb7K|2|A_*@LV!9`)yw+`>$zdHB@L=ufFMB2_}C<
z-41oQ$PKJ90$$;<qlqmqZr8uT++N{N_*|wXXECY~IMTj`!veDy>sz4oKxwc(BYZXh
zzPJlNXZXA)`}N0OP*My#Flh~`6F#U&it$?ZK>2|q8ysVg%D#A~2fQ*ZE<b>3HJ|J=
zYFHRFV9rm_qW0Ci{A#`ytDk~A3?R>Ml24m_=iGpgB|}x4;kkh=R|nU*ne}XB#+5&W
z3kjv%Y9Mdttjf50#oTx0w$-ff&E*CJl*@}x$lqmUE^{+A{8eB65%XV8nF8K(z3GuD
zz$gsM4tRwrFLxV~II}I80_M|`k!2|ymutAn`^FFCe%x|?&KL0H6I#lx(FKvVo6-)a
zg+A~4H41+K=6eHtk9cms0c-odfXq+8axAPVxMdY3hxaxnvG)&EG<-ly{hI|%AF+VI
zzVIEa-ZmIttiArJ<IAkT={?xu{LNg*!~Y!aAkVjZlp)U;`M^|yFM-s>myM|ev3nX3
zpVV3J`))FZx;)6YER<1L58NpAXpe`)0?&Gp^2r2PzeP#;1o}6nTd`(+0nEPu-sJ^|
zPA?$x1E9kDm8iI1<&;@LYz{~HO<m6E$cp<Ft6c@m_cWS&4I)|*p*`*kHeUhWiTog@
ze4lvaGW{cfsb{mTnRlKC^Aozz^5-Idj&E+0m+6L&a`HKommS+ZTywU3?ThcQccVs(
zI3j0V!X0)2%NTd$O<}I@@=(4!NrS!%uQ2!(v-CAe5?aPbMLpvNd!GUO7IndG?CC^K
zIrg-%k53~|s_Ka}&Snx3><pVQ_(dK8umAOV9Nbt58pj(1qud?fzp6L;NnU`{e(^n(
zH(!A2`vM|A06HAUSvqdb-b&(2>(XpqFIXI`vA(#)V%eYMNnU=lFk_jm*;mzi?Xn|u
z#2WgXrPtUAk*994rN|-Mhfsz*ZRFN26|*@!*VaU{Ia+Ps;5NKil{Ww$_OO->=Nwn4
zXs%34cYQ+0j0SY5y~+CY!D-3DlAb;T->J2JgP48O;&>73m#H`TDP92I2Zy1<3($RE
zK>7z@+_cW&c1EWWf&{`<9><#3;>sm7SL|{K{*+zM&EV;j%}(oJ538`uwX`z#4X)QS
zl%_WgUVpAvz^*bmO|L+7dIgam0u$b_mWmse$Zpv|H)Qsm#H6WHQ!rsvFlk8TFkdf>
z-LNQcps=!y(INGk%l#Fc`Ae4j8F)Fh2}J=0`5#K06x#lD<PYzEmpt%Hh+j@VXY#6J
zQo;CTB%1Am_R{y}m4cU7{oJX=Qp}tEg~<yC9f67C#>Y3Q%?gu80NTl{_;{1vLyN(G
zKlh`h8*X!l%nq1h?rC!$Kd>`AnQ#nD@r!H@NbLL*R4xf7c6_<y9A)Mvrl??o$u|b>
zuw|=hQQNm%Ll9=_Eq{_%0DB5Kmd~ks1-kbui2M))T5tQXrYS3%xL<ix29stPoy1CB
zbSm0(K?I{+A?9*C`ADeI|306}J=BLv7Z1C0O*(D=`COHlp}$n*<6G^H#Mwnl5YCQZ
z;oy3!ofx7Q^y7Tp@6k^!h(n9l;IFgah<rn?ztFjEj1X$QMpV%&=Qp+|+A4pMK4M%p
zijSqpm2GaroYvK;4#I9})G$!h?MaK?t@`7su*i;&gRBh;SceI)5su@B`Teov2)`lQ
zqm9FJ#MY>qqvZ{I^K1P^RG7Fd-Uwoj&tked9xG6CwmLiqc?W&!G-?<qPW?v=no^lN
zYpb3LIDVKPi8q3}zhLEx)S}2g+fZxWRw@lZo46_LNx^6llzNH<ce%h_Z9OvkE^}g#
zC@+Q|q?>0H>2u)k>z63B@M+oee(a$G`?T5jol-TV!g#9xpp(%R=v8fEFmx^?suV>p
zFz{#8$c|I0*sNl_5<&5pBwt^g#E9Maucrik0BMSudb|I@SH+W(_3$%>zd*<8C(VPp
z%O!O<Lbdir!)9~{#<O{JUQb|;m$lT+>jsV3PX68Pi1Y<W@-=o?7WyFmm}*3^H2im5
zG#LNy1zf%W-sJ^EegO2~L$^JX)pY2-ImL)oSjyI$cSY`Ur@#K!>#N1V)WbIx8vBH>
zp&xA44m)kwM%vDT?jKu|1`E3L(~7F7*o;d^97~gyh&*1VaaSB)2HRuYKx>0-&%_%p
z+K9?{>pr~G<_(;ws;H6YBsRRTjM_%6u}7prSY~<g+Ce07lIn|2W*F=ckl=(MQPhqd
z+)t;b%;mXo+=O!eZsv4XP^~uf8OXz%Na7vx*`;jd<Rd0;!qZca^f30Bl}hZz5}Gnj
zBTrF#t$Vs<?^Ud6B%={4swFEY9aiemC*>{f@rEwE)8<__Sz7N_X#C<ihtA_}g=3fF
zHdlIbD{sVWJUYq2BlY#u*W397;0yeDIrs{Po&ldR_(gS;%{Z+za(m6|TCy5sGvKYJ
z5yS47zXgr&$kRy|d}F(8hNLS$5{Cv;|9a%&lxmDlHI^Yy%P3bMj~KZP4^c5_4<tO;
zDRc-|M~6P7%Y3czBJ+x;wfU81A?5j4dy&mMtjBEJ3{jh9z-?bY+sAU~kHqWI+V|U%
zd%J36QF*&IH_dt$*5Wqnyj`1nW(^Ef<+{9_dY#<0UHn!$^Rg9v%KWNNStc^HJaE^M
zHgPPHxWxjlKiP?~%k#yai*z9l4|=zE&uP0bU(8tQ4SWLX{6w8MQ-}2QVHNdHQx_~e
zEKSE+gm9gRIt&I!cUx@BWA+?*WZd6fcd*|=1}m!T>z=|cFZ^IHxj4fRmeZftuTf_4
z^TOvH;X?=bX~XZkDG$e;?b{d-Ui|e)ZR)UfKi+SFvMa=&xn+5nj9`B76W>Cyc%WSW
z27aJY1~yu3O&8Q~A)wy$fB3KP^Dg)^#xJ3x$cy&V{&?I{8!4VmmAhtmi>}de)W!uD
zh&~B7S~_&m`^adUoych7<9<{epAKBl((d;sz`r~E?KRxPpOJg3#2+z!7<}rUMgm5+
zUx;1f;`*u9$6092qiO7QSzXIQbCs0l6*bq^IcY;L+Uy4Hv}qe*yUNu89Hlyb%+ZhB
zA;yE|3x09fOZ0W?f$yh_q9X!10hevhJLtNU%%r%*P24)Y0kRBt+PJMTl`>tq^nh?{
z=<uclK0N@u%9VU1P;(iAaKrM293w%-{D8Cw-sx7H^8-5F9=(w667wx2VoMK{Dqv0u
zogcA!6ZDKnsev9bbRHg=V=}!#THuk6i_{`W5)fK2JtsF+7E#~gvNc?2pX7uJKRzLF
z(E&Jg0iHJS8pW-AtA(r1slchY`+wD_3vX$0VY@3Av6zrM2_olFHo+}d(kK`Eb8ZEk
z&qNl)zqrF?KI}nR^cMD|z?+w0&ltPx*=(^*GoJ4H>cx9pfOzuwJXX!dR%DRQ7F~jr
zA^#G0F4`8{IoD66T~<M>Hite7^J6i|9p<{==2^fzV&>w(GZdZ~O^2haC?YDS_A~U*
zjIO<<-3eMI1TH!N9~QKT(5J}3KBZS8tIUt{Xd;XDy=*=Ok;i$D^y3pU7rR2}9p;bt
zackAc3%~KI%TH!m;9C2{ZgC>)$7g+-g*0@xbRBCl^ogkRt@ovsdSRZWgnGo(Wq5+h
zQEEC5ouKE=bAGX~5tlX65vqA>$g;Q-)K9lmg)CD67u|qE7vO0FH%bm{8TEY@@Kk#)
zyUc6(p3!abZcGSvP=oG_v_%KnLt1o0*uc0P*(_>aw#t{>ZqbFPRH<tg#RHQJU~3kA
zQ$tJl=+Yq@c8k)<X+?{TPk=q_(dBorXPR`Yut$tN*t4sosaU3-jSihq=yL4iaym4;
z%C%HShkPGtx#~z4(vPxW9d2<#QLhh$MV;;v#d-Cu#_VLb*MnFV>Tyj7UF@dL<CV`c
z=;_tQ<<QfH4!UX$Q9(xq+t!`DL`%C+<KFrsSAH=YEF?8DC5E>+WQebSSCIR}-ngom
zWlG>dKU^d5^eI{jJYwL1&Y2Qsl$b(G$Nx>m_=~~>_uH#?;pfkePwWcKMTl&>|Ck!%
zo)$LTfNipupFHfeVe6xxzt0Xujz4VhBB_2%kW!~m)jsr#cK-AVMW>b<XDyv9vB15K
zVn@x{+vR6T2PoiPrgY-y?bbaPadC%u=5k+5JYwQH3<%i}cOo9{5<0ddM%;<tic1?y
z-R1rhHxzjj!)jgkl&s;}b(gSaMaN{Cb=s`8<W+uzXSd%{ea)4%@b*iY9@!%Tl*tGX
zyzpwY$fn$#ehu9i`YG%W!Z7YVab*gk?$r~m@!v`t+U<K9=we?w*$&+<`N+Endc@EJ
z)f=U2+TZeP4_D0KL|0|YO($_+ih=|4QWwM>-;}?)xao+};}Tz7)y?upJ94kIJ!q#*
z8$k7Kl-Mf|>bXV<7NpR4yx|l#5$c!np2Q_oKg!2CGs%o~Img?!8uui;p$qSfRD2Qd
zPxF?+ysTPm)xz5BhGy;O2i+tS$`bHbm%6b?Cck;2vbLUU7z8TJQ-OSK`)c1OWqEqT
zP?(6Vu<hAkpS#!FVawaF(}unJ5k4UOD#E>n&!k^dVr4E4+~U7G32zq#vQ6}+!Mf)m
zo~kw#5*MX$canI-#7$&jS(kGXX<J9T_xN{uLN<B*dP%+?k(ab(T2J*XJ6~?wGofak
zP^*lNY60quQA^ob)Zl%G^>|T(oCN@Oof(h0O+o@-Pk*syqyC{TX&5X*oiS>qyOO@C
zo7zB{zuxv)M@Z8-oz_j|DkBQq!Bu}fYu24L@93-Ts8jKLQKxUmjGY90H)?*d(L8`1
zT}Y$Zm;huV)T|R~WrhSG0cj5M=c~`Ud83T_`%$yrs7D#KfX<{(MPKuT9O~N@Ch9=8
zl?1!U%$xfVX=wud1SilhXt3%Z>vz_?nf0exFQ<g6?5g%?>0Tbz3ZBv0+$0~b#2&$k
zJ)$SEd^;OSjpJ%DUR-KZt#>s16?J|EHCtNxSieA-ozDgTkeKZOUuA?g>)>Y$Ux|ti
zdQs3pe{6wNR8gTh)AE%{sAPv3O%SzhYQoz-k1pWEUVe_P4Q{pdveII{joz4xHv0JN
z0%z;rvGmpK`iYqP9dp(Is=@l_c>~~wisK_Y<!>OD^R9gZkskpFUjXYlE`?JSFAZ*`
zHKUyd)~_fnZG!+OGbwBN^F6;5TWyVnVtP8<*vqLS0wo{SUNjC9Sw`hLA|&p2=gVs~
zU;Lxu)Et4)Y3UEagzsQm80p>v+<ON$^K)AJ4$?mc>yOUTwV%_kynb{xR-7DUY>A}W
z_ROO<!hK;E<FUC0S`qwHl{lY{Ir#tGXP#@MEn^-ra~^scsPZ)F;})M~^)ybyL(+w6
z{qs_Dt6E<BKNYU#Tu6vVoa=#rK5%^|&TuV<p!q>zoK?IXy6H9wjt?l;x5&i{UnjK+
z(Z9gQE;RfZ-vZyeDtO<wz<a!f^pC>oeN@K;!-w~&)%t*Y9$#G921dgc)v=Xpy=EpS
z_W^N*GLE}canc-p8ON7yH2I?XAArf&LqGQHKKqE-%P`%bJ1gASher<2&OdhB#l!$U
z2H$4bFZMZQjKX5;ocoo&5;h6q|0}fjsi2E+nTNkjv_Xe%&@+Z!)c`FDi+w!I9`mXd
z!lGqsbLg2qFI399<CN1}5tkwMur87j=HrTvaRu)J35#g3^{KeWB`N+1_lUWxXbz#@
zPT@VB_QdkluvI(0=tG(Hpr_g&@s6(f0GVsjeH-K{Gw>hjPtrM=n>^{9Ne^hO)1k`E
z=nCNb*cgx0YsjJD4}OpyKs|(yLZD4sHg4NPSF&y2bN|yV_Wk|X*%0jP7WRm->u64(
zUlWIVJ2;1zyCL00D)9PGo1<3JfmF$R$6ejA={MSl(qLs`>bwtixJf-{>io;0zdM*X
z^v~PSC-fyFnQd?)(f#V7D`++Kxv29#)Zr%eh^d?CsN#qU#{(CC9#l6jDjW+2i&$-U
z=cx>}Lf-EF%ZS;~*?@~o@KOVO#C+(9_tC%c#Ri_?t?;?1gqPzzX83tF;3DTyDuDA5
z25!fWEJCyRWQXaDi;+cAo)oHaIMkf?4;LHuOrTjG(CPli63`igmc0M<UOhQ2P%^G4
zXtZ1?7X-E~7l)R?j34Tj&En87m~kSl>~92yNUI^^Msu;|-C1{>H&Se{Uc%Bk8Zc@!
zblLYp;$#4~+t!Yc(EvVV>Uk>QtSfLfV)QxWjlEnyUovi@e=gR4dZPb?S_~_pwOrDh
z$_n|w5624LOK8zcdPdF@KhOCQp~1R;$S;tyX5<kghnBOFmuV>&Puq1!iYjly+eFG(
z_@f@*lt;p;%q<K7wcT;f&$d8562wo!yv8ej(ozpTEpc&&xHNr;XH0xiqiSZ0Uk^I?
z$UOfQ9uHH|yV2tiYsB`!Tcz`VSa@UfiMB7bG#U65ym?>V>;~_QdD~IKAwKScCn7?~
z;--CO=uBMNHC7VN<W0ai6d`Wf_tyjG1Awy|z#|6EA3HFqx&65VGu8o4-41wI;zX4b
zR|rZAl_3g#61L0Gub;Ni!Y3v!+KHEhC?&)*CcfygM`qm&?d=dHma<y5rk=$Y8GNJW
z+m5ANe=MENOIQwG8Vr02-n=hwc7u1uyzMgf#2k+MtzLV9Tlt<fT3@Z=Gx;iG-|VeF
zv(3K09ylKWoZSE(F>o=m;-G!SLHwJF1G}g=@NMSXt3O364m@My{<u7Trb;t~GZE)q
ziD$fc5%IK%bIyK+2in~>q&7bnYTg@l&(eHIT0-Y~g9)dk{#d<1o@S&zy@=6+Dm*{p
zdE#9QJo1sdyr_01H}CRsiH`NfD}&RmuGYXP6#RU$lH7?^{vxkTh3lS_wzxyPByW<Z
zoiXiY8F-6-;+%xnTTl`)0=2k}PuDZtnVgBj`hr@H3~ZBOPr;h^WX+mcXUy7)ftUBE
zB5lZ_MxVC+;OlK0O?4YAc@1T6+V$7N=G|elX4nzKUc#v-`}NyQH+AN#Wz-98GnKT5
zQaCjkW@7DYOyu^*D%y$)xQBZEUU`LmPs!X34&P%AxgD})%rj=LO;0s!tOw)Tbw$Nk
z?iP5}Y0Gfh`NeBwAvfyReN{N!hoPV4Xb-3g9Ca(1%?Co02K>ui|9$afeS0mYJ`;ED
zb;#SfXBI(LaF3XKs5GNhCHB<jMNT@X$~BO2+MH`BJzIg@$z|734_BRDY45M!wOdw=
z!tKQ0)s59T`EAn%&%h(+R?}zkpL2a`TWIvt(LcuJc~q9Lf<Eg?KW+L@vtO@467m7<
z>%7Vm=_1ACIBLYkm%TlrYP5JV*pMx17Q#-ejF-TU7<MQ#qji;6$?q~?TL-?=wss3W
z>b%Oa9lCUt0c;_oTdWeHEy)Mqak_@GmUMn)MASN`0cl>e%f?-g=#QlaJ|}eO1Dz**
zc^UMyp#!$2_f_IBXHj1mtpoWc=^HZzEB$5d&^X06P%}xt5x!;NQ_w!CRyWhm?TIL%
z9WiYix)VNxwP?$1-DDllY#AzPD<Z8fZbDfnXWsVvm6`Qqq(ukPaG!L}q;1Fgn%vrc
zI9>8-o}*g`$TLD!eEYb%>rnd1^=@MJ)|mHrTZoKCG8l>iZyELkyhX6y<Q8w4QA#f0
z{b}ABqIdZLex!P^gxzVex)yh2-lfs$=+al8qnNc1R$|#d)G^fZHtL*F+s;Dk`!0dy
znOi$Qx*;xa?U+m8{uXoDYOf2_*X%v3o`W^qXPs8!C}ABjYu+Zr`&Vx=l@8?MCNsuY
z|4>Iz5AoGJnt>Xy6yquXkxOUO-rn3;l+Fa#P3i3USVIriDic_@WV5vhQ7`>b>n95b
zb!MHKhO$HKdOFz91-2P(*rtEHr<xZqjyV~nq(mz{8#nQTQHUWy$PaY{H6Ia#1Ra@z
z=^>=~HX-sLX>gr9k>VV4=~U(AV>p)$dEV7@l-urZaY18+Wlzdm+~W;hc&E+VEb_~7
z^8k0e1cr2RiOcqIlo0#yB&t}!(P}>{Qg7We;f9O)ZXs^n19#fEfgjF9l<W=V=|MV9
z15nh2>9vSxr9?UJ<@GiMb?_FK9Z|=F#TTL@TXZ3~7aI4*y*P^xLFH-&xYKL>BIvUe
z*%P`c%UkSx2J&#~PrOM!U0|;vA2Io5ln}x5?e*tT?dajT)eiP??WljzY{+2zOsrWi
z)@sOPe2AI@|7j3V7us;E{(jV~H|kMFEqV|8-MYlz7#QXW@d1!a_7cCOg)-%GR*Pve
z>mTe7*t{8b#IV&s*#S+l-=CAnlwPorTdynKCXu;GHd-&(C=0E7V&bBmxHNr;XH0w<
z;7;`4lE}1v_9N5Vkdw&tI;4SUqirzoNqF;~yx9%jY4hf628qmc>y9l`Y&043mfnXf
zcg*|ydGr3f*$v(i^VWmq8n^!VKa(a|AH+At?-!lOoQ)iFqnwF0>qmRcr80zVe%sGR
zW=f_){iib}I+STN{bd^4doBmbG=j+YT<Xk95jfqwpvA0zus>n*X4nzKHe&@E<!MfD
z?7f}6>Hc3Y6CpQ3m-ma+7Qz;YMtfhfUvUbpdt&0^265Ggc*ew)`0}ew-7=9o+ZLL)
ziOdI_cLv^foydu|v0uKurEZ<bjcqy2+eGH#&HMB2yG%se@wa!iotS?!S0ZI(zucf)
z$xO6aKiXril_6|xez}r?xss_+|LI&wK$>^1l-<-4c;fngp(QXXS4_PHR~&7yH5wp5
z@DSVy?(P~OxD4*@?(QV`;O;KL-QC^Y26uOdZ{BmxUF-gUnVvOW-Bq=pEjNEN12<UJ
z40};k#s)2ckXgwG%qC0CS(PmHW@E?xkWkt)wH1x-w`4dLYWl89b0!ErxNRQ*mZ<F3
z@%h8P?0DCTo~hOy0G^<~Db&7Lw){POgU)WLZW(uTBG!S#C`C~o4^5j~FmA0hcDQ`>
zv<v$-dRb5u12nl9cMJObjpDzZun?^l@t>mAg_HSLI-1HcMxQc6kWLIH<g$Wqr+!A}
z>0?8vmb0tm{~jx;C4YA0koEzjJZFH^^|vcWbw2OVAD75JW3RJ-^p6u`&&Cx$8GFI+
z+*yn?*W61+{;wp~bWT1`O~-C3XVZS=Xyu~3r=c2*Q<7|d#(*DMk}^c3m7P-3O<4#;
zqvwa7zkWFJfVd^c4M8Gg%z)-doU%DCZQ0-sl?+l#mNdDG0iDN^tjvVBOKKxNJgb?Y
z`|m%E^0R+fdhhh2g&Phs@}+rYimA~@*(u?ZgmIHvfCCN#i4WlFO$0?Z9R8#T&I7`*
z@X(~9M`LI6iyXC{ZDwak9j+Pq<{M+}fTKgpchPs0$J-P>WVtX$Q35W+rn9TgZX<M#
zgn3syL>A2e&%n+yxFux?-Vu+KVGc<ZdqPvjFx#@2uC4^F`-JKN+2v^n*THIfB5Ix&
zZ~zu4>w8<Q(FY2Maqmzh7PbKr+jM1aI=HP~l)_=dbk*I)<Cma_GEpSwJu9&<8v|o|
zO1v+jkuKlv?a1hzRQa0oKibCbDJiY>T%977xO{MThK8Xr<D2n-V@%S3Jxs@$r7m{9
zZFJpiOU9^<4CaTk0!6c1nPzfWO^V5J^DoIGTFlShADR2E6vQu5I>_zrhjFIeKh_;|
zXw;c5qSgh6)U!0x7Tg>b*%%6C)4IcPwqtROW%qRo^>HZmm~QB!;7D`TaE#e4ny!~m
zX#e}XDVLQ<lV(?>$$y9vFn{~Y$e~6dVODjG)}5Yb+Mx2OjwQRAP!pBH?q~n4p|tp{
zgg9{3OVHB}M)W7^jOn|1^z}0MiSRQR?q)KknfK#C+}=i~A>s{s@!yf&m<a`uF4Az*
zAV2rW^<LnH2J&}@pzCah#z{m|8KnMFGUJUr-{O4y<JeKjj{BWU<ZGU-6g9q2V5me|
zw-m$$2gz(iXW$+i+etx=hP%X{VObhDU^diY^}3ev#a#JjM@;GTUa=3-I?5-=7wMS9
zzRybHlj+M5gscUFs`J<`;lFPPf@O!uZBr5o-z-~luF<esEGZ2`E_W*!GH|+08Krk5
z%Me6xi;C2_@mz_=HrJ<R&!(Zh`j=If{i#c}k*8YlTej>=bFu|0tLcC%ACAd&EY8Vg
zg^Pz*)kq|@B9rA)jRM)iem`dphX(>LiIuItrrvYUmy~A|5PT3dg1#bDd<+SWZ9eQ|
zb9^ow|Et9PIwtvdD@-)k0Q<WhI{cz6P|4~2#dt}$-C_b3iSaS|)$ju4o<b19$(?|O
z*FN6EQ?ohYIV9C;FfYKQD{D`_^e(`qnU9y}k9eovU)p&CR6B}J<9XCQkF@IHPQPkK
z{r`b7DtIrQJe<f;sE`BI7N3+_5Hd(7`W!_k-f%+im9elf@ef;VYc6m?Z$bUrnAf3U
zB5cBE$8uYAZ2YU4zZ`Q(+``%Zb<r|r18*VndC~GP3FLtvb-a|bX+Ezy*<jr-FMq~s
zeq?yEnhz}y-3UyIiGB=wjKiU|NNJp>o421Y`uvHr<NFk|w;~ev=U0NGGM(el2=-IQ
zmNCnPHKN-h@9*tgH&i1#zCLne_;#S7^X`aEZ%it2;koDYUxJ_x<KBd#(?aYO7Gs~W
z7<)X7Y+G$pEP8Of-0(f(HfDYW(_@iB4087dVg8)lt?+497}up#28MOiC@LVG>+tH7
zkVYMMVY!4I#|o6`(xqC#YMC2cP=d?I_qQ!%{Uz@dAzChZPV=?Fw_iH6&R15;Ig+T&
zK%xFQ4i67=8@I{Vp-WF8ZOL(4h6RCszf;HI-B~*EH0yg~GlJH=e<t&p$uM&MBHLM{
zq-R#RtP2NH`kE13lv7NE4bvI5{%vKo2J2ab0Uo<?ex5tq2inM!-O8@uUth8pb(W18
z>gvBrNBTszK%M^popg3PQv&AG{Th|2oszn1_0)R@4#%cnVfIR;DmZ>ECE=p}96>N;
zS=VUExR3Sy1N1wkDAy5Tv;wY6tbEiLXpD4ETB?o3;wF~dhWYIky*9O1)c&`V-7832
zI8dCXXSIjos!hL=n$rERW%-Zr1?<bTE8=W9h1csZs}8}v&Xm(#d|a!6QAMU{rHfwW
zt7d7lZ-_jr2K4-I#0D*TQLeoQi*NN4+O00(&8jm%{vAzGi#*S{89BT2IBiv~MDmyV
z#ZPGk%Zs^dSWDxzkW#~2{=&Ch*3bH9EB$vf3zumJK|W5rw2n~m2&*%CE^Do$s9NTZ
zKXvd*t=8@3*~1KE-wZc0C0hLIe8a$I20;EhqbVLRx6%hJOHK45P+-w+@J(N>uoy%Y
zkgQpg2FrwWL6^g=D>Pgb@Fj{@*Tzp41D-6Eu9QghdfMxVbeNQryY(c~!X4NZEGH(a
zP^<_aaFjh)kPRSsddB(>IK2ROA!2JP+fK+-kh%6V{H);Dw0l+CE|p}f6RaO>CW+W(
ziBH<=Q)opej*2N{UdJ=6uvxwa_ojkS&N)Ow{og#Go!6kj=w{yl-jI4Oog~l%tJp~<
zqIF<`)}6>ql{wkrpyX*b^<^Ouer$4m?T>>_P8ndiRj|*9gTIckyv+DpTZ`5!O{7hc
z2r^il1jG&MpW~>6fT@)6%X_}{0nsnM!R>*X?P~qk8wY(~k136is%~*-O&6gs=jY&B
z@{@Qi6@HKx4L#~#W04^Vw9)9b(hwBsJ#|r8#a3G-A?vCM)|Jae_JDdAsV`~WbvmG#
zt^=ao-r)Qi<gNGXat{Nx<QebmiF{U%AP}qm?S|#q9+HZ&G5D9!?1ilg6Iv^31qx{L
zh+eFrNuv93o}uyX$>`2)ieID&T-i2s&J_;qnSJS6X}==Tn%MejbfvN-h(xIF>?oQr
zl3rL{by(bO{lz!L@Mi@c-;nV@K&fu&<Xm8$)wOcOTs^by<8DwXXUdqS$Xen@`f#Kn
zw-2|nC=~TkAJO)zPGxw6FUM2J8N3Vh`d^e5d>N#-`t2&@;zMoVYJZ3cSCYA&;hr{-
zi+&2YAW)4>x?qXv{qrCYMC|z*`!zVix%Y*>!U4|K=JDz}{?yP;5by2XeM6JrvU{qY
zN~I=x*@w$zQdZRZd9f7T0<QP-YxM?__Vtw6H=4Mv!&mu$IqpMPL&9t;(WT-A1X~l{
zLmQGXrdU<S0Ze2!()_6=ZUPnaJEvH;5ph&RiS?gd1-vD+V9t{7Jx6)(+Mc0wB=_Hi
zmgz>F^HD;TNwN8mq_d17AUf|AH6oY(>X}lj!_AlDJ;qKUS-;Ov*hTj|&;g~;)L@QT
z)3kU5NK8!^%hl~FB9uJQ=h|L}gE{(sxnjlL`+|vHm0sXSPxcYUcHzii(2lghKQn-D
zy*6vQ?ay6Xi@^J0+BH3$)Cqt%p>FO}i>U5FrSibu97Puo9=EZLy^+>XWJ3=_Wr&14
zbxqv6;&xJogh<F1PNt#Dyz!SrJ$lBd-9vIY?mX3<Jd|qy+M&Uq|62GWlJ0ctw&%l<
zz|YJtZ)3`VF`+Q(nN}+d6_xcgB;6y$`o=&}{-#Cs>2C#m>}RRuZHQlV!nzLxAL1(U
z`l)YHSd6k`-d+FI9^v{sKIGAYPtdD;iw-eW3AOw=+^>h%bZAu{y;@B9H56}wUf`+p
zkWtZQUvQp$e}QElH6J;VehI-bQV_L;3$+VLT4$+NNR3jFd9p3OVwjR4t-C<_Uh$Ng
zYb1O5nED132(z8RD5Uay^AO+>+eg2rxfgeC0=C}(1B<a^PX7PIU_;LeywNOLcfGM%
z*0Z8ikCdM;hy|?KFI)71c-6U3XQ2jTG551xTWY+|s2?$Jq04<&(g@X5lf({$iZ#-)
z!SzJ3Ks-~h`9^s>atZ?HnZhIgdO5;HhC_O3uXB;|wk9)X@*%3PaD<9V(KE({@+H>S
z=s}~3iX?4Vc9X4}uNWQ6jFMaMN8k0B*lpG-yx>832$#-#I)l81pfRrfbHCUI!&F-2
z%rM3*IZX$xSAEf>cM$?18{7OzZ1yI-E~<cg^@K03{c_>Y@^0#%5T@O7@RfO352&2D
zxAPw(B5~W6;*d#Gd-uBO)?t8l>5&ADd*gCZl*Q?Q|IT#ul~P^ql>0re%#!XM>aqeF
zj(R*}G)~PAMY{9>oTsnsS-@iAJ=Tu!CTwpuHFTiBVqBIwv+sO02V`mt+d4VYh<a6^
z^J>B0^yekd==FDU?OAlb4V606sq`K2cx}PGlV=VCuOg5kv46<^6{~h7j%P*}p{u=}
zPQLc)iy*Lk{7m+n)_NelEXp!YUs7Y8?`DNajl<lsB-iV1iMi8c$Cb#R%_(2}NF-PA
z#Jd;`Zi<=AR#siwNCN7kzG1lLwt<DUvK0J`J5sIQ+&djGbswIK?VMJN<2;6ouJfuj
zKKIneCZE7UL%vqmu#O7daE$i77;-h%8q*E+TU6;v;d%UVyKL<9GD6#h&FHjyG5*ni
z&;I5B{*q)*hF<O1NmU1E<8oY3D|Bwpe><i=c*o2Rre7XjD7vJ~e|c2+MmUAHJrVs|
zlVT|Fr_z6eFUs`_<uXRTN7t{tEO0A7>B0{UENGd34_aH}U5904lXYo6b!I7W@j63s
z#pSqc=28unzll{VeJ~A{er|MwNlrED4w?L|n%L#<yp9(f?|SYZN*3qEA~rhzu%8i{
zBPyMn2eEYQxvRR&{*+$gu;#=P!Z1FU2VpWkXNs(!^z*%Y=Nh#z@P^-lrNvC-Un(5A
z1m6<<Yt}bc;p@(?uC^&nU%^|xNwZRZ@exq3$Qa+abrV}z2dq$ub>=Tc^Wh%z7qKoG
zfyWDxBKvM7Z<_;^z(^Jd`dvs~6sQCn57eWUJRf}GR)A1PA7veXfZ1|MINDvsX1CK<
zu(*Fc;f(n}^-sI+Y|o=uZzhUsSPT?3^dqE^ZbOP?X(3{f1U0gMk%PgL)8XUPFYaiw
zIe|dmo`v8TV@^AgnS0|BO9ooSd?!u&;`h%8d@C5b(JV&9$C>z#1fQt2!(LG?f>T(=
zyh9KpCSdVey9t?DD6H9#Gk$%|Z;yVO3qiD4`N)mRC7h`vh`ZqLcXndGx3|kwm#qll
zIz9dmF0%BmN}|Iz+7TH{$r8<MW2O-t`i(Mgx)@1n#9ABtTE1|8-CnN&``Xr;1>C8j
zcWF4xn`-y{M}-V0<O}{m;(^3J!~iVZ%ueOv{Olw3Sm-3Q?B!i8)23L-iY^t%^zlYd
z78yi608PuaxgS_=p~;ca`(a>=ds`$p4L5o?Ju~^5be0fjVIDQr7RFf%6UV32#=#aC
z0O(DB+?%kyl1t|_%U_*OtCi=38JTT%K*wO@3ZqLHNol$nqq-xw{qO~~3;qW@_qRV^
z{iM7v)@;$aYPvUQz3CBe!o{1t=0USs1U9gcYU+y2<M&rZdubCrg4a1mqQ|iMEfLd<
z{=XFil#|zshV->Apz$BS=|S^yIsd=f?g;Gjat&oWY8-m|*`c-Um1#sf99ZbI8uO2>
z;<11|yT&F&yLMcYt{pX(GOsY~LVDEjke|q-rfLq;ZA66g#v-0G&P^BF_-{|A<#uI}
zlG0b{J)<z1o_09*yVH2dL0rwxqgQ6j&lqC<mwj@uw1nen8bRRnKZoEiVrs(=W}G}#
zn}|b*Hq8UtVaXTUPQM+!1IfLS%?`-#Ph65P;=0X~?AFEw7gNj>hl2;T3S5bRQx^24
z0~=FcKVSY;1XS_%ezJKFtVXTw^mOyr-1qatJ%q(c2SNT4$*IVmHv=>^kHXH4NgMqQ
zbk+IsWq)aw=z`7G;XkY{5<P#_k8u7cQn7@g=S%`$(XO+VrBfR>0GJsu9vBmG)A>;u
zNH|!E36%}?JoEJ{XUzY|$i4ab$2gJ0&IWTk8m-sEZ!EKG+d(H|<ROO#Do;Ux+&O&q
z3yF@IejWHJGJVzVC%2`k>KLvP>)UNK2&`necEn~`-I(wIaYTHv%+%apJi#G=a8un~
z4hF1hfwXG~gAQBXt%*(SWC$jVMt*Xuqkhf$I=S?QEz3}{q4?T1K1M2f%-MCHROyWk
z=OmMrIP<t#obriEziMDDO%Pa2Fd=SYH;^^tX$!z_*Pq(Z4fJ1(J0sBD;kJ2d$Ltz2
zR!s5ThAj_Z{kW*&ee#n&_ojI;fVtioRO%u0tOcZZY`q8?JUn4*eKc;I#a=(u<Z@Q1
ze!d@#m3N}^JOBQ)xZ{~FL`8gQ()cF=cN6BVN-T*MZAhIxa7|$(uT=EY%bY3F<*k>t
zHbiiBVcUcHKiUrSYzbdY^68nfA)v4Vuuxf#*0L%?;M}od^Qj#5IX>{}4R$-r<hWD>
zV~8+JjWj^=THq)WNN`Vjn>f_HLVUp!N{ePz{iM(eD-q};B&My1cxsHGJKq$ZE<M*O
z26T#to{~_mawDzr^~0off8wtMK@+LXYrV)EX_(#ZP`rfBj1?n;5B8QtsnpzE{CR|2
zdzexE^E^|DnM<j}PNRDDT3!pM*ZrpPNN#bDEJQeay?r{Rjc;@yiOdW-<$AQ@fMrS=
zRQQFR+zJ@2GLm?nGp3yX(G<FCqc()KVkAguZJ*$(mTHICY(};{$mtH4s!$*qSD^`9
zC`oW?w`wG@i0@J+2KgZ_^Ors1o6dT`Enj-gVrBZ5!H|_#hL>t3nblETGyzHlH%8Ec
zaZm&2i;{|*2@fa__J2JFGu1>sX>XBTS;ZXw7H5u@f=^@QOz>?UW=m%}i@*3P3)(>(
z^81S;YV#if2o-AJit9;=$xjIBUTub+(L5^=N*+KTUjKdFrNIYp|HL`^!30_=ZGXqc
zzMI>R9{x!`04(2`ZVQBW%;(^Bd|!6x2aR!b($6UE1rr>|Y_g@C>@`csJ1FIfCl0*R
zb++HAr`Bx-5U2GT=|PX1%va`mA0B8H-spx7^gnv$7NUjmdu7D+I?Zb?F2xz-hPPpE
z3ej%rW1-ZKmQyd0rFPR$S8>Va*OI9uRBTR0?OW{Bq~_ncgDs_$B+)#o$t#4#{>HMA
zhUxtt#j5wXk_^2i?AIXLK}F-V5jQRTzH&1j)4aTP%UDRJ@bNbTUR=#kG90l_2tAQ+
z-zZY{(uSmqq`U|vL8beS?qls<8Xfnw;Q!2&SI;I`pggbPX-0?u<Qoc7c^1oC7Sy_X
zwo-+qr6U=;{hRMr`shWKSt<<ou7Y^pN6^{#{@EPf{vxLx()UQb7;GcAa5M)|$zt{@
zVSU?vVzG(_lq?tiZtPq?vG*ZW?}Akt6P?Pp4ED9rTzG688VJjpUM-f1G}RxM!LIG3
zrglRF4Tt01to$P1_hv+$84GzWYdGbKUY|`UCN<7ZYA|{1bO2OYjZb!9(w_O_-2ajG
zaQdp2)o;~Sh>pckqnQVoM}_nE$>Zr}ewjf>5&a`+Sf)P(ewx1jKynqt@H!gGa?$^^
zc;Lv`Iw`Mux0}&B*|9bP-bBqH@EMilN_OW)K?P;D2%gv+=nC=MoQRzWA&{k~iKZiX
zlH|(B99LwpI8=7`OYBE1VWu1y5rk^g*G^)jNU0Z3;4+zPUe=-?4I6!Vlt`!Y%3RAa
zN+u7KvFu+)s8~)SD6<$Fi11gVDgZ2*uPJ>IM0d1<NY?qUF!@~6KN5cUH4~{yAzI*B
zyr67e02RT4Ib_dB5~sMGl+HpfCYtwzHpk9&!MjB3#M`X!N9Gg6M|U%hb@Us#^hZzC
z(JZv4o1oO$d%V7I2*+-O`<Ik`xf^oO<9U)O<y$B$X*YS+7A?8{Sk`c1s@A&SZ4q@g
zvf`I3yx*eKz)kX+rBJ;EyjQ-vl`k(l4DX@GV~tMrxd_JrA2Uw7YTjj~MbaP7WEHj&
zdfKP|E{Q7OwTmDbS|LIhx>;cu^l_mM)d-HW9zmvNDiMu3j_pm1fvw4{Go4*oO<eb}
zply1utEiO65^>MtbyA<zpxe+K4)=2{2bE88m+w{9rr=`}PQ46(9CT{XrT@N*b!(9v
zN@1fO0+J8Q&5lcg@HWMB#E~k}bNvY3z^C+t?jPsC{RvaXGj_*JF|DpxI@^ad9D%z(
zQ=Z^x7=dXxP|NmknK1vd{nu9~9d@tnoC}bBzm5|%C;f!3p-*IZ#>tF*eZBju<T4S#
zgMIve5_7``(<`B}EW#E9ad%Q9{qe{Eo096H*tYwsu2R?waEM9q_MO;li>G-Oc*>7F
z>3|vf`n*xRxOEmqb}{U5y5}I;yIW^-9rMXD8tLo6pe5r)v9n{iS{d^+8|J>+4}lVQ
z1I3!W;1czF)@K08PlX5V?ME%SdH|_$7{RU_9V`K4mpW!`K?fXtXHP+cPDdemyrm;(
z?h9aIH4y?plrYdOh`3&@gjavj72VJw2J41AM!Vjdfil)OAQCYbf~Pp7DP9xs>Cb6H
zL<610VPAKry3Wy~@>!DinWfrJC4AaM2n^2a(k3AAjonSAcm+>S-zm^8ujI7csW0n2
zstyY;XzM0QzPEiG{ZT){FKe3xzCg_-zKKei;w_mWpu<AIIOi5WaFOZi+^M;~E8mE^
zc|L|JI|svPWkU<#LF%msep)<rXYq(<o1dDkm@@E)Z@{0Q7d6gLDVAsZG2aR4A$(e!
z`<IPx`As`bugLz_Nr1;w+H;RjF&7+O9nYQ7#fncdr%vAHp9vw1!D-nwG!DiMV1_T|
z@-zyERY)es+5KI)26G0j*cT_kGW3S+N9B!mM$O+%&yvUFvnBz?CCCA##5ayC;8@PB
zxN793`8_)@=MLteSDJp^tda#NjF9S=#*NZc%QE*VT#%((GZ44`&1F4A6G70f$Dzbw
zN))%(2kyLpb>jdUEDyC|yVMJw284gq*h5|zVvs+YeB0!nDX2T@ijr?TA{vchTYjJ$
z7InO~#QEPhc$Iiz1rLpA&rvQJKjaIc)dpNvLZX}3MV)#z!Cv;T#rPK@$vinolRAMc
zAmj1u)Jxn|Rh6IHb#~=QKP9AZhe#P>vs|*T6nOs0KoMXdvUy)u1%-|Y&?TG@lYf`Z
zX^wmK?2HBh@b{%EzYLTln+Og4h9vD|`)OTM1Az8hyZo9QsqS*+;i>)){=Ym8Oj3sD
zwMv0oWlY*-!pD&;1p!%XQ7jh2=oL-fHBafxY<082sXambmxT#-><{a!TrBTJDDVd%
zNOOJ9v)${8NL4%8))x07E<X3Rt3Boqcl*QVe_aUMZ+i;jRFu`1);=y?#w=a*@e-Ut
zR&c&?Z^6?1R>;<a(sK(WVt$+ZV11qQ_Z0Rx6@Mq9vdhfDEBs`YcG!?T8C2Bn-c7hI
z?Z}P)zmOM;IbDGKQD;G7XTEsyPL|laAgShdnh1_u7TxSmJFW1sYg)SV|3(BGsz(mH
zmH&qR1*M^VfY)irtHyZ+noYipnNZNx>Zc6G-H}m?`6-rdKw;jzwJ(GNTNCiy9(#3G
z(4}y?#NI9up*f6~wNWt?Y*%<HG~(r|VjmHAR9=7qeb3+s2h}<|Y)nM%MyY;QGybCP
zuOs;4+0!Vq`gkH5F)+sGOIX*I=!uXW!2QJ0AL+&FlocU2nkqidXYSTGh>VJhX|s`y
zB)88m(E*y33WCpW8u$YZ9eRkszjq(3g{$e?%@}YvP>=VbDGW-AR9{$KeP8Kcb0NF2
z5)WxG>kf?>8$0{~#`tU0tXSsr5Kd(LXXnewdy@dFxh51R(i72z1|Ge@FPMUh`Z1L}
zxxI76c-zOqtl`#<tM>ufrr9KnGJXKKEEm|Ri-0LyzE1#l`=)*TE^-->lxDl8APQXd
z%>byu{Uf{j3FhXE@HuoOq{1m8jByjfu^iC83PB=|6{x5lMnH^n8AYOUe<RFVi%Fmk
zl;LAIg$@QOpv2&OSYZ)6QdnMkb-Gf9M>pGl`0GJoK`~^IoWU99bY(npKqPNRM)%$P
z%##qvDwH$xw?xZEXj#TgcN3btB%Q)-N$nku?@vtDnn1&PfFtEp!sd1swhhK^;mXXA
z{`@Bo?K8oo>k^j@%TMa1LM>J}q(LMxYA#(jEh2pNtS^GHZ223}*R-O`8>9DCPckHM
zZEi-ObB^Y#!mB=#>$}mr?u_v}iJb?}&vOatg|2|rl=uXi5sr>{)v@n&A2m@mNqrM(
zeKFkEW&klv_(*X%v2i(tWpThfZixJ}+gvSW4-$d>AxSLcI_j=&ZyGaV*vrTKF?PL(
zc6O9&=oomR&fy^CdkCvP+Wdwp)!K&^`JK)wQ7A;Nul(XzKH<GDfXb&0jl^nUa|-vR
zTD1w!o5Zw2u5gRF48H$w`BWTx4URT$?>&lmpWnSJ(%L(|bD_yp7~aJWIO_`MqTGRz
zbRp$q_?n87ox(c>xQluhBfkgB3$GRVO{}-W-E*Gn)XD2wE)t1ZB`uypHkWL|q%X}i
zjt$;~;@v^Pd`IxiM(P*F^4y?p<S{j<v%T5g6JLP3u(ZaHZjT1XZlk&n!}YqBiXlg`
zfOuNplQy<cNojp+>~Ava6N-)CLg~aR<#s1~+TAXL?SByi&Ac+{v1%{kZXpZW$Ab8X
zct2|1B*e9!L+u9wvwpkbL#*cu@4L?N=bB7Rr6(9h^#h`rC~>HFZ@!ZM$VB`UVCYGz
z_@B5Tf@1V*WSD}d|A-FAW(D;rziuCg$qU*10$@3_QN(+1X~xu3mU)kYXgDt6JVXqc
zU4C8`f|<)6M4-TA_joqjKQ?c7jh8Az4&8*HKuY@%0wt1K8B<ZK4Pm9#UP2~Dl+Mf;
zb`Ocq!Z*A!&THzF5WkX4kIwYYnCIfuG5f*@(}7{Z+l%ZmtuKw2V&LqB_x5j9CJcX+
zZVl-nDz*GHq|r#tF}}xBO8`|NtXCzgK~DB5YRMtgbEsH4p=Q4mfnmk6?FV90z@$;G
zT<%>L*#XvGYr22Gyt6Wbw~;b_G|<wu$$o}CVz~1V;PO!Oy|Ea}1~;rceI4#Iq1?fA
zByR(&XSf4ra`79Ml?AAir{ZRwZaCIg6GVR2xEgfGvzIN5WCLHg1E??LLu}_+i+qnJ
zui_AGa9?gf+Lx_<q6?~Xqqk_Fb=2QMUXk8tjG=*HjwPz}#6%{^Fh<#duY@e07#FBc
zhtY|f)+U$z=QnuK0vP<E%AIeG4FK;8wb4ZWnU)x0FLgh(fzJ1#4*$01A%2?+*ABes
z@~)Y%7e&AV|E_KDiJf;OA^Al)N99jJf4wa4fPq;O$Z~F_4UbKZ0-25p0OV)0;@w}y
zi@s>=PWN(#M|;v4(T&uxKSc*`e@iN=gjKAa(y<zwA@F#*<?tFC#zI>&Gyux$$74sP
zz2Y>vwyi;1W1=&y8TR5-3;Xkl3<7k|qwAwyj1vv3k9^|;4Xo5AmA4CrBnPOh$p#F+
zP=4roO3lA0pF|hCY@p}5#!1V*Jasz$w9-;P5TU=w4}Sf}D(3Tqsv9>vp|W?T8he|W
z{XQv~mGTL90Gm&`3B!!wi7CpT?Mnn&b1$Ee`?A4t24^qAMc@V1WV-S*2XhyBiS*dy
ztb5^#_)0e6>QAFcN2G6C<v|lMQ=N9BL#qwPavqwsz%OMDh8ZhwEY2MX*e3T~#zm-&
zZ-S9pqUyV&*tw0dW&D35gkg($`B2a+at;I6GWtbPc1rtX4Ep<3up!g*>iL;gvyktz
zBO6tmA-!dumTY7i=~g?_z7$`fWDf`V>DKMq$h*qd^W$7Ft#<zPlCSr{C9Nl2==&I4
zm;B9tmI{|mbR0tAEj-=bYWwWCIrImE<$it`j+b1+s9;9Ry@9Fx)KH{2tUx0f|7^iW
zpZa@OMnXjqKb!+7$X)KUEdor&@3Ro<<8f<V*;@S=H<fX>Nt?&=l1O#eh@_}aQ?o4e
zH#wGdt-3Fj44`+KACvW_+4&_zEO^1m87hLZV}YheH0XNfSv`NJf1Hj+CEcWqHOADY
za;&7^B|Qi<sm@VnlxJ7V`GzK_Try=#UIA(ZK@Ys#H0w;;v1q@VUt?CCAo)OEcppyk
zI%09Qh>!DQ*X}f$>EXG36#6s~)c+3Ial!ozmmS#BiSX;M*e{F1vDL<)3_1};`>d%1
zWF}P0rMo0@ZbO6mH}|O-?vVJ)0Mw@RTJ2A%4WS^<gj4yVpn~PbmSh~cvJRF;`fuEi
z?M=(ItDVJvCog|Z*{stCeOMfgSsWN26A@jEv1UmQ^_Gx*J}alWMpC<21Da@VjA<%7
zsuri^mx>il|I*7rKf5l!aezf8A!VnXu5Y|_pm5-|onrB|qP%T|vvDsODa|&Sax}=?
zAjuI+;HS&cZ+_A#4H<sJleZegbE4z>;6Jjs$FNF5JrMk+EhyQT|KCHw!KAMOVIb*?
zDQz*@Zainnc>h2Se{m-+_6E;Et{jvn^2Q@XOYBojc?+jhUx6tAcTZ1?%vn+lm~=cr
zRl)-7TV$J?Be3pbsc>Yxb98<V+n&0XINWxW*{IukGaMM$z6sn4tz7Td-%HoVYG^L4
zHu5DBbYZ^^(pBjDdiP5ynyxO6WTdan9y?Ullp*c=HH^*ebP>CmTZ7|5x&_8#+>9A7
z>cFSV(_xIwPbRjorXzmkL}PJ`wKMr_WY#(hvi!-_7&Rv>8#fAl{@?B3wD2!|cXi?^
zD3gsn!04@5=4OFzJS9LOI_0IrM&rGGR08G0=sg8i?V7%w;EpsoS#3!qd)ggt=N@j2
z)!J9V2{^w73i(=gk|Epp4&{scXM#@??kY4OWMd3Q%;JQ9+2IIryLDIo^@B5`*s!)?
z*B(i~AjbeB$MSb#Bw%3Oq?UNaNqrRmg$a<(%_P5Z`EXOXy;9j{B-$_fi08?>`7ziu
zFjv%YZr`!!WcBxf)12u6ZumBn?^05Cog7RcR5D{FYB7Je8!z-`(DXC?as>O5`kcK#
z-$R#cv@!9LYZpOuWn7viw!IYhk7R`x0!{%6xSeDFGuLs=%&?E@SejoP^_RMc?rZJ2
zD?gH5EYq1V2<K-F3%J=4E_UE^$aRY}d45Y)7|Itu8(8a*=u---WASUz`TV6Pm}m~2
z$#Eq0*>mfmzJFW2mOD(lmZ;$~KJmDZ$G2KZw**XP@#<o!5!*+;kF$4}2m?Cfd(a3+
zZ|Zu4Y<ti5skoodJ1~o#h*xF26ql6EM2?|M`G>GPU;BLTJVvV03U82G|Jz;Xmm6(l
zwybzEY?jX;M=;L$PlWTtLP_uPmLIKtO}G7E;A^`tb5C1qXs9il=wYq#OR~-2{Rq=T
zInHZp8dsOlI$89LA{b&i1niq-pRlhx?x^|Lxn6pq(b|@2dLdmJ4;<zZnhsnl5hY=%
z73-QZh?|-bopA2;1mbBMn?)CKE*<__1K{ByUz06Vb9Pi@cQo(Xv%DDCwp04d{O6@K
zU}Uk@#f(vZ^;mB+2Kh~}fW$$$X1xh81_pS8k;~^yJ3yb$Y#KLZ(BFwPw8{+Ys5O&{
zZS2$^*@i{)`ZdDwM`_U##RSSjo|9=m13q9|9LdvlBt#aIc*wKH5{Dc$G8k<c*4^l{
zZC^6RZk$_G3_wYZCy9^YfZ_Ke_|_5rcqYa}LgvRo<by68lp7^B_XQSIo+P0E^r*2?
z#kbCwe>XevJHhGA$@R31y_p;r_o^raiIvH9gCQG@<B`g(0^Z!(R61I+0n}0}%_XQp
zC3INm!DU_^QI92GmW)C1UqW)Gy`i}F-XtNwwVnNvEb8Z$_nETO5ck26z1$;E&~PRG
z^3%q_<wOy){1sl@k$8u?@YHFle*j+GFQgbF>QrO^o&PCLZ;Pr1R6Sj6Reu)d50su`
zfMOu-Dy;wF-ro(79d(rW_LNbt+gv~+;AEIWgj>K~$k2w4gKMlo?zaDl+ED2wwY9@x
zpM@jD00mZH-j^+RuFYqPJM6Pn8LK&|bJ!>e%Dfp)|2B%8+WA+x+;$a|PUwA0b1eI?
zuFv<(a)-i6<|vD{)e4$76Po&a;zN12!vF@5*RBj1J3%AWkd*oF9Ur3uR2v4+y5pn8
z#z>FqWylDGbEX7535@6NUVi*b1a<;#_6ygTXG&A)LORjg<NeP_J2YsO38<fJ4(l(N
zP#;8HtEZ?M2}Gw<R_w&lj$-u7j3hYNu`=+lfMBv0HY<{l@_h_(xN``s-nlvo-(fFa
zJcV|DTh5G*SJW2cDG6`cp?{JNF21Hm_Gqo+WR;^i#YjFbH1ajM#8_~a*7C4G{x<lk
z4z3Af{?OTRYb7eGxE{_ZmF<7og~5B@URzV+?aN2SQ|}iA5IiJcwm$>C`}dxWR2l_q
ziF&;QLu@Lxd>sM~FoeeHs|S$&<36rdt3?|YQPp1iWK|Rl7a9E^6kg3^S$mmi;n6A!
z0DRTaZi`nuYW<gz5dv1pUMts}hpqHfw|Y4AEb)~$&Wt>NK1@2xI-;xfaiR<Uq6-F|
zdf7oW_POf!Q<#0-H<P=cA5V>N?o@@(-B*%fjjQhDrf{5r;8qE8;)zHN4XYnNuoGeQ
zQ46{?)SgaW(U1BOSQbwoOpJ58x;W$@R4_QA)6VO+Snx(vS;UU;Wi>(Tjq1(dl>Ka2
z&v}c8*{=lvBl8&*oh)4}-x2b-IgI}D_|pMsx{d=P7yws#huv{C)-3HxAm#ym?3&dy
zJOexBL$eY6IA1-}6sIeM7K&5oha7<jhsCC4B2ApD^l=j2(_igFwQZJI@d)jKu(|bj
z?swl!qgZa?_51zTHo?s#tmdC3B<l^LQ?Rb+9Fhx4166N=Uh1_OeU26VI)q8aE>p}7
zx2o&E6Q}yFh?%W@%?_V}h#aKYtcbC-;eZ*j#tx4$&7!QfdCjj(JXGio-;aD<E)gKB
zc#?H2WGZ$RD|aZ2I0<T-Uxj>wGH5P9Q<@cm(c?;7-%H9>sKl@zfv2Taw}LvsX1+2i
z)9c5e_}8v)P8#&9+@y+f_cG%|?F;eXe_S!tnS7Yei+6pA<yd9#7p#F>5330%c(3cD
zEK%^rec%oC)=bg)tZdqM0SFwA%Eb6nTP55cl_*ST(GvV@!0|kP%0Lo@2s6>R_epj7
zX}wexrl$Tue1!6jq4$T7{iTH0!|hOS-e&!vC9gv|anED+$iOu)-VGTfNp?(XIB|i|
zDmdwJoEco5RXXnb?TN(V!4F!{5bRc4&Hp+-)~D(@g1GNg%n-#2{ipOr8T$9siW}Zi
z;%ww=qI$p0?`4ng$L(7b1nR+6#tamh^pc69w@}-@da9y$7tS)Nk$B9u6ei+@crA2%
z%Lx?H?@~dt6RRp;!z7amYpAL_)kpf>MuoB7wfRD!k|}1ycPBQ>6w=*qk=qq+IS7=X
zXfLL@)$(&ZHh5rDY3S%yc_>BJGTK4b^jDoN3+evWOqUAoK&zP<IuN`a^28Pavz?Zk
zDx|Awa6;v4q)S=B*wpB8^;IzyTMOnkf=zDO4QLhzHx~N`yo1xaT1g?mahT<m5T45!
z5*f2fd+!Sv6O&xHZ|1vb=-h4A_L^8}2w#NPf)%2~!J66mX76FULCbN$tPe!4E);?n
z<+7fywpsc+YyJ4#hCJG>e#TZRm?ib1b3O^hl_-Jc$JEWEcEH<iW$Ch6(c=^if$#Z6
zE#-6)^21^)cp*E%gdBd`b*Y6;wI}IU*T~pnMv^^!3k%%lgk297wYP(Tq}D)f0~&?S
zX{UTJNywT-^*mL#DMxbj1EjvgzE+p$DS~`Tg3SoRFJFk1c>-vAXL~L!mDVS=ptOkd
z)fL9dtEu%vD?al}C+|$z<L_))+W?7|nCqDGOxeg5JIds5Dr@j-MA04QhS`|JG)B>>
z9fmsT%#fab3V-0kg2J6JIlU+mF4Kg~9{qEZdB)B*^b!1|&8HX}22Wsx7=Nhh{n0hm
z@WBMXnQvF?RE_89dLNGW%Uxhm6CxbKo)=2`!a$6RsN+xU@xuxTe3Xk0L_ZY2UgmQs
z9T_rxSjGGe=1G0K70%TD2z^c_L%uq>TlGIAh;A<CdIvpwxHR4PpmQYTn@I$8bnKu=
zzTD;#>rm0@tjJ+jlwe2j#yDUhtus4adQQp}J2mD(m*fpYNRUSGnl-FWu9#>Odrrdd
zU1xNsot{>2yQ=`RXV_srZ}+Bfq-KN(V_9jyk`9l5R$LgVu;skOJ`=6=7uy-}rPOTK
z{mv2TR*0!pskJQ(nzXT<#~u*shb5-4DoNo)z{i^F=B%dQoRy~6V&iRedND3ejteb?
zT;AgQf3x{Ktv5><y~o9>>9v3>O`^DY+6}eM<80VxxAb|qjkdv&xUK+<3zyiHbXS9g
ze5oL>jg5?D#ZO%l?|bc>+of+!DG%7qqK@Pi$QRUp3a+sZ2%~ZeIE~vrYDNraJfgBL
zMi;G@l8GA}u)UcpVBBWXVtk@I65DMgXUvVmsQuJcf;Cu*!^l1e*ccujvll=R#9zp&
zhEuK3cL5?fNuTemAb0D^uWBW4vSr-KX`iES;j$C0$DA2nomp>Jnr){*qd_f%E0yp0
zURe0e)xBDR+Wg@MDBt2>$|g2#Vm~8)Zst^`ZPqR|<gE8|`OX8+r|h*yoUY5bo_urW
z8)veY(la+#gBv>uODaO{lKBb@(UV>Ze~~icBEtgWq4S=jEug&jY)FJLZQ5vb9r{Qi
zKijvx;!X!acvT8|Q7ui5045+5C%Jkcvt5M5?0i_%lZqJ6qkmXsPZ`5w;ak!;p^X#c
zTE{R3WvxS7Q^6=(_{xW_GtTr=VcD3j(6<|f;EprGM=}=7XL>wLnU#zFYxk=8+yKtI
z?Z^~PrS^Q`v}N?!i?xFxKyT7_a)yI!+$exr0VTqN%PNAB!CDuJ)?L5^Z?_nd7Lv*G
zOnuUBd66BHHG6`AS|0_AwT{~_NXK8cg29@|!&h^%(C4Tp+J*Go#8t^vFUXvA3<fSs
z_-?xj_S0(09=zFs0CRd;@#b+PsbCXAG}H;xESyARCh_qM>S0&vyk8Dl^DXGQWz8Mw
zO3~Kz0f~)x<_2^pN?*sAotd_$TE)FS&frCeB6*y1C-F-1iz-9>8GfjQbKXrX{LcA1
z8hevG{v>#c@Q?kz=AQ`GNqa2V@1c10FZzw$<CfjyN2jiRo0%Fe38X@rSu$Ssn>5xX
zrqAP)KJp~Zox#sC331@qeinU5i5gv&AjjN1Y!O4+zrSa{37B1qz9v4r$+l_GE~@vt
z)xpcv4H?RV+EY16HH;m4WgAfsix%K9@Emr^FeDaH_^WrTsTWajoOTUL;M2C#P^1a1
z?wvcwpV^wY`d>UVkm$d!0uq-3sV<z_1s#aethW0Uu_EW4M9>p>3{PYvHJcnyU!G2_
zcMN>Iz3Is#QT+794dP$zix6$--1|V3Np+7FwBr6P>PzC7UeP1zoVOI=9X1mN)YFdr
zAJunm_*e*|c^xaY&UPI5q&>qvSs}=ryT!)cB~{#hJ5Ci|;w*(KwvA4XVS(YEiZDBo
zj|F=-!2<25w-hZS05{cmz~j@N<Z<|SmBQEk^w0%dnZ{E>)JF55|EYmBL~spoz_l@Q
zzm*uI=OVV@azq+viOmrixCLaZbNuuX0)$)5slSkdpkdH736Qt5>B||=*$X2O_*WC+
zkaP|Q$Z@7oMHpN9fq%rBUc(39l#N4moaZb5-j)hN(uqG@+ECuyG=0%gQGYR?&qZ(n
zNf5B#9}ndMmEKv9-#6wo))GlpUhGdd+jUI}OQJ;yTICNT=Shnu?dSxq)FiKH0h@W|
zgOs4eT1+DE_hp;_zh-k_adl&LMPm-FiSbDuxO(!UQam?N6S|J#mfefn$a*UzC|b!1
zMvqJmJhc>(ybuTyIPDJTSz8gALH|5XC;w7CaE0C=MgFKHtZj)OQ$QC|nDN#hGJp~i
zo$HMZF-b+U;G=sM4IXIvGV-opPFu~rOl&2bFiiweTR>}~eUg{>zn2_AluFck4i<xB
zKX)ezAsF#_g5rfwUk`cAjC%(%gc+UrtdQ3X{#nxbVO;Z=((b`(m$$4Hvp@<CezN+-
z+7)O@qb))zxSxMrnUHy=wcZBtc=*6$yyM9!@-ZqMM&O*{db5Zhf0>fg-5o-T+!0zF
zRCN<dN->#mo|dU{nJT1`%dV;ty44oL^r7qvEslMrnM4O&(vDKWY|L1vReGol^@s$O
z*E>#hqBgGq<uX3s@Z@l0z=RoaAuQ4rLKu+6;cW5_Bk3xST)}h~;^Dd}#c&&%DqV}`
zYmNfX>0PtVY1}jVN1C0#J@G+G+|T!Ub_rfrwW}Pi_cpfSQhT4RQvLkY#=uFaC<rA?
zi*3iW2-dd0In^|flybl_cERR(Cv)gU+n6K%;W2yqi<!$_jf^L`!8BX-fJXwV!maAO
zMd~pA{67WhQLT3ypUjbn1yzN$!FCb94*^bzczkcLN;AFy=2#i<E~|^@$6)Cf&&Z8c
zrVQAwo~Eo_QSgYgqR3qPb`7!(xpXjU6a9031u@<r502-q|I{vC7cjwnmOoMpA(+0U
zxGSRd>_1AShyf=uUnrM|^=?BtDtJv>riaOHoX$m?0rIiRdl&t(|C4oaqKV6DBN^-*
z=U%$;n&CD}+T|V_ZCidrxcsWk0TqqiTuBfKErYZ0H`v~{RW`z;*o;Ik2$o^n4s}@?
z$nuErDjZ>c&wl96?Zk<zrFe!D&UPw{i!i_{K}s>f_V%RmG0x+ec(|;R6}!$zG#h(v
zjlMKSYW}XhckD=ka?<8Vp|lY|b*0%m`@Ute;`1niYI^^NW271ZBY{aUulHrP@V;lG
z15klN(Q#|_?AdtMqJ_M5W<Bz2dWE|A;C`Cj`EL}q=cd-{<~(MOh>d~aL<97AySUJX
zCUd&G(*Pp7<)7`?V<v1-UvP5Z6e`1s)$X<2AO0kulxMs^BR`A-D6H9<f{@ukNlRmx
zm$u`V_|XAfTTNZGNeqD_>EeD)k}m9aJlssj$t>{-DnwP^KdB-Ilz}uC!^rdS5&g&%
z7x1+`jQ4nL&oynN+)vwwb>QM)?{#o~h^TV9vyh>j2#&_6r^WT;HUxw$!kGBXlAzqy
zZw9J*Qt4KNyRsuTEi45~1;86*6Jb1`*`$D7J~wS}G#L(?h7iWRh>xbRJUzoSIh^~a
zr73=AAxhRf5~AL_nM%+ZJQjM|;C|(7VCl9vqh2gGTE8FNSbjHm%}e}Q!S9o1SI&A4
z;Scof7H!31f_e%G&>9>L7J8G!;lcgmjQGwpycQiwbtc(f6caEzIU(z*B+jF|Dn!!R
z&&f{rCn|oN;}XK*mY&U`J92``cv~!@?eSNr8wJrUt{YE$=#xLIx7nAH!=2idX#FI9
zNGniKgQWnOLLKJRekKjzCa04YV2D#ZGxIGOXS3^Q6xJ4IO)m+^H0GIF<$m35JuB{8
zBE39uKci(Kn?)5(&33XaU*|f{{d(|yK2(8q!^`X_q;_eu4dr~`YhPpD<6NeCy!#2P
z%h!h7hk5IrOwx{Xv*)xZ14{F)X@<jln~oKf<8;qDdZ^K7C7csz!xF57jL-|M;l}5=
zr=u#Dfen+*ipy~aYDxzI3~2EoK;M=Hwy?`?@gjPCEi%jpm(zq+cU{&N>R+=}XB$iT
z%ekAzREgjsjXtAxv<mGdB+>9G8I794PXPx|BDh?lQlGvG+U;mKEsh?184_D-TYj1%
zJ@kpa{m;b#E8+g@dA&I0rgO>BDcl)!2#hVEq})UobY)(3Jty6x$9Da!;GQ_Q`0t{{
zd#6)NhHUL@<DwFjZ&`ZC0vLaqjveI$-21mu8{ey*=Q{4U^Mwkko~>Tr5<^BLv66W2
zL!Q_j(tpxy?9Hu^y==bdV69dp*7tG0Xh=E{eAk8@xhp$_l%2L^A^cD6`FqBK!~!65
z`D+}jq&?hTchc?M#B+h#$sv=AUdg8VLq7>f=aprH0;gRM6++mJ3T1}oMf2TxAPZc=
z16iaN&%5NI?=vnMf4-~385)uiDCg%M@XI@e!_bI&v$PVO6)}vnFSmhUPK4!miTYg(
zg45f&CcW_^ju8`A>f4{{=|e~A&LBL1t{|C*E%3ZH68R4In{eI@mL&Yex&6Ipa@Foc
zqO^hI2TmmWW$&uIu_)X1jJXenf#<Oo!|`h$vtl>%19Vcw(w$3C#&nIs!uvBe)J3Of
zTS*(>-sP(itBtqB)my2*($}owzZZ~Kp*`{18`+SPB5!sGTxqTU>|aF*R~c`T$jn%9
zEoYz_a)(o88sc!dGt+uqEEmI~S_e}{F*Q0fQnC*VQ~Q)^XgpKxZ3k7vV=*<BR&nmc
zHj?p*1@+w(Le74z8>q1X-G&dGVAo=K4KI9#B>Qzkwm5RdVizh)MAGkyet*ZXTz9Dz
z5?2$zbpXY3S^ZC)h|J^VT%VCCu;ZXK90jEPp6Z_-Z-jZQK}s0D#3pT=+u<(Pz2L3G
zz*c1yJ2R1xja5JiNo&ZT#32=vCl%XpbKRpp;`{gcFUM#&SZhF1bGOaeWuxwy@M&!@
zlxUVS5>;y_t=H4d0TRz?ORah^sllc%K%IGro3W=c_xsTDsdq~o=hB%x51RVaz86*C
zb7b3Xv8m=`_p~V5o#bOc6gE#f`nC^+^ZojvLObA@?mI#wSJS}e^)$%In@M!1gJ_X?
zF>ckbF04MCa?dxE*5u57Asp841pSR(*W^;-cPk+s*5!=pGU@bzj(Kq#(8=5{jl+yH
zE3R~_7UV5;qmFQJLsbd&ckS1Db{x}CufB|h`Hp}QKlz54speDjv?%Fa#xxl$kKvK^
zY`t#KT(RbggYi#C?U$bpe)_hrnvlMpL;}P%pdgMG6tmzNu|IpTred~I^bp6maIFkk
zF+BNEtwf6oi|7iR#Yv<-hnksy)LQP-XHnUEmq4q@j~m;9%K&605)eLmKk&?9o<Xur
z2P9J0cb36Y;ibOEoSg~8*8!$P;xjvP?7MM>{^`I>bb;1g0>p7ZFDdrBbs(+XW){Gp
zt1_c;ysdz$VV0_t4UX~+LIjpQNL|O5kv=_64hwZ0PI|d2AmVc>Ytjny&pxc@JAfrD
z4?Wc)L}%@&V8v?*xy)v=w_8%uJkgf-2-OA?ewE;p>iE4U(F5p(y&3lN4^iQzU47-m
zMBPoU`z0xs`4;`_mDqT?Y;b|Qx1PvXaVTeldCX?rR`mXr0RBQMjUby(0qYr9j>|82
ztkzH>I2_uciJl-o+hxK3HXd2y<(<J&D8EE9<NaeTbZD|`hJ^F-#ax^npN`}k=PoRn
zgnecBR(Y{t2F;u{FmRSb8m#Ns!gy)*8aMe(4GN-;2ZK6aH^>-uwU5WQp<p-!p|<XZ
z@r7iW+RA(3Px(yew}5qrJ?SRghwt?sSgZbfGWKA<_9XC)Hz~jaNcy5ey_j;KR<2jd
z;p38I5JL>lPVa4e&jq&12L~~%=9mRhaDxZwORv~ZU}tDPO4kX{UKjclm~*|oI|Hty
z_}8mA8W9z;CyY$gu^;)#-c#m&&SKNQH&9Not>XS^p#thUp}MP%gi{-nzA?f)5R#yV
zB!%|2WY#hy7{m^>$+N`P?V)P;<1^pHY5a)Y2V7Ks2hRD6oaLZP`{b4&h`K|hUQIO+
z{AoMB1Mg%=ymvj5cr`|Yy3@VSne)%$Q@#<N|G0_Izgrl&ML-=J@%~P%K?x>!(Lap*
zFE%91q!*OzP5G)K&+^u8oDh-L-zF~{lFlocEX&wQ+gm-C0$0l_HD&}^{13r|803y6
z#bCD*!f6QVIFy+`zu%3gjOGwKDvYjcRiE-EJi|^%T6_3bEef`dfC7V0=kmcw$xake
zPuX~l1f$hu252}Bzg=4%+mzdRQg}~{p^q$oa!Bkcot0`?ZisMSx80hqOB#Qxp)W3=
z9{z#+KktuJWfAcEV*)X9y&i3`!;E<l$8~QIgQBSYHKu6J2xIL|Bu%dF<g4e)_2l^M
zkG`O-%;ugVqIu^5e3Ac0)mKNg)iryU;_gsfLV=>i-HNw3#odd$6DaOb+}+*Xix+oy
zw*ZA;0s5uS^WOK~@2{+tm6e=xviHnSX3w|@<ZxT6a6zzvIhrrr7~sd>3(s{?%+mQi
zWff+7!Myf8NhdUk24}k>gRQE{$18LnhE1E7<Ny>%FTN8Tv0J2HrYo|Ku?sAu;$6hn
z>2BUJ34dU>?ZgXJ7!{;O)weQJ91>?<Rn9OECYmorUr>MJx|Q}}RtJVN)&^d4fLEcs
zle!H*H`X>*G}9e`F);w3RbVzOe-8hkU!Lmb=ywPyt5z64cmiQefNO6yuwt5ow|3hG
z^2Pr&(T0_EOf`aP_~&Lr;V2F>b^0R92>&KiWf4EG?lmq}Ma8A6G(n+*`SptMw1;=4
zk^)v6>p@Y(O&5M`f0~&iJH~)sW7Hqz>y~~~Wm5`cpEto7^UZ}bmrsfM>DSNR%qo_3
zuPYe)b}u_`r>5dmHiaDEHbnc#9j5ge#q%AivZn#eC!=UrQc!u4$rU;dMY^)?EQ%S0
zKT7jI=^E1SCctRjU{o@TeRq<uT~P&6GTsW7UNYQ%r|$lFc2D^M{F~5ioiM^?T}!_^
zXWgwR<mTO|Z<A*u>DvyBFf&NxuXR~LcGnphvL_{JxhyROkE9+Gf?5~8(S!A({OKkN
zEGTNz!5LZ2(ZprqO?N9fNMYvP^|jS#WKED*di5s@m8Y`7d>S%|_jnn*P91OqF{x7P
z$M?QurPXiKgxQ_P$kqg>SpFsS6Z3hPt^@OF@Y*fE&Cb|K&tIaW)<Z>V3u;G!ybbBx
zSkK+ADjLLroXYnewVs&EG|D{S=`dgKSk@T<&)C{_>sH87e8nnV8SU+BH;D=U&Jk>e
z<yJp?51!ztaW**#i(yPEUqgNcvDn^-K@u^HboMXiCub|Tk!gx!mqU`oNXGlO^J3B8
zHK06tIS<oqGmMPu?qs+uhuck8$zUVOChp$R_+rk#y^8y;?th~!qWss9C)UuDEyir7
zRU<n@Ii*Y23lU-EjviQ;wEa<;-Ub@Q-`_bHCK6!n&EFT5pV&q}$Tqzt(*`H7e|~WG
zOxip!V27OYk=x8*WVnBiCT=GBRlE1ZF1+@Gpuc0dc0wsc4?Sb3Hn>!X%K0;<m1Tpw
z*UM{3f>3_%`VSfvFORfoKS2&|8!fpKVPdX0*!Z)1uY!2p9htxFWPTP>Fo$v(FOIKH
zvh14>K5ex$FteC$1a&u3Q)pVp&rSyNhotA%I#W()+54xxw0YF@jvtsNV%Sc5wXkoK
zGv^?3t<xL=OgHlA*)aznrR!hg$(=-$9OzG*)mRDn;y!kx*x<i+MNjjkIo%d@^Q3R3
z|JYh%@P}wpdOB^R79b`9J%ZqMobC>#Ozk9~6Oc;rMP{ej-KC3BtnLyxUf5~ocoq(u
z;&qP!S@?M4+KE+|+G!KH%|<$gxb2(*O~D=0zTw4VepprB&MTsU^2CFyiy4ibbYZY_
z_&amDk&fwU&15a(k+hSdT#fpE#Mgux`f!`+?e2UKXtKtj$JvZSb6E4?tfPjB>4}KW
zKkZhEzrp2G>y!htNG9RC2c_vex?2}{VG<}9$h@9R+9~E}C};OcUk!gJer!0x#}Q}y
zZVm^lTW8HCI8S7nHMarbxHPYV?rR>JnpDtBRUXO-XSjAEG8_{;qn3l!@89v0Brdu)
zrZ_dSUQ0WJm$Y4nri%Ilg@crxPdLsL2i*%aD01Gs>(5zhrNcr-LbQCX*n5X)*;cT6
zMn_^m4WlC&?LQt(JB=O!`nFgeO;keSZz-ypxzt}Em7au)Cp)F2(3T+CBML*7X=K><
zSy988vV~hlUVTpN>`PCz%-I66zZ`-u=`eWQ?|F0#S73JuCR)=@{7KkA@r)4MFuaa)
zD9rXBk?`Ps9puW|S#p5{+%oIcxm0uQXA(zyq0M*Vb18;U@s$FkZ0V&nTg(x6tlp**
z%KDAYVyp9hv({C^hWk$O>`+4Wus9~~e!py*&q3p!g6kCUc8xrS_m<i&uG|~LabVy}
z_36r<54e4HVbAA>4@1foX1`B&ghLr)^pefbD~2ss+a!|5{?1C%gnm*kXYk$#q3j8#
z6Hh}qSB$Qs&u1M)X~$v)alg{xvIYcbAxVpALIq?Iace}0mr+HCVLU~ou33{!Ck?rz
z7!%{bdvC1nno1}KeT=HJQHhsskFa~+eF$R!sCuBc(&C^&)&@A-^bV7F=`%+2*Sk(p
zkbnNDMv6?tC-B(dBu?SadnujSgexuA>E3c^kjA@><DoT7f9FAF;{&(f32@qsd7c}2
z4<K;_^Lt!5z33ZoDs-~w!5J8s;Li=vwME<Pkt1`R1!<e&d(W0)7l4GMekXd7&-*E#
z^2HH|===53=>nx`Rs0NjmZ3S&DpAuZ9U&~bb~Cx0cQM`VdR_QA!gdik7Dt=%XXJe-
zR}f=sGGbrN2iO)7vabEIKgmO;>G!?!k|eH+;ZVIZQ$9$~W~&*u|C+mnh0@b-tL6Lt
zNP5EE({cv^{CS8Z4vgV)b!+mESns#3Ux^@LU9TxNwHN*#H&UDI1zd0Upw3q7b?y9o
zhvR+d`<~CzkML49bYHepx<0Cs<+s+{U$ShCgch-Amo+HNW2+vGPkSY2C`>FQNGncA
zX1joyUY{GU*cL<&Mx_rXNIbW;NBIy}bFV76iL*>U+iOyQd%Nv{iFlk784$swP@CsV
zP>%fyn{`V++WOX>k)vB^0uJqXZOd-JpC4v5S(98>MtQ?a=lh=!_bbOkq1?ct*~Eb4
z+}*I$+s&{uv}j=A6dPR!F-QxZCxRz-{D_99;#cDz5>5BlPr*g8QvZsXY^q1QM|n4U
zyod0&8|Hu$;Fy*l?8g!iC9ChaT}AY%9Ps1mbTGetAvv3?>|C#B_nE-zEu+DkmAVF`
zj3;N#aS!P15Vt?3v=CCWu}|Q0d;yc|A@%e9-{wFMz@bo14$a`cx4TK<d--6!iqTN6
z_Jb9~6dY7Pj+LcJY@<l^e=*d7QV7|WISt`r_LBi|GwHu5s=2-H;f-W}?eKf0!MFEy
z)rn0HSifw}7B)-Fiv%}8gLdz@S&LL=lh{AH&Pb8*D@)6D?b{h_p4>4<<9InTGM<$h
zq{%q#VxH66$j9Mo%pV<0=;25Miz--<sqTTJanP3^-jmI73L{=?<Y7Ga`{*)<G@;OX
zb8vKM5rZb;oR8*EyUHTLq>_jmzKI>!Ew%<-dHo1UYd(pc$#v%QKR=nZ|Jlzu1upjh
z(d~+f5UQqT`+VK(jJrqA?kwC_!pHL!FBovEGtiT*R1Bbh`;WRVv5l)0IKYPY98;ZW
z_LByW*k_f2+lX2ePa!pts|amO5Gr1eWt!dEAF@f0cbd*iB)&JdXC$i08+BET;8Q1M
z@K*6L2uis^{{wfHoAJLMg-P+G5z?{XN`i3=SD1%;&<L9=q8Fs3oEzNtUxz~eg1qA=
zdAP%mWITW_KpFfzDybOZl!1_J;&Nh$k+3~Xj-2fs)2^+frTELCGePJ>TBjDpW|-%F
zwxDte=w6_FG&M2x%t4^hWib(y1y2T;by_2bX+DPen}3Pij&_!NxNTZV1y;BmUek;)
z-{{<ahmxCQIRP6rK78wy2bMJMR(<@vyZ+Wl1zvokIE=uA@!3L4msJGgiT1i=noqWf
zUDDO`LvW9dN>?#KOuEAO_tc!LM%*vi70cxm^NHo^(z9-1`V-F#{cbGTh2$k9l}|?U
z8q>;AZno7u1p;ZVWT2D84NQmAl8DB^bfqIKx$fj<#GRT`_F|DN{jt4nLoJu;7euEX
z!(LNRIt8wvfg2;I|I!I<7!FjBaITi+rwVun1~N{s=)^y9=nRqOUfHb9#geAV(b#6y
zY~1-U-0TO=5=1x7Ie+(TWSc`+6nU440XBBZauv1XllF|!LuaOL?Cv-X^NsrzC>X43
zhUXjsOQ7!_OW1Z)yk<STVSwUTL7146A^o;4TJTCcrTw9SJuyPh`tXA$+o&1Q*iwz^
zdSoXgvCYeh=5Ux`<$*g}?vU6Ex)?HVPLNe)`V-kK{VY?RzM~5<qCrRbocofEGq-q)
zx)o0K-0TdjPma4%jUSO2yx03o2TKvccllG-%@Ep%xAekygoT%P(fASD491?Gm6vo(
zAgA-<76l%W1Vg^dtUd;EW*SZ{-R=30WIEwI>|U(}FrR2Uxs>&}OW4wNT-KjIQboQO
z-2TWq>*0>?4%LS6-D3)2vIAiC9FL5E296fg6>M-rc|+TPN^iHHojUq}d$$xSowr@J
zoPogy(!yLt+tU`A1+nMdlR0sDW%?G)T`_WcoXUuEf8#SL+z$F{H<hT2J_Ap5?S1`m
zELCqM$S$QXDOkZrZoLzqXKcj7q*Zw@yB#5bLMUx3mu)X(gvY{ZCFz6AZo=OZ6D2tM
z!=ZxT$<ZG#$G=v(aR*0#baJHXPTM33z@>eoMVi}MqZ9kNChT9}96jIgHj(r+tjzgG
zqul|cn}wXfW=aRgH=qBwB?6>{dE2(Au>)Yw4+jExw^MkuFEN->1fH?s87;fC5uMD@
zcSEnGx`HDbHaltDM&Mli_R82hkf{hyzSE)9qSS=ss^YO6Dn+uV53(YQ^GI6cFC!?H
zMqE&i5p6s)W!y)4kew8!HRc!jp`41x)oh32@(y6|2RH-3QiTTT|8Q7klNJ#Lz05`A
zfiiEN1bzDNWe}teAI1)|_j-v+mggq_>Kk{8CQDJ~tmEAro-^B&Td2;720h<WvV2mC
zw@~(I+f#%U=(4&~fSm6+h9vXp05HRniuL|y!cZOYNR->i$(b+B;0)g;DeSR)N)z0T
zbI4&l))c1p?w+?+64z!EmfL(e0BXwCt(EL`)cZ!JzXls&!s>AL6|>t&dVc!lKJ%dS
z31`BMu25i&R<pSHPN2}Ag@y>pLtQ2wF*7chCbWqtz}=1Z&JDRJ!B|a#gegoQJGn5W
z-Hv7RjcM}{IcD>>(EnP$*Fe{uM3?bD%e4#tfcTMGF0Ii%QWuY&lJSCZb*Jgsipq@G
zcvv~jw4<uQoeWkV0`8^mP%~ex!%<_Fx>}kPKI22*d)Z+;n}TK&H57G9#e-e{B%kso
z^f4b2jppSwxYCtzxSHDAnSc3+fYtfaaM?`)sZ(Y<V>OjZaqb+mMob-~p`^MZ8pw1$
zjVNG0K+bj-t|BjIA9|w4LHA?buCuCQ#+Pf4-*&e{5Nvr2hsHhFjGpOn;EE~i9N9lI
zF9~p6427<1UnBjcvSn4W$H=FfmtT5$_GBR*hFd&nj>baDdJpy)Wp8N`@L8Uz#I4=V
zVq=8HR;i;KDfsqL`pIFS9C3}(wviXwmL-EEc9i5$p0aI;cRV9VaGo0GkWQYUth2ut
znLN{`pLQqp)*FGH*+=s<KaKxP9BL)A&{XNPnN3wgEpuUZa4ast#ZdcAxX;5sByeAN
z{eDUrAz+JB*%h?eY2<U^58Qf4ZyuPyJ}fG4ln=HqF4ab9t?G%QXOd?HqzpQBlT#(5
z&r+Ngvu9;;Sx5ZxYjTNx0QIkoeJYN_g!5(fo7z)@yuB(1KuLUCZI*?}g;x7sayvVX
zy|7OKc{(ji5hcFjXEFW?C47*N;BF_0<DwiXhvNq%*naPQpRL|Kr|!+AN7%X0U}Zjo
zu>`xKNLx&Q?ZyIy7J@}0@IV;kedgP!8@hT2qw(2qsx4i-MUJP0rz~s6K0GCy7U8P&
zTE!W*^Lu&b7p2baeb`WQ!g<u!ca7e6PV3%+)M~IqJZ@LzF*hbJ8BXIDuI0*~C(vHk
z<=h2WRpn4Bct7-3{_Q9(9SiM)dWyXcE)qertt(bD5|XX3I=ARhwkU~8H3(O2G`*Lt
z&&2vIN8ehMkiQnxhB%5hM1S%&8j_FfqJ%WA*NnB=CasDKie(xntRlBQJyr;uH(4;$
zfD(#E;?csO_rr~+g+nRKdU3W<A?2&jB0hM=P&37)zw_Z|<ypO6ulJ7zSeRbIlE<+Q
z$Ek0o{+5_X&+SnOn7TV1bL`)t?VaBXE_t*^jRrndM~%icg8YOhZDN@*Z`FeI##WD1
z+5ChN#Ag5c3OJEb!|CpZLdtM}fYw1VNXPgSqj$nAvhF2=eh|;PV{2Gds7gTc<7YbK
zE&Z`yi3(D0edQ27p*k!g@)~dJD#TL4<xviNukBIC+8xmr!V$hFYWAY>p-0#0)(Tv~
zQU1}u$P>-ae~TAWB{-k6wcGQuHy9YdC({z9Z~2Verf1FF)Db9b`8!Auy&hkZCh%JL
zv&h$*kN`SH6q)^<D9+g9e&&2kag#sVGob)i@W|sj;E03st|sXwZT^)qNe^?jiks<@
zUuNoNmD=mk5%Gk-p^GAtUz9bqk||O*1eRqs?hCC$I0nyI`}9HXeW|8&%iFcY5un|m
z9xvbS1euL{04?i7EeUxHE+YEt)HPbw$D5u1Zuj3uWvDcPq@_KG`3&NOEeN#FE2UHR
zxr@ugKQVx{H&W-=CQD6pA1J4Rjo*CCKC#%^dMV3UE7%`o7iwseMq&)tYiswsx7g(v
zB6Fo0+MDpcPKKMsN~jhT`;vZjnW(~`3?(Bf)XE_qn$lXTNaC4Fs1d^9Iz^YC3w=~(
z-7{A$Fh6Cu=S|QHayQwPA#3Y?LC@Vco~n_FgtJWk8mXtM5z~sqe8=e0w_o<rpV<d}
zB0IFnh`|}=5E@uWz*(khxKPc<n@7HMYEVDjt6akL)<G)5{%BhQA5ZWm>)~6iC&ltf
zsQ@B0aHIIX_DUpqN@@;<k)|foocltnJV+v1*XG^iL=}dE_-rcYB7+!LE?(BzV6f+z
zZXLV7P)%YKKGO@Oh7VX`4rSc$$?vwvn^j08F+PTnJkJh#R+nXA$P)Lw^v3)wzFXVq
z;1vlFQ4rAxXpyW`7$_-LM|9F3%Pq~i!}@y}G~{cun`?BSFUY^PXlS*m!1t=xk;oeN
zNN%*_%R0XOdOca=5EpXitdG+5r$ip_W3I~1i~ib0pk3p{j;M~~K{7UXbG(_fQTq%`
z-K?>q;`qDp<;S$bEn{*ZOJBxKZEARIpSFwPL^>l{s+Nvae%Y(uZ+2;Uu(c<VVY<Zh
z5tXmJ4>i^;TU2ZBwz~1?)t)j%YUOjU?!5U!C_!l7e8Mwr2Nph?pT7CpL+VI_N&lC9
z0_UBy5o~~kR00}mNXC><d@Pa5XVA!PA^Oem<FJYA@mXJ#H<b31HBloeC=@cQ=}ZxR
zn8;l9GXBf~HQz8#-&sMexBk(u^WggJ!K~<dkG?MnhA-5^*!Dk7Z8olUX)evDL-e-R
zYs78+*wd*i$YZ$9dikZxQH-Kfxj1%@6bBPdU7o)N-ImGZgI<1g%Wgp6Rs}7n^&YOF
zp6&A+cIJ<J8zEZFV`UHmi0vFOht&YtJraX1f9=DO4yo>LIB?mOKdI}ux}nH-TUhg3
zP1rAXR31RwmUV%i&D|IsW;31Vz<yesgxU_|7xHuMdj?~$!Z)eHB_sL;UECokg`dwy
zv|3p|`%Vm&XcAK1RF&fW&@ZJZN3xQAyml-?0DF!=??2w^N5OX)uFC_6edlSz4d)ai
zXJhEP#&^Gou9TlYX|4USF4{TL;e=MZ-79g<QmYU*!+sq$&%8?s;HZjWHBibNO|N-?
zJ!%~zW5Y*iz*`bCLSplDB-=1q7%oR_YH-5p+2K2Mtr-<~*O5uM<ml*qbP{ej{Y)b=
zHdgiI|AI_XZUhLioqvPV`565>rBc=$hkO=$77rGAXdcdskNRU~mn-|Wkj%WvHZf-T
ziX?)AFF{p`%JOOwu2y?dt;x)(?X>pU+XnKa=5KlELf-(zRZK~5EhqTfekHK!y}QxN
z*6vn0+jrrAETp@KPLa^ITZXL->8{k`vL2{J2ec1;UGVm_T}2kVaQ{_!+C>dC$?VZq
zoG^d6sm$ZCR-b@&<w}0|c6(N3#d4%3z1Phwz<+0J!0^VcabfTW;%q%}XZ|JmZwd_@
z!`LuyRoALPAtMNVg9Bh_LrwW>rA~%*%cxp-Ucc})9+2T)!q>vtID@p_ZUNJr>~7#|
z>fM`KEsJF(bP~36S*6-)vWdN#5XZZ*x0lJP@==FWAr}z?r@3=#CQzd(!!;Cr0Xo}d
zLjY#sSc2GvxH>D0@mG`A`Rb=9!%|Pe`GDLn1MI8i)h>BGS8pR*G+b9C)s`lb1I!>@
zIdRH!w>CA9C=)8C23`&vhhr4oeC=f3t44p=7RB)U+K5gIHXzgNbehYs@e@qr*O#*n
z@Y9=p@J6HX8|hn^@-L^Dze)EiO^jYdGi7!Tgt4QX;M?&WlRCG)E-q1QFZG&nKu=5D
zc%$@ylyKY$d|&J#CDJe?ri<b_X482yIVvt5c^kl=kUNkt$I{Q?_bl3B;uO1K;nq@`
zZ&?U*Y?xYx2ML1jZ8Mhh@3w_K0PyZDT=T&3>jP+s`kT%?9{a^!5;psO<S%{h+vcUo
zrJAM_TH0Umux{MQgLpFTr*1-CJGEe;{SgvqjLy17$=U}rHiIPOd^s08F|Fk(zt{{4
zIm;Q3y8G^oq;~9P67<cCFGUTcyPC+ebGnJzme4^yb8~VNoUoD;uLUA}pg&5r*};ie
zJ4_YcKwOw#7AMKuaJD&rli`*+>bvHfWW7w|Z1PWp=wqt@Mc#RlMS8}$-l8;AALH$a
z-i88N95yHyxR8j#xXy;sY3nx&nxDcePpHrGWc-{>tM2Nu3!}kyAI1&q$O(<h#;YuL
zOCX}u*7w*D&Df<>u($w6{bWIODz|Ivy%~u`jnSOMBIYTQRs4wd)>7N{0q^CRuHkDp
z-ds1=7l9ZN@+|t}VSa^9jr|R-PB{Vk1j{u5E+Kdz4-+a!a+O@@wZ4Bz>@E&H2nUHJ
zqol&#_mQ07BR@sXo&5ig7q+nrb-#6G6mifIQBUbn9sZ>^`ZmHNw$P@*^N*nY@l*!a
z)$2$5$#?TvDb#13x6bklyShqHTUepNp!6p6URc%QvaU<@=wowJ$l08!VT>cDbcSnw
zbd~r>Zgg5RC@m>~^3<oo<BfO{ab^RbBMTYTnF(|^ngg{|)3{_Hd!^ToZb*Pd%lT9(
zz82^fgw{+<SZfWBYhzJF+g$<=@KkSRMsTDHatzWN0lsyDX#n9h;LmHy$wpA!4{_=J
z<2^G<=_pb|ub5Gj-6ne(_IK9DW9`;5PT#~#MEvA_lMmBaNU)8<3Ls}N(EC?^sYyNv
z-s0Bj($P=Nu2Ro5On!mMelz(rRX^4FUcODvu3YN*y<I#8@Q?4!fC3L$jI3pKk$9bC
z>1>emtbGJaJ&4LOl6$oh(RRF%F8<+CJzO$|vxsm0XU-4gaLMX8L!DIohH9P*s&C>N
ztCi{8=BpuZ?k--ENkh>mGj#8DsNc&Tc5A1qkCDIOz73xE8wb&|QpSIAv;I8QjBI48
z4y?jv4LJO>kJ7eUJ#083P^+*7aMpxAj}5gu<{Z=ZsuA+EnS%2A*x(HCPx-IrTXT!2
zqYWy_D~Kj96J~e7gid3{la%`L*V^u?@#-+#$}MiSt}nIvifX6<Y#E`hnOwIy4Qa}X
zjcIDvpbEU(G__t%tuF3N5z?Yt23?eVV&@KqiG!76VdJji4$O&WkWpMD!T#*6SPao)
zVHmseR)J0#AyuH6U5!G^EOxRO#O*Pqn&X=4ySTx2B@D0mb}}wLHfRsH8b*9{QS`}T
znEDnX%F47FRFeWdF!{#uSRs=OOIj|I=1luiC7pf!WW_qVEis&SP>2-DSeuJS9G%?^
zW}EO_O=3t`B%b>59$u*_l*cH4Ibw$Vz2k&E;pxTSqmH<Tt<okhgM1(%E2Zbr4xGbQ
zip7?L);8L4Ir+62dXQy<;D<q=zU8g86NSz4*ofN3@gCGT@E->vxNm)s<2lg2%Wai}
zwX<yB9*Xil)ni=a-#>6t?q)+qa#ZHO7nxCbG4rME-))^C-QLHo{xX!bKzvWxng_5`
zkA)u2FpT<0=4x<0th~x$y_fYXn4=GYrVEm4n&BAxorHhS9NcO$B&4jrQdJSJhVXrX
z2uCLEd%|d-5+k&Qvmc_#M0;&BXUd4sX*Gn-_rVx2Ju=_C28M;eHXnON3)XTg&Q7^s
zzAN;Y?uROJ8LlDd6676z2I=S`S{Empqx`P?+9j387(>~yYBmd)Cq)wCGk=EB9XsiI
zw1li)bBNvYNWLd8S}znJh+~k&Srdaxg&e;hMUC6Ul%vTY1fpjdxp#d6X`zB;h&>lW
zO0gb$q5aLZ!y8)?hq|qp#A<|o&+0a59O46BLYcPY_gflc#&n?viYjExKMs%k>;_5J
zU%r#Oa)p!j^~`@7h1(Oe@A+Ce`3q4DLocp@U_UGlmc)p6C-;M^80lq_G$Zd%0Rp4d
zD5$?MO~z*}M$YC`!X;jp?It8BdCYQkX1Sr3?k2>{@O78<s>3^W>ln;d$B*sW9s{4@
z8X!N{*JXkJtcCDtrB8_Xj1{ykoQtp^g63l%*x+7G7YJunYqJJV=t{L}{K4Kkowtnb
zJoFCHwzN1p&Fy}ti*}jwl<3t34z8KHOjWqjr1HIF5zf9XwD0Om<IyJ_8$j)K`=QTT
zTYU{0VF}zu=+#A&RhsoCEC(TY{6-~!Xq=5B=R3Cu7~Wg;WkIO&TGx62KT?&<kSv+C
z$FEE?Itep?w4K_58Hzd)5gH%MNWyaPzEp=zRdS)S(1JA4toDC5IoW^wjr~L1eZLak
zb9^NH)Ux6YPAe(?I>)Aax#7?dBr(IQ{>iLg>hL&dBr)da;FIlPY}&;rp5!i6wM2(D
zdV<E9qSJO8-R_j=3h%=l1+_6vppg?MZnaQ@NG(5ie3k-AI=Ew;Vu1AW^Bj2y_ig^f
zsU@HoecUa$YO~fpt8hIyNO_qZtvY?IO>LlY>2kMBBjfIJE@ZP&O9=Yq(bTf)YERhe
zm^!*YxydnirDydveb6CqkF>|g5xDIGvyz!d1IgHI`o5j^S)bG0XQJB*z0*G`{1b|K
z?T$l-&74Bwv&`*sTBNx3eo&U|{aUrO@q}01qNl%G1k{i1MVr|fvA5<mmsyCi&#fW+
z2GgbXN7!nSh$~Gwvh0u9VQOglw;LtWtaE2_8eQ{bN%5VN7>uA2)XQyqHi!>lP2JhQ
ze<>M<twK_OHUi{pE1~ladq#4zu3L=w<KQAn!}xDoPxU@i(?-mx=eF3DqRw^cBjU%A
zbxDBxaX*xaygBwUUj?p=&q4?~RX%*;>mv+bX?F3^T5v)^nlp;{gJ!09*|xsym&1>x
zY=J({rb-wE$3H(|!*keClc#ues^w!&BI_-%4Qfc22fjHK{glO}G%VNUyjhOzrMCGw
zx1%N5aRBWYmpX-}+zUw>Fe!jD>=Gj>PnRb^C$lH%p$4+AjvzEb-W*VC$O4urSx&RU
zv#J&;;#aGHNP=P+*{`rYZ<sHXhjkn(uYL@YaM(*a*qjQK$iVT}0iJauDFAFs{P66y
zn{LefVH$ysn4%f3#pnxAHG47SZS!{$j@`Gia}n?58C^!GmQtG`POhyx8fkY^bLJbC
z;#?Q0mXY44R_^1C>Wd!%XTfC=sjz>iDd4KH4R$wj3#rNdWH?kR?P-r_qhm%h)4K@q
zUu<t*EkVp<G!br{YlSSbEihNzwjlXu9Wt?U(}XPS+u30*x;<fDq^_^P|KXdXMozwH
z3zcNi{vl4cpBnc?e)+3ksKo4tBjQUzj1JM4{zqW$c>=G>gyS3{s#C2_g?V%|ra0*n
zwgvM5HZI~MQpVXOuKwD^hX`1n$mNZuc{20eGpFD9z@l(yRp_x|W)s%1TxR3gYmDT9
zgUvuVjC;vp&=X#HUdTU(5x<(C&)JGmwLM9h3+&)M&8S}#F88|Gk%Ee>-d;bNIHUU*
z?&p(3+u6hrwPk)Q_?c0CC)<_q!R7HG^k&q^L^#|;Pi;<pY`NX%;j77BKUS#kfEFqg
zN%=dkmR`{|C1fG!leX&PnU5EBqnYonk!(zBq&-~XhQ9v&*!Vyhthf_drwJ+fg^}~B
zeybu?WPj+ugpQ-?;Lc&Um1B(nG!Y4V9bGdVTN_OfeP4?<no^WfPp3fQK10YT<?Pw|
zHgKz&PRBHX8T?f7<tCI%FS%LWM>UN~kMWS2G@456!248K5J@H7ouW=8z%$E8r1j?W
zjVCn6$hQ@Y@e<-37F`|}ZaH^P<IS^P{O%oMJWWSU>mY?UWli7T6|w!Cd6(NL341|$
zVUh`jBnjuNN?r|D#L}GbuA1xxs-F!@Pp=2`GuX?jo6e~W#TAz;iJ=liGB(5ICjOIS
zW|K<~WUhUx(-=|<aay!mft?PSY}Dei9cYBq^n7yyRAMyC^t&Aa4y9_lu74L<7YBuk
zPpm1I;QIcx)|pqBmA5pQiH*i)QANTh$_b-`Z~`{n^!JJHM@A%terIY5Ao7{-C(xq3
z=`ooI(^uDTm1bksk=m}kGNv_v_P~7;+TE)K>oDGXfy5}~fne{l0Z;56S`(^{+5)h7
zcOw5Upx~zIEI{du?Pe|SeI1`q{gM~nGaNYK-CG>qYrlHw6FcOxz<z-_qf)N7Y62Z@
zuQ^van;Z(BoNM@;;gEFqt+K}>=?;cV=GVdGp#s@*z`-O1d5}%Q9TYfroKf3)ZaG<q
zvyN*vtv@DkO^{zeYo)nHiEWYZ2fXiZHQurZqKlDi1390Hvtr%I>bJe<mn(5?@{ft{
zuyefft$!VReO%lk)w@&<EJk}cC!@yTgV`!a?gs~>iuGGp@63A|7%gL7j6d*)LjRsd
zv790eT*Fp4#nMOW+VHpMp{_w(@<CmMgh_Y9X3m3k4eTr#B#F*C5)ny|AH;FHGv68}
z8}t5x&DGb|Wxmc}x9Y*kCTmKo_+<C&lF!<{Oskaw(3A*`pKbR5QTAaPyF0)MA1%@3
zFwyP8cXCDI=KZx}g%zg#K>pzLh5VtY)m4jAJo)gim=7_*#QX&yzHLVQg}T=DnG)}4
z;*Nrj_tO3@KmBsEDrSM54xb}CKcWy}@wg03oI08e*)l8R9(0js6g0lLO4W}+qWYrN
zSbqgb?UBFXaT$VsWH?Gk72elRnfp7T^ccchRuYE<^=pGmjzO+;L^mAnnqX*I5b)GU
zs{o;CaJbJ<++ta;BGx;P4@;ywpv`>P`(^j+iR{uu8Ik%l%e|8#PY36Cx69-h)xDEd
zoIGbbZp>^f=6<FW78yJ#uz8^05Sc-zAz1?9Avm>Pd=dCT5HGPv`a0m(|NcZTH1Ip6
zt%Cy<=?XhYc&C<(*&DDWE+9`*ZaFNsrotCj(&Xy0xV64&RaVUxYW~IZ&jAjLGHS0+
znCST`@TZu1`%o>#Dh2e}yA3qr7ql-v*A62DhQWVrKc6vdn5@k!m=dlffDST6$(L3W
z%cVAM-l(Nmrl^%1#)(-yGc4^ssCQS@UKVmp!Sx@wZk^2G_m{k@Z!iA7*A(&d_au(i
z1-5d7U8xo`RC5svqo6|{J}6b5C3v4DOc*%3UjL_jv6Nz-Z}5(3o~>XrmYq#jQhSrD
zz+Gkj)rX<&0kef+L^;Mj^G(7|RaS>9#a>U!I1h*_4$7J;;h{S&^LNy9%*KWNF4kSx
zFc0$>DT%v5Rqp5zA{B;Ecmu&M8!q8j1<6K+bRIRTnlDH()d{OT>YR!iR4H#9df4ga
znnOQL@E4djm9iBO1Xz(R%Ig;zlc~=~{;;L+b^x??*iop)pYHlDllq=jw-ko;;zbbc
z>{tQpSr$-;&zrw<FZG5>K;h{>fbl*WcCcjnhEQTNyVWsoH;P{(fC{Y59<bMK6%DTz
z8T~&=AU5s6_f$5VZb?4%j2sJ`a@f8gj2A=)^Ck7nS7|HhY!MRKkuTr5SwDC<-Rhi`
z7~nu!opoK3#Gut?*P@2n>@7H=yGM@0=OQtw{li3R65jR@OuO3=uMp6R0$E!xog21F
zs?>FVuv#?T3&aY|hQ{~n)NsYGMuz*uiWsC6EPJY{&c87=E{2U(7whZ-6?}d*UH{J`
zHQonyMSRnXliVGCWFI+_eynykHRA5>nnedD{hvE%%|pS+Nk5o|=38^i((0Qy>Q#9<
zv-U8AoBqn3ZECKowiXV(1{Vs)&WYc|{k{%I3rsf-!%>ircLQZ`2zCakNi{`v9haHK
zIh<($qnh*nVO|#S39v4GvW3%ww)Jd9D75C{uOEv1^*KrK<fIBPXyyeNQ;%Ov@lsyQ
zxSI9$4Ddp&g>v$6D;beNC<DV#tkwV`3a3y)l}~G6zxQ;I2@Xl%Ev^)v{F2A+9Mt&{
z!_Sb;NSy0D)yTPA9LG&Z8)O~$9qk(CNK&pg@Y|@z><I7kWTa?#4|x>V*%+~vR)Kky
zA1PNST!i*^X<Y7QQ3(c=*bCPYG*z0IqkqNTy7aQHBsMs!L=>NB&o>tWaw!!R8kP)r
zXtWNq-%jiG(#`E`25B}yzMHJH{j8)|{wtRWm@h-P93v=Uno{oCEw^ZBa(+Fn{FpZ}
z5_o(V18EE#be#2RHgs3!C3BfCI+KbwEZ=nFQ4m~)zrScCkDh77HC_UZZDHq>a-HXt
zOtjC1Sgo?n2{VZ%2H|gabjgr51DWBsbI&QzpU`NSy=4WN)eLovS73jdzZi;h*$mYB
zBj>C1-P^D>WUP7`XQ)3N()YVxlL*^tF|p&>9HVEb^~Vr3=Q~mRCHU-;#Vcw9BFC(7
zftY7_)|(tNC8gCIJsH5+uW8+Vn&JkFdaA(mQ+8NL47}@+8A80`pn>pXBGMzTip^~s
z9eoS*D9#ScJrmRpyGOtGUD6<-))0DUbsW)NQL>47BHzOr3sWOrMadA`r=|T_)UXRh
zLBx<Dh1ye-PU}W{F;#173!)6{bCXd=J&y__ZqEaKs4bXyeG3Rx0`AzBv&x_pY8xJj
z>7~Pz;V<*WH^-Jt;*pnK&%@@2*p+s8S$&c8sz6(B<w3f%A$$#AACNM($6~)2c~PQT
zb7$CJ1sgWzaoDQMlW<(fVqK`dc2{GiDZyiflz%XVrahkXY9T7z0+h!AU!fygTa@n&
z>KH9@O)U+LMvB&vpURA45i-ERP+60$ALJ$WCnNiZDld*_c@#H1&AYT7-BO`b{;^lj
z)#)tm3TVQ*c%c@z&L%<6in$9b?NOEXRwRBvT5=H`$Re}E_%Kfy7as)>JfW@d)%2@9
z{JXrma%AGCd<_tTVI$fnwJ=B0!6xWJU0|3dufhkiQy2B7c7~f;g?a+AG4_O9{&#+w
z&N8#d0?~uS&^=Ig=_1OE%&jNy&Uh>KyDamzM1VL@J5$bb@Iw;FVd>cwuV<g@@a1EV
z;beK*@VKsu-Xeu-cb%4B6aN;u>(;|%l?+A;%Fux~&W&$-0`5+joLkeD?>9P2agEq6
z3WeEBoI8#466LY#M4|JD7f$kf<)7*Y>Guu;c^r<5qEKH|0KGOVq@ed&?SqU?GsO4~
zWj=%H`N&_~4=SyAjQ8FbcpzkNa0ZFpL$SIi&qOw-jM#FS^He>aXm&(T07JLFw`=~G
z3av{<-}R11u%1Yx$iLuU@v8!yLcGpBQ~ID=;Wv%<s>N)FZlQpODNjGvEbGmF?9j;p
zEm$a!y^!FQdHGA1y6vRee$yR)mtUrW`>WeH9HVD)y@@4i&1)YN`MeTX@Ty;QE_BkZ
zynV@Vfoqv1RH|C){W(h>qD9-EbB<)>W=cPAkVUp~NuC&g*FAYjEF{0N)P}?gY^!m;
zz-*hNQT3W$0{+By|9h1;^#IRCK(Xyzpj`UQ;_!nW$9V<`6nyy1_U>)sjWTCKnB&fo
z2th~gIgR+3^%LHLyVGgB)|4@6tqYCt?7qW%qsrSuFgapVm^2#T@6>tp_k%Y)IQa`d
z{m6N55hsbi52IzO!Ux3pF!tEr-bb{INjdfr16u=`Uyf`>OMOr&Vt8F>CyB#MXzjRc
ze}YkcTJ>4<BEPhSA<v+-K%9m<XMQ5S!RYdDK-gx3MJzA98g;;odGh91M<})Xtr!9k
zdyyuxbJpA`&OvtP=ZeQx_A4PC&F1XA9oOyfCW}74g5s+7lH*#wC~l$OS3$q80Qs*9
zo(}*^$hYLF!uN3{zDjgT?%??dkep943wrdEcM1!cjJq2}PrG3PNB-?_KmTC6^{e=t
z-me@vFf?)Ss#cwVSQU$(#9nyPPWx#;@eR;^lDi{VlNgzSvpQHEMsy=?K5o6g9`W+3
zmk*-u2h_i+#2GbEbaBjKu^*61W+i{f`7VX?YLsQVp^EeReO1`(-Or6!=ygqQ#174p
zMV?}YTyACz>=x?z72bLKRfk^EG^-dJgE*QeM|>K{F}TnEx;Q2wwnW%xkh?H4?jqe<
zH!o&|cFFVyle`cizow7&v#udRZ)_F`xxe<uylXadA#`a%O5AFrR3zmY8Pb9%7Y_X5
z{+Mc(u{1lWZ@#iOW3C5Xu24N<LIMubeS;m-x_4BdSXMkR$~Na_Fv*Y~_aC6^Hr{ye
zER*1MD{*`)G4$zW!i(B_HkWsYJ^WI&b^BA#u+Akmp66c(!Vt0C?~(O<ee%axGETcK
z*h?(#`ma)%1(v|*Wd7p_lVU6sXEmA$eZMXY7Up^~f?9pLEwP7}jg5lkXU4FCTwxYf
zX1m*cmqd3srW9#At_Au48}6mgnlfZU#eg~;K;VhmTt2Sm<#-r4W{&&Eb5~Rp%12_;
zS_=iZb6$P`8eUIdet6G!)!g_2x7yk#QE$5gnZk5I0$eKzi0;HZU-x2&?u`uco~~`}
zib$v{mW~!!!$>iCZ{asRMfUw$f+-9}wAv}^ec`QM0!IG5ND}G`UmN>b#fkWj=j140
zjU}dg6Yq!_+R|<t3#!)P*_pt2E6M#plD-XB>B6kzfZm?mXvqy~IRAIHG+Shw%PtT4
z)Jxrn0E~_B287+zaChMkBK0)}wFqiK^h#-ZcTLowJ8L1^j_^N%j+B(peK9PzKCS1H
z?Q=g;*(0!Jd;F=dXG%#@Tx?<n4L|-8gV0?c*HZ+l6XX%QkGJ0AD(Ue!N6gVC2|S05
zv>qK>vLfPw0fKyOAN}6c+^qafiRxp-9B1J|o*z2HR4F3R{)xWtA{?42fbqo~r}75d
z+?YRON=)FuG;VKU@h81zejXI5zvQyqEoeb&juGx2taN=^7u7IB{*sf^GCsY^`xX#D
zVU=HvcmPPByjOlS<@m?^%ea^5awUaLX-M=tH+#Z*n(T)<7tzZq_k%zr>z1hLgRf%x
z!W!BNC;^x-;QC8CM(*>iQ1mXN2CHSZeuVb#m-hBY4%c6ASVg=9QZyM%uPHO4#H!6O
zrT#~I$=38+4s|*eil2g3eeX3o@)c&Ivf18)pPQCYD%dan7iVnRJMYao7f><sVT3$I
zdcVXJ`cvLF8oXXSY1vtY2AtufB3INrH?)0Tj#7BnwuCLo{}Lq>KUu{iTsv2rN9;CU
zd*2{ONnw9c&0)E4<mE1e_jmT*?d_8H{3mei1NX|2x2}wDLv6;a!$o4XElkwoEsfLX
z8uc>UY2Q=}HVd+jMm|*+ax*&Eu47bX0IQ`DdVw6H!_rqz8inN{{&%jF`I{|CV7QIv
zPWMp?8PP7(4W*wB^Zr3zTYYeooEuHAC#&RXU><i{3T0HV?wPDJJ?1&YiGHq|7L7(A
zWSb0glXBbPhsm=C!)Wq*@v-G>@50|=^#^lRzQKWuFLY@a&4`j18$X~}KQ+!-zE$Qd
zhU&*0Ofn59pwAsklcvAn4Uc)hzV-jX+?R9@v>tAQc^YG@O+MoJ<{L`xx?}E?=(*X<
z<HE+G>J9U@oxYkSS~tF^HGB;&7!qWcJX=(olwCN5D+Uf$#&)%9_ew@)nLpYVh3K7*
zLo%D7K2fJTT&wlyb9$;bRrS^<*BLCVCPx$XZPX_Q5@=!kE$yUs7}T5KXpelxegI0F
zGhhYTx@MM;39;9yEqA~%;YrXH<eBR!H)zkND!a$PE*L$XkhA`b^EHts_E9$KY9EH<
z_-^96W^b|ig0S%JE)atIpAG(j+OM9*MeA>But+vlBo-CnasSCQ+W*wdgd7SS8MYiV
zeXgF_K7$w6K{nFLJs|vsSL34H9n0;jm3fCB<a0)j$LAvcFK5BG&5GJ`|Ll~=8)VC*
z+pr5RXT0LM(<Y$^;=QGT-odb(?lgP=McI<Q=EM=?VAFfo>V<bn=dD~&<=5_L%m~tU
zs(%FQ%L_GOry7Ip;lWkBcIKw&cKr3B7W@4fjnxOFfjl0^#ZQ9fyYVc%KJ^>o1+Tj{
zErlIZeuW11{2%IW841k^F@_eY@>lHcu`li6Tti;ACnwyFwxQ9?_f15ag>beVo(0qV
zR;9TUCG)#*{yhcP<K!JIQMi|dMeR;Y>a4>@rg~wqEChf@^k1Oz?H`r$@+kWaIo&5Z
z4v}|fHOXlrxdgbQq}=PYd`bmXb&bW6oQRp7AH#D;VTDk=G$e6_mC2HOylt1heu)1U
zRy)(+Ld#uH=e<W$8Ry?hSItr7uBpx2En=SGTI-MTn=gi({(9YSK$LzNe6$gFt@2-{
zK0N7I4QB<NxlF8KUeH{0cddm2LnA)5frc*d`5+i=e)JA{2`QhBEf+jHwsO>VYbh3s
zAiwH0P0XuusL_kUt~D!rv<KeZp<?0#X0F<6l=VqTrj1KWTqBby#G*rd7HK9{D=`nx
z5PcXvp0imt=r`tNa~rR2hg8dUBK5dhtk}h=qurhJ9cHwz(X+@ux6NkxI+4{SyNT(U
zt@bFAc+HuE8%>HQ$}mRU_pY+`<Vz%*W>BMLJFsKWdHPOFM>x+yU9^0%B#GHhx?lI)
zofSi9CwPeevIUED%<reZuRLaNXY%AeQvH5udY=~R8sBuR8PAuiuBg0Juqg9J1xmwA
zCZ6g;vNyd%V(7pH{GUqr*{M%2zmlyaAQ<^&a(1Rr8pJo#Thi?9ivV%trCxG{3l5t~
zO{9SDI_Jd0U<)~=MM3Z%*Et5wKhKa0|FOkmIwibm`9-lumcV-pfUZar+DRgO2hWnB
zv106WxYz97isS{y-$W?sHa=MU)A)ZqAr2==d<5Sp<_*#3!WuG929nh)js5n?kv60j
zw|lJ}?-d^siXXf#@1fZUK)ZRrjhEA9VSrV>EcqPJb<l3yFppE`&^6K_Cr|JS>CF>y
zSbQUBzMXzL@53z{Gx1cxBTKG?`enJ?Ih2GCl-K&LD$%-P@&Gu@>?zk~TNcxSeuf6g
zdlCCb_<__eI}jV6=vbxfyG_A#jie3VDVmxo_I9=qw?`^edt%D|t6Q_-9%bG!_^qjv
zWWzjHEgE#OEYwJv%5w`NIUPqp!%ZyFqi<hcW;V1-Ntcu8yn%Mj`qU}%4c-jWSrW80
z$7xdXFQ7zy^}fa4;}^>K1Si#6Y0v844yO3WPB~4!tQpp8usEUBe}VbH07TzW!e;1c
ziZv-REY4t~ZRFh`x2f#F&;G|&r<$g#Ekul$zvvVjmN4qn_h!Fs*!*R|69j8z^o^sY
zC78BsoDo_I(W!4<{6mmOZZ|P*hb!b|dh(a^(M(L*ov+(e`LKzq*Lj|%U(4`j?4@hZ
z>Ux*RbD^0_9{9Xo8Khjj6zUu!vHI+~jy%Z71nDE|LtlWZ&%k%?)U6B0m%kFj9PBl`
z1iCBO-~S>9oeSe8TW<wohl2iP717U+a>!F}vK<|zKl6aj$Zr2Xpp^TTT<hr$p0*mO
z7$-I<*Vqro`4H>r$Cw4}d<649(l2w`GPF|$hG3vO)<q4b>N52c=KtEsf6-P1D#gY{
zpR!*K=q{Uc<ODn1v4mzKA_&nH#dQiD*;r)G;vnIuc-$Ft@Tucw9U>-d`3<+GWjx3*
zT!U~Qp?fK^KTfa(64w8@pJB|`!Q!y(ujHb0DK0FZ;rbFV>W)ngH_mdV&G9(t&awQZ
z$D$hezi^Oe_lR!G6X7aK%!X#_qI*-!p8Gn74g(H)_y34T!Uv;qXfaQb(CDN_`LHho
zJuQ_4VEZa<QYd-{-xtP6@es)D*&)Ul&k}hgY+gaOpK<5Vo5u=W!=xMzjFx96Eyr?>
znJuxexjUampO*xVqyOuq|JB2ar=lo{yHqVYNq-*xAl6Jmi~HohuqR76g&<OyQ0d8R
zJziPm(Fkv@fzHW}0r<=Dy?^nJ^cRbRzoB~2j~<mTI(k5rgUFaq7}E2Hj+DMQWI_ZL
znc%QWEs@3PIUQ$)`J>fKJ#R~@aP8oxM(yHcw9#89>kd$%>mQZ(ZcyWX5f=*ahtSp{
zVBFqN6dF=jUKcgWI9w#<5)yq=Ykcd$v^-71T@gaYVUrv2NU%8f+)ojb4!T-i`t<gf
zP~4>`tmmWd_j!zmb}`*93g)T$(1MBfS*SphYDppw137e4_s@!*&5EU6F;3&Qy$BGp
zwa$;r`_=&ZE4)Iv0Ld<mUo~f1{Tf%xFpRP|&pcFKL7eppyT!HtB4R0Du>6#(kOwMT
zX1E7<N(q4i6?D8M=C{hKy6Dh*eX}`pg99GLG>N$k;a!H^tr|{4!HEARiwG33@a3%;
zhbLA$y~X?tNmL$@A1NxAi`0hm)3vDfY$cm+;-|p)g{pd8<rO|NLM@gau8|rEHvOAV
z?>u=)OI*?wR}u^{YwAFukMPdw6N2W4=?o7Lz0gmb?ZO051JqSxtE$XNk)ojZaP4^n
zbP~g2`U#(jF$?NCz>~CloxNaXv(Z#uR$bMb1}_mF1l<<aFm%drk?EIQ0HM=I@&0<K
z6_U~Kxah?+VIaagk@NGMNz)_!BzqfbmJ*=hL{2QecmYSk6MY$?qG(RBCZy;n1X3^9
z%SsNXZ6TuaH%h>QNg41r`^fPTO=#4-nq&aXs_-S6P2Vnp8pO$dt33T|%C7r*PsHC=
z4K;V?n*T`^=1rB@4ImQ4S9q&sjbWBSR;BsWX{3LucP76Qj~bG(Sr3*f45NcJMzb%1
zSx?QTv<sz%0MG%U?u*2HZ+JNCC3mH^gS7#!8ovn2;%2^!+izzjNzMDlk1o?q$)_BV
zqk?&k+U^U*U~D(RV+2IS&4$X%F+Lt9ogH>DUm;?&%-`m!4O;kSn?M8K0AjLZyCeU8
z$-NZ0hhj4K#gmygpd#h8sWO@r6{-MidRiCae8o5zb&j2Uio99(o(Jyr(oI2&jXDHd
z3i-(ZT1%{J*E&5z?PjBw9#A>vdQ!(1vp2d(zQcDTdFvOW*;xG6zrW!AT&}03xpvW-
z_|D$_y!W-`o`Z;UE51wW^E+1*jfltM{(6579tE!vzOL}GeKP3>5&iVDy|zMkK=nt;
zpbDmO<-G9N5TuqyN;9n4iNw}RdZ3%<YwSl^3UblvHq20w+tPqPu&*r@#D5aW30MYV
z-~D-hxw#bmA&~!a$6drYs3l+fPA)(IVNz81@}64ohg-aBwF8>|+weyV+}cokd7M{v
zr+Owu7eWA-9n>J_TPREml-}&}=YArnXiA!nP3_)XNT@moPTHN@Zwd^kjy2MTj;stu
zv9JWiRA$eEV4qv+f_1Wo3Ynp^;=oXYS-n!^{AALxH%plgM`xRm)0={j0ue4I<oxLh
zm^;+?um8bqwc6<{_Gq{KJczZ7(eztI7I}G{`oJ5^ukYiTWGT`(_1B=XTAil2tCB7h
zB`lj{_45Y;B|t2qGx!8&fu4u@-&z<biT+!>FySvg92xUX?X3w{<BGNX#*n3=aRD$|
zr+DK|B~FP|Rr3vT6t}^r3-#5LGamxm^+rE~YYMj^;Es&Ls9&}|DYeGPEQ@d9VymBD
zmZbfr(i91g{o~D9nlrIVEqJ_R9q+7d3&^`%$!fFd*bfPBI!*UhYoUm@`5>TcQOM+7
zQdq4h+h2#4%Np*`{1~Tw_6pq1n;g;!2XJM}L7kB;u-$1urnRgq%;rLHcyoL2m7RlO
zWaaIXO?Rb3YbT+IdbXuVp@__l`D~c1qTvTr^FtC*$kXy${`nE%8|7QtmmkHPCwd*l
z+4GdSOS;y?jiyZe3+eZocC?FsykD`dQ~z^>$9Op*C=X5GP>ghIBGAUx#?Nqhua`i+
zb`(tqR3Ieo6zkuPhF6glz8mgnyEAJ%TSwrlr|YAyLm9cz&m5A1NF6vs0O^i{K6!tr
zKlls7X!XM~hXqL@5>9QK7<Za0+Xc)w)PcDDnP#$Y!*V(oM)tmNSL@}XhF@|rXFzmw
z2^zS+aY^8%_mA!$?Em;^G^2lc8g0?_CBP`W#oRq?nt#^VGn(Qd-f|qh=-!xRsKl3d
z5-}LmOK}_#mqh?6R#(M_<=hWrUOcev`F-J!$Yk-3Q}6uI4cut$JYx|7r`MmHE#0R7
zzW~S|H{jy*MWV9so-2u|C;3?^DQ4{IC9Lq=g$eKAlYjaF!40Qa_hU-V{a^ieb>BhB
z8uK6F1^ANWR@#Ba7l7%Zl)Zr1FM!^=A6?*nuw4{tNzDu8`r4hmE%@Po(WA5mmmMhK
zU)TKo(}>v`th@DxhBkLYGUlArGLW8gaKi2GqttxS3Wu+2|53SyKN@)M58W={(`y$C
zz@r9lvmK6j0pf7X3SIdjCU{MS2?6J)iv7)ds4b{zd|aC}c-(?HLB}xfYL-;4f)jd`
zt|{~R+s(X%p5HVNlT}U##5F9>-=fO!M|lCT*gkK30qIRh#V;WC3ozB4xO=x6=kHIV
zrPA#0S99Q5*h`^L-vZ??widW`@kP|{xS-Pw6k6Xe6itc=k#5ZjQar+i5bk4?|4iTo
zx7xwLzvCSLi&+gG((RsQ;4y=rMD|Gw=nYH10(lwQEXxH_*~ej?anP>r<|@Q@ThEm5
z)pKh%LQX--Pw+^1Gr7B?^s%#fsj~ddki<nZ@pLLUmw3#?%^o=K7)(l+Q3|aLAzvm~
zkZ~+XBJfh;>r2{(2|tOu$KZaTSq9C$=%6?{#%{wmGXC%gdpxp@d^G0!I$i^FROvdC
zIcnyrAX$(RI-0cw)F;X&e}<M6^W6WwI9bD%GzLV6^8Maj9+0hDl)NMeGcJbQL*EHf
zL<fQbZtpx<5QulLp~}?9;QmfgwsA*BgR;5D%zZBb@?Of@B}K4xh3c&<)VzQ;Ljb$L
zMMN_Mu6ixQ0)r4Ox)Szh;G$K2#5kYBekw~A^b8EieH+ed;GSL`Tf!YPcWT8O|0eDb
z9NHSbVx<rk8c4J+T5#dKL}-UTjc7@Mr3Hj>1{Iu@|Av!GE9)AI9|FDDjmE{qhO*I%
zbdkFVeZ=S|woeL3%A|l#xW43HXJdTrFJuLL?PF_`*0M4k<32_$mB0CuGi`n}^82z=
z{B+GEUyzT%$zvw}7V?9fXcD_P8K(&o8uEM-K)>z|K%&XSJpb%!ysXm;)?t^Z>J6Iu
zW!}w{Hq(rVTXeu}uu=z(J7(PRiI;9yrD?q?$yFXQo3>mEWffOczRq(+X}beY8&6#M
zVMS*S6P%PPCDKY0I-k@l=>EB&!IW6}aNJ>`-ppO2HN8ykn7Ny2fUDBJu>>MVyKkzV
zmb8UrYZ?2b^0d1tv5PZQ2YJf*gKU{U9}+olN3PI-F$a0f$PdFYrs#Hb=u-Nu4Rc3(
zdf$%tvM0Udb|jboE4m+@2L3;vY<?c@do08pGr;`E#fo<2A8k>JV%M%TB7>-zU*F^x
zLAgIXch|~z{NMXOmN(JBA31yq`6K2(|0hMHEK)VaTe-|>P0aA<9o4C)2osKb*P6GD
zh)MY&o+Hw_073>o>i(VW{^@cCb-w`58@PT0(B%!peg$>|2@`{kXRcQ<SZW~CyPjQe
z=vLJF)^MJ0LVQs{VhH_HPK|pJp%3%F$M|we=O(B5=b2qBUlL=h7n;98uJMn>UMylH
z>pVys`*eSN5qs3^%Ti=Wb9NAS4=qAlW*A<opjQv-ZdLo`k)M9&<wk>CLMwO;>6`ZS
zB74aW*Q#`g@3X=}cs~<D*6`2Cd7moNAAmn>Vs+4yKkvXlX8vlApLZP1nU>7i=6Im6
zjj3WXXK(u=+TZ~`D4avtAQ>;c`V^QYOPoIyWqfmoFMLm4rP~&D8$8%??9hfCHFni`
z5NBEjao$ZHB{638BvkUT+@nnMW7x^Znn9_@`0*K6*ElwMC^lg>@4hHBH3_l&(=Rd+
zb%sC8D_D!L(EJK?*H;kxCD8jfz&gg7eo$p8mZ<H>g+3Q8Y!;SX>Y&Wb+4R0@h4Qyg
zxIvgn%Xf|Q*H6~3-I*4l?~-w-!N{{M#_vHs-BMXV9yNK<(do>P=l_unK1YVZmpNq2
zKW*IrkFE(ZdE&Hnq#bcT8aG4J+xYRqeqSTh9IKr;cQpqSA)oBVe8Oi}S^XIBMK}1Y
zAN+{nn?wHxd(>)3)oMng{nctUd)Pa-@~G92sMU-{`>WMzoDTE57N~!G^Nu*Exy5g(
zArb6%@9g&+pFD{|vXOTAR(87$_{d<&wef+mLm%wC5j$e+lN@8s6i1BR=K-8=v2aO!
zQiv{%+E_2tUHZ7n*hj+-eX#RJ>@j2C_cd8YLOs;D?^!&Bd3I3ia-M0wv-Q-aip1mL
z>NEe_B*K=Sg0N*s-q4LVZ{UrX_XOt0apS(+ZH(f(-BVHADlJ7jg&%$rVV6m@d5^;z
zy7A@>ykq9Q*I9<C>y*JFXSFWqDV~OBb(wR%FIGoneO}zU=@*~Ag|LGvat~tZO^x#9
z8}!O|A`J&z>{i(|0Y?VMa)4t7E?ALl6=V$<aMyWXqxPVVuDDD$j9)aMO1X{$yV|t%
z4kZd4pX<=RyU=&uIpv;OBOd_zI)~j3U0}KKJm@h)uWUNXs6q#~B16-W@xWajS{01a
z6gM3mM^a-7d9EC&!bD`4q>*c8O8|?fv@QgbSWxc?<38)=pG-?1nL4ykH|gSMHg(L@
zL6eL|E@Ox{PNH7Nh?;Gak!~*kVrM4RAnJ&;MLTVpIaH(SPEJ6l+vgvEZIV5(WJ&p}
z1a|RsJM1J*FQhbl(=_w#KA{(4gMDfo6?Q_TlDt-reTA8s34Coi+sFsw&JVf6HtuM(
zGm|@J?vnKtV`IDhu*(6e3)GaW#Mt;@cdLl$s`$<}KeL-L9uPMO_rCn%dby1V%>Px5
zsgJ<?ttt@jPS0a5khQ$o%wuN0?-vrL>k(?#T@h=Gs4i-ft2{#AyCULi+Cuw(n9Jcy
zO3RJ7Yj#pCLDbs4JsJNIrZjFD5V}b2#><D!F|o%S=$N6uOK>z=$$p-kS{7+9Gr=QI
zrS&@JF2Xr4*%C08sUrDz<|Tf>9j41UDol;B4*(wa!o87mG#5NBic|nTX7D@7WNZ7@
zoYiqt@+~!Ijy#oHOW|tHZanL-$@wffm@a_2y%z4zZiB6_Ip<E;jf@@oVCRk4QDfIX
zP92{+^E+7FeNCApb*zcYxIT^PK;2dw`&iha4|d*&J!b4?PhE80Kx<p5S8kx?$%Wy5
znUy<t{n+{ibNsnnjIe$anIEeU2V1nm<{e<8hOLG&?C8BnhwOR~B>7XrRzn$fHEb%w
z-l-v5WBRk64#SAVtl?A(zh>>T4|<!$3iqMoYBtW03;)OC<yrSb{E|3F@>)1?%)~9h
zIF^3558X2%1c#QMk6PUPJbqnTcs3hTgmr2w3ETc$PE=vr1E3Z?P$Qk>8K@&hZQ0(7
zOcaAy{BTO%Fo?wx1!k8|^QC3C0r~2=0Gd(9ta>!oybEj5>_JeowgZHIEc<ZWg?`6#
z(Uv|}g;hVO{d1XS)G?#p%~)~9dR}P6G1+qqYL21~`Zi&ru=4ikg4g{w;rVtw7H!do
zHt#?iHEqs@GVSPHUA^ZA|JbyDp0?;io65A|;76v8B?K4t*_%rU?=67Wl^gjATEWRg
z6lg3S@d7*=PW7_f?(m_xLm%$EkvnSclKnh(bXGuw^(H1=P{0b6PVgZ7*|2M<Huu4}
zLm%$Ek$cSC#lgz}NgDP(B^&lSrBI?Hg)hDI{9KAOVLfgi3uyCfd_35^18jyEI1U>(
zZ299cV#dARcRlEHjCj1)3z`(l!#ctmNOCChfSRV;p;F_ZvTVlFr3K?%h<2b2yHM~j
zH12vl)}o!YCGpk=)WY`nAm3IE-g%I8HCO{l`TZe&O<Yiv->o_%t!(ED&fOAY>@X%6
zzgU{(K95L@O=un^Y%<e_`+V+n!_eHJ4|m?k9W{55KaX9Ys-0%J&o`-dy1Tre543W-
z&)1v#VBDb(cizZ7X72icop+8E&1p3DzAF&FI8LSCthzlL1O>9X5Y`PD`fxKlco~(p
zXrRq|&_+#L!ce9it+p)<_RF)$khuC2(;kSnXrN7I+S4I6)SWLu+YSH5OVEA=R_YS8
zY?!?L+W8Q_`Pz8|Zu<L^>Fy*J+gBYvcRzV~37?0O^%+B_UBH{odkos5nKqU)%%B}J
zZF7J<4Rcgp`jX>O>7^9TRR^tTN<0ti2y01F;yIv}y#En-uBT~w)R0sO@w@q;>tj_|
z^@F-7*e)|_dnh*ul7sQ?5;0G8BU@PfM<OYe^IT4rDg4dk+x3XFMJsLIfi`a1W+>B+
z&uPmAcA~s+lWCiwOuL#kjcEg82iU6rMvbil;=Z*=JHH)Snyq$?_L8x9Ey1RF!?eB7
z<!`=pCNmc!kBuF=VCRk4abur;oVs|Oj?F0b_rR1F#H%P+O13`S`Zq_v+Std!4qdSG
zM(i<TKa5a`-Vy~q5Brsa^WcuZ%d3y17@QvuHtzyk5lqgXS;G+VVS1i>jSqwVdbAgr
zPZar+2X-8`Cdi-wI}AvH?e9dk^<Vc?&W=t5qT6D`BA3M0d;NuC5>l<KcHE;e7d@E^
z0zsb>azWGDBW~1Af?cmkbjOF^)fAp><{i~e!WP`|^=8kfCJP@1w`jzjb|-nbW5zAx
z-47l13i#H{5Nz#tev$4K2m^rdUZD}~e$ZiS#$m4H<Vs*_9x90%_jtHP7u>RWUJ5gA
zVEV^<AHvqD=1vpM+j}2S+a85>bEk=B?R`Bl)7I33+xl+U9VP)MimA&HS$CLl)dW+Q
zC)5-(fX|Hl!}{(Sd0-QnJlNTTtXmK7^42LyN4-cozAFmHeMVINdOX^^2W=XUJyohC
zRd^8_w!z)!MWV$r_Za?q^?o|16?HluX<YULI|iG^XYV^P3pVIN)&@H5Z|MS-g>5ta
zY|wDMRa7Kg$bQNU;-KB`M;-Rg*<~#NV~anz*ai@-QCkRmMc2BsS9;7f@nNxxR_sjn
z!HyX_v*PEE%redCt0U9Wc<~2z47MTn;>;R~6#?%{4!^6bBqcr&e)XOBfZv~c(Vl5(
z%9Eqv=ACdGlFFpL@vM{ui_e?SN{DPHUY98H<=PI+a~IAKq$~?j+!r6tO4pe=<r?|G
z*hL$5Bt*%^ju|_%lGe45pPJ`i`Bdk_X@=yq6q?ABkA|Cf!cFhVnVo1u!f&|Pi%_U{
zkFz?G&tsD){(fM`V3Wk(oYkC_;*?;%Ix9u!b+Fr6S+MKlGu?@umB*8kMb65g`X!89
z==#=&wK#m(7?AYYyCaeX`|(AJJnJ5b_-PAC3vt<pIA-F^a;n{mx7E=&y8GoV=UBah
z*j=2CUaP{qN1!cw(B>Uz<EE{LGVS=rF1<-N{<UfAp-j7)HkE1f+DkloOwK=tKaPB2
ze>o<nY|?suRa5;jnP`2`Y&$6ZHQpWP`glxAf!^PDH+U6(Jg~V2J}mQC)Sb;d-62@O
z95Zufq4O;3-Ajy43g6MYj#vh_k)2)X`7_XdK0@=;&Mr}7>Z5UoKHPaDcii07k7GY6
zd|zM>quWip(u8rl7{fnTt!Z9w?qhL>KHPaD_n5gu-GM5y?)u7Ird{r6dWGq`{ALMv
z+^O11L|DuCdDj=pWhq>Z!D@e)!rCq|od-&$w7#Ri-}`e_D6if*e<o*Pw?J+cXe{<?
zPAjnIP3%oq_L$l8uF{Wxu_;F6N%m^Bjd@>7_L}shw>_!Eu^MCled4?)@u`_OYT^Jx
zn0UHJ=&eDM2F~T%xdWMv|2%Tu6}f3f9y4-LTdGJmQf#QT@5&MW(rjMPBV^2Jq_`M`
zUCYXT8|pF?YxUWkU@G^!QU#P)_fV`^AJ&*!at3S6tT~0``mG8EXWDTE14O`pL@oIt
zeUn)72{greqesK)f&B*>R$P+xa_Y5PLb&_5EIbzFN2a@=KjmsgnoC;EVCQJgYJZ()
z@ihV<(q3dc7w3<WW)YpqweBH_i&o+wyAa1roOAW_f=aA|pprF2@>PS<Zc_`hmPWnm
z2piaQQc{K`5A6HG5=Gg>>5B`~a!i&L7aH1T*BWxHiBkykS~5?@jlKpg1D}k#O1AQg
zUJ3Vw%y(HBC#~d5YXw!EfxvI0R4e=z@Twzt%-}iKB;zLHW?fT2#!a~2=!_*_6_%yq
z=N(HGral64-VeEIM~)l09m2@dC+NGu6RR*x$qGX+E4M>fc`xR=oq5d6HQ5b+TJ=pu
zXuJVx36G-{Tq~yp&Q5}ZTlw0iQD*S_OFmaQmwfjr{;D4qB;^|Vu+&8(b!Pfd$4s3A
z<!%2<q&z0rDiCX=_^C8Tqki?kj>0BUzdEuOq?dhrhmgl{sa>q0Q_sKp?%Dj%?uF7A
z-zCOlnJlxokT%mE1UK)1n<cNEIk;oSJ>7Uz5({{ontZNwQ{0=ELA^r&grhQ$XXOD(
zXx|Lr=TFYH@qwv}ChB<s3Qip}bq<==vD_fzf$iOO%<U;@yJ*(j;m1eB%{$<x_v5_t
zGNg}y@Ee3Yq}&3+#gBZ>oKQvI59}Chn&{h*&6d26N*4Mf=ATd9Gh1?{n&OVipyA;!
zIX-h0Bs}aM^(2ta*xj70DHTl_4tPp5B^NmK0gf3s2l3;(2TnQJi+PgwKItl92`}e+
zNJg?6>;8S(q7QA}fi`a1W+>B+t9b0UNB^y9o1sj*nl_bbTN?e2?dMS2DftbWDGqCx
zZe8NQMgCN%gXXDK8CI|<pTcre5<1tyhlL&$P059x6Px5g#|+&sC+sF?a9(A1hn&HF
zto}kqLamhsF_V>yMcs;EIi?OK{Mp1i<~LVi>Z4(YF4%b^cHG#fA*k;zW(n$>x2cd!
z37;;R@qgAgP;KmEVTUf*c_a3Sv76m&)x=cCt3LPb>rRDisY5I}qNI2IAXKv({E0Tb
zDKCfWZ6Rp?Ml!T%!4xt1uaRm=^oAi{_n{`!+y?~@iL6#0c#~FtD*}%h{CmkG<g_$n
z3#S+IVdiRUn&>k64VT>c!QdhCSTN1F7hzx@;w}?cC-6ywpMkrE?a6yARg@?nj=1PV
zJYAQ_B>rjQO6|nQEbF_+RJCc3RV7^bL255{F%8;dPChlMK9+tqH;1sl!DS284hCEt
zPM9X(yaRB|z&RVrz@s@X%R~CsOS_vtHt?SZE>0m-1Mpi6oOe}^RG$m+$ge_s1CREM
z3$>Nrf<t*<hfb@%(|Imo=TOkSJp2BJ?(g$As513mM-MdUSu=Xn=zGhJ+2bzXTNK_z
zvSr_?oVv$Y_f)@|g-&BBB3<Zr|9|N{&Gw$>|EA8h|2lPk*bUB`s6$#2A)7jC>f)b>
z(AV>{AwmzQ=~P}89SnG0gq{VQcL0tWxcny~^z}y65TW-naQRO}=vlyTF>pl^Cc=C4
z>eh7z*J0umLdDggEb~{#gHuZ+Lg!xJy;p?(`{;oJJ!?jf8hvkpgu7$KV<jaTp<A}f
zw<57(dV0deiRV~RR=W1zr;go7^QotYDDtVtOnoPQZLFYDNw{^<TXJs2_%flZTZGOD
z6_<BXB1Z{?7mrg62V7utS-HTW18~&9`?eMxPtjsoK3?a`kIEdMPbC)VYwuB_vV2A$
zbCG(g(HehPr&;q_)~H#lK|1Cj)wLR0h!QSD+Kk>%_W@@4Hm1t1AJ`|@Pz@V3Y~6pM
z*fvOej}L*jEc3;rnBNiU^Z{YjL-^Eomq{lwg;zO=_c(2pW&b*D)}1y~(?(5u>I~c5
zTyo?4Lo42(H-~*<Cu0*WwyC7ghDjWx&0VKsjb%TuPq3jHHfq?WKkMnvxNpBC?9z*<
zbw=ef?n7L5_}R5;blGFTX8mA8HEh(ddpEo_Ig!fp4kkRNf*bMI^@Jm_=>+UaAhgc3
ze;v2LWm0o-n`YdIaa+dv)2??U)wEMyd%kGT4>QTMD@nJ9ix=lLa<qfN<~z;h7T7FZ
zLd$_2G3;r-(2>2z2_a{A7VE?}zFR#gd#qlhpb?*yH{u5=cSv+W_=1M^6DC`~&(ht-
z?O}Wtupz4tvH2|P9+0@`MO-3DDV#WF;=m>ny|LX<NiK;Bhw|{%P7cm?;?`TA#=bJl
z5&JfERhuDsiw?XQV%?^uXfui3D3z8yN2zw=8LK;S+0J~?NO3J135fcExD<_ass~cP
zWyh9@@biSM$+81K3%<!u=1O4=%6$F8YUVnlrjW%PF>}tfAd%L)ujOHXj~CIF2Pw_Q
z+pM@h7Avug%EBt}!AuZvuQ2k#i1TP`PabjJhxn(7`zgT{I83%+vy#Z)tfYNUy3^g|
z1=HUFOR<g(Y}4O7dTzSO5Ehm{F2}i$i*HaL?nNNgVIFji<$RrT{)zi;3uEX1V*chV
zQ%Y#CmjJu*dml7*d<oF!C1Ae@hIM=geEtEg8=&@zPF^sexFAvS65hKwVL8mtj|C2u
zu=7*#kd<)ky%IuLH+G@x6nh8K%m=hvX5-{?Cg0Dg+!-^!60oY~*I=|)AbP$6(c={$
zzXY1w&Tqhr5G-%NJ=zz%0q21{elfGNjlTq(JC`>9WV7G#Z@|4<=ZEGqUMgAfTQI~s
zSg*3--+8}xAiBH*?AHKz-}BgdNgQ_`PyR%{At-`{{?&Qx`o_2Oc)tE|7T$n1k(@B_
zbdHiwGif~s*DyyM^U=J#T4#J}_Hm}>*Wl;h!7(NhJ>LQJc?XeS0|45vRJd0l{R>bp
zD6C{x9R_^&YrtcAIm#^eFf(7sc6E_Gdy`H%m=Mnz<-Xd-qN|W+?sZ@+?(3%8)%1IC
zhi2}Wxf?#bxpQ&kZlTKFEv($N^7>HD(bU`f&x2pff!Fq40UnycBL?3&(u94a>9BKp
z@O&5L#4UcwY|ogO3go>SnlxuYG&ZG!OcpL{{$q3?-{Rzlfd39};#OY+A3DIt4F6pX
z@4<f4yfl8w&#koPe{cAU=H<&yY4SG9?B`GMsb<yY>W3f?`-LuD$U{5%h{^8@D}8fo
zc1f+NFl<%Rm0H1l?Qr5D!4r8Z>5AjCgWybroS1a-#9p14A2jPhDI~2kf3x{#bpH-E
zoZas4!Ui?`TxIE@-vRIU4tTG3fc_fv4>fg|U*Ru#$17M1=zIw{MdB4m=HGx~Y<Uak
zSFqnYAMN(@QL6K<J}Ealq4@yzFL&7jQS(di>u&%y7ZlzA@AU>)pErQ~3Up7b`4<pc
zN?&l#uK-`<?IGt^K)R0C<wZnZ0Hzt^J7ngciOKm^>6D(`N4wUm+^sQ#(GNG>^&CLW
zKc7Bpr;nPxB!Le%9>DuK;dBr*HO4^NXVu(~D3{ztOYk!Sdsupq0S$hp#@MHf{fF5D
zGio>6pr(T6Z;{#jEu2b1P3Iu{Xih{s2l+NcEUtD{nVI<HvdG+B2wfr3*BF`h77}0b
z5S6}{u6W4jbM^(U|5v?0`2RHjz}#jT{%G{YYi+(?PTUsy>D?y9^ik6{9p@gVr72wP
z=N_QXc6&%Do-8Szi%PDX??!y~Ct&OfpSz=SG9U1fDwZo8&hOC9z~`9N*_ZVHQEHaG
zByT+atKSzFRonvpY2&ZpkD9;j=zCWDa$TY9a&5K<zo;4eVXt?#Gt$oEntErl3;r;#
z=>-b)M^mjtlnvY)nE6TL;!Gz_XqWo@{EcU?JHP3w-+^C$39v<-OJ%X`C8R_Cx|e|c
zB52m}9q4cfbMJ{<k+Jk0R2{;rf8-ax2vW}f3lMJk&*FyG^Y`Noq%+STXV){^n4>Rd
z7c@DiB*M#J^M56v=C@#gH}FpS$A1e7-hfH>nAf}k<X3>hTfej845+FNL@Ul>zP0*a
z#X{~JR<11c4n*Bq91BF#v5>O<1@PG!$(f>i0S><VkJZ7@0B=BSZ{R8#DtH6wXsG55
z;J*S>#~HfgQCty@@|rPdu_XVmZo<Mn#C#vyg`<9OG!l-cm#PZ2^piU=jF)sf<=m`>
zaM!V_oA3bmgXa<N<Z}ytWX)$Oe%$yC0ew*$hl-lJ*gpFiOZ@Zs5hN4)IFtj#<IpMH
z`5@h1T<y<X5N@8rX)kj3Q_tU+vpW0#^*3-91>kLOAl>y-{s!=0fxat1?I{;`&kI2A
z!|oa;eM!`s?Isq^-y?rWhd^A-?#2b7^T+siF!A?AY>q-z?JvQvzk`hHaQ-_;Uxw@6
z!N;$GuyQZt531``%td?qIJ9)as3If5mk>x?ie<PB=YHt~a9@M;+bh^I3tm(yvi4=e
z@RZX{cYm0_aEcjYZY^xk7r@`bt}QPhy}_d51)#qGx@$(x-An8~5T)l2TT=Q;OGEOR
zmrEK*_h`$eqMBa-A*COsbM0%~{ak8VUVwK*qUsmm=U>1oWx{*Bfb=gw#S1`x0jBQ!
z_lIy;KMvHt0BrjOhz+~DIKV}t&H*|8UJ;C~vPngYqrhb`YzRfAn^_Hd126ZAC9gXI
ze*O(Ccd+dZ@U}Og($81?2GC!Do|Q@IU%+-5tB6CPE)ErG7vyF_LoI#X;N`oh^e2Cj
z9)AJt2WDZu%Dr8X`#f-xO^Q|h3JmcE_F*V*dILyJp!^LWzXIIp2KCHG+fzQSxF*Bu
z!qC)4FXtd!DC$n(rh9-5IcVq7Tr-LY{)f*mwZ`}dU@y=eb_MK3NA|ec+pcN2CHfTW
z-p10iw<-m(5C3B-Cw@t(nYOdHI{cRtY|*Ey^4stY-A7wqXZb&m{}}u?;zuNY3h|@H
z&wJM4w^LW{^KWGed(aa1K-}@nr|#?swZ+5EbP>P}UbrD`<#aWe|HDGF7eJ-oAAvvY
zq8{GHKi!R6%pW&@-tpMgOZHjTX5Okoo_Fq<#~VUj<xqxe7aDY?y$@I~ENR`iwU-;P
h?uE!&)Bkn$A@10v9@^NaX8_Xd{|9zIv}4gXAOP}a_Dlc(

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PHASES.json.gz b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/PHASES.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..ac77b78547d6dbf2e6bd102e1047c5b16c1bca88
GIT binary patch
literal 23356
zcmYhib8uzN_dOijHYT=hTN7Io+qSKVZDS_M#P%dNwr%?+H_30F@2Bdm_pCp<`&4&T
zpFX>~_g;H7X&fBbe-FghRe)hL5ufYU`)4e&usRAErYLxzz5q9+z;ebQL(gh)yNlfR
znyGaLksI%Ng6eBumsQlEl$YhsUvY3vQO)ZxPW6SYwl4aIAKyf#fk``{=e9<Yoxo4v
zT~t(`VBp)`-W6(+$j9U3LhTo5<I4@G()V!{1iJb%GJ1SLbrSi!eJB(W{Hiqmv@#BQ
zm+}4_dj%zN|7gtGeCR8h_~i3zY+dUMjx+uQ8uuCbKYb1*i3Iif$2bMOEsc>D3JV2(
zzMi?>-B5e?f*wvbv;%#8-#^FtK03c%pLvXWeEi>?GIu_&&(DwEP*rvUdOMycmtIH<
zNJNA{PF^0Qfgi@tX=S)3Kz-*=iN?<l<HoOtS`m@J&&SV3)I#CUBbsBL)iozPCzivR
zET8#DpM}b4!FPSc-Jq$lo8I@cGbhxwEzpFvNZ{A&!opGCrvGv6*ZadkS6okbklzi?
z>^uIq9?1sQKGu1^h{uG;?m37acQ?}CLGM98JL3Rf(5+J@sYL@z@7Kah-)1?g$k*+V
zQ`Sq*+x0<Zihq9%Y89%+UC7Si*Vkkv67FLijF5-7hc~kCIpjH{K1`3`A6;&o&Pyv5
zpZKX8g76m3!)#&+5)J2L`sBIAt!kPLT}kKRahg#~JP`$Pt0?cWwX5$|Rz(PcavaX=
zp$f}s433`&5n@CXo7EpLR$o=meY#a~KvSl;U^+w(I#drJ&0Bdfb6JCm*X*~Y2nP;*
zo{Lq{IWlx@mBpg7oo8`vueLSQj#`17ME1<O;x^Nq9<~KR9931mztzePL3SH$w(lEx
z$4EgrlYy?cPvQobXPh**;{--M&AAJVKlu^ZZg*=tJ8Clkosxk?68rwl0Ao{jZ4vz#
zLayQJs~4+xEr+0oPzxi8f?Z{U$)tb*CS;d|IbZkLzTC7I-uoPQC?kM7c-|C%ZPU%I
zc@a>L+IYg^b6%K+?fvB67WE3u&ULc|*@B3nIs`R-h5UU`r}IJNw!G=CVF^Q32s6OD
zAkt>HWKW`I01;U>Gnr)v_A;mtUZ?m%tBQO*gRDRx9O=ITw{x0Vq0tX4zZT}lyo)dm
zCQM@Vdh`NhFf+Wwbw43#rjlHMl9s;}hH`e;>P+Jd7IA+1{K;p+Z0F!Qfu}Op-YNKs
z4}%o1f5f&4g2I><p?)Kn1m$fg*a+u8nM?9)48E!*7$*ePv8DN0@z@Ra4C#0FNtwLT
zo>>3nAl9Z;ii5Y+UzkIOvLHZ<*DR$W#WDaGEHB=BSgz_fZK^#JAcaB(1P^J^DaCOS
zXuzt%@@lj+?_0MSi=aH?b8!f$WXQ#GYomVjmR5S3$ap=>EGH10EIuwhzH@x!e>3RS
zb0OaCjc~bhK|u}5+gP2<w#O+>tVGS5k_Y*Iif08y6dWwxFWt}JZrAa4d$<RNt>h{e
zBPS2DZ<NG`!J;Mp46zw~E*em}GP*L7&{wmLJ2SG5^E{hCZb5IWL61^pXHn|GblHUZ
zGaiPR0+yfIEsg4|&$Yh@uDlOM0WH9Q;z?YOWS@4II2#`=w|_iGvI-bLG;;mf3f}79
z3hH6%i@MElE9q%L_c~#;n(@kL*336xrMrZhsxjGbs;*O_vLApq!u3a)9dJEPoon7y
zfWkWmI|qwG@zf%^d}QR2mR6`XM!h~ZN<KK(Rc10~3Oc>Tspz_-wmH+CK9xM8r?Fbc
zNJTED0HkwWv^L(bo=KML_3C}%59VS=wS~!@6Pf>JRQv|3lB<$o<E-AL-L*37X@T)@
zhxFSx{Xy&GvY2NBLZL&+|NQLKvhA!>Q^}<IH*{(Ecv*o<L846-QbyvGl2P(9Bvnm0
zkC<x^GBz&ZBV5!*%hn>~A|wjQO&#yHM;SNkP3Ir+u@YNl{nSB-kNiUfO+3q$@Ng{D
zaGGiZwXua_2)&__@Qb`3_n-xAv|W<Ou}Nla4YdPfE09(~&_$>PGkR77mPdtvnu{LM
zq1g(<ZhH*x;kJ?&J@kZoxeLbb2&MbO#%BBG<kc{3*c|6igrE?Me!$dUiSPEM!|hSU
zcfV~vH*!R3fJvmM&KOahC+@bgo$>|+PYwGO$VfiCAKw*=2eag#2rP583<f)xBI@9L
zLxk(_pu@YS?C}?lz?3o5Ot~MM!My2V6uP>>%$5l0hx<8vBo1Ux$>O~4V$T`2;3Hh<
zt}+Wp_1LP|VjXf_TW~3Rv{7?}9gmB50KTQkU*qex5dcJEW^DCrsD0fuva=CNRcg1E
zUoPnO!k53rkV*S1#EDDagEdKcrKh^QK;|Vz?8Jz*IJ}(Ph7@Dt_C2iiFdU76iVG4s
zH~hA@%k1!_Q+HeS8|ebV-|OWX_-;-FZere?QbE?ory*xedbQAN`3{}RfvPg19^nBH
zCc}bwo!n8qtnFH;8d;7T0(%Lv>bxu5d-W@4kdr^_Q^|G`LfgpOq7<AmDuE3GDkGTm
z@w}y-{jtBtYz$25qP=d$$A-J%B%E?L9I}UkbM)!u-EFic%X&R9w`?&tM8WAb|GK)A
zWS!HB^TVKQ#qi9y=)bW(g>v`|MCzY%2fdvc;X#Qo30(pU`2GKgM^u7gzUhy(F0Q3f
zz65Xwcbr|F)?6LTucLf4^xHedFzd!*w!oU<msE?z<+aBk>Ue;Agbc}a`$Y*+A1fW}
zL<udp7Xj2_mqh^?D2=)jJ%e-Fb0FS!AYc0xu6s5}0PednHGTy?hqSMel_kts)BDld
zsgKj#aWa1>|6l?5E&aLS#rrEra}9RQ|FqI1bLPtXy!N-f5e4iv_mKs=f%3{QBEbqb
z5ak(|Y%>d$6F#pmHMV{l*WQbge|>Cg7bYokIgF^<V{-IkQn%Zreb(#dbqrc0Orr3s
zX;)My(<GCixRmZ%5<D~;B2G>8ahPiG-R+Wn!3HU%yA0n9S;{N1B}Qvrnd!q85heT_
z?i{WMN~|ydJ~Ihu;3P1tSt)Xv(@+<DQEpP>_tL#W$UlyhN>!<o_oQWTQHn~(=0W?0
zNik$2yM20gn^);;J9TwWO~m~y7LqXY9^*TZgE1b{ZPL{5b#pluA#DCOXBdn_;i&18
zM>aPYk*(t6g7G7qogHp$ZUs?0XJ5mqnrEt!Nqx5@Y#omh0HR%kBRsxr1E|Jn%II9f
zRV6m5!*%Ojv?F+MgQ*x?#T)v*h85@qLD${?8J)k`wqa=-7}8*cm~wj+&h0nY&MjK*
z-Z*l?3DCAwPJE~3-x|FIafC;C&Mq5=biys~2CK5Dvhe;m?DBduH`{S5bP4}^vYjAe
za%ywdPsl!nRZ@pMgoliJtk0I&?$2Eg1PWE)3~#FWz91D;zIJ#Ws1Wb{NSqCP8`*{r
z*?t&NjaT5Z>e;%x)F$KCkeC{|o-&<5?$#AszWDIRJzRr0PTk&^VPWy(FFfw6DV?{-
zF#Tl}D=yu?95+?7KpS2FeJ;WE*sa>LOT{Ak6j}<^>n9^Z{pjOYS4zrh=o37yiZn-*
zs5_T_%kNB;Lc){Ji-QtF<N-B+fH&kAqQy>eQnFII^KC~>Mpb5&1LAm0$Lc{e^P>V3
z?~jeoqSvF46j)*RT}5AP2i4Ec+Zoi&Sy-<BORnSuLOiN%sVqKgkE6(gesY!#zcW`r
z&0}6J7-9;!+ka8bTj*ElRN+-UaH|cs$alaLVyCB+6!Wd%y@HtJ17Q>#3U~QOcY$8H
z1ssCmTpbR99IEL^oqkVVCb?OOe_a31s_s(^DY4{P(e)pwes2tTXzIqQ#&`@U(q1f^
zM~#2Womh}65mAF@epVS`1gs;xt3a0Zs+BEGxX)q^xpX~&&yKKu^#muDu?<#CsTvej
zl4e3p^`gwHRSEwZq`w5yOfJX+TY^u-c)lk3YVUvP4qe#0L)Dk{&sj!B?aUvRRpu}U
z`zB@G&`d@Ne0tIlq}rL35_5_^)7N3yg)0syoD>`|O$yZdFhLX%eG1Fp-+3wtd+-6v
zyEnyeu6TF>QI5_!M<FPooid-aGK!!BzNo=jqq|7LmAs@j!gL+}JZR6-fL9imDke@v
zEieiwMQOT3At1Y)Hh|``adrOv$?#skC=u#cpv~zJsr}Xs8k`OXBW}MlA8(9?)ks;J
zQL{ve5y07imtl|1Qfu(ElH;h<dB3#KH^f(rgJre;Hrs7%JrBhn*ie|;N%A^Oz{uQl
z^@jb2pVqvoT;q11iH7y*PhQn@ti>=l{$C?3R?k`Te)lq^J_3oErslk>yZ`)LB8t;3
zfm=3H)UgWhUmNm-Y*RSPSb(;*khWYXPRuEL!sb6v7z5n8W&y{<BAZ%kviZA`%CkC)
z+@yHZbfFENlCB&b?t+;l&*CdW!tb4862p(wrdL$oi`-eFt3MS7|Dw=grn}+mb!H;|
zbPIidn<AuRV^<d`rC)iRCMxfV`p;ts;1!KCIcW}>uJpJMGgNkS!@exhC%E)qxtE&V
z$8K`d97|(xr)NOGv+vM~N(1_Gwi@K0O|XhHyYp_y89_h1M69Lq|D90&=gjp%9ys}z
zbd@wj3ScsKNRvYu5F8q)&~y@<GZNmMEz4SWaOn>u6S6P%x3^N#P_R*VY8-T=Tzc{U
zqEA`xS??*>xu1>n4P3y|Qr8jctG=tfYeRPRfts8#*DWg`3d-tQpKaf)Emvz`$QN1-
zxAZcXNqWF`FQUsX!Uiy&2om-)E=Y1|x4ExHsY#lS9#XQHb?;1zxWb0XUk*@*U;OvA
z#L`{ieEG3^2V2;2bp8u7*kfG{EfFS|Ha!Wr_Egser=s4eNSSP*=4}{%0d_o&CD+P9
zN%_`p#90b*{bZz6Q%chnVy*uM81^Jg;4C609zZk2W@iO?P0_eCj9WBlp&5Mc8tN(j
zGV|rX&~({@z{qfj;~!VOESKx28D=EqJAavxZrXw)pnw4QYwMMQzg^)E!b?;$&_Z;I
z{xZReWwTG6!@g~*qNt+CV}vl9|F^$3CN`q05{nV<{X}QAh0++)9$WeMwkWZwZ}5$4
zz*4yTtbrT<Hr9#iozW>%y1)7Yh3pUB^|rogG}R&(grkr`x-?!%u@yy@i@!GDrXvIT
zXwmCu*aW*d(k2xHn941$0*|00?(Co2@E(iEMa;<OaB2=#V2;tVZQ+O8Hcn)%+U$rQ
zGG3?A8V6H%;0rvSba-lf&_Aod0i$-5k)^H2Fl;Sbf#>{gohw2)uwkF0lCC>S#ryYu
zo0}x~9Q+)-GTO`NAb(Wg$uq(0zcx*@m-7F=Eifi9Uajd?6Pg#kwC>-BiUTWn>04HA
zGFtwl+{?)eR=z}`nvVAAda1duHMoQO6RH)IAIO$9*q!_B>T_XRvI6{GaZMrJ0?#I+
z6sZ|YvF+z9e-&aCVhf6o*Z$@ck;3$$Te&j0=ikf~w_}_>4Mp%`yFhkzb3q6FLfm%V
zmEOv3rTA|XOKDaGU-j7bV@3lln?j|&;?+6H_nK-&m8zl~`fq={b>NFrZ7iN3o<c)H
z3;P6yvjc|wAzs)ex;UTL8Y04N7oAM>-?qLtzLd;yaj=L!+e5k0v9#+A{!$!tJR{34
zA0f*X%<oQ{dSgQ{&%lR!lu^U_uCh9US?4RhgqQW;z>F9LbiVWeYw-aykl%>0tQ#`U
z-Mi-co87pv3q~Ay>|b#Igiq&STBCJayhO~w0y_%GQy;KKAv-(IJaWB$h#o8H4DRgb
zW}db5*=jCk&0HDh>uXerv7vLJDJxihwjFo=sS)^Rd*!J)S#(K*c23{~QBGFp^gP|$
zS{zZ8tVw)Q@6iqaxAE?29PHMTo!MvAapUpMktpJ3amlom&Xmv~4&1`LDsI=dY81j{
zw_jWw+gVPqS7ydtLU_&ozq9mE+cw=Txp)gZdSW;HA^dU5$usm0+3#nodzI*1!*Sm*
zNDUBFtLjzH`19rTUgrdq-+yvBFHWr(c7ZzJJv|LyJ<B{ijCCM2O~!Z-?h8Pa#~YcG
z-}4{KNB`-f5tjBQK;YXp7{eKD(jDIDMkDGG%Iz}4bg|RnuX<uj#;t97A2(!lS{)RH
zecY_@Ok(TXUAxfjyqTktrM-K<!NYRu#Twdpja<Kj2QEZTjkd|a6Cp<E{bw*od1628
zE%>cpS?s39?(E*rbwoJ8Yo23wzG?*<JI*k$SX$lbplYn8f|x5P(p8)D3CH>1Z-oUX
z$Jt-jCF)X<<YzX#8nI(7wl@nn%h?bmgMTBeW@=FDc+d04U=z`w@}z|ld<mX7&#O_b
z7X_3SCH~j4SyU&Tt!m5cR(+0Q>v|Du>1-1`9@y3Q*<w0CfYP*1iV#($HTaS0`|f~h
zB84l$#!2u~1FdNg=^AwT;$C1O*b3^*a9X-=i+1vwvCH~UP*y?%EwMS<1UDPPwi7h3
ze{^)vvPrqdV0?#~Df7$aVA72|4q2-zXY9yGrDJb|2ywMVLed^nGt1`>;TMxpp8a;Y
z#n%&YxpXG~<2lya?T)|TOivY@yEtvf`$;SL56nH?1iW;1Vd0mj{k`m1CEbd{8a4uK
zyUvG~0UdN}K<mecL!V3Zq!)JsyyiUdTtxd%h4qSpX%D|SgzL*=cODvfPd7Z0H`>D)
zrD8qd$>i<%R@w=><U3OaUX<DWxguEp*1*<J=K3!%Q)b&Nbs24$71qk-#^oKcfqPpG
zDk~j1?L0<Po4kuy4QTx)DHA7R1i7V1n?3cv;lrw$P}#LRb}CsT1<HMy3eQjeHc>tl
zSM`1aR_ayR(&<CZOtfKj>wW8eqn!$Mhy)jlD@!X}%heyXA5KIUuAbNa1;@4+m^JAv
zA38@03qLR%^tHV-Iw+@xz$KV<jQX?Je^HSS-A~4+=aP9-5PvJ|>w;}Cs`+<LIXQut
zLJfMqPOkrPE-COU=O+qbc>*Ax27!Fi&b>3JK;^WRej8E5Rz?O#3^sy=N51c*(ls+9
zoK$(c!bl9(y#ODSrBB>dk(v)Dob!8F-VT8-j}CWJ`3^E8J%Wp-N*yab>lTEpvbHCW
z^U^fQhOBeVieWejgf;S-D|9|Z2s6)4UCE<@Gb4>6XE5p8H5`{&Yb!n376k9IrGN2u
zXRH^HO(f{Awx!x^ZCJxdU=AZ{Hh6cwmPeHxM>N^B=Bllg0E{amLQ8K|+X4}nV(5&p
za;-8T$m>Cd>r3d{7MHqwAori`V*r0M{pwo5@@TH}$J!^V7m*TFeWZbq*YO#Phj-Oz
zh#YoKihLexCL?ymG4rn~>1?{qDm7H@y?~L=B=3A6cnv9$5C|VR==_=BlM_@;YW;c<
zO~c`o<a@Z`yCOK7W{mg#eI?xV`H8x#!w(Z`p1XYvSO6mv`F;g-s<2MHq#OX<6e|XA
z(#(+xiHtiesPPV|0)ou{n`IbGXH|%@kRfC~3_n*8vilXJ;i2Y*D`I=jdR_y4mK|?V
zWdp3XVnj9Pst>KeG=q+siWSTXUg9^}<ADe~J3#foaJ)qqFvM;yF3VVnCz}ZAFJuA}
z5!e#=BKRfV0CP|<aLXCEyk&^rg@p^##hNj$A{J(L)51O7Mce9&dotG9-oh<q+BGO%
z-<=_j=1@9&WLDJjyqWPmM2eTUu2V%USFb)O<w?KwGhk?Q$^0oM$tNqLruD5LHnU=+
zgzr+Y==<SmJf`2k^Yp_*p_}{3`4tJ<&h~UyXQ_V6X5_WMQJS>{T&38>zwR~vy62RT
zI3uB2&(#i{0$ERQ;K>cx8W^vZt|n@~?{-v3g>PnQ@1Mi(Kti#Qhg+@EgaZ(?9TsqG
zNFn-}f*f1a#Y8f-yp!4K4ZZKjqCGq@|E*!rf9n<$MR2;fu(ZH6TMeuQ-cScPkNk8k
zmnOLm@3FBdyneN(|Klgb;^+}MXNCfCQ@Fo8b@Qmtr$S07Z!}V8Kt3I(QEGb5qlT}E
z^VF~ey$J1z>a9(9%x96+@rJ6teXZ~NyV+b#0vAm3>pM++y83U*q3-B;#E>1mfqDE1
zS}qz7_QJ{U%T%~$TcrVc?mD)op+x9QpG%)J*ym*6xR+Tvurq+^kIW0jIK-cFW)W=y
zo!6m?XVlY#><F$xG~e>uXS*l;KQm%V1V=pFEn>47;vg`PWvp&lzn}X{RN}^4FcVwM
zG{n%XW~+HTK|O_+YVh1hidJ;{0M&`%x4Fo}#&Qx>Y6+9Gp2#}+b10ja6hjK-h?yY2
zvCoXzT98=sakH2DNZ-<5PtO|j7Vj>%gUO`y*_9xf*;$62BUHLY6kF<&`7p!nJB!V>
zRK3-~hl(n&#9wq_C|OYl{D2b2m>M^2ees1E!HcSB6N1wyse=;AB3j=Vk``Ggxlj6!
z<fei5Qywaa6!P#v_9J*+ghgpjNgQ=CP12PcQ{-$ExyH7hJJ&h58*kdC3JEL4oMMrg
zxFkF<*f)Yr$z=5M8^vUjq8MfsNrw%2m%<PZa9n31&WMH9bMLR`591#)g&+UDw<3rV
zc`zboPyk%dDRta5LLMq-I7`;2#V}YKx=WxGvlu0c&#gQYZOEr!4M$TZ0>8Td23JE^
zMM#uv!_T06_{(V@M#Nm?*Nnz2R_;!`jwbN%bQ{{gi%d45qeU$k(yX#ku6>dTPk|Yn
z*utEdtxcL0$Hj+RCMK{Vbo>w`4N>#Y!zKFu9q#-7K4~dk_^3P4mm*>cK+}S>(*p7*
zZ2^uzmUuEHdPDBhaxIWGf?z^a;H5XZB|@xX?>I>T9hLB15pl#qgGQBxS7B3u;Dz(L
zdeUxlp}kVM$$S&><=CLXH;3DJvSqIZgl}a1@@trRrUb|5GAuA-YtJKWTXqTCIMQfP
zz42v9Fo({XHI@2%AF596vP9HYGCLPrW)_LCgs*iEw!!}O@Q=jb*W1ImH5ejQEO|4y
zi5T$p(&7o>=N|;{To^Sh?)dNzX5v$hD)KL{rbb9%m!QfB!=YX2cx9!y;-5DV)za*g
z1DttKNLhMnxE^H3xiAyS{15as-PyW_JSVpgBSMfT)sf4zNhSXUmtMs;=L5$9{emcF
ziVE6bOe8Fi4oY69v=oh{F$Szuetmfo8>((M)j1m+j1kLxa)}Bth%|HWr`_b#^7*76
zF_62<l<nt;l@Ad(rmTg*6IUm($44kK&*hA_;#fa`#&v`VpX-0{K8-YCsf29rp-X;b
z)8GI?8?!*86U#O4!@%;RaeHbts6UD#g+}Zc+h~YURK24(xuR9VMZ!($i<1g}?vxiN
z5h1lXO3`s-gc84wfRUc79}K!D4g^niCa+BLvVr+*(6mjKdlPS#7rj&eOtTY7?Wad5
z396e2J{ulf)YW^svjAs;-#N6^edw|o>fW?$eD*cbr_uH6FZ~<tOW$1q@wK$H-<(qP
zEEq|i-+<>NzQlDpaiWJKaKh2^f_x@<BrUrgngi-RyNX86(X%`@rwg-{%8kV;5{15E
zEX6EerYnC@s>`<V*T!*WYQ1oN2Cml#O3GD_!6UrH^IEQ<<>l=-*Jz!`r0OLda!nvy
zBf8DdRgrXT>(0Vh*FF>(Ia9OniXSQv06FigXY39a#w(3xEjl>-p3?jMNT7{N+Ipk)
zn`*8tSH``<ZBNqi4l@6RcjvP#raw{_9ry}l&&vH<5~}xSuLIVwIYSv9`HHT&?X_<-
zM0hhvTP%Uy$KC@5`z-GvKIvQdZM>grz23sPO?oX$ug&l$A0%RwYxr?_dFaw9l|60m
zzmIHKINYYaS)&(?v#yNGOyqg|vZF${^JMmy7j@E9tyHa6g)ok%EY@b=)X<p7yNf(>
z7yK+k&^(dDx#$c0+&%^+GwH<9X7y!>3{^q8<&KuM4!mq0M2Ru6x)PR-IBp8+VpyWN
zDEd&XJ?MS4q<NF5%MpD7hJAw59fIW(Jm0TLaS<WNh8|r_32%ur#qBP?G&9~5Al{!{
z3ciHpf8^Vw7ygzAPUGv1d--nMWw0Cn`2*ZO#mTv2ST<9Q4DBf`k>b%&j}c4@=S`r9
zu&8t3*FoXJYvrBFLE)%KLJ+~1GTvAB|7x6{HlT&qHZM>Y;aXlF#vro)*z6eYqhkni
zkm=4XY-3w=)a)N1%bHzznX&<<!Tw9$&1^x};*CT7trgVdUoCC~(c2+bC^aNV9EqkI
zn5!?Yn5bD#vdd`4;B%PzO5+A^{p*OnyfZ4?&sJ(usMg5?Qi=CewV7)XINMHADCpZo
zM(E=yJo*C$GJ?QTx)y_-I=ur@O2a@xMSPOrY}za6qn@H>Cr4Kqd?>Ch)X*A^yjgs`
z@IilUYMx93h<*CkEyYk}7D@4pXM%m}lv(cLLE~nGBeh+S;)e_?E{W2HRF!SP47|5%
ziKVnNVHTnJX;Dw`)#k3L1Q|EFl-fV`bJYQU-!`31gyhXHk5wB&Hqhntz}qCXnW7#N
zhf#Sk|FeRAC4Qv~BT>RpE|!3YLz~$Eyg}M`{MWL2rIqA1lsvRnDmI4<jMGdrv`!PJ
znir;Qz%Hk-D%#8a{_*eY9j=q?Jt`-bs~y}(W1R@ELu(WEr9SYQLg@Dp4=JP2qFRVh
zCX$MFOubA$y+2=B>nJj_l=LsE^%~dO9Ds7Vyvj%2CUPC^$BV3j;B$C~>A=)}E4OLf
zi~Sx}Z!RudW4N$OAnH|vX%l?U$nuy-XEpu$TKV&3li~wGCG$R6^XH_jfdF+ODpJv$
zB}O@LH_*Ez$R!6w009!)%-l{sTEZK$hUbz9r4f3oIp~+}8Tcl)z-fSyeXh4JXLv8f
zx0cnI;EI-LB={8M&|ln^r)$tLt_U=7>};A8<S?(*T9Q9#i-}5I{w_M4QmGs@W)oV{
zg)~);P@D{!a_u5|QWVkYUz=`$FA@JKh@apgzfW^C8lEm(!LDZv)+a&1Pt2N}z<T2&
za}0y4sA0^>j2~em8$b$-D;vRc|1}@K%CjgH2SM<|GS9K(#H)rcn0d~S*0+fF?}T%%
zpxTz`R#Dn()LL!8^Ni05P(Jq142>mR#Keno_KD>4k1mc;+ShkTC>k`-kIhUM*K87`
zFyvfq8RF(*`{O837Orm2fUj$k&0dsELh`$F4b?#Co~nk3jvt(00x1y%m@jfL0T>sU
zE!ZMh75HsDIIH#l)l?yiU__CFiK{3Lkw*^O4lSjz9@;Zq`MJ6T;gs#sS}2r87SVo2
zaZRiAkcRjMaV}{z*>sJhcl9;m!tmXi>EVm9G6YY(61mxwv=yvr6IvKM6FQ-}!~RQV
zK@I&&X5}UTFT0FC(5!A;h7A&Mx|}q83`8XZ{aCLF(d=lAB_a^*j==?w*iylQG3!xB
z#NnK$;mFA%^uSZ_KhnU!h#esFtlvqq3weVEW%rs6*R+UD3IEGIl|~JenX2{}4;4j<
zc|akDRU(H?TjOcmtgu#@{-eBxOmNNFg{@R4^+SNpQ`jAzBv1puBe7)D)Co@hXD4)=
z$M>e-H1G7-ocx!7QDvr{;VVp78eNi#s=YGB*ftCchAJ#Ra*q3EI<e@d7Vtq{kq`S$
zjFDt#MVT{H9L{%paJin&&`xm~7uNSDZS`X9zY2T-ioPM5Sg&MoT`&U#z{Ywu>9$Db
zFxOKnkiZMyqeF5$f-HBUcJe7^?~p4&fP&5AoIJBGKg5_pDr>TH5=5dO)-ZzJyvGvP
z687{l0+VeCpWC`Sjq))RyEY>SOPykoDV-Ft1b*0VlrS95qDt-GbLA-{jwe6Ml7!+B
zmc89fzks@o*Hk}czB;^7KUOhkV?0;sYa9;uguP*_{?L888r&+}OB~=e6N+WybWlFP
zMvHtGF(rvg!Od}H+{)<2wU}OaKmBuQMM0620*ANdhpNBQsJ@bHWVO@;^OAR-EFo>C
zLX^;>W`~7lI_DCk@;<l>?}d-h#hI>3v%&urJw=(#M#AFhjc*(N=O^^{O1GiT%t6bD
z`7*)_;zV6FGYdE(RL+&cGviU&zWRfMbUby^u!>#pa>2@*ilRAvxsDk9gGZhuo~YXz
zvaq$5LFbSscOf`xEPYIOBua{bm<_aU%)_iND*m95B=gXTQ&SYRefwJ2Ays1?=?Vr`
zGir$6v<?2|RGo_(xITF2h|1)VlisDf&i$TuXWe8>+u3DH)AcQbi}=c?NMX?82W2T}
z$kvnwtcOZo`SkoE2lV-G!Y6qS0i@Iw7wBi-vYtP<<HFC8Xxt;0Q*I-fIOAUNDg<Kh
zXWZ&Jao%E(BkrK0#24HbH`e3^qsE(nYz{8TXkYV-S-KTHiZM?4uyN8$d}~g}njvPq
z6e`n;DT0Q=xtv(c=Tuc3RUAZoSS7#ab=voSHASjg59rre4ie!zV0rhYHSN1mkyB^>
zScz`SKu{_HP@)~RYX~p$vw%U#@WkaOou~nrycL!RV)%#P^G(|z=#Co)4Y&rkSdx`P
zki%_OBup_!E)x{QHQ3&5Jzr|G<*f_qhW%#w#N=f2V0NAYbQ-e(d~d@|J83(-a*j|#
z!h@SWf~~%w(H@AWhzH=Hjwu>|G9k?H3I07PY)T$$fxtAc(5@!VRhnNvlH{+<aB;?i
zo3(T<Mf?j#CLRoOBxd-hP+4p5!6W=T>i@T1u|xtp+)8Ig(f-Ap1Z$$FfV<9cPknO3
z3d#`7(pY?`iNZ7uc~(}WxJ}2oWeEtyz)3}ERwDoz?vp8^m}|`O-@PeA@l7oy?fkv)
zX;v*V$*_4@-nY}!(UjzjFuWbF)Bw`~Wh~`lg$$(Q-0yunp(~=X5G4~6GeLhm2*BD9
zg8$EYsK4I>Z3R~a?f@s?bK_dnf&v5wSGTaDtJ&yTbe~Yt)KVI_=-5GZRmk(uVj9WL
zYa9~$v;^oa1^B!#mD|MO`PutR|Cx(9^q@djm;vSR$;kq_gPvE)EPg0e%BK{~FQ4Q(
zg<lCN*q5)%%eG;xi2!$dYd~BF<`hJey>YDRw(}fmhH!nCYSp&0w39V4Vq^Pb!wZeL
za&f-hS>Qz=yMtJU+UO9zN<@OyL6+dE0`(wS`)@kChN9m-6qK^_CTg`&giq#_%Y&5d
zfN4G<%xfO@`UYobZ9GPVZG6n5!QDuiL4sU0zlDj}dea<8eVXiaOX+P%zT2FRcC?y_
z@(3VO7O6pz+#Mx;Tq)G>ltZtg3K9W~sUSPPN5n#h_yy}}Gt1t6a@NiqgGBIIZ(svJ
zT%QE`&RZdjDi+hO^IPQF4~xG~sp;f2av|!;s!GG{PbEL&p^Q06q7^+AaGPB)SeXxg
zDtB}0ln4~}7WF!>@_IXoV+lB+<tQCeYXJjgF?Li^*K8bLnOf4n=hmQG-9FLEWk=zE
ztJH0RwnTEtQE{0ql(87R%*U)@$(zPqNBw(9&P+P;o1C;*&dB%MAw{tOMO&2vfJq)(
zsvf-_h_k?&t&<1KbEIC@>?Su4xu=tvpT4-7RUKM%Sd#k-v4$saj!-%-(rZ<!!@Aun
z(^=Bhw1)S9Q6kKm64Ei1Tj1oA0S{ZBewr7ZD<fVlC0m3uet(Mda^M!N<>4IZ#4U34
zyi41ZjVH}rsx1S5Tk7plxPx|w=5b5_+fk7bi4BnSSC{(T{HJt%xNa7B*lfrNhb#^y
zgZWhX@S{q!0xY$<<?hoIK{(+9pq3^NfEgJZY@NypWqBZ@hsTs^P)do`|Dz5mP59t-
zpv56B*-Q!OA8h?IWWp|6VG0fko3RLLFvDiZn<>r_7itMt`2;ax$Ycs>aiC{56ILPG
zImi!fl@>2j1a3XQdNDQ%vLxJW5U~P!6=!Ifh@d<T-2I&=<^4=88HFQgT8ZYLnkD~i
zaS?U;2v$N$gj0>+lUopKxoEoo$gN~HOFh@c?+4{je7Jc`HUV0-n*yeBQ!jZED-WE?
z*b(MXXGEwjymV0HU4Y`rUdpe@9!LT=+gc8yEqnsl!8pC!9;%p7(X7|NUC#AwGL7gk
zj|JnV)W^&m8`Fcl<%ANtV?b3q9o0IFIkVb&HCa2G!KZ?o9d6|iGqQLDo=zJ{Nuo2e
z3?BXGmH?b`DKS(oRKFogC|m5Mz|Yz1Njj{`4|QXhwr>d607`r|k$b)-IV8y^=%<Ll
zK@;Xuzmcj8*w0$p*Lh#4J_fuf5onyp&l>)~pNGBU&PVJ|qzu+R8c*-O6HZuap?Gpb
zJM#?~^`Sm;_i+<>Cs;bOpxPYd8j8FrbZLa3<W$bjCm{?yw67u?$RE~iZK@7PqL91W
z1;LXWyG7utLZ*#yynP7Z+0YdCQ)?@Jk9&b|ha15$FrsdMbXA)zNqOaX!KDxfrRYly
zWn=l__j;_0Zp58meV<V{UeauePl--TN{jwW7R-rn_o$O%J~Ed)5;MqP<-I{o+{hVj
z?+N|!*QmVF<t*79wpv2O@e9#pS@nYz4tnMDd-XVcuvs%@$r?cQ(_~&Gc9$rk7;83n
zv}ny^o;Oe)g#M$uTwu3x{=4h{v{)q@`EJCxJ80Ai&gUoRCj@(o_gsTlXnU>=g1I*j
zA|fVdKmf@ni28K99v!Iops7Yf#`I(SG|I&_(ogkPN0KP=QCRH=?4Ll4tgXtU5~T>m
zxlG4PrXwWI^VMGTeXNUs-|GDO1#7CtgNAe0;|e_Ij_C<Z1ND@1-%x>IEuvC@cjv5u
z4|$}nkz!bW@=s5OGnAaH?iTESdNvg=KMag&NTOMA=~#~!Wv~AH>-hl{uk-6x6)%F@
zQT{EPQSEp4O7up<;oPaMdPp7bPKo>;1MLZP_Y*$fa>%C>JD)pH1nU=q&~o)r?NK31
zXR(-#zXazP{|x-!oyx}t-!VR97u&Zn)&Px#8}d<I%xmb5mSl#bHRl$wm8nUpBZAS%
zj}-Pby~Y7Dv^0bwnvQz<=W{R`m*C=1L+KH2+-o!kk<D2pUdW}Lpr;p32cNQq=(b!~
z>%VP_kg7sO7UPozt39llLfHnML&pvVvMf_&WDE%;f(hQ4{cET!cvx^fI8|`<XXEMv
zW^fOk#@z4-JV<f&hDmJ`8VeAmr%+RwN@VT&c@P9WfW&EWXD<(VnPS*l({l)Xat|1f
z$Wa$oR0n&a$IvxJzf75<2!MbQHmx(k*|LYhc?<S9RPFO6-Cb8cZeO1Eu<aHgdda`Q
z-y`Ibs>kMWW$pwoLwFoglUMDZ#4u2y%Sml@IFF3KOV}{x^ETx!Ri+zl>$Q`b1{51e
z2`CI@x6}lX)_6>e3#p5ERj5H4U!Htwd6ac0iGAdt_m&MZ_aD|sJ6F=G1w$V@oT$Ci
z(f-iVd{-moO+w|2@r_&&p0Ujx*ntmbaWS{-V$@b+NyK@wPiw0)^{a$1PP8;lT<t1k
z0k%v#v32UfH<Ye*nEU75ov?nDNG``^<qG@w9tqNP(>whazMh&UQ}tPNY}+wI{vx|q
zvOiP^km{x8r>Ur)hCg^nv0V7cP3Os4tTbzru!-tn?Hj{QP;xkmcdr^Ix_TvOCh})6
zL?yo{a(xCqugD{xL*&lF%l2=S-~;Bj@XURq!~N|ao(X=crik$Lw1y4UZsKHeIAp}y
zr46wQpKA?I)mr&cXUmWuZ?YBu!6&O@&E5P%4E853kyBb4dki!OKxpNE-d6F5#!33-
zg?lBXFV{_Wrq96E&X4vf#$SV?m=aVD4y+%;gVeQ%4!X46MGC0!P#yteaI(@g7|B@7
zXWSbWMLR^+S{HcUvRK>JU(p?iNLdhBrIG{G?}+Cx9RCpwut`BhcPhlj|M43hkO@IY
zcQ-u7j@PwgZG}OBpuIg7Qjs1%@AucegQyoLman&km!!-}H(<QBQ=i{E$`GLy+F;k&
zoXkbxWfu<#6aNXbAFk7F7f%|hlZo%iz-pVYjz~uv^;?@0pv$ZA^I3b_9|Zas$`pCJ
zTX?TTEo4DGI*5uQCEW??6r3w0DPUGPkDA<h2c4Z%_VpZGy(E!-K0aRW-H`T5_nnNr
z932PwtQudRW~Pp2<^nxf&+POudO;_RBM*&wzl{;mje#|N!mEuJSjLFIjrDVk9kv4Q
z3K~!5;Cr{`8h1eNm88r&pgq7?p-8u1H|Y4}=8Ng-^@(c5^Xz_rp->w;bYjW#0Yh>e
zb|7@3Mu5Dr1!`QLhI~d1B9@Z5*Mex~Y_t(3i@!mttwR;ld!}4zoi62sXp|bqe90Y_
z+fcCR%yZ>Kl~C(d^Hr$%%-1eglgSrm7ndQ?;QU6yQ^Ma};rqS9%q=(FPW&}gCQGw;
zM4KqU7H*c#fYG_ZrXW)M*g;=`F0By_F@t;m*@e6z0r5}7T~7W%sKTTJZh#FQS%f45
z(NPsOafHLv3d+wM2Dtx$1=_T~nm}ODgtePj%**FxQh(};s<D5gyQQEoP<;Cf6$l#+
zvVzUUJ%30z2YW$$TJ{yI7QWW1VZj4N=0jo#Ilt?mB^$I#yl#(tJFbLl$O4!6j=gZv
zYb3cw(7#lRn*Qg7aNUWvb00;sMVm~Ej07(_H@T7ltvL#ErNMni0E>lX=Y)oi)Ks?w
zWp1nDTz#zCH|?>?Hhfo*yx)?zr3X?{rvbZ7!aZxf^30O(pn-t6L{zs_kI}h&4*Uiq
zPCFVURG;Kn;&|Y}UCQ(y_S{OHC+~8m)!NCVf=rK4>Wln^uedc9C<R+A@LH137agj)
z$}qGQ^~WIJxGG};tAPxUhL)d7A5swxk5d<kl-{lv_=6~spfFPvHV6+eM-}D<6GV=u
zNPE%e5z0)w-X_kkqU@?ObDjt8*qPWF^SuY|=6MIyywZbarP!Gl&$OLD&@FIbj5KRx
z&3KK!fqG9w@DrH1@qErwC>;2@F!YZ4_4#=A@XjM5DCB?i>^*X4Be-A#0_~kOiU{|7
z_^)mD*i-fSz3%^*VR^k6Q$gMNY_LcoTG`oiB7Jy0uAKA}{&&sc&7dz}T_rP9*gvq_
ze_*VTbQ=T$?ybCl&Z3f>m<8sI6LvE_PIGhbKZjma3b()Rx%%E8C#^uQXJ=h;eu5uQ
zzm4))RKI|CA5l@2s5gP2*UzDos4=f3k-*-(NRq(MTMH4spsT1j!;klcHYGdp$nWa6
zf+EPqOn{BNbmmID{L}2KyC_nU?uf>n<Gs6~tNc&8_kb7Dw??b>3ksq%gzn%H9;2pX
z<GYcdo`JADqz42;qv1*YeUbM1-TkXQV#hOMIlcoN3V8AL4SI-wG2u*<w{ZWA*!~qR
zMU}K<<^;oOQr`z%+dkXjN*6=SagasYclm?<6yC-1ri6kgmF|OZ?W8Sg<29;ZDw&)t
zZ$;I6sm`^^%KrDu`GfIa1M%qxOi>D(!^H5ZXii-{8+%9Z0s1dx*ZzKXn@g%KZ{Kd>
zlmpZP?lgMweE#$rydD2NaYfiSSS7&JdX^FiXPKt_E!7*{Hn_tL;3eJ0NZHEStWQYO
z$nYL`;_J;9!SEu-IM2o-Vi^Pr34F<&ap!fDnJY{2XFsu>+`84{5?T@#jzmvN(%h#2
z_win%*vr^R93I*z-K(Gcj=MEZ0Wc8kS{kEV8q(k6EE_ZN2I5CFHS%-{(9;0>4*S-9
z3kY8Ljgec;DK9;}!?8(pXiO7qs6)5@xXI#W#}V*+ZDnupv^%hC-49t7MbPqhxa+qM
zZWz1zu{foD^$Z=*qMR*~Fa5*2i)<rGHHwc>RQHALv@sp;AqxkPS=%9q=m2i5q|V%G
z-C}Rlnz%Y^Fi+&WK%c|;l}jk)lgjtrlD@~$LMLdsy=7yjY7t`xQFq<hj_0wuPe(%%
zMz`;7R<#0$?(6&v{UF8u_;mDz$PRjxYD-7WW$-LQgr>G;vxh{4;|hmE$LwT-&K_2e
zvn-z&`k+hJEtipt?{-<X?-rYrEG{>C48D1H3aM?=oTQ~^Ez7Ya$J8F7*}z|iV>|Nh
z71>cgRAnHKKiJOfgQsDLg1ALpJzF|5ZkAMn^Fpv(31n|o{hS*zO|=ZrMI6@D?s4WF
zviR^*A)>k*au)6Y8w;hm&)Jq#nBdpTD#R|O8;ILE*@R|kJppk&J><ocQ(P>E27trE
zh`h4`ESmQ9z!(Z;_)YGzTBPjvjt9y+{qF-VZjSO%hJ(x;$8E+xr+U*MPu&TboHQZt
zGGww6`JS>nlz}FjKQo=KiOCF&aGZC}-Ix4-FDxAXPLxkk*>;@h&?lu#2k~k{XM2dL
z(3nk8E6WWEyZp+<-GmVuj7exKb(4I2e0D4=Ql@kJTc%w74{Pb_{H6a&AO6aCP#MZ$
zL?pxfP%Vkvb?R=7lf{~{fhzzhi79XI7t1^4FE&5Fkc?2vm5dnDu7vYO_p0OLu`O<u
z`o60MjLPnh;SCDPvl-<rT%UV4_U*fgi*HG_Lfout=qKKa3Ez?owGKi!Pkw(adt2@c
z*(CAKuaW24EfBr#I_yHTo~J-0K|RSnjk5{e6OPP8RrZ18N!)=Vg?KmxxIcp3Fw_T4
zTDp*KnfIsSPKRmVH@XFhj|dST*fSUzoDD{;x<eqSkjPO`m$Gj!UD;*yLm>UIgSfaf
zWrAQn(k5EUCo$;(n{1{A%4f1p&Ba6^a_%v`YW-nj{;Dd1<*|SN2RqfZ0{C=eL7u+k
zIIGQu+>?E0u*FLI-+yGGsDBO!e?0j8i;<w79U^WFsD3n*l;g0{rfvOTwnMibRUk8F
z)U~yv+9&EI>;tj=91v=aUTkd0H2Y<CN2Y@mJF;Qw!u3Fm5f}I1cv=O6a$wrSQvIjj
zzcoS{>8G{qrI7<0O~e}z@xN<B_#U-P<KtE4DP~AZQfA%#8e_gXwtWSgX1-LzYh$82
zl1>e~=8Ao92C>7j!(rdpv_#D`C>;$RNzh{c@s@>7NY>L^5N8r{QR?B3Bj+BmkAReI
z#+kpxMPTaKX9HOnWtAQnNDs0q-stqJPHB0$n`!X!$$=1n4(u50m=_tdx@0#7jGJUP
zugKvezP2S`YK@SR`r<;Kyl;+YP}NF-<w#bWi^>8&52|W-)=j2DQ+Ksoaltd^$g#dd
z@38VCtO^xiJQ!L?>6nV&xJ0K;r&|ao%<S&EauoenJLe6GXD6WRSD_w{d(zX?DOto7
z>&{+N^6|_{OWavYy>9r^YGD4D7OiJ)y#ixF;xM0j%bvN7_z;%SD*BLzCXSA<3La%?
z2y2kV>zSj}52-^nbo^)CCJo6?%fSY%Ek9LB=IH^qt*`_)XYVaJaLa_1SyEH^WiLh#
z3YOKPHb06_(3VG(B!~c##`1>TNzX|v8X(U)l`16Q)ZPF>CQLW5UihxzX1cxX0&W1V
z3l3}#HgMjTgg$)6qA`bX^?^yu2}weHo!ye|fe4&L>b3<yQ==&o#AaM(mnhsl?v3K}
zc4>%Ug9(@MFGLcn<<XKcklDfXt{uM21|vP$?n*$o+Q0|{7gb;qAt8j7O0B=*vYsey
zFyK3XJQj65%`OY#W{Obmn$v(nJtMBZu?DLwAidH54b@ZTQh)^;9{#Q4gpl{9S2nS9
z2%X71zYLwPavjF_D1g+^U)L`P$9f~l9Zdss9D8)@64Jp*(YBqIuDGM3=3hz=$T{-k
zmzBz;x3+4dJbf)GtCtM?XkokMST$8ZB5i{W+93g%`Yd$?%h@SWV9_cYhMSyG<#Cx<
zMxs+s41XK@O*Imz&OiryoI5Y5VN#JOEtNSAxR3Oqc%T&TJ93Gzj5wB%;Lyrq<T;5r
z){i;Cjud3&&OAOcDd_`D8jh8_p4NYpsO&g3V|S^D(H-jdA&#NseeA5q4YyW0{io{7
zzbc|UsJXEpynwk<U%+~UY~B|~A73y*qnq_ZuV<2VCqG;@PN+Z&es-XH)wdMPGICX<
zL!cgjDzo~7EFcfS&d1J|5wo%mnWpmpO(Sik;hb@D{0t;|$jdK{2z=F$w$Jnx>(Wr|
z0T<(|9Gj0fPW+^?$y{Cq;HpB@$r&c+kW-~NgG*^<@y_7GrjW=8YOrME!cnH}9Ask`
zQf77is6vU~rRLZHGaLK;gfR6#)T3rXLb~}V7Z8*6c1CQ~n>dahG>;rj6?_ZSrzzSz
zPnq^a5@*^7a}P+zAJYuiqh)2cHs57h^v6kR40jl{qYA3X{oQWXWOj>(*A3`E!w$=2
zT-gXSzs*tHu&wAhF5>SZq`(vVS?sUz^9JTf36TK1nazV~6eC@9f<I9ATXR5-!*LuX
z6-%{Ue~#^cuC_uTk5<-)I@&h>3JFs9q}!D}o}t?nHEW@*rbdY<&mjGjSE`+p`ioI(
z4nCBUPGoul%Dg56!Dx@$6|0{ZheL!(#4b6zg9e-<%)k}<RROuTQb9e}RSlVOwc8n$
z5*0MiQM7lWNmk#5#L{wx`%GW_kdu^u>bIRi5#a-!bwNE^9hx8n)WIKD!BTPOF2*h=
zIHNQx0YEb>w2y;+0n<!F?W-v6#zt^Aa>XRM1E3i@^gn2Sf5}4&<(e_dv4T}Ng)Ao3
zyZIC|VnxP-j=O7U@|^Gc<B~~+diC$>6#9@sxdRbiM6%BBJc<QJwBjJ04yZnZ^Y5Z-
za1Yv9(61?DGFbn%vN2IJd$m$&DKj>V1Dh0YspSvBkP2O|kfC<qME`GMqR7@!nUOc;
zrrwDbPcaWa?B#_#iTR};jA?UVjMw&#dG0*;I7Hop^{jQQg0x60S*y%d&V|^KcV(>I
z-*%)cfu4YMgsl_{z03w@Y^(2OH?31!;jv{dgG%s~WKe49EC^N6hUBPAqxfF8gbstK
zQXiG7b*h54`Cahj@bp+bGo4Xk`}f^`zFO?_-Cd;x)L5Z?W*_YfRI15Qjk-%Q!`}I6
zwDf3x73-#<@idDou~A3+0o6(}>S)YaBK5j$5WgVqK8ODGjwr;4z8e<p{&u4LezfVG
z3Zalw$d-zX;TiqZjtaRA*6LWLiu_Msc~J()3iLz6(}jcZF;$C*u(Nk8@DXU3mCQ%(
z5zSbIGaB0TI@Uy~aO9-H&ce=;fwuJD5@j>}yk38R;8<L*B_hbuKJBNm^1=))Z0r;L
z@*Vn9wY_hZueS`NG@07+wu)+Q_GQ~+s$=x}XVNbxRJ$%aHQzdgb`3a9>B<)Nb}d<6
zDK-nYWdK7$O)-n}r=YW{7-4t;BwK7QURl|g)3npszW;mwo~%87l4TV^@BX=^U2w@P
zmw+JCf{srwCsjuE+f5C|uvDitt!dkQqV*WY@T+eo6+n}C?vUzZCT3Zea`Fj@4@%uv
zcMhi&#@4h?3g)yYm^ru?6+tush-X2hp{S+k*jv8v!~9_}E57xdGR(}?hZ=>N9(Ipl
zwNQTf)}?o0xJXc5qaN#-=Pb@qJq-O(Yh}@d_FUktzQ@|HpoAx_e3k%7eHXnnkZTt9
zuTcMzoHg~Rfolvr6sJs4IrCV0KuKZ(13Lq|*J>-)rC$MVwqfi2>*_e8{N$a_;s+m-
zm9&<7VmGj)H?zrHcLL~nvwW&MhFv@&tvbM<l~AXOsPGM7FQ268pu<*YAJ059LFben
zrW)c=9B#NuLrkpAsKwZzgts9r-+P|*w_oS77NDCDHDbr^H0$fF+0vFy`<vHj{d3mH
z$0kUBbEr<Nq_qO|?^MgW+z$_kSjM>GYAi`>9xcLSo>$^UZ+Kd#Sn*%tch9Pu;d;+4
zs+TH=BX;+Wmozt{3!y^T(OIK9Fzf*^mm~wdN^2HM=@DA*yiJ8gaF>KCq~Dg=O(z)-
zW}3&>>0-YffiNFGEO!vb5ynd)*e@4C1zE^eHfHfLl2;CQl`ECkF_v(+`K1!j9o#+H
z-652$t#eWGgNxmqHcyMPXLSA&<l8+5HR)XurkS9n)-)(V_%c$o_dSNqmQEMYeq;F7
zHa(z(>C(FJ&9yE)EGc%}?zeNJu6Ln>N<NRE7C~YUAdo{qsKjT;)^JAHvJY^1UO<;E
zoA-s~+ZeV2(*LFNt33?;XM$Cq%;<h>^Ujdz-Tw=F8ieJV%sc4pcb}U+I&e4=+Sh2;
zZ$0}ReA&QZwN;-UX1`;>q@WF0W8g6A?6*R(LUE5vmsX*8`^<YdC|;9yPdfYE7VJTw
z)~2I|I{Ur->^F!OeL~B9`r<xksyF)0%nX9y#?1FQOJ1RK-wMVG#wVQn9vO^dy|M4%
zz<5pW9d+7d^A0EIh@lRB?>_WxsqTYgBm^0i2SJO|nYJT_p`HoHP%u9zm_p=64C(#V
zp>Ks`h2(w8A<)~@_t=nJZS!(eNS5W{&niF9dHD1!=&5;lf#U=L=ud)4L#E1-BpAQ9
z+=D%7!_yWF1-6(pTw}YD>BLh_ikQlJ@yrH|bxu%=u}NseHdX_EU`nA01wRP@1#dKh
z*U$(YgQnw(%!<s-Z5M0QzZIEtWUgk$10%C6E6>PJzGdYBwK~2^$f{)j9*Q*BIL6Su
zp<gR8zul6OwyyMpqXiXH@Ezt|z%ex!rmh&I^jG%?31N>R+9;Ux#~=unm*=5bxFWG4
z@#aX3HL&`WNNj7BMMgwoS=Jr6toyl9p;>nu)~hn*<FbZm(1Oc81sAhig1$!9UDb5K
z#CcPtBeqTe<V>x_rgHnO2KG432P!(_;O6n(7lZ_(Nw)&A0&!~~#tPzS3dCRX?ppPa
z@qk#Cb5Gp-i8ac7(s<!M&38GiU<#3|xWv5+EO62Si!G>1SJ-m1Rms1ni4MiN`Ba57
zyD11(fh5DW;;}<h3+^G%hsjJ;TG^{y!9(Tl=cF_!ipq-0D>Lx<WVuF%0IL#!4~@#G
zs4UCIGt%+rY&=p9aO@`=$L?`I7EKri(S%``?JI?4FtEW6{`^<$0rqhR_AA>0_E)iA
zO>_d#Na`b25D2&|#YlwR5LSw>tsg$2YdXwQKFq(1elSy!N+U_pD;_HzkAcTED&uCk
zKb#nkeJxdnA@Nw2fk!3-x7kD9JOwY{f#?qMnMWVWFh2?ih~~Y|Z;bhV6UBr6Fn^nr
zTd+&CM*1NV!=x1y$K){4&+B(fU^5gqKS@5cqWvit{1hO*5oB>ju=GSqPd&||C>|>w
z_ld_%Qf{*?QPs$Je3ul(o&%3XDY&03lY*xmIZ=*DMQa7!Pl3yLfeG3D=MOu5hCOcH
zn+gq6tO@yUO7oL-0F*7u&@V~>9h`(yi&;F9lVRC<qV&{B84sjwQlPv9j(H=}7tz>C
zqokWqX~Gqo6`Py$RY8RjLtAwrb9ii?s_p8GjLpK-96C$Q@f<1<Metubskr-U5a_sg
zLl)b*l|<@*v~b8&V}RPYr%U<_Ni9eMf*Ae5RGU#@^fH(cL!79!JIOtyH`+2JV#rKB
z+HNZ4ip`46ip|R?4HcVDkIll=9JOlRo++zrXGm0;i4s*?t<3Z)os1PKGj$uK6rsU{
zGW>TK1Ob3)&GIopIIoyowE)1(Hwe^_G19olAONk*aPU8A)m*Vzv3Ub*E@)4}wlszZ
zz-C{oY(6qJ3sZBaRr3wt-!_APX47ce8~&|oD;G;im<p-+n##;%$|^I6u^Rew8H`j)
zqHSi*Xk2h#-xXD6&@uD})W1#As<~pbVsnq!+?MQ6vH2L-EKJS4rsgBVzcx)z2mfuE
zwlEdqe`MC%%?@2tYa143tY?;rOfCFpx~7im$2g-CEeg&G&Rv2tG+hKza6Sk)3zPGp
zBQ3{jo9ePrKlqOoHit@X<{IiaH@|BnYnn2<MqFtIL=iy_|5HQw2cXe7(V7&ku_RNp
zYs3sRg7G@hqR_0++?*QGwwP!+H8fXS(H|O`g^Bs3Rr6t1jfC@z+BEHjp~cqN8!C|d
zT$8!bt#+oUKuN1)<BZJ2o@knJLC>__G-E=^s*$1YMu`+ebr~>Bhm^i*(t#GmX2s?%
zvDr3NbW?0T1~v;*^QblRV-a-es!_+{%}`-lQ4nO-XjT9UR*ewL<{3rs&sgvti$>r*
z{Tfy@+Bq*-L%}~V6vUJ(4V_lZ6_^#6SJJaU1=(Z;=AE|l2L@(QQXZaVoSu{N5Id6f
z#6xIU(DqNL(+Zsr7~3~X-Rn;Do%hxhYC_f3c*kh|*gyrJtzkG}X;d?2UdwrfhJ~r7
zU@-}Pjq~#o9cI>B1-IMun}sVBD-;hRCuCb3N323IZ@<2pxZ8M8EX=zZ;*}6mKY90n
z+Hs6X?Yxz9boNfr=M3}6y0?6@8KUB{8tb7#`2;E~d#<XuFeJ;)3HqM2I*{C~j5kwU
ziJX?2u-p==W!|wshdDI?s&0~Q#bL$aL2(!>a9Jr1FTmkyJ3M3Iuq@-Ytac}&PKGyL
z*`Jo5#hLJ+A{0G!IiZ3~b-}%>+U0aX!qQ4d6e$*Rdd6|yf+cFj_bk{!HNj>Z7*1P;
zNq{cY(-$#!!V4^ck+%ps6t1wWu-pMG7u3Ox!t&}Id|+4>CgjjrLJobR#<Hf->*Yr|
z5a9eIS!wQYPv0tqRy{Rl)09H%LeTVjw*7~Z)(L6E5FtOa4NrrCd`&-1wVIv`Sr)B9
zIYz&ksa;L;@1wZy-K;0~R1sHHR#YAom9c_AkZHR=KR7B!MP*?+&Z%@lHm9QLc!fet
zoUg;s)d9wYP*5B7aap-kTcOQ>-?SJFZ`%r;f}k)mf2yFPc#~|>upIMiRbT{95$3O$
zV~?XK1}g>+iorEHJ&M7s_1ap^$-yvqMXIf%D3xn0)|M1m{OqmJp6BSfHq_8qt~!cB
zsh2Pbc(4RmD5$2u1jRs4DnI2=?~Iek)G-@Df}+{{{Gw&<xXz#`9xEPikH=NURuqp{
zauSY-$HElc>F`Mxl@?oR$WYsy{Y)J~g-MdFhfgThnJAe$L`gxyxuQu#IqHW{tIf%b
z9dh0l=G~SFW0E!}BM>ox*1r{%6_qQSZVfG;#=|Frqq0|27N+A~E8@dcU_@hw;M21F
zOe-)uc0Ow;E@RD#IF&=7<p79D&~LXA2xNMlEEB-S6DZb2kvg=b24kt)IzbtR`|#kj
zFs`tyu)IAiLj_ni3d?IZ=0}EQVL~3XK7Oc53^&cCm6&1b<2CNxno0~BW+4UkF2#@<
zL^lO;Nc2b2X--<fF@jFFW&W5J$Q70qmNzeu*HAgaGsCi1SQaMajIe!lUd1!F-VE|(
zI4@Wg3M$doNg>9x5QnH*hylawqlE&}7sgbXm?CK`O6}Kfx1Y(ZIblJ9O82Ljdu>!L
zQ;}GaxHS^P>lS;S=S1QScZ|D3;_|Fp=TiD$r!9nkZGiU6PKy;@(ReN;5sUJYiA0#3
zpaaUtc1!9lm)eKSghOh`PRlS|VKNfZEF<w!+5)wn>B8z{iUP9&a|gf-8&9Sj6PWF(
zfLWN7N1aVM6h*BzL61co4%^PASh~Oh2?b+`r5v@Qu|%<MTSew@ZZMI;I@8VMLWH4%
zi2`OVM-yQabvi|XS%G<f?r_+4I%RlZjtb1uq#T)n@$fvz{?#w+ZaKLb5BlNt@-}HG
z8%#_Bsbv*X7D2!5VLqh>rPiuCITX--&6{^LqV{JwcX*83G1m&(oo@CeaU}L|#bCu?
z#o$E)=4Zs<wB3YYR~RhJw3(Td;EZP4yQ4f7qI^)49~b5A-kEmEu;ILUb0oCP6>jNf
zo$>Ah^3iCbtq`mbJSGI=-ih|05Nvy@b!-U1!aSQ9GYJ#fxWwH?zxUc2S>Y-3ol39;
ztM+aXO^A7-P2VHPWBXP6ZAQUORW90jGqgBwyAnl+HO33|Mhgp?3U2=J<3<w1R1j7W
zRuEPYUTC~%&kDljxwg$_U-sX#9B^{b*AYIRKie{7LeQZA+ew6vo5(tpbURm=ZjwyP
z5#tr~-JOIb%BFJjy~}8|*na8oB)J7s0n(>KW!s9vio%1UFe(bSL*c2KD)Cq-EK9eu
zX_4pB_VZ@v=A~_T-O1uk&8mt7)~x{Nsb|nbaG(Q*+P~bVs)Da~Nn+OYFRc-@9%(^@
zZg~rOnqCkd#G`^1T(xX_HjGVs+wb1Hl8V8K!DC>seZ32_%Ska9Pl>_hnf9fy4O-Z)
z%2Q<oz%STZ7^H)Vs@Sk)WxJ~FGNXd?{bx}HrS%*M)>?*lf*(VL=ED5LH(J_O99A6e
z5r=IHV()X}a5epe;c!@%atB6BK7^zhw>B}giP?PG6`D}T)-+v?=u}VxM2Yf(iB+NA
z*mlDtLD0&z^BXu689<Y6g<^%`4xzYURb8R@D->h9iIU!-SeSPwZeJ3Vm!#%Wyl=G>
z-(`VCm*QKNv7v1*9ts-m^UX^JE1{<C+Ge&(X_}j;-6<=H0<Z#bZ2-0kz#9RuIVS+G
z$+43v-)!E+1j*E3k`z#sd8(5xCbno=Ler^1plV;#4h3}q#tfrKNuiv33SG5=$~@5f
zlV#cp!wSQr!f?S1pTclC3}dr#lCEJ`mTyO|`S!>_Zv`F(3iO(93vD+rb&YwHV>E_C
z(V9*Qnr~~qtuU-GeC~XEWEj?bduhHMRYh`)7N$s$RqHB8njvYs6we^G6(E156?oRd
zb&5o%NECt<g8P{wQ3%#Kl7)HpWEi#f$?m5ii3b3Ad|hKxXIQ0Rds2|cO+*s}MVd9_
zQ<$hBN?@KT#4z?6+6o3&T#}@>AxXA%Qh{Pfko>L7gXv~hQXyF(Ss{7RUr|V2zbrW@
zBn$I!M$3INN$cHBi!G_B*y6_k{j(NZ3i_JRotC?sH(mzvC1ZmOn=CUo$fya6G2dZo
z#t<0k51glhjiJU%wD7H1tXSN9)DOB7bsrmx<7u&2n0Ygsl#{dlsJr8M!ot><R8yvT
zERg6gO#5#fPp=nWIE4NJR!|m(owwyJC1CLMOBySgb`@BwMOg)Aodqv0w}7R;2Iq~o
z@NLX%lI@o)P!U-Xc~nF;ulE@bR775B!J{H_c@}PMgnkw*@c<05*3>Gp#DXI0_Ab-s
zGwgsOwuS~Vv~7F(`ClP2Oqz|rJcH^Az_+$u4n7HfAA|Ul;1Ycsy_w$kTLV`(RyZC6
zj%|f0zk-c;t8n}a>Q+p^$An{90&WdAfP(!f!4Ft;q5U5EBa*<2&<iw%r&<4WdpAA9
z?1i(c5ZeliB(SW>JwpoNC7bn(G6)q4vq?l9Yv#kir8g=wVGOob*VEG5>X=I?xKy&R
zHO;qvdrHC;lNFQ4z~m-P9f2O^i7~m}I>VrtT%L(vO5s*@E7uSO6_H%IqIpARIfL#K
z=mt<HwHIiSi&q^$w2aztVAQj{0KhqvkMk&>$~S;gH4~<JnWZ9e3`;=?>NEFz@+x1c
zh^&Y_#6-$`b>zH=T(3hpC?t#W@aPx{!ub3bbtQ8*{;RUilk#76yau!landUOD_Uwn
zfr+^S17~)C)=&@{sKqopKnGt}F%^RqgNwS7iop#rxSDGGP#9dEX{YA{j*9ElP<4=i
zx+~nTk1J;p6y=+VI>1ilmQ_r%AlS*Vg64WzM#9OcC7~(_+<wvWWZTy0#M?>bbrgsd
zh=&AXt3bR0h*PyH_gFwI%DJs&738DWDU+HTJ`z@06ey{Q{3q_Mq^2!R@fjUjP=P~D
z({+aYLE745h7CpA^OJx|S-j!{VXDS)B`IRk)p&YeoLerzW?j$;6GdZ1<NeXtR;Zes
z7L9#1VapNGSeAZ+am<vrv0C(QjQFuk$#}l7qAat!A-<`A_<Ij|Gv*T{HIh)EWGq>*
zmroOdtA+Pwwr&(oHeR9_tQdS047Q5F?J#(%RqP%LgV*HRV1kZv*Bm2sb;>QStlSb5
z=l78^hS&QHd#^CvNx;w|z(H4n>1&Ml?gst(OnaWk%IYMyLa;*cm=J6gf-6C=ZI)<v
z4Z*TZJ8?ALFeMe!S>Y;4P(ShW=T=%!p~z1sxdL%ZzjqsRKI$Elu?ku!<+NpuWy}YY
z5y%p|AQ>4%X9TT2^yTcafLLp^1So421RCPPBxwCwfhJx|^s}iinV_mV3e5`5>k{x1
z`jHCI3<}Magciny<~51=^I=I7^AZ*y>Ii9mI!VMO>qcmGYGz(>rLv%mj;m}J=8+2%
zwN)#r1v0qKFkjgzl*>A#YNRHPZW%F`Fj4ECU+H1)AZ4YcaRrjsv|NE%fq4jEwhGJ=
zV21Mm^NOTASgn><#{M|J6d}TXFW??h>>sCG-Xtlvt7<Y%g7ipHF&!-_x0b0zQ3s@D
z6DQF&mQ-XM4L;s!R<6jb$b7zX$#IbxPK3;B(sHnxmRIeRCIRWye5Z60v`)2CdbS~!
zx=Qp|+9{=Dh7>zF?5B3WW@M454X?odi9&CnG;}}*8fb@A6hE1q(bGCt)U;fYS&_N&
z5V_f8hDDLN4oBg@$Sh3DpW#DCShfWJX?e9}lntV@f`1J``hp!J+thR&voOT4)f$v^
z5b5|LcZEg+FQupTz8ds1onPw4%&Q=wL{Hk<d4co`Q^D-5(6n5US&_L<WJX2id1Quj
zA@i!VT&v}+_lg9hL-Ro36#R#(mKPwoEf{Fr9{imVV83TbaO;9UA$=`3Vup7h%$HHw
zCa<A4!b<`wa5XJW$`zLtmn-jk7Suipa2XYs*H0FXjLR!havfmV0s37*`2`gEdrryi
z@?dUj>=^X`{cdssoac%*YoI^4b}2cfnWnyG=;$ZTYr-)1m~x(7K1kDX#bm|gb?JCP
zRRk+AwxD8ii*$SpOkS0WJ59xRhkel2=-{nUs37|TLkz7<N1It;w)*B#A30UJIQupo
zR#8M&MBW6EOEimXY=<f$ubx#I6p=+~IG9Y={#zQJo>#*67u&>>2))sP#Hmb8c_Hc2
z2I>=VQhDVX>YF9ym^JJCk-|5vqgaL_*9jK&IkEr~1lf*sm%mmP?i{mkPdD=D4`f7S
z2pRwiK8fOiP2DI0DJCl>kAcayMp>f*35z)`CdXPPJT4}$O2wn<-mg*9D$#xOWtz*B
zNDKCc{Tgy-Bf>tsZcrk}ZP`^EU3IaZ0#{5$uy2{J;1oMd#UrzrPh(%A=uL+)ndHq0
zKFS5|?sb!lD=I504~oiIfl}OV%d9dsDp#8o9~qTbrQ=B}<68s2697L7`e{CO2mE+a
z;IGjRE#cT&Q-uLa8bw#uMZkaQ!_!z0=X?Cr?l0{@>6%crS#e;nKho`<$P5|M5W%eF
zb3A3V6ho`Em&mLIa)oAv=GJV7wgn#|o*0^at*m@-XkL?;2cwDk3Kt3m?NKWz(a@6|
z_K5yEvQkmN8MjT$9o2;cpn4N!-BDR9bOrXuYEsQqMZ(gIjRAV3<(7%5<)9>H82af5
znw2XqD=x3Y<r-ZdyKPoJHZG@H<KtuF@`{w)!gISpXIHiwS@ee)Sv+f(w1&hR>^!@|
zv_w7K9x5GKWV)n%j*<H$fPPDhHjWl;80cqkp7|&pUQt+9SZ**$UIUgl9$pz6ma7e~
z3=PZcGV=WvJMpY@i|#OUi+dscfYapIglB7o=^|rKbg!s%Zjo6c>T{YLnXMiw>c;3X
z(uxhOT!C}*pG3dFev6%o$%@HGnOngMMB^JTc8-n7Q#JD0VKI4KE*>=(-x~MvF!PFd
z(lU&B-9Q?s;DTLMhN0Um25ZeLT7b6miqll9H%hS?sG0=R&jc#)2#J0copWSFs_FQm
z(R5s4Sz&qq4WEKxL_9Gpr&{&#fnj-FMxHbyuh|$)?I^Ys`gOUp=5i;qF60Dyg(;RT
z5J~!?V&sQvtDV-<VhJ;=NPjgK3?^H+KSYNWz2@W!%nHnBT<shhn5#{!3=YhqtQ^yG
z^*&qd1h0#oH5Z7Od9PaIiYRE9THWj4XI!zy1+#5`^rCb?k&4-qu>$Eg2G63I7j{4>
z7E!U)z(0`~NZX^9;k1n)xMT#IfC#=LT_A;Jh2;~$aud}nI4vyKo4gtrmRBX@K@;+t
z4N_)bAk`XJROIis8e=L9EEas|s+E3A(TrI@cZ~fqjm<b}LXM76mZr|f{2a#p=p_mC
za|IivKU7#&SgyX244Wk6=Y{2ZeV&0~c~wHLYMrf-zgBzH3O4*fk-w9Kyb1E#s&gyM
zDm&9~2P;5+ra>ARF*TTnesO~|_-aPX&=Dlb%%Za>xHP|Q#>8M}wM4GCthn5sBd7^3
z<B4(ERbwO{7nfJ1<f_`aN@Pm_{bgH3V@xcnK%5+<TSUoKbmVl$-bqA>8JOp0@EC!(
zP!ajD9v?aLb7-1Hm!b-bG0eS!=$I#=)Q5`8ip#Ze8T;>Dj*ZJxwTygVTwalq+so3Y
z=HzXch^BV^(f*Vu%t_hEag(wX)*M)5Y5>d(Bhw%4Vqg(#nQ)S@*D{4Gn!qua1Q`Jh
zq?(K?AS)m@pCGToccp+_-Gm1P<aJrNa;$7WrbsI=e$b|<?(%OsJ&rXiFwBw=#Hp+)
zy8W0URAbkgplnQ$QMpb9PmsCg$tt~yVzOfL5ToOY$@NWmSWI4(i$Cw2>)`li-B4GH
zS8Ml`p|grJ7ch=D8Bm0}-B4Ny45`!c#8}IOLljIWG9?&htdY6IEE;)1r`71xxPr2R
za*rb_(6&!GG$>c2A0HQ#*Ja~Y=TmAjYDq|L-C+o|bUsBsO44M(XbtW&0%%UME!4?u
zqOUeHPJK3!@0F;0+w28q35f|ZPUlk;kQI<C&!;p|e-PyECkEtdy~-g0`8o^#&6gYX
z>Zhl-A3wbN<yQjyCz~)OgXZ!-Fb;lw!N;FJy?uK4^W%s2-#z{G`QfMUA1}}I^7>aE
z@m+Yt$M`lP`gnPy$-FV<?Yp<`vg-MmQh0oNo8CRX^OslHN0=U`>B%9&+wl0-gr`@(
ze*Wjj&p-e2_h0?f@BaA5hyVVM|LuSN^TR*<{ty53`~UUuKYsU5e|-4eAO7(0yZ`#n
z|MI)b|NAe0{Kr51%Rm4A;h+BDcYpl-AAkLTe}DS){=4^2pR#XeE`QkKcNa0y@7`Vb
zXx;>Lmmd|}+v)8)u<*uRgkc}!<b!*f{9AO7=+l#l-`OW{$(Z!&H~;T9{~x{@E2dK>
F3IM0wtBe2u

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
new file mode 100644
index 0000000000..83b4901e17
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
@@ -0,0 +1,97 @@
+# Provider experiment record
+
+The user requested an application of the new verifier to a complete current
+provider, with a real kappa gain or a useful obstruction as the target.
+
+## Source and decision
+
+Canonical main was refreshed to
+`1ec1119972c9aefe42525172d07b332fcff81cb4`, priority revision 7. The selected
+record points to the final PR4610 word and PR5241 admission. The selected
+value is 0.0030217758. The older verifier proof inputs remain pinned to their
+original base. This application uses a separate current-source manifest.
+
+The first live overlap check covered 347 open PRs and 4,681 Discussion
+records, with complete remote pagination. Local notes were sparse. The
+PR5243 handoff asks for a physical H1+H1->H2 pair. PR5393 proves a different
+zero-row result on a frozen eight-relation provider. The new scope is the
+complete selected local provider and literal early/late fusion on one
+persistent role. The first test uses adjacent rank-one climbs. No other
+chat's work is changed.
+
+A second live check at 22:28 UTC on 2026-10-23 covered 350 open PRs and
+4,684 Discussion records, with complete remote pagination. The terms were
+`pair fusion`, `paid climbs`, `same persistent role`, `30328` and
+`clifford-tensor-gram`. No competing claim for this exact provider audit was
+found. Local coverage was 16 of 7,269 note paths; this check is not a full
+historical novelty certificate.
+
+## Experiments and corrections
+
+1. The source has 21,449 events in each direction, 632 persistent roles and
+   one owned role. The 5,710 paid class records cover 6,596 instances. Only
+   checking a single native warp would not cover this boundary.
+2. The first importer required each adapter marker's frame to be the current
+   frame. This rejected 82 source exit markers. Source inspection showed that
+   these adapters are identities. The importer now proves identity for a
+   moved marker. It still rejects a nonidentity adapter at a wrong frame.
+3. The first owned-lifetime tracker marked COPY but not ADD into a cleared
+   owned register as live. The backward source accumulates its center by
+   ADD. The tracker was corrected before any complete-provider claim.
+4. The native inverse circuit returns tuple gates. The first conjugation
+   helper combined a tuple with a list. This was a representation error,
+   not a mathematical failure. The helper now makes the new gate list
+   explicitly. Both orientations are replayed.
+5. All 5,710 paid recipes then passed the new phase-exact Gram test. The
+   rank-one normalized traces were zero or `(1+i)/2^j` and its conjugate,
+   with j from 1 to 4. The proof uses the more general checked bounds
+   `Re(tau)<=1/2` and `|tau|^2<=1/2`.
+6. The initial fusion scan required a common middle frame. It found 1,341
+   pairs per direction and a single-term off-diagonal contact for every
+   pair. The two-sided cut formula removed that unnecessary restriction.
+   The second census covers all 1,363 adjacent rank-one pairs per direction,
+   including 22 with an intervening change of middle frame. It excludes
+   both endpoint placements for each pair: 5,452 replacements in total.
+   The same proof then applies to all 2,658 adjacent pairs at all ranks.
+   A final extension removes adjacency as well: all 7,582 pairs on one
+   persistent role per direction have a certificate. The final result
+   excludes 30,328 endpoint placements. Each extension changes the search
+   domain explicitly; it does not reuse a smaller-domain receipt as proof.
+7. The complete physical programs pass the existing compact verifier. A
+   separate sparse expansion measures peak total support 22,331 forward
+   and 12,930 backward. Support growth is manageable for this source. No
+   general polynomial support bound follows.
+8. The proof is stronger than a width-one rejection: each saved contact
+   defect has normalized squared norm at least q^2 at every positive
+   width. The full-provider norm need not have that bound, because its
+   prefix and suffix can be nonunitary. Invertibility transfers nonzero
+   defect, not a condition-number estimate.
+9. The final proof audit checks the positions of all 224 nonidentity main
+   adapters in each direction. Each entrance precedes all uses of its role;
+   each exit follows all uses. This check is part of the importer. It makes
+   the interval's logical-frame interpretation explicit. All receipts keep
+   the same mathematical values.
+   A separate negative check moved role 112's nonidentity exit adapter from
+   event 15,723 to event 14,298, before its last scalar contact. The audit
+   rejected it with `Nonidentity adapters surround every use of their role`.
+10. The first hosted replay on Linux / CPython 3.12.15 passed the four earlier
+    checks, all native recipe classes and both complete provider endpoints.
+    Its 240-second provider limit then expired during the remaining checks.
+    No mathematical failure was reported. The manifest now assigns 90 seconds
+    to each earlier check and 420 seconds to each provider check. The total
+    stays 1,200 seconds. Source code, proof and scientific receipts are
+    unchanged by this budget correction.
+
+No promising fusion survived the exact endpoint test. The source remains
+unchanged. The hypothetical invoice delta is not an achieved saving, so a
+new compiler or outer arithmetic run is not warranted by this experiment.
+
+## Verification record
+
+`RESULT.json` contains the deterministic complete result. `FUSIONS.json.gz`
+contains every contact certificate. `WITNESSES.json` contains full physical
+program counterexamples. The same commands run in normal and optimized
+Python. The repository replay manifest includes both modes. Final export,
+committed-byte and publication results are recorded in the public handoff.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json
new file mode 100644
index 0000000000..0e471c979c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/RESULT.json
@@ -0,0 +1 @@
+{"achieved_paid_delta":{},"admission_head":"13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2","complete_local_provider":{"backward":{"certificate":{"axes":9,"cutoff":76,"decision_widths":[69,70,71,72,73,74,75,76],"equivalent_at_all_positive_widths":true,"nonzero_endpoint_entries":0,"problem_sha256":"94d24c4876b09ca464c6f3bed1b14f59219dc7ffc3360b7a8a772b14c6b8a2cc","schema":"clifford-tensor-gram/native-v1"},"events":{"adapter":448,"center":8,"climb":3290,"phase":10,"scalar":17453,"warp":240},"instructions":24819,"native_symbols":1297,"paid":{"1":2201,"2":412,"3":510,"4":127,"5":40,"8":8},"support":{"final_terms":744,"peak_row_terms":148,"peak_total_terms":12930}},"forward":{"certificate":{"axes":9,"cutoff":76,"decision_widths":[69,70,71,72,73,74,75,76],"equivalent_at_all_positive_widths":true,"nonzero_endpoint_entries":0,"problem_sha256":"d141a880691f5f0fb79266b5e8a990fa59b399d3f63f3458b7a8582446ecb433","schema":"clifford-tensor-gram/native-v1"},"events":{"adapter":448,"center":8,"climb":3290,"phase":10,"scalar":17453,"warp":240},"instructions":24827,"native_symbols":1297,"paid":{"1":2201,"2":412,"3":510,"4":127,"5":40,"8":8},"support":{"final_terms":744,"peak_row_terms":156,"peak_total_terms":22331}}},"controls":[{"name":"missing_paid_class","rejected":"All oriented paid classes, without gaps"},{"name":"paid_absolute_phase","rejected":"Exact native Gram equality with absolute phase"},{"name":"borrowed_erasure","rejected":"Only owned storage can be overwritten"},{"name":"live_owned_cut","rejected":"Persistent climb at a closed owned cut"},{"name":"missing_contact_is_not_a_certificate","rejected":"No single-term contact certificate for (-1, 0, 0, 0, 2, 2, 3)"}],"full_program_basis_witnesses":12,"fusion":{"contact_types":{"backward_column":6632,"backward_row":950,"forward_column":6640,"forward_row":942},"normalized_squared_cut_defect_lower_bound":"coefficient^2","pairs_by_direction":{"backward":7582,"forward":7582},"rank_pairs":{"[1, 1]":8132,"[1, 2]":1220,"[1, 3]":1098,"[1, 4]":542,"[1, 5]":64,"[2, 1]":1210,"[2, 2]":274,"[2, 3]":150,"[2, 4]":30,"[2, 5]":24,"[3, 1]":1156,"[3, 2]":234,"[3, 3]":476,"[3, 4]":2,"[4, 1]":330,"[4, 2]":70,"[5, 1]":152},"rejected_fusions":30328,"separate_contact_replays":15164,"trace_counts":{"-1/128+1/128i":30,"-1/128-1/128i":30,"-1/16":228,"-1/16+1/16i":626,"-1/16-1/16i":626,"-1/32":320,"-1/32+1/32i":347,"-1/32-1/32i":347,"-1/4":126,"-1/4+1/4i":373,"-1/4-1/4i":373,"-1/64+1/64i":21,"-1/64-1/64i":21,"-1/8":88,"-1/8+1/8i":201,"-1/8-1/8i":201,"0":5558,"0+1/16i":120,"0+1/2i":356,"0+1/32i":45,"0+1/4i":289,"0+1/8i":553,"0-1/16i":120,"0-1/2i":356,"0-1/32i":45,"0-1/4i":289,"0-1/8i":553,"1/16+1/16i":4,"1/16-1/16i":4,"1/2+1/2i":3984,"1/2-1/2i":3984,"1/4+1/4i":5051,"1/4-1/4i":5051,"1/8+1/8i":4,"1/8-1/8i":4},"uniform_squared_cut_block_lower_bound":"1/256","width_domain":"every positive integer"},"fusion_payload_sha256":"03ad505c868b60c806e2af85824291b39c599becf2cb48d76e5b34860cbf63d2","limits":"Fixed early/late fusion of any two persistent paid climbs on one role; no changed contacts, coupled fusions, new controller or physical/outer admission.","native":{"helper_oriented_classes":34,"helper_profile":{"4":28,"7":7,"8":47,"9":326},"helper_roles":408,"main_adapter_oriented_classes":896,"paid_oriented_classes":5710,"warp_oriented_classes":360},"new_kappa":false,"provider_head":"20bb93cd990d2ff683e4d0fc56b87a42cd5d3296","source_main":"1ec1119972c9aefe42525172d07b332fcff81cb4","status":"PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS","witness_payload_sha256":"fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json
new file mode 100644
index 0000000000..88f285b65d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/SOURCES.json
@@ -0,0 +1,40 @@
+{
+  "schema": "clifford-provider-inputs/v1",
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "provider_head": "20bb93cd990d2ff683e4d0fc56b87a42cd5d3296",
+  "admission_head": "13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2",
+  "inputs": [
+    {
+      "name": "word",
+      "file": "WORD.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "name": "paid",
+      "file": "PAID.jsonl.gz",
+      "source_path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "name": "phases",
+      "file": "PHASES.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "name": "helpers",
+      "file": "HELPERS.json.gz",
+      "source_path": "research/joint-helper-lattice/NATIVE.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json
new file mode 100644
index 0000000000..aea924193c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WITNESSES.json
@@ -0,0 +1 @@
+[{"direction":"forward","discrepancy":"1/32+1/16i","input_role":0,"input_tuple":[104],"mutated_program_sha256":"8d5931d2cdb7736001998571f07879d5c9a0fdce8fa6cd900f269ab8a6f46985","normalized_squared_norm":"1/2","output_role":115,"output_tuple":[0],"pair":[8266,8268,57,342,358,358,310],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[72],"mutated_program_sha256":"24bb1821ce0ca31ba74b175e653851300b97755ce775bd5eb9225fe1dcd07b11","normalized_squared_norm":"1/4","output_role":115,"output_tuple":[0],"pair":[8266,8268,57,342,358,358,310],"placement":"late","width":1},{"direction":"forward","discrepancy":"1/32+1/32i","input_role":0,"input_tuple":[2],"mutated_program_sha256":"71475c660fb76a79a7b4f6a8080f5d9130bf97e44ea1a919c5f432ce91e42841","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[144],"mutated_program_sha256":"aafc8616eb3feb46e753690040f9046b6444355a002b913e9c9f37c7b1bddd79","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"late","width":1},{"direction":"forward","discrepancy":"1/32+1/32i","input_role":0,"input_tuple":[2],"mutated_program_sha256":"71475c660fb76a79a7b4f6a8080f5d9130bf97e44ea1a919c5f432ce91e42841","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[144],"mutated_program_sha256":"aafc8616eb3feb46e753690040f9046b6444355a002b913e9c9f37c7b1bddd79","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"late","width":1},{"direction":"backward","discrepancy":"1/64-3/64i","input_role":184,"input_tuple":[2],"mutated_program_sha256":"b0fbabb0790d8f7bd56d88425f0e1787a9182bf8cb9d77fcd4464f983a6d1696","normalized_squared_norm":"1/2","output_role":2,"output_tuple":[0],"pair":[11988,11990,184,364,640,640,1162],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-3/64i","input_role":184,"input_tuple":[128],"mutated_program_sha256":"c3b2e621fe071d6718f1878aabd32ff270e89ec9c978a491cb84ae752ac7b397","normalized_squared_norm":"1/2","output_role":2,"output_tuple":[0],"pair":[11988,11990,184,364,640,640,1162],"placement":"late","width":1},{"direction":"backward","discrepancy":"-1/64+1/64i","input_role":112,"input_tuple":[0],"mutated_program_sha256":"ba85c9ccfa6a071fe615c1f3c6c1893709d7dbe002fc36ede676e454d4d67419","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-1/64i","input_role":112,"input_tuple":[144],"mutated_program_sha256":"1cb67d6c76dd8ab6b80bcc8b6bf20c0042114e4b5856993808d70b09cbd15a1f","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"late","width":1},{"direction":"backward","discrepancy":"-1/64+1/64i","input_role":112,"input_tuple":[0],"mutated_program_sha256":"ba85c9ccfa6a071fe615c1f3c6c1893709d7dbe002fc36ede676e454d4d67419","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-1/64i","input_role":112,"input_tuple":[144],"mutated_program_sha256":"1cb67d6c76dd8ab6b80bcc8b6bf20c0042114e4b5856993808d70b09cbd15a1f","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"late","width":1}]
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WORD.json.gz b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py
new file mode 100644
index 0000000000..b256bc0ca0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/provider/generate_adapters.py
@@ -0,0 +1,47 @@
+"""Propose main adapter recipes with the frozen source compiler.
+
+The verifier checks these data with quadratic sums. It does not run this file.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import json
+from pathlib import Path
+import sys
+
+PACKAGE = Path(__file__).resolve().parent.parent
+sys.path.insert(0, str(PACKAGE))
+sys.path.insert(0, str(PACKAGE / "vendor"))
+import clifford_exact as source
+import provider
+
+
+def generate():
+    _, data = provider.read_inputs()
+    model = provider.Provider(data["word"])
+    rows = []
+    for entrance in (True, False):
+        for role in range(224):
+            f = model.c["start" if entrance else "final"][role]
+            old = model.old_frame(role, entrance)
+            circuit = provider.inverse_circuit(9, old) + model.frame(f)
+            # Tableau generation is part of proposal generation only.
+            op = source.ident(9)
+            for gate in circuit:
+                kind = gate[0]
+                if kind == "P":
+                    part = source.perm(9, tuple(gate[1]))
+                elif kind == "D":
+                    part = source.diag(9, tuple(gate[1]), tuple(gate[2]))
+                else:
+                    provider.need(kind == "C", "Adapter generator gate")
+                    part = source.cgate(9, gate[1], gate[2])
+                op = op.then(part)
+            recipe, _ = source.lower_child(op)
+            provider.need(recipe["rank"] == 0, "Proposed main adapter is monomial")
+            rows.append(dict(entrance=entrance, role=role, frame=f, recipe=recipe))
+    return rows
+
+
+if __name__ == "__main__":
+    target = Path(__file__).resolve().parent / "MAIN-ADAPTERS.json"
+    target.write_text(json.dumps(generate(), sort_keys=True, separators=(",", ":")) + "\n")
+    print("PROPOSED_448_MAIN_ADAPTERS_REQUIRES_GRAM_CHECK")
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py
new file mode 100644
index 0000000000..a57ba96a01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/quadratic.py
@@ -0,0 +1,256 @@
+"""Exact sums of native Clifford paths, with no state vector.
+
+The proof and cost bounds are in ADVANCES.md. Binary affine forms use bit
+zero for the constant and bit j+1 for variable j. All phases are retained.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from itertools import combinations
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def need(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def bits(mask):
+    while mask:
+        low = mask & -mask
+        yield low.bit_length()-1
+        mask ^= low
+
+
+def parity_sum(values):
+    out = 0
+    for value in values:
+        out ^= value
+    return out
+
+
+class Phase:
+    """A constant plus linear terms and even quadratic terms modulo four."""
+
+    def __init__(self, variables):
+        self.constant = 0
+        self.linear = [0]*variables
+        self.cross = set()
+
+    def toggle(self, i, j):
+        if i == j:
+            self.linear[i] = (self.linear[i]+2) % 4
+        else:
+            term = tuple(sorted((i, j)))
+            self.cross.symmetric_difference_update((term,))
+
+    def add_parity(self, mask, coefficient):
+        constant = mask & 1
+        variables = list(bits(mask >> 1))
+        self.constant = (self.constant+coefficient*constant) % 4
+        for i in variables:
+            self.linear[i] = (self.linear[i]+coefficient*(1-2*constant)) % 4
+        if coefficient % 2:
+            self.cross.symmetric_difference_update(combinations(variables, 2))
+
+    def add_product(self, left, right):
+        """Add twice the product of two binary affine forms."""
+        if left & 1:
+            self.add_parity(right, 2)
+        if right & 1:
+            self.add_parity(left ^ (left & 1), 2)
+        for i in bits(left >> 1):
+            for j in bits(right >> 1):
+                self.toggle(i, j)
+
+    def substitute(self, mapping, variables):
+        out = Phase(variables)
+        out.constant = self.constant
+        for i, coefficient in enumerate(self.linear):
+            out.add_parity(mapping[i], coefficient)
+        for i, j in self.cross:
+            out.add_product(mapping[i], mapping[j])
+        return out
+
+    def restrict(self, equations):
+        pivots = {}
+        for equation in equations:
+            while equation > 1:
+                pivot = equation.bit_length()-1
+                if pivot not in pivots:
+                    pivots[pivot] = equation
+                    break
+                equation ^= pivots[pivot]
+            if equation == 1:
+                return None
+        mapping, free = [], 0
+        for j in range(1, len(self.linear)+1):
+            if j in pivots:
+                equation = pivots[j] ^ (1 << j)
+                value = (equation & 1) ^ parity_sum(mapping[k] for k in bits(equation >> 1))
+            else:
+                free += 1
+                value = 1 << free
+            mapping.append(value)
+        return self.substitute(mapping, free)
+
+    def drop(self, j):
+        mapping = [0 if k == j else 1 << (k+1-(k > j)) for k in range(len(self.linear))]
+        return self.substitute(mapping, len(mapping)-1), mapping
+
+
+def gauss_sum(phase, equations=()):
+    """Sum i**phase over all solutions of the binary equations."""
+    phase = phase.restrict(equations)
+    if phase is None:
+        return G(0)
+    factor = G(1)
+    units = (G(1), G("i"), G(-1), G("-i"))
+    while phase.linear:
+        j = next((j for j, a in enumerate(phase.linear) if a % 2), None)
+        if j is not None:
+            a = phase.linear[j]
+            neighbors = [u if v == j else v for u, v in phase.cross if j in (u, v)]
+            phase, mapping = phase.drop(j)
+            phase.add_parity(parity_sum(mapping[k] for k in neighbors), -a)
+            factor = factor*(1+units[a])
+        elif phase.cross:
+            j = min(phase.cross)[0]
+            constant = phase.linear[j]//2
+            neighbors = [u if v == j else v for u, v in phase.cross if j in (u, v)]
+            phase, mapping = phase.drop(j)
+            equation = constant ^ parity_sum(mapping[k] for k in neighbors)
+            phase = phase.restrict((equation,))
+            if phase is None:
+                return G(0)
+            factor = factor*2
+        else:
+            if any(phase.linear):
+                return G(0)
+            factor = factor*(1 << len(phase.linear))
+            phase.linear = []
+    return factor*units[phase.constant]
+
+
+def rank(rows):
+    pivots = {}
+    for row in rows:
+        while row:
+            j = row.bit_length()-1
+            if j not in pivots:
+                pivots[j] = row
+                break
+            row ^= pivots[j]
+    return len(pivots)
+
+
+class Paths:
+    """Build a quadratic path sum from the frozen native gate grammar."""
+
+    def __init__(self, n, circuit):
+        need(type(n) is int and n >= 0, "Nonnegative axis count")
+        self.n = n
+        self.phase = Phase(n)
+        self.inputs = [1 << (j+1) for j in range(n)]
+        self.outputs = self.inputs.copy()
+        self.factor = G(1)
+        limit = 1 << n
+
+        def mask(x):
+            return type(x) is int and 0 <= x < limit
+
+        for gate in circuit:
+            need(type(gate) in (tuple, list) and bool(gate), "Native gate")
+            kind = gate[0]
+            if kind == "P":
+                need(len(gate) == 2 and len(gate[1]) == n and all(mask(x) for x in gate[1])
+                     and rank(gate[1]) == n, "Invertible native permutation")
+                self.outputs = [parity_sum(self.outputs[j] for j in bits(row)) for row in gate[1]]
+            elif kind == "X":
+                need(len(gate) == 2 and mask(gate[1]), "Native translation")
+                self.outputs = [x ^ ((gate[1] >> j) & 1) for j, x in enumerate(self.outputs)]
+            elif kind == "D":
+                need(len(gate) == 3 and len(gate[1]) == len(gate[2]) == n, "Native diagonal shape")
+                rows, alpha = gate[1:]
+                need(all(mask(x) for x in rows) and all(type(a) is int and 0 <= a < 4 for a in alpha),
+                     "Native diagonal entries")
+                need(all((rows[i] >> j) & 1 == (rows[j] >> i) & 1 for i in range(n) for j in range(n))
+                     and all(alpha[j] % 2 == (rows[j] >> j) & 1 for j in range(n)), "Native diagonal parity")
+                for j, a in enumerate(alpha):
+                    self.phase.add_parity(self.outputs[j], a)
+                for i, row in enumerate(rows):
+                    for j in bits(row >> (i+1)):
+                        self.phase.add_product(self.outputs[i], self.outputs[j+i+1])
+            elif kind == "C":
+                need(len(gate) == 3 and mask(gate[1]) and type(gate[2]) is int and gate[2] in (-1, 1),
+                     "Native C gate")
+                q, sign = gate[1:]
+                self.phase.linear.append((-sign) % 4)
+                variable = 1 << len(self.phase.linear)
+                self.outputs = [x ^ (variable if q >> j & 1 else 0) for j, x in enumerate(self.outputs)]
+                self.factor = self.factor*G.pair(1, sign)/2
+            elif kind == "phase":
+                need(len(gate) == 2 and type(gate[1]) is int, "Native global phase")
+                self.phase.constant = (self.phase.constant+gate[1]) % 4
+            else:
+                raise ValueError("Unknown native gate")
+
+    def entry(self, output, input_index):
+        need(type(output) is int and type(input_index) is int and
+             0 <= output < 1 << self.n and 0 <= input_index < 1 << self.n, "Base coordinate")
+        equations = [x ^ ((input_index >> j) & 1) for j, x in enumerate(self.inputs)]
+        equations += [x ^ ((output >> j) & 1) for j, x in enumerate(self.outputs)]
+        return self.factor*gauss_sum(self.phase, equations)
+
+    def trace(self):
+        return self.factor*gauss_sum(self.phase, [x ^ y for x, y in zip(self.inputs, self.outputs)])
+
+
+def partial_inner(left, right, output_prefix=(), input_prefix=()):
+    """Sum conjugate(left[x,y])*right[x,y] over the unspecified bits."""
+    need(left.n == right.n, "Common axis count")
+    n = left.n
+    need(len(output_prefix) <= n and len(input_prefix) <= n and
+         all(type(b) is int and b in (0, 1) for b in (*output_prefix, *input_prefix)), "Coordinate prefix")
+    a, b = len(left.phase.linear), len(right.phase.linear)
+    phase = Phase(a+b)
+    phase.constant = (-left.phase.constant+right.phase.constant) % 4
+    phase.linear = [(-x) % 4 for x in left.phase.linear]+right.phase.linear
+    phase.cross = left.phase.cross | {(i+a, j+a) for i, j in right.phase.cross}
+
+    def shift(mask):
+        return (mask & 1) | ((mask >> 1) << (a+1))
+
+    equations = [x ^ shift(y) for x, y in zip(left.inputs, right.inputs)]
+    equations += [x ^ shift(y) for x, y in zip(left.outputs, right.outputs)]
+    equations += [left.outputs[j] ^ x for j, x in enumerate(output_prefix)]
+    equations += [left.inputs[j] ^ x for j, x in enumerate(input_prefix)]
+    factor = G.pair(left.factor.real, -left.factor.imag)*right.factor
+    return factor*gauss_sum(phase, equations)
+
+
+def inverse_circuit(n, circuit):
+    """Invert a circuit after Paths has checked its gate data."""
+    out = []
+    for gate in reversed(circuit):
+        kind = gate[0]
+        if kind == "P":
+            rows = [x | (1 << (n+j)) for j, x in enumerate(gate[1])]
+            for j in range(n):
+                k = next(k for k in range(j, n) if rows[k] >> j & 1)
+                rows[j], rows[k] = rows[k], rows[j]
+                for k in range(n):
+                    if k != j and rows[k] >> j & 1:
+                        rows[k] ^= rows[j]
+            out.append((kind, tuple(x >> n for x in rows)))
+        elif kind == "D":
+            out.append((kind, gate[1], tuple((-a) % 4 for a in gate[2])))
+        elif kind == "C":
+            out.append((kind, gate[1], -gate[2]))
+        elif kind == "phase":
+            out.append((kind, -gate[1]))
+        else:
+            out.append(gate)
+    return out
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
new file mode 100644
index 0000000000..380e979f0e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
@@ -0,0 +1,14 @@
+Anticipatory dirty borrowing: PR2226 (Cinna Davis / 1337isnot1337, with substantial OpenAI Codex assistance) is credited first. Its alias rule, changed-reference K_G handoffs, initial compensation and exact free-operator replay (vendored under new/code/borrow/vendor, see new/code/borrow/NOTICE-PR2226.md) are applied here to the T74 pivot-566+554 words; the native lowering, window-exact owner fill and independent audit of the borrow words are new in this package. Bootstrap carried-cutoff repair: PR1956 (Josie Elliston); Lemma G label/adapter checks and X/Y/Z mutants: PR1964 (thakrarsagar), extended here with borrow warp/zero-buffer controls.
+
+New research prepared by Rohan Arun with substantial OpenAI Codex assistance. Apache-2.0. Parent words and build recipe method derive from Jeremy Kothe PR1274 and Rohan Arun PR1218, with lineage credited in README.md. All inherited mathematical qualifications are retained.
+Additional pivot555 and567 composition by Rohan Arun with substantial OpenAI Codex assistance.
+
+T74 exact-fill owner construction by Rohan Arun with substantial OpenAI Codex assistance.
+
+PR1377 grid refinement credited to Jeremy Kothe. Outer witness refinement by Rohan Arun with OpenAI Codex assistance; construction unchanged.
+
+Pivot-566 kernel, words, edits, rebuild.py and rebind.py: PR1625 (mdumitrean). Endpoint/outer-witness stacking, fine_cache.py and oracle stage by jeremykothe2 with oh-my-pi assistance.
+
+The preceding paragraphs are inherited source notices, not attribution of this derivative.
+This joint twelve-source construction, generator, independent replay, hosting composition and package: Tekalign (@tekuuu), with substantial OpenAI Codex assistance. No independent human review claimed.
+Credits: Cinna Davis/PR2226 anticipatory dirty borrowing; Tekalign/PR2436 four lifted targets; Jeremy Kothe/PR2462,2588,2673 source pipeline, source-label swap and order/fill; zxv/PR2530 eight aliases; Mason Hale/PR2696 concentrated source-partner assignment and independent local interpreter; Philippe Van Velzen/PR2559,2679 evacuation, six pre-life hosts and refit/alias; themilkman216/PR2621 priority order; Marius-Paul Dumitrean/PR2733 independent concentrated/pre-life composition; Vlado Vojdanovski/PR2322 generator utilities. PR2720's fixed-old-path cut obstruction motivates the changed premise. The retained owner/native/bit/modern outer lineage and their notices remain in the pinned source. New work Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py
new file mode 100644
index 0000000000..f1b6dc83e2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/vendor/fields.py
@@ -0,0 +1,140 @@
+"""Small exact scalar layer shared by producer and checker (part of their trust base).
+
+Prepared for zxv with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from fractions import Fraction
+from math import isqrt
+from functools import lru_cache
+import re
+
+
+class Gaussian:
+    """Q(i); input strings use a+bi with rational a,b, or just i/-i."""
+    def __init__(self, value=0):
+        if isinstance(value, Gaussian):
+            self.real, self.imag = value.real, value.imag
+        elif type(value) is str and value.endswith("i"):
+            body = value[:-1]
+            rational = r"\d+(?:/\d+)?"
+            match = re.fullmatch(r"([+-]?"+rational+r")([+-](?:"+rational+r")?)", body)
+            if match:
+                self.real = Fraction(match[1])
+                self.imag = Fraction(match[2]+"1" if match[2] in ("+", "-") else match[2])
+            else:
+                if body in ("", "+", "-"):
+                    body += "1"
+                self.real, self.imag = Fraction(0), Fraction(body)
+        else:
+            self.real, self.imag = Fraction(value), Fraction(0)
+
+    @classmethod
+    def pair(cls, real, imag):
+        out = cls()
+        out.real, out.imag = real, imag
+        return out
+
+    def __add__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real+z.real, self.imag+z.imag)
+
+    __radd__ = __add__
+
+    def __mul__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real*z.real-self.imag*z.imag, self.real*z.imag+self.imag*z.real)
+
+    __rmul__ = __mul__
+
+    def __neg__(self):
+        return self.pair(-self.real, -self.imag)
+
+    def __sub__(self, other):
+        return self+-Gaussian(other)
+
+    def __rsub__(self, other):
+        return Gaussian(other)+-self
+
+    def __truediv__(self, other):
+        z = Gaussian(other)
+        norm = z.real*z.real+z.imag*z.imag
+        return self*self.pair(z.real/norm, -z.imag/norm)
+
+    def __rtruediv__(self, other):
+        return Gaussian(other)/self
+
+    def __eq__(self, other):
+        z = Gaussian(other)
+        return self.real == z.real and self.imag == z.imag
+
+    def __bool__(self):
+        return bool(self.real or self.imag)
+
+    def __str__(self):
+        if not self.imag:
+            return str(self.real)
+        return str(self.real)+("+" if self.imag >= 0 else "")+str(self.imag)+"i"
+
+    __repr__ = __str__
+
+
+def scalars(problem):
+    p = problem.get("field", "Q")
+    if p == "Q":
+        return Fraction
+    if p == "Qi":
+        return Gaussian
+    if type(p) is not int:
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+    return prime_scalars(p)
+
+
+@lru_cache(maxsize=32)
+def prime_scalars(p):
+    if not 2 <= p <= 2**31-1 or any(p % d == 0 for d in range(2, isqrt(p)+1)):
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+
+    class Prime:
+        def __init__(self, x=0):
+            if isinstance(x, Prime):
+                self.value = x.value
+            else:
+                q = Fraction(x)
+                self.value = q.numerator*pow(q.denominator, -1, p) % p
+
+        def __add__(self, other):
+            return Prime(self.value+Prime(other).value)
+
+        __radd__ = __add__
+
+        def __mul__(self, other):
+            return Prime(self.value*Prime(other).value)
+
+        __rmul__ = __mul__
+
+        def __neg__(self):
+            return Prime(-self.value)
+
+        def __sub__(self, other):
+            return self+-Prime(other)
+
+        def __rsub__(self, other):
+            return Prime(other)+-self
+
+        def __truediv__(self, other):
+            return Prime(self.value*pow(Prime(other).value, -1, p))
+
+        def __rtruediv__(self, other):
+            return Prime(other)/self
+
+        def __eq__(self, other):
+            return self.value == Prime(other).value
+
+        def __bool__(self):
+            return bool(self.value)
+
+        def __str__(self):
+            return str(self.value)
+
+        __repr__ = __str__
+
+    return Prime
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify.py
new file mode 100644
index 0000000000..ff3365a66c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify.py
@@ -0,0 +1,351 @@
+"""Check the trace proof, native source and literal tensor failures.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from collections import Counter, deque
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import random
+import sys
+
+HERE = Path(__file__).resolve().parent
+
+
+def need(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def source_integrity():
+    sources = json.loads((HERE / "SOURCES.json").read_text())
+    pairs = {"fields.py": "research/universal-dirty-certificates/fields.py",
+             "clifford_exact.py": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py"}
+    for local, original in pairs.items():
+        record = next(item for item in sources["files"] if item["path"] == original)
+        need(hashlib.sha256((HERE / "vendor" / local).read_bytes()).hexdigest() == record["sha256"], "Frozen source: "+local)
+
+
+source_integrity()
+sys.path.insert(0, str(HERE))
+sys.path.insert(0, str(HERE / "vendor"))
+import certify as c
+import check_witness as independent
+import clifford_exact as native
+G = c.G
+
+
+def source_matrix(op):
+    columns = []
+    for j in range(1 << op.n):
+        values, exponent = op.zero_state(j)
+        columns.append([G.pair(Q(a, 1 << exponent), Q(b, 1 << exponent)) for a, b in values])
+    return tuple(tuple(column[i] for column in columns) for i in range(1 << op.n))
+
+
+def example(operators, program, reference=(), axes=1, roles=3):
+    return {"axes": axes, "roles": roles, "operators": {name: [[str(x) for x in row] for row in a] for name, a in operators.items()},
+            "program": list(program), "reference": list(reference)}
+
+
+def group_one_axis():
+    generators = [native.cgate(1, 1), native.diag(1, (1,))]
+    bank = {c.key(c.identity(2)): (c.identity(2), native.ident(1))}
+    queue = deque(bank.values())
+    edges = 0
+    while queue:
+        a, op = queue.popleft()
+        for generator in generators:
+            product = c.multiply(source_matrix(generator), a)
+            label = c.key(product)
+            edges += 1
+            if label not in bank:
+                following = product, op.then(generator)
+                bank[label] = following
+                queue.append(following)
+    need(len(bank) == 96 and edges == 192, "Complete group closure")
+    for a, op in bank.values():
+        need(a == source_matrix(op), "Literal native word phase")
+        c.validate_operator(a, 1)
+    return [a for a, _ in bank.values()]
+
+
+def kron(a, b):
+    return tuple(tuple(x*y for x in row_a for y in row_b) for row_a in a for row_b in b)
+
+
+def dense_tensor_norm(terms, width):
+    d = len(terms[0][1])**width
+    out = [[G(0) for _ in range(d)] for _ in range(d)]
+    for coefficient, a in terms:
+        tensor = ((G(1),),)
+        for _ in range(width):
+            tensor = kron(tensor, a)
+        for i in range(d):
+            for j in range(d):
+                out[i][j] = out[i][j]+coefficient*tensor[i][j]
+    return sum(c.norm2(z) for row in out for z in row)/d
+
+
+def dense_program(problem, instructions, width):
+    d, r = (1 << problem["axes"])**width, problem["roles"]
+    count = d*r
+    rows = [[[G(int(i == role*d+j)) for i in range(count)] for j in range(d)] for role in range(r)]
+    lifted = {}
+    for name, encoded in problem["operators"].items():
+        a = tuple(tuple(G(x) for x in row) for row in encoded)
+        tensor = ((G(1),),)
+        for _ in range(width):
+            tensor = kron(tensor, a)
+        lifted[name, False], lifted[name, True] = tensor, independent.star(tensor)
+    for op in instructions:
+        kind, dst = op["op"], op["dst"]
+        src = op.get("src", dst)
+        if kind == "swap":
+            rows[dst], rows[src] = rows[src], rows[dst]
+        elif kind == "scale":
+            rows[dst] = [[G(op["coefficient"])*x for x in row] for row in rows[dst]]
+        else:
+            image = rows[src]
+            if kind in ("apply", "query"):
+                a = lifted[op["symbol"], op.get("inverse", False)]
+                image = [[sum((a[j][k]*rows[src][k][i] for k in range(d)), G(0)) for i in range(count)] for j in range(d)]
+            if kind == "apply":
+                rows[dst] = image
+            else:
+                rows[dst] = [[x+G(op.get("coefficient", 1))*y for x, y in zip(a, b)] for a, b in zip(rows[dst], image)]
+    return rows
+
+
+def independent_residual(problem):
+    bank = independent.matrices(problem)
+    d, r = 1 << problem["axes"], problem["roles"]
+    result = {}
+    for input_role in range(r):
+        left = independent.word_endpoint(problem, problem["program"], input_role)
+        right = independent.word_endpoint(problem, problem["reference"], input_role)
+        for output in range(r):
+            row = {}
+            for sign, words in [(1, left[output]), (-1, right[output])]:
+                for word, coefficient in words.items():
+                    a = independent.evaluate_word(word, bank, d)
+                    c.accumulate(row, (output, input_role, c.key(a)), coefficient*sign)
+            result.update(row)
+    return result
+
+
+def verify(write=False):
+    rng = random.Random(20261023)
+    group = group_one_axis()
+    C, S = source_matrix(native.cgate(1, 1)), source_matrix(native.diag(1, (1,)))
+    H, I = source_matrix(native.hadamard(1, [0])), c.identity(2)
+    phase_i = tuple(tuple(G("i")*z for z in row) for row in I)
+    need(c.multiply(H, H) == phase_i, "Source Hadamard phase")
+    operators = {"C": C, "S": S, "H": H, "iI": phase_i}
+    zero_axis = example({str(k): ((c.power(G("i"), k),),) for k in range(4)},
+                        [{"op": "query", "src": 0, "dst": 1, "symbol": str(k), "coefficient": "1/4"}
+                         for k in range(4)], axes=0, roles=2)
+    zero_certificate = c.certify(zero_axis)
+    need(not zero_certificate["equivalent_at_all_positive_widths"], "Zero-axis scalar group")
+    need(zero_certificate["failure"]["normalized_squared_norms"] == ["0", "0", "0", "1"], "Zero-axis scalar group")
+    independent.check(zero_axis, zero_certificate)
+    need(c.certify(example({}, [], axes=0, roles=1))["equivalent_at_all_positive_widths"], "Empty zero-axis program")
+    polynomial_values = 0
+    for n in range(13):
+        polynomial = c.cutoff_polynomial(n)
+        need(len(polynomial) == 8*n+5 and polynomial[0] == 0 and sum(polynomial) == 1, "Polynomial endpoints")
+        need(sum(abs(b) for b in polynomial) < Q(8, 7), "Coefficient norm")
+        need(sum(b for b in polynomial if b > 0) < Q(15, 14), "Positive coefficient mass")
+        alphabet = [G(0)] + [c.power(G("i"), k)*c.power(G("1+1i"), d)/(1 << n) for d in range(2*n+1) for k in range(4)]
+        for z in alphabet:
+            value = G(0)
+            for b in reversed(polynomial):
+                value = value*z+b
+            need(value == int(z == 1), "Trace-filter value")
+            polynomial_values += 1
+    source_columns = 192
+    native_fixtures = []
+    for n in range(1, 5):
+        for q in range(1, 1 << n):
+            for sign in (-1, 1):
+                a = source_matrix(native.cgate(n, q, sign))
+                first, second = G.pair(Q(1, 2), Q(sign, 2)), G.pair(Q(1, 2), Q(-sign, 2))
+                expected = tuple(tuple(first if i == j else second if i == (j ^ q) else G(0) for j in range(1 << n)) for i in range(1 << n))
+                need(a == expected, "Source C column formula")
+                c.validate_operator(a, n)
+                source_columns += 1 << n
+                if n <= 3:
+                    native_fixtures.append((n, a))
+    for sign in (-1, 1):
+        op = native.cgate(9, 173, sign)
+        for j in range(512):
+            values, den = op.zero_state(j)
+            expected = [(0, 0)]*512
+            expected[j], expected[j ^ 173] = (1, sign), (1, -sign)
+            need(den == 1 and values == expected, "Nine-axis source column")
+            source_columns += 1
+    entangling_trace_cases = 0
+    for n in (2, 3):
+        for _ in range(24):
+            op = native.ident(n)
+            for _ in range(4):
+                source_axis, target_axis = rng.sample(range(n), 2)
+                rows = [1 << j for j in range(n)]
+                rows[target_axis] ^= 1 << source_axis
+                phase_rows = tuple(1 << j if j == target_axis else 0 for j in range(n))
+                op = op.then(native.cgate(n, rng.randrange(1, 1 << n), rng.choice([-1, 1])))
+                op = op.then(native.diag(n, phase_rows)).then(native.perm(n, rows))
+            a = source_matrix(op)
+            need(tuple(c.validate_operator(a, n)) == op.tab, "Entangling source tableau")
+            trace = sum((a[j][j] for j in range(1 << n)), G(0))
+            fixed_sum = 0
+            for x in range(1 << n):
+                for z in range(1 << n):
+                    phase = (x & z).bit_count() % 4
+                    u, v, p = native.apply(op.tab, (x, z, phase))
+                    if (u, v) == (x, z):
+                        need((p-phase) % 4 in (0, 2), "Hermitian Pauli sign")
+                        fixed_sum += 1 if p == phase else -1
+            need(c.norm2(trace) == fixed_sum, "Pauli conjugation trace identity")
+            alphabet = [G(0)] + [c.power(G("i"), k)*c.power(G("1+1i"), d) for d in range(2*n+1) for k in range(4)]
+            need(trace in alphabet, "Entangling trace alphabet")
+            native_fixtures.append((n, a))
+            source_columns += 1 << n
+            entangling_trace_cases += 1
+    dense_norm_cases = 0
+    for n in (1, 2):
+        pool = group if n == 1 else list({c.key(a): a for k, a in native_fixtures if k == n}.values())
+        for _ in range(12):
+            selected = rng.sample(pool, 4)
+            terms = [(G(rng.choice([-2, -1, "i", "1/2", "1/2-1/2i"])), a) for a in selected]
+            inner = c.gram(selected)
+            for width in range(1, 4 if n == 1 else 3):
+                need(c.energy([x for x, _ in terms], inner, width) == dense_tensor_norm(terms, width), "Independent dense norm")
+                dense_norm_cases += 1
+            result = c.analyze(n, terms)
+            w = result["witness"]
+            need(c.tensor_entry([x for x, _ in terms], selected, w["output_tuple"], w["input_tuple"]) == G(w["discrepancy"]) != 0, "Tensor entry")
+    differential_cases = literal_witnesses = full_column_cases = 0
+    for trial in range(72):
+        instructions = []
+        for _ in range(8):
+            kind = rng.choice(["add", "query", "apply", "scale", "swap"])
+            op = {"op": kind, "dst": rng.randrange(3)}
+            if kind in ("add", "query", "swap"):
+                op["src"] = rng.randrange(3)
+            if kind in ("query", "apply"):
+                op.update(symbol=rng.choice(list(operators)), inverse=bool(rng.randrange(2)))
+            if kind in ("add", "query", "scale"):
+                op["coefficient"] = rng.choice([-1, 0, 1, "1/2", "i"])
+            instructions.append(op)
+        problem = example(operators, instructions, instructions if trial % 3 == 0 else [])
+        _, differences = c.compile_difference(problem)
+        observed = {(o, i, c.key(a)): x for o, i, terms in differences for x, a in terms}
+        need(observed == independent_residual(problem), "Signed-word complete endpoint")
+        differential_cases += 1
+        if trial < 12:
+            for width in (1, 2):
+                left = dense_program(problem, problem["program"], width)
+                right = dense_program(problem, problem["reference"], width)
+                lookup = {(o, i): terms for o, i, terms in differences}
+                d = 2**width
+                for o in range(3):
+                    for i in range(3):
+                        terms = lookup.get((o, i), [])
+                        for x in range(d):
+                            for y in range(d):
+                                xt = [(x >> k) & 1 for k in reversed(range(width))]
+                                yt = [(y >> k) & 1 for k in reversed(range(width))]
+                                value = c.tensor_entry([a for a, _ in terms], [b for _, b in terms], xt, yt)
+                                need(value == left[o][x][i*d+y]-right[o][x][i*d+y], "Full tensor program column")
+                full_column_cases += 1
+        if trial < 24:
+            certificate = c.certify(problem)
+            if not certificate["equivalent_at_all_positive_widths"]:
+                independent.check(problem, certificate)
+                literal_witnesses += 1
+    positive = example(operators, [{"op": "apply", "dst": 1, "symbol": "H"}]*2,
+                       [{"op": "apply", "dst": 1, "symbol": "iI"}])
+    need(c.certify(positive)["equivalent_at_all_positive_widths"], "Native relation")
+    phase_trap = example(operators, positive["program"], [{"op": "scale", "dst": 1, "coefficient": "i"}])
+    phase_certificate = c.certify(phase_trap)
+    need(phase_certificate["failure"]["first_nonzero_width"] == 2, "Phase outside tensor")
+    independent.check(phase_trap, phase_certificate)
+    reynolds = example({str(i): a for i, a in enumerate(group)},
+                       [{"op": "query", "src": 0, "dst": 1, "symbol": str(i), "coefficient": "1/96"} for i in range(96)], roles=2)
+    reynolds_certificate = c.certify(reynolds)
+    norms = reynolds_certificate["failure"]["normalized_squared_norms"]
+    need(norms == ["0"]*7+["15/256", "0", "0", "0", "155/4096"], "Reynolds norm sequence")
+    independent.check(reynolds, reynolds_certificate)
+    need(independent.discrepancy(reynolds, 1, 0, [0]*8, [0]*8) == G("5/24"), "Reynolds entry")
+    for f, expected in enumerate(norms, 1):
+        rank = sum((c.power(sum((a[i][i] for i in range(2)), G(0)), f) for a in group), G(0))/96
+        need(rank.imag == 0 and rank.real.denominator == 1 and rank/(2**f) == G(expected), "Projector rank")
+    controls = []
+    def reject(label, function):
+        try:
+            function()
+        except (ValueError, KeyError, TypeError, ZeroDivisionError):
+            controls.append(label)
+            return
+        raise ValueError("Accepted control: "+label)
+    bad = json.loads(json.dumps(reynolds_certificate))
+    bad["failure"]["witness"]["discrepancy"] = "0"
+    reject("wrong witness value", lambda: independent.check(reynolds, bad))
+    bad_width = json.loads(json.dumps(reynolds_certificate))
+    bad_width["failure"]["witness"]["width"] = 7
+    reject("wrong witness width", lambda: independent.check(reynolds, bad_width))
+    for field, value in [("schema", "other"), ("problem_sha256", "0"*64), ("axes", 2), ("cutoff", 13)]:
+        altered = json.loads(json.dumps(reynolds_certificate))
+        altered[field] = value
+        reject("wrong certificate "+field, lambda altered=altered: independent.check(reynolds, altered))
+    for label, matrix in [("nonunitary", [[2, 0], [0, 2]]), ("continuous rational phase", [["3/5+4/5i", 0], [0, "3/5+4/5i"]]),
+                          ("wrong shape", [[1]]), ("floating scalar", [[1.0, 0], [0, 1]])]:
+        invalid = example({"C": C}, [])
+        invalid["operators"]["C"] = matrix
+        reject(label, lambda invalid=invalid: c.certify(invalid))
+    toffoli = [[int(i == (j ^ (4 if j & 3 == 3 else 0))) for j in range(8)] for i in range(8)]
+    invalid = {"axes": 3, "roles": 1, "operators": {"T": toffoli}, "program": [], "reference": []}
+    reject("non-Clifford dyadic unitary", lambda: c.certify(invalid))
+    for op in [{"op": "apply", "dst": 3, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "missing"},
+               {"op": "apply", "dst": 0, "symbol": "C", "inverse": 1}, {"op": "add", "src": 0, "dst": 1, "coefficient": 0.5},
+               {"op": "query", "dst": 0, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "C", "phase": 0}]:
+        reject("invalid instruction "+str(len(controls)), lambda op=op: c.certify(example(operators, [op])))
+    helper = example(operators, [{"op": "query", "src": 0, "dst": 2, "symbol": "C"}])
+    helper_certificate = c.certify(helper)
+    need(helper_certificate["failure"]["output_role"] == 2, "Dirty helper return")
+    independent.check(helper, helper_certificate)
+    controls.append("omitted helper return detected")
+    order = example(operators, [{"op": "apply", "dst": 0, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "S"}],
+                    [{"op": "apply", "dst": 0, "symbol": "S"}, {"op": "apply", "dst": 0, "symbol": "C"}])
+    independent.check(order, c.certify(order))
+    controls += ["noncommuting order detected", "phase outside tensor detected"]
+    receipt = {"status": "PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA", "cutoff": "8n+4", "separation": "14/15",
+               "one_axis_group_order": 96, "closure_edges": 192,
+               "trace_histogram": dict(sorted(Counter(str(sum((a[i][i] for i in range(2)), G(0))) for a in group).items())),
+               "polynomial_values": polynomial_values, "native_source_columns": source_columns,
+               "entangling_trace_cases": entangling_trace_cases,
+               "dense_norm_cases": dense_norm_cases, "complete_endpoint_comparisons": differential_cases,
+               "full_tensor_programs": full_column_cases, "random_literal_witnesses": literal_witnesses,
+               "zero_axis_cases": 2,
+               "reynolds": reynolds_certificate["failure"], "controls": controls}
+    files = {"RESULT.json": receipt, "examples/native-relation.json": positive, "examples/phase-trap.json": phase_trap,
+             "examples/phase-trap.certificate.json": phase_certificate, "examples/reynolds.json": reynolds,
+             "examples/reynolds.certificate.json": reynolds_certificate}
+    for name, data in files.items():
+        path = HERE / name
+        if write:
+            path.parent.mkdir(parents=True, exist_ok=True)
+            path.write_text(json.dumps(data, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+        else:
+            need(json.loads(path.read_text()) == data, "Committed result mismatch: "+name)
+    print(receipt["status"])
+    return receipt
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the receipt and examples")
+    verify(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py
new file mode 100644
index 0000000000..22437672d9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_advances.py
@@ -0,0 +1,288 @@
+"""Replay the width refinements and compact native computation.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from collections import deque
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import random
+import sys
+
+HERE = Path(__file__).resolve().parent
+sys.path.insert(0, str(HERE))
+import verify as v
+import compact as compact
+import quadratic as q
+
+
+def saved(name, data, write):
+    path = HERE / name
+    encoded = json.dumps(data, indent=2, sort_keys=True)+"\n"
+    if write:
+        path.write_text(encoded, encoding="utf-8")
+    else:
+        v.need(path.read_text(encoding="utf-8") == encoded, "Committed advance receipt: "+name)
+
+
+def modular_inverse(matrix, p):
+    n = len(matrix)
+    rows = [row[:] + [int(i == j) for j in range(n)] for i, row in enumerate(matrix)]
+    for j in range(n):
+        k = next(k for k in range(j, n) if rows[k][j])
+        rows[k], rows[j] = rows[j], rows[k]
+        scale = pow(rows[j][j], -1, p)
+        rows[j] = [x*scale % p for x in rows[j]]
+        for k in range(n):
+            if k != j:
+                scale = rows[k][j]
+                rows[k] = [(x-scale*y) % p for x, y in zip(rows[k], rows[j])]
+    return [row[n:] for row in rows]
+
+
+def one_axis_certificate(group, write):
+    p, root = 65537, 256
+    v.need(all(p % d for d in range(2, 257)) and root*root % p == p-1, "Prime field")
+    inner = v.c.gram(group)
+
+    def reduce(z):
+        def part(x):
+            return x.numerator*pow(x.denominator, -1, p)
+        return (part(z.real)+root*part(z.imag)) % p
+
+    matrix = [[sum(pow(reduce(z), f, p) for f in range(5, 9)) % p for z in row] for row in inner]
+    digest = hashlib.sha256(json.dumps([[[str(z) for z in row] for row in a] for a in group]).encode()).hexdigest()
+    path = HERE / "ONE-AXIS-RANK.json"
+    if write:
+        inverse = modular_inverse(matrix, p)
+    else:
+        inverse = json.loads(path.read_text())["inverse"]
+    v.need(type(inverse) is list and len(inverse) == 96 and all(type(row) is list and len(row) == 96 and
+           all(type(x) is int and 0 <= x < p for x in row) for row in inverse), "Modular inverse shape")
+    for i, row in enumerate(matrix):
+        for j, column in enumerate(zip(*inverse)):
+            v.need(sum(x*y for x, y in zip(row, column)) % p == int(i == j), "One-axis inverse product")
+    certificate = {"prime": p, "image_of_i": root, "widths": [5, 6, 7, 8],
+                   "group_sha256": digest, "rank": 96, "inverse": inverse}
+    saved("ONE-AXIS-RANK.json", certificate, write)
+    return {key: value for key, value in certificate.items() if key != "inverse"}
+
+
+def check_forms(rng):
+    count = 0
+    units = (q.G(1), q.G("i"), q.G(-1), q.G("-i"))
+    for m in range(8):
+        for _ in range(80):
+            phase = q.Phase(m)
+            phase.constant = rng.randrange(4)
+            phase.linear = [rng.randrange(4) for _ in range(m)]
+            phase.cross = {(i, j) for i in range(m) for j in range(i+1, m) if rng.randrange(2)}
+            equations = [rng.randrange(1 << (m+1)) for _ in range(rng.randrange(m+1))]
+            expected = q.G(0)
+            for x in range(1 << m):
+                if any((e & 1) ^ (((e >> 1) & x).bit_count() % 2) for e in equations):
+                    continue
+                exponent = phase.constant+sum(a*((x >> i) & 1) for i, a in enumerate(phase.linear))
+                exponent += 2*sum(((x >> i) & 1)*((x >> j) & 1) for i, j in phase.cross)
+                expected = expected+units[exponent % 4]
+            v.need(q.gauss_sum(phase, equations) == expected, "Exhaustive constrained quadratic sum")
+            count += 1
+    return count
+
+
+def native_words():
+    bank = {v.c.key(v.c.identity(2)): v.native.ident(1)}
+    queue = deque(bank.values())
+    generators = (v.native.cgate(1, 1), v.native.diag(1, (1,)))
+    while queue:
+        op = queue.popleft()
+        for generator in generators:
+            new = op.then(generator)
+            label = v.c.key(v.source_matrix(new))
+            if label not in bank:
+                bank[label] = new
+                queue.append(new)
+    v.need(len(bank) == 96, "Native word group closure")
+    return list(bank.values())
+
+
+def check_native(rng):
+    words = native_words()
+    for n in (2, 3):
+        for _ in range(16):
+            op = v.native.ident(n)
+            for _ in range(8):
+                raw = [rng.randrange(1 << n) for _ in range(n)]
+                rows = [sum(((raw[min(i, j)] >> max(i, j)) & 1) << j for j in range(n)) for i in range(n)]
+                alpha = [((rows[i] >> i) & 1)+2*rng.randrange(2) for i in range(n)]
+                source, target = rng.sample(range(n), 2)
+                permutation = [1 << j for j in range(n)]
+                permutation[target] ^= 1 << source
+                op = op.then(v.native.diag(n, rows, alpha)).then(v.native.perm(n, permutation))
+                op = op.then(v.native.cgate(n, rng.randrange(1 << n), rng.choice((-1, 1))))
+                op = op.then(v.native.xgate(n, rng.randrange(1 << n)))
+            words.append(op)
+    entries, traces, partials = 0, 0, 0
+    for op in words:
+        matrix = v.source_matrix(op)
+        paths = q.Paths(op.n, op.circuit)
+        inverse = q.Paths(op.n, q.inverse_circuit(op.n, op.circuit))
+        star = v.c.adjoint(matrix)
+        d = 1 << op.n
+        v.need(paths.trace() == sum((matrix[j][j] for j in range(d)), q.G(0)), "Native trace phase")
+        traces += 1
+        for x in range(d):
+            for y in range(d):
+                v.need(paths.entry(x, y) == matrix[x][y] and inverse.entry(x, y) == star[x][y], "Native entry phase")
+                entries += 2
+        for k in range(op.n+1):
+            xp = [rng.randrange(2) for _ in range(k)]
+            yp = [rng.randrange(2) for _ in range(op.n-k)]
+            expected = sum((v.c.conjugate(matrix[x][y])*star[x][y]
+                            for x in range(d) for y in range(d)
+                            if all(((x >> j) & 1) == bit for j, bit in enumerate(xp)) and
+                            all(((y >> j) & 1) == bit for j, bit in enumerate(yp))), q.G(0))
+            v.need(q.partial_inner(paths, inverse, xp, yp) == expected, "Native partial inner product")
+            partials += 1
+    return {"native_words": len(words), "native_entries": entries, "native_traces": traces,
+            "partial_inner_products": partials}
+
+
+def check_programs(rng):
+    count, witnesses, relations = 0, 0, 0
+    for n in range(3):
+        ops = {"I": v.native.ident(n), "iI": v.native.Op(n, v.native.identity(n), [("phase", 1)])}
+        if n:
+            ops.update(C=v.native.cgate(n, (1 << n)-1), H=v.native.hadamard(n, range(n)),
+                       S=v.native.diag(n, tuple(1 << j for j in range(n))))
+        for _ in range(16):
+            program = []
+            for _ in range(8):
+                kind = rng.choice(("query", "apply", "add", "scale", "swap"))
+                instruction = {"op": kind, "dst": rng.randrange(3)}
+                if kind in ("query", "add", "swap"):
+                    instruction["src"] = rng.randrange(3)
+                if kind in ("query", "apply"):
+                    instruction.update(symbol=rng.choice(list(ops)), inverse=bool(rng.randrange(2)))
+                if kind in ("scale", "query", "add"):
+                    instruction["coefficient"] = rng.choice(("1", "-1", "i", "1/2"))
+                program.append(instruction)
+            problem = {"axes": n, "roles": 3, "operators": {s: o.circuit for s, o in ops.items()},
+                       "program": program, "reference": []}
+            dense = v.example({s: v.source_matrix(o) for s, o in ops.items()}, program, axes=n)
+            _, expected_entries = v.c.compile_difference(dense)
+            expected = {(output, source): {v.c.key(a): coefficient for coefficient, a in terms}
+                        for output, source, terms in expected_entries}
+            actual = {}
+            for output, source, coefficients, paths, _ in compact.residuals(problem):
+                matrices = [tuple(tuple(path.entry(x, y) for y in range(1 << n)) for x in range(1 << n)) for path in paths]
+                actual[output, source] = {v.c.key(a): coefficient for coefficient, a in zip(coefficients, matrices)}
+            v.need(actual == expected, "Compact complete endpoint")
+            certificate = compact.certify(problem)
+            v.need(certificate["equivalent_at_all_positive_widths"] == (not expected), "Compact decision")
+            if "failure" in certificate:
+                f = certificate["failure"]
+                w = f["witness"]
+                value = v.independent.discrepancy(dense, f["output_role"], f["input_role"], w["output_tuple"], w["input_tuple"])
+                v.need(value != 0 and str(value) == w["discrepancy"], "Compact literal witness")
+                witnesses += 1
+            count += 1
+    for n in (1, 2, 3):
+        ops = {"C": v.native.cgate(n, (1 << n)-1), "H": v.native.hadamard(n, range(n)),
+               "phase": v.native.Op(n, v.native.identity(n), [("phase", n)])}
+        cases = [([{"op": "apply", "dst": 2, "symbol": "C"}]*4, []),
+                 ([{"op": "apply", "dst": 1, "symbol": "H"}]*2,
+                  [{"op": "apply", "dst": 1, "symbol": "phase"}]),
+                 ([{"op": "apply", "dst": 0, "symbol": "C"},
+                   {"op": "apply", "dst": 0, "symbol": "C", "inverse": True}], [])]
+        for program, reference in cases:
+            problem = {"axes": n, "roles": 3, "operators": {s: o.circuit for s, o in ops.items()},
+                       "program": program, "reference": reference}
+            dense = v.example({s: v.source_matrix(o) for s, o in ops.items()}, program, reference, axes=n)
+            v.need(compact.certify(problem)["equivalent_at_all_positive_widths"] and
+                   v.c.certify(dense)["equivalent_at_all_positive_widths"], "Compact exact native relation")
+            relations += 1
+    phase_trap = {"axes": 1, "roles": 1, "operators": {"iI": [("phase", 1)]},
+                  "program": [{"op": "apply", "dst": 0, "symbol": "iI"}],
+                  "reference": [{"op": "scale", "dst": 0, "coefficient": "i"}]}
+    norms = compact.certify(phase_trap)["failure"]["normalized_squared_norms"]
+    v.need(norms[0] == "0" and Q(norms[1]) > 0, "Compact phase stays inside tensor")
+    return {"complete_programs": count, "literal_witnesses": witnesses, "exact_native_relations": relations,
+            "scalar_phase_traps": 1}
+
+
+def verify(write=False):
+    rng = random.Random(5376)
+    code = {q.parity_sum(row for j, row in enumerate((255, 240, 204, 170)) if mask >> j & 1) for mask in range(16)}
+    v.need(len(code) == 16 and all(x.bit_count() % 4 == 0 for x in code), "Doubly even code")
+    for y in range(256):
+        v.need(sum((-1)**((x & y).bit_count() % 2) for x in code) == 16*int(y in code), "Code Fourier invariant")
+    h = v.source_matrix(v.native.hadamard(1, [0]))
+    v.need(h == ((q.G("1/2+1/2i"), q.G("1/2+1/2i")),
+                 (q.G("1/2+1/2i"), q.G("-1/2-1/2i"))) and v.c.power(h[0][0], 8) == q.G("1/16"),
+           "Eight-copy native phase")
+    previous = None
+    for n in range(65):
+        polynomial = v.c.cutoff_polynomial(n)
+        norm = sum(abs(x) for x in polynomial)
+        v.need(norm <= Q(77, 75) and sum(x for x in polynomial if x > 0) <= Q(76, 75), "Improved filter bound")
+        descending = list(reversed(polynomial[1::4]))
+        v.need(all((x > 0) == ((-1)**(j*(j+3)//2) == 1) for j, x in enumerate(descending)), "Filter coefficient signs")
+        if n >= 2:
+            v.need(norm < previous, "Filter norm decreases")
+        previous = norm
+    forms = check_forms(rng)
+    rank_certificate = one_axis_certificate(v.group_one_axis(), write)
+    native = check_native(rng)
+    programs = check_programs(rng)
+    large = []
+    for n in (64, 65):
+        h = v.native.hadamard(n, range(n))
+        operators = {"H": h.circuit, "iI": [("phase", 1)]}
+        if n == 64:
+            program = [{"op": "query", "src": 0, "dst": 1, "symbol": "H"}]
+            reference = []
+        else:
+            program = [{"op": "apply", "dst": 0, "symbol": "H"}]*2
+            reference = [{"op": "apply", "dst": 0, "symbol": "iI"}]
+        problem = {"axes": n, "roles": 2, "operators": operators, "program": program, "reference": reference}
+        certificate = compact.certify(problem)
+        v.need(certificate["equivalent_at_all_positive_widths"] == (n == 65), "Large native decision")
+        if n == 64:
+            v.need(certificate["failure"]["witness"] == {"width": 1, "output_tuple": [0], "input_tuple": [0],
+                   "discrepancy": "1/4294967296"}, "Large literal Hadamard entry")
+        saved(f"examples/native-{n}.json", problem, write)
+        saved(f"examples/native-{n}.certificate.json", certificate, write)
+        large.append({"axes": n, "base_dimension": str(1 << n), "equivalent": n == 65})
+    controls = []
+    for label, function in [
+        ("singular permutation", lambda: q.Paths(2, [("P", [1, 1])])),
+        ("diagonal parity", lambda: q.Paths(1, [("D", [1], [0])])),
+        ("asymmetric diagonal", lambda: q.Paths(2, [("D", [2, 0], [0, 0])])),
+        ("wrong C sign", lambda: q.Paths(1, [("C", 1, 0)])),
+        ("unknown gate", lambda: q.Paths(1, [("H", 0)])),
+        ("coordinate out of range", lambda: q.Paths(1, []).entry(2, 0)),
+        ("invalid prefix", lambda: q.partial_inner(q.Paths(1, []), q.Paths(1, []), [2])),
+        ("negative axes", lambda: q.Paths(-1, [])),
+    ]:
+        try:
+            function()
+        except ValueError:
+            controls.append(label)
+        else:
+            raise ValueError("Accepted control: "+label)
+    receipt = {"status": "PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA", "general_test_widths": "8n-3 through 8n+4 for n>=2",
+               "stable_separation": "75/76", "filter_axis_counts": 65, "code_fourier_values": 256,
+               "one_axis": rank_certificate, "exhaustive_quadratic_forms": forms,
+               **native, **programs, "large_native_programs": large, "controls": controls}
+    saved("ADVANCES-RESULT.json", receipt, write)
+    print(receipt["status"])
+    return receipt
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the advance receipts")
+    verify(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py
new file mode 100644
index 0000000000..6a63161f9d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/clifford-tensor-gram/verify_provider.py
@@ -0,0 +1,310 @@
+"""Check the complete selected provider and the fixed pair-fusion domain.
+
+Use --write to save receipts. Normal replay does not change package files.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from collections import Counter
+from copy import deepcopy
+from fractions import Fraction as Q
+import gzip
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+import compact
+import certify as c
+import provider as p
+from check_witness import word_endpoint
+from quadratic import Paths, partial_inner, inverse_circuit
+from verify import source_integrity
+
+HERE = Path(__file__).resolve().parent
+
+
+def canonical(value):
+    return (json.dumps(value, sort_keys=True, separators=(",", ":")) + "\n").encode()
+
+
+def saved(name, value, write):
+    raw = canonical(value)
+    path = HERE / "provider" / name
+    if write:
+        path.write_bytes(gzip.compress(raw, mtime=0) if name.endswith(".gz") else raw)
+    else:
+        expected = path.read_bytes()
+        if name.endswith(".gz"):
+            expected = gzip.decompress(expected)
+        p.need(expected == raw, "Provider receipt differs: " + name)
+    return hashlib.sha256(raw).hexdigest()
+
+
+def equal(left, right):
+    a, b = Paths(p.N, left), Paths(p.N, right)
+    value = partial_inner(a, b) / p.D
+    p.need(value == 1, "Exact native Gram equality with absolute phase")
+    return a
+
+
+def check_catalogue(model, data, audits):
+    expected = {(a, b, direction): rank for direction, audit in audits.items()
+                for (a, b), rank in audit["pairs"].items()}
+    header, *records = data["paid"]
+    raw = gzip.decompress((HERE / "provider/WORD.json.gz").read_bytes())
+    p.need(header["word_payload_sha256"] == hashlib.sha256(raw).hexdigest()
+           and not header["partial"], "Complete catalogue bound to the exact word")
+    seen, traces = set(), {}
+    for row in records:
+        a, b, direction = row["input"], row["output"], row["direction"]
+        key = a, b, direction
+        p.need(key in expected and key not in seen and row["rank"] == row["recipe"]["rank"] == expected[key],
+               "Unique actual paid class and rank")
+        actual = equal(model.edge(a, b, direction), p.recipe(row["recipe"]))
+        traces[key] = actual.trace() / p.D
+        seen.add(key)
+    p.need(seen == set(expected) and len(seen) == header["expected_complete_oriented_classes"],
+           "All oriented paid classes, without gaps")
+
+    warp_records = {(row["operator"], row["input"], row["output"]): row
+                    for row in data["phases"]["actual_warp_classes"]}
+    p.need(len(warp_records) == len(data["phases"]["actual_warp_classes"]), "No duplicate warp classes")
+    for direction, audit in audits.items():
+        p.need(set(warp_records) == audit["warps"], "All actual native warp classes")
+        for (signed, a, b), row in warp_records.items():
+            rec = row["recipes"][direction]
+            p.need(rec["rank"] == 0, "Every warp is a monomial")
+            equal(model.warp(signed, a, b, direction), p.recipe(rec))
+
+    helpers = {}
+    for row in data["helpers"]["new_physical_edges_and_boundaries"]:
+        helpers[row["old"], row["new"]] = row
+    for row in data["phases"]["changed_helper_boundaries"]:
+        helpers[row["input"], row["output"]] = row
+    actual_helpers = Counter(zip(model.c["start"][224:], model.c["final"][224:]))
+    helper_profile = Counter()
+    for (a, b), count in sorted(actual_helpers.items()):
+        u, v = model.c["frames"][a], model.c["frames"][b]
+        r = len(v)-len(u)
+        p.need(r > 0 and p.rank(u+v) == len(v), "Strict productive helper boundary")
+        helper_profile[r] += count
+        for direction in ("forward", "backward"):
+            rec = helpers[a, b]["recipes"][direction]
+            p.need(rec["rank"] == r, "Complete helper recipe rank")
+            equal(model.edge(a, b, direction), p.recipe(rec))
+
+    adapters = json.loads((HERE / "provider/MAIN-ADAPTERS.json").read_bytes())
+    adapter_seen = set()
+    for row in adapters:
+        entrance, register, f = row["entrance"], row["role"], row["frame"]
+        p.need(type(entrance) is bool and type(register) is int and 0 <= register < 224,
+               "Main adapter label")
+        key = entrance, register
+        p.need(key not in adapter_seen and f == model.c["start" if entrance else "final"][register],
+               "Exact complete adapter boundary")
+        p.need(row["recipe"]["rank"] == 0, "Main adapter is a monomial")
+        target = inverse_circuit(p.N, model.old_frame(register, entrance)) + model.frame(f)
+        decoded = p.recipe(row["recipe"])
+        for direction in ("forward", "backward"):
+            equal(target if direction == "forward" else p.conjugate(target),
+                  decoded if direction == "forward" else p.conjugate(decoded))
+        adapter_seen.add(key)
+    p.need(adapter_seen == {(side, r) for side in (False, True) for r in range(224)},
+           "All main adapters in both orientations")
+    return traces, dict(paid_oriented_classes=len(seen), warp_oriented_classes=2*len(warp_records),
+                        helper_oriented_classes=2*len(actual_helpers), helper_roles=sum(actual_helpers.values()),
+                        helper_profile=dict(sorted(helper_profile.items())),
+                        main_adapter_oriented_classes=2*len(adapter_seen))
+
+
+def fusion_census(model, traces):
+    evidence, trace_counts, kinds, ranks = {}, Counter(), Counter(), Counter()
+    for direction, program in model.word["programs"].items():
+        rows = []
+        for pair in p.fusion_pairs(program):
+            row = p.contact_witness(program, pair)
+            a, b, c0, d = row["frames"]
+            for name, key in (("late_trace", (a, b, direction)), ("early_trace", (c0, d, direction))):
+                tau = traces[key]
+                # f=1: Re(tau)<=1/2. f>=2: |tau|^f<=1/2.
+                p.need(tau.real <= Q(1, 2) and c.norm2(tau) <= Q(1, 2), "Uniform noncentral trace bound")
+                row[name] = str(tau)
+                trace_counts[str(tau)] += 1
+            p.need(Q(row["coefficient"]) != 0, "Nonzero contact coefficient")
+            kinds[direction + ("_row" if row["output"] == row["role"] else "_column")] += 1
+            ranks[str(row["ranks"])] += 1
+            rows.append(row)
+        evidence[direction] = rows
+    minimum = min(Q(row["coefficient"])**2 for rows in evidence.values() for row in rows)
+    return evidence, dict(trace_counts=dict(sorted(trace_counts.items())), contact_types=dict(sorted(kinds.items())),
+                          rank_pairs=dict(sorted(ranks.items())), uniform_squared_cut_block_lower_bound=str(minimum),
+                          pairs_by_direction={d: len(rows) for d, rows in evidence.items()},
+                          rejected_fusions=2*sum(map(len, evidence.values())),
+                          width_domain="every positive integer",
+                          normalized_squared_cut_defect_lower_bound="coefficient^2")
+
+
+def check_contact_certificates(model, evidence):
+    """Check coverage by role lists, then use the older input-column engine."""
+    count = 0
+    for direction, certificates in evidence.items():
+        events = model.word["programs"][direction]
+        expected = set()
+        for register in range(p.PERSISTENT):
+            climbs = [(j, event) for j, event in enumerate(events)
+                      if event[0] == "climb" and event[2] == register]
+            expected.update((a, b) for j, (a, _) in enumerate(climbs) for b, _ in climbs[j+1:])
+        p.need(len(certificates) == len(expected) and {(r["first"], r["second"]) for r in certificates} == expected,
+               "Independent complete same-role pair census")
+        skeleton = []
+        for event in events:
+            instructions = []
+            if event[0] == "warp":
+                instructions.append(dict(op="apply", dst=p.role(event[1]), symbol=str(abs(event[2])), inverse=event[2] < 0))
+            elif event[0] == "scalar":
+                gate = event[1]
+                target, op = p.role(gate[1]), gate[0]
+                if op in ("clear", "copy"):
+                    instructions.append(dict(op="scale", dst=target, coefficient="0"))
+                if op in ("copy", "add"):
+                    instructions.append(dict(op="add", src=p.role(gate[2]), dst=target,
+                                             coefficient=str(Q(1) if op == "copy" else Q(gate[3], gate[4]))))
+                elif op == "scale":
+                    instructions.append(dict(op="scale", dst=target, coefficient=str(Q(gate[2], gate[3]))))
+            skeleton.append(instructions)
+        interface = dict(roles=p.PERSISTENT+1, operators={str(j): None for j in range(1, 73)})
+        for row in certificates:
+            program = [instruction for event in skeleton[row["first"]+1:row["second"]] for instruction in event]
+            result = word_endpoint(interface, program, row["input"])[row["output"]]
+            word = tuple((str(abs(signed)), signed < 0) for signed in row["word"])
+            p.need(result == {word: c.G(row["coefficient"])}, "Separate complete contact coefficient replay")
+            count += 1
+    return count
+
+
+def fused_program(problem, offsets, pair, early):
+    first, second, *_ = pair
+    program = problem["program"]
+    merged = program[offsets[first]:offsets[first+1]] + program[offsets[second]:offsets[second+1]]
+    return (program[:offsets[first]] + (merged if early else [])
+            + program[offsets[first+1]:offsets[second]] + ([] if early else merged)
+            + program[offsets[second+1]:])
+
+
+def full_witness(problem, program, reference):
+    """Find a width-one basis witness, then check a separate input-column replay."""
+    actual, _ = p.complete_endpoint(problem, program)
+    names = list(problem["operators"])
+    bank = compact.validate(problem)
+    for output, (left, right) in enumerate(zip(actual, reference)):
+        difference = left.copy()
+        p.add(difference, right, Q(-1))
+        for entry in sorted({key[0] for key in difference}):
+            terms = [(word, q) for (source, word), q in difference.items() if source == entry]
+            circuits = [[gate for signed in reversed(word)
+                         for gate in bank[names[abs(signed)-1], signed < 0]] for word, q in terms]
+            coefficients, paths, inner = compact.merge_terms([c.G(q) for word, q in terms],
+                                                             [Paths(p.N, circuit) for circuit in circuits])
+            if not coefficients or c.energy(coefficients, inner, 1) == 0:
+                continue
+            witness = compact.entry_witness(coefficients, paths, inner, 1)
+            literal = word_endpoint(problem, program, entry)[output]
+            wanted = word_endpoint(problem, problem["reference"], entry)[output]
+            from check_witness import add_term
+            for word, q in wanted.items():
+                add_term(literal, word, -q)
+            # Independent source amplitude evaluator; no Gram or path sum.
+            sys.path.insert(0, str(HERE / "vendor"))
+            import clifford_exact as source
+            value = c.G(0)
+            for word, q in literal.items():
+                circuit = [gate for letter in reversed(word) for gate in bank[letter]]
+                vector, denominator = source.Op(p.N, source.identity(p.N), circuit).zero_state(witness["input_tuple"][0])
+                real, imag = vector[witness["output_tuple"][0]]
+                value += q*c.G.pair(Q(real, 1 << denominator), Q(imag, 1 << denominator))
+            p.need(value != 0 and str(value) == witness["discrepancy"], "Independent complete-provider basis witness")
+            return dict(output_role=output, input_role=entry, **witness,
+                        normalized_squared_norm=str(c.energy(coefficients, inner, 1)),
+                        mutated_program_sha256=hashlib.sha256(canonical(program)).hexdigest())
+    raise ValueError("No width-one full-program witness")
+
+
+def rejection(name, action):
+    try:
+        action()
+    except (ValueError, KeyError) as error:
+        return dict(name=name, rejected=str(error))
+    raise ValueError("Accepted negative control: " + name)
+
+
+def verify(write=False):
+    source_integrity()
+    manifest, data = p.read_inputs()
+    model = p.Provider(data["word"])
+    audits = {d: model.audit_word(d) for d in ("forward", "backward")}
+    traces, native = check_catalogue(model, data, audits)
+    print("PASS_ALL_PROVIDER_NATIVE_CLASSES", native, flush=True)
+    results, witnesses = {}, []
+    for direction in ("forward", "backward"):
+        problem, offsets = model.problem(direction)
+        actual, support = p.complete_endpoint(problem, problem["program"])
+        reference, _ = p.complete_endpoint(problem, problem["reference"])
+        p.need(actual == reference, "Complete sparse physical endpoint")
+        certificate = compact.certify(problem)
+        p.need(certificate["equivalent_at_all_positive_widths"], "Complete compact provider certificate")
+        p.need(not actual[p.OWNED], "Arbitrary owned input is erased at return")
+        results[direction] = dict(certificate=certificate, support=support, instructions=len(problem["program"]),
+                                  native_symbols=len(problem["operators"]), events=audits[direction]["events"],
+                                  paid=audits[direction]["paid"])
+        pairs = p.fusion_pairs(model.word["programs"][direction])
+        selected = [min(pairs, key=lambda row: (row[1]-row[0], row)),
+                    min((row for row in pairs if row[4] != row[5]), key=lambda row: (row[1]-row[0], row))]
+        events = model.word["programs"][direction]
+        selected.append(min((row for row in pairs if max(events[row[0]][5], events[row[1]][5]) > 1
+                             and any(event[0] == "climb" and event[2] == row[2]
+                                     for event in events[row[0]+1:row[1]])),
+                            key=lambda row: (row[1]-row[0], row)))
+        for pair in selected:
+            for early in (True, False):
+                witness = full_witness(problem, fused_program(problem, offsets, pair, early), reference)
+                witnesses.append(dict(direction=direction, placement="early" if early else "late",
+                                      pair=list(pair), **witness))
+        print("PASS_COMPLETE_PROVIDER", direction, support, flush=True)
+    fusions, fusion_result = fusion_census(model, traces)
+    fusion_result["separate_contact_replays"] = check_contact_certificates(model, fusions)
+    controls = []
+    bad = deepcopy(data)
+    bad["paid"] = bad["paid"][:-1]
+    controls.append(rejection("missing_paid_class", lambda: check_catalogue(model, bad, audits)))
+    first = data["paid"][1]
+    wrong = deepcopy(first["recipe"])
+    wrong["left"]["phase"] = (wrong["left"]["phase"]+1) % 4
+    controls.append(rejection("paid_absolute_phase", lambda: equal(model.edge(first["input"], first["output"], first["direction"]), p.recipe(wrong))))
+    broken = deepcopy(data["word"])
+    broken["programs"]["forward"].insert(0, ["scalar", ["clear", ["L", 224]], broken["canonical"]["start"][224]])
+    controls.append(rejection("borrowed_erasure", lambda: p.Provider(broken).audit_word("forward")))
+    broken_live = deepcopy(data["word"])
+    prog = broken_live["programs"]["backward"]
+    at = next(j for j, event in enumerate(prog) if event[0] == "center")
+    prog.insert(at, next(event for event in prog if event[0] == "climb"))
+    controls.append(rejection("live_owned_cut", lambda: p.Provider(broken_live).audit_word("backward")))
+    # A block with no contact can permit fusion. The exclusion needs its contact witness.
+    p.need(all(not row for j, row in enumerate(p.interval([], -1, 0, 0)) if j != 0), "Identity interval positive control")
+    controls.append(rejection("missing_contact_is_not_a_certificate", lambda: p.contact_witness([], (-1, 0, 0, 0, 2, 2, 3))))
+    evidence_sha = saved("FUSIONS.json.gz", fusions, write)
+    witness_sha = saved("WITNESSES.json", witnesses, write)
+    result = dict(status="PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS", source_main=manifest["base_commit"],
+                  provider_head=manifest["provider_head"], admission_head=manifest["admission_head"],
+                  complete_local_provider=results, native=native, fusion=fusion_result,
+                  fusion_payload_sha256=evidence_sha, witness_payload_sha256=witness_sha,
+                  full_program_basis_witnesses=len(witnesses), controls=controls,
+                  new_kappa=False, achieved_paid_delta={},
+                  limits="Fixed early/late fusion of any two persistent paid climbs on one role; no changed contacts, coupled fusions, new controller or physical/outer admission.")
+    saved("RESULT.json", result, write)
+    print(result["status"], flush=True)
+    return result
+
+
+if __name__ == "__main__":
+    p.need(sys.argv[1:] in ([], ["--write"]), "Use --write or no argument")
+    verify("--write" in sys.argv)
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/capsule/clifford-repository/research/universal-dirty-certificates/fields.py b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/universal-dirty-certificates/fields.py
new file mode 100644
index 0000000000..f1b6dc83e2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/clifford-repository/research/universal-dirty-certificates/fields.py
@@ -0,0 +1,140 @@
+"""Small exact scalar layer shared by producer and checker (part of their trust base).
+
+Prepared for zxv with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from fractions import Fraction
+from math import isqrt
+from functools import lru_cache
+import re
+
+
+class Gaussian:
+    """Q(i); input strings use a+bi with rational a,b, or just i/-i."""
+    def __init__(self, value=0):
+        if isinstance(value, Gaussian):
+            self.real, self.imag = value.real, value.imag
+        elif type(value) is str and value.endswith("i"):
+            body = value[:-1]
+            rational = r"\d+(?:/\d+)?"
+            match = re.fullmatch(r"([+-]?"+rational+r")([+-](?:"+rational+r")?)", body)
+            if match:
+                self.real = Fraction(match[1])
+                self.imag = Fraction(match[2]+"1" if match[2] in ("+", "-") else match[2])
+            else:
+                if body in ("", "+", "-"):
+                    body += "1"
+                self.real, self.imag = Fraction(0), Fraction(body)
+        else:
+            self.real, self.imag = Fraction(value), Fraction(0)
+
+    @classmethod
+    def pair(cls, real, imag):
+        out = cls()
+        out.real, out.imag = real, imag
+        return out
+
+    def __add__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real+z.real, self.imag+z.imag)
+
+    __radd__ = __add__
+
+    def __mul__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real*z.real-self.imag*z.imag, self.real*z.imag+self.imag*z.real)
+
+    __rmul__ = __mul__
+
+    def __neg__(self):
+        return self.pair(-self.real, -self.imag)
+
+    def __sub__(self, other):
+        return self+-Gaussian(other)
+
+    def __rsub__(self, other):
+        return Gaussian(other)+-self
+
+    def __truediv__(self, other):
+        z = Gaussian(other)
+        norm = z.real*z.real+z.imag*z.imag
+        return self*self.pair(z.real/norm, -z.imag/norm)
+
+    def __rtruediv__(self, other):
+        return Gaussian(other)/self
+
+    def __eq__(self, other):
+        z = Gaussian(other)
+        return self.real == z.real and self.imag == z.imag
+
+    def __bool__(self):
+        return bool(self.real or self.imag)
+
+    def __str__(self):
+        if not self.imag:
+            return str(self.real)
+        return str(self.real)+("+" if self.imag >= 0 else "")+str(self.imag)+"i"
+
+    __repr__ = __str__
+
+
+def scalars(problem):
+    p = problem.get("field", "Q")
+    if p == "Q":
+        return Fraction
+    if p == "Qi":
+        return Gaussian
+    if type(p) is not int:
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+    return prime_scalars(p)
+
+
+@lru_cache(maxsize=32)
+def prime_scalars(p):
+    if not 2 <= p <= 2**31-1 or any(p % d == 0 for d in range(2, isqrt(p)+1)):
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+
+    class Prime:
+        def __init__(self, x=0):
+            if isinstance(x, Prime):
+                self.value = x.value
+            else:
+                q = Fraction(x)
+                self.value = q.numerator*pow(q.denominator, -1, p) % p
+
+        def __add__(self, other):
+            return Prime(self.value+Prime(other).value)
+
+        __radd__ = __add__
+
+        def __mul__(self, other):
+            return Prime(self.value*Prime(other).value)
+
+        __rmul__ = __mul__
+
+        def __neg__(self):
+            return Prime(-self.value)
+
+        def __sub__(self, other):
+            return self+-Prime(other)
+
+        def __rsub__(self, other):
+            return Prime(other)+-self
+
+        def __truediv__(self, other):
+            return Prime(self.value*pow(Prime(other).value, -1, p))
+
+        def __rtruediv__(self, other):
+            return Prime(other)/self
+
+        def __eq__(self, other):
+            return self.value == Prime(other).value
+
+        def __bool__(self):
+            return bool(self.value)
+
+        def __str__(self):
+            return str(self.value)
+
+        __repr__ = __str__
+
+    return Prime
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/NORMALIZERS.json b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/NORMALIZERS.json
new file mode 100644
index 0000000000..bca92c222c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/NORMALIZERS.json
@@ -0,0 +1,126 @@
+{
+  "clifford_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+  "code_sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+  "finite_checks": {"absolute_phase_mutations_rejected":112,"exact_endpoint_factor_identities":896,"gaussian_free_compiled_wrappers":896,"monomial_wrappers":896,"omitted_phase_rejections":112,"ports":112,"scalar_basis_recodings":224,"weight_congruence_addresses":57344},
+  "local_gauge_bill": {"added_recursive_calls":0,"backward_extra_monomial_field_maps_upper":448,"main_wrapper_field_maps":448,"owned_fields_reused":8,"recoding_monomial_field_maps":448,"recoding_owned_clears":32,"recoding_scalar_adds":1792,"recodings":2},
+  "mode_columns": [[1,1,1,1,1,1,1,-1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1,1,1,1,-1,-1,-1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,-1,1,-1,1,1,1,0,1,1,1,1,1,1,-1,1,-1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,0,0,0,0,1,-1,0,0,0,0,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,-1,-1,-1,-1,1,0,0,0,0,0,0,-1,-1,-1,1,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,-1,1,0,0,-1,1,1,1,0,-1,-1,0,0,0,0,1,-1,0,0,0,0,0,1,1,1,1,-1,1,1,1,0,0,0,0,0],[1,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,1,1,0,0,1,1,1,1,0,1,0,0,0,1,1,1,1,1,0,0,1,1,1,0,0,0,0,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,1,1,0,1,0,1,0,0,0,1,0,1,0,1,1,1,1,0,1,0,0,0,1,0,1,1,1,1,0,0,0,1,1,1,0,0],[1,0,0,1,1,1,0,1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,0,-1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,-1,-1,0,0,1,1,1,1,1,1,0,0,0,-1,0,0,0,0,0,0,-1,-1,-1,1,1,1,0,0,0,0,0,0,-1,0,1,0,1,-1,0,0,0,1,0,1,1,0,0,0,1,0,0,-1,-1,-1,1,1,0,0,0,0,-1,-1,-1,-1,-1,-1,0,0],[0,1,1,0,1,1,-1,0,0,1,0,0,0,-1,0,0,1,0,-1,-1,1,1,0,0,-1,-1,0,0,-1,0,0,0,-1,0,0,1,-1,-1,0,1,1,0,0,-1,-1,-1,-1,-1,1,0,0,1,0,0,1,1,0,0,1,0,0,-1,0,0,1,1,0,0,-1,-1,0,0,-1,0,0,-1,0,0,1,-1,0,0,1,0,0,1,1,0,0,1,0,0,0,-1,1,0,-1,-1,-1,-1,0,-1,-1,0,1,0,0,1,0,0,1,1],[0,1,0,1,0,0,-1,0,-1,0,1,1,-1,0,-1,-1,0,-1,0,0,-1,-1,0,0,1,0,1,0,1,0,0,1,1,0,0,1,-1,-1,1,0,0,-1,-1,0,0,-1,-1,-1,-1,0,0,0,1,1,0,0,1,0,-1,0,0,0,-1,-1,0,0,1,-1,0,0,-1,-1,0,0,0,1,0,1,0,0,-1,0,-1,0,0,1,1,0,1,0,1,1,0,-1,0,-1,0,0,-1,0,-1,0,0,-1,0,1,1,-1,0,0,-1,-1],[0,0,1,1,0,0,0,0,1,-1,0,0,1,1,0,0,1,-1,0,0,1,1,-1,-1,0,-1,-1,0,0,-1,-1,-1,0,-1,-1,0,1,1,1,0,0,0,0,1,-1,0,-1,-1,0,1,1,-1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,1,-1,0,0,0,0,1,-1,-1,0,0,-1,1,-1,1,0,0,1,1,0,0,0,-1,-1,0,0,0,0,1,-1,0,0,0,-1,-1,0,0,1,-1,0,0,0,1,1,-1,-1],[0,0,0,0,1,-1,0,0,0,0,-1,1,0,0,1,-1,0,0,-1,1,1,-1,-1,1,0,0,0,0,0,1,-1,0,0,1,-1,0,-1,1,0,1,-1,-1,1,0,0,0,1,-1,0,-1,1,0,-1,1,-1,1,0,0,0,-1,1,0,1,-1,-1,1,0,0,-1,1,-1,1,0,-1,1,0,0,0,0,0,0,0,0,-1,1,0,0,0,0,0,-1,1,0,0,0,0,-1,1,0,0,0,-1,1,0,0,-1,1,0,-1,1,1,-1]],
+  "ports": [
+    {"G_rows":[11,13,14,7,16,32,64,128,256],"K_word":[["P",[11,13,14,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",500],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",11],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",10],["phase",2]]}},"orthogonal_transvections":[5,15],"port":0,"q":11},
+    {"G_rows":[19,21,22,8,7,32,64,128,256],"K_word":[["P",[19,21,22,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",492],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",19],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",18],["phase",2]]}},"orthogonal_transvections":[5,23],"port":1,"q":19},
+    {"G_rows":[35,37,38,8,16,7,64,128,256],"K_word":[["P",[35,37,38,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",476],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",35],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",34],["phase",2]]}},"orthogonal_transvections":[5,39],"port":2,"q":35},
+    {"G_rows":[67,69,70,8,16,32,7,128,256],"K_word":[["P",[67,69,70,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",444],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":67,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",67],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",66],["phase",2]]}},"orthogonal_transvections":[5,71],"port":3,"q":67},
+    {"G_rows":[131,133,134,8,16,32,64,7,256],"K_word":[["P",[131,133,134,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",380],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":131,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",131],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",130],["phase",2]]}},"orthogonal_transvections":[5,135],"port":4,"q":131},
+    {"G_rows":[259,261,262,8,16,32,64,128,7],"K_word":[["P",[259,261,262,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",252],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":259,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",259],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",258],["phase",2]]}},"orthogonal_transvections":[5,263],"port":5,"q":259},
+    {"G_rows":[13,14,11,7,16,32,64,128,256],"K_word":[["P",[13,14,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",13],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[3,15],"port":6,"q":13},
+    {"G_rows":[21,22,19,8,7,32,64,128,256],"K_word":[["P",[21,22,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",21],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[3,23],"port":7,"q":21},
+    {"G_rows":[37,38,35,8,16,7,64,128,256],"K_word":[["P",[37,38,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",37],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[3,39],"port":8,"q":37},
+    {"G_rows":[69,70,67,8,16,32,7,128,256],"K_word":[["P",[69,70,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":69,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",69],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[3,71],"port":9,"q":69},
+    {"G_rows":[133,134,131,8,16,32,64,7,256],"K_word":[["P",[133,134,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":133,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",133],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[3,135],"port":10,"q":133},
+    {"G_rows":[261,262,259,8,16,32,64,128,7],"K_word":[["P",[261,262,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":261,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",261],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",260],["phase",2]]}},"orthogonal_transvections":[3,263],"port":11,"q":261},
+    {"G_rows":[41,42,4,35,16,11,64,128,256],"K_word":[["P",[41,42,4,35,16,11,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]]],"Z_mask":43,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",41],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[3,43],"port":12,"q":41},
+    {"G_rows":[73,74,4,67,16,32,11,128,256],"K_word":[["P",[73,74,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":73,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",73],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[3,75],"port":13,"q":73},
+    {"G_rows":[137,138,4,131,16,32,64,11,256],"K_word":[["P",[137,138,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":137,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",137],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[3,139],"port":14,"q":137},
+    {"G_rows":[265,266,4,259,16,32,64,128,11],"K_word":[["P",[265,266,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":265,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",265],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",264],["phase",2]]}},"orthogonal_transvections":[3,267],"port":15,"q":265},
+    {"G_rows":[49,50,4,8,35,19,64,128,256],"K_word":[["P",[49,50,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",49],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[3,51],"port":16,"q":49},
+    {"G_rows":[81,82,4,8,67,32,19,128,256],"K_word":[["P",[81,82,4,8,67,32,19,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]]],"Z_mask":83,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":81,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",81],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[3,83],"port":17,"q":81},
+    {"G_rows":[145,146,4,8,131,32,64,19,256],"K_word":[["P",[145,146,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":145,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",145],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[3,147],"port":18,"q":145},
+    {"G_rows":[273,274,4,8,259,32,64,128,19],"K_word":[["P",[273,274,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":273,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",273],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",272],["phase",2]]}},"orthogonal_transvections":[3,275],"port":19,"q":273},
+    {"G_rows":[161,162,4,8,16,131,64,35,256],"K_word":[["P",[161,162,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":161,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",161],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[3,163],"port":20,"q":161},
+    {"G_rows":[289,290,4,8,16,259,64,128,35],"K_word":[["P",[289,290,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":289,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",289],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",288],["phase",2]]}},"orthogonal_transvections":[3,291],"port":21,"q":289},
+    {"G_rows":[193,194,4,8,16,32,131,67,256],"K_word":[["P",[193,194,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":193,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",193],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[3,195],"port":22,"q":193},
+    {"G_rows":[321,322,4,8,16,32,259,128,67],"K_word":[["P",[321,322,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":321,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",321],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",320],["phase",2]]}},"orthogonal_transvections":[3,323],"port":23,"q":321},
+    {"G_rows":[385,386,4,8,16,32,64,259,131],"K_word":[["P",[385,386,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":385,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",385],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",384],["phase",2]]}},"orthogonal_transvections":[3,387],"port":24,"q":385},
+    {"G_rows":[14,13,11,7,16,32,64,128,256],"K_word":[["P",[14,13,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",14],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[15],"port":25,"q":14},
+    {"G_rows":[22,21,19,8,7,32,64,128,256],"K_word":[["P",[22,21,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",22],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[23],"port":26,"q":22},
+    {"G_rows":[38,37,35,8,16,7,64,128,256],"K_word":[["P",[38,37,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",38],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[39],"port":27,"q":38},
+    {"G_rows":[70,69,67,8,16,32,7,128,256],"K_word":[["P",[70,69,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":70,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",70],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[71],"port":28,"q":70},
+    {"G_rows":[134,133,131,8,16,32,64,7,256],"K_word":[["P",[134,133,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":134,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",134],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[135],"port":29,"q":134},
+    {"G_rows":[262,261,259,8,16,32,64,128,7],"K_word":[["P",[262,261,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":262,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",262],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",260],["phase",2]]}},"orthogonal_transvections":[263],"port":30,"q":262},
+    {"G_rows":[26,25,4,19,11,32,64,128,256],"K_word":[["P",[26,25,4,19,11,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]]],"Z_mask":27,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",26],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[27],"port":31,"q":26},
+    {"G_rows":[74,73,4,67,16,32,11,128,256],"K_word":[["P",[74,73,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":74,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",74],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[75],"port":32,"q":74},
+    {"G_rows":[138,137,4,131,16,32,64,11,256],"K_word":[["P",[138,137,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":138,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",138],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[139],"port":33,"q":138},
+    {"G_rows":[266,265,4,259,16,32,64,128,11],"K_word":[["P",[266,265,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":266,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",266],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[267],"port":34,"q":266},
+    {"G_rows":[50,49,4,8,35,19,64,128,256],"K_word":[["P",[50,49,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",50],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[51],"port":35,"q":50},
+    {"G_rows":[146,145,4,8,131,32,64,19,256],"K_word":[["P",[146,145,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":146,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",146],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[147],"port":36,"q":146},
+    {"G_rows":[274,273,4,8,259,32,64,128,19],"K_word":[["P",[274,273,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":274,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",274],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[275],"port":37,"q":274},
+    {"G_rows":[98,97,4,8,16,67,35,128,256],"K_word":[["P",[98,97,4,8,16,67,35,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]]],"Z_mask":99,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":98,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",98],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[99],"port":38,"q":98},
+    {"G_rows":[162,161,4,8,16,131,64,35,256],"K_word":[["P",[162,161,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":162,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",162],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[163],"port":39,"q":162},
+    {"G_rows":[290,289,4,8,16,259,64,128,35],"K_word":[["P",[290,289,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":290,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",290],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[291],"port":40,"q":290},
+    {"G_rows":[194,193,4,8,16,32,131,67,256],"K_word":[["P",[194,193,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":194,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",194],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[195],"port":41,"q":194},
+    {"G_rows":[322,321,4,8,16,32,259,128,67],"K_word":[["P",[322,321,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":322,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",322],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[323],"port":42,"q":322},
+    {"G_rows":[386,385,4,8,16,32,64,259,131],"K_word":[["P",[386,385,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":386,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",386],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[387],"port":43,"q":386},
+    {"G_rows":[28,2,25,21,13,32,64,128,256],"K_word":[["P",[28,2,25,21,13,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]]],"Z_mask":29,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",28],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[29],"port":44,"q":28},
+    {"G_rows":[44,2,41,37,16,13,64,128,256],"K_word":[["P",[44,2,41,37,16,13,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]]],"Z_mask":45,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",44],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[45],"port":45,"q":44},
+    {"G_rows":[140,2,137,133,16,32,64,13,256],"K_word":[["P",[140,2,137,133,16,32,64,13,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]]],"Z_mask":141,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":140,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",140],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[141],"port":46,"q":140},
+    {"G_rows":[268,2,265,261,16,32,64,128,13],"K_word":[["P",[268,2,265,261,16,32,64,128,13]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]]],"Z_mask":269,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":268,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",268],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[269],"port":47,"q":268},
+    {"G_rows":[84,2,81,8,69,32,21,128,256],"K_word":[["P",[84,2,81,8,69,32,21,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]]],"Z_mask":85,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",84],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[85],"port":48,"q":84},
+    {"G_rows":[148,2,145,8,133,32,64,21,256],"K_word":[["P",[148,2,145,8,133,32,64,21,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]]],"Z_mask":149,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":148,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",148],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[149],"port":49,"q":148},
+    {"G_rows":[276,2,273,8,261,32,64,128,21],"K_word":[["P",[276,2,273,8,261,32,64,128,21]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]]],"Z_mask":277,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":276,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",276],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[277],"port":50,"q":276},
+    {"G_rows":[100,2,97,8,16,69,37,128,256],"K_word":[["P",[100,2,97,8,16,69,37,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]]],"Z_mask":101,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",100],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[101],"port":51,"q":100},
+    {"G_rows":[164,2,161,8,16,133,64,37,256],"K_word":[["P",[164,2,161,8,16,133,64,37,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]]],"Z_mask":165,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":164,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",164],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[165],"port":52,"q":164},
+    {"G_rows":[292,2,289,8,16,261,64,128,37],"K_word":[["P",[292,2,289,8,16,261,64,128,37]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]]],"Z_mask":293,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":292,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",292],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[293],"port":53,"q":292},
+    {"G_rows":[196,2,193,8,16,32,133,69,256],"K_word":[["P",[196,2,193,8,16,32,133,69,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]]],"Z_mask":197,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":196,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",196],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[197],"port":54,"q":196},
+    {"G_rows":[324,2,321,8,16,32,261,128,69],"K_word":[["P",[324,2,321,8,16,32,261,128,69]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]]],"Z_mask":325,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":324,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",324],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[325],"port":55,"q":324},
+    {"G_rows":[388,2,385,8,16,32,64,261,133],"K_word":[["P",[388,2,385,8,16,32,64,261,133]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]]],"Z_mask":389,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,0,1,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,1,0,0,0,0,1,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,0,3,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":388,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,3,0,0,0,0,3,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",388],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[389],"port":56,"q":388},
+    {"G_rows":[56,2,4,49,41,25,64,128,256],"K_word":[["P",[56,2,4,49,41,25,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]]],"Z_mask":57,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",56],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[57],"port":57,"q":56},
+    {"G_rows":[88,2,4,81,73,32,25,128,256],"K_word":[["P",[88,2,4,81,73,32,25,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]]],"Z_mask":89,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",88],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[89],"port":58,"q":88},
+    {"G_rows":[152,2,4,145,137,32,64,25,256],"K_word":[["P",[152,2,4,145,137,32,64,25,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]]],"Z_mask":153,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",152],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[153],"port":59,"q":152},
+    {"G_rows":[280,2,4,273,265,32,64,128,25],"K_word":[["P",[280,2,4,273,265,32,64,128,25]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]]],"Z_mask":281,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":280,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",280],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[281],"port":60,"q":280},
+    {"G_rows":[104,2,4,97,16,73,41,128,256],"K_word":[["P",[104,2,4,97,16,73,41,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]]],"Z_mask":105,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",104],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[105],"port":61,"q":104},
+    {"G_rows":[168,2,4,161,16,137,64,41,256],"K_word":[["P",[168,2,4,161,16,137,64,41,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]]],"Z_mask":169,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",168],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[169],"port":62,"q":168},
+    {"G_rows":[296,2,4,289,16,265,64,128,41],"K_word":[["P",[296,2,4,289,16,265,64,128,41]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]]],"Z_mask":297,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":296,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",296],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[297],"port":63,"q":296},
+    {"G_rows":[200,2,4,193,16,32,137,73,256],"K_word":[["P",[200,2,4,193,16,32,137,73,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]]],"Z_mask":201,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",200],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[201],"port":64,"q":200},
+    {"G_rows":[328,2,4,321,16,32,265,128,73],"K_word":[["P",[328,2,4,321,16,32,265,128,73]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]]],"Z_mask":329,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":328,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",328],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[329],"port":65,"q":328},
+    {"G_rows":[392,2,4,385,16,32,64,265,137],"K_word":[["P",[392,2,4,385,16,32,64,265,137]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]]],"Z_mask":393,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,0,1,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,1,0,0,0,1,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,0,3,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":392,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,3,0,0,0,3,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",392],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[393],"port":66,"q":392},
+    {"G_rows":[112,2,4,8,97,81,49,128,256],"K_word":[["P",[112,2,4,8,97,81,49,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]]],"Z_mask":113,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",112],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[113],"port":67,"q":112},
+    {"G_rows":[176,2,4,8,161,145,64,49,256],"K_word":[["P",[176,2,4,8,161,145,64,49,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]]],"Z_mask":177,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",176],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[177],"port":68,"q":176},
+    {"G_rows":[304,2,4,8,289,273,64,128,49],"K_word":[["P",[304,2,4,8,289,273,64,128,49]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]]],"Z_mask":305,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",304],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[305],"port":69,"q":304},
+    {"G_rows":[208,2,4,8,193,32,145,81,256],"K_word":[["P",[208,2,4,8,193,32,145,81,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]]],"Z_mask":209,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",208],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[209],"port":70,"q":208},
+    {"G_rows":[336,2,4,8,321,32,273,128,81],"K_word":[["P",[336,2,4,8,321,32,273,128,81]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]]],"Z_mask":337,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",336],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[337],"port":71,"q":336},
+    {"G_rows":[400,2,4,8,385,32,64,273,145],"K_word":[["P",[400,2,4,8,385,32,64,273,145]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]]],"Z_mask":401,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,0,1,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,1,0,0,1,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,0,3,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,3,0,0,3,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",400],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[401],"port":72,"q":400},
+    {"G_rows":[224,2,4,8,16,193,161,97,256],"K_word":[["P",[224,2,4,8,16,193,161,97,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]]],"Z_mask":225,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",224],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[225],"port":73,"q":224},
+    {"G_rows":[352,2,4,8,16,321,289,128,97],"K_word":[["P",[352,2,4,8,16,321,289,128,97]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]]],"Z_mask":353,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",352],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[353],"port":74,"q":352},
+    {"G_rows":[416,2,4,8,16,385,64,289,161],"K_word":[["P",[416,2,4,8,16,385,64,289,161]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]]],"Z_mask":417,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,0,1,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,1,0,1,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,0,3,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,3,0,3,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",416],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[417],"port":75,"q":416},
+    {"G_rows":[448,2,4,8,16,32,385,321,193],"K_word":[["P",[448,2,4,8,16,32,385,321,193]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]]],"Z_mask":449,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,1,1,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,1,1,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,3,3,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,3,3,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",448],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[449],"port":76,"q":448},
+    {"G_rows":[508,2,505,501,493,477,445,381,253],"K_word":[["P",[508,2,505,501,493,477,445,381,253]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]]],"Z_mask":509,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,1,1,1,1,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,1,1,1,1,1,1,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,3,3,3,3,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":508,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,3,3,3,3,3,3,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",508],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[509],"port":77,"q":508},
+    {"G_rows":[506,505,4,499,491,475,443,379,251],"K_word":[["P",[506,505,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":506,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",506],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[507],"port":78,"q":506},
+    {"G_rows":[502,501,499,8,487,471,439,375,247],"K_word":[["P",[502,501,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":502,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",502],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",500],["phase",2]]}},"orthogonal_transvections":[503],"port":79,"q":502},
+    {"G_rows":[494,493,491,487,16,463,431,367,239],"K_word":[["P",[494,493,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":494,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",494],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",492],["phase",2]]}},"orthogonal_transvections":[495],"port":80,"q":494},
+    {"G_rows":[478,477,475,471,463,32,415,351,223],"K_word":[["P",[478,477,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":478,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",478],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",476],["phase",2]]}},"orthogonal_transvections":[479],"port":81,"q":478},
+    {"G_rows":[446,445,443,439,431,415,64,319,191],"K_word":[["P",[446,445,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":446,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",446],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",444],["phase",2]]}},"orthogonal_transvections":[447],"port":82,"q":446},
+    {"G_rows":[382,381,379,375,367,351,319,128,127],"K_word":[["P",[382,381,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":382,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",382],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",380],["phase",2]]}},"orthogonal_transvections":[383],"port":83,"q":382},
+    {"G_rows":[254,253,251,247,239,223,191,127,256],"K_word":[["P",[254,253,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":254,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",254],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[255],"port":84,"q":254},
+    {"G_rows":[505,506,4,499,491,475,443,379,251],"K_word":[["P",[505,506,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":505,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",505],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",504],["phase",2]]}},"orthogonal_transvections":[3,507],"port":85,"q":505},
+    {"G_rows":[501,502,499,8,487,471,439,375,247],"K_word":[["P",[501,502,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":501,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",501],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",500],["phase",2]]}},"orthogonal_transvections":[3,503],"port":86,"q":501},
+    {"G_rows":[493,494,491,487,16,463,431,367,239],"K_word":[["P",[493,494,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":493,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",493],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",492],["phase",2]]}},"orthogonal_transvections":[3,495],"port":87,"q":493},
+    {"G_rows":[477,478,475,471,463,32,415,351,223],"K_word":[["P",[477,478,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":477,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",477],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",476],["phase",2]]}},"orthogonal_transvections":[3,479],"port":88,"q":477},
+    {"G_rows":[445,446,443,439,431,415,64,319,191],"K_word":[["P",[445,446,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":445,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",445],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",444],["phase",2]]}},"orthogonal_transvections":[3,447],"port":89,"q":445},
+    {"G_rows":[381,382,379,375,367,351,319,128,127],"K_word":[["P",[381,382,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":381,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",381],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",380],["phase",2]]}},"orthogonal_transvections":[3,383],"port":90,"q":381},
+    {"G_rows":[253,254,251,247,239,223,191,127,256],"K_word":[["P",[253,254,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":253,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",253],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[3,255],"port":91,"q":253},
+    {"G_rows":[499,501,502,8,487,471,439,375,247],"K_word":[["P",[499,501,502,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",12],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":499,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",499],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",498],["phase",2]]}},"orthogonal_transvections":[5,503],"port":92,"q":499},
+    {"G_rows":[491,493,494,487,16,463,431,367,239],"K_word":[["P",[491,493,494,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",20],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":491,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",491],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",490],["phase",2]]}},"orthogonal_transvections":[5,495],"port":93,"q":491},
+    {"G_rows":[475,477,478,471,463,32,415,351,223],"K_word":[["P",[475,477,478,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",36],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":475,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",475],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",474],["phase",2]]}},"orthogonal_transvections":[5,479],"port":94,"q":475},
+    {"G_rows":[443,445,446,439,431,415,64,319,191],"K_word":[["P",[443,445,446,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",68],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":443,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",443],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",442],["phase",2]]}},"orthogonal_transvections":[5,447],"port":95,"q":443},
+    {"G_rows":[379,381,382,375,367,351,319,128,127],"K_word":[["P",[379,381,382,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",132],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":379,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",379],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",378],["phase",2]]}},"orthogonal_transvections":[5,383],"port":96,"q":379},
+    {"G_rows":[251,253,254,247,239,223,191,127,256],"K_word":[["P",[251,253,254,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",260],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":251,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",251],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",250],["phase",2]]}},"orthogonal_transvections":[5,255],"port":97,"q":251},
+    {"G_rows":[487,493,491,494,16,463,431,367,239],"K_word":[["P",[487,493,491,494,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",24],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":487,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",487],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",486],["phase",2]]}},"orthogonal_transvections":[9,495],"port":98,"q":487},
+    {"G_rows":[471,477,475,478,463,32,415,351,223],"K_word":[["P",[471,477,475,478,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",40],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":471,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",471],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",470],["phase",2]]}},"orthogonal_transvections":[9,479],"port":99,"q":471},
+    {"G_rows":[439,445,443,446,431,415,64,319,191],"K_word":[["P",[439,445,443,446,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",72],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":439,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",439],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",438],["phase",2]]}},"orthogonal_transvections":[9,447],"port":100,"q":439},
+    {"G_rows":[375,381,379,382,367,351,319,128,127],"K_word":[["P",[375,381,379,382,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",136],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":375,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",375],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",374],["phase",2]]}},"orthogonal_transvections":[9,383],"port":101,"q":375},
+    {"G_rows":[247,253,251,254,239,223,191,127,256],"K_word":[["P",[247,253,251,254,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",264],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":247,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",247],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",246],["phase",2]]}},"orthogonal_transvections":[9,255],"port":102,"q":247},
+    {"G_rows":[463,477,475,471,478,32,415,351,223],"K_word":[["P",[463,477,475,471,478,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",48],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":463,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",463],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",462],["phase",2]]}},"orthogonal_transvections":[17,479],"port":103,"q":463},
+    {"G_rows":[431,445,443,439,446,415,64,319,191],"K_word":[["P",[431,445,443,439,446,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",80],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":431,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",431],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",430],["phase",2]]}},"orthogonal_transvections":[17,447],"port":104,"q":431},
+    {"G_rows":[367,381,379,375,382,351,319,128,127],"K_word":[["P",[367,381,379,375,382,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",144],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":367,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",367],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",366],["phase",2]]}},"orthogonal_transvections":[17,383],"port":105,"q":367},
+    {"G_rows":[239,253,251,247,254,223,191,127,256],"K_word":[["P",[239,253,251,247,254,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",272],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":239,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",239],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",238],["phase",2]]}},"orthogonal_transvections":[17,255],"port":106,"q":239},
+    {"G_rows":[415,445,443,439,431,446,64,319,191],"K_word":[["P",[415,445,443,439,431,446,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",96],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":415,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",415],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",414],["phase",2]]}},"orthogonal_transvections":[33,447],"port":107,"q":415},
+    {"G_rows":[351,381,379,375,367,382,319,128,127],"K_word":[["P",[351,381,379,375,367,382,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",160],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":351,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",351],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",350],["phase",2]]}},"orthogonal_transvections":[33,383],"port":108,"q":351},
+    {"G_rows":[223,253,251,247,239,254,191,127,256],"K_word":[["P",[223,253,251,247,239,254,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",288],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":223,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",223],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",222],["phase",2]]}},"orthogonal_transvections":[33,255],"port":109,"q":223},
+    {"G_rows":[319,381,379,375,367,351,382,128,127],"K_word":[["P",[319,381,379,375,367,351,382,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",192],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":319,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",319],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",318],["phase",2]]}},"orthogonal_transvections":[65,383],"port":110,"q":319},
+    {"G_rows":[191,253,251,247,239,223,254,127,256],"K_word":[["P",[191,253,251,247,239,223,254,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",320],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":191,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",191],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",190],["phase",2]]}},"orthogonal_transvections":[65,255],"port":111,"q":191}
+  ],
+  "recoding_bill": {"forward_prefix_component_l1_upper":57,"forward_update_coefficient":"-1/4","inverse_output_prefix_component_l1_upper":"69/13","inverse_prefix_component_l1_upper":56,"inverse_update_coefficient":"-1/52","monomial_field_maps":224,"output_scaled_adds":448,"owned_fields":8,"owned_initial_clears":8,"owned_terminal_clears":8,"signed_mode_adds":448},
+  "schema": "coded-native-real-normalizers/1",
+  "scope": "Exact physical central ABI and local gauges; not full-controller or multiplication admission.",
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "status": "PASS_CODED_NATIVE_REAL_NORMALIZERS"
+}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/PHYSICAL.md b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/PHYSICAL.md
new file mode 100644
index 0000000000..da8837ba67
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/PHYSICAL.md
@@ -0,0 +1,71 @@
+# Real physical normalizers for the coded producer
+
+This is local constructive research on canonical/pr4929, not a completed supplier or exponent claim. Source code and Gaussian conventions retain the original authors' credit.
+
+Let n=9 and let q be any of the source's 112 port vectors (weight 3 or 7). Let e0=1. Construct an orthogonal binary matrix G taking e0 to q. If q_0=0, use the orthogonal transvection T_(e0+q). If q_0=1, select j>0 with q_j=0 and use T_(ej+q) T_(e0+ej). Here T_v(x)=x+(v dot x)v; both v have even weight, hence T_v is orthogonal. Such j exists because q is not the all-ones vector.
+
+For row j of G put z_j=(wt(row_j G)-1)/2 modulo 2. Define K=Z_z P_G. It is a real signed permutation. The full Gaussian R has entries alpha*(-i)^wt(x+y), with alpha=(1+i)^9/2^9. Orthogonality gives
+
+wt(G^-1 d)-wt(d) = 2 z dot d (mod 4).
+
+Indeed the degree-two coefficients vanish modulo four because distinct columns of G^-1 have even dot product; the linear coefficient is the weight of that column minus one. Therefore K R K^-1=R exactly, including absolute phase. K also maps the central line to span(q), and its orthogonal complement to q-perp, at the canonical-frame Lagrangian level. All these statements tensor to every positive digit-column count.
+
+Let Q be the central C gate, D the product of the other eight C gates, so R=DQ. Let E_i and S_i be the actual retained entrance-line and exit-hyperplane frame operators. With the operator convention that rightmost applies first, use
+
+input X: E_i K_i Q^-1
+input Y: K_i
+output X: K_i^-1
+output Y: D K_i^-1 S_i^-1.
+
+All four wrappers are monomial. Their Lagrangian incidences prove this for every port, and the scratch verifier checks exact tableaus and absolute phases at every one of the 112 source ports. With A from PR4929, define C_ij= A_ij K_i^-1 K_j. Then the full main endpoint is
+
+F = diag(D,D) [[I,0],[C Q^-1,I]].
+
+C is a physically implementable fixed owner recoding: apply K_i to each owner, apply A among the owners at common physical coordinates, and apply K_i^-1. Its inverse uses A^-1=(A+12I)/13. Since each K_i is real orthogonal and A is real symmetric, C^T=C. Since K_i commutes with R, C commutes with R. The polynomial C^2+12C-13I=0 follows by similarity. The 408 independent helper jobs and every paid Gaussian child are unchanged.
+
+For the actual raw inverse transpose, F^-T=diag(D^-1,D^-1) [[I,-Q^-1 C],[0,I]], since Q,D are symmetric. Multiply both outputs by D^2, then conjugate the physical X bank by Q^2 (input Q^-2 and output Q^2). These are explicit monomial powers. The result is
+
+B = diag(D,D) [[I,-Q C],[0,I]].
+
+The old source convention using Y-only Q^2 conjugation cannot simply be copied for noncommuting C. The X-only convention above is exact.
+
+For a prior code B0 commuting with the current D, set G(B0)=diag(B0,Q^-1 B0 Q). The following two constructive local identities hold without requiring C and Q to commute:
+
+(post X C) F (pre Y C) = G(C B0) F_standard G(B0)^-1,
+(post X C^-1) B (pre Y C^-1) = G(C^-1 B0) B_standard G(B0)^-1.
+
+They use [C,DQ]=0 and [B0,D]=0. Every additional operation on the left is physically cheap fixed recoding. For disjoint fresh blocks, codes from earlier stages commute with the current D. These identities do not yet settle interstage ADD/IDLE compatibility, terminal gauges, productive jobs, or the complete moment.
+
+## Literal recoding and complete local bill
+
+The source code has an exact factorization A=I-MM^T/4 with M a 112-by-8 matrix having entries 0,+1,-1 and M^T M=56I. Each mode column has 56 nonzero entries, and each owner row has four. The mode columns are emitted in NORMALIZERS.json and all 12,544 entries are checked against the pinned CODE.json. This factorization is used here as a constructive scalar program, without relying on any common physical address chart for separate Gaussian mode transformations.
+
+To execute A on arbitrary independent owner fields x, allocate eight owned zero fields t. Compute t=M^T x with 448 signed ADDs; update x-=M t/4 with 448 scaled ADDs; clear the eight owned temporaries. Reading x is finished before any x is updated. Hence no input field is overwritten before its last source read. For A^-1 use the same program with coefficient -1/52, since A^-1=I-MM^T/52. Both are exact rational linear programs. The helper fields of the native producer are never used as scratch, copied as free credit, or erased.
+
+Conjugating this scalar program by the 112 K_i and their inverses implements C or C^-1. This pays 224 monomial field maps, 896 scalar ADDs and 16 owned CLEARs per recoding, with eight owned fields reusable sequentially. The two additional recodings in either local gauge identity therefore cost at most 448 monomial maps, 1,792 scalar ADDs and 32 CLEARs, with no recursive Gaussian child. The four actual port normalizers contribute 448 monomial maps per native invocation. The displayed backward conversion contributes at most 448 further monomial maps (112 input X powers, 112 output X powers and 224 output D-squares); fusing maps can reduce this upper bound but is not assumed.
+
+These are field-level operation counts. A lifted K_i is an explicit binary map on nine f-bit address blocks together with signs given by block parity. Its constants, indexed movement and phase passes use the retained native monomial implementation. It is therefore a fixed finite O(V polylog p) nonrecursive operation under that caller's precision/address ABI, not a zero-work instruction. Each fixed rational ADD is likewise charged at its actual scalar precision. In particular the inverse denominator 52 must be implemented and rounded; no free exact real-division oracle is assumed. This lemma makes no independent TM tariff or outer-budget claim.
+
+The maximum exact component-l1 prefix bound for the scalar A program, including its temporaries, is 57. For A^-1 it is 56 (the output-only bound is 69/13). Signed monomial maps preserve component magnitude. A fixed local sequence has a fixed suffix bound obtained by multiplying elementary bounds 1+|coefficient|; owned CLEAR has bound one. This gives a finite bound for local rounding propagation. The number of local uses, compiler precision and complete outer error allocation still belong to the caller theorem.
+
+The normalized producer still has its exact PR4929 paid profile
+
+    {1:2201, 2:412, 3:510, 4:127, 5:40}
+
+and independent helper profile
+
+    {4:28, 7:7, 8:47, 9:326}.
+
+No productive main ranks are asserted merely from the coupled central ABI. Those depend on the completed caller, its initial/final gauges and every paid correction.
+
+## Universal scope and reproducible evidence
+
+PR4929 supplies the arbitrary-input logical identity over Q[FreeGroup72] for its emitted center-free word with ground-chart helper pre-compensation. Its normalized main endpoint is L(A), its raw dual is L(A)^-T, and every one of the 408 helper endpoints is autonomous. This proof is an inherited premise with exact source pins, not a consequence of this normalizer checker. The present wrappers and owner recodings act exclusively on the 224 main fields; new scratch is explicitly owned. Thus the helper block remains autonomous and its independent inputs, requested transforms and paid profile remain unchanged.
+
+For every f>=1, assign the shared native letters their actual consistent invertible lifted operators. Evaluation of the source free-group algebra is a homomorphism and gives the source logical identity. Independently lift each K_i as its f-fold tensor product, retaining spectator coordinates; its signed-permutation word, the two direct frame identities and its commutation with R lift by operator composition. In every compiled monomial word, P and X act columnwise on the f-bit blocks, D sums its Z4 polynomial over the f columns, and a one-column scalar phase i^gamma becomes i^(f*gamma). Reusing the one-column global phase unchanged would be incorrect. Finally form the owner matrix C_f with entries A_ij K_i,f^-1 K_j,f. One does not tensor the whole 224-by-224 owner matrix and does not assert that tensor powers preserve sums. Instead the finite scalar owner program is evaluated directly in the algebra of these lifted address operators. This proves the central ABI and local gauge identities at every positive width.
+
+Run `python3 -I -B research/coded-native-caller/normalizers.py` or its optimized `-O` form. The checker authenticates the decompressed actual native payload, CODE.json and retained Clifford source before executing the latter. It verifies all 112 real signed normalizers, 57,344 explicit weight-congruence addresses, 896 forward/backward monomial wrappers and eight exact frame/block identities per port, including absolute phase. Each emitted wrapper is separately lowered to a literal P/D/X/phase-only word and checked against its defining expression by exact tableau and absolute-phase state. No C gate remains in an emitted wrapper. The independent incoming-column and outgoing-row identities imply all 5,824 nonzero off-diagonal code blocks, without sampling those pairs. It also executes the eight-mode recoding on all 112 arbitrary-input basis columns in both directions. Omitting the essential signed phase is rejected at every affected port. The default command compares a regenerated mathematical receipt and performs no writes; `--write` is the explicit authoring path.
+
+Source pins: canonical main 624de9dc66858af0945e5f8a0942488d62280d43, `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, decompressed SHA-256 cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd; PR4929 head 361f5d4100640177d6a983dd2f336021c75bfd5e, `research/native-center-free-code/CODE.json`, SHA-256 8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0; canonical `research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py`, SHA-256 2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962. Gzip container bytes are not substituted for decompressed source identity.
+
+Credit Dugongue's PR4929 for the coded producer and stable code; Cinna Davis's PR4694/4698 and the original cache/helper construction; Cao Yifan's PR4610 native word; the retained zxv, Jacob Alan Sussman, Cinna Davis and Clifford/native/compiler lineage. The exact canonical-frame implementation and phase conventions are retained source material. The constructive real centralizing normalizers, their explicit lifted words, X-only raw-dual convention and costed local code gauges are the additions here. New work is Apache-2.0 and has substantial OpenAI Codex assistance; no formal-kernel or independent human acceptance is asserted.
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/clifford_exact.py b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/coded-native-caller/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODE.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODE.json
new file mode 100644
index 0000000000..03170f4a31
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODE.json
@@ -0,0 +1 @@
+{"A":[["0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","1/2","1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","1/2","1/2","1/2","0","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","-1/2","0","0","0","0","0","1/2","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","-1/2","0","0","0","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2","0","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["0","0","0","0","-1/2","0","0","0","0","0","1/2","0","1/2","1/2","0","1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","1/2","1/2","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","1/2","0","1/2","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","-1/2","1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","1/2","1/2","1/2","1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","1/2","1/2","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","1/2","0","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","0","0","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","1/2","1/2","1/2","0","1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","1/2","1/2","1/2","1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","0","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["-1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","1/2","1/2","0","0","0","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","-1/2","-1/2"],["-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","0","1/2","1/2","0","0","1/2","0","0","0","1/2","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","1/2","0"],["-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","1/2","0","0","0","1/2","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","0","0","1/2"],["-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","0","1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","1/2","1/2","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","1/2","1/2","1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","1/2","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","1/2","0","0","1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","1/2","0","0","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","1/2","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","0","1/2","1/2","-1/2","-1/2"],["-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","-1/2","0","1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","1/2","0","1/2","1/2","0"],["-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2"],["-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0"],["-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","0","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","-1/2","-1/2","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","1/2","1/2","1/2","1/2","1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","1/2","0","1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["1/2","1/2","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","1/2","1/2","0","0","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","1/2","0","0","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","1/2","1/2","0","1/2","1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","1/2"],["0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0"],["0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2"],["0","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","-1/2","1/2","0","1/2","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0"],["0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","-1/2","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2"],["0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0"],["0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2"],["0","0","0","1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","1/2","-1/2","0","0","-1/2","1/2","0","-1/2","0","0","-1/2","1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","0","1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2"],["0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","0","1/2","-1/2","0","1/2","-1/2","0"]]}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODED-PROOF.md b/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODED-PROOF.md
new file mode 100644
index 0000000000..1f28d33884
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/CODED-PROOF.md
@@ -0,0 +1,80 @@
+# An exact center-free native offer with an invertible eight-mode code
+
+Prepared for Dugongue with substantial OpenAI Codex assistance. Apache-2.0.
+
+Building on Cinna Davis's center-free cache kernel in PR #4694, this gives an explicit free ground-chart helper pre-compensation and an invertible eight-mode main code: all eight rank-eight center Gaussian calls disappear, all 408 independent helper jobs remain, and the main cross-transfer is an explicitly known invertible constant code. It is not the old uncoded main ABI and does not by itself prove a new κ.
+
+## The exact offer
+
+Freeze the native source payload with SHA-256 `cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`. Its persistent logical rows are 112 X, 112 Y and 408 independent helpers H. The original normalized endpoint is `(X,Y,H) -> (X,Y+X,H)`. Physical entrance and exit charts remain exactly those of the frozen source.
+
+There is a completely emitted constant dyadic pre-compensation, followed by the source word with every center Gaussian operation replaced by an owned CLEAR, whose exact normalized endpoint is
+
+`X' = X;    Y' = Y + A X;    H' = H`.
+
+All 632 persistent inputs are arbitrary and independent; no helper is initialized, discarded, identified or counted twice. The literal backward construction has exact normalized endpoint
+
+`X' = X - A^T Y;    Y' = Y;    H' = H`,
+
+the raw inverse transpose of the forward endpoint. The paid profile in both directions is
+
+`{1:2201, 2:412, 3:510, 4:127, 5:40}`.
+
+The helper profile stays `{4:28,7:7,8:47,9:326}`. Relative to the source, exactly eight rank-eight children are removed and no Gaussian child is added. The pre-compensation adds 6,596 scalar ADDs with a retained scalar allowance of 32,652 primitives; all numerator magnitudes and denominators are at most 4. These finite scalar operations do not establish a better recursive exponent on their own.
+
+## Constructive proof
+
+Delete all eight center calls by replacing each with CLEAR of the owned center field in the call's destination chart. Zero has every chart, so this is a valid erasure of owned scratch, not a borrowed input overwrite. Retain every other physical instruction and every endpoint chart.
+
+The exact sparse replay over the rational free group algebra on the 72 native symbols gives
+
+`M_0 = I + S + E_X + E_H`.
+
+Here S is the original transfer X to Y. Both error blocks land only in Y. E_X reads X; E_H reads only 106 particular helpers, each with a ground entrance and full-frame exit. Every helper and every X output remains autonomous. All error terms have EMPTY native word: the errors are ordinary constant dyadic matrices, not uncomputed address-operator oracles. The 12,532 nonzero entries split into 5,936 in E_X and 6,596 in E_H.
+
+Every pairwise product of S, E_X and E_H is zero, because all three maps land in Y and none reads Y. Before executing the center-cleared word, apply `I-E_H`. Every required source and target is in the actual ground chart: the targets are Y and the sources are those 106 ground-ended helpers. The operation is the explicit list of 6,596 dyadic ADDs.
+
+Consequently
+
+`M_0 (I-E_H) = I+S+E_X`.
+
+Thus `A=I+E_X` on the 112 main port indices gives the claimed offer, with no helper contamination. Scalar operations in one common address chart have their exact owner-space action, so this is a physical fixed-template pre-compensation and not an abstract change of logical coordinates.
+
+For the backward direction, the separately emitted center-cleared source word is verified to equal `I-S^T-E_X^T-E_H^T`, with the source's distinct inverse-transpose native letters. Prepend `I+E_H^T`, again using only actual ground-chart fields. The product is `I-S^T-E_X^T`. The verifier compares all 632 independent rows in both orientations. The owned center field is empty at termination.
+
+## Explicit code, inverse and conditioning
+
+The same exact entries satisfy
+
+`E_X^T = E_X,    E_X^2 = -14 E_X,    tr(E_X) = -112`.
+
+Set `P=-E_X/14`. It is a real symmetric idempotent of trace 8, hence an orthogonal projection of rank 8. Therefore
+
+`A=I-14P`,
+
+with eigenvalue -13 on the eight-dimensional image of P and eigenvalue +1 on its 104-dimensional kernel. In particular
+
+`A^-1 = I + E_X/13`,
+
+and its Euclidean condition number is exactly 13. The complete main shear is I+N_A with N_A^2=0 and ||N_A||_2=13; both it and its inverse have norm at most 14, so its condition number is at most 196. Helpers are an independent identity block, and the physical boundary charts are unitary, so this same bound applies to the complete physical coded offer. Its inverse uses I-N_A and needs no 1/13 arithmetic; 1/13 appears only when separately inverting the main code A. Every diagonal entry of A is zero; its 5,824 nonzero off-diagonal entries are ±1/2. The exact checker verifies the degree-two polynomial entry by entry over rational arithmetic, so the spectrum and inverse are universal consequences of that identity rather than numerical eigenvalue observations.
+
+The coefficient 1/13 is part of the mathematical inverse formula. This deliverable does not call it a free dyadic SCALE, assume a division oracle, or insert A^-1 across different physical address charts without paying for the resulting adapters.
+
+## Arbitrary fiber widths
+
+The replay identities hold over Q[FreeGroup72]. Every consistently shared invertible assignment of the 72 native operators defines an evaluation homomorphism. Hence the logical word identity holds at every positive column multiplicity under the retained source native implementation. It does not rely on one-column matrix testing, erasure of central phases or tensor powers preserving sums.
+
+Every physical frame, native monomial and Gaussian child is retained from the authenticated source, except the eight deleted owned-center calls. The new instructions are only constant dyadic scalar operations at an explicitly common ground chart. No fresh nonmonomial address implementation is introduced.
+
+The exact observed maximum prefix coefficient ℓ1 norms are 457 forward and 258 backward, checked on the fixed free-symbol words. Unitary evaluation bounds intermediate exact states and perturbations at the initial input in the maximum-over-fields Euclidean fiber norm by fixed constants independent of fiber width. For discrepancies inserted at later sites, use a separate suffix bound: assign each scalar ADD or SCALE of coefficient c the bound 1+|c|, and every unitary Gaussian/monomial, owned CLEAR or owned COPY the bound 1. The product of these elementary bounds over the finite word bounds every suffix. Thus the sum of local error magnitudes times this fixed product bounds propagated rounding error; no prefix norm is substituted for a suffix norm. Entrywise infinity-norm statements require the appropriate square-root fiber-volume conversion. There is no precision-dependent epsilon and no recursive border-precision claim.
+
+## Integration boundary
+
+The old source wrapper's port-dependent entrance lines and exit hyperplanes remain. A is a constant matrix in the stated normalized logical coordinates. It must not be silently treated as a constant free recoding in every physical main chart or in a different standardized central-Q ABI. Its nonzero off-diagonal entries connect distinct entrance-line charts. A useful next step is an actual coded caller or a paid simultaneous adapter that exploits the eight-mode structure, together with complete moment, raw-dual, compiler, finite precision and outer recovery budgets. This document supplies the exact producer and its bill, not those missing consumers.
+
+## Predecessor overlap and credit
+
+Cinna Davis's PR #4694, head `2add42d1edf14a263abe90a3bcde67fc1ba30768`, already emits a center-free kernel with paid profile minus eight rank-eight calls, records its coupled cache ABI, constructs its raw dual, and proves that its 106 observed helpers start at the empty chart. The source CACHE.md was read directly. None of center deletion, the cold-helper observation or the abstract block Schur elimination is claimed here as new. PR #4698, scientific head `9079ab66ba9a1717df478a08eb957c20d84d3e61`, already emits a dyadic helper basis of 379 gates in each direction reducing observations to eight helpers, and a conditional consumer. The present deliberately dense 6,596-ADD pre-compensation is easier to audit, not a claim to a better basis count. Its changed sufficient result is the actual fixed-template helper-independent coded offer, explicit A entries, exact eight-mode spectrum/inverse/conditioning, and unchanged independent helper ABI.
+
+
+Cao Yifan / intqwq supplies the joint-helper/native-map round-three word at canonical `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, commit `624de9dc66858af0945e5f8a0942488d62280d43`. Its predecessor and refreshed public lineage includes PR #4610; the exact source package and bytes, rather than an older PR headline, bind this result. Cinna Davis, the PR #4470 native/helper/controller lineage, Dugongue's exact native and complementary-provider work, DaysSky, Nick Petalas, Ryanson Jonathan, Jacob Alan Sussman, zxv and the retained scalar, Clifford, precision, compiler and outer contributors retain predecessor credit. The common-chart pre-compensation and exact eight-mode code are the present construction. Local MathProof's Schur block elimination and low-rank composition notes motivated the representation; their source-only inspection is not a fresh Lean/kernel audit or a claim of priority for elementary projection algebra.
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/SOURCE-WORD.json.gz b/research/coupled-provider-independent-audit/capsule/repository/research/native-center-free-code/SOURCE-WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md
new file mode 100644
index 0000000000..efe3acb566
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/ATTRIBUTION.md
@@ -0,0 +1,50 @@
+# Predecessors and exact scope
+
+Ali Romman's [PR5383](https://github.com/CrocSwap/integer-mult-bounds/pull/5383),
+head `4bd6efa51a495a7c7b7754915cf0244e7e60969e`, supplies the exact eight
+cached-center candidate rows and sites. Its WITNESS is retained verbatim as
+package-local candidate data. The byte hash is checked, and all used
+relations, chronology and zero-call claims are independently recomputed from
+the pinned main native source. The PR head is provenance, not a required Git
+object or an assumed accepted theorem. We do not claim priority for the
+cached-center relation or for center deletion.
+
+Cao Yifan / intqwq supplies `kappa-round3-warp-20261022`'s canonical native
+helper/map/contact source and the PR4610 lineage. Its exact payload is
+retained by main's `native-center-free-code/SOURCE-WORD.json.gz`.
+Dugongue / mdumitrean supplies [PR4929](https://github.com/CrocSwap/integer-mult-bounds/pull/4929)'s
+center-free code, eight-mode factorization, source construction and analytic
+interpretation. Cinna Davis / 1337isnot1337 supplies the
+[PR4694](https://github.com/CrocSwap/integer-mult-bounds/pull/4694) retained-center
+interface, [PR4698](https://github.com/CrocSwap/integer-mult-bounds/pull/4698)
+common-chart helper basis and conditional consumer, and
+[PR4470](https://github.com/CrocSwap/integer-mult-bounds/pull/4470) controller.
+A retained cache or eight-dimensional defect is not newly discovered here.
+
+The pinned `coded-native-caller` supplies the physical main normalizers,
+corrected conjugated backward convention, compiled wrapper recipes, contact
+matrix M, and exact Clifford evaluator. Its Clifford source traces through
+`t74-native-fast/vendor/native/new/code/borrow/vendor/clifford`; retain zxv's
+native/productive/compiler work and the original license. Retain Jacob Alan
+Sussman's mixed-target recursion, Ryanson Jonathan's controller checks,
+Dugongue's transported-frame lemma and the cumulative helper/native lineage
+identified by the predecessor packages. The exact shared bytes are pinned in
+SOURCES.json rather than duplicated under new authorship.
+
+Within this continuation, coordinated OpenAI Codex agents constructed the
+unrestricted retained-cache source, independently replayed all 641 columns,
+derived the dual retraction and physical rank-eight normalization, and
+reviewed the basis costs. This package combines that work into one fresh
+registered replay with an explicit all-owner boundary recipe, verbatim
+candidate provenance, local bill and every-positive-width proof. New work is
+the fully owned **coupled** provider with all 632 originals preserved and all
+nine owned outputs cleared. It is not a caller, an autonomous H8 donor, an
+exponent improvement, a formal-kernel proof or independent human review.
+
+The broader investigation and priority/overlap checkpoints remain in the
+campaign's [Discussion4930](https://github.com/CrocSwap/integer-mult-bounds/discussions/4930)
+and TASK.json. This package preserves the same frozen native payload while
+binding its publication task metadata to main at
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. It does not claim an exhaustive
+novelty search or alter the selected result. Prepared for Dillon with
+substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROOF.md b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROOF.md
new file mode 100644
index 0000000000..5cbfc4fd02
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROOF.md
@@ -0,0 +1,236 @@
+# A source-bound backward provider with eight coupled rank-eight outputs
+
+The construction has 632 arbitrary original inputs and nine arbitrary owned
+inputs. Its paid native profile is
+`{1:2193,2:412,3:510,4:127,5:40}`. It returns 400 unchanged native helper jobs
+and a coupled block on the 224 main and eight remaining helper owners:
+
+\[
+ X=Dx-Ry+RW h,\qquad Y=Dy,\qquad H=D(h-Zy).                 \tag{1}
+\]
+
+Here `R=DQ` is the full native rank-nine Gaussian, `D` acts on the eight
+noncentral axes, and `Q` acts on the central axis. The eight `H` outputs remain
+coupled; they are **not eight autonomous H8 targets**. No complete caller or
+new multiplication exponent follows. All nine owned outputs are zero.
+
+## 1. Exact source and the changed word
+
+`SOURCES.json` pins the main-branch source, code, normalizers and Clifford
+compiler. The native source's decompressed SHA256 is
+`cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`.
+`WITNESS.json` retains Ali Romman's PR5383 candidate verbatim, with SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+It supplies candidate sites and rational rows; it is not a proof oracle or a
+pending Git-object dependency. Every used identity is checked again against
+the pinned main source.
+
+For witness row `i`, after the indicated original `cached_event`, CLEAR owned
+`C[i+1]` and COPY the indicated persistent row into it at its actual chart.
+Every cache precedes every removed center. At the original center event,
+replace the H8 call by CLEAR `C0`, then COPY `C[i+1]` into `C0` at that same
+rank-eight chart. At the indicated later H1 call, replace the call by a
+`zero_retag`: this is physical identity on the **exactly zero** field, with
+its bookkeeping chart changed to the old call's output chart. All other
+instructions, including inherited physical metadata, remain unchanged.
+`WORD.json.gz` emits the complete resulting backward native word; the verifier
+regenerates it from the canonical source and compares its parsed content.
+
+The replay begins with one independent formal column per field, including
+all nine owned fields. It tracks exact rational coefficients in the free
+group on the source's native warp symbols, their inverses, and actual chart
+tags. Every ordinary operation is checked at its true chart. COPY fills only
+owned zero; CLEAR acts only on owned fields. Before each of the eight retags,
+every one of the 641 input coefficients is zero. All initial owned dirt is
+cleared before use and is absent from every endpoint.
+
+The source's ten `phase` records are named stage annotations, not scalar
+Clifford phase gates; its 448 `adapter` records retain the predecessor's
+physical entrance/exit bindings (there are no `residual_adapter` records in
+this backward word). As in the pinned predecessor normalized-row semantics,
+these do not update formal rows. They are preserved in the emitted word,
+not deleted or priced away. Their physical interpretation and native cost
+are inherited; this package separately verifies every new physical boundary
+identity including absolute phase.
+
+The same interpreter replays the original source, obtaining its full
+632-row normalized backward endpoint `(x-y,y,h)` and clean original temporary.
+It separately replays center deletion to derive the native coupling below.
+The changed word has eight fewer H8 and eight fewer H1 calls than the original
+source, with no additional Gaussian call. It has 16 extra COPYs and 16 extra
+CLEARs. This is a changed source construction, not a constraint such as
+`Delta h=0` on otherwise independent inputs.
+
+## 2. Source-derived coupling and an ordinary helper basis
+
+Use the inherited 112-by-8 matrix `M`, stored transposed as `mode_columns`.
+The verifier checks all entries of
+
+\[
+ M^T M=56I_8,\qquad A=I-MM^T/4.
+\]
+
+Fresh replay of the center-deleted source gives
+
+\[
+ X=x-A^Ty,\qquad Y=y,\qquad H=h-B^TM^Ty.
+\]
+
+The verifier derives every entry of `B` by projecting the actual 408-by-112
+helper-to-Y coefficient matrix onto `M/56`; it then checks the entire
+factorization and all 632 endpoints. The eight candidate rows `Delta` satisfy
+`Delta B^T = S`, an exactly checked signed permutation. Put `E=S^-1 Delta`.
+Thus `E B^T=I8`. Fresh original-prefix replay also binds the candidate cache
+rows, their chronology and their actual rank-eight charts.
+
+In these coordinates the changed word has normalized endpoint
+
+\[
+ X=x-y+(M/4)Eh,\quad Y=y,\quad H=(I-B^TE)h,              \tag{2}
+\]
+
+and its canonical mode-`k` cache is
+
+\[
+ f_i(E_kh-M_k^Ty),\qquad f_i=\texttt{zero_factor}_i\,S_{ik}. \tag{3}
+\]
+
+The registered check composes all changed endpoint rows with the following
+basis, rather than accepting (2) or (3) from a saved endpoint registry.
+
+The union of supports of `B` and `E` comprises 122 actual cold H9 owners: each
+has ground entrance chart and full-R exit chart. Choose the eight original
+mode owners `[224,225,227,229,240,241,256,257]`. Define `L` on these 122 owners:
+its mode columns are `B^T`; its other columns are `(I-B^TE)e_j`. Exact
+Gauss-Jordan reduction constructs `L^-1` and verifies both inverse products,
+`EL` selecting precisely the eight mode coordinates, and `L^-1B^T` embedding
+precisely those coordinates. Every coefficient is dyadic. The emitted
+`input_basis_program` and `output_basis_program` execute these two maps in
+place, without extra owned basis storage.
+
+Both bases mix only fields sharing the appropriate physical chart, so scalar
+owner operations implement them ordinarily. After entrance `L` and exit
+`L^-1`, every one of the 632 persistent rows is checked: the eight selected
+helper rows are zero, the other 400 helper rows are unchanged, `Y=y`, and
+`X=x-y+(M/4)h_mode`. Each cache is exactly
+`f_i(h_mode,k-M_k^T y)`. Thus the cache fills a vacated original direction;
+it supplies no additional productive input or job credit.
+
+## 3. Literal physical boundary maps and ownership
+
+Backward frames use complex conjugation of the native frames, as in the
+pinned source convention; they are not silently replaced by adjoints. Let
+`Kp` be the 112 inherited main normalizers. For each actual cache frame `F8`,
+the verifier constructs an orthogonal, phase-correct monomial `Km` from its
+unique missing odd noncharacteristic line, and compiles a monomial `N` with
+
+\[
+ N\overline{F8}K_m=D,\qquad K_mR=RK_m.
+\]
+
+`PROVIDER.json` contains all eight literal `Km` and `N` words, signed tableaux
+and nonzero zero-column phase anchors. The compiler's output is checked
+explicitly even under Python `-O`. All `Kp` commute with `R`, including
+absolute phase. Every boundary word contains only monomial gates.
+
+Apply `2Km` to the eight original mode inputs before `L`. At the exit, apply
+`N/(2f_i)` to each cache. Use the inherited **fused compiled** backward main
+input/output wrappers. The verifier checks 336 main diagonal/shear blocks,
+896 nonzero main/helper coupling blocks and eight helper diagonal blocks,
+for 1,240 exact physical equations. Comparison includes the signed tableau
+and exact zero-state vector, so an undetected global phase is impossible
+within this Clifford model. These equations yield (1), with
+
+\[
+ W=\operatorname{diag}(K_p^{-1})M\operatorname{diag}(K_m)/2,
+ \quad
+ Z=\operatorname{diag}(K_m^{-1})M^T\operatorname{diag}(K_p)/2.
+\]
+
+The main code is the predecessor's `C=diag(Kp^-1) A diag(Kp)`. Exact word
+cancellation and the scalar factorization give
+`ZW=14I8`, `WZ=I-C`; `W` and `Z` intertwine `R` on their respective banks.
+No commutation with `D` or `Q` is assumed. These are finite ordinary code
+maps with exterior scalar coefficients, not additional Gaussian calls.
+
+After normalization, SWAP each cache's **whole physical field and chart tag**
+with its identically zero original mode output. The original owner now holds
+the normalized coupled output; the owned slot holds zero and can be CLEARed.
+There is no persistent erasure and no attempted free chart conversion of a
+nonzero field. `C0` is already zero, so all nine owned outputs are zero.
+Ordering the coupled input/output banks as `(y,h,x)` makes (1) triangular
+with invertible diagonal `D`. Together with the 400 unchanged native jobs,
+this proves preservation of all 632 original input directions. It does not
+emit an inverse schedule or establish a same-cost inverse/transpose.
+
+## 4. Exact local bill
+
+Relative to the original raw backward source, the selected schedule adds:
+
+| Ordinary operation | Added field operations |
+| --- | ---: |
+| ADD | 1,644 |
+| SCALE | 40 |
+| COPY | 16 |
+| CLEAR | 24 |
+| Whole-field SWAP, with chart tag | 8 |
+| Monomial field map | 464 |
+
+Each basis direction uses 822 ADD and 12 SCALE: its three elimination swaps
+are expanded into three ADDs and one SCALE each. Eight input scalings and
+eight cache scalings give the remaining 16 SCALEs. The source rewrite adds
+16 COPY and 16 CLEAR; final cache consumption adds eight CLEAR. The 464
+monomial maps are 448 fused inherited main standardizers, eight `Km` and
+eight `N`. This counts the newly installed boundary schedule; all unchanged
+source warp/phase/adapter traffic and native child implementations remain in
+the emitted word and retain their inherited costs. In particular, this table
+does not assert that a field monomial map is zero machine work.
+
+The original source has 16,273 ADD, 1,164 SCALE and 16 CLEAR. Including the
+new boundary scalars, the schedule therefore has 17,917 ADD, 1,204 SCALE,
+16 COPY, 40 CLEAR and eight whole-field SWAP, plus the explicitly described
+monomial boundary maps and inherited native operations. Nine owned fields
+suffice: the original center temporary and eight retained caches. Their
+initial values are arbitrary; their final values are zero. The autonomous
+helper profile is `{4:28,7:7,8:47,9:318}`. The physical implementations of
+those unchanged native helper jobs are inherited from the pinned source;
+scalar identity rows alone are not a new proof of those implementations.
+
+For an explicit local stability bound, use the maximum of field Euclidean
+norms. ADD by `a` has norm at most `1+|a|`, SCALE has norm at most
+`max(1,|a|)`, and unitary Gaussian/monomial maps, COPY, CLEAR and SWAP have
+norm at most one. The verifier sums upward-rounded base-two logarithms for
+every scalar operation in this finite schedule, obtaining **18,996**. Hence
+every suffix amplifies an injected field error by at most `2^18996`; at most
+`m` injections of norm `epsilon` give the conservative bound
+`m*2^18996*epsilon`. All dyadic constants and word lengths are fixed. This
+establishes local bounded amplification, not a complete coordinate rounding,
+tape movement, recursive precision or outer multiplier budget.
+
+## 5. Every positive fiber width and verification boundary
+
+A free-group identity evaluates in any assignment of invertible native warp
+operators. Therefore the exact rational row equalities and zero-retag
+premises hold uniformly when native operations act on any positive fiber
+width `f`. The scalar owner coefficients and scalar `L/L^-1` programs stay
+outside the tensor product; in particular `ZW=14I`, not `14^f I`. Each
+compiled monomial word uses the inherited prescription: `P` and `X` act
+columnwise, `D` sums its Z4 polynomial over the columns, and a `phase` gate
+contributes its phase once per column. Each address-operator identity is lifted
+columnwise; an absolute phase `i^gamma` lifts to `i^(f gamma)`, rather than
+being confused with an exterior scalar sign. Exact one-column operator
+identities, word cancellation and rational matrix identities then prove the
+same physical boundary composition for every `f`. The inherited native
+uniform implementation hypotheses remain inherited.
+
+The registered verifier performs complete 641-column native row replay,
+exact scalar endpoint composition, and the 1,240 physical boundary checks.
+It does not claim a separately flattened 641-column physical-matrix replay,
+a formal-kernel proof, independent human approval, hosted CI, or a complete
+caller. It rejects a nonzero zero-retag, a single changed basis ADD
+coefficient, a changed saved-cache coefficient and a phase-only error with
+the correct tableau. Normal and optimized runs use explicit checks for the
+new claims. The caller must close all 224 main and eight coupled helper
+outputs, preserve the other 400 jobs, charge every added child and ordinary
+operation, and discharge precision, storage and outer-budget obligations
+before any new target credit or exponent is admitted.
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROVIDER.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROVIDER.json
new file mode 100644
index 0000000000..0afd30ed01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/PROVIDER.json
@@ -0,0 +1,13105 @@
+{
+  "schema_version": 1,
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "candidate_witness_sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+  "word_payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+  "basis_roles": [
+    224,
+    225,
+    227,
+    229,
+    230,
+    231,
+    232,
+    233,
+    234,
+    235,
+    236,
+    237,
+    238,
+    239,
+    240,
+    241,
+    242,
+    243,
+    245,
+    246,
+    247,
+    250,
+    252,
+    253,
+    254,
+    255,
+    256,
+    257,
+    258,
+    259,
+    261,
+    262,
+    263,
+    266,
+    268,
+    269,
+    270,
+    271,
+    272,
+    276,
+    280,
+    283,
+    286,
+    287,
+    288,
+    294,
+    296,
+    297,
+    300,
+    302,
+    303,
+    306,
+    308,
+    312,
+    315,
+    318,
+    319,
+    324,
+    326,
+    328,
+    332,
+    333,
+    334,
+    335,
+    336,
+    340,
+    347,
+    350,
+    351,
+    352,
+    356,
+    366,
+    367,
+    368,
+    372,
+    379,
+    382,
+    383,
+    384,
+    388,
+    390,
+    391,
+    392,
+    397,
+    398,
+    399,
+    400,
+    401,
+    402,
+    403,
+    405,
+    406,
+    409,
+    410,
+    411,
+    413,
+    414,
+    415,
+    416,
+    417,
+    418,
+    419,
+    421,
+    422,
+    425,
+    426,
+    427,
+    429,
+    430,
+    431,
+    432,
+    433,
+    434,
+    435,
+    437,
+    438,
+    441,
+    442,
+    443,
+    445,
+    446,
+    447
+  ],
+  "mode_owners": [
+    224,
+    225,
+    227,
+    229,
+    240,
+    241,
+    256,
+    257
+  ],
+  "candidate_mode_permutation": [
+    2,
+    0,
+    1,
+    3,
+    5,
+    7,
+    6,
+    4
+  ],
+  "candidate_mode_signs": [
+    "1",
+    "1",
+    "1",
+    "-1",
+    "-1",
+    "1",
+    "1",
+    "-1"
+  ],
+  "canonical_retraction_E": [
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "1"
+      ],
+      [
+        7,
+        "-2"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "-1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        14,
+        "2"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        6,
+        "1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ]
+    ],
+    [
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "-1"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        100,
+        "1"
+      ],
+      [
+        102,
+        "-1"
+      ],
+      [
+        104,
+        "-1"
+      ],
+      [
+        109,
+        "1"
+      ]
+    ],
+    [
+      [
+        64,
+        "-1"
+      ],
+      [
+        70,
+        "1"
+      ],
+      [
+        72,
+        "1"
+      ],
+      [
+        73,
+        "1"
+      ],
+      [
+        76,
+        "-1"
+      ],
+      [
+        79,
+        "-1"
+      ]
+    ],
+    [
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "-1"
+      ],
+      [
+        23,
+        "1"
+      ],
+      [
+        28,
+        "1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "-1"
+      ],
+      [
+        31,
+        "-1"
+      ]
+    ],
+    [
+      [
+        33,
+        "1"
+      ],
+      [
+        35,
+        "-1"
+      ],
+      [
+        37,
+        "1"
+      ],
+      [
+        39,
+        "-1"
+      ],
+      [
+        44,
+        "-1"
+      ],
+      [
+        45,
+        "-1"
+      ],
+      [
+        46,
+        "1"
+      ],
+      [
+        47,
+        "1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "1"
+      ],
+      [
+        23,
+        "-1"
+      ],
+      [
+        28,
+        "-1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "1"
+      ],
+      [
+        31,
+        "-1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ]
+  ],
+  "input_basis_program": [
+    [
+      "add",
+      257,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "1/2"
+    ],
+    [
+      "scale",
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "1/4"
+    ],
+    [
+      "scale",
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "1/4"
+    ],
+    [
+      "scale",
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "-2"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "-1"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "-1"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "-1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "1"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "1"
+    ],
+    [
+      "scale",
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "1/2"
+    ],
+    [
+      "scale",
+      224,
+      "-1/2"
+    ]
+  ],
+  "output_basis_program": [
+    [
+      "scale",
+      224,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "-1/4"
+    ],
+    [
+      "scale",
+      225,
+      "-2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "-2"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "2"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      240,
+      "4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "1/2"
+    ],
+    [
+      "scale",
+      241,
+      "-4"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "-1/4"
+    ],
+    [
+      "scale",
+      243,
+      "2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "1/2"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      397,
+      "-1"
+    ]
+  ],
+  "mode_boundaries": [
+    {
+      "mode": 0,
+      "owner": 224,
+      "cache_slot": 634,
+      "witness_row": 1,
+      "frame": 274,
+      "missing_line": 7,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              13,
+              11,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            7,
+            0,
+            2
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            14,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              12,
+              10,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            504
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            14,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 504,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 1,
+      "owner": 225,
+      "cache_slot": 635,
+      "witness_row": 2,
+      "frame": 619,
+      "missing_line": 25,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              19,
+              11,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            25,
+            0,
+            2
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              18,
+              10,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            486
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 486,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 2,
+      "owner": 227,
+      "cache_slot": 633,
+      "witness_row": 0,
+      "frame": 254,
+      "missing_line": 42,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              35,
+              16,
+              11,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            41,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            0
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              33,
+              16,
+              9,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            470
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            2
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 470,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 3,
+      "owner": 229,
+      "cache_slot": 636,
+      "witness_row": 3,
+      "frame": 279,
+      "missing_line": 52,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              37,
+              21,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            49,
+            0,
+            2
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            37,
+            0
+          ],
+          [
+            0,
+            21,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              33,
+              17,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            462
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            20,
+            2
+          ],
+          [
+            0,
+            36,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 462,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 4,
+      "owner": 240,
+      "cache_slot": 640,
+      "witness_row": 7,
+      "frame": 281,
+      "missing_line": 76,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              69,
+              16,
+              32,
+              13,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            73,
+            0,
+            2
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            69,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              65,
+              16,
+              32,
+              9,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            438
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            68,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 438,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 5,
+      "owner": 241,
+      "cache_slot": 637,
+      "witness_row": 4,
+      "frame": 621,
+      "missing_line": 82,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              67,
+              32,
+              19,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            81,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            0
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              65,
+              32,
+              17,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            430
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            2
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 430,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 6,
+      "owner": 256,
+      "cache_slot": 639,
+      "witness_row": 6,
+      "frame": 624,
+      "missing_line": 97,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              67,
+              35,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            97,
+            0,
+            2
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              66,
+              34,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            414
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 414,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 7,
+      "owner": 257,
+      "cache_slot": 638,
+      "witness_row": 5,
+      "frame": 280,
+      "missing_line": 127,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              253,
+              251,
+              247,
+              239,
+              223,
+              191,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            127,
+            0,
+            2
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            253,
+            0
+          ],
+          [
+            0,
+            251,
+            0
+          ],
+          [
+            0,
+            247,
+            0
+          ],
+          [
+            0,
+            239,
+            0
+          ],
+          [
+            0,
+            223,
+            0
+          ],
+          [
+            0,
+            191,
+            0
+          ],
+          [
+            0,
+            254,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              252,
+              250,
+              246,
+              238,
+              222,
+              190,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            384
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            130,
+            2
+          ],
+          [
+            0,
+            132,
+            2
+          ],
+          [
+            0,
+            136,
+            2
+          ],
+          [
+            0,
+            144,
+            2
+          ],
+          [
+            0,
+            160,
+            2
+          ],
+          [
+            0,
+            192,
+            2
+          ],
+          [
+            0,
+            254,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 384,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    }
+  ],
+  "ordered_schedule": [
+    "Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.",
+    "On each mode owner apply input_K and scalar 2; run input_basis_program.",
+    "Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.",
+    "Run output_basis_program on the 122 persistent common-chart helpers.",
+    "For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.",
+    "Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y."
+  ],
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "autonomous_native_helpers": {
+    "4": 28,
+    "7": 7,
+    "8": 47,
+    "9": 318
+  },
+  "owned_fields": {
+    "count": 9,
+    "initial_values": "arbitrary",
+    "final_values": "zero",
+    "productive_credit": 0
+  },
+  "added_ordinary_work_vs_original_raw_source": {
+    "ADD": 1644,
+    "SCALE": 40,
+    "COPY": 16,
+    "CLEAR": 24,
+    "whole_field_SWAP": 8,
+    "monomial_field_maps": 464,
+    "monomial_breakdown": {
+      "fused_inherited_main_standardizers": 448,
+      "mode_inputs": 8,
+      "cache_outputs": 8
+    }
+  },
+  "local_error_amplification_power2_bound": 18996,
+  "source_original_scalar_counts": {
+    "add": 16273,
+    "clear": 16,
+    "scale": 1164
+  },
+  "source_changed_scalar_counts": {
+    "add": 16273,
+    "clear": 32,
+    "copy": 16,
+    "scale": 1164
+  },
+  "physical_phase_bindings": {
+    "main_diagonal_and_shear": 336,
+    "two_coupling_directions": 896,
+    "helper_diagonal": 8
+  },
+  "exact_zero_retags": [
+    [
+      15608,
+      92,
+      254,
+      1
+    ],
+    [
+      15894,
+      9,
+      624,
+      1
+    ],
+    [
+      15900,
+      11,
+      621,
+      1
+    ],
+    [
+      17269,
+      240,
+      280,
+      1
+    ],
+    [
+      17280,
+      81,
+      619,
+      1
+    ],
+    [
+      17288,
+      57,
+      274,
+      1
+    ],
+    [
+      17604,
+      288,
+      281,
+      1
+    ],
+    [
+      17746,
+      224,
+      279,
+      1
+    ]
+  ],
+  "formula": {
+    "X": "D x - R y + R W h",
+    "Y": "D y",
+    "H": "D (h - Z y)",
+    "W": "diag(K_port^-1) M diag(K_mode)/2",
+    "Z": "diag(K_mode^-1) M^T diag(K_port)/2"
+  },
+  "failure_controls": [
+    "nonzero zero-retag rejected",
+    "one altered basis ADD coefficient rejected",
+    "same-tableau phase-only cache error rejected",
+    "one altered saved-cache coefficient rejected"
+  ],
+  "scope": "Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change."
+}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/README.md b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/README.md
new file mode 100644
index 0000000000..92d0d7e523
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/README.md
@@ -0,0 +1,83 @@
+# Eight coupled helper outputs from the retained-center native word
+
+This package constructs and replays an exact changed backward native provider
+on all 632 original owners. It replaces eight rank-eight center calls by
+retained earlier same-frame caches; eight later H1 inputs become identically
+zero and their calls disappear. The resulting paid profile is
+`{1:2193,2:412,3:510,4:127,5:40}`: the center-free profile minus eight H1 calls.
+
+After explicit ordinary basis and boundary operations, the coupled outputs are
+
+```text
+X = D x - R y + R W h
+Y = D y
+H = D(h - Z y)
+```
+
+Here `R=DQ`, `D` is the native rank-eight Gaussian, `ZW=14I8`, and `WZ=I-C`
+for the existing physical code `C`. The 400 other original helpers retain
+their native jobs, with profile `{4:28,7:7,8:47,9:318}`. All nine owned fields
+start arbitrary and finish zero. **The eight H outputs remain coupled; no
+new autonomous Gaussian targets, complete caller or improved κ are claimed.**
+
+[PROOF.md](PROOF.md) gives the every-positive-width argument, ownership rule,
+exact local bill and precision boundary. [WORD.json.gz](WORD.json.gz) is the
+complete changed native word. [PROVIDER.json](PROVIDER.json) is its ordered
+boundary recipe, including explicit dyadic basis programs and phase-bound
+monomial words; its references to the pinned source main normalizers are part
+of that recipe. The verifier recomputes the word and recipe from authenticated
+main inputs, with no scratch paths or network access.
+
+The new schedule adds 1,644 ADD, 40 SCALE, 16 COPY, 24 CLEAR, eight physical
+SWAPs and 464 monomial maps relative to the original raw source. The 464 maps
+include 448 fused inherited main wrappers. Unchanged native internal traffic
+and implementations remain inherited. These are ordinary work, not free
+machine operations. Nine owned fields suffice without basis scratch storage.
+
+## Reproduce
+
+From the repository root, using only Python 3.12 and its standard library:
+
+```sh
+python3.12 -B scripts/research_package.py --package research/native-rank8-helper-provider
+python3.12 -I -Werror -B research/native-rank8-helper-provider/verify.py
+python3.12 -I -Werror -O -B research/native-rank8-helper-provider/verify.py
+```
+
+The registered normal and optimized commands check all 641 native input
+columns, every original endpoint, all nine owned outputs and 1,240 physical
+phase bindings. Mutation controls reject a changed basis ADD coefficient, a
+changed cache coefficient, nonzero zero-retag input and a same-tableau phase
+error. A direct run takes about 13 seconds on the preparation machine; the
+registered pair is bounded separately in [VERIFY.json](VERIFY.json).
+`--emit` regenerates only the package-local `PROVIDER.json`; normal replay is
+read-only. Frozen scientific source inputs are never regenerated or modified.
+
+[WITNESS.json](WITNESS.json) retains Ali Romman's PR5383 candidate verbatim,
+from head `4bd6efa51a495a7c7b7754915cf0244e7e60969e`, SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+The candidate is package-local data; every used relation is reproved against
+main's native source. No pending PR Git object is required. The phase engine,
+existing code and native implementation retain their predecessor proof
+boundaries; this is author-side exact replay, not formal or human acceptance.
+
+## Open next questions
+
+The complete structured obligations are in [TASK.json](TASK.json). A caller
+must close the 224 main and eight coupled helper outputs while retaining the
+400 autonomous helpers per call, price all additional children and ordinary
+work, then prove its final Gaussian ranks, chronology, finite precision and
+outer budget. Begin with one fully owned caller identity; a field becoming
+available at rank eight is insufficient for autonomous target credit. The
+selected frontier is unchanged.
+
+## Credit
+
+Ali Romman supplies PR5383's exact cached-center relations. Cao Yifan supplies
+the native round-three helper/map word; Dugongue supplies the center-free code
+and its factorization; Cinna Davis supplies the earlier retained-center,
+helper-basis and controller work. Retain zxv's Clifford/native/compiler work,
+Jacob Alan Sussman's recursion, Ryanson Jonathan's controller checks, and the
+full source lineage. See [ATTRIBUTION.md](ATTRIBUTION.md). Prepared for Dillon
+with substantial OpenAI Codex assistance from coordinated construction,
+mechanism and review agents. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/SOURCES.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/SOURCES.json
new file mode 100644
index 0000000000..dd77397ca5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/SOURCES.json
@@ -0,0 +1,54 @@
+{
+  "schema_version": 1,
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "files": [
+    {
+      "path": "certificates/selected-result.json",
+      "usage": "provenance",
+      "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "path": "docs/research/agent-task-catalog.json",
+      "usage": "provenance",
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "usage": "input",
+      "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "usage": "input",
+      "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "usage": "input",
+      "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "usage": "input",
+      "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "usage": "input",
+      "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "usage": "input",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/TASK.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/TASK.json
new file mode 100644
index 0000000000..e82da0445c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/TASK.json
@@ -0,0 +1,88 @@
+{
+  "schema_version": 1,
+  "task_id": "centre-path-sharing",
+  "priority_revision": 7,
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "original_card": {
+    "id": "centre-path-sharing",
+    "question": "Can the 64-per-call centre path (eight rank-8 COPY/ERASE totals through the private temporary) be shared across calls or shrunk?",
+    "starting_points": [
+      "docs/research/research-family-status.md",
+      "research/complex-local-word-ceiling/README.md",
+      "research/split-centres-global/proofs/PR386-BIT-GEOMETRY.txt",
+      "certificates/selected-result.json"
+    ],
+    "methods": [
+      "Derive a fully charged favorable relaxation for sharing one centre path across k calls, including restoration, hosting and precision.",
+      "Prove a lower bound on copied information per call for the selected decoder contract."
+    ],
+    "acceptance_gate": "Show the changed centre charge and copy profile per call with every added restoration or hosting cost charged, and its ceiling via ceiling.ceiling(centre=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+    "first_step": {
+      "command": [
+        "python3",
+        "-B",
+        "research/complex-local-word-ceiling/verify.py"
+      ],
+      "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+      "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+      "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+    },
+    "first_experiment": "Write the per-call centre charge and copy children for sharing across k = 2 calls, charge the sharing overhead, and screen it; stop this route if even the ideal sharing gains under 10%. Ideal budgets: free 2.80x, shared by two 1.90x (levers.py).",
+    "bottleneck_link": "The centre path consumes 64 of about 99.6 unpaid coordinates per call, i.e. about 64% of the raw deficit.",
+    "allowed_variations": [
+      "One sharing pattern across a fixed number of calls.",
+      "One reduced copied-total contract for the existing decoder.",
+      "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+    ],
+    "scope_change_triggers": [
+      "Removing copies without a replacement contract for the decoder's copied totals.",
+      "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+    ],
+    "overlap_terms": [
+      "centre path",
+      "copied totals",
+      "private temporary",
+      "shared centre",
+      "batching"
+    ]
+  },
+  "scope_status": "refined",
+  "actual_scope": "Emit a source-bound backward provider using retained center caches and an invertible cold-helper basis, with eight coupled rank-eight helper outputs, all 632 original owners retained and all 9 owned outputs zero.",
+  "scope_change_reason": "The user explicitly authorized ambitious changed-source research and removed the hour limit. This focused result replaces the copied-center path using source-proved early observations, while preserving every original direction; it does not claim an autonomous supplier or complete caller.",
+  "bottleneck_link": "Deletes all eight native H8 center calls and eight later H1 calls. The new bottleneck is closing eight main/helper couplings under a paid, fully owned caller rather than treating them as autonomous H8 targets.",
+  "budget_minutes": null,
+  "stop_rule": "Freeze this focused provider once original/changed all-owner replay, explicit ordinary basis programs, exact physical boundaries, owned cleanup, operation counts and every-positive-width proof pass. Further caller work is separate and must close all original outputs before admitting target credit.",
+  "outcome": "partial",
+  "evidence": "Registered Python3.12 normal and optimized replay derives B from main source, reproves the verbatim Ali candidate, checks 641 native input columns and 1240 exact physical phase bindings, executes both 122-owner basis programs, clears all 9 owned outputs and rejects coefficient/phase/zero-retag mutations.",
+  "author": "Dillon / dillona",
+  "ai_assistance": "Substantial OpenAI Codex assistance from coordinated construction, mechanism, packaging and independent author-side review agents; no independent human or kernel acceptance claimed.",
+  "open_questions": [
+    {
+      "question": "Can a complete chronological caller close all 224 main and eight coupled helper outputs while retaining 400 autonomous native helper jobs per provider?",
+      "why_it_matters": "The eight D outputs depend on main inputs and earn no autonomous target credit. The paid savings alone do not imply a recursive multiplier or improved kappa.",
+      "first_step": "Emit one fully owned caller word using the exact W/Z physical maps; replay every original input and output, price all added Gaussian calls and keep all helper outputs.",
+      "blocked_by": "No accepted closure with final Gaussian ranks, complete query invoice and owner chronology is supplied by this provider package."
+    },
+    {
+      "question": "What finite-precision and machine-work budget supports any successful complete caller?",
+      "why_it_matters": "The local finite schedule has bounded amplification and exact dyadic coefficients, but those facts do not supply recursive rounding, indexed movement or the outer multiplication recurrence.",
+      "first_step": "Use the emitted ordinary counts and local 2^18996 suffix amplification bound to assign coordinate precision and movement costs to the proposed complete caller.",
+      "blocked_by": "Depends on a complete caller and its recursion/packing contract; this package claims only the source-bound local primitive."
+    }
+  ],
+  "checkpoint": {
+    "canonical_main": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "priority_revision": 7,
+    "selected_kappa": "0.0030217758",
+    "frozen_source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+    "overlap": [
+      "Ali Romman PR5383 retained-center candidate at 4bd6efa51a495a7c7b7754915cf0244e7e60969e",
+      "Cinna Davis PR4694 retained-center and PR4698 common-chart helper basis",
+      "Dugongue PR4929 center-free code and coded-native-caller physical normalizers",
+      "PR5397 scoped owned-exchange ceiling, PR5398 direct backward conjugation and independent PR5399/5400 reviews; these do not supply this unrestricted coupled-output contract."
+    ],
+    "campaign_thread": "https://github.com/CrocSwap/integer-mult-bounds/discussions/4930",
+    "frontier_changed": false,
+    "checked_at_utc": "2026-10-23T22:26:00Z"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/VERIFY.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/VERIFY.json
new file mode 100644
index 0000000000..6e831dff03
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/VERIFY.json
@@ -0,0 +1,39 @@
+{
+  "schema_version": 1,
+  "status": "ready",
+  "python": "3.12",
+  "requirements": [],
+  "inputs": [
+    "research/coded-native-caller/NORMALIZERS.json",
+    "research/coded-native-caller/PHYSICAL.md",
+    "research/coded-native-caller/clifford_exact.py",
+    "research/native-center-free-code/CODE.json",
+    "research/native-center-free-code/CODED-PROOF.md",
+    "research/native-center-free-code/SOURCE-WORD.json.gz"
+  ],
+  "commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 180,
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-O",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 180,
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls."
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WITNESS.json b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WITNESS.json
new file mode 100644
index 0000000000..19665f9eac
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WITNESS.json
@@ -0,0 +1,434 @@
+[
+  {
+    "relation": [
+      [
+        230,
+        "1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ]
+    ],
+    "event": 11332,
+    "frame": 254,
+    "cached_event": 11205,
+    "cached_role": 92,
+    "zero_event": 15584,
+    "zero_role": 92,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11358,
+    "frame": 274,
+    "cached_event": 11218,
+    "cached_role": 57,
+    "zero_event": 17264,
+    "zero_role": 57,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        227,
+        "-1"
+      ],
+      [
+        229,
+        "1"
+      ],
+      [
+        231,
+        "-2"
+      ],
+      [
+        232,
+        "1"
+      ],
+      [
+        234,
+        "-1"
+      ],
+      [
+        235,
+        "-1"
+      ],
+      [
+        236,
+        "-1"
+      ],
+      [
+        237,
+        "-1"
+      ],
+      [
+        238,
+        "2"
+      ],
+      [
+        239,
+        "1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11384,
+    "frame": 619,
+    "cached_event": 11231,
+    "cached_role": 81,
+    "zero_event": 17256,
+    "zero_role": 81,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        227,
+        "1"
+      ],
+      [
+        229,
+        "1"
+      ],
+      [
+        232,
+        "-1"
+      ],
+      [
+        234,
+        "1"
+      ],
+      [
+        235,
+        "1"
+      ],
+      [
+        236,
+        "-1"
+      ],
+      [
+        237,
+        "1"
+      ],
+      [
+        239,
+        "-1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ]
+    ],
+    "event": 11410,
+    "frame": 279,
+    "cached_event": 11244,
+    "cached_role": 224,
+    "zero_event": 17722,
+    "zero_role": 224,
+    "copy_factor": "1",
+    "difference_factor": "-1/4",
+    "zero_factor": "1/4"
+  },
+  {
+    "relation": [
+      [
+        241,
+        "1"
+      ],
+      [
+        243,
+        "-1"
+      ],
+      [
+        245,
+        "1"
+      ],
+      [
+        247,
+        "-1"
+      ],
+      [
+        252,
+        "-1"
+      ],
+      [
+        253,
+        "-1"
+      ],
+      [
+        254,
+        "1"
+      ],
+      [
+        255,
+        "1"
+      ]
+    ],
+    "event": 11436,
+    "frame": 621,
+    "cached_event": 11257,
+    "cached_role": 11,
+    "zero_event": 15876,
+    "zero_role": 11,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        241,
+        "-1"
+      ],
+      [
+        243,
+        "1"
+      ],
+      [
+        245,
+        "1"
+      ],
+      [
+        247,
+        "-1"
+      ],
+      [
+        252,
+        "-1"
+      ],
+      [
+        253,
+        "1"
+      ],
+      [
+        254,
+        "1"
+      ],
+      [
+        255,
+        "-1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11462,
+    "frame": 280,
+    "cached_event": 11270,
+    "cached_role": 240,
+    "zero_event": 17245,
+    "zero_role": 240,
+    "copy_factor": "1",
+    "difference_factor": "-1/4",
+    "zero_factor": "1/4"
+  },
+  {
+    "relation": [
+      [
+        257,
+        "1"
+      ],
+      [
+        259,
+        "-1"
+      ],
+      [
+        261,
+        "1"
+      ],
+      [
+        263,
+        "-1"
+      ],
+      [
+        268,
+        "-1"
+      ],
+      [
+        269,
+        "-1"
+      ],
+      [
+        270,
+        "1"
+      ],
+      [
+        271,
+        "1"
+      ]
+    ],
+    "event": 11488,
+    "frame": 624,
+    "cached_event": 11283,
+    "cached_role": 9,
+    "zero_event": 15870,
+    "zero_role": 9,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        288,
+        "1"
+      ],
+      [
+        294,
+        "-1"
+      ],
+      [
+        296,
+        "-1"
+      ],
+      [
+        297,
+        "-1"
+      ],
+      [
+        300,
+        "1"
+      ],
+      [
+        303,
+        "1"
+      ]
+    ],
+    "event": 11514,
+    "frame": 281,
+    "cached_event": 11306,
+    "cached_role": 288,
+    "zero_event": 17580,
+    "zero_role": 288,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  }
+]
diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WORD.json.gz b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..f3111b47e89496da8ca0ee45b2e4b258c0634d8e
GIT binary patch
literal 94039
zcmY)V3p~^R8~=}Mj+yfub7*Fa9FpWL%&>_WNhoJ(<ec-NjKrL`p~$eAoC}dtNm51;
zBjprInqwu0kovFp=X?A9zJIs-p0DeAoxHZ!;dwnD*Y!G{$;0;V5Ab*G>GT7ouCU-e
zjn(}!(@mkO#P_?0T$X0e#6qu%pmTXMnw<w<;!8<IwMBc`n<oOb<2;r%tzI6Nf~NRt
zO8&liWADJ@&)a8*%WWpV4?S+IFFpI6>+xsn?alq4-%W;tBK}_g9Wc4pw)53w3hOhh
zPyM6!XD`?5PruyF$K9<aMY@@LRqE?@H>dvm{^}w3?Dw9>-<|2QKR-SGZXSR8>Cdm#
zvOl?h_qRh%{@uNK_+`)JPru3G*vXrRcRc?7ng03r$IZVxZO?u$l>OaVefD=J?b+GC
zna_Urm;K$|_DGEXJ$CZ#-=&AojQ)Q8`{#8<|F50KxWL@?FDGyQ9ec>yV$S`~&g$!j
z>-5!|*M_={OQ$Ll<15~VmqwYH{00@y$(ig)tX%yI|GnnHeEN6GL(*gu`1bHc+p0&S
zplbHRXA710*28c7mU#8{Pim3L;eYEMu0=7YcUq@^?ZY<rUO#pF(+Aw#DEd^F8{<_P
zrEl^Z=n;K?ZdJm)cz^lppT5lK!vPb*`qjUEsUe-eQsb7Mdi?1HZhj>Hew`bG``>Y#
z-1r9j+xPzC^6q}>!><h1#^DD8&%PVn`E*-yI+I=IqREepC(%_u-q}5Y+jW&6|BHV(
zwI6+uy7%)Y<;Kp*4|adK4hSL4lZTP+f8Zf)pi$MIEwA?$Jbran-hAlsD^6~I_6Fpz
z>Mvr_?(tY^h{4}J4d$0;hdZy+F2!u*9J=(iJ-qo~uR9~|5^hViGm&wFx#FR$$-(LR
z_wh(HZ<gDvhBD@}6RvwG1ejQ5nix!U|1<j(kj$y|Ons{XaNw=V$?0w|N(TJ!$L(rF
z*O>kdY!p%(X_I#@zj=u%&FNlrI5&IA6yrH36iE@>N_-TO!FfxG{`6Ahb3mDGp84`E
zTS?A8L6i`~g(_0qUi7XwHkos&Ew#I~XJe(n>jNj}ju2Wxt<jEyqWzrbIp~JK3yJ*+
z(5tpDbF(Krr=J26=S~Fg@_yI}+KX=EwegbNu>-Q&;iu0<fs0R7H`d1lY4aJow*H{s
zrawhRf5}Xi?()Xmxb$Z>5hiMhTOVuE<bBm$eO~mtklOdjT8%6~ZpiCrUB@|-IbU6U
zrt=)|_~el8b5M8IyJ^KD);BV=YmeuTt`uw^;fSAkoqD#huI?AkVZY}pD1U@I;2ZnB
zPw5;N1IvaZd3oR1O~LI=m)Xn2@1Dnaeq*<WIbM13Lths7$jd{gIzzQo$=P#`Q0$4b
z>p$H5wqf=BDd6c%o##TLl4VD}J&1ryOx*f;9ktZkJYyoe>-f7zbb`Gp8t!GRX|jw_
z8@aV@`ue=kdfat`?&E?7gThD0e#lL!co{r+yBu?Vf?Y+Ax-T=yYJW!{D*0Yu3>Lbl
zK?YuHWQ>a-4Jh7t9`khy@aOQ?n~N2ulM-t=NN2$}i5}&8R1vkjc$lafrc5095<tmH
zej6;-tDK%FdaGGiRK|XL%>UE&$Iyd6%S#upoAFAM5;cU>G|$c!YD;K)>0}vHdR>l(
zAKcLCy=V*OsQGlgpsiqpqip52med(P(ZH&o9oK-rcHic8ALHz$MjQmb6S^Fhpkb}+
zr)B+IxK&T~k$Zga&f(`D4|S9VYkyt0{Q&=PcdgFbPb=I@bjyywIy-YIaYRlI6VEcQ
z&cbBQv+-Ff_s&b~a3*?ycn<(`>|KMJ+N^8f@ZK#iY}rbbpJ=;?!qmn6-r|v6NrFi2
z1sOu(gDp<0@n|bwA|UyA_4+h??nGmmvr6g6Eql%VW#w<3f{VMP?(V4)-bBx(V*c<h
zec3sa>EG5z{4QLsGVi>`xxXve@hkw~WgwT9^=ew_7lg39l<-wG=-KLG;zw(_MB~MF
z+%9<hBKz0)(_?o^ce*s{gH1y9k7vgZ9GJPztUM`ePlzS{ddhz1e9rUM_ldH<qeCB5
z2}B#TeS=Zl4?bRm#VB+fM|*6HOO~5-HC*4}H@a@j^JMjH<X6{cT~W(71gGPa5_KK+
zXHg@&Ij+x)41Rwsnz?gz=o)bN^Js#E7qla3v2ExMuQV>D2j%H?y>-mTT>DgMBxFA*
z^<-~O_bDZ+tTK^SrnJ|mJyLT`L=t&}?Cm@KH0_$B<kpHtpW6P$rmNLf`^CjP<)a7*
z%E778!<=B#^<9f4(dCPo)s4b>=?ql99Q!D#<&9?fPN=7lyuD8)ka<cM5~owXjhOXE
zLyGUl8Q|De+)Vw=pAOK|PciQCB~l3=x1u!EtfM~NdjgWo4u_Ek@cID$2Ux@^vuE6l
z>!Mzfmq_*|!UxPhpp*h8oNLHdc3_!5vGNCE%^t!BV&RYi&+#W!uxnHgAI@54ZvDjz
z+SsD^kAA`2gki4Sl6eo$T_Fee_?-KC3Yb0B1oD_1=yU>>zH%%4y6fe&!PESJzd0jw
z%;8+6Z2C@iPj-(0-+G@6<B4=t?8VBe2kA?q$$F{hMX0>dv*RB3+aH7yz?UiHU~*Ix
z#2615<WX)3KB?uNk#)ylsjEhlP|_D=eXBM{DgdGuv1|;wTy#>rlgBtOQ1N!h*h12u
zyZaXmjyBwSZOQ%lnoPKP<Y>2ir?9J}HgG1wd3nlkCf`oR^FmY45l^oRO)my(y(zNk
z;!hR<x&YEizHzldxEF<WNG%v=tY^SL9a=>6IB3r^eCG^(^1W%l3%l%9^{pp!X#VhD
zXGRv@!@2Dd#aEV8(kmFCkttD~QPJDz1o6%!&aUtgEx!7cG~CZGUh@gDGQ%#V5e7nJ
zgzzRlCE-*1T$v#IokNK!qylf+=!=cuz(k2C?=Elv&)10;Jr6u3KZx;(93JBu&SdT2
zlWef%Jmb>$*RNev*L;%<i&tc9BXgD%V2J}L1p|MC)p^rAo<8)s)qCI{8L8r2u|nKZ
zeVLp`gZV^KrJ)Xwdjz)fWRT^Y{}7TO`ex@vzgOuNRGl@jx3X>iVb^@rW_*_zC`Dq?
z$3yJn+1zj+k6xJJv2nF1D*3sgGrjAn!b9|hxnf~))kCpe&L^AyXtdD&(adTK)kUAE
zh&HM=Z>fvUs<O~JF2=hf%A#mBV4FAY>Ja~E^<*VEp`p}l0s-_FD;mv2oZmG#(%aJY
z;`9+UUxD>dkuw~*hew}%Rk{3vKVQ$;-+U{PYakGIr-6YIwHMz2&I%hpx7q=GH;sED
zF=X$jaA50eBCi^OGqjHvK-eKF1hCRn_PYpr@#T4F91m#G!5YxoNqo>gBAZa5d2je9
zuJ%N+woSPi$byMDR2dLD&rrI`?oR^BFr_n<9q5NDMR|`1HuO{_C6z_Xj0lw)fdRNQ
z)$O>i1D{{%PoewB6n%$*i<jroo(h`HR-o=i(w6{_I~rO>JS9A(1~b!%YB3KxYMgy!
zPWsyl>i|@Z<4Ow4PS~DpvI9sY^>eMAI))qI&Ot#*Ix^^SBsf-NZ0N}NU0MgM=~V=P
zBwrUu>F=zc@M5gigYG7jgUDp&8se(rzGlwAMC~G2(?1v{r;;blujQD`_f45<B@%K6
zu?!s|_A%ZKNK7EKrCd3uzC=dWzvx-NQBS)tibik?&nDF^`!<XZxYo3xJQV^saAsvU
z-aZ$K+(^Dt>RY5gpmm+<w}g28=K55HwJz&7l%|3tF)sL_^DnO!M8Tz-%Oc^1#C02;
zeQQBD_X^Hz%B`3RD?-AGrT<a1p~Ry2xl(cdl0hU}u`^AfY{y>vPqC7I=g;4zr6;C@
z)U^*({$5NikgO%BKVw0uP*aG%!NO2B9=|msWGia_c-nHO;~!BK|IoS1BFg5igV*@H
zy=jEVE+uen_@y$!I79m!fpVcQ=6D+D1i$6$_|8Ti)z@JPhEk5-JdaI=N=}CA6}A6%
zY`ZKbYbvO?{T#KDQsK*G@-(lUA*&2gl+m-+3(XImzb3hj3XW7UevXPuCT($Wi;Z10
zz)zUHvWb9B;j!a6s5f`2ufl!+2eTsL#?3FV^Si64%x`sP@G4kjXjg3cGL784>@7f<
zNZ33Y-9s)(GSnXvAWBLqpZbn@z&&EYG#htno(K3nfBA!sNrmCqdmal*wo*gV(dFs+
zRpL-Pb<B!O-uNTaWiK<v3qWNWCrU8$Glj$>!Kg@=<Fsk;Q{^0R$~aH$w2o$-53&9`
z%D)O&K>vezOJVe=6%~|&fXU#K9se<`CqfQ`8hl1Zydp5O6h@`2sHbxfS7lJi7x2j!
z{<Uyx)PJyy|IbFVHVcIsEFi;sy`(#|{iU4?PKF9u<X_nP;TKJI$~dOBb(lEIS&D2C
z9_{<k>+X#+Y$|QM)5yQ3D1P^@c}HmHh}jmhJgu>+X+1`x!rIbjbmY6k<8#2-bR~FY
zq=GJ3LbA1kTbNuf#lGk0W!2u3gCGTytA|K2c?h>N1d?OaJ)rFqTI2N00z6K1w8HfC
ziP&^tiK)NewaypW5itL2og?g9dAkbwVmdS)7iXj*UBdM)pMie<B`n1}vSoY)Tk~#!
zT1h&uzdG+2jN`_^aQK>nmvF1oaV%hCZruG>fHQbGvwbUY3bZMb`T!;qtgd;iV=#aG
z`Q!vZ!I(GV+Ly)v9G-pjN>L7r`^hZK9=~D_%H~FmK04x{5tx(@l!jWo<wA{o@b~*`
zF!CodkAq(tYW9LPr_t>HtN{Mf%Y~w9hO@usno{9!J`Z`{DlWO*4Ze>a&p;VGZrPUd
zT|JEyd5M;Apru1BZfAv`55R%&T-|m9l*S|B%7IBTywcETBV6=$%}u>#+whsIB$-|H
z7LY}9&(Sq`8K_31)){o3MF_}u^rYsPkI1OyJXHOG3`Qe@-S#Z%Vd)|$^>@NOu*sYf
z{cYRP&7VQZ|BstvBym?eI&Vqf6E<0|*mTw;{oXJ?lh7B13WP1*o?3nvCZ^Otm2sWs
zNSn}kPH82(n@ALBY^GXt5+h`SK{9F69Q_NH?p_}AfX2}17fS72td4VO7+uIcILmMT
z_RT$9-Ipu#0eb*LhJsMTR)E6$i6PTS=xO4SE0$V4Z%oA$P7^h*STbI|=}C<_9V-8E
zP4v0MvoLC@@u=<zJQhesfXs&;&>D&eEoV*>A78P2Fmaav)jdsIyt0Tpb~=1@E-Qal
z$B^t)y#)<WxG6>V;F5Z7?Vmy(&Q>PUr||Xal}Ag;;x77+>%lv?PdjWp&&rQ){29MS
zok~61Y+B}Ejk-&?XLp76{TAU)`5R;b@9E9F*Ki3+Wl|C0H|8`(cpwW(DyH~4gs;Y=
zC9>(^ef>f@Ju0uUZ6ptyIW2`<E~+Dvkxs8n%Tx8^HU^VRY`FA`_(bS@El~mvTsNyK
zkypy!UH`}Vx2D(D!4$i2?ob>#p@Q<*9#Uxrsa%Yr5F|#U^e{Jh$IJ4aRbq>WM%1ko
z+GHg3@NyPw1p0&nz`p!tz&|9h<=5vAU7;)XsYdxNA_6Q#y!o4j1ROkXQt%!H6OWk$
zxcNmVb<Chs-scT)|EyVZJ&Q%Zm$EvrP=Fr(*kGs5dqO<7M3W_D>^Hn=8t`&OqMfb2
zq(dU(=S0|c&59RC6wNBx&QWB8S8+zH`r@-55MF5lR4VQ^&$grKC!!qw%VY8Tvvi*m
zL_6ocOfl41weKS<fM{<lOx6w+qD=gVsoJu>Ao%GeK>xn!3!QXnl9mjw1ufGi!$RpL
ze6PS_Qx)j=cFs#%Un1Zoyv!M!tfI+FOAjL`%f#+o$FV0+@|Rr7<Ng2yA+eCkY^J?w
zZugOar$^eVZaE|>oEs)P6_#`p_}J!5b?%d-e*;U{N)h~i+e?dF&q5aeq=YQW%<6{c
zY%mR;RIGmQCXmAB=mYH)bziy(Qi&AMD64}v*BU@7ZxK>ORmSrziXDo6h)d#wrK#N1
z=Sg=oUdFPAafX2PhotGla|^h6%WljhC0@b*$4B}$He^1or6M}_DembH0btiGr;@d5
znmJm|(S06DC2zsJ$~t-w%iux*Z-4n&x-`;bZUHK1_F+1fJ-X#7!Enm3p(Htm-DT-x
zPj)cuAzwWEy)z-ukQr$tXY}Tu4S*m31iK%YP-0Zm)iW58$s4byvewjd)Kgyig(3ab
zhXpgJ>ZGKhIusTUQxO6ViH4P@3pb={r*dv^h%+`z9Qh^}z#fvU;Fn(rcE<EcO5G&d
zy)A09bDI@GJdm0D7C|6X&uDLUTdpk*(`K~89o+g1+h4BBmN>?9!`>Or=(1v5)rvwR
z>;~-$zM@z$r_^NE?1aM}Sga-?FY^rgBloUZ^I<{~(Gl&wv}3l>tyc^Glrm%Y!)&8U
zuh#q%GwiArr)h~OTbLtTA2&+$rx~#$A?cHSj+|H2=7Z*n_qnnK%iqny2?=@0n6pST
z<>S!EkK8D7^d|Emi6NTf{v*;M$QwuQL2cco$62pkBeLh<1@uOwyK_E%cf-=~6;5~l
zbI+pk1Bl9EvESaK2%KfmLT!6B{5beKifT?mq$wFpn)-2;IP!j2xQ#eR5f4ASi7SYG
zHK2HyDqeU4?erz*{{d~ic{0LWn{mnIN0|p%RE)60jo#t@8V$W*LD#kJI%-nNkB^ho
zO2-)8#EmAkfLkhtPpsdSS-(rK9N@GhzeAZDghO$~#+bk7qk?myf|>rd(c$lB$up52
z*u^geZj=f)%5lL0L_>i(v?Hynhbw<#=N>c2c6V&kV!SI78V{ZXjnb1F($~<IMUU;2
zbQ@)jt=mR&u+P8cNvuUVyGALxMp3MmjRqLX1EZITt!UyqU|e2sRVC-qIPc+6&~+gB
zmVkHQmnZ6@v6qNHA49(eq0ldhZ(<hD7+5_V)sOWE#*upFfvx^ZqmD^(71y^U$r6)F
z|Css@6iu0kw1*O?7>EU>!JlH20WT7@&{E0pbr2ntP|F86L(f$p3oQvxfZ?%$Y3!{X
zp|XKES-ik^JiZ0J7%I}isj^GOFgz(i&IIxW%8*FM<<=fN0(5}tIA#%kCSx%`l>RQA
zpT@889o#5<rUWSffF*Gn_H%`A`6%e`HxXnGKhX8RpzXZ=9+%dCm&IQa@XAtaKgB5b
zm^7W4%kR5&vJtc@<zRrv!k*gwZ_c;SK+hOX|3dJPNZ(D4AIEzML4osh9UY8>iH^fd
zZJoS*DQV;(YgecHEr*LF4CpX%EhJ&su@7v)=in<NE|tc4Uw=6?fs&ohWvzN<*GJ*q
zIUn|DJ@0=Xh5t>d1cm)nxpeV~ao{>K3d|ZZB0{Ky@g^)dQtcR0Hk0eYt8d>$m6EwO
zMy(WfnH4zgM_A~P+A-AWOiRWaDvk&rMWS7`G3S+!p*$~Pwc`pR+OW{sAPO+SHxRLI
zIwV&;nTmZ2P`D{hFH<=Kq!Nlb4axMG-p{B}`tnWf@crZ2`L3+vQ&$U33Q_aUgU>$9
zGvk$_jbKk|Pi4O8w#KD%1|wVKkLktMIJ|_P&SVQwsm!ocsG*LU)?&4ZCpyOlIUnfF
z8kIuo>q`x*Pd)45+`=T&42{wmaElRHxxN@5Aw3?OKwVM~qB*E1;tK78ny}lgDDHrG
zk-N?(F}nOzE27dv)+3m9UZT-z&S0b>1eETSW4nLq3Ak5QMLqWZ(PlC67|19Jt2p3I
zNf}{ZZde4XX)_S?lbI+7A#Y+y6IsVsM78{JMWHBzSNsE;Oy2~~(iXCM)Wwta<ks+A
zfxAjz7JbMM8KiU_0Lg4b8Y`)CRgLab160d865)TXs-Qnx+|~K=!AeSGd%7IEzcH_}
zH$A~2k7u@&Cn6qF@+4n4N2l?t(f&1qT)Q!}upEbz(i1Woo{PhB2dMtoh3*NVdcUC<
z^5L^7%S)Q$nwD8Gi#ZVI_|KS8n_DR@RM9)bXEYkd@V>BsVyNwT`Ui_FH{>;yUqy>~
zMgtqC-p^JDu*YNVpCc$;5Q%j0IEbq=RD9~wyRcaKUUq-=_3ymv-!bU8a<!kzEidaL
zGpk;3dRp<<tbJeEnrcIGYekjg@~Y1%u0T<@ZRM{?_(y*6#)wWWicKz3wl<VoUe`t5
zsTxZ(k6=HpqE>R<FzBaaoXBWz_)SWtGWFN5)C~kkvAJV}M3-Y-8#U*GX)~|j+zuRP
zh7n3dI3}W4RI_{&GYOX#&h8#1rYn^(nIPG1<u8g4Q!R~8&`o*94*@k~ItjW`--^ps
zTcq)BKZ67*kR#Q%*ovQ^H#*lW<Dx@kN0A|wTzzQL(Jmn2L12}e(|hKPvPUg1*zw}-
zo0sR=zC(#spvnfGb^cNE$SEFjwZ9hb2rxpp(q;%?2OveQ4KDP-brGuTdOhTR8R+Y?
z+yg-#Oh}6_G0Zi{jv$w=gWzTu64u^FUL2cm1KvBK7W3=K$MeHsyvUjsP&}XSDsI0l
zJS>7D-B=ciZtfvD`$Db(1vO8Gf-QIxK2MV!o9d>ZWz~U2Tza!E^We}U=YV(It|xsh
zzAp2*;Dk*=az)P9KAGOiX-*~fQzP}lpmem>E0W$gV$7bXL8h09FW*nS{}T?1kk7@?
zZ=@>G;AfjhHc?aZg5ic<6hor1P*B`gCyldfq3p8Xp8`-IFD;?`OAqyXNJIKLr((p!
zOAa`SG=N4tfgETy)mROboC$KP#0(uisyz_TrEhlsH9%tY1@gsRg;6uC;+P-BzK%P9
z4z4goMNTdw5}~MRXn?d|aVhqb;@jiU*gs$xGQ!1Ei!a~i4kuTs-CzW2tMvJ~w!BPx
z^-zE_J#yA-Ve^l`G)JR!QbGKrA$bv)sqEG>!VnuFix1wYOgV>NhWZCk#2RFww(6lr
zoLy4%+Vk&1PaDb7f?0bQV4Qkd(VCY6uSChsAh|E9fS$HBjqp2%L@{h(dk6~K3IMj>
z2WiPyn+ID3<M3v;M4&($qhw6$nbFrWDEB32Pjf2Xn3m7Ut?Lak{@gT@tt^5~;M}J}
zjnClQ&<ri>($8qs*8wJSUbULx>lRrT`(nP(gn|0qkeqLan2V`~IR51$R{&oa5eDtr
zPkU$;C*DPXjCTm=O?dL<jY~{OgjMt080;QWnn=DShYV3UR2+GJt=wi<@7=tZx*q1z
z@NKMD{>vJh?&=-HQYn1~RCLMuV)mGbBaPqR8woNmM&hYBhq7du1TGb)wh^>JK}C}g
zf3@tQG<)O*;>L-hK<!YG$oIPvNBSPCj92n5y9petqAMR%hfE_n<tN!kX<;qnlX{iI
z86J~d)PeGGhl6C91x^)<LX_6Qrlcua*eS<gGoMR&@P=Wm<AOvAUr}if_}i+%g$SX{
zh${p@K<+=SlAQ4A9GgS%-L_v9ycM_Yb7FsrCW%^{OY5cWn-N#Ii>fLsYg^eb*^M`(
zI>f}Py#VhDDRjTdi`Vk)-ra7r=59<E{;7gWip{#0VeqWq_CoO+X@?nY6pO+6<vj~~
ze?>o`3;oVa9P7#<weLW$2aC+*SHG-$lWN52d!coJc|u!QbXnel>rMO$)mp(vLMw_=
zG`~K7=|We8b0@wmty$4r+&HPJ;M||sIA_O#HH6mpcn3>gB3mR2xy&<lEajNaEuLg}
zSL<x=;tBOPfL6lOixescQ1+I1;Y2GA@TL{Fs%25?Qpc}We@&roj;u4T`N~&<Qou2o
zs^duntAl8Mfb3+%D<>!UR-B=5E6&d%$diJRE*i=-x_?2s=*=~S^T9!$?w37b)al#U
zEkbsd=9jpH$WX4<9s$oeo*6b7L^#{PU}COpaPl!)c{D|2_RPTH0%TV{fVleN%s}cq
zTo=Ooj`!hF2HQ2_o9<%p;RDQ%Z^iQ;{cRl%9*q>F!z+6;^I6L^u86CMxid4&DXIcz
zP;nP*9m*dmDUY~RJH-%O7tWXs3>7aj+z9u0EO;{|YX7*=_M@eyUQ4o|_kHy8Q}yvx
z^;yjGq!?0R_Rw^!0yP`20Y4WnrEp}4EHJKvo3fl5mSoY+|Cps(z=Yg<>m}?v^B5NU
zWsk|Hn#reH{zGWW)l=&gZI&<Y7G?Mj-hl?QUp)Kj$&16YLYHsU{;gn;Bx%y421&*S
z%~ryd1y(BJo$|#I-KTnVyEm@d++Y7=6h|o_Z1i6vP_c@?ma)(0Y0engV6$cM*x9s!
ziBj5C)jRiB68x<l`|=D=e=5)7i@XltK9w&269s(mB3te0JCF0gMY%6@epRnPn4j-!
zltVE2p$k6X+%*hLIFef|KtfXgHA3Uh8KLsmmgp0xN2-KG6L;Xn0!yEIdIF|8P4t-d
z89bzK+``7qSEm}`fxN>0MahL6OspYthbB4@77XSb&ife>Z4=5KSB5!kw3p-?x-;=u
z^N8|?YVc>4(~cf{g;?<Ji7%HSNb(X{obdtZrgVu3-a-VtWebpYKqxOeGlR#_s+D(u
zZf!11jsR6%?-M!h?kNTEA)wJwo4B$FVC9G{fh_)@GAD>V(#2_CC$Fui_s5d8AY_Wi
zCSQ&&*SoM}4Qlx2q2ulaoy0SCuigU&B61IU+kk2%fe#{JRC^L|Tf^yCWFA6c>5tSR
zrv`(}>$2D_*~beLaZ7R<*1330Po~oM1$>u(blshBUjlt;{=nN(wf>E??a4=vdv^UM
z#GRFeA2DRp(bWD#sXLq+kd7qZ$`flJI&T<WPc5_R*}m_Y`g5b+2iNtfq3eeJ^;DMJ
zq}l(P3jYiD%>e|=%(Y%#u#D>$y8rTq>rs4J%+1O0RDQfb`Sz2!<p<hYbBKUB5B%i?
zDEk$0p`boRNh$WFz6o)Jps%1R+)&DM_m0fPc9OuSzC&I++4>fe9rWXJ<euto9uu(&
zJ_{WkvDJDBEjn{+3al#YOMjv^<#*{lSp8=+_Py6u_Q`Vzhae#Ku&MXrG7f8AoFshz
zR+mKQk-y^u$#(5_ZM`6sAVh?aWIJpDKFh1iFfnj8ic~B<gC4N6rOmzSI5ABK^qZ26
zi@A|%*vO+*hH(k0<WKa@v-6!$rS5zXn#D~y(0_gxxcBjpt9b{r)0x)K@U>7{u5(ac
z{QbMAHXU?u)Nk9Vv!}7iGA>{KcqJl@t6k_3L%{X$Fx2)POI~FKOBL^>mmweVdon|E
z*7Lzh#kW+mi(e5QW$|aRt9;Z$KKb!I=3elcsrUfe7gnr5((V$085`{=sk%uoPg+dy
zogrYob0Ir1#sZ`KfZttF$Ka(GFZnBE2tE5Aru~2+JIX$K8`~VUr^k@++vVRPYH-eR
zTT4imJ1u_b0iIH==R=tktcd%6NgsM{J_IzT>*knwJ}3P0U#`#4DDR(1lDjT)H(|ks
zdV0@P@!An1_2ym#KP+m;(vxagzEO5$3+Zj>zZ0!>U}&uxs!iy;(Her2#%_Kj$Pp#Z
zeX0S)t{_ScMhC)(dcrDax)}5u=J-6A{;18TI*<|g83Qz$+=h-QFPcZyraJwOq>}m&
zFg(gAN+g%u=L6gPaP;G}`!YucQo|7c8ok(j{$|eAR9KQUHhh^5eoio(?qSCR)kSkX
zmJd`C)2u{Bb&jqx71;enIL|hB3fz2>Rn9QO`jIC0moNKgY#nMk&mVMn;)*6%LxDnI
zL&_KU>Y{T^<af_8YnWzPIA+|y<x30NNguersE~SL7$9Mfa9L8@LTK+J{m5emE?-*&
zCiELpU<FRcYJ!kKR@n+hH7yKwJ{hY3?l1vdiMddS)RB3_W3=z;+M+Z_e-CkJ=W_9}
zz(hd<DbjD%)2)N0Cvlxm&S(9n_MpcM+GHg-RzY7odvT;CECZ!Y=r$RdT<8{dmf}*b
z^Pzy0sWKmQ!#(HdHKFEJy@s;vqkUj|nxDvaRhwHg&qeNxC&93Yn3Xu>*KnY$X|83l
zJ&HS!E4W?TaKqoxIn2*8%Jg=WY1GUSd}GTG&E_ACpKV1)<$Of+@HJKhyM(T9;EY12
zp{OUl;0&k2+OHy{T2>M(@1rP7#xV!e!Ghx^G>b-xMWgIDKy?OGsKJQR!2k_#86#Zd
zj=9E7o%(!vyn^!-{oWnX1&wwslP@;W1aX6%8cYQ*Z1e@+sDP;OM<sWr=~5;*f|aX1
zct0rKp1ug@s$p0>6L<w9izB!vw>b<>^Mqd!@;we>(!ulzD1Aqsjx)<+PXVj`HvP(J
z<}?B2E~m&OrAAS?9XiwH7-2^SG_WY6c*xrv5s72gm$AxW6hdFB<^Sv4{-1*iHfTY_
zgYv(QU`ovuVg<4n^;@9#phVG8j6)w>;S%=`3@Qs2gvOk(QmBzpH+x!MNOQ-W%X|3|
zsbr;4Bm=ZbXnedb?*hs8#cSs)I+WM`u~s$ff>2uF%O@f;3TrY%F$mXp;_dUDJt;k;
z1aDmgE9IGfSz-`TJ=SdD=*x%Trv6jimiv@Ik?Z)aQe=p~$Ax}J4ly)<v`{xwahZ7=
zyI3J3WtbkqvnbvBoK0YylB{h@y-x@S^1i&Vny=1E(j@p2qSUk}RE2Fj%L<9k{fc*Z
z?Vtui{7Xv9ALrr!k|Cp3J2_ad!Zql*M-^&A<c)N31~88M)DyHrodK$0MY**$TIkva
z^nF#d(5H3s*3+{CX8myB#JwuyJyvg0%#?S8FO%xcB#uqGy1d>V%WQ_!t9=n?i4N2>
zAUcwgjg>`4mFLJ-%csT+11h{Q0%tcryL(G4BO-*0V{YfJE`PGxK_h^{ixK)y@r?`@
zGKXfAEB)k}09@oSf#g;R(?nWvEx!Syx|@<FtdZ2R;MF?KrjI<3qPso@7$3-hMc~yw
z8F&PR^d@x!>{C}()^grLA^sPaXsjXJ-s@9;NrXSlTs8feS)70Qm80Wo*5gz|B-bjs
zR|uGGbe?cU&3g^9blyRtGo>9Ko!9fY#|#R~o6!M81Eg`!k&fZBoyU)tVZ0cqR_B-U
z2a7dxSR%Nf=D3Kp@4(<udlOiGb@R7J@)9v3DG}azIebJq*rLU0<Jp$c#+M5*;8FSq
zg}gxDp7%eYE~Fv^$)zW0kdvBf$>kV+!O;4a3)8e1dg^G?+^S1KeLt%~D_mWs3#&>z
z-j|12y@%#~95iz_x&NKn4El9$0bGB4Gtu{q2!Aso#fFY`XQfTYDZFQFj$As&eaYDF
z$Ri~NB52vS?)ddw-^n2J2rKO(r8$A#h{-<PCt@Ar%eS$O;mpAk4fLm<Q=P6fL%21R
zE2>E{lpMwl18cQq<yERghujR13=lQoR1W9GFh$Gh?>@WFuY{cpHHpE=GAZPfq6QwO
zRok-UiCw@|iHeldDWd}_Jxp+;iNVpeTmisA1qpM=1n-|Uz<1{gP`_2AFc1E7d8%1U
zS1L$J`%G~8Sp%N<Ty*cp3R2@P6TD{p&lO;~Daairm}qQ}?wgCI4ppRJe=@;zLxc3b
z905pEMaujN6WnfK!1EwSAi3`Ub<r%BG`}JV77k=32gyByjL<x-(}wl++ppO0o`z~_
z+v4rZjV)JPnE+}5qVW_e?uDtpPYNx2y-_6bxbi??9`q5X4xqx$hT4+%Ob7F4%5?7<
zkZel8ciSVQq?IRwDE9s04nVGf3TbF=aJf-us?zKf!5E+-LRaTlNyHgA3SCp(kp1#=
zJwkZY!ZMCRc(5p@q1{+YJfewt^$Gspy^PgLMeSv$Eb0mn=k&5<ss#<@s_Pm-#_nam
zMZDy9I$4haFRM6F;RYF>lM&o=)iOSU3jH5|LC7ePI30w7ZN9>0>XkSNtjw461j?K{
zyJ&p5K2f$0Iykz;k`NT`>8*Sm%o(BU?`VeSJRQTGb<ppZORJ5G)3uLkjxyR3-=_2b
zI_EciZE+-CQh&=GJHBFpt?`^=JqAE!JC8ruOIz{ENa_c=Gjp(7Q<X24yp-p?7O`=X
z`o->8zZHcLsKA!xCpgg1k^5~h-)8A2({CyQtO@vklmCAYYzGzCM0^T$=m^Nu72%Fm
z2-AyYc<IG3ywXywa=Bx7Li4T)a>xBQk+{2630YDexy^{rcrl>L%l?$W60h;>1x7Nl
zyu`W)Ay*Y2z0G_n8p8%eSwL;~$d>+>0iHCk$!{AAHWjvG<8HDlAC{;dxXzM;0$>3}
z(4}(>d!X{Hu9oDP=)(R-(PC)mF-e;0$$@O6((XFVP+serCmpzgZGa)GtZ29HJEsQN
zrJA$7ht#vk-Zd{D?W%I6YlMBY_vknrbV+sFU*cFzgX1GNCZgH?^M~75MrFQiAG{(r
z0y<s9y1T)_P`dJK)~HsQOp{FwVgR_8C-F9J)eps+k-~3J1lF<AyAPAn;@r}hp|D2w
z>8Dj}wVM8$=qp>f+MxvkaMjZxCUOlKp%>$}(b14%<yrn^!Yw&zjITB{4s3vfFl;)j
zP`cnL<mqDpQrF>z%aCCNw~#EUhbG3}>Kz4_IM(&jmsDuKlzrpPy!`@t-fW(2>6aeL
z!QX4lm>d6d$m~<X^*p^fv}#y4tCD31Z1@Bh6~lgOFUpyfTx~It^1Z2rEC~^4`7DX;
zKV?b_5fE9vmx9<|0u#FR|BuU#*cX>P<9no`5;G?Q9oOaN*&Z^3Ctgp&%n7JoTf<F!
zU~g#R#&1)Ae4tq^XJ!u547))5Ttdrx19jOplp*yX1uMbRXqZ-%uxqXODf{M4xFA9`
zOxREz>9~J($cvhWk9KXZc=As>(?Hs6TCZz|t9ua>I`ML)Wah%8f0dL&C8*jBLD+34
zvbwP;JQG3993f^3e&^WB8hfK{F-3rwiK;+4fnB}e-S6U^piE``V?bkqQgu*1Oi<i_
zum(`qM@}PuJYqW<3AE{)Gu@G_el&a_Ee15oV*<FEveTX5x6I(Tm_swEI*=(8>*uzF
zk?lGL+DDK<icV5hLr-gYnvsF!K2{3fp<Kf5E-s#nF!sGv@C*C)$qtsP;j6s_CEEX0
z)&hy{^+G(Hu{jR_TmAQKD+jC*g9ta48Zl<|x&LTgtxl-j;3ab)U!nX{g2f~8CPC4r
zT%X>eTAnbw!NZxNMVjs?DuhUK-wfR|x{%|v!13MGL+_ZdaUPc18Zmrt6(TSqJ4*9=
zb7YO4ki#lVX^`1c(r4O6jND_E-!aND29bYKt6Hv7YqSSYCu3vcS-E_aU@TcT!kLMV
zG&;Esk>PL>4~u-V4DNj_d^dp-+7X8X^|%<!6wFU`j8|FDwNVIbVG5I<Et~tZeRHJ;
z<aCL~!O-{w96xggf5xEcHnFvF%shQoErQk26!Rer8Mn6b@HSe6DeK`bN=dZ2{<quV
zA0;|*a#(T#jc`h-o?k+8TiE=S_+YM-^|%KXM#W!`-oaO!a25fRV@wu!lPIcemJiq@
zI{=={|D4CT$aab}+hamxJK?`YA1s}IS#Ge_VE1GSBoPeRZvW>r_Vnm)Ti%DNY!8fV
z0~Fo^-Ipkp!}riYMQ4`mJlPwNK#?6~X}%GJhmOR4@lM=*M~0Ai9Jtl~bA)eC*fSNk
zc}vgn4sI!3xc*&E0UGxsxs@BF53bd6k9y25r?fyr<|Px;8iaqku%617OI@%G3-`hy
z^Fo_7%9FXrBlL#`n|0`M0j*;xTjQo>l1vbLwwq!{WEIF(7A50HtuaSwT*hig@>CMU
z^~{djZ(LN@KII|*Q*3!MHPDSdk$O2wk^0>EjzgUUOU$T0LPM;jmLhfT3esf0rJ@lM
z7@B;h_I!F}_$8pRd!3W}7@1?<aH={&#PJ)n`r|<OvkJ}xt8)wJ!d}^#50^Z>1t|~;
zMS9})hS?=6vmvww`_!_^i6%pR5m`h;p3cSO7_!Y6^H>WZlcg5m7#7`)B|V-zNUz5^
zOBG`W4sN#$MH+tH$IpD@@ORKb73bTA`%Ed-M7EE?rw&<}&eO)k5ld0w<~Kn^gAAR4
zoakh&4B#3<P`)ibO)S^IERJYPENvOX+mI0ixPm3>N;4`vn)SuvAXAYf<WXzGSuQG!
z^_47ciP|gp^-DOr1Q41(TMp)YYYbHxDp_pP8-Rxq-*=AikJ8*|Hp1L4jg}{h?^QT!
zsu*>@xLseh_+DcRno)krvv1-7N14nQj2?Z~ZQhjiD8QZ7!sPNYDu^we&FA2i)2#8j
zaYlP8q||QGfk6EZT%)}Nwor%zPgpl<UkcVmSYTs)EmWGL6p?GWh1rO@$BH4LE|03=
z-HIJP!HeBll<@t+#f%Qc4((vtuWpL;Y0KJgmxxD=?K}ObE_Y^dO&o36>h`_hj(6VG
zPR|rkl8DOv?EDqo2(MSj?Zk81*-AxgL>n#qeLy(pD@@G|h01;Yf)!nd+Bsf}y$r-2
ztNmxJt@Ez`N9rCgi**u<j5Sh5AItX3So8bWa_qC<<^0G0HU8)R-#HoebYKHLlhyX^
zB`CN&?k1>Blf^e)9ayeF_PJP}z3yBju;@xR!RGWF@_tbWRQipsgK;p$uzW68`CqV#
z$5tvz*JLu44QK5O+jKFKqteRvzN|~Oh<TYWfohcvtTQ9>#g~<(S@R>A(4!;vBIRv9
zeAcPbI2hvvo(ZNF9Ppeq)4PgGt$7bS`t=vbLJ4OnhYkRS%S@n%yqR1cU;+Ywf+saJ
zn@Sz9!Bw(}R8rwlh8e(Lo#T3x^U)=>2nFisckA&BnOk}AA!mfJO37!?t?S}?1gvIH
z{%Q_TEwF0V6h)GC8dOk=V5jmwCo|<mO((r5Y=f-699LOjSjW=9>TUi&&HL<cr<3@E
zVNwvZ7NW#AUF|!E0Z<H6vRJC7d5Y|iMz?p(tY{I3`K#wJTuW%JdZ=rx{b-UZWF%qw
znuhiHVo~|0J}djYLcPi|blK2v4_JnFy|RxQf|GQj7q@SHZ>?}FNkwmETljJ}dz5<#
z`AR~U6HrEtnDRGdH7tslOM)JcZgEs{Ig4&ikn!7VuTV5Z{R|^6eO4aow=d2mX_v{0
z56<cj91YJ0wTy5T+v`6J%{N<wrqENy&$_TgK`+trXhWlsQ|I!$mE>r5@!Y)Ex!Y%%
zX6UpL)#Ewtd*8tYc1FlAAlSF4wZ>*1rITT5jk9xWJ8bWbjgjggL5J7ARaX@PR0X5e
zw6*Xpaf0FY@7VJLx4}n4<Y<j^@UMr5*9614qpHYRQC8|I<Hg%-V%AZtf@m`?S~y*X
znI~oZa3So?1^WdE6*MHv*o!RxxoXOtZZ=q?)&eqt_%7<jt-eU1S;Xb(el!{xxSEvz
zn$t4qe09*RbJKF*-LaJM(_vdH>D=u?8@Oim<VEY)Jkn=VSU-+&7Eqa39&J_fgunTP
zwVYKRaGNE^nEZe~-$fi0Ll25MPV#Al3LEDSA*hFD#MG#NR9+`~UQf1GK?h%sA#THB
zulwRiEg6&zO8vfwg*K^vk*HR_Dfw1(0lH44#Usz98r_z)FwXe!0Qm@essnM}4dOwj
z{Xzxy9d5LQN6YItP@s=}Q0K)gsW6B5D1=@44j-E|ArKjU<b$ra0Oi+!0C&J0CSr>%
zlxmiD8*3E-XayEM%$u^X^uZ0o+{&F<r>HzKgyy4K#RcT!x*M(tL3%ys6xX2v6Q5nq
zK^MLrHESLOa3>Y?CXb@RU%?Hjz-nV@9O~X%RDLO|N77z_SeMe_6%R#sIDuI<5Z~)-
zjUgO5)HEVOxH{)EntQn($K?xdO_d!K02=0Vmd=An5mgavs_|v1O6!oo{N(Z0tn)S2
zVwPuHN1W9dbp`pE;7Co0y9u9HwGe6ScuOvOrR9#ZFR3pEpPYJr?YY^5*L~1!o8-&5
zqY*WJ6qs-jTd6dT;0yCmw*9jhZfk>4_Dg#zZ2Ux_c<bqhbS799N|=x`jgW81l%y$%
z*mC(0hGBbA;jLG2_-D(qe6t!BpZF~HSY!ph=L@R&pZ%|0ul)}{z973S#C}$w9n0Xe
z*#BoE_F2aN_`mi)L!Hi_y3d!opLJ_LtG<c9;UC$3`@gqlyd;*PE#Zb|OU6x(a&Oy3
zImcG%qc7$n^zyLst3hd?BD+{iof4?5y0-sLu8(zrT)Go=$ZVwyk#tN^xZD!ecS@wL
zm#p02s6DxiO}8xOdFKF7gmPIUv-B)qIO-j_Op^twG|Y%(u)TADAY1dn`XR!!KdA8^
zmr<z&o>sCaZR$dg7=MhivAreTlt#SXG(rbENY<iVL~B3xeSq(LU?p><S><U9tccQr
z*+D2Qs<yJ#>Rm!m@vW75?&QbKwGd8G;gw5jn#WFCr#I%*oUWDYGudP1)KgCYQ%_{x
zI`KBu_Co6@PbR;z2*0Eu{Z|I6UP550Xl))y$~v;(`U{{?Rcy9q&q@`>4!}?Q6ZC7+
z_ijx~0kcYc755SI4wYRpK-<go{wtWu?CN#o`iRx%RW|{t;69IYVtDamHZlx*Q%XhB
z`6D0C8Hcl1Jprn1t<LnQgaps$N8_@4kp5rtqbV?I_DHY(H^6CDsk4M|5K_1@;}bfb
zJ-~1|F~`+SpE<-Yv$bR?5GP@f#DpByu<9!K*%!*Aap%$su78~AVQonYo;|pYrCid*
zh=rx4vB#hRpffffRx~1nrgY2GG4QZ7V8W+^A0%Fdf!-xm)MgBI@dtF^GoIK_g65uV
zJYsxnJe3peEvR_X*xr2~Zbv)Xluj%oK))EH2IGnOy9kwUK-;xb<R07>5>X*v0Ud)`
z-+!Ak5h|N+X_FsU2Hif3T4BX0<t+}>FbcPDw#_=-On(Jq#uWmdlRyS7@R|};*-#JI
zpdEm`MPAdWW+9j^8*zq>o>TaX<x^GJ@DJF0VbXwbcJKgy65_vw$Ov}uD1Q=p!*?pr
zT0yD9EiWbC@-kN5mURme)$7H%RI=Mg@JztYd7bPOTC(~Uc<KD0ghm9wM{t}aU)}H#
zF&=^Oo^ck}`}R6oJwiA|IW`(NE0i5K9`BF%p$gO5jX=Pf!BPac>^)8$h*Tog!7_|u
ze<yq#b&Hw_%)0ypWb%n7#hzVk%5~H`5Bx_h-2~`uRLT5=hBdoGPEvi<HMBP&_}k9Z
z3rV4Zp190*>o1!V@QPvA>adKh3AnmTwPLEzA*Us<1=77)Vd(?%XXr3G{=fyH@sP>e
zzA3L_O&}K+EIobCR%&~rMQ~-<DlHVp4JyxX=rkU$!vivU+}b0HmovTgrFH=>A*3#9
zWfKu%Fz|GlQz=ez4{l}6?JuGDQ5W^(+ZMf?7c`CfxdHXk4}W1WdWH#oUoOEacPSSx
zxVRA24$1`=SlYnaWLUvDt31dzrjpd0X{b)yKFP|cvehr1)~82%c*2%6y#@T^*Pzb~
z$-c_^)tz^9MDj~wuEE~djiHi>AVC}V2i8`5D0Fl5*Z@B>wUkvV(G@JRp7-4Bae%?V
z)$mX^1JvXXPB{)%GWO_$F2!1dQk0e#5!$x6Y-aNV#NE`AKTTA=s$)N_rsCiIV(>y^
zs%3_<)MI=ygVw$;Ag%SddD8UVyJ**eS=;cR{uKMyddG5m{q94*yd&jb^zhV<DKJWd
z?k0;A1bZ-VGX>Nf`s~F|A%(xW({xeGJk=k6vx-aBkrBAz_XV|rK>quh>J0`1l|?pr
zPcYIQ2JVXi=YkfOVuI#1VkmX$tpuadDbtm!l+A-y!pvL9_U<+I^Zr4e;c5|0l}P`;
z@OS&y*xx4uFRY$)Xn00fzYA~k<h`)^ke{~l&hmcOR8NUxwewAa_n}3`_It}KjZ<`*
z<6?#_g*9X4+eHP|xW6<V4Ob;OoN0VMy?`5c+PMI<6%_^~0<*S+9$$Dz|9F*>Ino<-
z1!pLdtwz1IFCNF%3Yt8Lk`RU`8eZ<3NX^&KieZiY;s0J~c&>+;_+U7Ly17Cpt2A}5
z%qMQF(BixzF;5!}1~Ti>n~>FnFIF^GIt2-mzZsYY!aIpH)shhPE6_951~r>bRjX_#
z>LYr>_-yOGBdDYi_=F9=Lt!0eCyXBxQG?02!jF+^!sK{SjCzihfAFGQehNPtc_v3#
zgWoAbb^`oT0Qe<GY(Tco%vzzaA|{6vlau102rNMes+4}7|M61RsaHRzS6{&W{AJe2
z0GRHi(V?N;R4U()8ea#@n!23vRS*9kEaQK6dt65kYbe&DK|8Zz$7zWZe;X$9HZ1gO
z7_MM8Itij|SU>LIjAf_7l4W~t=ZgnFIvEPn`~|PMJcU-hXfNUV3qgcAK<#MAQY68M
z0FQ-OY$C)zBr&YtoI<_KhpQ-CIAC}y%SEltRPvLXM{>?K_gI}cstRPihy_ZdiKN+L
zRBJIBHiXM};T@U<*u=Yw8A~kLkbt_C>}=5-&g=I@Z3`R+_Av}Efb-fBL`xwmMy$e!
z4BB^5>xCNVHP8I#=b<T8BI*xOyl(-Z-1EML8uOv~5oPe@vlfg*-pT_}>)pv^u2)I<
z(vDDFERHZienXp5;U0vZaNw%U$Twrfo4yB!k?&FkXedZ$(vei(pC`ia-*W$54e`U&
zno8x%ifdprLb-P&X?46W5p{IG*C!m_(^l?!fKNbV=fn)URWYYpM@~xv$#e+)#snRC
zk@1mt9H6#&q90%)?Mn|35~La}*jo(dt3?Q%H?%j*o5I~TW5vyVnH*B5ac`;|Pq0dU
zcFuiDVfE(*tP8(5r<AA0;QsgO&}64Oo610=t;apAGPC^vN}<ZQR;ug$kwtrK#|7Wb
zyp?=Mob=ZV%4t+g+yzR-62xkV^Fg;n+)ZCrh-16O^qr$PnifspPrG+fkIjg;=k$>^
z)33Wejn~@A8TGmZ4X`UR+<BRU+HW~;xh08QUFb`I>%U};!oMB7KXi(LSR{|!9@nAn
z9Ht}!*U($v!CQx2p{iMNj^$?|^=(eaifDOj-p!~x4gm$~Ekd_lmsumJdl5oHm;U8B
zI_+5EZKtM6L|$|UgPsIpB>+L@T>r{v4Rt&>5Qk^%%TD+bA;)Xf9$%b_AZ<<HnM&zg
z_%YQI4h^<l^gPPbo8NEUh`t$8FZUI7pZiol_%<tOLw&v5Cu2FT$@qw#n#K<|5tM8g
z1w?Hx;p?Km;QrE<;Y0t#msx3$x^o;c=mTQ95wBxH3cR5-Rc_O4R)l?fYP8gcXxxv8
z&%s9tgVrHRQx-NYnRl_3CZpDKn5|xVAJ*5qB{FL{F3S>8Vdr?o((vO5#*3CFJbD|^
z#XgF5J#}nUf%WzsZB>yab`gQdjY0V2mgY}h)wAzLxn>74W(PW_@CTuv&dR74kh8+9
zF2(+T+`DeY;<c+)*L4;!;H7^qi*uJ?=Pp^Dn+A9NG=1J~y3h(f@(3LN<{#6q!1ubq
z^0najE*7RoYX7;yRi?sKtQHbRft)IY2&Y5LQdt1Hn2&M7-95cLbN+s}+W2Xg9z=jU
zd#rd3w>X12G^kt9I2&qO<F<z<!|axD;|t5PBXsU#d!}B2>Ww5N(H%peO`t?yl-a)q
z&(+XKa`p7?g0er!^Ek1Ew>aBmnyK*c!JAgY`ZujWV<FaEoIH`eW`2qNV8qfP%9R~v
z^{*1+jXX<UK*_kyLvA~Hhwy)qYUM&#ir>}#gmAT^wTjeU!j3l-82?2}?^~OD_%l_r
zv)C1XjU3}a>g4yfjL@fW^|JpOavwq2O00np`Ub9W(Sb%1-FpR}b7rN0k#^Uhj7MYq
zdZvn=GZ^dl@Y4;cHF)13?M>c&YnTvAEPPqUFA@?$3LLTfhSCv6Q`3A`@jHJ=^$|)g
z%QnqF%dqQO0~0r?8`^g7Z2F>P7NrZSd!hEJ_z8W|EwQC0Jv>%GfmM<X<WF3<q$ptT
z@Apm%<?Kal?1g%z;tSPCePU4`2H0ZirYOCA@1g#Mte59}N5nVpvs5LzggEn@1D|&q
zNV{FU>8`K5Hmb*)nDp{D#s6<b>C09#K2GyB#}%^zb?r{VmwSW}JPXPT4)e65mW71d
z$uP?tIlh<ZtUmPGukQK}CS3an6^6Gm!+Y`a3rzV-v>+oxiO{Qc`#&tv@T@iOwJog&
zSYa!62Lr!TqJ95|@DXq2+diuq$j4FC0R?+jJ>fk>5Q$zOy8M9kF3X6O__Bj*5*?F7
zpYY3{+HlYw7-`C-gc4a0LW#0v`rSG_D3w5HWg`Lld?}9nQdT@;?_{V1l-u?Et2mWE
z!z0S)11UgkL;Y}aeOq#0{3k~*r<Szvfv1G6{~uxR7#(TUv<uI~wryi#+jb@s+qN^A
z*tR>iG4aH<ZEIrZ>&)}K=X^iTI%lm~b$9Q5cY1a2T~}AtzN*rMQA|?<Ft>0(HvT8M
zk0;Xk7q{y4TCAa@Vg*T1Qcqf2V4AdXp<gcJD}ZbP3+&?wPtvDAp2*BJG%(J2rY?2v
zVf5RqWWZ5@^Mf?3F55Ie-7r5LP)pf!41?b$=OV00Q!0usW0FB9QfRhOeo7RjramP!
z4@HS$<CL=fHz}w~MW}mqRw>pE1M+q?<2+5{Jn8E!%$86t2&NFnYt^H@(xG9Myd}8d
zW82)i1DFI?hwC6^-h!z#g*+sQxP&wkN)|B$Ey2njbP8@6r63ZXHWIHV;g@rejDgNL
zIU|V&Xl|*oOERXe1l5<$I6h^{(j$D6l!vG@cJ5)UOR}fdeD9OaIC>$<urd5X3b*+5
zHQb?|W3uIz1iDRNYJ^9+|C|cFIpJ(2y3WcAlo}hqFpHsqlpC7f*!~uRnUh<Z?3{|U
zo}=#Rk_>o>rJGVBFs3Yx!Y^dMM_AZ~wFW}~5-v2cqxPOolP*FD0x{Tcc+MmnYWObq
zurHD>1fAmv0M?T{WxR_#8YTA#u7@27>mHZ-c`H0WN-i4ecrF9_7M{OM*WqKZSHrGB
z^M0u~(|I9!>CQs94jW;&FHVYG5av-NlcL3#5m{cn6Ealw`H7`QiLH^f$LtbMP}eIA
z2f$rAxu~flbg8p-YruEe6U;O&aG}JuSPye@tc!4Mptg^PUQnXXyyz?D{#z>VO+%AW
zKP75GD$S#$2}8@doRO<6ur3AHGmN%t9`3-}&zWYZ=mWSg7Is84b71x1O7G0HK9>xZ
zc0;*zV2$7oN8nmv<4((y!jPBv!O17N7q&NlOZ2kyPYmNXW<hNLph2UO>{B49GPHk=
z1T&ugiH9;yc|LDG0o9NMN|fhMkrsk2B-;@DACqAO%3C>!#Hap-QT`y5LjMH#fQ+XM
zGQ19qljlqbP%5;;0Te2Ua>(#|Fql(_FnI8=uL*%w1XL$zR41a2!rW2=M`RDVnA}j*
z&Pd98k_NHQPO#p79X{6j^sI`NtwI|jxO;pJLNxPHQ56~k;`i49ykqR_bxDK;>gz;}
zClIA-9RHrZuPqJzG681od-lhJ<VjXJzI6tYj}j$a4T%4OF(Q>o7P8!qiV{V~Sdkhf
zt8GN7!77;8Sd#1pvi-ey#!NvBxL6g{I&0&O28c|a2E^4lVY6~0+WG0rdJC#una`zb
zV};5d>FuE*gxEeXxMR;m>w+8v%ig2J5n#kgA;AOY-f&AUHi;%9q9J}!=Etc7O$*){
z=L-9RqF>{d#BQ1sc`_@SbP8p|;um}aK69_@?pf*ZmmEcS5g+)S@2V6n4?#o8i32qj
z3Gw-mf)ginl&&VgRCbP8c*rc5IVj&hc2ZCcMgo*LXL<;Ef`|=X0+cDoUm7P`+>k%t
zpEMI(zJteyx3Ov_SIe!TPO(P{6kSFect)jUsF0ttL62!sxB)!Q1J-2rUtv7In?4;4
zF8u<=)X<%Z;q=bTF|N#PuCWx~xTyjKra;?yfF!(`v>72%jMxf1?HGg+p!fP!!+|{u
z4I39fQ#8h*;)<w8*rFOgnIvJ)W(6E$gfP-!1+j!RzOv#95(XLpZI9G$;=&$@Q;DYt
z^#(oejl0`fGu$rrP<K!i8CKQEEjPUmwlXmLz~Z57Mu_z<0^HHiPa#pWI6KvaMV?4F
zlF9+f(s&>lddODv@?iv%rh>H~&PYgE!ZB7j6qwUhICFn4==nOQxR5Qbo&c041nmy!
zEY`fbd(otuVEh=mK2s%(&=To2;RFoEDTZnSp*LX*H7jE^8JPNWd%JGe8DaDe#kSd*
zwS9A_+=@MaM|(`1V|qEJXq*sUl-AzxP1v0W#qk<{%it&?nPj5QNV0x-)iSGCx*Bkb
zbLCteGC~w%sW@YabTZ+jg59`uRZz7wP4nv@`9xsdO-)wQj_eFie4iXp6iteisNyxL
z+Wlz|;8i=!ib1EPZWo%?#G2Mn)smJiOvE=W{xm9Fa~_b{2{C+A)=Zlau;?$9S3Wk5
zA4H_|=(Gz7a_K>!Ew5Yd9xw)^EKqoASmzCMz&Kr4>&FQUzi9JR(7~I5p5BK|6q{1&
zy5t4v@5)cYPoo0gN8L0)D%#7GlKhF1`!emQ-OQDFn$G!)lMHEI!pvEH0=Ati>n;$n
zrQ}U1xYE)<>C!2=Qh#i{7`5R8T}DcO)FV2&+ruvgEnI?FwjoLMeZmP7+oCZ<_VL+?
zU(;)T8e2HkO$CH9e1XkKkdn`I)mR=L3p>!h-rLSJKS?+DO#@27rQA&9USo|#pIib<
zR9N<}^gS?RoWCC8!uGS0P_{S@a^l(vdHW%8SZk~e;)0V!vM6>r1xOPhunF}ES?LK+
z_p1D2sv;*|(a+flSpEsn531H;uYE+8U~zOVmX!YRlo{H}8phmdSy_F8iqla+>i5Y)
zcwR`~@u@D*%?UjjmWX`w>+Z?b&`onC5zGF31GNdA6vGmY0Gr{7JtNW43ReUVmj+0K
zpsJyy`Zpa26%7ay(>rf&zP5~K;k-6EscnC`dMPxB^X*b3odHLClHC4&jB>=?kzO?;
zel%=OdHW)hPP6{??Qdj_G;F#%=t~;@1@2D?5KbiRFI82&mr|TG-j_Mvc;9zvWXT}o
zfE;XFFk9|dUn9w&po47658|0w=yUif!u<Pm_MHce6(~OJ^Fa02>{SQEqCfGgPCOUz
zRogeJD{Lzqf_`JsH1vHKyxr2qAwfx@IS=?GHlgatB)+;;mJJOUKg<p2cRVsL(jg?i
zwzML2O|mS08?gj#GGRt$VBvpK5HNHB_I(&T0yn)Sa;Y!`<){i!O$vk8?u>#^C!X%6
zA;ZxKqWcy{S0Rj{kqXH7HyHwf&E_5o@DUp6Jg-4Yj|A~LBCEzCrxvN}6(@uBFDCO4
z<k80U55oE*4BJ6^v&54QvHJGIJ>EB^V3YjV?Z+O1a+dU8He`8Vru_51Q5RTxZ53K(
zqzJe^642Ty87(n!!?-vNb21E^uq6F<G|z~Z_&@;dbSQCeJ4~tEfQSE6Kf9uXQ_v-5
zEUZniIb=B0AtJ2LX6^UXuqv<VsHIk7Ee>O=9Z`(ujWD_z!_#2v_0Y;c`r7&i-xwNj
zbCaf*1f^EN)f+aBy)f%~!*}b&pIt=WTJwC@6}xN;^p}NU@!RsE*ChvSv#{Dojogf_
z6}8R$!3lx)mhv#WKo(^eqpYX|-mphDPT7Suli=YZXMGi2Bm->LNwPlX|2$>$sS+%k
zkvjT~3=D3B%!k(w4IObRmtRyTWrBE+@!_W>T>&w&kc2-Zoqr4FoD!BgQ#unZPhZM0
z$2Ly7gow7rp0(OZk@~DEZnDocSArVho~($sHsw{>WG#9A;&Su{4{4eWU)?wsY}jdX
z({xy6|3hby;BIr-y#h>OG}Mp)3sP%ph?Wid=U}s1j~<>&7q7thjs1Ck21p{1{P;@*
zdk)OVPfH+PFZw;*U3R@)KkhewJOcZg>G?h0O?JKC3HZINZu&jlKUeF04BilaT-*7*
z_xio>BYyl{^?SQsB6vF$Xc~Ncj(KD1df#<lTJ+0A{CJMJ53T+<ig|sG`CC%`ks8yC
z|M2jk3B2rJnl2HXk4T?SGn~ym=j&*cMM<>PsAa^s8dRDBRrLW-)nWiueR7PiL4!I_
zHNLMkGE^+&GzWk0C>MARntyh`g)P5(I>J;xz5i72pX%?Ydcp##JD|c{HPY6w;YA#V
zEsuJ~`kwE|I}kKK;2jBD4)67;{D3OT{Zo050hK3Ejh{0yR<P&b?*+{t)YG=rtl-6X
z?2jK9>1x=le5&V9HSnnpdKoI%PYp2D>(4*ceGP2+55J|L`7;lgmYVeO5S?+5&#^Rt
zvmQ$f#I~CB{a(fj)4MC!@~3;C^6+{Lnr|0)?Xl!1@HJrb%jRaRIJmzmU!EldK8*>{
z(-^-&##F!Y><gMV^a3gX-%gL^G@*k*BUVgHjpmqywg!E63Ld69tY6=J87Tp9Vn{+)
zgZ?BAQ+@ROQ{4~2mYetiKZzsnb&n+%p@%_Z!{;42DVD%l_q};bdO{b2#tI1?jmoA^
zwUW<Jq5h_Xsb2oK1h#zMdoE~xgaCNQ_2*=EN(*ozMeJgp=D{PaO{dB!2eWl`UfRt|
z_r&(Q)%v+dZJSP|YxCj$g=^!+dNyYJ>U=nG@)|g~aqck<ob+ryG`VzbyjahM_h{5{
ze_x#JP9oQ9f?M<ozQ-_l#5szgh0kt=Pw~rM^lLg5c)82jeV+7qJ8XTuxoO(Io;-h^
zTvR{(KMC%l`u{~T7S;bRQg2nh+&F)>V(Dtb*4C7+qcvVtX}YNXpW)XPOJ5tduBLQ7
zt?}y0gGKcltMaGD`G3QWElrx*TJ%+w7>nu=R^|PT^E)e+4mSTCuC7d8R3Eh}-*241
zUa|DBX>4!O)YYQ@H(YL2KHoThvSR6C)7aXisiRd{RjIzH{yAJY|J<bW@f#?5A0FBt
z9=adPRUc=Ie$l4_hj%&El?zp$;@ZJ+wCEM!`~SEQdIiLgHhi3?>>jU<`n{Z|#29xm
zUex2~GJ%;Ve@P=bE^i}{kbL6G0lA&Gi9<iBq>iOkgi#b&qkRKf`u*ZVS9{=a_V?_`
zdIc|@-pARlH(;Z|zrU08QUzYmn?GI`{XWhoFTGk8<s@ECj@TYZ3J9gr7D@Ef8_Iz7
zWJ4);nKU!SB-bwb;Ut?GhL|38H?#G5dSo5om?;9Cflb!!L1`QB`wzZmzcU<}uh@K=
z*4cd6N6FV8+~z<2Cg`z1>hYiUyRZJ<?SLCeQAuyHm~mK@v99*by^Bw=$)s^iUP$qm
zOc3q#G*L4CpyRoZsk};8c(XpjlyZIF9bNuY&z7CChgpe#L;IpTYc{JhD}L13RrnC2
z_bSZC=Qlr!*@bUcv3s?QH~DfKS-vSns+Souab2(*d^Kw4JKkE`{2qTO&^gd#)7hWe
z^<LPt_JWKz_G=Z1-+0@H<b7te-B5v1@8QIBVENmm@8Iix-=XQ3)yj;`_wA~^#-S9O
z1e)ucra$AxbH;I(w2@wM2%^u6H>)xS`A=GqXT<`YdoCKC#y_+h9v&xraG?cOFXDaK
zMp3)pPOBa?Qx`Y1PdVM%Q$CCaWNe4#FX48~lLsw;47Hr)9Knuj7RI^R$Yuq8MkCz@
z&*3QZ?_DeroM~C=>P$TJ9;rXV13X+#>^5(+S?gS1Qj)aV@hWtGU%ievY0pXzPP|&S
zZ%$#paqD5)+C^y}x~$3o`s(W=M;Tpj`=dLTP~lBd_@5dDe=o15Z;zhMYzR>7Dm^UD
ziBBYT%4_52$mMqjZE;ikh~@DAZDsyb;^W}>q0Nrc(IX@V+KMWM<InNM45iQsWhJcA
zhZInW6vaP-S7K9ueOc`vJ?TZ&dsz(@JsDqwavm9-zmnj+yT7!4N>x|u#rPb;v-zmU
zclQMmNPbSdh(0Q%oe5}=eGq1?aq&A=&<W;=TML~jxpA3$Y6VyHvVLG7Q-5@=RSYD+
zr>eV@Ae+9SYSrs;Me&iNR4(Y|xOkXDpMIgY3Ij&*ePpw-)|3r4-9Ll5!{kI+8mC*B
z=87vMcR5ceqFcjw%<&{9h^I7$$SA09<Mvw_v9%z>BW>`+^cbd|e}n4ILPlsSco{j9
zJRdRIna<h2p}ss?-y$uLJ^&ESvLBKp+`^3DzQCf}sIMUN`I9`jWT`Jft%c19Tbu@U
zR#&yMy5JmRaUuC^inu*?M&H0tVr}UB1lBF>ZPSNtNHi09Iut$tUaDN~UR-};`e1EH
z7StuJ01M$7r=pLb(Ux(Tw0<+R!V<TDcYgQGi9`2mZfF#Kksf8KBl1j(YpZF51G$u@
z{W|uD%r~&`b7miSauJJTh4|GO(h||Q6L>yDLdO%?KtWGRmz0dqLqZ|m#EpVaOMmH%
zHvO_82H*kUmvmg}fVpqBQhAE<gkN~_Y_PU|ELq4>3at>}h9#i;zd=5;L4ot<X>6gw
zKmas|V88*AM4`Cyq6y+TR6n_-zBmDb(+UhAm^TGGV*36T{umgdGcr!DCCo5MB%k0P
z)gY~p6r}{5ibi~86T9c9mTDk=))(@CQ4zg#N)>kFp>bTlI3Fw`w-T@^GH@E~W08CL
zSdqQyYTul^_kH;h1Icw72V{Xd0Q&0*q?%Ay5ZHeQ;3};`C>x`+t}30Mig~<l0eBOw
z_{Q=OPJDBw0GE`NPeXAZq7Z3AM4<SM34HVVp1E8`xu$qjZutq+Mfu{4e-^DnZE5Lw
zRHax|R-tWh6}{X%VR+*RT+!C=T-!6SP6zP{90d}&hn{8^ia-38geY%gy6NRki2UOH
zMCH%;<Ly?n4c)qewJq|{u7$f;J=+tZFpjdxdFdP6&N$>mmlu#bke|niOYD)B;s_o#
zIR#J;CED)hfT?(l4H;cvXaIrsbVNeKhs+mBg5S*o70K^_QW#{$BmR;qqW7_`<0*KP
z)G38%?uz6i@t`HP@bpCLu%~%YRNm%#wE5$9sfge7`w}#rHuNV!Hfjo2u??0no~{AN
zg(P_>cA@2kTKj4pmU)ckX^DT-hMY}X8Er3jt8t9$-ZsCx1>ecq7uPC4iI)KiipTSI
zNxkCgz9#Tm3uG<#l$*e=L$Bjc3)+~d)c|X^a25A_tJ`~o^eJn$#sr-1WRFX8Qb_oZ
z7|7vQ4j!ID#n7I{K)v(ZQn9G1e|6U8bk^#5rZeWL?TAA>c9N<vw>G<skxYxIwPLPF
zkW_jpFSnY1d~IY)khDq*+JHKLfE@&v2X<b`S6~G+fTw>OItQ(MnU~)5NcW|EuDM1+
zJ9@Essf2Zt;}6Jj@dIh<4i;4);!X%92r{S0&@kro$NkCk+$W!i0dSZ3bq#D$n!)q1
zci0-!erYkUMm5<k$nH*U;JH7`Z*}cGcB=vyObxtvn6L#lIl-M0!PcNX56x~}xm?Dj
zS%Yf-+5-91bD>Yq7fAZkho0{uLH=H>6wHp>TX!z<QZx;bW#P0~2eIP!;Ms*;Xyw&g
znPpzHurm?R?7Jmwbwb*%oZo<b!R!R%UPxEa5r8bRB*s@b#^#rV;pGGA%|E+PdZ*L!
zp4zjxNFCt*Sx2>vJk#YIv7){g^M~fmD;G8Pi<X7(z+$;0QZ4@&>(XAr7s<GL(FRbl
zi|RCBV#OY^23qftD?niz=HRuRkN@%#Ffkdm&Es9^l6l)wlod(<b|D&r;RZn55PWV>
z2%$~n&^YoHD5a}Gb^p?WuGC5#z<L!%IO>rEWGDfKi0nzPAhrnhV3UST9Pm|go0B?K
z`a+L3LXV<CH)5X1fpqbROGSijv^d<~$eq9<w!Bq(;7f?U)eZ{YD|!!7@^M^+Ih{)0
z3OaugTM^g44m&T8b3B@OAeTyRym!^3G_rkL6}n~P1y*kW=}n~JXvpgnNb8ZIRnT?O
z7|)#;yU@vEF$>PqmuaRt0YT@_Advn+$Zb<^?=37-zb_99ND>8k_j}3!n|9gG$k`9D
zyAL^jmY(rtne<+S0?XSTegSq1#X)?56L_at18u&wy$=%}0@6rLMLAc_CScFcVKj7S
za)Sgn)a0P$U%P5&f6;2_Gq-}rI4f%g754RHZBXQHM%aegJAc`vyas;1(vt`%b%Cny
z38eE0nz+X$4^ovF4rBC~1_lV57N{c{KgNujBA{UVn_XAHZkBa(UVOdjYrYX)+|vE=
z^;*+t@$Z~@sO;=#8ZL;qY6)>t+f}zfD$v$fu`SuF4Id%L^BP&ExTO?0a4oMPc~*4P
zDjxKqIia-fk&1ZAuKWIzpo5hALPF!1{MB^{&FHf6E+cpF@DU}R{Osmz_<EM;+y?gc
zZR0sDHFY)Rm5HOatAK-VeJG2t=)OasvDs%8|6@Cd?bT(?IjtEJ^3mt@D#<S5rP!*L
zPk>JqhOGdY+>5^lvWpOb)LXkf*nA}Xo~*3z?*|}P@8((8>chgYrmNf0q8vornLrrO
z39agM8?you|A;@yJUjq!TtvfNA!}Y+oA#NUA25vTzej6OANik5^GK298W8?Wo?j8g
zzdURk*<m=MZiKv}9;JA~BChOTZZ)}PQ)an}!pi63n^B?@eCcE~>F60EAf9{IF&DWN
zy%qFy+m_u<!W<kxy`u8`FtAlb>hR&A`>MJGWM7)%rjN1jL9!cn!mEbpZ7F&VxNfol
z1S5cZT7$Y<uRsjQzHUX;WWLs_=WBe4^X8Gn^`Oc{umW5EOEr9}=R5l_?tHmHI_&x@
zEZXk5iezWWUri&GgG3%*qYx7Ku`+6`Jx}))x&j!vS}8l$+4m?wc>!@yt{@!GvO}nz
zlzURXWD*+bj8|k=U+nHgKkRr*oC1}v_@UYT2PM?9o%P5=*=Ob>o!LZm#udM_%*{ty
ze+v+0!_YXg8hB2pMs*6DTK*NuM#_`sHNA-~pwP9epCfSZolN4HdGN|G10-h72!Kbb
zYJ_ol&)dXIp=sJwkqU8C)@gL2zim$6^DiL3K{lR0xO^WtE^CkmHj<q+*fu?df%M1s
z&bz*!kVY(=TX+L@mS~)}Y=&VqY{Hi(;|@KN--7Sf<Dc?n{cB@*qDhdOX9!Yo`_pjO
zkBTq12Z($>Rg^p#sa(4DG`6aGs}I~~j>C?G(0(HhpI^z$%l~jJ`t~=;KJ3WnNWkBh
z+AmHu@k>~A;|=ezvqZxd*bXO;#Z_CSn)}JUdxns+CX^A7xqmBuL<evyLTRdw{kM*-
zE@8NdqA$(8D1yL76iLHl)5Zhg37pJ13E#iHO?VJ`1=kE~NejTx8y1McHHPM4FwKz!
zYxbqa6&?vfPy55npr6%<PlYs~;6GkxbXNb|+Mx6pNeCm@+|%iYaRcE{4sH(=^o~+-
zgRE1VCNvT$M4is77z%bIA^J@%pqU${$$j0uXK(;y^|ssN-4^as-p<v%S2fk0Tp9<=
z4`bw2N01-GU%Vht2Nq!H&2P8ODYW9EiE_-$;~ZPUyEF#3YKrJo=5<(+`c%esE@<dk
z&15nb#L-uk#ks1mOEm+!SbVd62mf?tv0HTI9Pxh7IeT^@ar4k{!I`4r3q3;EQZ*#h
zyZdW|3M+BxRc;dJs)%vk4EW$#p`ZpEZWw<#4R6%dnT0*t)VtR(psYc5M{3Duv_2B@
zkJmjZd9kW+@RThIYtV1P&z8LX0%#@!Zg<b6txmwywYmr@LmImXyy4J*xV3d3P>tzM
zbMkJ_m~cY#21>9-$J7noiZ^V42{Z%qaFZ`#m*`#ejZ+r^1jW9k%{9{un{z1&n$Q5q
z^sE7nEwBLxS7ig>55ZY2G0>@Iib+Bc<pIDSSE{0T?)TUJ1>+6h@Jj`LH4nS>-)S<z
z5Uv_h+0$J1Ai0_KDA75evu^nBBN=WZ#Wf4!Ff2;Ma4h43H4E}EEXIbUskVKrc}sVz
zkWUd<$)WNBtGkY0V4yC1Uh)8>;YXF7$8F)2(fArcK^{isDv;{Hp0c91NXc?`9k0g^
zSLBcn1<hKNw#vv^-Np3wC>mHUz$UZnfrDHqbmN#y(AHfq`QD`!yBvAtHu|V78p-Xu
z)L{rS^S_)M1$F2Zzr)VW|FZtZfikb5pH~fjYLzEDw(2vnyi=A~i(yRZ#Q4m!dwA@I
zcZN`AFEo89Y@}1bA#B%E;0J?MT7%;BSho7!OPb$Yd2lKjD+f!6%~lx0Wb<LhAJ*F0
z#xi_r_pqO%-h$flwFT23wZjfGG?`$D;6W&dN#3rPJq}~6sTUWy63YWmFH3D(UjJCF
z`-OY^)XMlFd*{(P4FT~gctuO)^mf%qC96G;BK)F{C=06~!By$GAAuGz7@yF$jj*KW
z-3N~#qr<Ah=3Jb4Evfi18nO0-b-ESy-B(LXG^HIH_Gk45`c{-Hme@5W{M;be^vh^T
z?+{Pf2;I7Z7)~1$&`Q3zT?O790h=_;;?nXV0l&T@ua<{F%#OYPE^ML;2uhaziO!bP
z*4GWe6!jlKDq#n*W@&v+w+Ca*eRf?9+dEw%eWPCNJ?xyX{|ckx3%F%hixtW_TYw+d
zL$jQcz_noSAnwhF-1Kcwu-aDx=EvHd^LX=@qRam0Qb0WnZGB`GcMY(AtzF<nA@88U
zh(XAn49Xcd_ewv@bi!kUl=q5gzAZo@GlXfz#1pBJ$N%#C8*Dpuw3sKMcxV$n0(fKk
zbr}K*pX7Jkf^zt|d59BBP?tubru?kFU!N!&aMwsIHzpjswo?Z2L}s$-MEgH0i_aVS
zMXY%?b5m^P&s|82+zOgW#ykI9#u0HjU*1t{(#4Rsw7wX&&8kIAB|pP`|BJ}rCZ;lF
zauv0x9{ZIr1gcF=5u3q7&20V8qcq^bF!0plxyS#gsL$e@ACB$xqwr$g)nwS=e9G_m
zFiG%8SV#B#k_vAL7k=rd&%{8}*IqwA;c!W%IBX_PRx9+@m%N{0nz9h&f0;#<=6J1=
zzo0hq*`PXT8q(8NG=uLbs)wQ`VAO1ioT;!?hmeK=ha`=AC{OA{v#b~Slt#msXi-tV
zQ;=0uz~*C0%UZWmp7dc^k~xAgjawR5>ZZ?!QbY?=1uMUhpP-ipoL^GzwD)i!dz45z
z$LwRA8;aeA?!-qkRhXz}V=8o1DzZ!{Rw<>EPtf-H8u0JTc#D#l6wLKmEwQ-#08G$2
z3Uu!H%$w)g>^5#GJuaKr_n@4%pm^>|A4R21jjE)OpR|i+C71M$5J4Z}W5%J@zC|0D
zy!DJc2NmAI%A8^*FEG+o>eVFgaSy9*P@s5Z3`_TpoQ=eLnOw6oRZt<I!o7}ASVuL!
z7#T1gRKduiNKlNlAcC8g-k`W>0x%$qxef$_uE`xt7Hb<K^o%+x9~*4?i*01oo9W>l
z+Ll7iO0kK$D$jbG(C50wiHBY3WSbaKmYat2=qhpIY_tsVPkxoj_0eWxt7VkzqOhq@
zXnt?XHz3DkMP6;iIEk+ck_I;gm@4R?8(7U+GrbTb+(o^$`{vY!T-RPcM^)TNj6IMw
z>H(Spd>@DG;`+u+nfA)1HNgRa@x?Kfm4*AFc>xTLH8)rZU&dU5&=;P2TuJO7MS%;s
z3*(?c>`L3WIs#S5pu~d6;^ryhlQ33q3PVIYTh!+p)~KaVZxO^<g#?_-2@flFKQoE<
z$!0+=MmHoW=2aRbx3nXalby2_vi^~V^eI0u#TgS*mpbL=vYAy4o3mak#1~GUenhz&
z?oiY!%lrW7#%V(NT^^!ubD<)tx;e5WszkWfl6Z<*NDX2w*nTcIaHXL0offIaQ9{5C
zsbO!3Wp0Q?uT22S<R>kn_{n>w1SJ=@1vc#%yfD=QaPk_49hHF_HsrUqpKCoxeo`ZP
z{=KA-0WRKQW0k~_guPA~bHR>8p0=;=S#HiDjGIpB1>KT3yO0ZWdE_S<2`KYZd@FOC
z?XVmZHc}~VxCj_1HEl)>+rkr~FC)cMSvMUMvI&_V)i)XZ<dQcOw!fKorTf*JTQXG>
zk$TNG!=)${v*8LdwEXmy8tbCKy$Y)Y&Y?8=YpIXlnxskTL-Y)Lu!rm_aHvTR!Ng=9
zc&)5WMpsJ!3i<y?(s@b6-Y*J6;YDM)#Z<_0dADm49dskBy1L8SADc^)ryMw5uS;%k
z;tSiP2VU{5bV{f~AEaIVD1+o&sooIzd+$b8Ru*7N%-`tivIbMZ^nX6WoHCo1BXN2I
zT>sgt_V>^m7za&kgJg2clfTD?l+NK9X5(nxm9iNqDdY<tL5+IE8yKOecaP4slVUeZ
zqi8R@W+eBteWLOnfDQGMmlJT;$i5TcE=7$8nss#rY#yd`X6X5;s1BCMc%Lm#%8#gu
zdD?oM>Atj<2Oi+g0NQo^`DGI4JorSIdth5aMqZ|7Lj?LX>4*&XK+Qz`b-TM|m#7?;
zPN%p<Jm(_%PRln!4-0<gIPbKQb(Fg%VY%OVugGI`Q4<aS)>@zqOkTq%OI_Gb6T0IV
z#na=&CMf+H)WYI<29DFiu*ajAZ7(q_$~rmeE&(Wo|65S4q^c5RO$3?azNS^EVwiFq
zl0S?X3)cO!?43``c6kigjM%qV(@#zfW8N0=mpai-DH%m^F%`tPsbW8rnHi}vvcT*b
zSgC$w?b?}rjh}xiBz}&Fa!+5W4DFytVkz02{Abr7jHv(Hu8q#sRmUq!(zTS?nhPv#
zrRLXWT%E}=3;H6fezWQ16ZDRV-mUJHt&Oz)FPqM<wIh6~+8pGbk4e3h0`7M?)j6NN
zW{n*ivFN@%7ASIs{r|3XZbW8ie9tx0*RB{B{CYKLJbtA^^aYC`4fW7om|8uYJgq#2
zx!#3&`J*}B$#iN#-86RcXqk#$5UU-gyD-j5Bo#!h?=RX7(H*jllTH*nb;7cHiIgV|
zqWI_eVL&4Z)lsJ?sF0QX|5<e0r$y`Rep+<@KZ}Mq|J?5>=%ujRm%HsGyk-afmm{|$
zh5rHYlTQHet>9(M{@kzPn4bWijJ{)Iz&|qMjYjgstaL~Yd_Q^_M-@cxMZwhpt3UZy
z&%IlL<O{y!x6esar;K?i#qu(9b)xtwCF?yz*oWtz;2l?KYx1@>^8CB-&PnF<FnM8;
zzA~r&A9zC)pkT)iORtZd1s8tlF%~S-QpO{}vX;rHL0>3*|8v<d-9htBMpiUUSpY4y
z@E@Rz^Fr#D9ClOd?O?j%o7iA>^|jJHHiWfQAfc*rD7}zd0$}7zp@{@OArJRXp>GUz
zJV<Iwjbyb5q3}QOZItz0mA<+}Q&+jMy};5#YW{k}wc)?!e4SpUr0^Xb@GSRf&K@S4
zM)km))1n>g{p~;K-v2abPvBCCPJIm7)%ICPAyDM}q4IcLTG7N2N`#Y*us&p>_?p`D
z0lvV@fEKn+V@E<^Yd2OQcSe_wJAhNW&TVvHErEkg>0_uToE{3zm6#e&S|RJAo7U0J
z>;=gD9@>xkoL3Rh5ne|Wf)cTQVQ<<&B0+L%q=lpzmcq%x!WVszhD^gm8ln|T8a-M)
zZHh0kk1Cc4S?eLX_(c6TA|)V~;9L%%LrqjQ*0+GFT7_WA<36Y~hG#Q`7sB0deF$P&
zJ6`7fcVs0|WFTL8x)Y2&Dz+pjYoDlOP)BvS?EHRXgwnP?$!^F16G5^CNehNq7cpkI
zsxq?FTd_Vq^@t%^$eJ>O49<!UtQO9YWlGKvDQKx45A4p}KqwR6A)h7`8xl}LD|3%D
z3sdVj(Ue`3_Siof7gl=TZWoUPQG1Rmofd|<M^qvKdShM;W882W<BB3YaB3gf5qU_E
zpA{eNk`boY4*Y|m2X)9=A>5%hr4r<p4H?FLO00zE2lNRJ$oSBv3t_2zE+zMB4A_Xq
z5&(%wFxt>$)p|11q+Cum9f-gZL}I}qv@<O2I8#g7fs*K@$D$+Q6@F1AnrV5<<X!1E
zyN}(jkI9ecW<9?bfscKG_qUIyn68h@k9UEO&X1v&M=Kr_ga^1ymV-MF)tDvdQF$s?
z3$v6_mM;I`j!tXuFSV4>X@{v?(I$r)CoF@=hwc1w-eh;#oa)&|g`B~a^srl;x|t6K
z#-O}=NAA(lyGL%(Z2V4mki7hn<LgSHSA9%Zc%Xx|KO%lAMMQfpMRY5{PAYLmkDGoG
z+2^2xs2ingldU~nK>2Cg_D8XjoG3c!P@@{p?#}f~`*WU269jf2+$oon*R?mctON{|
z-d*nkML?>7Pm&wjE^(0^a@Dip2?j;uvMxD3rNGZ!T$E#ovmZ89(xxY=<Igk~oWFh*
z#b!t#Oyf7%E6nxW5cx-Yf&IFXL&loi6bqp|e`_Y^_>KvX0AZKhNrJMf1;pPZWvwDd
znXQWTgVm6JSPDbX6*v=vZeyXJWM0Ouk5ZL&6^H5r`<H$p?h6eZD<#en0*edO{m!E|
z@N220B$h~9eG~Yf5Pq3mCn~3Mo>MaIdoaxInJI9A%NAMvCG88`9}CG03u6t(pB!Yo
z+#gH8<=mIWBDsSe*O+oV5{F<Xc;%qr(<|;sX&75NMPu9L+&pa1S2`uO6apmM)vW6E
zd7(5;eAz*3)K^^WP!0kFpW9bKT}NlG2LdJ+hcAztvFWn`I7?Mc&7Cy`RWi>-tsjoh
z;)ieWwUnM5`2!-#%in0MP6;EW;C1pqGv}V+XC^snzYSgQ^8HPC#olfTVxv$)Aoox3
z1f8G6toqi@y&X!pH+e8)O&(g0mRtEwR6k}s^M#b5xdg9I>%E=pMktu{`fR%2=wa2{
zE>=IyqJCN^`0c{F7{$KD?hn6YgSOpGTL7HI^YTM@?Kv+*5UIu0;bPE@l5SUY{w~ws
zZ@dRizNtqgwMr<Wh#>^q=9n|3XK5>k3M<LPihQd0A=QfVUUYNsKAPvh2G=_;b44uC
zUd$lT@tSNmf33<2oxUhSA+b~(;zuq(uo(Nse*NC?f@yoZzC1<(g1ZTyVnU-(&x&|-
z)?y7`vb<!=eKi|j?IrFN@8}kQr*g@{A=NmDKIHuCPm&@pyx1-hx}wV1Avx8B$lcF`
zbv{bGWwd72u8`oOje8YnzlryF?5jBD3XUv}PDTz~EYTbrCk+!nbS;7qx54k6rTZd5
zyj;?9t8ob^i$}dLnsg@gr!*RAY-OV~8dB(Z&5|XTEC%NB$@SIGdly%8!zgUK0|zE?
zY}c(VCmwOxFxIotN!geEk~M<zm6KiZ+q|ui8$aTdHw&r1XX4UE7qwtn4v$7ZWj}Lo
zr(FxyLFw`5;}9B`f+ta~N%RXRw?9i<w}qZb5sBb9YQt_#M<R1<g`lT3f;|y8fS&y@
zhg6=(CQkvcfd4rOKX<>zpOB!DOjNYT7S?rdcI$vzKHkt5`V=*^_r7*Ij3+i;^6p|b
zo}kjX#Z`Y*V;51`L>^$gTSD>RIZK|eYUB(dL6}sytI@QR94QYQVla^R8{34;=o{xV
zXEHTJv`M*bss5T;2p>jgkHJ5S?`Q>wYdaCO^nt~5Ip8vlHY#_JB7)|*`1!=?_)7|D
zaKxzsO~OJwK``Aj(cKeUJwY*E6K`_b0WV{kGndcSJVy7yLDGxtADS#jg0Aca-ye;0
zg)~S69#Vaeez4u@V4PN7C(9)GL=0F!m{Bii>WG*7v#(8fru^qvL_4!`Na(TG$eQas
zmR1*>Vep;Wh7x0NYNtcFQ`5b+%eXSzFW^wzx(J4nj?*OZACbv5(tDy`zS_8D*>>O}
zbBcolZ2p&&o8EeokJhZ&%ANx<15&bfB5|zu-O!wLi*LYjG#3d$4?s_P1rin6R`6QE
zXmO_bG><J5G$!Zo;GZBc+@Sh<QX}Sonlj;EP>qw51c@R&gLORjr^=4oS`YL?f1ii{
zW;^~ezto1MBHjim##cHBgJ}Z|N+jmP<m~^(6{s>17^jk>=)KprJ6DBU(oLOgSF(~*
z=>v#iA>$Dn=e&C0>Zk1E`EmgOfKY~QVm(@acr%ubg?>Ut#i9>tRsV9Fi(7pOhD4K{
zy$}0lCnnoC(KTA5;n3om%0NFSkFg!V)LEJG9k(&ZrtVT~oF$o8bR2iULhfr{>ii0u
z=2pcBhdW~KFVF5OmY>f;?{HpivxD`mppR7)_UgSH!2+AKgQ2H=6uz+nxU%)hu~~&*
zZJr?045;d1u>SrAKaB0zpU&Vxw2l_^;g(0i+u+#K$F{7W`N{FIJ)r#eV)O1Np<_d)
z-A#J{9OTRL%R#8m91|63a`Me-j|VmV?_o}U0#roMg4GFVU_O@Q{$@N=0?ff2CE9&Q
z!DSLII96(tIj|z6ZWn1m+OSm&!_rEi((TXg#Ca<SYl8}R46~%sQfu+ee8#V$hkICL
z)QZD5S)5hI;4wtztw>kI-l&ZjUnvNcMY$A{lWfytW+Dank{`>qJdd;QtpN>`)Xow^
zOm|H731obAf<>rk7{Y&9vAE2v2>QKsK@Ry<5nGnm-Fo8W;$+xO&FlE6w<nkNZp3j-
zH0-$Tygy7)L64#TVa6&S!eun${t+-J?oGU+nmsA7wz{>M=Cc7p2GtnOa2*Ux>91=B
zrrgfSz&z|hTdO@dx8D@88kPf5<D+$w3=!o77{{gEMQ!T7otUJ5K)4$DKcs_ijtJb%
z#H8^%oswiGqR`C>ese0Err_W3-MRFD?)$56kD96O2GBL;UO+!6)y7izCBHF{c%cl%
z2Dev&Uyc7S#CQ-fhg_<kLMX`Mlj;1`sG{M&lD%r?h@!9;*q0)Ab_)5za=#X~V5(`@
z_bP7e=;sT9KdH=8mb3817KZj8Vl>#DM#Tz_&|5)>;}ZV~)MDrKoZj;}&}eGK>~pxn
zwcr}6!Z{N+qpR+yLh7AsBg#|B_qUC&;^GFAjy^o%jP8I%8M2IVz0!3l2E6LP@D6r6
zShF!6S#!ceW{Pto;om=#@k(rS-g7g>mf|aDJQcVY9$7P+WE&lD-s?*0o77cB-V6Vt
zRq=>U+DXkA=Tuc=;_fz&f-yca555?=TIdu9wQj6FBnd3X_y-t?QbxrAsnH<&?(@i6
z`TxK{_uL;WwKIj(?<k^D2ZE{hnWmau2xL4$96Y3w7gMetZQRrwSzV7$VnNaJW-M=O
zhGKKanJN-?aj{pVwzkI|o0N!9(a6awZ;NFbKhK$(Z<h!?|4g9f>ySJ2ZGmrU@yewV
zrnhJ7ZZ?CNe&(KP079!r6v}(W4Kyt;t}zsNPW^kh^sl&}a4efWHZV~WxvHE=bZ@k_
z{EiaQrFEJuo=uTI?zXpDe5Hi9bvab%+H(y7LnWe9uvDSEn{>Z1>&gf@O=PiX?|%0k
zwps9~f)Ed*b^SShN}S?*V-KiNnTr(h0RjnLJFNsJx*F?o6fAt!;i%vPpcPv*6MzwU
z(JIr^$ib6*v4K9n5!tzen#rG|-CF#>V$Ca7iM7X8t?F<-UPbBxX#H@08aO^wF@Cr;
z5RVBdap|3^$eG5erx`rvJA3m4T@<NepS#|L4gq=?N3MEyW0w4LU=x;a;^%qR>?7Aw
zeBHtDML%RpCT4y%y?#BPqYz0`>xLSorwBQrH`~zm_<7i)A}sjEC9gGi;Uxl}oX1WJ
ze}oauy|Jvk&6l}ATFgdVKJC~!eiICnZ`1j=v*x?K^kJ?&mJPYv+b3vLR+oNbC%B3B
zVxM>N4LvHs;>+c;`F>v{A>K|~TxVuEDqx`%%z3Big4eByuhu-+Lo|O}B}nhS);Q1d
zr{5N30ibHX)EaT4CM%S15Vb#9(@ADf+zOWQ2^ryKloFSNDzFf<z4kwfo-C3XbV^9r
za#!dfeLd(D=0(0Ry_&$2DF_fCcFVTeat9pCrC<MuV?|KYI>lN@S^iMu-qJ1KQj$ZK
zN$|GUK9+j(op{$&jHOEOob}j!dGfjhIWD(>DnF|>JRIC!|68cNhUd8+g1xQe*vcy>
zt(k8ZabcnILtSW~(CMt&f_0+YjoYqj|M4Brkmw_~mqgrk5Mh3TZaCps716Tic0$63
zKJ8pTqVS-JrjZxjB~$$&HFhw~byXFfplOSeAX62EUR*V#yIc3Yv$!)jexxO*dZ`9y
z<`GJ!(#*HpOBK&}SO}{<Vjvrg2`^C6s+K2hdmG}R2BqFK)-Uwrix<W`-(eb`RF+3*
zM_>(Kb1hkal+5*jnE!5ipT&;^i!kIH+_+)*r!YHSnemc0bgRF6E@6+eu)O3tp0t>;
z`cA+qK8aL>!bQh#oSyVyBmPFqUcaqt_#*k;^VhZ66G6reneKkn%Ly~v%+uGLK3*9-
z*T7nGUpW28qp*c0$}hK*HkP~ka~MT4S*wgEQ*FBpR{6*&My<J3N36qW8&pb~<_Zd8
z#;{8+t2g&^3RxQZAGX{F=nhR4Ymd|rJZ_00XXo4Fc@dL)PRdJE1|{0h0Ye~QP|_hZ
zP20CE!U3gI2W;zy>6{NgN4%-@C8K)8usm64tfmvD!Y201>_c2W|LE1L>ZscIf1M1@
z;M8amRN=5H8Z*mGU|e!JbWPlAUOg4)BYL$|e`gpW4VKk<!=1q%4RvXAAoY6nwx+GW
zc6DsdUw9i?KbDZX0YS-t$R*T=Sor%-%eK?p0x}5=`hqdIn1ff9&4|IwzKT4O5;+?Z
za&ssyHD0KBtWf(j)1uatIca@u5N~OYF%+NpAUxq@6U-9>4d%oR+F~Ds_ghMF4bk)E
z799tDf1!LOr8p)VQ!SOk-|OEi7Q9^9YI3L$s)H3fH=EvN&}D8ks~myret+pK)BRVd
ztp*fxC(9hPGZB@PI#hoD8F*pL7VFTDRGIrVt>>oF!d%R!fR%WntNH=o`k==fp=qk&
z5pMaj`=IpdR1AKELup%!mfSc032KGGYT48Svt4Y7t0mJkNX*8iS*I|s;t6+Z(57A~
zmC;fI0>$=CkY?eh`n+ZmOnw6N!ev*@^kSIGE0JGQswu-XmkjvIvjpTOVBC#czwZR2
zB>yH^&yJsud(s4HuA0ZFdGpoI`A^-PX%TXxhuS7j28}g-h6v*OwAkni`y#HxJ=t1|
zUMfHJJ04nei3v{^Lt@5^&ciz_7D-H42vc2eNv`TQQTd~F@<=iSwH~Hwu7Rq{G#NNq
zoD|}pd~^5`wej*9baTFbntu%=*BZ+xkCM_utEkWkS~46n?%)4{DMGOIzB=~1WpHyL
zJNr(3E#Bkh0bjoyQwDKzi#vSgR7+tpv6LL&&}Qy@tF3M*mTHyROLhGi8dJVtf?&?-
zfy?*BNp@_Sk1^zD6q+DhfyApq<*lO*MxTVMe59m*<$5_Cr&3s6$e6(0MBK#1kz{P*
zs;KJ<e>>y8c;uGf><NMKa7<K*kI6*u65mu`pFOCn3P}4=&|VRcHutAO465&;)ST5w
zvrC)-%;PsjvIg)}VjO$Y1v@2K2k2o;6=`VzJq)8iAirO1%H9+Vxnkb^-M$yhU1#-b
zU)xr2k{<Uztq`^xcwL`H!tMw3ko<ar1OE4?LUmSNApsh^nLRD{g06^>Y%rERyyr%u
zi}P;|0Y5d;ei%Us^tt`yi?|ddSgGGL_-apj>jc`u*L=7q>MBFhrWUsj81ns*XA$=a
z8Ot5d&~ChP6D1#m6kh(>j?hH2R}CSw9U5T#4S?S}0LuHCib73UpXqkr{nQ0@T2dm1
zqDzgrxO!A)4b`ka)2BD~^A2=gX>i=%d11@B73dR%B!W7F(Tn_zSHexe_CW5`py=yR
zowL<~4yo`4)#-Ns{0_m@RBaqU!Z(^5a~i`N+;E07{@X}tFdxV;vb_k5R^SF}?gosu
zGJ88>s(ul;dL<5S{3l-77gY_(!)xsM>Ila>Xut1%2`3&&_kFzPZivWKL+_jXydp$u
zXGk$TSpK2&$mh^LehN)aS}?Mic86tTr5@1L@JxQ#dty$Fo=LQ{np9h)GyE5r+=^fj
z&#XD!wvd#~3pWO!8?Qf4Wox?Kf(2qBLWu3b89w+;?~=|ffE2+>{~lrH(zEN0pB}#l
zx*8QLnfkYn4UKF+kAFe*=*hdAfBdP>b(uL*nF1P?8yGSlZ+g<w)f7>WqDYQr7=L<h
z#m5C2+Pqj2Mt1(7S&IwL9vV%o0>89%$)R{&8suR|9zN?OSqqt^M5@k&C|Dk};e~*E
z@~m9db|Q-b+&m>3A;My_XKr{&dS{%~?IgO=v%DL=iFnDA`4QwW4?Mq&t&V1E#TFgc
z+Si>o%*nc7Y@N(HjL4VPm>zH@o{<X%%&ge?Yxo8rc+3uBD`o@K;Xcw+U|J?h2&Rd1
zE!{eRtx$YF`s+)WcSl6#Y7E8}*t(I}2)W_K;5P;NnUUzsfqmb<f!Wrdz=4<O$W8G<
ziczv;Ll*AdfxbKny<0PlYZ}@oLp1CY8ZRj_(CGIaW8@oMB`eq=_{3sc1Pqr$#^~7J
zbTNUADrO{!J9kL<Tw0g@847HuArxs?vvcYQfD3tDehW5#Dq*K0O)vTvoK#LgiwB;e
z#t=4oDIlSepm$u}B8lLogBj^MMTE4Pfr!cC?!G}nINOZq`eL`O_maT+>m0({QMs?Z
z=!0}#Pm!$&;7(;he($_@GpGmW%SELCZjQR9{f<V1p;sc%3G;_<Ye#KuX<}gNof!<H
z4gBLXyhJ`SaK3Gy0m{{EndB}F8-c=2S{vzJ>hnp7l%-I~`tULycra+5JE~=Q(}B_$
z<Lb$Co@e*?MJH;sb+mR6&PqPYd*)jsmOsnCyoO(Wlz*?&e;`DM5SZ6UadfW7+Ww4D
zbbe$eiaj?SWj7_8pjY^7kcPjp(PMF<SL{krpS;Lor5Dg!?d4n`D6G3Tg#t|1md>yj
zhNN;dG3Y&*YL2Uta{i?@CV;7p*#Ajwv|UE-$2%GIV}~(>YwC^V|0hzx-}N6M@qP-o
zbdIGT`-O1L_%FS&#>aT5BYIC3yAAg{vGI%U7?uO5uST4d%%isW1MX+ELYB=ZrK?`k
zL`$o<>hvNjzjJ&R68l&e=JTfSH$WgTy&@|UnYtM&doihyyDMcWeOJw6mCZ}X^x+7u
zAeEZGi84e&`)#$zRpuKl9mZr${~uM!qK<WxEo?P;n`SUB(*UET8T~Y_<c>`gN&Vny
z9HZI(m{6mAF7@zytDtX3NvJkiJHaS<5;DJ>cqIlM&Vs)EG*XRD#|*>+on*4dLmc&g
zcpvZx&ya<@w~9kA5@tRpH!c~l)5xC%GUhl<KVuiy(XXed&OURFThFT5MjejrcK$3)
zGLG|zS{a|d1UMBZy~|hGMt*X?Bj~*E7+izzG>ztnwB2rrtb^q{OO~d<Tv#=TRS>p5
zH#?Rv)wI~YY*hUZz5RJ-!f%lz<KG9N5G7Z7@y@NGk`NH8`RAR*am6DMFqnE!D%Rfg
zBi~c}^$>*k_L<RpL{)<@&DQyY#2_nbxq7icG1TOhKzBLNG5fKy$&;iC6@>o$u;#f7
z<ALT4iz>_m2!RPnWG3^k3|S{8iT+dsGzjA7Z!OD)B=!V4iv==;!#@Ck9ShfzFmw(3
z))`#+E*vQ+fCroFephs6*{?m+W<BO*3MCF`+6e1{$g}I+i%^DB>ZYl#;pt3pM^2WR
zc#9&cs;{hBnx|nNbd!JuY`xDI<pTi{JVFm=?cxFhy{qLhs^t?f>{zOJP1un1ofPW~
zlyorBZNs#mgRhmcGuXK~L`FqaTY@Y*5>~vi0l^}Lc_nuc(*f`Cph4i3lu@|ie>z%v
z6~A!Zk_p1Me7$2rI-)hd>`|;8X7vi&p+h%66&RvZNptQFouL<&`1>Ec_)!XacLD-%
zI!kfHnH6k#F9pc(-k*+_N<b$+ajX&=2aDvK>46NOz)OgR{pS@1a7;WdVM}-T0X@X6
z{aNoW+uk`Bd*C7KMmrA64!o41VQsC1p+}}#D&tkzoUyIWD@Z9esfnCMyxyru2vL>q
zrK=v>%22c6n7r5bBe)knD<;;}8UU@Bzowg5*%>)y6-wgVoUhaeDb6+K+)ETU0dSAM
z56nuSkFu>Xke6CT(~oyqb=pi#Y(;0}sJ2FHpIQ|fi>cj0h8)+KITRWP>4#i?tt3r#
zQqLi;NHBGsEeSLtK58Kw8RKBGEr$lG4Zf6y2$=bG#G+HL{tHw%GRP!zY$86hp)boW
zYkyq|mU6iFh7BxFVl$IkKK+iHgSv`<q#p&XKt1=TtP#HNA)iia6kEgR+RgoB4To!g
zNL!mZ`;?i1-b=Tj7?5Eb@dT|G2@bor2J%LmHUVrfzK%}q@-833@S8&u?+5bx`RI4=
z&&<XE%YL9b@tB$ME+~B?;2P|`#eHaI&<qHo%k}2Lv*j&V{rT8bwnRwuEEaIrB0qtd
zjW38~&7YZ#mi&q@whFdfTyg6-bHE??UN5%i*oZ|7UCX|Ad27c(f&pL~?(x)am+}t5
z&c4@GN?!cVy9>D^{%NQg-8POq>ln9BOSewqxFXrHNA=x1of7NY`e*H4s}!-M$qxL0
zG``fayB;SrV8-*eP>NJ9r_B{9C{%U)^MBlm2e^)p?b|PtR+}uhxe`|{K^FU|!5i(+
zI&cJ#2|^hhd1$Wo|Iox{a!LkAUdVl_$?S+c3aJNXR*>1|KHxd{F;7Z})+Ck!e4A?|
zY1hZY|00WjK6;8OBGbt454^8+Fp{3n%Z#4dfcm%3qZ4FK^9PD<Rj-x>#Cc-XagxI&
zy~2g>pvapJwy4%Rt(Mt^?qH|o-K5Z==lPT~sGSMAT4aQxQ@s-O7LuZ8gyXy@+)Oub
zQ*_&;nqBz79H<jb__E)Xb<}FXN^xe%rfPY#&EXt$PW#1@Bn6E~9y-B!mpjJ%IF8T%
zN7Y#d#kqycIzfX34esvl4#9%E2MF%&4#C~s-QC?8oWS7j?(Vt6-us+W_t(_uS2Z=$
z_4d=f)*21V+CC{ECij%Y!QsUg!Sp_qFbX5jiJP`1?=^XpL|kOr+F8{WYRl*gbmp6o
z>6w06Ld~wr<8T#*V`17#E6*&GN=xxANb35#squ%AD+okFYv-7XA1hp&TdD|44o8!1
zSlj<@r}9sxoF%Xs@cyAd%ci{`)mBz^WD|0u%l|PYs-|O{V;82$h;%9oo4k6u+5V!X
zY=_!p^V<1$TVs}$WL#-B?CO_`5|$eCSxwhSngUt;`jxz4H|W`U-kovb`3}9;c~-#)
zv&vvuxD2%?sD~E@OIq}XGzIFQf#4UwO&j=Y6_u?{KgZC9kDh-GW8m!96={}~l*~eK
zna@zEdNlPYIbuO?_^JljmNK!W>zp{Bazy{8bfVE}7GN53UQbOEdz>z%YejRZBjjlO
zCG4m7y8p!W>&Nt^$oRDV@kBl%Gd!7bbr#9J7a%8sQG2o)?%=HfjB=;PLz?&8aL%0Z
z8J;QEWf^@SgHezx0R|elDaSJU?K@2Tq)|vXVjy6v7LC+Ji9uObPxD4Ug7;u24II6e
zk2icJKe-yuaPf5Q2xgp-ZSXY>H>=77^~10<C-8v`%MHk|_)o<i9A_0B+q11H310_e
z_1Z+MTr1IJnLbY8{wV5&wocj&VU96-6bll}WnK0fy)@WQCi?=iEI+N$L6#*fFcNEd
z*Mq~u68FWT&OG1pMCKs!qCNeVHxKdOf#d8WNJ+MLsmHw5lXOi`f{o2cw2JJiY%88H
z(uNMyAk~-`B65;%*!O$nM~gHr>8OlFofJEm1l6_3)-$dGtR~83Z}mV)id7rO{(%P*
zdPU63M&a^b(xjV10#}z0FnW_GwGINKhCoj9?(?*Zk!luvN`hT<<Z+W<J3F+EdFL?C
z3R^K`KEWJvVn%Ymv1SsQ8wtCX^tPcs*D}`+ZF+}XfGEd?A4Ids$QszD*x><`t%voL
zMA&Jv$bC8S3tMcnQDBj%*tm^|@x!s-RTsg^3Pv{UW|5&JUI5#*Tr$YFSR`^1Qsuk7
z#X<&9Af*~5Q#n^c75knUO=nF1SpfrReK1Q*t-G(1Wswh#{!MtoRE<b@A5n<M8usuE
zymuLUi1x1~$T02lmQq5Z@=C3pVR%(#1*Ctxi!sGvi%5_jK#%J3mgJwA;+|ds$DE0u
zQ&tDxu7VdJX_v6B`_(ms`DcKs58E!uz!mP=hivqiuA)|@>7B%WkPJbrPM`3UDB&{u
zITWqp|1btHBE>xYPx;W|v(d+xaV?wdniYPyv0g!{<x$mUT#DWMteGuf?=eigdY)$B
zXHsSsJ?#(SX3O_XV=PU;@D<JRR5NWV95OpPNLX-+6TmnE8r{%l3Py`lN=#IE7?ve2
zg^r_~!%+0zRC?+`|MGEOvr8)SFPR$HvLTRJK4-udR1pYws2oc7W3@b(*rAsNWTFCW
zP0A=pg7I_tYAFdwD@c!8U;9Dk))f#D*^x5WBSrto*9bmLZ=w%2dCO_yR+WWa88c=I
zri?Nq<@No_&1MxeZwx9ic?$#8v%-sSGgCOJ<9?MZE=6$-7WeaPp5^6jmzEC8l`F_&
zy0AoXiqc_jIZXwWdpeWiB^<tw9pT6Tu7B>JzD3~5Nze?rO>n9F+^+Y(%@KLfrQZ<b
zQ$^D4k03ylI0>rN(DfEp<hsQQr9Q{00a1+Hc`Vj9LZ6_vH(sFn`)VR-|6TP)i`U=4
z$U0fxZRn@^R#vUhIStr9Nj@=H#?0lu$mv>!QFH&LuKA$UwH$EX{Iss_Z&Wn#0~+hT
zy*_u|7u*}}p;m0{j=h^_*tR6w%O-MB7&K?ZvJQbf3Ktb!Qz<7mK58_MRHDQ0luJ%D
zwK<5Z{#=O<6xwEDz9QhoBi!On$%F8#GFPQ}xQ|dZb-sPmZo$)0Z17(Y%6t|+@XgVE
zSM(kJ#0`<9Tgo8*NeC)K;coXoZ=ypo!7A`!O{ivlW#Rm@@lPDivCky9aftw|(hSm}
z$N^>j(r91A#VNC(^5ZNg@>8ayY#F_lNTmKtPJmvvrbiMVd8?*Y3}yd+Boq!DL_!h%
zkA&i`;r?C=rrJ`NjOI{?kDEVS$@5s&Oj2Rw){msTUvNy@QD&5tGeX`l>H9-UXQYej
zW;9&AM3U52fM!1FxLqbEW05o-;-Edj8YQvxq!R%FnlzqY;jkw2JvKAZDDLL`|Ms-j
zZYPj!71HwTdmLM^mPSB7!y=X|L?YJBX6*hOx_WvyCxr}WK`>_!>CW83?M^XmL%r4z
zgK{sQFJ~a7SoSNZHyODBn}_N-fHL>6&K{AVH4@z(Bfr1%f5Y-P6tQ5TW778~VQv*b
z1d^2Yotf+2?q{b*3+W`4bpPyCLMcLP&AG{E9!LZ&fsHZP<bsMapm7p%L9DmOb!&y^
zg8gVybdti8T{iILWNGDt(~R%}#_cQ%=?}4uRHKBwn0M9x$v`wq;mp;E!M_*AB8%|-
z_-_BNL(#hw3hh;p>X-k`51D1K$;qBBM5hvGkINoUD89u73#jE_1*gf!c#7v1Xkq@B
zf|~F}(kXVD2UUuHWFo&!W){y0i~6ms)aYuRMv2KmIAbn@?bkEEZHDEN!+%N<RmU{o
zsGO$!k4}`Ofe>i*{=Kj0?&4~_<>jCH0Q72T<l7yx!}3PwfT@e$(7g;$92*ok{5Wf|
zlF4z`abYU=1iabNFA~LaTz>tMYky(9YYVorLAeQUp)?Rib0$b4S&pkW)FSjN$Cs|n
zY+-Q0-&I72zOfWk`7o(r^xT{&Yq|aS36R-9w!?+OZ{(gdkEk`>F`QiMO0u(sc}>2=
zIP|v5pN*1Pm~zF53N5D~Wr^d3Irms&KC;%$|FTvy#i^qui%T%GG@>Oc^C7?PsZu-s
z4+iR|B)Ng9&MwcJW+L)2U(BC$!Kk&I4!5;yC~w8Ra<rgdnpav|#S?%y##5SyeT%he
zb2~ZpaS`^+S96R%1@_<h`|tH`=J1LGoxg>dIH?`5Ds0to`8~X0u%B{+mw+l5HO-(6
zh{}0<5mC{^NKu25tw@m6;&MOXu%{T)ZD)LBtdNbqneaxcpGo+eH)$ue@H<;?gp48f
zM~Zo(@oaCpwtpLyOh|%cqNBdB&DX#i?r}SB&oli1&yaI*YJEZUG(SpcOT7&`Was3&
zTPf=u9N_9I#TAqArP*Jx_Y;>7m(ag4Yr7WjET0mU@BikkNi$}#fy>KsC)$@S+UIgv
zdh%=hIPB(&z{XKaSZep@^uO>YQaa9UD*FEjMeNP#;h-)wM8&FTnwe`_;Ym2gtZ!Ok
zYk)wdl~7T<pXH-8#*d;k8s_)}4?{m`3d#(u!FW%<zLYe5@7C?tQV_i0W-5{*Sx9&W
z7fzSYZ3Yb0cI)_DC+Kw^bzHrrcW@S9tl+9H=?)@9_qXp!akWWAync)miWn4w)zi(Q
z4-JhK<-d&QDH+Otk*nCcSA;$CqXrq{o-7Op63Q(=ph!)$)VgW(VY})4bkZm|09#pX
zyuRtggh3xJy?at)&Jcg-;h|A9f0|UG=i*Ss)lClANcxvt1YQg3A$NI-vGETp!eM9G
z5}?6p*t_j}W5n{o82%8xxA?r8{yzeN<o%yOG=K!6|NjI+B5kbc8%6U!wT#nN)XM*A
z8K>`{U0*>f+wTW$-b<e_cM}*~Cuw=lR@?<hW2|Y@{HDEs)Y#@;<I)T=J=9^u9M1E)
z%->ihG*A8$r&gXq?jb-6@Og@!f{oG3pMJc{hhc{ov|N}pL3ZjNdqU$XM8Pm>TL8Aj
zB{|93Kh9*?1jgWx@F^*{GN(O<NbRHXm1Ip*qPxubjn<szFs7O_D}RTRUF)jErrUmY
zVSy0P;{dM~)jXdluJ@|KBu&R`3Nw`aD-nPXeTA!rwp&Kr^!+1jE$<-F`jV0~4NIv#
zH>gVgVM=0~P1i7gaW^52sAiVuX}F8kbdB<$xDVq>nq_J5@+Q*p{Xir>?3+^x*%+_U
zS<mE^-41R)oWad@^~7y|$)qnd_*nq<?P?RLTAJHyG!)@L(ZPHBs`o64tSuwUE*{on
zz~8=&`{<gA;=4rmvWMQKFUMYx8x(RMn&u~J{zXEwFCnninzZQAh<-QDA(*Kpd}ezN
z(2E_V0KPzxXx{>Kv4NfbZ9INwsz4Y{SVBnNfYh~J7+EgJ{6hZBmTPnI!aR`&0$GmX
zSphX2BZ2-JrI~<yuWUt6!gRzp(PHssaVM}&e28ks{1By?h%0RuiN{5Ez|2~Ep3;dY
zcroNwBqulkl%DA6JV>^PnL;0dTnkA-do6Eg!`n}if=vCf5|bM=gZifT&kJ7~_Z!j`
zw@kS{JHtRMa_<y@)Iq*^qKw73(V5N8R&|ZT8e~4eD^cSfg%D1Sn$cnY308lPzEcRN
zDidPrwGJA>tY7a>B*Jxc#Gd1FcXZXZZ|r-JfnaB$1%8;z(we&Y7tYycP6nd1Di;?}
z5d-kJ^c3`O5#xK|zeS8HA%;bcD6efhE+uXXO5`m&>Ju0kzhL25TO_KL(z8^MP?dbe
z+MX4jvr|4iWT3$kD>KqO0~5#7q(gmmL}mO|_}#w>$feITI7?HsC&$>ex;?jBF0luV
zX8XO@0sKP8I0+Hc#e*PiM<bj3aK=@#WXsV)=5frx=+#lT8#AkpFG!Z@tScrZAKm?T
zzcj@o&X+_W(r$dE<F}i!5y|I2JexoLH)AKR%H)MTW_z>iyXR4CRqu*!h8|8Hh9D89
zmiB8#->IFwaM$s4M+YbL0}z$^@@c~z>V9m@uL6haD*U*Rq(o}Fi{8MB{oLFiLm$00
zP}nPDeYkme9aL0HuqfDH0^3An-Dm4e0pWTwE@iKt3`2g9_SRnSfv5Y^JfKiDVcDyg
zEZGxO-jbu~Q`2x7dl*=Fa*p`>6!x{8C^D)hRAWl$9rC$Ea5zqYVPBi|o-|}@oHMa;
zQ@i4moxg{As07R7PmvG0S%P2)%2g)=GK92M1)C1;lQMdMO9(`l9d;nPX)u&UKV2pb
z_dz$u&qm}zcDVE<&&Fm9X}SEwF)kBqkG!G<+tg*MOgBhU-q1eMO)UwyHbl0^NUYzD
zc>h?C&K=|*@a54o%U55>d;iH!Ef`GPj5#M|%Fycxok0aqO6STLNGH?k{;m1gE8(xp
z!e2j<)6>qVo|HR&k2xK2+u46~1Qfc&cSgl$aMMESNLT;U9-Yucsp0SJ)w#1`G4yG?
z#yv^gu{y*$J1gR%{;#m*I-T_za%B4bHrJ);pSo6g$MVJ(M!Yv^0oI{;hJQPsvw=iK
z`Mx5SXRXI+rRMA(LJ}NIOMG6XLF{c@)$oNcBnC0N%r6gbM%*GQqznILOLd?)i--A$
z*?mZunmzXMCmd_qS2MWSFS0*eE}D5TLLWUH0X*81J+2a>yeQcoOlYaMj|r$5g+<GM
zev7!qwMmtdA}LD~i@}i;PIFM^1@9}u4WV4=ogm!Qq3GF^|B%~uV2g1E;IXkIXN)zm
z)5?JTgm35vgnr@qEE<E7&8I&CYIqK^UMgnG?tE*;)$}v>EBhN%gd#Lymg=_%njyBj
z<Vx+1J*XME8Oru>ZX_Yta-D{di%X#TPIO?@Dre6YL>w88zNRI80UKv00VvIc+3DO!
z{g(1`j>-Dhf0Tsts)4C+>;OKxo$MB41QA?cwX^@}b}o`B<Ctd(0THiFN>(yEnM&;`
zVKU}kBUi|**+*gH+c#=J76aKX3G5>WNlKLl<sf_L38Ec)6X^^DhMa^`2->{&T@w#s
z5M$Emu?WnkE+)c>z6M@!x5U%-of8)b%(%NI8#KrsB?j`GQRiD*k8QTHlHsNh&;WyN
zJx5D4FE5bCD52CQ6}q(rRkU2#GLN%Lt^O9+V11txUb6diveiPFT6>rFVKJo2wSKSH
zOHhiIZq_&vU}Uv}AqbUcb<Yd*KgYRen*Xq578v$rL6M8%$JG|j98qpNs*~O`OWOa8
z$AjP?I5A4PB^P}s0i0H5^DKghGkXXdC!NFBU{rb<vJ^~a#U!g`i`Mtn0DF?>+cXxv
z94;DG!AehiJuCi*Kkj6e3gG|25gV3zgkDV(dWml;mTvz@!}Nsy?1wZ|nAs_AV|!^i
z%4v<Y!KxZZ9@oLDDnb^EXNCNKwa&s8&>E)MjH91wc4l)opu)wXBXD%;L7!BeD7ss!
z{;vf5!8G6HWLUy8xp?dDs=8fV#h2{uIs;JQLe{m2_Ybw_Q-rx^Od-1Rzw^U&8ve)y
zaUF#pyxFiFo$rcPBF<%h*tq8JSES|7_p}Y*5++k|)xWGhd0OXygdw$HK+5j=ztAI#
z<NpsmG|a{R4L#^SLJvehmKKe@5MIlgR`?G4wO7e!m(`43ChL`7N1REO^N>!IE_SxK
zp<J`Myw-jPn4D3d$M)#OZE9O&4yr=(FL48R7R|NggB%=(!dDWGg>hM?m>h7mD&e>>
z@DWh}Rs|5#LN=@aXo)rpwj(VrV6;V#^{|428{puG3$SJ>A!}L*GUI8)o~@;8tLbBn
zkv1^VL;|v=h#6@jDQW0Y6G&gIslEx{8O?(z#77E>J0P3IApD!?clSq9iq6#gOk9oA
z8HEIFF1JnhG)2fY`zI4|`h%eETm8yJl~5{1U~XcLH~3E7RI+&380NfvD}};~XeAeC
zNcJ0Fr}9VKR|><1K|wipv5k&AQdi4mLFwcfmUkt+2wnk7PQ3($dcUl3$1|da`yeS;
zbw!sS*p!H6mp@Q!@vT))l~j?smQiu7WVh@rJzyxPkOK&g<H<x(<wIpDBXsEuL6^#W
zk5MeytTJhm$T9)SRXrvs{pl;lHzp;cHRB|eQ5IAjr<xMYwS%j-;53o}Q6Gs3^;y?L
z=zz;TsBwM_t0B6{oU?CppCADZ=(Odyb?613uAs;%kPeKXaEdD+`+Ls|sL|Q*-kXRO
znsHt;kLyd!hEj`5(DM7vi>`x=CbU%@iO9Hp{7-N0X)Us*_laoQdS?h%bHRct?&QrW
z%RNavC2;%!vxU}}m=A7f72rJMHfhB2(0v>;7^M*C4kQJVY?eiL3?q}XeyaK5=d;pH
z%rt(;<ytvOr*u>6tIve>C@{w>^#JRZr(Ywz4RiBRWck`V&dnN=pT+;8Ka+_AKR3hn
zMBMwQw_o*e>2o;2kA{@)y|&p#NuJo(AyY)B2HVXz?ZHb1f$u@=L3Zj8td+`eUUT`B
zc^Y2^q&w0JfAOH?jWVRqQq?FS?P=JDjBfv0bS^t%fV|=YjfLMr4tMN8&a7jXAUeU=
zeQrNQ9-Mn43H_?*z`l!XxdJHh9pT_HUgDRVH&V{RQE6^7mVCT<Hwc#)SLMtg0W`Nu
znm6r+aKxNN#0M%4%2Ww1<xmJPG7OJA8X?xYZS8Abjhh()A&8r@&lFhx4nS8)6i2eQ
zTD{E5()@<B#sb$PA0uc9Ls%W9GnvGYjT<fw#1eKYSE{Fb&#CM_kU4~grJB_rY5NXa
z9<y^tsT#l*DiI$q?qWKgqf2~{vDzVM9jl|tMp*Ig3-52R(9U=@cBQ`uy{h<Djs?u$
zP`5KI*xlN<bRD^wMlqX@c=gqFSwq}iNJY$Wu`e$<V0op3FtoN>W3eviBbU3#I=a|y
zHkn4W+Fa4^**KNA_fIu#H9N5t2n;*~XQdSxv6}kZQ|ag29JIvO9!oYcTs^4LO?m&Y
z9?f^L&E_d|Y^8;gJ_&B=$MmJy6w%sFbu};BbsdA(3i@TtfN+kz&|d{YS#YPWmx;SE
zVZ8Pf@y-w8<xsUXKFZ|oS69b}`<Q<C-t?7ko+a*C2gAodc*@$Zn8fWK@GPjKp&VQ!
zdlvF9!zdpX;v>t`&x;Kaks;2*_!vprw{o7da`%?OCv$(6PJK{}(?(F=V1YC3R&y-q
zda>&tbA#&)4m|TWNr8uEcA}A9g9g6%vNW-7l@T<tYYae~Sdijqkqz8>tse0=OwH5&
zGdHN|UV}>qQ-rH^);5m+ODK+;Op1hr9Y}8vgg2y}@)var5Yo6snuw~@bkKe}qiI5b
z5|2`g)WUB#qQfQTREIC6T;Hi4BbpRK74-&HwG+3kOt-~E;oP%0hW6nLH-W3F5%iLQ
zXqrT^-{iGYDH8ejAdnlKz%40+An{-KX9%YWf4d5=cuIwmhs-$BLuMicqvsWF-srhV
zN<cbrgg%|pXs6;{Qc>_qMFB=sd)d@@hEL<{^?ukDC75(?9-m^!YM>4&dMRFw)NjZ_
z3Q<h)dxNWkghS0cUE!mSrM{V>=Bd1<GjQ6Mmw#O2MPfij_}+qLn9+w0|EWE?4~^rE
ziLww>)NB)4g*^3oi=dTLpc(R;kWu+Lyeo`>#%GD=)#`VB*BUbtjP(mYFE6<U$DT*I
zCq@OKQmhW@;p<VMB|JQkuu+e3wTKM|JElF$u;lX{&XQCWI~Y%G7|4Q<1II<nSX6SH
z^vX*1M>nhv%8*O65|WPpQ;9g}<CXG%RHC%EVRoLNurHnaZb;dpr?*?wyL8&VXW|Kg
zndDdwp+)Sp07N2Eme-R{bTKAn%<kmaws)CsIAw<%f?7Dayl|{P%V{%j>u{m*E0y|5
z>@bT|2e<7oqBjA_OX+-4R6929ntNxpGx^YKy<B2?{p4Oco?p#xNKb}0p9KJ~ZN1YF
z^g;)T2(E?u<}F+y^j;CLn4b0eNmkw&6=Qlr+hTK8RT?O-9o7y_B_^=z*Lf3c_MYwe
zhQ{TPMd((HT8-~i6QK!X?KIL&%E>Q1cemu;$0V1%6Sew*EixE=L`C8guc!nqNgSjz
zyIqaI5Z$(=UV)N;R9c@+YIkq^9XyawOy(|oX{IpE)^M|#T|ryD@!5Pofjz>jS6_v$
zO63x#E^yHV3Wg%hlkQ7f=T(1uV|y8hSCX~9$8?L#x@$9=?xG5<f-7fZxgB5tgclMN
zY!sjT<sG^`1mOrQil;fi-+>Rkn2acpJE?l{d&PF3-plOLAGUwg`ZBz_yl=AlBTz;s
z=Th1Sqnj_>TOGVR1ES)O|NrR4@c-yVDM&8}tNre4{?!Xe-SBb@8Mimn3jn^;6?PXP
zTf5%Dtl=_@+7Mx19$&zq228m3Hdo|TLXH_E=jX0E{#%1xOmOKZh!3{d1cr-<l8b7K
z58PG2X8rO3E-ODlcOD_LB}Fs}$vF<hxJ9MzEW+Am2(Pi<K09JAi5_hBoWKG{nIbFU
zq51c7DJDr!L)Z61rmt}EKx@jPpo78PH%soK|DgXXDh%4f(DD7~#pd4(!xdbk`s_{%
zEf5lA4g;f0yeE474$z98{Exh30=o9S{<l$aedwe+;K;k#rR_BMpI*3-jv)i>HdCwI
z4J=Ycr9mj7oXpDiXi-|aIV|fAq!^Y?1|Om6Dp6hJ8lH<!Cj0BXoVgHhuD!0)DfY~a
zF~I9!onjdV4f^FA9vBpD=JE-+SFl?2J*D9@(jLVf|DMPsIa_cFyJt>&e;%WPUZLu*
zgr<YKawPIb&~plG9GtQ2uD2)J{i6O~wh<=43+R@AP$Lpe!-=+v9yM&CZsQ??Kt$+4
z7z_}~+;C^tUyf_qtd3_}YWdRaI*PTuAT&$_mL0WhC}D{$qmCTD__<&kc(As;BjR+C
z*kto9U64m`@L5500`n^_&^$vmyDh?Z*icr($jkXqX<XHV8uPO=bRdoOvT8}Y7R25i
zRP6RSg!Oy?v%#3sd|2!+2So%7W;WkdL#L8BiE?4INs5P`Bj1iAm=HDAf_hhS!POV>
zW?U+R>eh3f8?4w-!sFYQ8S$;FomD{dMV$>KA6l8Or@u!jL>JH2hjg$5;mNs7js&&-
z3K=hsR)C9TSPOA;*|^>B&!hf6$Ida?KzIOe$Fb(;Z2h%lUJndtsz3HN(HivF{R8e}
z|Dhc(AniDm!(S9VE&9-oHt0|g#eAY#bD=O97%|wl%aA^Rx3jaycKfZq{f7+q!Fj=z
z(zB=zJbuXNiw>d_z^)>?9ppqf(uY70bLH1@l?#6OVi(WwW>2x!Z#D>}`JC1R6Z5dA
zJ-qNz-rqT(0i#3Ffo&Dn5#WG~`mcJpW>mN-d++?G9<S<U4^Z(bbX-3{GX@W6#<)hd
zB3!{DGZ8~$6U$`$7&2_Rlx$au`N0TQacOY3zb)+J0Dpy`THX#IjUfI!!QeBoxA|@p
ziqyry^9cPtW#k&VDlhneY29w$bBk8uy@8QeS+#$Ur&j2H2aVLy!O;`gRE@xK&4r$j
z8fqpp`=@EVZLHfB6t08aeMs2wTQ?PO!#n7on6q>jeIL@1NMI{<S8XgE?QPH-TN^j#
zvhOefQjXSAB@E$<W~YTWLGMhrtqvu1QNHXg8zMpn3!E%F5;S%*_it?fGirD<ZF=w|
zto|a`v|i@!lhY%5{`3`2!F=UL;EPm_7h1iCJ&6?T`NHmfx&Dhv>04XSjiT^9hkm`A
zFDi*!T1H(kjiFW!#T&#AgH;=7U>8iqdvfw49O=1pSk1*QbfWk3#yemmTHyVLeuuz^
zH4gFj-;0gE7mpA1M}FNT8S7E-l8^jA@u`DCuhg<t363jA3*NPP@*@2rYpsOYL|r`x
zC}7<X%jhJ_uPl;Wx#%t!?8<2d$+Xv83#{X`UEu}h*~Y5xPZ|sBlOor6TLl=XTORO-
zwL#d3+GD@;hu~Idr)uPy23abu654LYQ;KKVvScV=jWy84vzBQ}hK7OIQ_g)IE9&-W
zW*T<dV^DLQNr3{I-tGM6OCAbg?IaoLoYY%C((?~K+q>{{%*gB~FStq`X+pV4YV2S&
zRT;&YsN;I@W@DL3pQ+($6dgcnkF!=VtvxwWq~;d65y%BYsn9tK+*O#{WY^WV=V!#k
zW>W_D_B2yoBMULlG+jx48*3UpqW`o&9WJfJiwE^9ZJQYQ=&emkvZtOk|Df$K;Pey!
zS8EW-GQ~yAB-aATSx%c8mznHXyLcjycMxyOa0_*7#hTZ=*vY-w=BNlk!!6Q8BG^Tk
zS4wl|NNM5MFp%N;v=gJ<W2F^pn}{sRigQYxXrYF)m>>7O((+ID+2`i|Hjbsvy2AZN
z{&aYmQFeH}=tPbLU_@}}wH0#-o<a%q;d_!zT3XxiZ1y88(_OiAJns5eCYie727x|J
zxu#xg7MZCY=PV-PChtUxOD(mw-K(I6{7WInYWvpq$^*W>72IRIwE`RiBu(AjSRq57
zXAWO;uX`zJ|3`3hq9P&m)FOL#&H>g$vZ79yUjWUokBctfB&w`EJU9pDD(O^!4G3Pa
z@WnbawI?(PTdRINq@`6P#duLUflE<sDrr_+LMVn>s)do@f4&9#K9#jpUhX-PhEx|p
zOLTQ*j3j{x$v+ufwmPBM>}@QqDafL0kLCybecyN=`}_Ptzt#Qr_V;bW=Wq1iyJizR
z&C7N~uQviYHi2a^vEQ=<Hf{C=eQ|C1?f9aat{TxU1e{g3H9vJyDg+&5Ix56Bq{EaS
z^{(Jf6!%PgliBFtX>PzS(-LuIu#e`hvj|jO|5V8Ni%DF)1B-W`8kFvR;Gd<+oc7Ac
zyob=->5qS>-guMS_#|e#y|G0F8EHLnQNjTme<Ay%7UvfK(ld4|?n$rSVD5(Mz~^3H
zu<CHz6KPAcY{!m{79sU%O~X~|ewN!c*MaK_DttTnv}p0!uk(GYX1~$b;{B@Xs&NxX
zW4Wij2-0*1BZt$5Gt0&G`*$2i?)!U=&je9;S_MlRo-AzLZKpQq3ukwTfT?Q8PjAtP
zz14x3ug?|{+jk4<gC_(CSUPYiTX%>XQl04RN(>0wi}V0qlE@9r;wo?FrGsxeK=kj<
zyJ(fywZvBivB@gv_YR&j`a6)99f0sx_yEYNSY0|DZ7{@@?cXS{-4L&R`+;uSf7Ep5
zDO_FxnR}KVSEj%4W4mlD?uVB?&8Y~~n<KK;ZK`n4mCzHo1yEGNl^SNTGAy>fl;cjE
zRM&pNUbqBz;8k37bxn0!lY~1NoJu+{A^eis^f?jPMlC*~Eu_UuFRku%$w)dL{nHV#
zyz3hz=pb4D3a<18-5o2P?zJ`7?iyGl7@CfE?3&AGxIcY;xCLY`H_sNY6DJ%zxXKte
z_as;ggR?fKsA>Yw`E;`<)l0&i-Y?|lb88i!Y8Q0<2Xwme!YZHB7y87G?-ouAbh>?L
z8V_w%dlpZsg$$|%U;tgUL7nM!l9r@i!nopI_u76p+3)wRr))ZQPRo<W$X20AMrIcy
zUse2H)}hq@^iOYvX?eUT&;FsVz8rVoLSn8o^D~pd1+I(Yu&liXvoxg+p%ulZ&BS52
zCXK_SMOh!@B&Q8re=gxsQU(!wFr_8VB3bm5wrSA;J_7RMsY|d*YOmb^E`6$43fVKu
z9^q}yp-29>yKi?d^7962oB3=bO!H3#PaQXrs*^lZEN3P&7)1}sVgggyo3z6RFyFEu
zFQk)^1}6aKHh#H<bc|=vwxAc>zH2r^pqU_LCrXLQ+YX|0{G=hZ{ELU-I*(ZGDu-V^
z$mR;Q-Pkdd;%8o7IegbL<EY<Ce>pzqtZ(=2q&plxhisP-LkB787x$X_YqRiou;iL!
zfetIKIiHLZtR$s=&o<K+Q6hbtM`sB^i0L%Xd4EHb{_IBuW&JN(hV)jocY3Hw0d{An
z+FOPpn>VMTmd|zsWdsJOL=#XX*BS)AD(bUxYUG-kQytyFh@eQx_W>=|2Suy%Jr-TP
z(xb!ge~MRd@HN8HU7Ctmt=DVPX5Za|^h22M!4!Fgs-mdUrX7h9AZmXq;iquwAU2}g
z?uRD{XV3v!4m2WW0f}wf2@ipbHg=&-H5vzGr8l%}G83VhCbcrhb)+sDaqYAt+NwqE
z^r6~n2?djiHyKvBC$`*y>Zw9!9NmIvbrtd+Vkq6D&AM?b3?pYIt#sQpq|PaWMH(g=
zgvJ5$TIT^1lupAmvs@MOIKl0ioD3hIZMKbz9)guS2G|$S?@=04Bf}KsN2}e@)?{)q
zi-+F{!5Edt2v+Y#td)4L8|qg6&2P05_bNFxB5;$;_C9`_jc9t52rU=q@Ws=3%F@rs
zu>F}~BPA_X9GQP=!}#KW20aKUZ(e?QJi6Q#XIF@BQjZ{|2z?)LJ(`ZfGp?ULYbSBu
zLhAA}j;Bhx`RB!!D}8=vXyUZ$<OLCZjdyKF>S;=ZY(#j+VC8j_dU3RfZGhH7sQ2up
z{jR%5Kj#$ljcz@BYAg{00+Ua6mBX#BLBpfNt&zfe9i@*(LU)CXPv`obUcKO3ura!+
zKEaM+Qt4lNKfYv(yK93hpPmiWgZ_O9XZvI=x+bueiy6f*&o&r;BZNA_8_N6N%q@jP
z=HILTUZYhSDZh_Y-yAIY$ZdJ;bN^L-B|Lexy7yM-eVwtS=HuW)^^tYkzAN}szpK2i
zbu?A4a^qNpzQVixvqXHD&_X!j#EL%Y)gmB?F_1{kqOO>237B?jX19HlcIl?jd_9A_
zL@T=$1q-)TK6Y2uMkf43S&?^CpMOfx1{s^5Z&+d>T(Pi2miFop0Oe*l{MJO;zL8}3
zuo8Fbt(ES2QOyP~_AW9~`Z^+V(M<C~aj37_D#Ht&cypy^6|$w7CKm4#^@k8KkSN-s
z4#2jwlXhxnw{0ZjsxeEaQ3jcEC~-B`7=c9gm3(_!Rgt6<;2Udjxwm{0{Ec+w;MUAB
zxo}9mdf|anU-HnM4kCC!Pb-GY5{^08N@%~PQrgkB<4?Rhgh_dDosLrH=J=_qEdd?L
zFcS((9$C*@z>uUDjhldiE8QOtIb}?_-K+f3R?(8_P1nC0Po7#mtpUr79zFxLs<O{N
z4LA_sjhUD>YKA#tJa>pU%(4)Ml0%of)83r&&ar~rz^dRY32I1C%?(G@_#f9_DjLWi
zU;SGiKg;I4ax$TN?Lx&6K)Tb*Sic0Qf64+XGCerA)r$N~_hfYXMCyG8OJaVrVr}V|
z)%u$Q*qEhrVJY(H?hnV47HI??ZEO*khZF51I=lL_jk~#P52iDyi{)I`+Hg`fI7q?7
z`FPDigNjMv$zm${fXZf{SF{y<(8C~Y*@{T%q0UnmgE^skarA)S{?p`47w~TAYshg^
zbeEqM82b)0pcgIlxI1b^4&$#UTq)C6w2JQRGD-k^K-f1zXW=DZFxSeNaC6FZ1r)hq
z?5fQ2PO`G<rjqmJ?PZ*}CJXf<upiG|!H{S<Xn+)0Bz`#bjNH%fmuBsw&nApcXIM)?
zh%48{vl?wCN!HZ2Kl~}a)vx^utpZDCM)QyOgt-;2N#!CGo1GSh$NIyy;Zd)i^iC7v
zThNXF@33ZwJIzP3{@dD&NljM{v{+6&-VWcxio)cneh(Ac&T_g!Y8)iiV2kWOnesJM
zczSX%RA#wu3PlLIaeOJ(J^b;Wy76d-(vr<ZVXOjst?|QL#lt5O-PSE6J-VA%e>_E2
z#P&|%W;CEShd29)Kt~h{Hq>hwpH3BiyF9ZyMHh4Wo66wU1rV-~e;oa@4H>qsL+D~v
zdlq?T*4%<9fjkqnvCvYxEN)Wn6-9t$Vshx!-mt`^9FRO$H6gzOF%ZIFg)i+_(&(9}
zIB<BmcR9&Q*l@ysqMgPB*`VGS92?R%?AVv9M~aQH@kL|rIqf%x$X(TPUeHNB+<F|V
zBQ%<y&wTPkV>sAP@1@rxa%xA^E}v!vWVIWB!H$Xdb?f%%EU)N*ou+K?MFaaKIo;Y#
z%h<$%ROQ6Yqc1}v=+Xi-D{AvPg!G(xO`HX;u%T1C-Zv<h+T)eI#4tZ@zO~zcqeuyQ
z9Jopgy4QQTzf#^Za4?%JoI7(Nh{6oLiFxGRMs0G&GwoBQ-z41JaW`@ljqEwYE+}85
z9*En}nUrJ=*iUx&vut!PhlH#nbDtn&Q!aDs@<#<_6y6qEP+aTTpKYz~<3cemEHHtQ
zW^^GIKs?86b4wLqx552+Fo$%vNp9;Ry3JcbD^5WR#FCJiX=p$2&H7dG)*d;&G}oRx
zpG$zhBv(rz(KQ)(iEE@E)pw_YU?Uy7QC4VI>fNAYA2ca(;TZc}5SV5D*F4{TpfpaF
z8(yTS4iH^WYC`3qmYaf97P26=_qC)T#6rNsP!55OwWW#mLK^RU%aKvkBMgb3`Vm{l
zxAcCIy;C7(^a!=xZeWuV?ZJW2&}l)fx`WI-q^QK55Lc`YRm!}o%W|W$Y4bW94!Q^)
zIgpmCYo#Q_Sgr2sOGwM_h1m`y{xI3hLif&2IYD~T;u8-UIvm)1RjN!f#$Br}7f<^D
zq4GTpmyRz19jjG*>f69f{&TRQvuXw>rzl2s4zzWbBf(*-t_`=EfN&**BvZT9yVSZ#
zlpk)i(y%7E>%ueSPLY_(rZ6`l`&7PQy{9kFg)y7K+5~4gziBe>YL7le6<^m<QW@SF
zZ8+&6_0HWqufYRmhGM@z87*!wEd*-p>iJQ9Yw`9vv;Q(I#fD>=f9}}J{#OtB4BC`>
zg|(>Vjaj*!felRKU8)&1Kz(oXK$G`wQ7ABLX!!^q@o#3)(C91|0~YEs1?YU$ZusE&
z@m%0%7=A4%Toi~3S?!&lzdx5{`;oc);e*Q&eY2*A4zay@K>OiA$Wd^rYwbAs(@Vwu
z+j;%PeUjIk5kzs<Io6&>k?A#pJm~g%-icp4y4%ZKEWds&LaYwAbIWA3IssDF?F!J0
zlSz^{l5#^!nZ_y*fA7_Sj2S%_H5f&Kjjc35U!|oPhL-Nmo76td)i-zq0PShq;H4($
z!Brhu)wk#hneiC`-SRqH#w-IeLo*jpl>#P(+Mwxn%57)%eWQfvut28fby#u}CG0E)
zRd3}8c5FCH@OJklmEgOadm$ithwE_d`g1nKP?OhLyFEN}OOnnV3Ct?-ossnRFT+r;
z0e@Hq*I5RVtQidQ(BQ>N$4pFRTNpOsl!5-~+t?O}t1=#n4j^(kUc)Ufj1HhFNWzx(
z?g`h;Q%oUV;8FvCzvX$~YMF=>l+=uN;TR!wOy--wxH8EMLrZ0$bHW%3VH=RNRK6n_
zcbU=jBpv62^?t?}7SWYu0{!srKJ+~6L?zMdzacwDxp~uet)j~s1E%(#;U1CK=8g`Z
z=eQL-BmAw=Bh}dMNE`j7<Jf8tRT4~QqGLmlycajdF;H%#SMFstna3_yKcFF@W`TE}
zr`Pf(H?cLIi@0d_$_mjy(uMgVv!}l7Zcx@QgsQ$M_pEPg%bA768BS+%59+C6sXx>k
zPZU^5f}e1ELwvJhK(Xrwd+MJU^mM$kAHf@8!!~9m2Uos7R5-6tpJBUX=uZKYNb2U|
zWnW$&K-KrFpYm)Pcj%BQD(sDw)GyLq*+1M}Jt(5HjfBP@{H5zvTL22{=VTSFO(&`{
z=Byg?Ru4AM=~4nby*qAV9!#JLjCjuvPOQB)9eC=Nh<7g|ioytSp!jx#+y(oRG3bjw
z;Y%%a_~F}>P};8Ep=Uwrb&BRoRryy67^lXYZ?)N}idEirTb8SgSs&r9%YruER4=`x
zCxC-cK8&y#dZh9RQfcXu)rw!~z8jul;fy%HLOpJ2qO<$FR?Nvt63c|7-wX$<VBpnx
zr&Cc(6soh1axVnzC2CzO@n^pMeLwAvLP&yM<(tQZo_>*x91ipNn5&DIA8>Sx6>;H{
zp)96kV3m2~_`R*k#>BhX>6W7I=_?I(+dQ*#s)Jp88J6t1JR3NG&EHg4oYOkYtUmsV
zvB(KA*^ZmG1ET|p=`3%5(7t+NsMaHL@27o&Yht=-7Bj7gsdyz332E}$tLsu|TbAxj
z614-WVxCe*{p6R%iJGkYKH={dagi?>>?kv%=-^L*QLjijVQ$`=CllY+EX`b`DwVUl
zJn|k;^{S>^Sm_SYRWl}^(d6?i)C;>11*jv$&sb~JD9CdvmQ6LMz*iXL`IqtRs(Nf&
zqRSCIW3~pP-P?)Kl(9FXB1HY5MP8m=Ah8T>+49k2icl_No^6-+xPvF2Ql7@?UfE^5
z)-U7k_oPJ`Vc`!hA#()zDpM>ALYT_mkcI@m^WPR;I0i(@hF#zee1Cs+rN#mma=}f;
zh*`K+N{^LzsAH;pNhnhE#<IR(L`s;K+!{Jd{M}e)p-jyv#wO>S@<UYcawxG-@oJmE
zfq(|e5Kz1oI^A$z_VPGBjMtP*Jz4Q&Fo%P+<+PtzjdRN_bEV{jnON9$7#R^l1Z-35
zkHtU9A{H~+dgLBuE(NAW;v1!oVhJe*2G`4+JlCmBL8MC@l>rc{wSKZI^W&By=xKDp
zG$19l9*+}KJh@WLM=}?CD5F=)9DJ2Wx5xN2=UVVQ?bR*y>Ef~t{7Bg}r%i5-*w|HD
zGA=P%NuC^a#$OHVgos*mp(HRekFCvCyHK5?M$?)uEk;<pri<)nR0@Wz<ar4ewxO#6
z8`>%Ea?!=f90sdO3X<jC`dLXOZ2hf@oGK{Q?Yc*kM5BPXiA^mF)fj_`n}dL!h2B{&
z4K|VDFV57w<p!_&qIRP$k$eSXG4^hAl|zydDm~SlCnA~-^xk9J5tijbNan#a$WrP>
zmsDl#$~0ML&qyC#<HTNKA&$E~8)5F+$&SLBz!`^Qk6wt#kM)}>wuw&W5H4-|zV~%u
zY($SB^7QE@txldHi34%rJ;TFwAxC1VYjrrI^VSKweaj|oOQTV$vaH-nME)p_JHu>C
z?@sZCQ|2O4xV!1RHCq{CXixeCLGI1mi-BjzAntjArA>f$Ftq^HW+3(4zJfIs7Zw_5
zi0Ud|$Z~CH6W+gP-)>-fvObKvbsiRl*F`Kf8+k+*{ov=-<KpWc$w{04)!r+jd|{=(
zT~fcl$<wQ21gE5uDkG72whPK_IMf3I&!qE*>{(#~V9*zWU_^R9x1r0WqjL;yGxfIX
zlULw%lI@!M;V9E^#Nh0#?Yg{A(Jg|`<8HN8c>A=Gp{>CN4g~|^)Z0(p+>Wgb;kYVX
ze|UzXg#^!aSbSw1`So9AwOIR1H?wu+X8V=fca|2Zc=UlbCQ4R^*7>h}HK2oyd2_9p
z>m4}flA}~yqL`#r9#7$`-ukNqf6is79iqJ$3AbiVVNmeY)OW~aJF8uWTJU7hP^_^u
zO?#ueEl+(D&TpG(?6Zj0RzIYegv@H2j}|{b_}o$Z{#D@dcRYP@#8N*e%|=;tTLEh}
z@N}|-<i<;CI_|V2#?qdf#Jg9rZr>s8T<aj)Y6^&skMBE)ERuryr~lyeuPC$$KVats
zi!C%IBWl^pk#nB4*kBI}w6piPI7+WrKE*hTbMgT@9FXJhp9Q?%?ssnSD@&W5apu~_
zvr%@kW7k_&Lz-5ecTY%_^`DX;$QcS=mL7I-%yLcf=VemZqDDO_OL61!h=HJ$^;k}~
zEkCB{seo#puPwh2BfHL~afa;~XOmaaNb`em+H#g>SwOeb1Qw}$5w|ZX&p9l|Jh@}|
zccb27kret;hz*$MdL_}7iXBTCF5`+~GHXUQ@MVa@TO<?48Mz#C)P9=I#VXH-@(#Lx
zx>Bk(;g_v(0jWB<tN!CZNVYYsSkn03I~WdT#7DV1*LlKIEOt`(_+=~a7$Y;`6GoD4
z7?L_Ssm_3@b}LK!X9y>PE)b-X>*sGz0cd43O81Y9PA+=EZaGq5%Ri;aJE!LR#8H2>
z?u;Sn%D`PvdZO_FCOXa*<ASth=_hAFd$>j5sdASOmD71>*{koc1tU~4j4iI=mgBQ$
z^m5%Y=X=Y<H)CxvLX!-$+8E##uqRrCBOoeLEHa|etKqgIc(9<jtkHatT`euX36xyr
zx~MdUP+39tpsRom4qdrxwDnABL0wwPy1cS%W0~PQ)1kIYDUoRPOQWXcm~;+I&dQJW
zAZ`&gG>S=CKLgf_cy0l-nn^`@K<DLPb}SNI$W#i_sv>$RGItcYmkx6ICE{;!(!(Id
zgk1DbmW0Muy_$x=c@PXZOVtmiA=$YlpDf2J_+x61Rnc_P66GT>z4%7$gF|NTodtPH
zdmtN69~8sOJE?dvv;YKau*7jZi|f54IHGS}@Ku}7;+H8JoZ6k#ccO9P$(Zhses^)}
zpzN=>?aSNFj1gc>f3o@dY$KPX0E}j@^pbR7v{oMga?86VvNM8qp4Y8ab&4ECCMZ0&
zuF(1+B3}BOwUA&e#&f)GRxj5T>$EgznGIT8VRqJO5=TF=!wO`<7HmkgDMxq_C>fhB
z`GO+|`bXTZw{b3cX%Avh6hG#kAXLkadMq*FS}ZShA#9~Q+N1+)rTexVBDSlF9IfW`
z?2@6<B#wSLsqtl|IHh1t8i@yohGnu2_w^4fR_`@Z@bwfrR3gobV?a<}Ps6i)q4d1l
zK}#z^Mf=0|PN|j5MyRoYigZWkPdL0WHXX|SrOXDWeYvD^8@$bhz$5#Wu;kj6^MDeT
z1(I$)w}c0|tw10}R!tjKe>qy2j6?#UX!e~Xr~N`<5`!6H%@>ZlJkN4Es8MYpFrtC&
z7=pBu=y!vPyPMv9NGW|{5{7X}`C1k8%v?!*nKR_rN`Xl%%P|u2&aX1nz_4b0n>j4z
znOQpxM)F2#_1MIya^9oVBUg$J7j(}Xk+8Hj38R9N{s-|hYph?yIU9K}t%OAel8x$|
zIoC1sjdmuQv1w6#4<$s*Jz$64Kpy3SqP&v=s6c(WQ^bORuvyllj4~mWf}%I3c=^~g
za&0fR64<#09A#1SG{@Yc1;3m$Xa6!m8S#bFl-VqKI^$D0*}$+_$6Ku^jk8i>wu!YY
zYDM7mHO(<zkv#IeP4S%7-;jreujvg4BUtCv;yBLL+WXA3CT77&m4Zd~mNzeYkv9|A
zWHvr;Z#Ecp$uoRJkMHgZvMnWfD(2P-Bb!ocvL1sbDRkGFM7S;d*@^v5t8(>J0Aey%
zci{8M?G@*KY-K4XB72i*PiN!kX4d)jpc0K+Oezi5YHQphvuZo|oFkt0{9L&yFchz?
z94G3c&yNOpMgJ97Zk%r1NGKC-=mtVzL#ubFNeY{LhVC*q^Zv^Ez<+WPd6%ma98W#G
zUgpgI4MBVM`kU#G7xcUfrk@vsp#oXa*O<G4PQvz7(L#Rw1R&fjSpAt)&c?472ds0e
zN!ZUj0Y#LKEDRw@;-Odp7xq>oKdvisd$Z&I!1&`Hg~|qn5Mm?XT|}fk0P$9rO_bof
z<7JSbkJXT$V0C(I#l;-gx5Kfk4s7Ox>9@vi$|vKn(}L~_B)l0QbCI&HYDkqQZ^8;V
z081B~`?D3~a{B|qCD#;da6YOQt~5h-g7d4bH?x7wDz1qjqWe*Mgia!E{hE-PM;bj&
za<uc+a=9y(4nOvV+T#%+&e`Ph0?wH4`O}o;hToef{Us4Rz9B=Q$8YMYZs+7Hv>dPc
z4gBRXEdDRg&KGSfQ>JiBU2B|uu{3JB$4<M5y^WD245<7erVkR&F@ieMx`vKQ#JKDN
zM+PXoMMt>+&6YXZS@W=raF{8=K6F_x@gg4l?KyHOtb3i<NhAc&R+lOdtmj&RaW1F`
zf>n{i>;OthT0poe7xaGNm^!b~6djwpKDp~$yB9w}V9cj_(TUsyEEXbC^*%28eTiAl
zv-V$I#cGGmSmikQs+_9>Iqd|hZ|_|WC2cJC4_}tO&JU0{mYZ%l;x`yJgzye?s0jbC
z#_iNnnto?^9N6iVnq62|%k+VixwLI|{PPXTw2Wkrxf41H!OFmgjsyxKt*j3UQs%HR
zP@UTpmNK-sygCP_GatzUTIREFQO?UJzVhh9*nmZw5`a7skg3qUnIVYb&uq|ikNk-?
z7{R4wuq_>L&Tm?;#`%-m49kP)`FE7fr|GaaFPDiDB&iLUd!Ui$u=565LolX;pPEPC
z6VxtYzYRN-R}@2jrrwLY0hT=S!+^8WB~ljnnZ&(fTX27~ea7RC4*8k83C#mtpevX%
z;t2CH4+t&3Zq`6g)r>gJ$~mOIp!Awh-f1ZCkw~ix*dLfy{MkGvZu}0N+WK8|60J;~
z>!h?l(Upe9bje!`xrMALjLFuhZLipFqrx;bMxN14?(jO6)2vV~oZy|-?z{DkD<f@k
z1ioHkDvjPBe%#=ONfmXGY5onbP=9DL_dG3%RR}rBXPhrsd+y&N%xLUPE4$_n?j`q*
zuX6gf$Z>f~t~fSa5VB@xcdS?#RfNjV%k#)x<#l;_geZ=MrjBk?FTcpmMvI3i5WLhJ
zJ)&*)+}tjIM&Oo1lojp(!*$JCx7lkDHnP3ta;5GO0vyfgCPyA}^0lz8TPpebM*$06
z#4Jrlea*0>(Kd0Re_s+AF7fC0K*+eSO5}R<_?nxh{XMHfQQ1FS0cKvjaG?$~sT4JH
zSHsr7<l=!f=yNKk=F9zsJgZAC2k6?+f>ZltExLc5L5Aq^KP_~WTV9Hub_g7)@FJLw
zN{2@ClwdaHhsNKWpF~8^a&vdVy91&Gc8OfF343KKmb+{^1Vvixgs7R?p0$Zp{1LjZ
z12|U64~$Y3BZzO04Cctu?}v4-VPb<5SbWPG@@mc#%9UVs1B}vkTZ$hkvQXFvJW?rD
zm0^?VQOx_QiLM;9JJ^=Y5=ABR8d?9)A=+_`qCuMK9~Hy?1$P6z9MT<8?K0+4vPc~E
z^6vctqrd9+xhxb`ha?2dAGFK%S<k0A5y<LX1;5Xy<7>JaQ6=QmuArYg6c$1^IJhz@
zTE~!<C=_KrZ50XlPt?06A-gd6Uv=|NhQ48Wzk}SZ&QKK;5^fKEl2C`imH}lqkS7N{
zNty-JJ+4k!Rxdjb6dufpF!>wXyFX>uCUS{&Zb88p%|zeX52nVXyo7EOwsSmRIh}1M
zDa6YC^IHzQ7*_?a_Wk7?)0uF-#dhv}pF$%Y&~T4(cB~E=8Z*7A(;Qv`OXXy3J8lM1
z<cW6$<el&09qHe5OHae6C(mYD7@Ahc3)BqN$`q-LIw_C;gLUSbr6ZMq+VQl!)Vl?r
zl*|9sShMh|%eP@RD$@t)Au5ydFXOS>py+6XClAEo9RLk|wt310&N;DcCQDppt7ch2
zM6A(W)D6~%v~|JrVnfDN#6G3SA1(5xd1J?qsL0@RLII3>uguDmSVDfRcQaESsRSk(
zRvreIexUX=54s={gGi?PAQ;ltoiicw=ZbnMag#FjPunybwVxC_7^zzaY0!PcTzFNY
z=XHd}Zk73dzIy9&<eASSC6<2wY?wQ<0Uk2^{Wlntl@jg=N!M_`@iYL@#e2&8vFs?7
zX_sy#oSRNp*%q-T=DXbIuXQgA@<9gwkELsl&g^&kTidp6+qP}nw#{v~TRydI+qR9Z
zZEd^n^ZlLopPX~=o#ZB&<TIJcB(oCx5SkU-Qpfchq(vipJr;5jJ~YW3LD0BI_6(;y
zlrQ;s{*^53V)ee~EBrSK#&VGTKi4CuC;@Lsm^BrlnUW`p(A%f*g(_L3`~xw8g1!yZ
z8VuZh1|Qpqlrl}~v0hOafMjCUKt9DQ48Y|^9#4#$)PnYbJ-_QXDa&-6@>aB_iru+c
zsy}q|HlkRo0nNhqnsN<>%J|&=)4$C(D#rq!Oa0?@?*I#tj%Y|U;j1x`RxNVH?Hj6?
z+FSj--a4w=<JZ*d9`I6or`w%yTB|wB3_yh^k=Grj&9yvAIdVef=H?HLS=n`7HE`O|
z9z2+A)`;7fj#>1OSQR&#tXfQU9y%%DZGk*^z>k@o%)-fpA6o+DuAYY#O0V2+omx&T
zk+fDr?Nek~&HvFB2rVbjT8S;vU|4)W)5cCF3x@U!e1g<~otkV}w3Zq{yl&eD2;jjp
zl%KBp%+&njVDIvd>f6<ZTxRgFta5A*PEIQe)nI;U^g!3==iiX&C>jy*=#qE(T58wq
zj{1M(O}_A0Msn-8o!vsE$VkR*%Phsu7y|ZPx9}u8mSYHPn{Ww}vM80W1$y}}8)-cA
zP3*%CBKami-1!+<fQAF1TGB_{j3r>yM|=?)95TIA%L{~kAg!U|dO9hRSQ@HRlp_%@
z@QU_1c(a0(C-;bPQ8WLQ>FYA`6eoliee&^5Q;k~S8C1@0>-4h>il8@lx9^`M5yriP
zZ~<S)Scj^SAx+((-n)q(%%Bq<p_;(<M*fi3(dTOti_h|gjOiFnc{S%5BM+@2%w4DO
z|DNLg%1|-N@*8zy2!QD(bA6xq2#`wif3z>%^?RAL${{_;rckuNtnqM)s2Jt{BmOTP
zp;2*xrL9WK;8hAQkF8ZxErnJY+0G;tFUgb__`@Br&G41aNQ82i+qI}g+ufXf6%{hT
zM|O?t)08ga`T5L?3a7CQ0sRe>f5s0|8;Y;S{Sxb`Krlu^$#-{SAl$|IS-T8DKpww!
zzEqC(*YO+*Ce0WpR)6d-duj);mmO9H+vU<Iuc3iTp>_4#k8TdtOEt0<!3HKJ*mAq2
zw+D7&_3!!r0R{yd8dKvlAJs@$t)q$l9CFQ4$nS+J5WW7}q|n1TuOfW+*Yim3pnnAT
z2LZHRh;Z(+3nDzS_kJ9QDE9({%Qk6YH-XCOw|!6%ht{_&<n`pu7c+DTMW9xdV=5vj
zLHfcN*DU0q6xS~3tC@*gJcVtD68p_B+_0DOP}^A7%;e>>>b_AVAs(eio{83B;36KS
zi+u1fm23oxQq2R&{k%&@&w|=kx*h=b5Xeh;zp(#EHOkyC5I(x2aQ(uX1GvxqUSw~n
ziKu%RlJj$wUGSQ!974#41aWp?mA};R)BVJeT)<a_o?C@OFY*q(i^ZE6lKVf(b}^-a
zpSL5smRp5EFY|o$h((^2Tz)ynwL+k3|6ASyg{ci%TqU!GtpBcPgFsdPhYn!;l?75A
zbm0&Jz9Ix*fahI0?@;)4e-jV_PEa&<kJ)5xL>w}9*29#XZ}wCkap2=Sgnn*wD@<Ci
zsv7sN87#Wr>}mIhxG|uRh(tIE3WBic^&2lVaiIwFpUppn|8o9|%r|ov$XYuj`S0l~
zvOkqXAbafv4^%1A_Y)xmicO?U9RZebx;g#9v-sD%nj#B4Qw;()Du32FFy+mP(N!&n
zxdKnJ)cv_O+vuGk0ed}jk!t}ZLyjX;t-Q<d2ky#fFRP?A36DW;Yh~0k8dDkXmc`v@
z*P$D3^OVp@S-R^nq8%||@rDeBQ0^I+639s?wA#G>1Wzi_#q2V<{ZSCqWxEHv2s>#k
z)1lr0K!eCbP&yqW5qDbC+FVJKJh?82y6+VYnJ<2GO9O9-CZw#yNQEJsNSoJ!;Q^jY
zo0%FS>#!uNoe``qLZW$<cN3Z5TZoN67l+)90hVLZ;z#%40MVB)olTa<sEVF(ba@Sp
z${Qblaa(4K?2Wy#g+lI*jZ?<4h)S--3_LUnuD!Ot+27JEEMg<KU{{r8M_rF6Y*hT>
zp&hpF6nmZ6`qRhnN=+>#6g8*D3g{@HB06etZs+v4Iv%Y_JX=LDByN2ht^yk9|8Pa4
zElRTK;e9$*wvaWpm=qklk_fc^IhoJd3Bo?-fF7V4$5#<R|BBuspIo497)}^~S8RQq
zC*z+lms(GJyC1<$q)4K6JOlI2`e0f(^WES*NIScq4{#b-8t>kzoBR5=-E&>bz~e~q
z#`yJ#PyECnFdd<iQE|hv-+<7D$97hhmyb@uI*Z7l+UEF;4HhA8LFgDOB7-jRGp-3l
zT*CP323y;Q<Iqz3lq117G<y27-k0%|hr3%PvE8nRZ@=cZ-_@PGc<ZX)2_*c_XT$>=
zQ?5}Uxw`uOxfvDPy2BU^JI5g3MfCh?w4chc>kRM!mLN;nFbg&tqge@U3$9Dj4%}t%
zIDCtHE+7s163>@LCjo=0qiBc)In(g=g!R@v10K`QMk1lT@1}!&oD>D;jGGlI$#g`7
zOsk9Nx;%-Ron4A4@Z4R*tJ9!cXxB#@_k79OAFb65+)=72@vtXGFWAK-KmoQAu7G(t
z{2G4+CzVG$`8yutU~uQ4TvYsDNQf#Lr`suG5w9NUBW+<=+|uO08H)k@nX*#*k>N{^
zeMjNT4;w>x{4p%LaJKxm8nwqnQ-=D6IwFcvZgieHWX1i4Lv8bR{P%DK1NpUPGBM!A
zYHuB#rSVOFXtY`>uV&JU(vMIwNs89eY#fx6yW(>mvg!-$8q)POmIsVWcREKe32-`x
zyvPBuC~YwQ>9Fgx7eslMe>XH5RxrfY64D>rBm8BGJZsyYR}psXt*`hmh?UYTzY-Hj
zDhUcyRzx6wh_|nhe7fmWY!utp#kv#{Jnxc7@%qUrWW_DziE%H4Bd^cS{B8hL*(~dr
z8=un7`DTd?J(PqbE3>t_F(h?jtPdu9elTOo&%^>QTQBu-ovZRrZR^H}S;GKFcHCc}
zB;M^PtmEyOS~F|aWWoD7duNqzAMs1_XB=HXPXGcfOlQX5TwX!b$R?8MtKTR3Y^|=p
zbmSB5Yd^Z$>6U&@L(|3(wtvj8j|0Yxlx%0ITap;)wPaVT^>xk(b>ZxZB~NiCwB@;0
z*$rYt_s97N_iapLhn523&m$e|VU@Vbw9zSKa$G6w1|Vzy{3Ovx4x!s-$`#rfVt1Id
zsg|(W)t8J#1+|^o)(fb0gYJ?q7yC0|yl*B2vl(DOyg$R+mmRj%LcONZ8Ky~4><tY=
zHgJzt++GN@2y8>Qn&cRt-tb736tHOwyC66*$jT>zI<%nI1VKkg(O&FNvG6Pi6=UN6
zDw5V?(74<eIru398Rn{Z(-O;c;r>}$ViTR|ZjxpGR>+9VW@mF(s<?Kmiv-b>!YH2#
zYq-oq(6lOczolf=tyy+pmJG%*QNPD{$6`AIQTiug?E)hj)-|6J<7w-Cq(rk0|Bv~R
zv(lntXq*+RfASPB!Ey@w^HIm)>=QWwO?hbHD$t4%mbD0V%8RN}bJsJFzN%*|&l<0A
zcC01#<7L~9$!^B`Y2D94zVY=E^p$BpAK7+D_7oUHsIuKC)~SL_M{Ajp!h7`ZDFGsj
z%Ul!tON9FU8Q4Q7X}R2}%>#UyK3%n}Tu)-Y>Gq>=$SdWz^MnX;h*x+A?j$vLId(3;
z^4=EkrGqGP8Vv$va@WtgjbCFIt8rR(Y!pV2ifL5{nEuDPzB(-9)FNRjX?6~!^fUc1
zX&6HUCyBEfEWfjal2mQU)v{s6r?3iqo>T-qvFl<<=Kh`!DUW4t%10aJy4lc%FS&t1
zwU|z0E2$I^k29NBI*C5cudd{h8nE=nm3=phB%9c4%msH~P*ACeO)Lvl?rUiIu@{Ik
zBZEK_pAc;D!n(X9ReC>dUzX5`BV=L-lEnB(wbmwd|Jg*>I|aI@NqAW24B{8g^EY~^
zoB7Q84N;hpApXdTq#fm6<8gM;62mYXPMLj;bbI(ZpHZ1wfmD02A_AY=)eke^J3Hfd
zFc_M6{9fi~_zCF-1j4~Ar>IZ~>DF3;^;MJ?2RHc_!Wh6QpA~4E7zhKo-WsC)B{fQy
z52YVbz>U|g3j*krYIlVa^(<MzX{%cbC5~dvjkm;C=dSV4xf`Kco|65AEflLQGbqC*
z-E@IUPb8ASzgB|vSrt1!tql0G3(w+EJLl!1!Ij*yEkyeh*BfleRQR%|$oJws#J8K|
zPOh!Q$XDGPhB&H?Pv4`S-#$GY@RYK<_HNv2DX1{kYVBYNf?u$KyAH_b#m9k-Tv0Xn
z9Q)RxS39%Q3-1MW1D1hLwsM%eCUogiL)(yO<{e(xYpU$)&$r9`6oy=7=FbT0$tUt9
zFebehT<ZjP&AJtHRP3%k`El%4mBz?oWN==)d8&ExBZDh~A~O_nm3~mXU64|kvq}7~
zC(ecXxX9KBCoZ$U-jd&@*lwhOduu1oc}lTCSRyaH++LaHPL%^U5vMah8INWT0&~<`
z)WJ7C&(51peZ}5?F4xB7Jf1lBG5Y?o3B3{k5C?hoIMyEYD*nmgO4_nLX7%ipGH9{9
z6k8zd@-aW2eGG-g(j5r2Px^*q)!#&Wds$W%Uj&@OrExdI_5o&FiOZc~lIQtiWh9OK
zOeCt_Mir5AWReeX<L8IZnEU+Ijhkbgu4-NyJ7pr{I6%4TtyhjTZP5d51rNS7$2x9)
z0*(wz29v@idcrwSXC1EC2zwITcF4rEeA>7O1&$J1(Ic%1^>{;5fnK&^a${Y99#|vi
zOFdXI_9O-a#i6j*`NexjC4SyU_u1DAqEif~2mCBsolHcmafk)eF(Tz)ZrTX`7wU?5
zAq$a6yK`=<gusv&|0@lnS+jK3Wsukb_jYl5X8`;cxWMN#XhSMA9^e8hJTc0U0*PrE
zsjA{o*w?0AcSsFNju+jyWmLZM?rP7t7-J2r89~b~dGuUbIGUcuRd1EYec0m<dW}sx
z=-{jU+o1Wafuz+i>7y5wzSC|P@J7XC?#>P;=zR(ou$4ihT$ePrz9y)@gep>(SCPra
zswaMINQTZF?!cG!4z{=TJIKcJhgw3Kz9TK=JE=(Pbv%-46Oflg+`Qg*UR?T3n*#6A
zHSiw9f<nG2JxH?z@V7Y)kW)k{w@fGuhkkS<963@VVaG^l9?MjO`XV93AiBeAnxID1
zX%o9pc?dL1@M+=@M6rhp473d$>qM4R8(k5ZMzbzi<@?eq+?^8EJL5s6Z|L-a8Rche
zE|nwE_aGk*0<=!Z9bUc;<xeCEf2Vg}pK<w3@IwOilIA;A&Otiv+V4VA=TGNxv_@as
z_0{e13>@H6dz_klvNUpUL+Q@^^cfG!G&}WF^%+TzG}}jb=z2`8zt;QoI~oX&@RP<n
zd0tG)Jj6VZ(2t6-mVf_(tHOiw5nY{Wfb&~BZgn?SH}I9Wg?Wv>qVh3qeEs{lQJAdc
z8tsCnA0!8S?K-_iDP_!UQ+hkhuf;b!SfJ;8-dm-ba>X}@ywr2cQ7iL%wrGqS-(5$j
z0{yljDkkG9;4e-pI!#CYXt(^HLB-4S*Y6ScTRlhKIg!Ai;Wxze$HbyA^@qh<ZfgDv
z?g0{M1oHR*g$XbQ8m_fVb17`07`~VjpGL80qCMXmVY$f>j`&mp6OfXP59SkQsJeC$
zD1oBZ@M{CF0$?{}=e!?ZiIzp;`8;VY$6pha9H;!tE$GQMGA!+xf*P&B;qs)Ql}9of
z;_XNC9Ie34_#GI^;xL*(AQic@;A<Umz6+5N)42T=9~eraOs(jpdY}gmh>=<BapG(B
z(}7lI(T9z=$Qipo5RPM)>GT3=-)qSUjm++Sf?A0$@(}2gOzv^&@i}n`RG5<W%J?qM
za%rx$dW30wT{tZm+wf<widWdn%V2HwX+hlMEE?g`V;!OG?J-9F{2u?+uuzrmmAx=|
zG@GvB?>9o-NFc@;&XlBw?<GBej2tNZ*WMN1xt$WBegpab%%K~W#5n<d$%^j}GCF@x
zVyRacX*C|>i)S1%UkD#5zUfnJ$Sd!aVX(&U<;;dx3-L21Ea%-OF0<e}rUO~>@wetn
z7Ce!c-V1Jx?7cv@p)X`#N|Avv1CJw9wRsmVJ{rl|IO}rE$PdZqvX#Q8;J!mn2uuz)
zGpBD)=)Kb+Z#@RtCQmL<uJU$HpBs0&-W@aM6T}gGRznX*_8W0&niv(+oHLV57F)M5
z`(6^|RRKZ2D5daUDdLX;b46J2avLHv2K}F37e5p4s!-cB4m#t1++zOvEk{@-=k3n5
zJB-YzcKE`!tt=qimn+LC%7+D2jhg?#P3xO&j$JjvhG`fkoZR36|10t`zg!v^RRi}T
zaKxD=7vu(4JpM`>|9a|ZwnF{KPF0r5=`#7p^Q^|HOH%Q&3kq)SU?HqIEnTiTwx|eu
zg%k2R>z_m<Wd5AjT)u1woJdsU1lKU6_LRKIN4#2)B3W%(CxCf-ijn)Y19s5k88ov(
z6^LEWLu~;rGYBRbKOOw?IWMH#kc6>1rBsU(0%nLpJ0{b$|JOp{`k2d7iQowtz~F`H
zW@g^Z$eJmL;x(t%L(1oi&VV@f?<Fi`d_B2RiboNWqgeLEPNe36j;A*!-dyKU(}SYX
z8ntVl3gZChBA$g~)^v)M-@`D&KYLQSkIu1O@&r8^ak4tfgB{tdXI)B%qs{pb*2{Lz
z=HGD)>v!<+Y2d+-;dcUBPsVW<JO&@jnW}Rekb3HsI6Pf_nYJ7@G)T4O(5VF7oAMGF
zx%H!2szy8_wB7U{5AA*@`?&N0k)n#FlQOp1yz8J=R+9B#WQj%|KL`1}tbXMi(%{|%
zesiQ$2?GdxFWBP+xk5t_e+h*}ca!@H)M7LB&1e=f;`*O^@=s`ya%+GOEM3R+r^CEf
zoJs!c;5$v$OC@@$N!ryMtVKt5hhUz&`$HoXEy{_m00#m)PF&QAg!=Rwf_OYkkq{?l
zhqWzb8!tTlX@C>YjIn&&J3#qYItNHxJRiQFRW`~NwTDSL;Z5)rfFYdUdjW?Yj!<iB
z{W1V#>!|4xtorp@`WC>zySjdD(<*A%8SmAKK!O~e?ulA2nqF8D#=yJgZ3T-itnQ1K
z<lgWceH}k|zjIevkyZu*0bSvS0)V`c?e+QlmGj4$P$uD{zvl}eZ>;+dz-V<^@_7IH
zDi*4B6M!UK=>Q&a<$JQgtCKnh=n_a7nlaM#bv973@VFxPl>cUFrL@~DK9!<)3nNWy
zcnvdOHe{KGabqaGweK=*Qy6Iz2s!afaVZ4vaVQ){idDIFu?9?T4=gAPallM%`&|s}
z<Du-)W0+DK-{K&IG4Yb*K@KQq5$?D=N=W^=ia~#O0mlTqmhBI;5r^p=cjHV>oKqYh
z#$}z%mKFDU!ABf|d-&f+l#yQ+WXkr#^mROz96I)U3BJbmZ@2gNdX-FhQ7tF!dgS#S
zxEefnptT)m@?G9=c41kja%ap6sjyNKlnB;Xd@g7z<=XdAx8&k(8o&?l&EgcrOIb2P
z367AApKu1X>v|M*$q1)0+tZdBGS9URHR*Vt9MwNgA9@T^IW&H1`LMCnm^vk|oj<rD
zl=)rkKWp}qIR;t}Dmo;GWlIH=gQj??aFzocDpqPuLrt}dX58eZe*GM{i8kAEkB8`g
zsemCc3&FfMh9i9cOAn1ag&j)O9!E2-cK5jMOeqeo+Z#r6;fq5A_huP4I~!*sSpyO{
zGvneW-lNHsh>YYDJ3$X;o9S{d9(=<#wG88(@ZrM1Q&GNo(fPYQFQ|+iqcXD4w|K2j
z4Y?+yFE39dxbfk(3g&sp&a>a{#U7gfGd$UD{SY@^{|Hm-yrFIg*y^N5zNdp$x2$cM
zbiH~7q2_zVJkAkCq#paPeoAGXONmbr_5cwb*k;2mgG+?xujl)QP6TFx=1wRhFXG<&
z0%U?<GOxcMvsmKx{x5lS_+oZ%{*TYmOn$Q);8`M<ABS;-WR!dKi{QkBk{KTobtr1v
z#LIE@jDzS{9Bg^FQY_Fe3kMjJGh9V+=u>pcxDQhBfAM2nc`I<)g{4@%%&jk;F`n6n
z{kIRGBkVSgbnW#o3AKLKX9}Xb2SS$sUgT$r%fg<SUPCh_4NG5R`zmyLV>VjLN(uAa
z5oLH11TYxSc`QejXpsVL=D~Dm2!(Ny1zZ@<amw>Pmd~mVwiZ?EE_X!PB$yd5(I^F0
z<3UCvTBnTlP_`cCBNFFCKP~DdzAoIpx0#T=BT#er^pbMtPU)OtC&J4``AGDYY4&A4
zSj-^H(Pa^@?HA1cEsMl*BBRTG;Oj3GLBE1wVF#=nTwM=f3dBYy?!QCX$H?c%eu>J*
zs2x-a{0=HnLL^Xny{>!8K}!#s5t#XNe>#%WxxmTMZ)+no*L-!N*D<)}@ZcfY8<@%@
z)N2^O7f?tqG=DqaW%GhQ5hn7$j~DAM(%VK3Bc%RTo7MVS61tlWjw-|q!_HQ0s9y2a
zpM5gP0HNy?E2sdD)Ep?1Ns=~=5(teXo_%;2ryBwb!HagM<U}g)hPe#I8R!TLeSWmG
zEGFSk<toK1Z!FM^!Mm3@2!`A3&EtZJPPq4T8q#W>Mz$Z)60bM0tn71OJp_`bU^aYb
z*}k7guxnz2WEOsFKhX40x-UU>L{5q7^_q-O0!0ot_D~`(=%!*7T>s$INDB?Si{Vi{
zzl5sh)pA|yg6vP$OFJdrTKAa7pW;AZbTxij(c;GPdo6wJw2rZ|pSy1gBX<g+c0R5n
zJ};655COYpPRW##eX22%xd?-DAEry*SDQB>s~+U#ftARlQpa|vFleyF$FdsR`ecR=
zVRXK4v(IW4*f$e<yulSFY-Yo71m@itP<k2n{^KxR8<_g%-0Ou}PM*sUYq4~CkXr6g
zhd@h@dfaYz5s^Ka??dj{tctO3l9#g%rwCkPZp4vrzxVgg=5#5gha@52PUsZ4h16%k
zI=WM(36y*}2zabcI@oYyUeK|D9e?#v{Vl>Z%fpK#hFU}N!qD0}iNGz)9u?a%IY5t|
zjW)_4A7Hzz#|i!Ed)?G2CDJTbh@(6?n^Jv|Z_BhMz*Sd#ZgC>0Qn@3eIgY{ix1!3$
zp=FhQ=m4gm+?WzTWWWCB?lm9zdZ)=%wK4KSKsbz~U63<`7n=|mpN=^cNpqcWge8EX
zJ!^)%ml%-*{Lk^yOiMo2ZHzpnA_@4yv03N3=J4;3gAFI)eZ5S>ii$j+IA%hgBvYnD
zlBYz;X8^z{6lB7tj-LqvJTonz`<-{#i<fthOosV!W5-|MkPpR4{6#GElOCa$U;uVm
zPN8c*6=8su(8M(o@!}WvdVNJX!siTkVX+4$&z5kRuh4NEn{O$cz2~G7JIy&@-YDSA
zA?~k=&_930-$_$KOVqzATHe@jEMhm56E2@my}lk$b4y~OXxs94*UY5VjVAQ76YRJ>
z+aqn}4#r|K%e#Qv$8DlSIT3-O4muErMB!#mKZ=AcZo@KnxgidrX4`u&w4oRV=JWq8
zlY=W1dHCH&6buk!xIWf+9~=6M{AHY#D^<o1=Y9MW?a_<#%w^d=IZjDXkO6pPe)IHh
zY;hB4+H`g1^k!A67sCP`7`n;mM@MQF_#?3GwgxiNA7T7~)VuLxgx`RWX%@jHSD6qg
z`<v}`V`;LMEb5(G@LSrg>CG%Z6wDPpX)SND;Ub{zB`=6VDYBpA{QECkp1!XZJa7-E
zEvT_jRzGyIc+Cv13io$4HFw%zd%K=C3_ZQ@&9RhyGMESfk68GZ2u?AkVIo_=LR1HX
z3>A-6wO+YGV>l+JZU1s9jmZO&j%Km~!DV*+eXv0l(Pr4ZH;2Cb0^dq^r%RA+w6|2n
zCV+-F#&WLL60GrY*{sb?;#B$AaC0JD`E>N++H3t8!MOL44<tJLuxGa{&OzM1toiDn
zm^?7hkqt@?Tps#LX8&P1)x0sBBi)2c((gMkh#L@aF_XVly2o#s2w2jjv6;%E)2Bu-
z8=;~^w?QRq{ISOFdjB5l*eAkU$AbL#JdT?lPO0c%Mbti^<U({-%w}SXY4NJV&$Uyr
z-cj)W2rEBmE(U<(X+yl4KNGrp>A5OC=z3*ji)V)P<nbz(D}*XN<Q3BUPxNB*UXawA
zk44=OpOJX{CM|{N=&3#!3b)W^l7WkM9M$n)B9=iBCpo}FswH#*EKMCJA^Rl<v-zqL
zi@v+w=uDM~z@oxF@5jz}wTsrHqiGtKr`J<Qr=DD@B71HR)CQiL#wqV6R)8U5MJ92}
zof%HJba)XtiTC_oXZYTXD5i?L84mp0vX?n@>>c#?`7ce$(>>8%-uQ`Bz1@kB;k}Zk
z#$>ckNwc{GH}(z)9j7Km<Ia!t5lTVRFnnlPM<k2K`V*F_kFXWL<esbXi9ZxK%x%%A
zmYe#Ug{?DV<o{?UFLsK!`bpTQo=;sK@yIePIx`AM`(nED?13)ePLvRSuD!hJ)}guG
zFB)UN!1Y2|C;%{OjffD&)#GFGIQgV=5J3~LVO&e)(bSlO!B1b*j|AH&-E;Cm`h*tJ
zO*e)*XB$yU(pZ7{oV7oa&Ns?h>pYJZ>3b`!>JS?}0`N{N5{3ybz~+sQ+I<rYNz6<5
z$|_NrT_qAeEg=&hn_i_O_7st*PN7=xF043wude-K;Qc?lyFNE;%Lbd1Jd+X!MCZhs
zQ0d(y81QfkS7%1CkonK`C4Z&J>WBPveh0m;fyVNY#K!l^5ebVT<Sm&H7o!?f6}Zb$
z0>oXZLEos)M*PX<Jz{}>+TWbFnyW=((YEBzxvW7-Y{R{V@{I`BW4LogJF9oDOY2>l
zQ*alPV2DJLih3n(e74P-InvL#mPF3~g>*wm0Q$%~h#u3MTBG*YDxG8uVH@`<QI_vZ
zU%JMG`C@5Yl}mvXY)_D{y@Tf#0W$DGfEV1{lP7PFkay!_%j&x6$nh1rk#c2y=_;BI
zmJDSRO9YE69CUUAmUIFoA#m4<jiauJ(ZPBK#nt7)d}^R$0@i4Gzq)M6p<KN#jB4kY
z)i@PT)F^MjgUVN#Yu%yMpy=rOx4u+Q$QHwNdA{7?7D=<W&=%-HrzF21$Ax2<qd}Zk
zeF?)_Wsy<7;Mf>?|B--{^tHu&4N|+#%8?bGzz4+Q4~l5y>SY(|>~D7O`$90>{gR;i
zAN5O3T@cW3&FAF@9`hgw@<r)7KQgp8{jODE8YqSFou6ZWu$iomSfl29IbIwcQS6KM
zTK(AXoPkR`8rHRdSzfB19{@&cS(AmDzIE>hpN6p>X$BR|Iyw^YX8eZ@XoLb|`oXBJ
z&Pg)B)w#+uR5Yf>Mmae~()m2W73bQG<wsm#_OBhndHo#b6ty_M3hcS`rKzm|t{dFM
z?qc<tm_-nFH@wzM>egKtYzc98Ht`9rc*7SCxdD>&Sphl>5&vH|%p*GSARlIl&cc`-
zsQDfqmodoUu%TO~9=s?Fw4*O{@LKTeD?0c7dn4T72EZGE{Gm&1K3!P8$4k5n%+i<<
z1Q^zV19^N18`Kyo*%-1>&C?`fWQ$Q6#P}J~C%;As<Oab7QC?t<cjtpXN3dK7)k(~K
zMKKUI`0Jl*Zp3*ZnAJgd;4d+H&_D1mzr;Yh`S1-PmhWmuMWED~sRlGOK|)RC4={;M
zlj?ucbe{#op0J{qmq6K@86>I1$jATWGL&<Y3xkk;<e1bDL?pBCTvQwTSS~z>8i)-;
z7C$-RWM>4iwbTmZst%sVJ96)Qwp*sRb$i5())FRG@`_I?GEm>p0yM%5$xD0XFot-U
zT$E(H!wBGeLRTQLhcKe<_#(A)dyx=DLgx%Z1;OoOB%SfcH4?e^6YO&k&ypquoA?1}
zMu-vXt_Im_k;S3Z`)7JKP<{K`wuhvyP?vT%qD0!%`<q2H@WJad{hy1Lf3Ft`c*kmg
zs=)hg%z4+L^$%$WFM&sJpI{^?4OFVvLevY!mBG-CzEe@ri3hyc-Fy}B5=grMKCtqV
zEc5ooM&BkO<7;0nhVYo>-#D>Kn7~cWx?Ct`L70Sto(Km3h{jLTILKU}%aE+4+z|b{
z`{&^+`j7<NkY#+{(Q+!nH^vvpAkD3zrl9_}fc5iW*f-rX9f<Pb;#ZbiQ121=JSfT9
zFvN1>T2MzJIUx}$5)NWMcM$!HnRi|SZkSV<KjA3iRm?_1z_BdbL-j)+nle9?Zlx8J
z)PQrSfbmBVVaPH;{Zh!>DTQ|iW-t|$U3}fJgsoF*{A+%lKT$GlaF6z9N%O5EJ|3SU
z%puF!DjPGI7(xEg>JQkMD1M0kUgd(4Lns1gaBl=?x%jvaJcq$=n>STY-<b-iGEq_5
z48QzXi63HQ9<cfCMW?njCi5T|)BVAzk;psJ)K^k0yb3>Hi_*ByR=12rO*${^LAfu2
zc)*n%ORjT4_mR6YtM?_aJlmm7y`UO<A@y$<(D(@Ef9yg3p%qUnlWK?PN0Gf)-6adR
zCW1^{#Oi=t%{cdu8dtLzVJcw5?;Dt={tMMH+}bzZD_}{7n0!8V+$^~VRK&dF?nS<l
z$>dp(w{W%};XAV)JKc>1VcI?Seh7^dnZh?ZA#LymUL9Ob9IlzpHT$f2t0r@1WuVU=
z2Ak2V;aMQG99tTde@~H&Dm_GDhh1%nwdSt5AGfHiY6iP0C-TrhG#j=5_tQ%sI|@v)
zx)v4y>zt{1F#?ICp`Do`ESBM~_FCks?qVNR{>8`)bY(apyJKweCj85x^NimOJ3m8_
z9!^m`)Zm9bJ9pE#?7{gW1X}dsksiu8OR=M`r%~Lt0laO`kW4wW>?79Wj^3DH^$7SW
z=$qPl28es%tSuq&@5G-k88z*wtwb_Bx0`mXF;b-t48z#wdxT91N&eM(@XRqTX){g8
zWRRF(^c|FHhlD=7b#hr?vMmB?XPBnTHq#(_TrSAn{r~W=qP$rC(w5kfi~`F{uJNP1
z;dkZUT}w&lA!1#yY7r-}Gn?`3&G-IE34=@3MVu;RJ~}6h7crvkXN1p#oHp$cF!*q3
z<vLefwW5f!shwAE4~30#FMHv$X82o1m=(;%L;`A~ZOmTmHxA+4>z7wYwmh_Vad@?+
zR4;@`Jb{=v?|t)+*#aHN*G!yx-o4ml^Bz%3{WduwrSDt0%5nS<sodGgco~`1_;=6r
z2*tt8JB8wmIs2b!<Uc8N*k1fMV+&s|LEZvP1PtSeWWeGercN2m@l)j?y?ep?E{7+|
zj-+1tWvOJQ5$mgDC@uN(!uQg=$GQGUQI6T(O3MVh+_4HBWD?%h4%0uv5W*nP9bM?4
z4!>#lq4afGMER?9ufgy-9FnX~WU&wtDfTYclr60sFCAXw5`>f6jn+&?eV%3?bVULF
zkR2VB1X*lUCYxX9y39X3zJC}zwfj37`bZ8o7WmP5i~AdC8}{<<95|Yr#c4MLyUaYW
z+`s2O)uxgY<rCH=(E*~-keL$|d#?nEe($E8{gGQfqVaC=Do%i4$?Oh1^4Bs=aY}jR
z6)_Y+;{}PAGw5UQxdo6CQQn{->$H--Ae#D*W0ldsXj28gi#Bw=!A?P9yUpw5@|o0#
zyWA`j-9}WoNnM!FtcOU|zn<$0>DJg+bAznKe}(IM`^0&tlTWoj*QCZ;mcamm;R1g<
zq0V_feeUv@|M<L*Zdi<2=L^0chQ5<(0WW3BfBh^=!YWzWMOh^j@8*elea!r05F;UI
zx1EyT)DAm^*^iMO;Fnle>(z6V?&wujOl;@+Gr(_}(=ETzc^>a-pT<*>?JR-QSrPvU
zGQET6AjZtvLVzJA&iNv~4zoC6@?K-VzzvzNiE|ZFS^a3Z0>S;q>G-C0(=nIBs5#xf
z=cvvA&D<O9gS6_&+eMbc2{tZN4;ykAllWia(Bbhz5%UDianE?WY_{ms>2PSF8Er`y
z)HzN1B5oKeU;OHXmI@pFM%JNj9%2^mX}EP)uC;w1hv4=}cP%x59oWW`I`9dPyi7!E
zxBl{xll2BqC^~<=%O4qJ;m6A^UR^@V`=RK@yX>>bH~P>cuv!ZEai}M7-QKPOEB*uY
z%x5!98RfZr%9G01K4DrkQ?w8i{wu2BJAAE3Ly`~&0d;fN@4L%EzJ7ZkaElSnIAx>}
zl1^>%kx{2nCQ-<)qH`W)3q>i=D`z0t6ZNe*(Z-_Ae_Rzc=NjX!8};YJDnoBt1YHTI
zqwZb~H+ARi#4)ihqDRh1xhcF>-dQvjibgS`{2z&i#PWd_y4_!<opz<T88n(0Wdizh
zH+1L(Su~S<?LWt~Xm-zYDk#r(2MVxR<qT~_YG1{HP80_4Ho1|=&V9^Amx1RIS;LqW
z>3wsRdlyR2FSr%)%XpVEp3seJpamN=V)`7WhG1NO5BGMmW|SiZ1@(8}B~0|TU)#h!
z2RBwFA5j~-uI1iCbq?MI;f?8@VPeUb0A@O6QG0=U$Rn=MTe;vkqSQVW37kG=to;0^
zBi?o8m$(KrSO~xRhRn6~5(`iShKnZ71v}|-Yh3dn>t()%!72|6y8_#k*hukMp~RJ^
zexRB|7c4g|^IF1jC?6jf^z5idbID)e7DYv;LLFr=fOk!7qE;9Y4mzTWkFU2P%xU&0
zfhUVzTeXT-F50%Vbe8fFyvO{&0Rxs3QdV%I0CsLt|6KnryuOW4(Rw+o0LAZO)-@aM
zo?kcvQ-vwv&0JI9eJVhr;c2cS7CR4jCIgL>G}>zQOByMRLAUR3!0I!eB2>-G;8nQW
z{$~U!Oy}$76HhOEALTr)y`nVghX(k$s5gU!fHEmj>cIhz+<a8<3Ws{~uSOiDjd=OU
zmgDxgSg{>3(b!Y_pDhDJpRS9~V(3XiVlfi@y%awfv4UdqcAJhHhz+7QuFX9--&pj@
zX<(6VOH(2B3d7x#YJV{0sQ%t1Al7ZBKs6BvHGuxIKZAp0T9Kp*L~*~RG>hatZZg(2
z8pPYfe6yGSZ~XOVmzK;ZEX_fh!aYw}g=zF1@T=*yy}z9a+1Lubpk5iVB`s1i&e{+p
z<%IMQ6E>(0hq{y8u{w>Nup+&-4eT%yp4+cd5}vnm*3*-Ed{K(L`eJ4AfS(uac`(c@
zi=p3v(wK;JA`@b%t1K84eA^%|=Nz@NS#3f|7>Gf5ckwAvsadjCGmHW1@i)8GaohlZ
zaOQq@%|U`k@uT&qqAC5OsaxTwiy&Q~v!Iv8GJUDi1t6GAV~UGADq0R3WlO58VH<!P
zaVt?|)yPD)P)vgIhaa8=Y8ll+%>C{I7BkN)5JRp8viPAWs0Nbq)CG%K3|Al@wwDum
zpp4OtmvZ+jzN=uS3CmDct@3pvxK=EoA!4M5KE!jjsmdPB%4r1H+<FyRk2&fR#2!ie
zgAWH2w=YOh%d?2=3KOMYvuDI-yK~=}nWS-EYaF_PmIqIHyB`kP$&BG^u>k}aKFm0T
zxpdO}w9gbC2@4$UFj8rZ|M7X9(=VD!_(!FHeV$8$K-z|9d1rhU^4u?3CN(|bh;4ZX
z7}65d=jDf<$&^73M8BJG+l??Blo`$6&m!q6vDyY^Ps#VX6K1W-W*`L&j42QGO+Pk@
z5mSEMt5SsL-!xizQ(5(CZa=Wz3BCUw3v|!~j=Oz@rNfibbIOLMnbKRf%XCej(}W#y
zUOzr*xyZJ&%r=TS!{j5@x$$J~9$G(OUxPBaxx8%t_UY_J(98bCRiiM*La<6{yhmwh
zB_^4BC;tSz4!<k1DD#p&R{S4+J+WAHJl(!nK?)b;(2$z|K<v6o+Q7^mKh%xNfHED$
zv-7wSIwTH?ZwD1$LukTnxGC+X35288^(rQodW5%%YQ|a=J-U|1R3s7^B@clyaU+)6
zbh2ZqDR!b@?e>gO!v{jXIb2XL72ZznSG;dDr5rW#kSC4TgMS{vnWA7SQmVM)<i29=
z|7J)Uur|>A2tHo8lOvcnkczeJH<9Al^+#6`QbF!x0i5}IPxK^ljp6ilMg>+dI;g-f
zxkZF9tl`3vG4Hqus+}G`)|i6wJia2`PMZ-yV-;$Wj*HzwZ@zjQJJFwVub7@|QyqAY
zNP(A_JRq%x!js6(`$9Z<f<p8Lr6paMYM}#JO&2LGTO>9}KD2q!vLvR5(PII4+)H${
zXJ&>YdG;c%(qFjSj^BMWuZc@M;h@rosQ4LFj|oH}vccuaA|*^%=*PG1$)SQf$1`b{
zfTz+Hmh)7Ix?!HFkN1Kaa5q<LE04G&r$1$73yHu1=)~Y=_4CwSY4t-?&@KFv>C~Kq
zejFLp5l2yw(=n59ovd}@DM0f1!`C+9q-`J1owSqsY!?mP>3H$@Sk+NyFYi58O{cA#
zFYi{13KgW*d6uNL#yQBX=64dCF3u?vnHv6!^@Rs1y7Qq@f9P_!<p9ViE^?N}Fg7WB
z&UK1ZU9L<iywE*H?csDu?Z>|1KteY!j{<9XWg@|X#xaVec`xG4;XQlHB|Y{2V$LZ&
zM{bG7=4iMm>Z$O(b~IyflA&GYvLCL*8}ieJ`os|Wir-an%i@I_dTMQ1A{1*Wbcx^S
zmZXRlg<9R8Kv3c#zpXKUe13^3Ij>xw?!gZ-Hh^Dn@W&C!4x3)l&Cv)t!{7Ffn+g~;
zA#FHMTE`)xh1cmz9y$*|)|cF0TUv|~OQRvO?4uWYMM1_=Z@}y=YwfbL;k2HTBBOV@
zvQ%yn5Vn_cmiAfcJPle<d59U5mct=%M4Jm+P%Z$G%3=~s^N1%N@SN&b=cDYtnw_2<
z3%YQU;XDjH(-s*f#4qgFwLwCOQK@j7w?z<;_NTd&R9Csx9P2uNyq`!Y>CAv|D8PWi
z^>Oi)OWNH$k|b#)2w7cQ5PH!<X%)~|*=AjJYO8;PJ_$L&uCvp5gy$(J<)t{^V<dKB
zZqeIZLq`>GBA1<09SW>dKf_Qo=_td}=Q^@p`EGZ`ZtYHQ=UrO+l8?x%BWIcG2uW8j
ziqc1vBOPW@T(B1Rl!@K}mzK4qb`vKZT1C@oJu5;N)3+e%Jc*FW-2(}xqn;e!rGzNT
z<o^(CEX3Nk<^1c3^a=hiRL<`xlzC-F4E2^KeJ4RJfP|g^udf3bx6V0lpNlbVUf>Bg
z>U<iD;(npOb8`WqokfJvVfw3ifu7|JA`?u3dv0+C7R0QcWGaSWCll|w59@a2WYnrh
zlaeN<O_kVy0UsPFAZp6`pd_WD%RvbBP8Y_l@$GM|u+F2v4Q*_~->{bd<}{p(7v|u|
z>Px_APjZqwp#7~oNzlkjG(s!)o%m!Uy~eKnJVqcHsRN52i1Q!}sBE0N#oJ6WPY%}4
z53e{{PTXt4mlVVpylyN%edF@|ZVPyf>Qj`NtgD#oU=_rPZ2N(5-_4}kH?UwgUsQ&7
z|7~blAwBSc%iFJ{&A82gvw((qSv5pyxD?SyN3FO<S7<xDBrz6%;eI=`#$)hzQ0+)p
z?=hk*Cfgw4KN*k|wMy(RuO&Xpla>ToAV{cfw05Upm%LdvHFW3}>FLJS2@)qZ=O=r~
z!GU2oOa_QkT<lrvo!dzpxzXiP&8fpL7~cVcnE`aS-NQ{S4VRw&R^IEfobIKC4Tcbv
z+H${Kr`FQMB!-{KR|fy(*72v#jCMRDsNtcHTTBwp)cX7%1-{hrZ6rRmdNsBrhzyaL
zvU2Tqi-6b}WY3gI2JK{$a8#*yuR3FVnd!X#N@~uGMf_fC18b?WP1D8nqjWF#DW#`;
zA;tUHGCM-Jvjg&nYeoBr&ec_U_n1RZEjl1#Eg;r7JZ98F_T)Znw000^8<}}`cN=t;
z!7<)ah29-64W4I3%5}uAeQFDHy#4gT5}ML*#>qQ>RJo~*1diZ+oAR!uWTsYUuHl)T
z<Rni(r?*Q<My(r2(29I#oK2+{0$3iYQ5#+r)+LF7C~?tne1aqmQ5)j?#qlj$?XEDL
z*PGpp3DuK+uOLk4npzMjspP%kUN91O6<Q_qGKWMm33woqO90_Gd%-I*rZBO5(ON<+
zGwv>(#s2rj!F8&Pk${r7w+!_q<2=ue-=Bg5I(Obzg}xq6^ks{y^x@knyY*V`sW?##
zn;$b~K-uIS(y=hs!AyWD{DkI|HTZGIZL=0pmDDOG(^XxEm=gGINWByz`Lc7!=}%SW
zF7&WOwewkGF{^bFz1V3cniFGRF!2rx?04{Ot{f7pZ7u<}ymis9R)sHB<9?*2=-c_s
z#3<Uc-N;k&WqQS^XAIxaeD(v{mgo^|(te5DrCrk7gP*B%%^cgs1D3Y@4&zhH!gASj
z25tlhFam&SDc><A?#ma<jr-Ij?`0<#IM(p~)`e#;_Re;at#MH3`~dUwPGF^Vu62cY
zx2#foeW^n1=<>b1Sew^Wa_{{+KCQ>8j~z-;c@zh<U!y0`uABb3&T5SUW!#-z$7L<W
z43;m06^L(K_!PN?gb91M5_itZ&ZJu}CBdrJEr!cA(=Q)sufJ2C2Yx)qh6zO=f}gY5
zVMkWot-a}U)tpRWgl7fZugUx{A*TaQvtmiU$a>vG54(ZmPxH<MJ#P?MDV*KKe*dat
zXj8(!bcICb+{3Si%@8MvFD|R#Lau<*d9$Pz+7xcB?oDv(1K}4w*2lxhfwrvi#jOl7
z=+DPBa(ENHQ<b^x9Af4V6wAWf3K4SfSq~QjBXsDY3C5&cGOkYJeptMtqiO54INS38
zA`8i;L0_%3OG<>(OLns1&Y=|2<wdv7LSmrXtfMRAS_iT0-hy0E3{m1l=Xkm*JPfHK
z;SET=pcZxNt@k-qSn`LoR)BZiS*5<(al$06n_WTDYuZVEGW1)DOvTb41^LcbcDI+}
z$_#pATb{V@{S8&1+OvO^xx*k9d*)vd_zsrvfl%Da*Z_(sxs(jC^9gWXeVeNJQ9p2E
zSYEB41mt@@$E^KK+~3t7>}(!$lf&FK@QO91>O{O4`1GGSX%d-w?u$yRW$W?<(S!5g
zz=hi&UrB`*)UCUG)R<R1sjo+^Hl2O^Z9~arU0zv7w!5~8<8Kddq^-_Vmsq~|zrSf<
zg7D#}t8vz06ij;$b&b$2WBpKh!!0ELgTgTofMJNj<MF}~G8nJhO!q4au&gA#d@t-w
zK_e0!^i>h_QGW>ND0RoJ68*`?0QUTYQ#^l6g7qB`$K$_QTHd{=|1G$u#dZNen%<R%
zkkPMXgN`IactpvFpJp`uUGx45kBfmd0|S;?J6GX>Z2#f*HR@x_CWY$oe%vZkP`=C8
zhwlZ0=PLJkmTE5ymiuB)-e0z(oX;a*v(w9bE&=mITwl6CwDsbaUif*~ZN|&rYbJkJ
zWi+L0V&;EU&0R^#=WotiUB7E~>zZb~7q^r+?CA7Mj(w&I3y9lFZs~slf3%(P3~1ya
zVE|R4J3^@g-V?BybSV|6QC5pzh_`5(>&l>v|1O>1*o|tv;|B55L$RWR#U59#dsVmP
zA2EQ+z3OaE9sMbsI@jF0t!XbVuoWS%2z^}IuL@IZV<P`e@J`Rl1a3ZW7J6|^hz-A?
zB0GB!kn7cJw+_9@@Su+Jbk?W)15hk^hs&)U{hygA)(o6<Vs)=OliWF80Uv5d>dt3_
zQ*|$gw14oqN7`u_8yqo!3yIw$wSuw?RLZg_N6|C^?pvL4Z4)t=cFgUOZ}^=IM7nA(
zoE}e*=9gpM5f)vKo2?PJPA{@4!}4vI%UJ=p0H1>h-Xw@~QDqhu{*fgPBSc?;>!yiH
zFPQ(hOvW3KW!=jke^#%hccMoaI|u$?8?`am<{G4520F-yuyj6E7<azX@~&aj6la5M
z$RNr`0j!cYVLM-?3!&(%?fKDs;64)jO_aQ_qnX^GoK5~miVI`@)O<K4+&2CU57t`r
zO4EFJ$Tq%s^JM`RR)c|QuV$BcEVlo`$1zfK?cV&7A@D}qKX$tP3iCZdSY;~X5b%w4
zI0HFDvW)*}m4f?YBj41>_)7=(0<W}>2g>ZLV`G6`m)3O$#{co#^*xIjU9VVKWv^?N
z=6(BgRwgRnk0>bexe*NwlC{$Z?p|Q-Kecku@2c%p95ahK=|d;RQ8L#nQ43fS(wpga
zlY`BmXan{1T(c38GHL!LUo}%!DAkqwKnj{W(96*)!+l^<*W{6BE`~t!KRIo2y1WB$
zqXVJK$eVM3eF+eAuhMG>R7$TH!&lxSnfny+mG`KLJZFiyR&KyH0Jq3&o3Yp}(incJ
z_XjL&nolOSS0gA6zI+Q3Dz}NveJ4cIc6eaE*jH`_`Bt@=0Ob$%XDN|c6qdWUKh@w3
zv_`RAby5<@rT%S(h!qTIwOPdT&7+nhWKO+*-YKD$#HTX>65%nUvqhP3k5`}p<~1<T
zICF&1e>F`yqOCoxRC{a%t7VS-=>!k8fu7(&v2R|YxJX5xiGE_)7$r7A_|xz_@_n%V
zD)aF0%Uf7^;@<cxt~~_`R4I&0?|l2o4#<Q_@!^@6v#c|sC{OU9d>^Ue&%YzzQsl`c
z<mbD6cB_&^gC-A`(>F14K${oc`hPMMg|o?JtCYsT{~lJ+kB+<D(RJMFPL}e;NAl^C
z*Iw(qeONgMg|OIEsT+$*Ua=o2d`J^nJgAX<OJZ;cR{SOJ)QD`iH#sDaK7++31fp2f
zONU@Dw=P{XlzSLvH0q8$3@5Hj*$QDhU+=8~+<#kvkKg190}|0V{Qomv@FOC6DNAQD
z-{zn4Do9(*tq{bHe!RV1H<mfQz=%1eSJ&tE`1qJu_q++31T5^!@gA=fQ=S=)<=thd
zP_Di`QvlHHx-;tkQwjP3WUO}ad}C_^Saj=7wC#PCPgaIeMY9b#R^mv)`DcmQBc=`G
zY^DJfj7z_X{(^@LijV^p>pJ%nJN<J5GyoGT&)*Qq)T1$h!pBjX4RBY!S?DKTh8vVa
z)T=d~4R|lQ8<cWvp`<j)x+U(~ZMfL5{GlT+>~ufUoWce{!NA#Di2^BT`6!H4JJC9V
z5XP0>88HGZIkXh_6!+VsxhyEA+Lb^9hHIX4qpRpxV1>o2>kXroP@<z3XHMP()LpYF
z70lRsk=_LQsAiYKAyNnb(rdkd^vou;8ym5|l@gxdgzT1CWza$SNLD*tm_VvZ=p#R)
zQ384BOgh-Wha#}M#uPgO1a*R+VO>Zj6nFTyY@iWyt{EBvDmf@73H=180;G3p;IVD*
z-??%i3V%y4ITh5_#82Zi>)(X8U=>dnmOi6VL#aCn(;lPqLouUt1t?q~<H$&Zn_Myf
z#<6j8|EI{N->W<;l+r;}9v&U|UC&T3(N4;Jl~Wp+gh@#j%-a_@j9y%H*kM(|i&}Ai
zCElaEeuK@f`Uw8vKU*D|6Ah(S;~f0Z6j-85Ig<a#hX$^Rt{Km#ubUz|4Ib`xV%obp
zsXuUs%;afBr^+^5p;Ka4RvI3d*g@SxY@dBIi^HJiH8%BtThM*EC=Hd{dY5#*03mDt
z5MhLDng14Y>>gfA$)u1*#YW%4O@Uj_v+mzu7wMj21n$OfHeHq52$y&szzl<)692V@
z@v*aOS_VZ7W_)wF)y6>-uB}Bzx$jyKcmB((6=;0uy1cv%x7?SkWbBvllnItQtuPi^
zI<gM4GpTh>JZ+8E;8+fa>mKizD`CdbO!Im~mMUTT?nX3-@|Hx?7z&`x-yZhuLe>EP
zJ@|lYP*$(uEsZ0~Lf-#Xc`mq31=~`U8}{n=*`vX#xq?j)CabD<xGho~CZW+ob#Kw2
z43eSLHbQG%xXF*a|Ll6mG5%=mLtqsyjDjlV)IDU2#Sd2aGu8#tSD2sLFIZ@{9jd(g
zhS&ZQYx;-MtH}>J`Z6K|iDM;gE6+8YexYH`^8XgPjpCto3+T_CBePfx2H(O*iwa}s
zzAso!^LHkGyY8QMe6bc3j(EV(Xk5+D1>AUl2nL_+|H~Iy>GHmP{;MS++1A^eYVcZN
zVGWy*OnC8xmSB`YZ}}Lz8xw?=auY!yjF`~7b=J-e36E@lj2%m^`fw9Jsio8MR<i*Q
zS>61~Gc#QJP4{#uqXt|+{r`A+$LLzRU~Blqwr!l)#))m)w(Vrcws~UPIk9cqwv#W<
zeeeDL%(1$<$J%RjRnIlYuI?&Zz*q-6S!Iotd)A+w^EBEO)|}^*+?v0&5S=9JA`ngk
zsW+}yRro<MC&+y9LWU?_)WCLTSF{wSKb@O?qJF;dQfB`uHt5Y|{q3>D_mn64Wo^Tp
z{Y3x*kUOd`a|L*8YMb07Oz15j{vTgAcTH@5I?Svw9E4A<1*h3sfzY=nSuMwcE2|Q;
zZV0rpI%G%lGG7YUfmj<V&<l`=l5i{=P6fikZyC9%VIo{+A=<I-s@X?)nD!k;t`?N*
zayxTMm=~NB%plxC+D$kEVwHdjh9@HfS(wM)9Zm9n8JG|!8A3)RmP5WY$f1sv?cHbE
z6g)$yF249i#maEAJhS197L<4M*5HL8zfV^To7C+rW)h3-|MB11c;-%m#T`6c^cr$|
zL%0r?l#d{y%nE4d208rlZH16r-2l0-3~@W08S_E^R~d-)mr}6F!>1{i;n5Jmm}UqO
zEuF~Js#)mjjj7d|U9GC*&w3gwE-w9U5zNnDXJ^d&Dk8$fd+pfm_LM)bgWW8iq4!a2
z&`&6_<T0i*@s!xSq1JW-;2GH1JcL605iFZZ#~IaWf!m)p*H5)DhAYQBjL0AKU{{#3
zk@N<lIjij^Oz?GOE<*mJwH<tIVZnw&XwbA>Vu9uek)KH6+fRtt8MZdDQ&98cZ)2iT
zu$sSLf#<bi?|XMEkVWb@*LJ?9(@n!*iND5Jf0Jd#x!{T!E`WzD3z8Kvng2<D6iZww
z0x$f?PlcWU%Pq=8=}~d`g@+P);iPG-)}u?r4kA1&`Kkx0kB2#W@XC&mKjT@inyDTq
ztabw!8aQ8n3Y&;poYZlmSn#e2fq-SESCi2~pcW85k@-85BmZI|>!W&GvgVu?B0_eX
zQxDP;G#RKo&T^|ma3z17dU}%gm!E~uU?36)Yf~;0#fZs0m&N6!XNEC4;#6KD=R#e0
z5?d&>la6qVVDzPxMp+}Vm+q+~gZ%eUyU~$aiJ%-xHk6iUE>=il(EgN^#X*Ph<$k=u
z3j{m{Aex>jA)&!qc%0Lrglic`5H;|oNd9AHXwx(!eE6V$V`zmC*3Gm)$dbL~utMo1
zhoI8MGy`g-n1=L?Yl5-R`QqshO$NdKZO90KoPiAw>zRaKd>@~wKYR|)t$5o0uIc%l
z?#Y$@j`e$e-~M{^`+VpBJl_6#)%(Js`d3=WI)uUX!9B(xQrErYfv_QL+z3G$KjS5V
zjVHH+i`R0*{emc>m{QR>(#IU#-JE9P%znqGI-T7B|5IGh%fcCW89WA~n%R(ZJYCdZ
zNohL!#l|4rky)JcOaVcJmrU2iQ-4Q8Fj<lX7MEVx<DUbS7-}dH(Y(s1g?_qZJ!MG@
zy0kjGn*h?><c7vzZ38h`mujb)S%Jj^U@&bgd)C$<J;J~!#Ocn`XO``=r$>&W{QY2i
z?78`65xx_Bjfb669>km7ca*Vm(Ecr`$&$RFMI`8mZsKj-*?7G65EuRGh$S-xEPk#L
zzo#?yyQA_@S(hfc?4dUr{qm+QEbm`O_wq?Ab1-`0;EL)QtRG<vqa$`+?-DYhq@7h1
z|G@+4J8U(-amvb&dEIc5rSKNy8{$+83;+RYcySioS7JD;WCSDw<?75C(^}S!P{yu%
zM+@1ELcRNM|Gn6w*2bbfybMf>giDHDcwzGI4|Ly-*c6YpfbW}@7Z_0dNf<Y~dUvF*
z<Isv1tzxqCRSDf)4RFnryWa+cw}B33``M^81d4PsZVyDvy318rYG#M!;mUku@Hc22
z)En%pwYZAyFi*3?($67J(Yr=xDm=mbM?)!p2>RE_H28+#>~UWh=VMEvN%%xL5u}$o
znrbBZrq#4V;nujt1|zhruiAL1z+{#Rr_)((VM?wQtcKtvdE_cw|I{!}F!MJT`8Zii
za4BqKyL_Njsx2Z~Ja9B|gw;)~_w;7+h~E7T?Vf&=*v=61_FhbB)F5U@erpdHm&zE7
z=AmzCDvJziAE1g18po&k`fls8Lg4<z!}aXjZgkxzIDtVmu7NZ4xk7?wrLYg*Bb<-m
z-DLL6g_lx6zH9Iv%sC~~pSF17>aZ4t-Y7NMMib*t&-y`>V&dS*(j;QDat~}T%tJFB
zwhN5-7A|D}Q~mPy>n*g1@p&4Zm*ZCscPzA}B7H^i5nL^N`Ir7V#kyPN6V|tMR;K>|
zBxlz7Mz2dwkn=?&ZQC7i{I#i5BXsy#eCgqCTNzBAn<0Nf`!B)MUcb&?ru|Q-5jH@<
zvrWnxzXa-iCQiK6!qOiSmLFoJ-dbtq1s0*9zsKL7$3n~Y1&}Ug^$e8<`NcO%#u?I`
zVfbq9@k`>!+I{D#Wn}c}G*0h<uN0VM3$SPIp|2DGa(fX|D@VGr=QYQGwhzso;^Xn4
z$$5m5bp;E!!0hb=<1%~)iXKQ__0ujZ*CIOYPmuzPc_Z;~L|quz92xn(Bm`D$ws;k=
zIN~|>@RJ3w46$NF-Mr{S=VCC)WDZ(Nm`3tZ6&;80ctx#ufu0D(ZA7;S<Wk^nbQ)V&
zC8)oeNr+yBM>{OdxHsQ*uea6REoEwhr6fy5c-(mB;pM3MWb}4Pp6XNCEB$EI=GG;w
zWmlu<@4s92cUc)dD+J5aW*c|t)m<oUv)BVXn1}nfY1IhTmIP`~2uBK+35B9C>SOA0
zMrQ3KG@3tTRSGTG2VmZ1492;{0h|92ZYG@_=LVi|b~S;&_jxh5=3WK4m}liVGuSwU
z9(At6?d?T_Cme4?{Qs$qb7PFIeBM9S3W^5-I3jEk9C?_m6cu~MeYL=uokrZOWF)KK
zIpKYXyV@g;n6(fX%wr7|kf|G^fQ=xTa-OQ66aRR=kp)JVhth<j#YP0Bh91iL!s04F
zIFEQpls60z1rTEM=W#SP=Xu8=q-GSD5)MGn&b4?a3^L-_L63>rusey<^7Kn`Tr7vX
z5U@nE!T1{`5NX)te&||rU<PU(zEG{5%NOe)q@D!pO#r$yHq_{#_*mQUT)#dDyorA6
z*3P>PcsS9%{GJ$Y9%P)w*mvtYXyz~tMDMfHZtJAF{d_qs6t!N)Cx~9&0j+;jV6Ubg
zqMoRo<%i!5>8fxv+O?$_%LXf%?i74ao4@8~EIXs}$XuvA?zmt;Z`>uiEmug=28x8c
zOGasgx|i&_T|H|gFqQ0`@8qMgtKiJ;ba;}L9b0jP%4WHB8}K6gB=f!V(yOv2EUA7z
zZhXJA(DNS?zVy$E&1jeE<`r1G?>sQe%Flwu*_d)oc)~a|cWT<d^|kW!c~$!~bbao+
z8mz{w@%L&%34d*~Oq-WQjYe)S_u+Dr-FS1(W@Kl$dsALqUdQPa^wfj9vt=+fUWFs-
z%ZIt8z^q|<U0ghjDW|$HU<#wcZdywh+kb-wYzj7Azj$H(BE~&x>M{Vz>Mmzn;k!sS
zj96t}l>5V1=1j};!gTum_3rn9^ZU#0d%v;Mx75eu&n4Y>9{qSNW31R>7=ctP3|4ez
zy_90~K;s+gRLK5xuj0oH%k`hm5BAS}ufHfM@@ACi_FCSP{9~=+inO*5Qk}u&*ftuA
zC$NEyl~zgSs3GMa1FB<@v9HX55rmAmpGY5V=SyGj{NLx>qP=UMdS74PU-y1r^V?t3
zJ)iG>U!VM6X5ZtF^glc4<MsFS&z9QrIp6a+KKelg>-SwK<o9qA3-rlYz)$`#9QCC>
zLqPpz6eRhNDv--jUIN~7RDhMUlmY_nFs~R_IXS5PPF@YahN6@j!R0W&nr9(7^nWa8
zV?sJ$r4_$i&~A=`+M(sufX=A?{I4ains`AaxIIE%4M~ftv;xuvE&u<wK%G$u=#Z6G
zfVw2tYJ|2+%B%gK1=b}wznW=51<*bwuZEQy@B?R5LOLd;6~HbkdDYMhDgo_O@@imb
z<@%vOXXSr%&`K+yT~zX`sTNd1+RNqD(9X&QbyO~N1awqNE5KbA^Qy5IRD#+q<<;QM
z$^~>-ODh063WFGfQzrpkvmhOX5Km$V7jZu+Pu^N7PyO77f3l|mO~q|D>Q)B>u{7mq
zK&;SkVLJ;OBlKEGMIFrN5ro@52x_2*ww_JIrFs~Kn-O_Gl{+jdIwl;RJ#>%|F_}8y
zkR%!ANIhPmED~@(gIOfHeFZZfUWY#PkdiurMkDgJ5T~dE+3c;Bp1YM2u`CigzhUiS
zz5robNWnPK<|2p?(%%_`(Z!rrf&X**3gqXSYS16B1^WRya4?I6D{!!_dZ=^g9~<P)
zAsy6zw*R0S`Uh-bz$_dIWrzb^jqs}WpoUL?+R5z;fi^PyYun?=Pru~j$+_uJ=SVk+
zspd#^NPl3H?7tDke<RBOMpW2y#&)M5h3pG3@IUimz**F@hyTea;uaOkD6;wwGXI0|
z|KR-xcxrIJ{$$WB7~_k!e@OVVXp}PkOoPUaC!VOh=1wT1c)A|IqA|9q;V2?67CXQy
zfD`Sy%-FSWd)`58?<O~l)>|eK%Hpvl-T5=&9e*f`1Q|EHMg37gRu?&Cp}|T<UJN<!
zfA`~OHI@fFbEJ!u9+(1;AnSHAh~Rw}8UFr9@#JM|y(BVoN|9n2Jl70rayw`OUAc*B
zpqI9a9T8{*&+i)%|27Fxse%14CaNJzBW?eH-r7F26LYX)Arp_do$f^JEErRU<!v2$
zQU|)SPwNgYmU&Rj6*;jFy#1UaZQn-}%oB6N4J^Mui4kIO`1ukO5@x258@~6(!+DrU
zoFn#%19bRk7B93N*xh;fR{1_@hZ@jx%cTao3m%<Q<Mw^7_jQ>2A5&cZ@CColucYtE
zJJ=T+57mz?_X!t2nsEb?_4D||+phTYUEjz{=*xo&N_iy_^aV;Nq5}1jP6|>!%isvI
z^_|X|M*z#ODq>-U&cERtkt~5gt9vhF3cqzr-ZpfhTk!8+Xxv;{|H&GREV>j+#3(Rn
zyWGu4^0X>4pw5@7MUw**XQ-fB1(}WeOI1u2D{r}j^=tgw>M2#UNR%-vZuZO7VOVI<
z-p(@Sd)HbA*m;!f2*Q;MwP8R=DaUUWMk_0*%g4QJ&F6igV&N$HW7dQ`%zlG?2RyW`
zooPB~m=l;(f>-2`7dMleKN>gZq0dhw?*{6UVP$K2pX5;gB7gXK35>FAKdJ;N`;=i^
zZ_;RFF98c%Sjyy$%(t)&H+!U3Sw#j=aw-5kmB@FJktG5)o3tlZ`&foe<n6;;=UiA<
z2gbO%Ufhv2uM?fOEK+kDzmP)DwRx8U-??Ebggzhdfv*E+WDApaUqEsQ_3K_AXso(u
zw*SORWt_rg<9+Q$Lv#oy)qwx@DS7Y<^j__pb{~>@ufI9^3JlN;xw{76s;utnI739|
z0_F7#S=s;7@3qSEcotO{;$)s8ovWCV%e&cs*7@axzObgBCF5qt!nLq4=C7LE4FKd~
z)lhu+?Y<BNg^k+)bc_}*GeIDp|4q7#)nhPkbSo4F=C!aTtsS4BYTTJ9sCsm34NmSk
z*3~5=Zrawpom)e6{2%>aD8i?d+)wC59g<9<@|H5LH<7(aBdkpVI2$sdS=#9alwzt~
zgSgsqF7GE^l}*J}Wfj_+YJfyHw>ftE$`hbIBRKY}^Q=xTla*}pLK`ofwkswPsQgeY
z(o|=}$hm$<P}iocr!u-xg^0kX-34N-U{na>ZZ%T}<!<#&2V<^4Lb6q{xPvL;$^g+3
z08ZOctap-$4039r$NC3ksw);Y!&xb@8(S7@%v?%?)0oG`hGRYY9PhE}l0w<4A#GUy
zXK9+1-q6@FmTa-T^)-(k@DB`_$u_*xtU>21N1Iy<6ot_bP#;(ieTp}}>G`q6@5l=J
zLz%&qpN~pN^-s&@l%yn1IDdMv*}3X)S$^)Duta1;TvXT@Y)UBORHR7akIDIDUI&xC
z6Ki5W>&kG3)C0BfFIsSlLm@p#UwOJd3ivT2v#EwNx_PFNvAw~+>XqCGqF+-qVhCIr
zIk`v?)@9pMNsXn@63>2>qcm?A*tXC)jDZ;<Bjs`}&mxOOe=ryZe(@M>rMb4eV_$CW
z#BXjt+zzG7Aj07chesPZ_?Bjnn9{<_d-;N(I&NXY?t};QqC^fxlgd-dB=(*Pn!=Z2
z1|O8{TXVLade&GbIN~Io=8UlPngqq6jFD#Aqil)`4R%mRv&cWxPL`^+$ENT;7c{O&
z5cG&Xi@uN<7^4>$aJ~~_63Stz(P#$4w#T(mq!Xx%<Fnzgr2B<$p9*@8J7ef1M!BoP
z3f5;gR*r6XHp8+V-C8*#gT0&La{z=Ks$rE%WFs^{7r*3@v0Vc=%ncwRLE$0O3ebZy
zi^~|}-14C~g$%*3iErM;nsM1*8O)j7ed>=LP+&6-=xkO4SFr`J1xhb6avY=jpF5l2
zrbvf}f-I~E^a}T>v=jdxi}qLXvYx{BiVth8?@24>WRn-kiOd_jI@wVK<)#$JP3=i1
z?B~g}TsPrF#LcI(1e5ZHl4cvYDH*n?p-PPL-4t#}Uo&td+)Gqz_(Sb4pX|aC2sp|O
zh&|U#h)=BEKr#sgHT=CKaS>fkI;o%|?H5rCigSTZmlpI4BL5xoB_Es>Cbwvhzw|26
z%$IU&#nKOWk3i1ZWfsafwr9i4y=a||9~2_dTc^%%6doEjIv#cq!qgcdjgo7IOotUz
z6vbOIcFkJNs~Kgvzka)RCW4#CD+3EC9zCTI266qAmbvVi&*g|!_yXj1dom(<?;e!U
z_m3~r-%@XiFDZzGwYb)}^ocscYa#S6<;)UC;+)cG7P)!Q6#i0Xe=)oF+0t0RgtLSl
z&Yxmw8D#2Q4t~|$r`4(B-F(YfrZL709*L3zwOa1#gM>TqPGxAS9(w?2G&TSd7U~VX
zF*Vq%1m7l_hcknn!HJ-P<=V`rOQiTMar5F(SZlr~2#XBbc^ADbGY%%toMo7p>P^~>
zY95sfij#uk?YFr5Khb3d(j#X5jN=%dxFioB$79=7N%toBtaK9@S-SB=Bjc1`D#{p@
zb;LzYE8F9eaiZB1;}-KIxU7;!W#`3X%q(e03$0ay;>z^OQI9E<;;Q=MMD{us@@+4@
z?ce{5XH1}mn@f%mKaTl)EHMztD=9}CXMoXunt>BVii{LkFcHiT#)x1zwzrEhLZv^R
z%8uqqxQ@8UkS`gtrT^r}6<Jneg%8UN&P34|ogjPCNGCpRq(%kDyXK)#9ge;*REFf$
z#S^g;1)>8iL(zziU8tfy;H^iGBW0K@m^4^cA4X+ip(?B#!D-*7or!oSi!4d!|7HFO
z@$E!Puq8c?jGiv8!t<i#>?V3@G{+U<K7wN`y|O)cIYW{W1dog>C%^ap9YJ&|c(;oB
z6HY$uBq2AfGP0pWs5;`!2k5yQN|<^bf$_)<{TQnrZJZBiuTmc)g!$JiV3JLTv$r&P
zVfU=6sf>_BGL}Vx%8%rk&O~j<tfzwH-6NujajSU}?TOThygC_(E>ifMDYkX|)%)_4
z<FnC}e2|(Gizg3<9EnWQnHf)!j=WKLDZgw_PjxGB-cnz}uR@=Vd1=-2E$Am<c{lf8
z$$SkFYtH7SYHHMdEIc7(yKE=@MZe>_#ZH?4K2?_E`9gquanzRReo>U2mLEEa(a*a&
z;MS^+;7_4uU_R>b=%G0>q+{1qFvigrLt?F(pMR}52l+H&UH(v}&S&yyPD@Fgi_Bez
zI*Ug$YV4S%>F+_$7=M^_Gue)OaXN?AVdN2+gUGUK_@5Grm?DO;Yc~<7uV`f^k#VEM
z#`7%crX*qJ?%vV&kF2ax`M4%gR`YleG!*Cw@j_YoV0V>c<|z=^eI1Tem?BpzT;}@|
z?mFTC&^8bD`$@$~u{ccum@Bd|h%t3>*HPGOaqAbEA5qy=F42dh5PWd<ZSD@Vi*H4y
z6<i4}^CTw3vl&9&1uG{p|KKIH<$lI|%F2z!^@UMMmeb2C)FqPfi2mvJcJ+kkCKaC9
z1XLLg$kvr%GTxzJ6G%z=71*H^QUnuQAVHTA>A59n7zHXdt4%z^XVXpsRchhrxhKYC
zoHEtoAvK#tL6n^_q6RTT#UzkLV#Xlwkz#|AaC4*V$K-6xOL<U9(DKh!ngelLT4j1R
zZxmI92y226OOcq9w=^xvgW0_P+V-!nHy;I-tDCrXhRw(|bX^b!RYxWRGsx9C>-k(l
zzAw)tbe;ZhX(^BeC8>k+ybOCcHF!QyA>wV8qm+!Ag?x!7(8w$nnc}f!2qB;c?}i^D
z3YmCw4$ZNzG<W2}T$LB&+irNjen9R4T7x_1{ruA@3g+wPP<*9*gHvfx0CL!6Dii9Q
zZjE_1SQo-VdU97am$16{E?yc>pd!jnqO=+}q~;s0cN#L?n>RGq=<(EG%8nZ3ku|h%
z4yhY8h?FHek%lQZ00l-rcpi;!_B7p~suf_vsjN*4kn_kf!yF_f%YMSE120@x7MdTF
zsDznl9GyY+0_Qk`uLDYt2#0G=8%*FY%99~t$nACzL~UU7=0w3c$gI09c?)sZA(@4A
zNKVmP{YI{cmVu;Z`=r;tr}}2HRO?^Q1y73edz}ZPJlyhSmB)aGRXZSU4sYfpkf+TE
zzd`m8C2<876AOs2g2Bau<y2I8*=qfl()$Z{b!MH1S0K=Oz$M6G(IE<pbC?*cqQDjr
z$5~;l12uM0_6hWw1)Pe>`<0Y!WO)lIuBeS9y2vmn<c%oDSjbOeb%=Z!E%OTl&=qfa
zkrDuuagYm+uI%+b{|Bqg&JX*qC`VD>=nC!0Q;~!<iVX!j)M5dW8WeBg<>6BdPmlmt
zhOK<DSqZl*tOgQXTH`K6ZA^5#3iok&P$Sbyln89GtxJ&lGI-(L2dYrz<}JmBNe-3<
zU(Wf23)DHcZCqT<IVsj|(%D?ciJyWYy9)HzRPi@i*DERr`RKcv*Zj7Qp5J1$q}M0R
zZGZC?uRk*j2DcO?B3wa}ggwe6bro{8$oeEqBYKqCEeI>vzNGOd2-fy4L_`=cr{N7E
z>0@2*8-#ux@QfjHk%Yj-0(dke2Tl;7w9TuyKotyeUSJHIVI*##=c%!CfnBv$ir-nt
zJ73pYM2-WB-uHq}qQBHyA!wkytJw|mn&7)>_+ma5D*dcj<LA;=uNZ@1KLR3RRMHJd
z6bK3W$FD(oOTZ&eUgf6BvGEbwgQPDlc|4hKz}%nWu0o6*s%rvD;MTP_F;@O+&#9@}
zpm_vuaO$50u3<fKFT-kqN+7_3b2n8ZL0#v;^o60VV%Zi|TbBweo*TmCMH>aJ5QpaJ
zX6`B2+_>`N$RmESHZLS5Z(X<%Jm3W3I(fQ1c>cMH8{E}A_@mlkReT)x_^#Rd>`uQu
z%sRzCc4AO>8*AyR{rFy3u1zh#{vd_8;1Sw{@0$$vZW765r%-_%e*+FK0P3<<pbHiQ
z0V>2+C|P<>7!F4aebyQ!=>`gTaV5ZMg}A-sThj2`M^t^BKGQd&8hY@QYr$G*hi=U-
z(`DlhT2C~VXcxsbv1k?ipqX6?tDs3<vW`t8c(Ey2TCb9@ENL1@R5|(iou+LAAIzdD
zoInOxfnyu9OV=<sMVJfF%|rA7bb<?a$h#}_hb)M1Y{S#vTs1AVy1H1peoj91e}CPT
zN4XRW4pb~HYgj7R?3tLAqjind-R98O<7$!kCW%;ieJSKrBJqy}HwB&D25h^YmD6cT
z=p6XE;|4a0GPH-&OtFnnmR2;wkli+LNR6!|sxVcLgll<5!AzPD{1JUa0dyy=0G}l!
z4uD^a%OC$`o~1{`dIy`w)@jO_Qr2`+so|1ZG-2U+kF=ECgfp80tRRL;BYYkq7SgmX
zhBeT5t5^q@CM@cRNZ>uPRR(gIM`|sh{&-grk=sh>UR@!;28r~-+h_$z7`5fRg-f8)
zi#cJ9p1{l#X65CndY$zRZ|ywS{N)Cn9n<6)vn-i<+4&g&GxD&hYLZ;Wy!dRw+c-8D
z&Goyd1Q#HmnYvhn?GPW5Eveo+Uh~d|a-LJ>6&7W24?xry(>Ho=_=l#3a!xG#o;nDJ
zl;tDPD&|m^?25H<p4$F`UVPs2(IS?Tv+;CS`Dq^44rw0;An^{`#ie`RQu;92E6<nu
z5Fe;h@fZ0N@TaaTz;8LG>MDgm4x(&k;xT-A&QR8FdM;!`Rh#}SogGlI=C>qk>XQ^&
zQIJ2zTLPeHCFQ5ko^^^;SqY<FYJ&dOBG7OJ<z!2u4TGy2Ole+l6E9QQa_D{Eb&9)%
zvMaV-pb1qoTHgOh)cqA6)90_3q?Gj6d2PzBo<rWNy{vvip+Qvu-QLo4&%I`Q0L_;F
zjMCxnYOJTI_U&U~wLG;T3rE*5U?yP&%eKow2vOp)r8IUCMv$I*&|kOyX_2rn&sA$d
z3d_r#fx~LFZka^YMQVUbMA>G%E{)g%`t6gUvn%{zwi^VnK~*0k4a3i-fmQMl^<2Lo
z*MKB~PH)LscKtW9b%6R5>PXw_u`mfijrWtXZ2s&TmVQ65{i>D@e91y8F7%156i!0I
z;Aa6k&83fJNG=U7p(}aT0$t8<)pwK2EC2=Hw~S$idJVl?&gwDEmo%bx1Fh}a#9bMt
zPIjVUgziy9LhXkGUpa=!>#n+F=6?C=;U%pe8Yde5Qvp)=atbp6t(&ik$DH2=Rl46>
za+t>uq;4zQ<_TYrgYhpbumcLspejxF_?}h6*UOqaU&6)6j(%CVC`;$JTYUG~t)tEE
zYwfi4IQgoAs>W)69{aUFE%DZ@J`JvBIpvdXtDQw?>Yg}v(&22{KMQ$NiYqBS6D;6`
z;wO6_OkC&!gV~oaP_Ug?A3)p6POCA|oVcB&9-OXHU!vb3R>#~`)aF`R?v#-A3yKDO
z+I3B|C*~}^H0kAarjb+0K2FFR4LxMN2dF(w*FG;k8}vP}6PJXttWxG}-U4)+_b}yR
zR)lG_c&loI`bL=qQ|^uF$%*zY(!DCt>>uj;lct#B<M8XH1)hQw71GF;>=oTi_K+JH
zsN8qJ&mNA^1OKE&Y34p;)^hiOH~AMT@)CCQV`ARl#}hGHAK$w=_fn`V@479R_LrsQ
z8ZyDIUgE5wS<UIsd{YfcpeEah=T{g;-d5V*zBMp+XaGRnb$LA#+5_sexrM;&N%%Q6
z#bQH=lwY`WP4sDi`_F`>@AVya%4^{xL`;%&I&$~n-l{r$Wj~m0r=}p#><%?Aws!iw
zm?nPfQhl*6sYLi1xrp^Ya(n>NB^a$SJIu}Da7sfY22B>31vO!HFHW(kK1}uXg$gyg
z_#(!5`>9JmNY_<am8T~DIW@MvS3jh*Ofg)hoIyPi()>m5^+mmv{1oW?x5MSBC1|#y
z1c+ea1NB9u2Y1tJW3Rshr`S|Py4VU=JBiXu&zoN^oMt+!!g@^cInFG8#%imR=6W}r
zWN_zLX!8D;Dhh>5?Zes9IO={*i8C&sCWy(f-`_Zpd3I>O!+YVwN8e;nqmla!67!P>
zdo{ZsTMYR~V%qrwD)g>~B8H4SO!U%NLr$c`rLo5$ELne89$><wvG)fQr^fp2#_6*$
z50p5|+`QZnQw|ZG_flxV`UC-p%jndMO-QXBPGTOA*HRyN7!_S2^7O)!w#NSJdNP%y
zgj`IHeWL7ioR6kDtAf=f%SsYTgcp0JJTijd5RU$(XP~B0<S&!2Fl&Y{^Cpsu<{Uu*
z-I65Na)gkT$sIGQAG$!fTQH}c$c&Xia8VI$u|}4KglS~#QRR!v-YO}Y*wb8LE)o3x
zu$hqn+%UTzD}-E!I>9D{O3cHbqa9A<RRW0=C(=2sVyU#hsc_ZKDZ?HtobE9LBoW{i
z;4wv`{+y<()6!-Va*hxWID5{PUIKvv$tBc|sFh=cUi+AQA6eNTaxc3gc4Q#Kj*bKO
zyk36+=15G+ie%2HLRIxdp=Sjx`xR`hPQdIyVF0y3d(WJv-c$I)SznRkpQixK$@@W4
zfivf+fGzehjZD9%TFlMSSv^*^;QU-qhB@fCoo9{t1b1Go%DsBLFg0-Uc&?D_LN=s8
zclgLd^KnJeTSRI2HX@J2TiR_)V@~gbd+HgQZgU<-P2|`!il_S!j~`_i#4#&fe$-I!
zx1t-zghRXbVl6M_n<FlMq&rS^0!?w8rwJaBKGre*(m4m#jxqwKbhqae%kv@&iwvam
zBu_iZ{vwCPjFlZba0b&yxzC((@}T?tGA?}0vqu0lV94~|TMF=HnAnh$%(ARk%ko-4
zej+BX`Va-J+*Q&mombv_qcJbC%x^XH{E&KaI!n%*ALp}(FFtpLdVg4tIgrNQSYTJ{
zp%p&pt0UnVj;W_sumwyQo+zGb*nS`}O=o7uZNdv=?ODo;T!JKLWBgf^%`j<jJvj)8
zZTtrshIqCAm%vasx~EJW<<P8EU~7l^-4QG_#)I@PfwQQ=##L?U4xT0a$4r2sYk+RI
zSXE7Cdw@4%c;aEh9(Y!BxF@>EN&cvW#vQn@Y`xII2c@wVnb#aAu02oq_@>}I3V8(S
z(p;IUePa!Ucas}X>9i=~R^O81)yVP*+Q>Vz=qdZ#?+b;Bqr9u6uqC0kCSHDO>qY|x
z1%BOrG=)Mu$2%lw74$0-{fZ5dLOiZ+K5lRi7%iB8ze3rpl~UZG)0#^wJUNzXe{uCf
zGhf!$E6JJW%Qj#Iv=6qDCAX|-M%>}!_h3uQDeKiPN*R*ihUD9hk7g!u0p(w!2HGf`
zH_3Vw^3hY@77nW|cFuMT3-j*A`WB(^cnZ!gvQl5BmOU@cIxH<;Cxv#IMh7gzxoB<(
z^~zHY@}k0qD8?FN7`aaav)IbX_!!e!aCzC4-)?0c&2CL-t!PS?3C#fWO@nm>iFZj<
zZ4YH?zng}LM1JzKaZT7L;y|}xJ$`B2zM4-gIXp3_hO{gPI)<VOjgqtTn@?_i{8RSD
z#0k-Scgkc(T|C{va1iLg&LKW}A=6%HWwEPCW=CX3wxL*(Ju|igumq@zxltjc`Za1}
znU)>kyUa+fmur74U2F1=@$^tzKkRK3vhh3wlXR+u@oO?Z^{?$;HGT1J-^`+fTiXnQ
zouj1p%1=y8vKHhQ=$UF_>-E4ESrn?Ic{T1YL@XV2dgJ_6=ey^rD1z;h)L5Xkbi?GK
zrbvy@G2^m6rTP8@!Y9Nq@Y5dWK=A^izR{mwm!iB(zyLddVV0Aqh3h^ZO?c3U;ABJ$
zg}CTzNmh@2oKAE#pAhf#cJ)o0s-GX97S1L}zFmUnQMm3Im2oNfTDp<;c0THC&K`Kp
z=6TL;baqMZAiRgd5T5l(hU|xkpB|VUkiuaHB>o-VC;wJS;sF-Tsx!`iclNbW6154<
zIp)yP$xxO)#1~OuG*R>XpyJKM7(V{VJJ3)J7sGn7s0`i*;vxuT#339i*VX5p{a!<I
zIPq(4rcDu;=R663c-+-?grM_IuR|uFVGnSJ$Em2#%6O`B7;?%G>21p%hpI;9*W;mu
zA>;JvGvqO2W%J(80RP8e6vGz6X2h5!jCD43TRgLF!c@opa`~ZZd6LuX&aNw$n)V7h
zg{7Z|DK0jwx<h}_qXYwX;R4L;U{cmD_R~1a#G$)H7|&7hMD2R%_J!^;`CUQ7z$fuj
z0jS<{uhLQy^PCk7k1509ml8v1<(E12*(H6!(bL&q4Z%l%>O_{OL4MAu0ifw#yJM|#
zvA6@WdnO)!l8F7C4oBXORns!n3l38H5ju+3MnczG7XLT(_HT=A9%cn^rY!Dbe@+2k
zX1Zb!-?p3fNVS|l^Ha&E4=?&0iBe0l!|N2wPIL*0yO-HxPOOE(#arH5bsw-J?N?&u
zgdd&#kqq0aV4ZF8I&~~pFY!&`Nca)fQyl_T_`efY{DB9exupY*e~*AS0TFOoLlT$u
zqc`adcyUd-1u)LIw?+>Qhpr>fN+7Ad{A;X-j;gt1YZy_#GgJ=Iw97^sSG|wg-&Mar
z)UxPWtCwQIae?_sxH_=>bS^t4SeP|+5p`nd5x9s}UF>^>XllX3DI}PKuXCw)vtS);
z6LU(%Gb}{)lwxv-z_F&66Q4V;&CNXU5;A7x;3i36&VPkoslGbSfwW&58I?lrs&W2i
zWQfAUHKyBrU$!Qjr6H47ICK-{?un}yqMsOP4$-@#>cN_B7LJP;n@&~p{eHjxzO@@T
zw)+mM*2f5*N`Sz4#?j=Y3ES==q<|9vcs&gDXH^*G!QnJA!y4>r=~fu3!mufocy{XF
zQwwnh9T#8NbDRMwXJe6TQ)DCbEFue*VH-{hgD;EaK!F3UJunn4>Cr503<Fpd5F#y$
zjn!d<qMAa8h~gO2#Exva0g`_$Haf8?7yOs?kH_+=Qi8FWPdAEu&G^?XjBaom4T9Kc
z_xup#MR_;=U2pczXfAxe1x4|bKC%JYD~<@@3@!t)>x;7T|FU;bwU<g;#j7Z4DYnx9
zVfjWw0*X<0mkCThiK^HgSvY#84=w-dTwRrv8Wdh$sDo_@a|<`k>K43JK{Y6r;4KXn
z)Ei^+^Oh`&TF+`Ea4|b|Tc;+k)cPeXq_<HxMs4X|+3-Xjlr8SQ>-nLb506?MS#x;p
z-^VF0n=DkxKH#uvDwfE=b@T|wculUCwjAwmEvj1f2y|&X+F5<|%uTspdD=Bo;#9&#
zUY2-lbN0}bl=!?f8mWFmp36~;WtL8S&1^xxlT`9|sdv<9T!=o$Hu%0BtD5<q;@E6)
z<+L<hXItf3cC;VfpcnAFhCkx;?r$65JSyWG!0ZoQQrcN#3OOsT_;(uVmVc5X!Bw>k
zL@??LItW(xrXJZkcwTBm#VYeByTqsWsygRk76!O%$d5>eYQ7I&gE!eqOHY6=c?>I?
zw#lk24PVnJkFy?=r0qz%%L6LX)fXL%D6mnp-L5qGc{IO=3sj!T9g1ZPTN}d4UYIL$
z=dit<o6%RJ_Mgl!`9+#Gtop9Ar2GPJm6V0}Du4am;6VST*(b0Xm+fproM?2gTbgL}
zl^ZnG+)TfbFs-bZ{VVcQ+3QvT%>@*@Q*V8`iscvX6xA=Yh+VGnznj5Ge2WLL_95Dp
z#=nTNMo{>jEVeaDo-NbW28W*a{ytxblF5AL*PFzjBvPf7N+&vFGQ6(Bvj%DXgW3ha
zap*Ax8C*);{NXOIopMXrBxP>Q>K*+Y<X5;3o1FVc$RbrqBVx8^(ssg>QfeyzI+GSN
zNdt`p%kVcU0mIpP3JTVA#|k{hH?Q9ZXLq-}w^zMHm%mKfNmII_6x9m@Ua0WEw8lPL
z+vVT*0_m?b);2>6A$(|tKkc}#5}YCDu?$~v3+tH0rav8N^vj{TClL+joz%dJVmNEY
ziA(Lc0|CY_4+oc4^iCQBxd#6)P@OA1=v1hy*nzswVlgYr7Z#?DhLsd?s<wBnZZ?Ys
za4MCUcd5^OB`hyF+t>_sOr+0SFe&Vgt(i7#K+F^r&4RL9ZfO!qM6>)pO)4Wl5e*E-
z)3tJ>R{Y;iqcv;O%*q;?%k-a9M|Ri2Z<nmq|ELcNQ}hh3FYH!+q^@I3^Ik_UkR!}r
z#e1(jWjBmFI<AG<Jzc*ERq}sQ*cCXM4x1Q-d=f1YOjWFo(zr&xhhp*TI97aL(dynB
ztY~Ttsb*K@Mq@3qHqCR-?QDL@N=atZwq(ui3!#VziJ^HB2KwO;^;V3fR6v%4A*c@T
zK3zwr5+XKlWm%yQoY-ae9MMn6bOsVh5BzHa_gC8{ov0qm5Xi~I8sfm>dc}t(zXG;<
zS%>7nr41FS6>boMEG{knEo;iq7PW?*MU*jlQp^QyUMUv_I<jJymkDkb{s9g$K-zzf
zf7G5`TTNE!vJh6z(-}iUWuBSc%qeAhqFU&NmsTuE`_=!$Dy%8s=e7IOSC6Iw5W!V@
z%q(6CZ9oKFHjrZj=mK3pr+Uir=T_6q!ZZKtENAY1oHJc36;CH#GFDKZb0;Ww6dRt4
z#{5-_uH9Qv`5N?PoLl6jbC1~>9ZdeZH0@17w$iAMp=P)tUAs`yaJV|377&aj-#&_W
zKg`;w-9=a(`8j9wFP`&ShcJe^9EQ<G{@M|ss3vyHUc($P7pF{USHEyvgHU%XHtEv6
zeA_Gx>8{2rJL<2VsqUAy<F5F%y%yf6ipQiL^rNX&6Hd-aSwMHVulkN()?>-{fsC^1
zx1rVl`fql0L-69GKPs25ZP5<_5SP1~bK4o~lSyxf-f&1`HMX;5t8GTGT->vlVr_m)
zCp+{pzQwH@OK!i7*wxkF;4{=x=LeYAf?)IvW#;kkFuXR>7jMmeZMFsB9EeM>Fu(mh
zI~)lloIxb{*dHfFM{CQy9rZXC9*%2%@|zDQ@Pwf>apCmZg^s^=@3zFFS1ky@R|Lz&
z&;dTig2eV%ry*;1QijW3dzWaXSH-RkReqJ&;NFS*%(_rE<t$^T3zUzo3F?s5o)#j$
zl^$}ETh=sUvR~HI=a8xmlIPKE2RJTgWv6WVS51a7>dOvmJ|z#}dh-kuQM7_=vW;}9
zrw=DAT3QzN3^O2we*^Zk^*m2t_*bg3$g+s%`q%tIQepPEGghygB}nBN++6!xw!<Hx
zQxsf^_Ugt;Vt;uKp5F~MI-fg2hkMJ;oGGmeA`u@PV#Fkp-%ps^umT7@;62ZT*=7OH
zUf`U~Jm@go0t9W7__rJ0JIa4?X2^m=)zhV1rZc1e$ABA_?jU}$09sQiwYQVRTJ5vN
zLlN%$+MVX&$7`XDTVu1Au-BJTUTqz@1)8;En?`8vI8`n4|GRaC;w_;wWcJHTc?2In
zV28tT!6=%!P7NEF*{tykoK0+W64D8v<xn->NGFuIZs7KOQ7uVduybfl=^k01rmdMg
znzCX}#N@$eV*eLf&l&7@Tj{Z0YFcHnRVv2iXtLjju0u}CUJW9vhFwkzC7bu-j-G3w
z2;8QRv9({$1)bqz7jYL=wfuc=^N~&O8Kbt&-#k`5Mpm6iIG0;o8!4kIB^MqK>gY>T
zwOiE_JrOpI+Xj)Jjt8!?!>D^PE|J_vWOmvK2tE51C;3NM#dU;#lktW$9+|h{=3|(T
zU~f=S1_q2B3$pAkCm9B|)9uGycJ~!yG~T1BW7ah!Wv|dwjvAe;UUzZc_|fDYaeTX?
z%GLjPyH>+)+$!j~3A#+pO*34i)owGj*+R^XT<fFS43N;aZCtwb8PZ)M4o{vkqoj60
zG0x+Aak0%|$NW3EY*wAIy<z2H7<y%BpxXB<g4Ns!i`A<ch*T3N=+?CR#9X+R0GP&D
zJXt`eup>;xl$$mIntM60%703|mK=spCb5Au!=&n;`y_+VgO0bwyLonoU^i7e7^w2C
zaey}==s?0??VhVSb2pj<sZK9AcnCqJ`u&!3;Ev+odWz!Y@;oiX?6`m|PqDYh;15Fl
z5jBGHTJ_}FWbLW!=#w<`A3tPV)RY5-ezGtu$TE*lzSD2W(KGfF7ARHYIE_NeJ*)<*
zXU)B9S~)kcrsPw&HJEH+v|Ls{alz=Sp7|t~$o1Z=WHz7KeJHUmk%R5<^_W`c`lKX?
zh+}&~1F%YY0Ny-%$xakhZ23PygHz^qM1sx4PWFgyhhkmn_Pyvj6svPxwO||SvchrJ
zwa)vWp4pr?$Ju@~Q}^Ri*b+8*3T;+h`60^mZ__7M+TzjAw@7t<Ub~8)ULw(K*C^A}
zi_cR!lQZNK3;m;fm9{|5AIIB<UTO3>qjuUc1wK6s*;Y~cFeSCaTfVVj;H@wYG$&6h
zq1%5P*cqS7Q(t{=UZW9UQ{YpFV|qD#3-QgZ+G*87VqrK<b=a%f4UC9xJ)51G*V<}6
zZlJ%_<0!4&ADD6s?VJ0SOo&!_3vR3ml?K4~3AW8B_@0E>=FXm&ZB}Rn&L<lI#hwP;
z7o=wX>ZpxeeZhw={|;-=alG;DVaLk>NNF6{J159$l&2wWwn7TrQGRydu*+lwY)b-J
zyRXJKi6I#kWK(Kz?8o77n2A2eFDI8M$8gCePE6jjRrvfCKW!m>Dcy}SnlvTtiXRIk
zBFowN8Oh!k%(*$yzZWz52LV}WMF{-6^r-`}WU8<-AeL{B+zW5#2{o{T`7KR*Efzk1
z`Pu6%W&73Wz$OKt=ltE*sTOkAwHn^D0-qS3N0?qh0-LY286w&WQ+i2IAUOe1WqKbZ
za8?63)+ua`r-9<9^EO64zL|!ImT#7Pg@xIiLm4z%g7$i}z1qO90^k&GR}Q(4<&SM>
zK2NSDuSb^+J6erSS99yf%l16dk$P}wlk*XW*18FRRL}T)Og8gR*|kz;J0qbOJU7xX
z*EwTyIG3O*TRhOJLq?kO9IcoiB?NQuze?x~iZ8LT;$dCddL(?Bt6M|XRbW0Q&q8cQ
z-+p~C_{@r);PC$xyS0beOSVZi%_KoYzKx;>4Uk>Iq(czfszngcs;)hst8g=Egt1V9
zdyZO5vyinydgGeuQ0gp`W3zP*jmncvN%JqP6?f55B@+0aFQz5#&=I6bv+5*bEme~l
znwW*aULKgU&L1JPJQD93_I$)?C$BXHQ*4`J*5B!!`tp6<?SAE9SH$*WBe!qKdw7rJ
zHcdA^YC*tvU3&4udk?ukymtj{Q(4PD@Ye6a%AM}ezxQP@q~%IZ#W#EOlP{$yKNgW=
z)tXEYHL|y3x2^K%xB9|s2CTuV&J9JECP!DzeN0{cU4xS{5B0$S#e3p}6#uq1&&hF9
zCn%qPsqU<js{}8r@Tq{9{ns}WQ1ZH+E)sd3>pGQ9j9%8)iuO)RWKZzVc#E=kPSZBX
z!F;e2tc|%iKk@*6|9Cmw;ymY{sU~k~f4AKJP`4G1nQ6myRCbf@<@htX&8TEqiNEZ5
zTtza=>ag6TW3+j@8?yifoFjk+?Gb_be-!JP7nwweZ)P~0L<ykCR@Q{2zd`c=bpV{R
zW3H!a-a_5|lr#66;~c@FD}I0K<jsxo@_Tt}^>QR-f8}*6R$&?K-`2u+KPWiwJXmXh
zMaL|@e)Y%IRRqd!g?Ow{yTkBCvoWV0Lojv`g(Ts4(#Q5++_W9}*nu&9b*h|CHno^<
zWfnfLvcd*=!NZ-uE`U?aX|4}vv0kofFfk{yE?8Z6&4u8aq0H{GkXEX<MYCVt>i(&6
zIuO~Q+ZJFi0mm;EeEXH}+-n{Df&)TV$BqWhP^Mwgph3rG&Bs1PV5fchZHEX)+&tMd
z2li!~GS(-eD)aTMF}osFx*aMDkmrF$hP@D3xb9QM)g!;M)06IuMUCEoGe-0OR|Uhi
z*k5<&CktD?{~aX+PY}?ZlhkOktD{lu;qP6|Dx!(j-sP{<$TDpxxdE_p5tcx6eyqOd
zD9#!9%zIjI$`d_;*o#m?Uq;5G@~!#|H<I#x+OMsflR6fxjNk(Ur6#&%`^Bp}eGD75
zY5Tm^u5TZ?X%sunYWke2KBEgJfQJd`sq`L#V2=CzU?c38^OoHRjwPVomPs|}YFsv;
z?54#UOq*@wb-2>9TcF4yVqC<y2Uz24g_Txb${J(1-Lz2n{qMj+*90TVcTL}ZnPImw
zhglMmVEMY>YK~a()=?Ax(`cd4BiIZ_7N#ioF6`^OEO6Q`J_t6uP<5z{9Y|&=a!%;_
zD}L}h{%DZz7_LBIqnTT+eGJ1S`geA9*2i_`p0b|cC!a4<a9>@Rp#gn?FGlAcq0&t&
zJw?igG$Km)dz4Rwi^7w=gDYlP2uPn61<BH(m4#Z(Y|?&0C_AhzLAz%(`i!AxveL)_
zcvD<4m)$mM{tT2bU7qqnr#9GOAUXO5bp{X;t*qEoMTWPw++Xh(@;4>(k8YPbeBeuo
zIsU02)W0_B3y+R3WCPbCtRraxr!Pl~V<x;3jv~9UD@F=RNTf0%NR9rP<pY!Sc!zI-
zdtwrB-SqSyJ#xF7p2W6Kzl8iQjO-x2Qj-D_|G-iKbKInJI*CFN=J85vAe2Y`0;kg2
zDPl+^MGT^YIe#D7tP@IvMeIvAgG}1b9O0?a=nl}-5JbnWY^5IImaxg=05dKN;5Z5a
zmpLO~@%D|xl>oBp7w}x;ZZsA?(4{WKjr*2H*>{-35e~|;ajJF>n7)Pj?r4gn$>#VM
zMll-%^W|~o7N3ZOSQSy2wk#F4EmFx)FHHAarzhlv2yxiJ3z+_71f7Js&K<sRcM=Cp
zkzV~p4RQU7yV#CMHt$Sjw<=K;ipu~=ro>^|mD)I%S88L(ioPi9SvYyR4i<VNtAZDe
zqd7yxQE7w9Mg>tiFUmSXip5u%oGOUI*|!s+S15aDcf0(OJ2=poy#uD~QVIZ}m=fIN
zi1mBLfRjS~wX@zm*K923)S*zHo@*e(j>oGqT%*J$P8&gfcWaVoSNmjfpkc@P!gx6@
z0QwEufvcx=!{2{@0a$6~(&=?sJNWRbX`n+u-+Fln)2M>Ol0z9N-Vtf3rmrwqrHoa#
z(-X-M)Sx3b__1#oKhKuI?R>24=49o0jfVIam25R~|LL!1lLi^4-%Opl;sgio&ZZs1
zb~S3O<Bka=!^pplw}le3MY&{?aH6Vbz}rqe=H)<gywB>>fn}jFA4YApqi~GBs1!xT
zJ1-@AtClS>G0*cnd>kZtui6F^*aYT^#n(tBqLo*3grI58!9B<xxh<mCw&R1pAu3)6
znni`9ujf;%uSE4>H#nN1R$71xPx{K3aW;X!dU#;zg+X{xOPHm-pS4k8kK}H-I_z26
zzksvaLR3C^{~vitCgA9)-WS3JHG_dS>5Idle|{^0<!%#;SpolWR|}`iEP0+B>Q2|{
zA%U48kE~~qxl*Zs`rT9)^*DwGuSb!>OK4Zvn-8K1q=*sh=zy;9CtYwzJo%mU=^O2U
zm%eP_3poCC{N+&hal80>n^e}3*p-SzTE`cbv!ccFHIeHPG(H#i`cx-Ee1Oy0B1;$x
zu%k}UA9W4_k_}&s(<}SQ$byF0#mmQE@MVcb#^+%9$by5@1!f><$a;Fmc6$Sd0dtx0
zlE{h@z`r3(x{<m5Ft<Oh?Q$48>uLal<f%2ox)UX;DFy&Na4C`LwYB!D$!5|+yo|BM
zvh3S-z{5fpq`FcrgbH?1{U#JJO;Kl6=EEx*U7|PnO-+lk%4m)D_EREAI-zm8EWP!*
zzO|d|@x^u1A>J{T^Es9pTYOUh{=qes7}gP^9%je?0fWMp&zSm~hxO+ZAWDm@<3GBM
z+5-J2<@VpUrb%4G(Lp>7za^w3fZR@DB&hlv4x3LKEZ}n(9<n@p*7#3QnJCE^*!V+6
zoscF|oeikoi+$4lNXAOeH`aL68z2pB^u|ZYw;@a2tQvC1biUQ4!F=Sh^A<#a)W9}S
z?Nc9+O4#3`28Ha^2v39LD`-n~pb;(9H^JEDN;RmGHq<(<<#J#PWw3&XO=}$OmHz2q
zH{U9CAGG-~MTm-8cnfRCoNJ)ktNfDza@&O&W!g`S{aeX*xC)Ww+kc`QqnL=|dwqgD
z(aXJiZ=eSE_gAbOp3|{@g6lEU34(z?%E;Z_2~~b(@YNnOP=@IH#vWhu-W~MWW*SU3
zW-(9Q9KL_X-LHoNUb2CN0j&uLzrJ3b1S5a6P_<rl^+p)3$ofH^rl^a8O7F3CatKk6
zQ`(LCY?&GRM3xOwIChDCnc3Qux9x&k_h;k&o&Jb*;X(boHw#LySt1K}aY-D6aTF1D
zs7(n&MX+$PiaZW`4I3AcD4k>AOsGKR8%>8mW(!Wu7!HS9KwAyR&VU_2LwM!FZl97P
zpQrp0w`)l4$cZn2`hJ6>L2d?EPaX7#IJ_=R!1mQcck`O^5$cMO?9BLy%yK+kNo&Kz
z)~5hY#e7UV0jl9I;&am`CPc%Mte*>B01Ch4v%dW><Ln_~DYN;P#?fJYK#=kNM1`VP
zIIYDdwf}v|Q6d6m8qcfl#7US<0kwNdqpY8yJum1HU-cD#DJFRP$l3+*{}<~c6x?g%
zSg>-Tb5+2*qAy&IDxm8>tUpt19GuiO-j%D4<zU>#;*v3A<Ssh@teHa>^Uj1ALVF0B
zO~R+y7e=huD~Nw;#4gH^DWd*|AKmq7B^`X?fH9j=a5c1Wky}O+cP5_A_XJ;RHNJ1N
zI=HX7Y4sj>pCD=S<fAc{7LYJo<gw_nBIZg+veDl@KWf}H(2X2P6}qYLb<S-<<8XRH
zEpD#lunI4E5u-R^AgSf!`a<G&k{Tnd2|J0KO1Yp3yeK&17X>F4)a?|>zETm?a%}u-
zK!NSuAg`o;C#_NIOTypB^Lk-VBx!5`OI0;~RF%(7QilB@sY$~{(Mh2uPpdL`<(tz!
zxDX6f=Djv1zB?@n29qawm0d8p9Kg>r&f+-(a5=8uMLoe_5n15#<ivLq4y>}o9;Y0F
zd-mugD){^sIZg#EjmF!QrszXJSM*ltX<4`byz^q8^M?J2KpjUU?|i$mc9E5n|9w)N
z>Px8K$4`b(I26(>>?PFif>#`57VdFhOuUEWG=6^;6RG<Q#i;g;UVJV^UIT;hR@t@M
z^;>9{w=!j(RvwKTsB7ldn8wdt4LsDcvhI&NKl8If4r2;GMO(MLH%*7s#uZ}Oc+l-E
zou5^Xc;_(=eD*gF6h|D&&%%3+JU=ez$uN2ad9xOPA}6!LiATEr-yjYOBc9y$20zE0
z(D*(6x^0VdJ{-0P*hczQf^K(>OKP(S=}U;;NotG`G<9fRrCd<buRA_<nPnbgL03fx
zAgBWaLCxZu>@}dk_H3QqzlQpqv<4YLR`hPF6x+$Uo5d-~OI7i^u!Sv+WBbXmMk<6m
zbW^AY(HJPwVQn8=1|}+NPGy+*?zAWvOrGXdcERXG`VBJ9;W-0v%Gd9ro?x(uEO5N$
zIw_2l1xvBVNm+2u9^FI*pWh+}sH3yM(rCO*X^PGQ8a+&TGs{2Hyx8ZwVSge}gG8}M
z->$4(WaZ?4-xR0%66*KylOYrig)|F$3H7_+6$hDvd)yZj?;$yj-#a*W1N)49KXy?z
zdU3yQQrr=Qx5BQqwClIhTIzh)nkwEADNAS)+*$#BIaYiLS}Uxbh8;qTlH!0SonCKI
z?3ya4F7r_Fd4Tz0kU;b?yk&&cU2qF$_ah!s+gFAhY!e<g;-8;!9eiW6<{vSovSv!a
zD{WLB0z!M$;ZfqD{8DfNQI<e_tK7)k%kpm^)aA66%2#|W3Hv$mt>`2S2%Yl=ckKf4
zKFAo`rGcZ+s*MH4W=*{q3#xAm3yrYc&DWH`_pSG$20Aspfm{5Zd-|w{SF8W>uYdXL
zKmYRUFaQ3hzyIx@{{Gv){pGK}{rUIw+w$vZ$3I9@%vc_#+B3@Z>!|&6%2l+Il*3#p
z8u2aPoMl!MSC$dY&f#sHGZ)bNZdXTSkh6SREVIq4p{EagKQPG=msIZ9AQv{-$-!li
zBS|cUo0?$b7|`yUTyP$7bzcYn`=%@^Xc_U5cM^n1iV!IhVk>tazdoBo1?(lwr>HL>
zew5T0-wCQwYz9c7AO-5j5E<0c2?`Y1xk(DKiDMfmH?*D@$ENMUAd!H0mNL$Vv1RC3
zWe%GJ;#N5^m^TYt2B;9e(48DDGtR?vMz5yF^}DDim?UK^aN@*e0C#f})u0xLU-mjX
zMFpSVB8Mdftc=FnlxAqKR4nj`YWkLO{Nd)sKIaXh<529ux6%dvZkWo_MOIG!_kvS>
z5%s&k$q0z<I~DVK3GsfztOS;a;Kg4{yocB{9yjv#&p_LwE*R9lDFa=PI_i4Vg+B(F
zvUdGu;uN1NIlY3zqP1}v%E~CXwiKTbd*8x0y9pF+m@`Kz-;}^5Ls}iin{oyM9<_T#
zSN@3!T<D~Ap)(GC%##ds3bFo`5eFNE$4xk_IR*AM-Uk^s>GK$Xdhi{~;{nc#&V|xC
zTTJ{|1Y9{N#3>0r#%T?lol4YYy#e9=wt(k93UQiuq#!)>)(P4&DAfCCV{8`3kAuY_
zq1Zk|C3A4R1SVmDNP@>dgwXNeKG`h|C&mK5nFU9f2X=108EaSW6=E0bd!mNa^`sXI
z6KQdoN{4L%HeQ!T=0ezPo;Tu*w3v8Hb&4|`Ct;0W-DIyVF6fANGV$@i;9@FLDnc5l
zg1H70n3S!X?AK7glhz<(J%zs?SuklLXq+^-G*#nks+E$L1uTaeXaeie3Uwt<WPk&*
zGWMZmV4|_HG=_Qa-im_3%o$!|7mltZubptN^`L?~^m_d^>XWY?#+Oms*Sol$TkLIW
z6+E*?4^hA8x5zORtTGmF^O>TnfUc|<-}y(I6%RAsD7pyLz|<ZcyRvSPRg=dTLr~dk
zsNaW9hEO;Pk}T{s)Q>SMj4p{&I<MbAyGP+PWG4Z8ytCLhR~Kd178h7KNr9D<|7{%8
zZX2c7(K@fz6^EG>-*YJb(uB|e6q;HEMJjl&P`g5HVOaOE@{CuCw+bF`)XY`A(i7q@
z?82xV{1L*zpB1>SAE4@c+K$aHue)Lb#QVKGNc~6;lo{PjlZ*EI5!^SVvL%ommiGM5
z_UVT`+#p^g?xf_@Y1Ai{x^h+DkBAN4#+hL6<m4An?^cvwp1*W{B_HBBHOox;D07l$
z0$sF>8N+CkxWn!30^iJx%h8pKdm-uS?WUTd!G)yNE4NK=@50N7gkJjI@N5d%*B-k>
zpG0z|HD8j2sl3p@+8$C2_%{v#oFt1t*4Dq2nTWnIrrz!7=Q21y7IO&b`yDF;$F;qE
zLW?P2i8(9!NCjLOmTNTsKk_MBUJ`OGH#|-jAZRba;3*Ezsdoz=FZw9gLT((OO=aO(
z0uCIfA3P+Iaj?Xkm0?Ter+mpr{)xOP?80~~G&A7NN6&$C;$Sd(9xO3u;S0%<<Z}j<
zTp=k@noZTW6h|=aqaDw{4}=yLJ**pi*XnddUTckg+eMiVMdqpuFz9{ZxJl-#J?7|9
zbQV4mJhq>Cch4>E!`CFS4<OW=$>&5ThAEE{v?o)hJej&^k8ijnRe9;9JPQNG(LB0<
zb9gPiGk!F?u;iJd1DhZQdgAH0v&4M}XtLBiOr=D{{@oE_Wv8To6@|daDHdSmDwDiz
z#WFlPOXwk>Ntm_3SxMf08fWb)jt>*k7XMQ)O3y7y-fxjKTqLDEzEPoQjT`i<Zvyo~
z=Njjmx3xJ2=~i7~PP`(@62m%ZU)B$S+T}}j{)Hf4&Rte_-WN2!t*={C(93rb;|pnE
zpOxE1p0}g~yxa1H%K_G%vk80Pg(gqoCb)pNGD{9%bZM6IyZtVDLgASsk2H_oQ|I6U
zidw9_b-WtS{wH8gP2L=5mVBKUHaa?m#$2E|;i+`SD!gyr;w_-s-Is}JD;n^1?c}X!
zib>aA(z{uAe;jAg%}ELlNIK_TjjQ7VebZlc{<^1uDwi{#s0lFuC{ns=l(yL7dvg*)
zMcjULc^$F!f>pdeu7hbO5bs~72q9I!i(LFUPcULnvB2a3-Z_LIe4#UFzn*6EvD@z=
zTRuE>w1TW9<ltcN^4lH7$3{0__{HvG9e`)BkNPrk5Onfyt30My*{|&ok{TP>h_pk<
z?R|XU_o|nJxmP`X_4cF7cM;P8Au0TdhNJw;{e(EIU{}`3{t?glb)J570ep54s7$v8
zoN+3vRyxS{&z?G%_p{&N?LTN+&lu}_=YmArDKlzY`q1;(SS!+lH<%RKauy?_&52#q
zoi!nXDJnFq&VAY&xa*ivbkF<-{zNTjPa)5vXTPfm@_s!!MOmp%9TroU)qVij=R)TS
zdUiN;9B8FeNTc`E19+rWmN>4@GCXr&(#LX0mA(jX!Xqf~#$S0`)tm^?K1+EA+wg<V
z$=bkMyC%F7<=S0eR>_M;PP}~^g&vx?7%QAL6Vp-7u!Y(KtN2C%9%8GW9(stvpS~~f
z+nF~*gCk@IjyqSRT6wW`o8d8Go(YbzD|TU4tc*n*x8^Q07K$$b(n=#G*VJDn4%YN_
zx)E=K)`e3C@4(jJf#aq*P0sj$Y{}f>2WCAvVyp{LnNlEbf|7S3AU4N}D8gtg|3)qr
zjh`x>#z)Sdj}d2>lzXhcZDgZtXot=M`W8V_K{8mPR{h5gc4b*$UI%2L&gv?-3~CZ8
z#8Zk424(J_;-joGZ$n~-xK1oHNn_%~HkwmgFi)1&z=^s*ynh|Vo<$QFV`J}<*WFa+
z;PU_#EwAoZQNWk*9pvIIU=jH;F~%A{z5$w8$FUh40HS9O=L$^Y^NKTja6~;TG7{>e
zNYq)OP72s0IZlrbGeqNN(Pb7xyeT_cbr%?<aXR#&ppPb@lOXnC3RwBZdpkG^t_nCy
zawG|@d}ApRw>AEe_g-soWO}?Qs=|!5E-=rdtQ045xtjy>Dv{p>q?LL$1cAW=*e?@D
zOVrv-#^bS$eLA?kScl2rB(mkJlPHWDR?a1`qSI4zeSm{Qh1z8$WKj$bjwj&B2gPAK
zA3%^Va~=mDKkr}STEG3^;D;l#3zy>nXUf@cvM+r5o)uM-${IJkAT9`)Tl$)~>8Hfq
zQDJ=Hr35AL_dITl&MisYT@gF3rMeQz#Zgvr)!~SMObhpIAU~`Xep*JT_gxV)Mnz0E
z)yp;=45PEe-NOQ<4m<>KyvBI&ser5Ug(S<d^(!|{Z}39#cSAM0Zg@6_3`=R!HxX;o
zyh)WNb5+c(D&|%dbE}fMRVk_VxJJ(9<9i%%C>v96hSU$i2O1Rf6wvp}5K5gCa8|%Y
z0ar;M4Xpg*8aaTEoyrh)W6-w@VMBw^Za;YPZP;__-Ga|oebmadK|XNs>pZW4ByOKM
zxG3N%4O{yuU-H~P8ALOqJcJQh)L=v$I4j_yfUEF@WSMcDWTZ0+pglspFCa#za&%a9
z?sw7@oD{#473QLVD+gyy=B_yH4)&rBoh5XU&{g=z-gp8@22rm!<MayZ-I^1f8AhdS
z21<*W5XpOV5%iTs?k;@f@8iwERgt5Eo;p2!C0_|`gnCl8nO!?#PRin^oaXlwt!KO0
zhqW@+dp@LM>14y9tAa)<E{ckal%7_i0oirjVjVX>RVkS4Cl;9ON1LQ!EvK(NtWXqP
zBy<%XPc-TA#64h!uP20;7U?t&&Y%fMIjeuCa^bH@8c4y*KK})ybE(Qx9PqTZKD>c3
zh>lYj9JmS8#Uw$Bf+hoLqwwcRW!+qkc;hpf(?OED4^F-0NC&7W=rVZX)Wjl)v9RDC
zR}f->Z5W>cAh9&Bf<^$mC&OO29Pw7g2|_B@xNPFg6P0rZ@2RftSHZ9h&O6_)#*I<d
zlP-|^JmsxNTt2oIL5QpS(dD~{gJK_vf84}^S0HKjt_I^aE2Mx|e)ITjfKyK|M3mOD
z&gJ6VjG6S223ABmK*ctNc;-FEDqi(14v_975bs}yv8D-(u|ncLu%Gn;TuIzF(xUu~
zGWWOUVsVD1`>sw7t-kcu;W_oTj{+4(JtsMX9$yo8{FJ!+<}l6%SyFaVVrBSv1EWjQ
zxHIqJ^rkOL9iPz-yMD<g;s}gT@1sn*ban3=E_Br*AugcalhoNvQ^Z7$!J*?m=?;y?
z_w-iDsfz-xJlX*7bX;h1nDB*Ut+!R7W)N=UJ0C*58&alo$f%Ua+Dx)G&6}7snN2Y_
zQ_Rg2b2G`@Oft86jhxHJ4hwu^OuZXY6?~vUF`IzCKj(wsEHpyYq`pV20ySqo6|hM{
zgNx3w9n=V}P&nkGZmS6IM;W>(b2_Hp#ceP9sInQQQS>Q{0eD3Fa4N~crvf%XAJ6?I
zb5qY<pFuPmzp9K#RYs&LBT|(SsnUp4VFfE^`O=ecpglsptxYGM%8{RJ`$+%=55?~s
z0(0CF$%Bo9!8XY=XJv%J)zU(fyAh8*CA9I61ZQTey25jl`^b!e6Cl)kYaOFA!{}t|
zvCs7Ap`b}mq*GZTJ$Dv9ax@P9;WarrP8eFlEL90H)Hle49jr$;0ZrU@Hol&DFln%U
zgqc$*KF<9R3{>pVCZU^v1}b*otO)XSKz1F+-IiPdiO#`bKjFbu0XN|~hbb*RtWXqv
zN@!4a%7ja3m;6wKbPz2;rknyZxYJFmiP;G%@N`cd6<VJ$Eoe))zy%0hR*U9PXx9uE
z)W2ReZQ>v;uhbY2NIB}t3wGV)h^XhVfWk<wP;`8Mp13yFX>$B|uHJE0%o)7=szMW<
zhh9K9wW$hcRX1&1Fd7)rs?&Vao`CLxBwAN$lF+l4myTA#I0rS)(TfxJ^Q<!lUd!cq
zkKV&=Yqmqco`MjwygndKhd`W8Ogz(6K>?nX(rN-Ps2Q|~K{+A^mYA~wu3Q&!-KUjF
z4XT|wa2JRLA?%sj_Gcx(PtFS~Mn-aUkLth?wh6?mCmR8uT#7R(#CZp^8hCL#wAp3N
zGI-`JtVj;rIGE%UFJ`pV?WGGLwqR^N1c~#J6mS)!XaaU{?0E>-{bAj|{Oe!-`p>`o
z`pdun>F<C0r@#O9Z-4pgZ-4&XJ&a##O+QGVEnEZJuPHuaj_--5MNUn?RxU0mSH7@u
znMYghcYw%XD%cvRy9qk=I?7nse0?SHE-G-3Q&;hJbw%tiCf;=bv2m*KE-%K0;=0wn
z3L%Cm@kmkv#DOI)CrAq|7KbCNM=bF8X4{y3j!g=2RlrS<VhF^mCjfZFJhuy=;lV@S
z3`1Dbh{u%fh^92RFr^KT?fpg=ww)N8K@oKa9s<~mOJPaC76Ds1_UT@4zlpm^dSOQz
zzdzYczxL0L3aiqv-m=u*UPG7b_KBb0<D`9?o)P%IPiNq_jXI>hj~+#9+*v|bK_fqQ
z>kQlk;&fkkDS9aAAMqsv-;drt1E*QffSBIOB#IxcFXjYlTc$Y~0riptxbf9>2;7Oy
z@*r^|p~;)TWAv{R2a(gkKd!V>@JXeXuc3>9V)V}*QM^mM2;BX8(L-(;SLQH73#n!9
z<*#(*c|+q&h9ApshTsPLitSN41S5xU-YE-cN$elVRTQjzV^^3*R)ikPFb+i@_gn7I
zJ$@FFrDle5ii<8gX7IMFtTcX5kK461jxR`;$B$)R1!>{~q2-uCO!sBtV0CEx<4Th{
z8r5=DQr>=qM3>KlX4~SY&#}W{gY2#qF~`KKcWsPq5A7W@!^RQZ0@srh*Q5}41+0kN
z4lZ&FKX2cn1&vy(kEs>j3moWVT@@Je4pHC)HIYc;<F81Z$`fKg>u<9un4ELgpP)6+
z+F0MWE1!d_(6u_vX5UEa5oIiR|6__AN%_Q7xE#y3-R}f51jiwnM>hdY8go1Da!6?9
zBTM1nn-yL-x(d|E6mU|&lF(1*w=cIM%v?t;EW$Z1@!`R7V)48hiOcFZEZEUiS1c`j
zH+pry`f1`lN%&cuwZ9sTgR!IY4@zh9;J|gd_XMGvJtZjyCNAez+YXJ^{pKPgY$fZi
z5V@7~aB~5fs{$6jk3??X%Bc|PJUDS&YtUhnfRzM}gX44_E=4=c=iXIu{v7e<9eyx=
zKJia;lz1w~LC}__&ZqK;r}DimX=Ye3<rcUI#7!VBrhpZZOXeaM{&}}$feMk%%8Ab=
zU?m}jumidW#+~PHbMOztVCc8FxbxI-4pu(#hi!CT8;K^7-}Zfts$(2{f1Km?e#w<r
z1jm|l(;L5RNo4~^+u2ox5IhSSTnwj;4(e%k4t}U&dEs(^S~oMX{dQZ8(FSt396H4>
z^c~nF>a0)~1+1v=wiF6z69mbUuEA5O1ulnVB9cZ5sc!z`%Irb~0LSF^a2@wLYAZ#^
zt+v%r*utoJwVNmBGwbylLgy+7l8XX11$;_E9|E-rLZ|sY?+*U-ZQR^+#M5d$-b~<e
z*AfFf$V{`!(TG#-mdxOEW)AmAf-XQ|V1d{=SMn}Ia84z>c%5D&#|2pPd@%{YWu~NN
zQu@KkaezYGhk*X_>J3uM-3*M+cYY=?;NT?21wzQ7t;dQWSqV^bmE@442rV$+aY1@@
zT#!LOwLIUnOK}0AUMqd>m9O*wT&(Y4_NM(!XciR^p>t8dNf0`l!h9;=Ljdo-QF4uv
zXVmsgm+#s%X_830CPjTkSy`+~8mY=^Q57d$g)L`Ehr&Ewyd7H(MBELL#<a)o{y&{x
zbtvHaAjjv&P?8*`fKLHj9=`B%SKSrnrhqF4r$?DTKMb1%;^O)e$sL_#a445KwUYy+
zmnWBB-h>V%;S_Iz$g49|EW_&S1<of|cmSSa<!Sr5f(_Bw!3O1sOE3P{Qv3g6sr~=p
zeDdju<HukrP|;34|09Jp_C1kG{jRX)7FS%P_$s^-IldGG0cu;1cEI~q7c!+o2$?_v
zii?>L+7v-f0lXp`0&a@Xr3%!KcKvxA)cGVRV}>>*K3`qT13YP7_nxJ5IY60;^&)-5
zv0H797&f=N{pj*t#25>*`}}y|5HB2!mbil3YFGza7_Jg}pc+Z-9vxAiJJ_Hc;r7PY
z{figQRI+d27ov@8k5F&vS|tktfT3O;9TTVp;n87-EDx>%bpb6&Ja<<F3GK*bYam?<
zyCFio4>l<Ex{A3Ekb5x(-{=wQ{ZTGz0U(J<Cfq_-QU%;`XGxN<e6j}*0bG?O9n>iu
z<Kg^)qQMF|!v$iT-r$8u<T>>|J35_1hNU#&n~1fk-lPhX*>ex!BejgRQvpjRfdaDQ
z8abDb58e(T-w*k%x7<DE0}YCK3g~-42*LT_;QMJJ1s4TeC4Dqd%zN|5g1=JEgrRQ%
zlXUJ)5xNL|o>1==e7@?V$`(e1K5+0YjRWUHJjCbVqJXP3Y(M8qKF$L+)tMQl9+D5P
zf*@IN!DRT9?(8016;)TV%G7H#p+1_VKzoFGUu`O#_t7QPxf>e;*TWPil{xc$=SpR+
z3UgCr?#c*flHPwx_l~DGdI4R9kBkqnN<OZU$$ezTzzGoQy{gkeXNJ+qR>-!oN}J3o
z?aHg*y&ukCP4OrkTopO$GpX6YePj%&fVx%(_d}jJ3v#@TpF!>_aW_RHV6}OeOo@tJ
zGgtP_6LD~rK9NOFp#W)?B0|AaQTFH#T@^G67K##Tl`EfFUJ&r?<u(!qFH6c0z+@j*
zrG0#pG~6VmwTH!;qKkwESJh3)GHFtlNt3cnnv`YIq%4!BWSKN2%cKe206jV@)QZqU
z7<1C7&J8+vCt2)JQk)cOSDF%`jrR<41vQPdqE)C@9nct@T#<h8>~@|F#N86oS_(n4
zt|do`<81dXDdQe^fOnZvZlJ4I=iuV{eGI{*Z+~*Zf{;hZ!=(PoCUq;ftI{_;Y{L2>
z*c7o7s5t4sT>vN6K;GiFHEVXCAj^Cf4Z3r`j@s2;KjQ|gNur)vtAu)0EhW_1qLvxH
z+vZ$}Kq2GBoWRz}c}L@NbkLY&sw3|Amu6{@xaX(qJPN|iFB4-dXsqhTgFZ+N2csL;
zZ#VwncTLsYKm*TqcyvTPcCbM?;=Wiba~&jyuE)|Tfh}aJ!gFarz3uZ-7X$!9UHYQ{
z2GMbklm!L{tqWbcBuLyF&x2DOEFM=y*PVx6gnAonass#e%?tI&pj$Gb-VO{qIuDk_
zBooemRF98A9d}nG0fqY=I4R()tms7mmqYnNvOuoN^W;3nZI6UNB%v#Vgo>8mxC~Fr
zDtr^MHqo0n?j~tB2_LC#Yl{Fbl1U(Q%h$-ceB6>Ad}B<#8&Vd0pg}Q<fG%;jVNcx@
za96;J80Ap(Q9$`{R}{x2f0dMaJIuEvp==F9CuQQr)VsLlWgnHcxnmR^?`XURnphx-
zgB3B5Q%j*!W4`3W!@{`Q_M<a1N{t3PE5nzS;mgYKWo7uXG<;cDll&2gQnm_ck5KPL
zzz3c8ky9<Zu`zJzLOn3BWAw~TkU1X;b5$IxNgf`g!#Z@A&_h9&L-<Hg`FS;gPeYm^
z?G@C!H8(mlj7ph6_RK`1O{POPL0`msKODiD;!!a8<~2F`1o=cMlP%4*@i%HY#1A!T
zBi0_q&loq_6gOc{<GG8%{rl)7EOzJ0zIh@HE{Z~E^aKPLO7Ju!(-_iVYr(=$LalLC
zX4Z&et^HL&+&N%1;OLcu$v(`1vjQ%{1rJi1Lw5;16m+~;o9nkm3TZ9$P|*F5&`A)x
z7Y=^wP+$yw#@QkcYznwYax?{PSwdGqY)~%DHGxZ@6Z;KsaQH|TTXAh@Dz^+m?JoF9
zE2DM8AJ>_67yN|Usz7}t<r|L&sbLycNlF@43H$B1G%O&;DpmuSSFsubu0kVwSF46l
zp8~iHK^>(l%uNAT1)LRdQox5YDp?Ua7X_SzQOSyNWW_kLV*Y6;x=V^Fr6Q;!WyN<S
z#XNS;8-1cF{=k&k@~+6=r<I+$;?!5|MR4jgnL%Nv^_GVazexdJu&u(GJ-(Hm<{v)?
zt*Z$+c^1Qo(@d0&Q?!@X23TVS;{EF&wjN0n7-QqiJZ?R+02DEZwLD}c1}yQTA5RU=
zWY?8q2Ujg$o2JjHx1BUO<XJN`ZYNrg_8@>kbd3uyEpQj8>mdm;4ndF+KZaiET}ao}
ze`5rWsrSK-cjq@{t-%h_)hqeuslB*w;})S5G0BAU9~D2K_1uyqBTW7A;8OuxJQRZK
z_TVmkAvkB6y=91TI)fka6%wG{X2&?_95OsDv+zyC+Ej1Sg~{x-dkP;Jo0|tG1+19_
zF*mzL&gCPAMZOVG@8)KL4>Txd643VukAd%@BbB2n;HH4Pqz`Z{J<e<706ugoaW5=F
zy_>`-#Qh9?3KI`d@8YJHebl+l9mD9v#{g`8yt=9aZVI?d!!~}(mwe=(z*gzenHi-<
zgKf(2nKFE)44)~(XVUPQuqM?beQDnhv`47-)h5w-A34>u8=JvTYJ!uBcZ{C7Dl&J4
zIV+C!5JvdzFbYZy4(2?%N$9S8<Pgs0jwH+w-~<TuUP$PqGsEa)>lthtleEc9(ylxS
z-rGBgL-@#{Xk>Irj)5vbDMz)pF)?g8jhh+Sh<R%81jBK6i90JA0jtf!WJ*+QP%kZS
z(Gv%E=@VJ>6c-#CO$nZwvPU0HIRRN{6f86))M~;dh!>=SjI9x8#ks=knS;?jY$*Hq
zA!&F>N*fQ0HAOcG-Nn987pXCn)E7!>3ng`hx=3xIE{4%ko8hW_V-s3Vp&}~|T@`9!
z6qD4^jnusN=qjNVu@&P3h2h*id{!EEk>YI{_bPCxwfB-L)V-lI>ou7{&nXFP9Q^(h
zKi$)`B2<%IdzuzMcwBX^I*?=bvIo>oj&6W@^}dOdV5?^i_7&BCU{Iu`^UrhGIJn}U
zw#F{Lzi%d3#R7wMsMI7-FL1U0a=Tx5q##W9VC4&k<o?Ggp-oyWPDSjdtQE@ET3m)s
zHK-2OiqRjaGrBHh=q#Y$jm+ok&><XbuQaDPgj~$=RhdFNWf<|hgRy39d~n!?BM!32
zCNFq8q7bLnmePXN>gs-Sc^U2gX%JiD{p=<#g~n-Kja$x&bYf#DEh#=|p+RfOwQQ4`
z?Nt(_l&_(I*hPxq+otTxxA>Lk)Z38{sa;oBzt~t4yH^SOK$ZR5DA)w*0unAfcUA<6
z>mp2xM!H_(7YD?IdLL}kSuy#+4$+y1`h<FK=z*?=Br(Z^^B+|}PmC;#uSdss9S&R+
zFz7mz`HJJf-IOov;AnRBGX}=#4L;t40_uHsWIBh8N=e-NTJeCjsound$?Um{@R6~(
zd2kcJT`~z|ZuJ^Dmyb`Dz&FO!yCGG<2O1Q!3Fv!VN~wnc?uP<C6|gD#=t($heC_}~
zb}GtYBlImr*sL&gQ6^qYy^Gsk_ECGRW*BYC7!2`rn1fFRY|60ppYtUj`6sm9uhM{2
z$tJ5Zd{r5~stjLMhObJ)SA{jH4Exey1<)R$-d7u=^FDH_Z8tW9pHvhlbtuePkhz({
zoD`X}<l#YP{6dopEr&iOv<V;C6F*KY!=xE9UO~NE^Pn@ssFW3ycN->cGELf*o8Y~@
zcC+x2tqI_6iX1(WVsO&w@@-5ETTbC-#x`Q(Vf+koo5Y<IjiA+Ln@ov{-4Cwpn<wI6
zMIkVH0s{0?2%Z+0n1(}}gl+<wgj$YzD1tnTwRRoH<>mX9HbB8-AJ&z9d{2^wlccot
suvk;{DWSKq{@Z{5)BpO%F#Pi8|M@?D`{jE5-~a9Z03EsK&TmW(08Jw{{Qv*}

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/verify.py b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/verify.py
new file mode 100644
index 0000000000..b62af49c87
--- /dev/null
+++ b/research/coupled-provider-independent-audit/capsule/repository/research/native-rank8-helper-provider/verify.py
@@ -0,0 +1,602 @@
+#!/usr/bin/env python3
+"""Source-bound coupled provider, exact rational rows and absolute phases.
+
+No scratch registry, pending Git object, network access or third-party package.
+The authenticated predecessor Clifford evaluator is the only imported module.
+"""
+from collections import Counter
+from fractions import Fraction as F
+from functools import lru_cache
+from hashlib import sha256
+from pathlib import Path
+import argparse
+import gzip
+import importlib.util
+import json
+import sys
+import time
+
+HERE = Path(__file__).resolve().parent
+ROOT = HERE.parent.parent
+SOURCE_HASH = 'cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd'
+WITNESS_HASH = '24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591'
+MODE = [224, 225, 227, 229, 240, 241, 256, 257]
+PAID = Counter({1: 2193, 2: 412, 3: 510, 4: 127, 5: 40})
+
+
+def need(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def enc(row):
+    return [[j, str(a)] for j, a in sorted(row.items()) if a]
+
+
+def add(target, source, factor=1):
+    for key, value in tuple(source.items()):
+        value = target.get(key, F(0)) + factor * value
+        if value:
+            target[key] = value
+        else:
+            target.pop(key, None)
+
+
+def addr(ref):
+    need(ref[0] in ('L', 'C'), 'unknown field kind')
+    return ref[1] + (632 if ref[0] == 'C' else 0)
+
+
+def replay(program, c, owners, snapshots=()):
+    """Every owner is an independent free-group column, including dirty C fields."""
+    rows = [{(j, ()): F(1)} for j in range(owners)]
+    charts = c['start'][:] + [None] * (owners - 632)
+    paid, scalar = Counter(), Counter()
+    zeros, dirt_clears, saved = [], [], {}
+    for event, e in enumerate(program):
+        kind = e[0]
+        if kind == 'scalar':
+            op, chart = e[1:]
+            dst = addr(op[1])
+            scalar[op[0]] += 1
+            if op[0] == 'clear':
+                need(dst >= 632, 'persistent CLEAR forbidden')
+                dirt = {k: v for k, v in rows[dst].items() if k[0] >= 632}
+                if dirt:
+                    dirt_clears.append((dst, dirt))
+                rows[dst], charts[dst] = {}, chart
+            else:
+                need(charts[dst] == chart, 'destination chart')
+                if op[0] in ('copy', 'add'):
+                    src = addr(op[2])
+                    need(charts[src] == chart, 'source chart')
+                    if op[0] == 'copy':
+                        need(dst >= 632 and not rows[dst], 'COPY must fill owned zero')
+                        rows[dst] = dict(rows[src])
+                    else:
+                        need(dst != src, 'ADD self alias')
+                        add(rows[dst], rows[src], F(op[3], op[4]))
+                else:
+                    need(op[0] == 'scale', 'unknown scalar operation')
+                    factor = F(op[2], op[3])
+                    rows[dst] = {k: v * factor for k, v in rows[dst].items() if v * factor}
+        elif kind == 'warp':
+            _, ref, warp, old, new = e
+            dst = addr(ref)
+            need(charts[dst] == old, 'warp chart')
+            symbol = (1 if warp > 0 else -1) * (abs(warp) + 1000000)
+            after = {}
+            for (owner, word), value in rows[dst].items():
+                word = word[1:] if word and word[0] == -symbol else (symbol,) + word
+                add(after, {(owner, word): value})
+            rows[dst], charts[dst] = after, new
+        elif kind in ('climb', 'center'):
+            if kind == 'climb':
+                _, _, dst, old, new, rank = e
+                expected = len(c['frames'][new]) - len(c['frames'][old])
+            else:
+                _, dst, old, new, rank = e
+                dst += 632
+                expected = abs(len(c['frames'][new]) - len(c['frames'][old]))
+            need(charts[dst] == old and rank == expected and rank > 0,
+                 'paid child chart/rank')
+            charts[dst] = new
+            paid[rank] += 1
+        elif kind == 'zero_retag':
+            _, dst, old, new = e
+            need(charts[dst] == old and not rows[dst], 'zero retag has nonzero input')
+            zeros.append([event, dst, old, new])
+            charts[dst] = new
+        else:
+            # Inherited source annotations / physical boundary bindings. The
+            # predecessor's normalized-row convention treats these as no row
+            # update; they remain byte-for-byte records in the emitted word.
+            # New physical boundaries are checked separately below, with phase.
+            need(kind in ('phase', 'adapter', 'residual_adapter'), 'unknown source record')
+        for at, owner in snapshots:
+            if event == at:
+                saved[(at, owner)] = (charts[owner], dict(rows[owner]))
+    return rows, charts, paid, scalar, zeros, dirt_clears, saved
+
+
+def scalar(row):
+    need(all(not word for _, word in row), 'endpoint has unreduced native word')
+    return {j: a for (j, _), a in row.items()}
+
+
+def rewrite(source, witness):
+    centers = {r['event']: i for i, r in enumerate(witness)}
+    late = {r['zero_event']: i for i, r in enumerate(witness)}
+    caches = {r['cached_event']: i for i, r in enumerate(witness)}
+    need(len(centers) == len(late) == len(caches) == 8, 'distinct eight sites')
+    need(max(caches) < min(centers), 'caches must precede all replacements')
+    word = []
+    for event, op in enumerate(source['programs']['backward']):
+        if event in centers:
+            i = centers[event]
+            frame = witness[i]['frame']
+            need(op == ['center', 0, 0, frame, 8], 'center source binding')
+            word += [['scalar', ['clear', ['C', 0]], frame],
+                     ['scalar', ['copy', ['C', 0], ['C', i + 1]], frame]]
+        elif event in late:
+            r = witness[late[event]]
+            need(op == ['climb', 'warp_retimed', r['zero_role'], r['frame'], 1, 1],
+                 'late H1 source binding')
+            word.append(['zero_retag', r['zero_role'], r['frame'], 1])
+        else:
+            word.append(op)
+        if event in caches:
+            i = caches[event]
+            r = witness[i]
+            word += [['scalar', ['clear', ['C', i + 1]], r['frame']],
+                     ['scalar', ['copy', ['C', i + 1], ['L', r['cached_role']]], r['frame']]]
+    return {'source_sha256': SOURCE_HASH, 'direction': 'backward', 'word': word}
+
+
+def inverse(matrix):
+    n = len(matrix)
+    a, b, ops = [dict(r) for r in matrix], [{j: F(1)} for j in range(n)], []
+    for j in range(n):
+        k = next((i for i in range(j, n) if a[i].get(j)), None)
+        need(k is not None, 'singular basis')
+        if k != j:
+            a[j], a[k], b[j], b[k] = a[k], a[j], b[k], b[j]
+            ops.append(['swap', j, k])
+        factor = 1 / a[j][j]
+        if factor != 1:
+            a[j] = {k: factor * v for k, v in a[j].items()}
+            b[j] = {k: factor * v for k, v in b[j].items()}
+            ops.append(['scale', j, str(factor)])
+        for i in range(n):
+            if i == j or not a[i].get(j):
+                continue
+            factor = -a[i][j]
+            add(a[i], a[j], factor)
+            add(b[i], b[j], factor)
+            ops.append(['add', i, j, str(factor)])
+    need(a == [{j: F(1)} for j in range(n)], 'basis reduction')
+    return b, ops
+
+
+def ordinary(ops, roles, reverse=False):
+    out = []
+    for e in reversed(ops) if reverse else ops:
+        if e[0] == 'swap':
+            a, b = roles[e[1]], roles[e[2]]
+            out += [['add', a, b, '1'], ['add', b, a, '-1'],
+                    ['add', a, b, '1'], ['scale', b, '-1']]
+        elif e[0] == 'scale':
+            v = F(e[2])
+            out.append(['scale', roles[e[1]], str(1 / v if reverse else v)])
+        else:
+            v = F(e[3])
+            out.append(['add', roles[e[1]], roles[e[2]], str(-v if reverse else v)])
+    return out
+
+
+def apply_ordinary(program, rows):
+    rows = [dict(r) for r in rows]
+    for e in program:
+        if e[0] == 'add':
+            need(e[1] != e[2], 'ordinary ADD alias')
+            add(rows[e[1]], rows[e[2]], F(e[3]))
+        else:
+            need(e[0] == 'scale', 'ordinary operation')
+            rows[e[1]] = {j: a * F(e[2]) for j, a in rows[e[1]].items() if a * F(e[2])}
+    return rows
+
+
+def authenticate():
+    pins = json.loads((HERE / 'SOURCES.json').read_text())
+    for r in pins['files']:
+        if r['usage'] == 'input':
+            need(sha256((ROOT / r['path']).read_bytes()).hexdigest() == r['sha256'],
+                 'changed scientific input: ' + r['path'])
+    raw = gzip.decompress((ROOT / 'research/native-center-free-code/SOURCE-WORD.json.gz').read_bytes())
+    need(sha256(raw).hexdigest() == SOURCE_HASH, 'native payload')
+    need(sha256((HERE / 'WITNESS.json').read_bytes()).hexdigest() == WITNESS_HASH,
+         'Ali verbatim candidate provenance')
+    cp = ROOT / 'research/coded-native-caller/clifford_exact.py'
+    spec = importlib.util.spec_from_file_location('rank8_provider_clifford', cp)
+    ce = importlib.util.module_from_spec(spec)
+    sys.modules[spec.name] = ce
+    spec.loader.exec_module(ce)
+    return json.loads(raw), json.loads((HERE / 'WITNESS.json').read_text()), ce
+
+
+def main(emit=False):
+    started = time.monotonic()
+    source, witness, ce = authenticate()
+    c = source['canonical']
+    normal = json.loads((ROOT / 'research/coded-native-caller/NORMALIZERS.json').read_text())
+    M = normal['mode_columns']
+    A = [[F(a) for a in r] for r in json.loads((ROOT / 'research/native-center-free-code/CODE.json').read_text())['A']]
+    need(c['start'][112:224] == [0] * 112, 'main Y inputs have ground chart')
+    need(len(M) == 8 and all(len(r) == 112 for r in M), 'M dimensions')
+    need(all(sum(M[k][i] * M[l][i] for i in range(112)) == 56 * int(k == l)
+             for k in range(8) for l in range(8)), 'M Gram')
+    need(all(A[i][j] == F(i == j) - sum(F(M[k][i] * M[k][j], 4) for k in range(8))
+             for i in range(112) for j in range(112)), 'A factorization')
+    original = replay(source['programs']['backward'], c, 633,
+                      [(r['cached_event'], r['cached_role']) for r in witness])
+    oldrows, oldcharts, oldpaid, oldscalar = original[:4]
+    expected = [{(j, ()): F(1)} for j in range(632)]
+    for j in range(112):
+        expected[j][(j + 112, ())] = F(-1)
+    need(oldrows[:632] == expected and not oldrows[632], 'original 632-row endpoint')
+    need(oldcharts[:632] == c['final'], 'original exit charts')
+
+    centerfree = [['scalar', ['clear', ['C', e[1]]], e[3]] if e[0] == 'center' else e
+                  for e in source['programs']['backward']]
+    cf = replay(centerfree, c, 633)
+    cfrows = [scalar(r) for r in cf[0]]
+    need(cf[1][:632] == c['final'] and not cfrows[632], 'center-free charts/owned')
+    P = [[-cfrows[j + 224].get(i + 112, F(0)) for i in range(112)] for j in range(408)]
+    B = [[sum(P[j][i] * M[k][i] for i in range(112)) / 56 for j in range(408)] for k in range(8)]
+    need(all(P[j][i] == sum(B[k][j] * M[k][i] for k in range(8))
+             for j in range(408) for i in range(112)), 'full native coupling factorization')
+    for j in range(632):
+        row = {j: F(1)}
+        if j < 112:
+            for i in range(112):
+                if A[i][j]:
+                    row[i + 112] = -A[i][j]
+        elif j >= 224:
+            for i, a in enumerate(P[j - 224]):
+                if a:
+                    row[i + 112] = -a
+        need(cfrows[j] == row, 'center-free complete scalar endpoint')
+
+    delta = [{j - 224: F(a) for j, a in r['relation']} for r in witness]
+    coupling = [[sum(a * B[k][j] for j, a in d.items()) for k in range(8)] for d in delta]
+    need(all(sum(bool(a) for a in r) == 1 and set(r) <= {F(0), F(1), F(-1)}
+             for r in coupling), 'candidate is not a signed retraction')
+    perm = [next(k for k, a in enumerate(r) if a) for r in coupling]
+    sign = [coupling[i][perm[i]] for i in range(8)]
+    need(sorted(perm) == list(range(8)), 'retraction permutation')
+    E = [{} for _ in range(8)]
+    for i, k in enumerate(perm):
+        E[k] = {j: sign[i] * a for j, a in delta[i].items()}
+        row = {(j + 224, ()): F(witness[i]['zero_factor']) * a for j, a in delta[i].items()}
+        for j in range(112):
+            a = -F(witness[i]['zero_factor']) * sign[i] * M[k][j]
+            if a:
+                row[(j + 112, ())] = a
+        need(original[6][(witness[i]['cached_event'], witness[i]['cached_role'])]
+             == (witness[i]['frame'], row), 'fresh original cached row binding')
+    need(all(sum(a * B[l][j] for j, a in E[k].items()) == int(k == l)
+             for k in range(8) for l in range(8)), 'E B^T identity')
+    active = sorted(set(j for r in B for j, a in enumerate(r) if a) | set(j for r in E for j in r))
+    roles, index = [224 + j for j in active], {j: i for i, j in enumerate(active)}
+    need(len(active) == 122 and all(c['start'][j] == 0 and c['final'][j] == 1 for j in roles),
+         'basis requires 122 actual cold H9 owners')
+    J = [j - 224 for j in MODE]
+    L = [{} for _ in active]
+    for k, j in enumerate(J):
+        for r in active:
+            if B[k][r]:
+                L[index[r]][index[j]] = B[k][r]
+    for j in active:
+        if j in J:
+            continue
+        for r in active:
+            a = F(r == j) - sum(B[k][r] * E[k].get(j, F(0)) for k in range(8))
+            if a:
+                L[index[r]][index[j]] = a
+    Li, ops = inverse(L)
+    for left, right in ((L, Li), (Li, L)):
+        for i, row in enumerate(left):
+            product = {}
+            for j, a in row.items():
+                add(product, right[j], a)
+            need(product == {i: F(1)}, 'two-sided basis inverse')
+    for k, row in enumerate(E):
+        product = {}
+        for j, a in row.items():
+            add(product, L[index[j]], a)
+        need(product == {index[J[k]]: F(1)}, 'E L mode selection')
+    need(all(sum(a * B[k][active[j]] for j, a in row.items()) == int(i == index[J[k]])
+             for i, row in enumerate(Li) for k in range(8)), 'Li B mode embedding')
+    need(all(a.denominator & (a.denominator - 1) == 0
+             for matrix in (L, Li) for row in matrix for a in row.values()), 'dyadic basis')
+    entrance, exitword = ordinary(ops, roles, True), ordinary(ops, roles)
+    identity = [{j: F(1)} for j in range(632)]
+    entered = apply_ordinary(entrance, identity)
+    def check_basis(rows):
+        for i, j in enumerate(roles):
+            need(rows[j] == {roles[k]: a for k, a in L[i].items()}, 'literal L program')
+    check_basis(entered)
+    need(apply_ordinary(exitword, entered) == identity, 'literal Li program')
+    need(Counter(e[0] for e in entrance) == Counter(add=822, scale=12), 'basis program bill')
+    need(Counter(e[0] for e in exitword) == Counter(add=822, scale=12), 'inverse program bill')
+
+    changed = rewrite(source, witness)
+    frozen_word = json.loads(gzip.decompress((HERE / 'WORD.json.gz').read_bytes()))
+    need(changed == frozen_word, 'committed exact word differs from source rewrite')
+    result = replay(changed['word'], c, 641)
+    rawrows, charts, paid, scalars, zeros, dirt = result[:6]
+    need(charts[:632] == c['final'] and not rawrows[632], 'changed persistent charts/C0')
+    need(paid == PAID and oldpaid == paid + Counter({1: 8, 8: 8}), 'paid children')
+    need(scalars == oldscalar + Counter(clear=16, copy=16), 'source ordinary delta')
+    need(len(zeros) == 8, 'eight exact zero retags')
+    need(len(dirt) == 9 and {j for j, _ in dirt} == set(range(632, 641))
+         and all(d == {(j, ()): F(1)} for j, d in dirt), 'all arbitrary owned dirt cleared')
+    need(not any(j >= 632 for row in rawrows for j, _ in row), 'owned dirt leaked')
+    need(sum(rawrows[j] != oldrows[j] for j in range(632)) == 218, 'changed endpoint count')
+    endpoint = []
+    for row in rawrows:
+        out = {}
+        for j, a in scalar(row).items():
+            add(out, entered[j], a)
+        endpoint.append(out)
+    endpoint = apply_ordinary(exitword, endpoint)
+    for j in range(632):
+        expected = {} if j in MODE else {j: F(1)}
+        if j < 112:
+            expected[j + 112] = F(-1)
+            for k in range(8):
+                if M[k][j]:
+                    expected[MODE[k]] = F(M[k][j], 4)
+        need(endpoint[j] == expected, 'composed all-owner endpoint at ' + str(j))
+    def check_cache(i, row):
+        r, k = witness[i], perm[i]
+        factor = F(r['zero_factor']) * sign[i]
+        expected = {MODE[k]: factor}
+        for j in range(112):
+            if M[k][j]:
+                expected[j + 112] = -factor * M[k][j]
+        need(row == expected and charts[633 + i] == r['frame'], 'composed retained cache')
+    for i in range(8):
+        check_cache(i, endpoint[633 + i])
+    first_cache = dict(endpoint[633])
+
+    def conjugate(op):
+        circuit = []
+        for e in op.circuit:
+            if e[0] == 'D':
+                circuit.append(('D', e[1], tuple((-x) % 4 for x in e[2])))
+            elif e[0] == 'C':
+                circuit.append(('C', e[1], -e[2]))
+            elif e[0] == 'phase':
+                circuit.append(('phase', (-e[1]) % 4))
+            else:
+                circuit.append(e)
+        return ce.Op(9, tuple((x, z, -p % 4) for x, z, p in op.tab), circuit)
+
+    @lru_cache(None)
+    def frame(j, back=False):
+        op = ce.canonical_frame(9, c['frames'][j])
+        return conjugate(op) if back else op
+
+    def literal(word):
+        op = ce.ident(9)
+        for e in word:
+            if e[0] == 'P':
+                part = ce.perm(9, tuple(e[1]))
+            elif e[0] == 'D':
+                part = ce.diag(9, tuple(e[1]), tuple(e[2]))
+            elif e[0] == 'X':
+                part = ce.xgate(9, e[1])
+            elif e[0] == 'phase':
+                part = ce.Op(9, ce.identity(9), [('phase', e[1])])
+            else:
+                raise ValueError('boundary contains a Gaussian gate')
+            op = op.then(part)
+        return op
+
+    def equal(a, b):
+        return a.tab == b.tab and a.zero_state() == b.zero_state()
+
+    def rank(op):
+        return ce.rank([x for x, _, _ in op.tab[9:]])
+
+    def receipt(op):
+        vec, den = op.zero_state()
+        j = next(j for j, a in enumerate(vec) if a != (0, 0))
+        return {'literal_word': op.circuit, 'signed_tableau': op.tab,
+                'zero_column_anchor': {'index': j, 'gaussian_numerator': vec[j],
+                                       'denominator_power2': den}}
+
+    def compile_monomial(op):
+        need(rank(op) == 0, 'nonmonomial boundary map')
+        compiled, _ = ce.monomial(op)
+        need(equal(compiled, op) and equal(literal(compiled.circuit), op),
+             'literal phase-correct monomial compilation')
+        return compiled
+
+    R, D = frame(1), ce.fourier(9, range(1, 9))
+    Km, N = [None] * 8, [None] * 8
+    records = [None] * 8
+    for i, r in enumerate(witness):
+        k = perm[i]
+        candidates = [q for q in range(1, 512)
+                      if all(ce.parity(q & v) == 0 for v in c['frames'][r['frame']])]
+        need(len(candidates) == 1, 'rank-eight missing line')
+        q = candidates[0]
+        need(q.bit_count() % 2 == 1 and q != 511, 'odd noncharacteristic line')
+        if not q & 1:
+            transvections = [1 ^ q]
+        else:
+            j = next(j for j in range(1, 9) if not q >> j & 1)
+            transvections = [1 ^ (1 << j), (1 << j) ^ q]
+        cols = []
+        for j in range(9):
+            x = 1 << j
+            for v in transvections:
+                x ^= v if ce.parity(x & v) else 0
+            cols.append(x)
+        G = ce.transpose(cols, 9)
+        z = sum((((row.bit_count() - 1) // 2) & 1) << j for j, row in enumerate(G))
+        K = ce.perm(9, G).then(ce.diag(9, (0,) * 9, tuple(2 * ((z >> j) & 1) for j in range(9))))
+        need(equal(K.then(R), R.then(K)), 'mode K/R absolute phase')
+        need(all((ce.mv(ce.transpose(G, 9), x).bit_count() - x.bit_count()
+                  - 2 * ce.parity(z & x)) % 4 == 0 for x in range(512)), 'K weight congruence')
+        F8 = frame(r['frame'], True)
+        need(rank(F8) == 8, 'actual cache rank')
+        Km[k] = compile_monomial(K)
+        N[k] = compile_monomial(K.then(F8).adjoint().then(D))
+        records[k] = {'mode': k, 'owner': MODE[k], 'cache_slot': 633 + i,
+                      'witness_row': i, 'frame': r['frame'], 'missing_line': q,
+                      'cache_scalar': str(1 / (2 * F(r['zero_factor']) * sign[i])),
+                      'input_K': receipt(Km[k]), 'output_N': receipt(N[k])}
+    Kp = [literal(r['K_word']) for r in normal['ports']]
+    checks = Counter()
+    for j, port in enumerate(normal['ports']):
+        need(port['port'] == j and rank(Kp[j]) == 0 and equal(Kp[j].then(R), R.then(Kp[j])),
+             'port K binding and R commutation')
+        wrappers = port['compiled_wrappers']
+        BX, BY, OX, OY = [literal(wrappers[key]['word']) for key in
+                          ('backward_input_X', 'backward_input_Y', 'backward_output_X', 'backward_output_Y')]
+        birth, final, finalY = frame(c['start'][j], True), frame(c['final'][j], True), frame(c['final'][112 + j], True)
+        need(equal(BX.then(birth.adjoint()).then(final).then(OX), D), 'X diagonal physical block')
+        need(equal(BY.then(finalY).then(OY), D), 'Y diagonal physical block')
+        need(equal(BY.then(final).then(OX), R), 'main shear physical block')
+        checks['main_diagonal_and_shear'] += 3
+        for k in range(8):
+            if not M[k][j]:
+                continue
+            need(equal(Km[k].then(final).then(OX), Km[k].then(Kp[j].adjoint()).then(R)),
+                 'helper-to-main physical coupling')
+            F8 = frame(records[k]['frame'], True)
+            need(equal(BY.then(F8).then(N[k]), Kp[j].then(Km[k].adjoint()).then(D)),
+                 'main-to-helper physical coupling')
+            checks['two_coupling_directions'] += 2
+    for k in range(8):
+        need(equal(Km[k].then(frame(records[k]['frame'], True)).then(N[k]), D),
+             'helper diagonal physical block')
+        checks['helper_diagonal'] += 1
+    need(dict(checks) == {'main_diagonal_and_shear': 336, 'two_coupling_directions': 896,
+                          'helper_diagonal': 8}, '1,240 physical bindings')
+    autonomous = Counter(len(c['frames'][c['final'][j]]) - len(c['frames'][c['start'][j]])
+                         for j in range(224, 632) if j not in MODE)
+    need(autonomous == Counter({4: 28, 7: 7, 8: 47, 9: 318}), '400 retained native helper jobs')
+    # Physical normalization precedes a complete-field SWAP, including chart tags.
+    for r in records:
+        owner, cache = r['owner'], r['cache_slot']
+        need(not endpoint[owner], 'SWAP destination must be identically zero')
+        endpoint[owner], endpoint[cache] = endpoint[cache], endpoint[owner]
+    need(all(not endpoint[j] for j in range(632, 641)), 'all owned outputs clean')
+
+    # Failure controls invoke the same predicates as the construction.
+    controls = []
+    bad_c = dict(c)
+    bad_c['start'] = c['start'][:]
+    bad_c['start'][0] = 0
+    try:
+        replay([['zero_retag', 0, 0, 1]], bad_c, 641)
+    except ValueError as e:
+        need(str(e) == 'zero retag has nonzero input', 'wrong rejection')
+        controls.append('nonzero zero-retag rejected')
+    need(len(controls) == 1, 'zero-retag control accepted')
+    corrupted = [e[:] for e in entrance]
+    mutated = next(e for e in corrupted if e[0] == 'add')
+    mutated[3] = str(F(mutated[3]) + 1)
+    try:
+        check_basis(apply_ordinary(corrupted, identity))
+    except ValueError as e:
+        need(str(e) == 'literal L program', 'wrong basis rejection')
+        controls.append('one altered basis ADD coefficient rejected')
+    need(len(controls) == 2, 'basis coefficient mutation accepted')
+    badN = ce.Op(9, N[0].tab, N[0].circuit + [('phase', 1)])
+    need(badN.tab == N[0].tab and not equal(Km[0].then(frame(records[0]['frame'], True)).then(badN), D),
+         'phase-only error escaped')
+    controls.append('same-tableau phase-only cache error rejected')
+    wrong = dict(first_cache)
+    add(wrong, {MODE[perm[0]]: F(1)})
+    try:
+        check_cache(0, wrong)
+    except ValueError as e:
+        need(str(e) == 'composed retained cache', 'wrong cache rejection')
+        controls.append('one altered saved-cache coefficient rejected')
+    need(len(controls) == 4, 'saved-cache coefficient mutation accepted')
+
+    # An explicit, conservative local error-amplification bound for this finite
+    # schedule. Gaussian and monomial field maps have Euclidean norm one.
+    def log2_bound(a):
+        a, exponent = max(F(1), a), 0
+        while a > 1:
+            a /= 2
+            exponent += 1
+        return exponent
+    amplification = 0
+    for e in changed['word']:
+        if e[0] == 'scalar':
+            op = e[1]
+            if op[0] == 'add':
+                amplification += log2_bound(1 + abs(F(op[3], op[4])))
+            elif op[0] == 'scale':
+                amplification += log2_bound(abs(F(op[2], op[3])))
+    for e in entrance + exitword:
+        amplification += log2_bound(1 + abs(F(e[3]))) if e[0] == 'add' else log2_bound(abs(F(e[2])))
+    amplification += 8 * log2_bound(F(2))
+    amplification += sum(log2_bound(abs(F(r['cache_scalar']))) for r in records)
+
+    artifact = {
+        'schema_version': 1, 'source_payload_sha256': SOURCE_HASH,
+        'candidate_witness_sha256': WITNESS_HASH,
+        'word_payload_sha256': sha256(gzip.decompress((HERE / 'WORD.json.gz').read_bytes())).hexdigest(),
+        'basis_roles': roles, 'mode_owners': MODE,
+        'candidate_mode_permutation': perm, 'candidate_mode_signs': list(map(str, sign)),
+        'canonical_retraction_E': [enc(row) for row in E],
+        'input_basis_program': entrance, 'output_basis_program': exitword,
+        'mode_boundaries': records,
+        'ordered_schedule': [
+            'Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.',
+            'On each mode owner apply input_K and scalar 2; run input_basis_program.',
+            'Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.',
+            'Run output_basis_program on the 122 persistent common-chart helpers.',
+            'For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.',
+            'Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y.'
+        ],
+        'paid': dict(sorted(paid.items())), 'autonomous_native_helpers': dict(sorted(autonomous.items())),
+        'owned_fields': {'count': 9, 'initial_values': 'arbitrary', 'final_values': 'zero', 'productive_credit': 0},
+        'added_ordinary_work_vs_original_raw_source': {
+            'ADD': 1644, 'SCALE': 40, 'COPY': 16, 'CLEAR': 24, 'whole_field_SWAP': 8,
+            'monomial_field_maps': 464,
+            'monomial_breakdown': {'fused_inherited_main_standardizers': 448, 'mode_inputs': 8, 'cache_outputs': 8}},
+        'local_error_amplification_power2_bound': amplification,
+        'source_original_scalar_counts': dict(sorted(oldscalar.items())),
+        'source_changed_scalar_counts': dict(sorted(scalars.items())),
+        'physical_phase_bindings': dict(checks), 'exact_zero_retags': zeros,
+        'formula': {'X': 'D x - R y + R W h', 'Y': 'D y', 'H': 'D (h - Z y)',
+                    'W': 'diag(K_port^-1) M diag(K_mode)/2',
+                    'Z': 'diag(K_mode^-1) M^T diag(K_port)/2'},
+        'failure_controls': controls,
+        'scope': 'Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change.'
+    }
+    artifact = json.loads(json.dumps(artifact))
+    path = HERE / 'PROVIDER.json'
+    if emit:
+        path.write_text(json.dumps(artifact, indent=2) + '\n')
+    else:
+        need(json.loads(path.read_text()) == artifact, 'committed boundary recipe differs from replay')
+    print('PASS_NATIVE_RANK8_HELPER_PROVIDER ' + json.dumps({
+        'original_inputs': 632, 'arbitrary_owned_inputs': 9, 'owned_outputs_zero': 9,
+        'autonomous_helpers': 400, 'coupled_helpers': 8, 'paid': dict(sorted(paid.items())),
+        'phase_bindings': sum(checks.values()), 'seconds': round(time.monotonic() - started, 3)}))
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('--emit', action='store_true', help='regenerate the package-local boundary recipe')
+    main(parser.parse_args().emit)
diff --git a/research/coupled-provider-independent-audit/custody/5376/LATEST-COMMIT-CHANGE.json b/research/coupled-provider-independent-audit/custody/5376/LATEST-COMMIT-CHANGE.json
new file mode 100644
index 0000000000..fc71b24f01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/LATEST-COMMIT-CHANGE.json
@@ -0,0 +1,30 @@
+{
+  "old_head": "aef3c2f91a10d4c41e814ea264a9d64c9423bcb2",
+  "new_head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "changed_paths": [
+    "research/clifford-tensor-gram/VERIFY.json",
+    "research/clifford-tensor-gram/provider/RESEARCH-NOTES.md"
+  ],
+  "changed_python_paths": [],
+  "all_python_sources_unchanged": true,
+  "old_timeouts": [
+    180,
+    180,
+    180,
+    180,
+    240,
+    240
+  ],
+  "new_timeouts": [
+    90,
+    90,
+    90,
+    90,
+    420,
+    420
+  ],
+  "command_argv_unchanged": true,
+  "new_declared_timeout_total_seconds": 1200,
+  "scope": "Only metadata/source comparison. The earlier hosted timeout and later hosted success must be independently evidenced; unchanged sources do not establish successful replay here.",
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json b/research/coupled-provider-independent-audit/custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json
new file mode 100644
index 0000000000..9d8115bb5d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/NESTED-PROVIDER-INPUT-BINDINGS.json
@@ -0,0 +1,54 @@
+{
+  "inputs": [
+    {
+      "name": "word",
+      "file": "WORD.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "actual_sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "sha256_match": true,
+      "payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+      "source_pin_matches_outer_SOURCES": true
+    },
+    {
+      "name": "paid",
+      "file": "PAID.jsonl.gz",
+      "source_path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+      "actual_sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+      "sha256_match": true,
+      "payload_sha256": "dc47d96b5b651ba3446d73ac0710152f7de88547a0cb2bbd75706e691b6f0bd6",
+      "source_pin_matches_outer_SOURCES": true
+    },
+    {
+      "name": "phases",
+      "file": "PHASES.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+      "actual_sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+      "sha256_match": true,
+      "payload_sha256": "bc9de6d11fc3d5fb2141a1658785f2093ea1b735d34414ed15749df7d731b34e",
+      "source_pin_matches_outer_SOURCES": true
+    },
+    {
+      "name": "helpers",
+      "file": "HELPERS.json.gz",
+      "source_path": "research/joint-helper-lattice/NATIVE.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+      "actual_sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+      "sha256_match": true,
+      "payload_sha256": "e497baacc300322b338f9e3e68d14937352bbf425aaaf5e759017c6c01e935c8",
+      "source_pin_matches_outer_SOURCES": true
+    }
+  ],
+  "all_match": true,
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/OFFLINE-CUSTODY-VERIFICATION.json b/research/coupled-provider-independent-audit/custody/5376/OFFLINE-CUSTODY-VERIFICATION.json
new file mode 100644
index 0000000000..5c0d1140ac
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/OFFLINE-CUSTODY-VERIFICATION.json
@@ -0,0 +1,12 @@
+{
+  "status": "PASS_OFFLINE_SOURCE_CUSTODY",
+  "source_pr": 5376,
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "inventory_files_checked": 107,
+  "runtime_files_bound": 50,
+  "source_rows_bound": 20,
+  "all_source_bytes_unchanged": true,
+  "raw_commit_tree_blob_chain_verified": true,
+  "git_invocations": 0,
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/POST-EXPORT-HASHES.json b/research/coupled-provider-independent-audit/custody/5376/POST-EXPORT-HASHES.json
new file mode 100644
index 0000000000..66c6d54030
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/POST-EXPORT-HASHES.json
@@ -0,0 +1,545 @@
+{
+  "capsule_git_free": true,
+  "directory_modes": "0555",
+  "file_modes": "0444",
+  "files": [
+    {
+      "bytes": 1113,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+      "sha256": "db9d35f73310a67420ea81704c556efcb09eb3750b2f2fba4581ab3c061f5b2e"
+    },
+    {
+      "bytes": 1133,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+      "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5"
+    },
+    {
+      "bytes": 12357,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES.md",
+      "sha256": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700"
+    },
+    {
+      "bytes": 11357,
+      "path": "source-capsule/research/clifford-tensor-gram/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 1064,
+      "path": "source-capsule/research/clifford-tensor-gram/MUTATIONS.json",
+      "sha256": "053abc2297beefb4ba82d674ec3495f6cb3deea2d4880bfb635a1411d08199d0"
+    },
+    {
+      "bytes": 119055,
+      "path": "source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+      "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+    },
+    {
+      "bytes": 12775,
+      "path": "source-capsule/research/clifford-tensor-gram/PROOF.md",
+      "sha256": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a"
+    },
+    {
+      "bytes": 14219,
+      "path": "source-capsule/research/clifford-tensor-gram/PROVIDER.md",
+      "sha256": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce"
+    },
+    {
+      "bytes": 13528,
+      "path": "source-capsule/research/clifford-tensor-gram/README.md",
+      "sha256": "ee7dbe386bfc4ca2dfc38126ceb03011e9fd7eef3f7dc1b9ef9ed669a91ac162"
+    },
+    {
+      "bytes": 7171,
+      "path": "source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+      "sha256": "ecb2b8db8cad84d7dc187f1d8e844a6c0fe11f5e4ba24a4b945f304883332b0a"
+    },
+    {
+      "bytes": 1910,
+      "path": "source-capsule/research/clifford-tensor-gram/RESULT.json",
+      "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677"
+    },
+    {
+      "bytes": 7413,
+      "path": "source-capsule/research/clifford-tensor-gram/SOURCES.json",
+      "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082"
+    },
+    {
+      "bytes": 7778,
+      "path": "source-capsule/research/clifford-tensor-gram/TASK.json",
+      "sha256": "d151e705e86b9b840816cabf8a35326aa1a743921bb33326320cab1c27bdfbc9"
+    },
+    {
+      "bytes": 2484,
+      "path": "source-capsule/research/clifford-tensor-gram/VERIFY.json",
+      "sha256": "a99403e42bfa05c35d28e84ae03dd820608adff08403d495973ec45b52e136e6"
+    },
+    {
+      "bytes": 2850,
+      "path": "source-capsule/research/clifford-tensor-gram/audit_advances.py",
+      "sha256": "02762c23000ab44cb79f07949a384a19672b688fecb533006463ca73bd6435dc"
+    },
+    {
+      "bytes": 2683,
+      "path": "source-capsule/research/clifford-tensor-gram/audit_mutations.py",
+      "sha256": "a4d86293a0b645d44784504c4721396ab07b0c980f8fcc76bcb307f2fdcb0483"
+    },
+    {
+      "bytes": 12589,
+      "path": "source-capsule/research/clifford-tensor-gram/certify.py",
+      "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd"
+    },
+    {
+      "bytes": 5900,
+      "path": "source-capsule/research/clifford-tensor-gram/check_witness.py",
+      "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c"
+    },
+    {
+      "bytes": 8203,
+      "path": "source-capsule/research/clifford-tensor-gram/compact.py",
+      "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497"
+    },
+    {
+      "bytes": 6342,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json",
+      "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c"
+    },
+    {
+      "bytes": 8713,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-64.json",
+      "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699"
+    },
+    {
+      "bytes": 345,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json",
+      "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b"
+    },
+    {
+      "bytes": 9000,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-65.json",
+      "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081"
+    },
+    {
+      "bytes": 773,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-relation.json",
+      "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b"
+    },
+    {
+      "bytes": 780,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+      "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13"
+    },
+    {
+      "bytes": 777,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/phase-trap.json",
+      "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92"
+    },
+    {
+      "bytes": 907,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+      "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8"
+    },
+    {
+      "bytes": 23029,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/reynolds.json",
+      "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0"
+    },
+    {
+      "bytes": 240388,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+      "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065"
+    },
+    {
+      "bytes": 35042,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 96307,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+      "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9"
+    },
+    {
+      "bytes": 3972,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/NOTICE.md",
+      "sha256": "8b0e7e713f9843ee93863edd136b6a816060a4430778a6590d256b2a4d3c0907"
+    },
+    {
+      "bytes": 125818,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 23356,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 5821,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+      "sha256": "d2a023bdb084b0e3cf6d9d2558a1b582fc14f023ad3368b15a9c4f378604e469"
+    },
+    {
+      "bytes": 3603,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/RESULT.json",
+      "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339"
+    },
+    {
+      "bytes": 1692,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/SOURCES.json",
+      "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e"
+    },
+    {
+      "bytes": 3820,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json",
+      "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"
+    },
+    {
+      "bytes": 207673,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 1840,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py",
+      "sha256": "61ebe524a6bad88af9032395c8309ca75c3f5a2a305ac32c43ace2f7d6da74f7"
+    },
+    {
+      "bytes": 18733,
+      "path": "source-capsule/research/clifford-tensor-gram/provider.py",
+      "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385"
+    },
+    {
+      "bytes": 10034,
+      "path": "source-capsule/research/clifford-tensor-gram/quadratic.py",
+      "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b"
+    },
+    {
+      "bytes": 2456,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 18240,
+      "path": "source-capsule/research/clifford-tensor-gram/verify.py",
+      "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c"
+    },
+    {
+      "bytes": 14473,
+      "path": "source-capsule/research/clifford-tensor-gram/verify_advances.py",
+      "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0"
+    },
+    {
+      "bytes": 17137,
+      "path": "source-capsule/research/clifford-tensor-gram/verify_provider.py",
+      "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "source-capsule/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 190,
+      "path": "git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree",
+      "sha256": "7c36034e44c94c7bcc1380fa41bc08e15dddb90b8e8aa79a38935d143f655a4c"
+    },
+    {
+      "bytes": 864,
+      "path": "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+      "sha256": "5e5956a1847a4b38df9aa194263a67997cb799e185d26452841f8e65eb9d424b"
+    },
+    {
+      "bytes": 575,
+      "path": "git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree",
+      "sha256": "b86777926b23d06339e922e520bb9d2aaa7eed869025b290ce7d8c046e013979"
+    },
+    {
+      "bytes": 1095,
+      "path": "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+      "sha256": "7160cb4ff76c07eecb2c4db5b9a03ffeab6a92d0fa3df5ffe84a9caecff9fdee"
+    },
+    {
+      "bytes": 317,
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+      "sha256": "120fe002ef15545ac3d84ceca71d250910d8cc5fa38497fe9507b7cbcd29cb8b"
+    },
+    {
+      "bytes": 14080,
+      "path": "git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree",
+      "sha256": "80b1f7f9361c1ca1b274d53a7505e9bad4d7bef9133c5ebbd7efa8eb4db2abba"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+      "sha256": "bddc86228590b0582a6400e1e2fe21ae88ef1209501d1ab2753a65b453324be7"
+    },
+    {
+      "bytes": 411,
+      "path": "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+      "sha256": "907d606c199315653dafa954f78f01ffb3c566ad9026176c4938f3c885a89bd9"
+    },
+    {
+      "bytes": 33,
+      "path": "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+      "sha256": "7601a02f5cec2ea81443ce341cdae6235effff9b8af00b53a9a11ea3cae8928e"
+    },
+    {
+      "bytes": 390,
+      "path": "git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree",
+      "sha256": "bd304e94c3ccae394ed9c4abfda402dc35d5f3e1fc6aa28bfdfd963d1520ea5f"
+    },
+    {
+      "bytes": 470,
+      "path": "git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree",
+      "sha256": "fbb93e71a229d5d6c26116d2bbb75fae4f968b1bc60c39a369512257655610b3"
+    },
+    {
+      "bytes": 170,
+      "path": "git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+      "sha256": "2889bb624151a51fa87cf7ec80ce4af32beda1353aa561c19547110df652dabf"
+    },
+    {
+      "bytes": 30,
+      "path": "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+      "sha256": "804a5d0560891949b7b932c173274502c7161b97b224c0af01c4ce8cfbce2e28"
+    },
+    {
+      "bytes": 506,
+      "path": "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree",
+      "sha256": "b6f887683be17666e34ac9bfdd5bc9d468dc792367a61ede2067dd741657b2cd"
+    },
+    {
+      "bytes": 307,
+      "path": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+      "sha256": "a01c2009baf760d4470ca92cc4641b51b200d83073cd3dd3ea2fa9868946ea32"
+    },
+    {
+      "bytes": 324,
+      "path": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b"
+    },
+    {
+      "bytes": 335,
+      "path": "git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+      "sha256": "55f0b42ade64281a1de5c4a051a1b223acf64af1e9d1b733e453357ea144067a"
+    },
+    {
+      "bytes": 342,
+      "path": "git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree",
+      "sha256": "6c64645872fd0ea6340943eabd27d5209afcc4976b6aa14f67cc08627c6f4882"
+    },
+    {
+      "bytes": 432,
+      "path": "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree",
+      "sha256": "a76592ad4e7fddefb7fdd42aed0538239233c6a391da91f2f8d1575d3348e979"
+    },
+    {
+      "bytes": 599,
+      "path": "git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree",
+      "sha256": "3764da0e59c2829d0e8b560feac19e71051d92411598a8abd46fa95b6f8fd7b9"
+    },
+    {
+      "bytes": 540,
+      "path": "git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree",
+      "sha256": "749b28b6460a03d190c39a75a98527b3fa698817e9c623ec339df1f3f6790b3d"
+    },
+    {
+      "bytes": 131,
+      "path": "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree",
+      "sha256": "4f335d3dbc3d9a131022d2f5fd92a3b96d84e720f0ceb165e498ecaf0a762388"
+    },
+    {
+      "bytes": 45,
+      "path": "git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree",
+      "sha256": "53b0f09f8c5b3862b29b7a32b3363431f7a91d9ecd46e94c2699978a01d0b4d0"
+    },
+    {
+      "bytes": 105,
+      "path": "git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+      "sha256": "bfb4adae6acfa64ce09105ff6724d9da58434b66bc9433260c4918430a06eca5"
+    },
+    {
+      "bytes": 6708,
+      "path": "git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree",
+      "sha256": "7cf87a4313e462774f7e4f73985bf701a88f93eebda757b3fd079bb15dd11649"
+    },
+    {
+      "bytes": 72,
+      "path": "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+      "sha256": "5b1543f94c67af60c10b08c90c03a019a20854123662a940997f22f0a31fb756"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 1307,
+      "path": "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree",
+      "sha256": "727b0999f3afd17b8756efdc2eec96e5d76f9fcab111db9031814b7fbfbd0d54"
+    },
+    {
+      "bytes": 79,
+      "path": "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+      "sha256": "ac9dc3e8c90ff2d698c9715d41507ecb2f90f07bcf69b2277f4a5b4ead2b65d1"
+    },
+    {
+      "bytes": 219665,
+      "path": "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+      "sha256": "d819add4616ad7e6f5033b145b4d3e97c68171a6a72157310bf56c7d2a50b7ce"
+    },
+    {
+      "bytes": 14144,
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23"
+    },
+    {
+      "bytes": 534,
+      "path": "git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+      "sha256": "be33c7800bff4b1185e39141229dec783a8bca1f384d26f3999069110820f208"
+    },
+    {
+      "bytes": 787,
+      "path": "git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+      "sha256": "f1ff4c4237df126c0fe164120d970451712d454d688878e7ac037f29c48b5089"
+    },
+    {
+      "bytes": 1710,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md",
+      "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f"
+    },
+    {
+      "bytes": 125818,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 14291,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md",
+      "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8"
+    },
+    {
+      "bytes": 35042,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 11063,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md",
+      "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91"
+    },
+    {
+      "bytes": 207673,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 23356,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 3880,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md",
+      "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c"
+    },
+    {
+      "bytes": 13755,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce"
+    },
+    {
+      "bytes": 4131,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e"
+    },
+    {
+      "bytes": 4922,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json",
+      "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375"
+    },
+    {
+      "bytes": 77545,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 13144,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md",
+      "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11"
+    },
+    {
+      "bytes": 1499,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+      "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f"
+    },
+    {
+      "bytes": 13383,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md",
+      "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996"
+    },
+    {
+      "bytes": 11357,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 2456,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 12488,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md",
+      "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7"
+    },
+    {
+      "bytes": 3973,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    }
+  ],
+  "matches_pre": true,
+  "schema": "readonly-custody-inventory/1",
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/PRE-EXECUTION-HASHES.json b/research/coupled-provider-independent-audit/custody/5376/PRE-EXECUTION-HASHES.json
new file mode 100644
index 0000000000..6c663d0d1e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/PRE-EXECUTION-HASHES.json
@@ -0,0 +1,541 @@
+{
+  "files": [
+    {
+      "bytes": 1113,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+      "sha256": "db9d35f73310a67420ea81704c556efcb09eb3750b2f2fba4581ab3c061f5b2e"
+    },
+    {
+      "bytes": 1133,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json",
+      "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5"
+    },
+    {
+      "bytes": 12357,
+      "path": "source-capsule/research/clifford-tensor-gram/ADVANCES.md",
+      "sha256": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700"
+    },
+    {
+      "bytes": 11357,
+      "path": "source-capsule/research/clifford-tensor-gram/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 1064,
+      "path": "source-capsule/research/clifford-tensor-gram/MUTATIONS.json",
+      "sha256": "053abc2297beefb4ba82d674ec3495f6cb3deea2d4880bfb635a1411d08199d0"
+    },
+    {
+      "bytes": 119055,
+      "path": "source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+      "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+    },
+    {
+      "bytes": 12775,
+      "path": "source-capsule/research/clifford-tensor-gram/PROOF.md",
+      "sha256": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a"
+    },
+    {
+      "bytes": 14219,
+      "path": "source-capsule/research/clifford-tensor-gram/PROVIDER.md",
+      "sha256": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce"
+    },
+    {
+      "bytes": 13528,
+      "path": "source-capsule/research/clifford-tensor-gram/README.md",
+      "sha256": "ee7dbe386bfc4ca2dfc38126ceb03011e9fd7eef3f7dc1b9ef9ed669a91ac162"
+    },
+    {
+      "bytes": 7171,
+      "path": "source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md",
+      "sha256": "ecb2b8db8cad84d7dc187f1d8e844a6c0fe11f5e4ba24a4b945f304883332b0a"
+    },
+    {
+      "bytes": 1910,
+      "path": "source-capsule/research/clifford-tensor-gram/RESULT.json",
+      "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677"
+    },
+    {
+      "bytes": 7413,
+      "path": "source-capsule/research/clifford-tensor-gram/SOURCES.json",
+      "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082"
+    },
+    {
+      "bytes": 7778,
+      "path": "source-capsule/research/clifford-tensor-gram/TASK.json",
+      "sha256": "d151e705e86b9b840816cabf8a35326aa1a743921bb33326320cab1c27bdfbc9"
+    },
+    {
+      "bytes": 2484,
+      "path": "source-capsule/research/clifford-tensor-gram/VERIFY.json",
+      "sha256": "a99403e42bfa05c35d28e84ae03dd820608adff08403d495973ec45b52e136e6"
+    },
+    {
+      "bytes": 2850,
+      "path": "source-capsule/research/clifford-tensor-gram/audit_advances.py",
+      "sha256": "02762c23000ab44cb79f07949a384a19672b688fecb533006463ca73bd6435dc"
+    },
+    {
+      "bytes": 2683,
+      "path": "source-capsule/research/clifford-tensor-gram/audit_mutations.py",
+      "sha256": "a4d86293a0b645d44784504c4721396ab07b0c980f8fcc76bcb307f2fdcb0483"
+    },
+    {
+      "bytes": 12589,
+      "path": "source-capsule/research/clifford-tensor-gram/certify.py",
+      "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd"
+    },
+    {
+      "bytes": 5900,
+      "path": "source-capsule/research/clifford-tensor-gram/check_witness.py",
+      "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c"
+    },
+    {
+      "bytes": 8203,
+      "path": "source-capsule/research/clifford-tensor-gram/compact.py",
+      "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497"
+    },
+    {
+      "bytes": 6342,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json",
+      "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c"
+    },
+    {
+      "bytes": 8713,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-64.json",
+      "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699"
+    },
+    {
+      "bytes": 345,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json",
+      "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b"
+    },
+    {
+      "bytes": 9000,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-65.json",
+      "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081"
+    },
+    {
+      "bytes": 773,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/native-relation.json",
+      "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b"
+    },
+    {
+      "bytes": 780,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+      "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13"
+    },
+    {
+      "bytes": 777,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/phase-trap.json",
+      "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92"
+    },
+    {
+      "bytes": 907,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json",
+      "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8"
+    },
+    {
+      "bytes": 23029,
+      "path": "source-capsule/research/clifford-tensor-gram/examples/reynolds.json",
+      "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0"
+    },
+    {
+      "bytes": 240388,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+      "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065"
+    },
+    {
+      "bytes": 35042,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 96307,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+      "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9"
+    },
+    {
+      "bytes": 3972,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/NOTICE.md",
+      "sha256": "8b0e7e713f9843ee93863edd136b6a816060a4430778a6590d256b2a4d3c0907"
+    },
+    {
+      "bytes": 125818,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 23356,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 5821,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+      "sha256": "d2a023bdb084b0e3cf6d9d2558a1b582fc14f023ad3368b15a9c4f378604e469"
+    },
+    {
+      "bytes": 3603,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/RESULT.json",
+      "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339"
+    },
+    {
+      "bytes": 1692,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/SOURCES.json",
+      "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e"
+    },
+    {
+      "bytes": 3820,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json",
+      "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"
+    },
+    {
+      "bytes": 207673,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 1840,
+      "path": "source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py",
+      "sha256": "61ebe524a6bad88af9032395c8309ca75c3f5a2a305ac32c43ace2f7d6da74f7"
+    },
+    {
+      "bytes": 18733,
+      "path": "source-capsule/research/clifford-tensor-gram/provider.py",
+      "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385"
+    },
+    {
+      "bytes": 10034,
+      "path": "source-capsule/research/clifford-tensor-gram/quadratic.py",
+      "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b"
+    },
+    {
+      "bytes": 2456,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "source-capsule/research/clifford-tensor-gram/vendor/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 18240,
+      "path": "source-capsule/research/clifford-tensor-gram/verify.py",
+      "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c"
+    },
+    {
+      "bytes": 14473,
+      "path": "source-capsule/research/clifford-tensor-gram/verify_advances.py",
+      "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0"
+    },
+    {
+      "bytes": 17137,
+      "path": "source-capsule/research/clifford-tensor-gram/verify_provider.py",
+      "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "path": "source-capsule/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 190,
+      "path": "git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree",
+      "sha256": "7c36034e44c94c7bcc1380fa41bc08e15dddb90b8e8aa79a38935d143f655a4c"
+    },
+    {
+      "bytes": 864,
+      "path": "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+      "sha256": "5e5956a1847a4b38df9aa194263a67997cb799e185d26452841f8e65eb9d424b"
+    },
+    {
+      "bytes": 575,
+      "path": "git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree",
+      "sha256": "b86777926b23d06339e922e520bb9d2aaa7eed869025b290ce7d8c046e013979"
+    },
+    {
+      "bytes": 1095,
+      "path": "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+      "sha256": "7160cb4ff76c07eecb2c4db5b9a03ffeab6a92d0fa3df5ffe84a9caecff9fdee"
+    },
+    {
+      "bytes": 317,
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+      "sha256": "120fe002ef15545ac3d84ceca71d250910d8cc5fa38497fe9507b7cbcd29cb8b"
+    },
+    {
+      "bytes": 14080,
+      "path": "git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree",
+      "sha256": "80b1f7f9361c1ca1b274d53a7505e9bad4d7bef9133c5ebbd7efa8eb4db2abba"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+      "sha256": "bddc86228590b0582a6400e1e2fe21ae88ef1209501d1ab2753a65b453324be7"
+    },
+    {
+      "bytes": 411,
+      "path": "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+      "sha256": "907d606c199315653dafa954f78f01ffb3c566ad9026176c4938f3c885a89bd9"
+    },
+    {
+      "bytes": 33,
+      "path": "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+      "sha256": "7601a02f5cec2ea81443ce341cdae6235effff9b8af00b53a9a11ea3cae8928e"
+    },
+    {
+      "bytes": 390,
+      "path": "git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree",
+      "sha256": "bd304e94c3ccae394ed9c4abfda402dc35d5f3e1fc6aa28bfdfd963d1520ea5f"
+    },
+    {
+      "bytes": 470,
+      "path": "git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree",
+      "sha256": "fbb93e71a229d5d6c26116d2bbb75fae4f968b1bc60c39a369512257655610b3"
+    },
+    {
+      "bytes": 170,
+      "path": "git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+      "sha256": "2889bb624151a51fa87cf7ec80ce4af32beda1353aa561c19547110df652dabf"
+    },
+    {
+      "bytes": 30,
+      "path": "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+      "sha256": "804a5d0560891949b7b932c173274502c7161b97b224c0af01c4ce8cfbce2e28"
+    },
+    {
+      "bytes": 506,
+      "path": "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree",
+      "sha256": "b6f887683be17666e34ac9bfdd5bc9d468dc792367a61ede2067dd741657b2cd"
+    },
+    {
+      "bytes": 307,
+      "path": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+      "sha256": "a01c2009baf760d4470ca92cc4641b51b200d83073cd3dd3ea2fa9868946ea32"
+    },
+    {
+      "bytes": 324,
+      "path": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b"
+    },
+    {
+      "bytes": 335,
+      "path": "git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+      "sha256": "55f0b42ade64281a1de5c4a051a1b223acf64af1e9d1b733e453357ea144067a"
+    },
+    {
+      "bytes": 342,
+      "path": "git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree",
+      "sha256": "6c64645872fd0ea6340943eabd27d5209afcc4976b6aa14f67cc08627c6f4882"
+    },
+    {
+      "bytes": 432,
+      "path": "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree",
+      "sha256": "a76592ad4e7fddefb7fdd42aed0538239233c6a391da91f2f8d1575d3348e979"
+    },
+    {
+      "bytes": 599,
+      "path": "git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree",
+      "sha256": "3764da0e59c2829d0e8b560feac19e71051d92411598a8abd46fa95b6f8fd7b9"
+    },
+    {
+      "bytes": 540,
+      "path": "git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree",
+      "sha256": "749b28b6460a03d190c39a75a98527b3fa698817e9c623ec339df1f3f6790b3d"
+    },
+    {
+      "bytes": 131,
+      "path": "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree",
+      "sha256": "4f335d3dbc3d9a131022d2f5fd92a3b96d84e720f0ceb165e498ecaf0a762388"
+    },
+    {
+      "bytes": 45,
+      "path": "git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree",
+      "sha256": "53b0f09f8c5b3862b29b7a32b3363431f7a91d9ecd46e94c2699978a01d0b4d0"
+    },
+    {
+      "bytes": 105,
+      "path": "git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+      "sha256": "bfb4adae6acfa64ce09105ff6724d9da58434b66bc9433260c4918430a06eca5"
+    },
+    {
+      "bytes": 6708,
+      "path": "git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree",
+      "sha256": "7cf87a4313e462774f7e4f73985bf701a88f93eebda757b3fd079bb15dd11649"
+    },
+    {
+      "bytes": 72,
+      "path": "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+      "sha256": "5b1543f94c67af60c10b08c90c03a019a20854123662a940997f22f0a31fb756"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 1307,
+      "path": "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree",
+      "sha256": "727b0999f3afd17b8756efdc2eec96e5d76f9fcab111db9031814b7fbfbd0d54"
+    },
+    {
+      "bytes": 79,
+      "path": "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+      "sha256": "ac9dc3e8c90ff2d698c9715d41507ecb2f90f07bcf69b2277f4a5b4ead2b65d1"
+    },
+    {
+      "bytes": 219665,
+      "path": "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+      "sha256": "d819add4616ad7e6f5033b145b4d3e97c68171a6a72157310bf56c7d2a50b7ce"
+    },
+    {
+      "bytes": 14144,
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23"
+    },
+    {
+      "bytes": 534,
+      "path": "git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+      "sha256": "be33c7800bff4b1185e39141229dec783a8bca1f384d26f3999069110820f208"
+    },
+    {
+      "bytes": 787,
+      "path": "git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+      "sha256": "f1ff4c4237df126c0fe164120d970451712d454d688878e7ac037f29c48b5089"
+    },
+    {
+      "bytes": 1710,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md",
+      "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f"
+    },
+    {
+      "bytes": 125818,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 14291,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md",
+      "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8"
+    },
+    {
+      "bytes": 35042,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 11063,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md",
+      "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91"
+    },
+    {
+      "bytes": 207673,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 23356,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 3880,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md",
+      "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c"
+    },
+    {
+      "bytes": 13755,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce"
+    },
+    {
+      "bytes": 4131,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e"
+    },
+    {
+      "bytes": 4922,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json",
+      "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375"
+    },
+    {
+      "bytes": 77545,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 13144,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md",
+      "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11"
+    },
+    {
+      "bytes": 1499,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+      "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f"
+    },
+    {
+      "bytes": 13383,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md",
+      "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996"
+    },
+    {
+      "bytes": 11357,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 2456,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 12488,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md",
+      "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7"
+    },
+    {
+      "bytes": 3973,
+      "path": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    }
+  ],
+  "schema": "readonly-custody-inventory/1",
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/REGISTERED-DRIVER-BINDING.json b/research/coupled-provider-independent-audit/custody/5376/REGISTERED-DRIVER-BINDING.json
new file mode 100644
index 0000000000..934617a038
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/REGISTERED-DRIVER-BINDING.json
@@ -0,0 +1,32 @@
+{
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "path": "scripts/research_package.py",
+  "git_blob": "ef9b52c392323362621baf6ee188a26fc5122bf9",
+  "sha256": "8e07ddee4d8e1c70a278538b2758d423a298b96d5d1a18233dc29925696fc96f",
+  "bytes": 50854,
+  "canonical_driver_identical": true,
+  "materialized_driver_identical": true,
+  "origin_tree_chain": [
+    "eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697",
+    "d50934faea13c2c1d72a4edd7f53875541ceae5e"
+  ],
+  "raw_origin_objects": {
+    "848cdce9003262c4b6e02ec4558f302e4fae56ad": {
+      "kind": "commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b",
+      "bytes": 324
+    },
+    "eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697": {
+      "kind": "tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23",
+      "bytes": 969
+    },
+    "d50934faea13c2c1d72a4edd7f53875541ceae5e": {
+      "kind": "tree",
+      "sha256": "f648ad5349df87593f664c1b57f205a3c7de1bde19c85e5372e34bd25d83a326",
+      "bytes": 10009
+    }
+  },
+  "scientific_executions": 0,
+  "note": "Registered metadata/Git provenance driver. Direct git-free source-capsule scientific commands do not invoke it."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/SOURCE-CUSTODY.json b/research/coupled-provider-independent-audit/custody/5376/SOURCE-CUSTODY.json
new file mode 100644
index 0000000000..399958d35d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/SOURCE-CUSTODY.json
@@ -0,0 +1,2160 @@
+{
+  "VERIFY_inputs": [
+    "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/universal-dirty-certificates/fields.py"
+  ],
+  "all_retained_copies_match": true,
+  "all_source_sha256_and_blob_bindings_match": true,
+  "ancestry": [
+    {
+      "ancestor": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "descendant": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+      "exit_code": 1,
+      "is_ancestor": false,
+      "stderr": ""
+    },
+    {
+      "ancestor": "7c472563474e60185e6ca101a17622133d047e56",
+      "descendant": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "exit_code": 0,
+      "is_ancestor": true,
+      "stderr": ""
+    },
+    {
+      "ancestor": "7c472563474e60185e6ca101a17622133d047e56",
+      "descendant": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+      "exit_code": 0,
+      "is_ancestor": true,
+      "stderr": ""
+    }
+  ],
+  "canonical_at_round": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "declared_base": "7c472563474e60185e6ca101a17622133d047e56",
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "head_metadata": [
+    "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+    "eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697",
+    "aef3c2f91a10d4c41e814ea264a9d64c9423bcb2",
+    "1792796110",
+    "Allocate provider replay time within the fixed package budget"
+  ],
+  "package": "research/clifford-tensor-gram",
+  "package_file_count": 48,
+  "raw_git_origin_objects": {
+    "0e72df915694c22f9f9236686bc8cf190384bbbb": {
+      "bytes": 190,
+      "kind": "tree",
+      "path": "git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree",
+      "sha256": "7c36034e44c94c7bcc1380fa41bc08e15dddb90b8e8aa79a38935d143f655a4c"
+    },
+    "14c2708457bca14482f52b582341037adca202ed": {
+      "bytes": 864,
+      "kind": "tree",
+      "path": "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+      "sha256": "5e5956a1847a4b38df9aa194263a67997cb799e185d26452841f8e65eb9d424b"
+    },
+    "19b1abce68e32239bd8ad6abf979584eb93ad269": {
+      "bytes": 575,
+      "kind": "tree",
+      "path": "git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree",
+      "sha256": "b86777926b23d06339e922e520bb9d2aaa7eed869025b290ce7d8c046e013979"
+    },
+    "1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b": {
+      "bytes": 1095,
+      "kind": "tree",
+      "path": "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+      "sha256": "7160cb4ff76c07eecb2c4db5b9a03ffeab6a92d0fa3df5ffe84a9caecff9fdee"
+    },
+    "1ec1119972c9aefe42525172d07b332fcff81cb4": {
+      "bytes": 317,
+      "kind": "commit",
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    "258aaa876ecb530c4c173c8e3ef93ccf87c81673": {
+      "bytes": 639,
+      "kind": "tree",
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    "2a0a5f9bd6dd582395a80e7e79938728f9a2848a": {
+      "bytes": 639,
+      "kind": "tree",
+      "path": "git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+      "sha256": "120fe002ef15545ac3d84ceca71d250910d8cc5fa38497fe9507b7cbcd29cb8b"
+    },
+    "2e031598313cbec16dc20f87d6fbf5cee01c65d0": {
+      "bytes": 14080,
+      "kind": "tree",
+      "path": "git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree",
+      "sha256": "80b1f7f9361c1ca1b274d53a7505e9bad4d7bef9133c5ebbd7efa8eb4db2abba"
+    },
+    "32f0a466021c5f549d7a538a0807b30c7ca9f25a": {
+      "bytes": 969,
+      "kind": "tree",
+      "path": "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+      "sha256": "bddc86228590b0582a6400e1e2fe21ae88ef1209501d1ab2753a65b453324be7"
+    },
+    "33f34f05634b0009800af4b43cef20e3860f5fba": {
+      "bytes": 411,
+      "kind": "tree",
+      "path": "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+      "sha256": "907d606c199315653dafa954f78f01ffb3c566ad9026176c4938f3c885a89bd9"
+    },
+    "43a894bb81f46797383832cb0c3e2b201a3b55fc": {
+      "bytes": 33,
+      "kind": "tree",
+      "path": "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+      "sha256": "7601a02f5cec2ea81443ce341cdae6235effff9b8af00b53a9a11ea3cae8928e"
+    },
+    "5832ad411680208d2ae756f672fd481572cea5e1": {
+      "bytes": 390,
+      "kind": "tree",
+      "path": "git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree",
+      "sha256": "bd304e94c3ccae394ed9c4abfda402dc35d5f3e1fc6aa28bfdfd963d1520ea5f"
+    },
+    "6521a3519696231257f30a6887aafa2c1c95b847": {
+      "bytes": 470,
+      "kind": "tree",
+      "path": "git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree",
+      "sha256": "fbb93e71a229d5d6c26116d2bbb75fae4f968b1bc60c39a369512257655610b3"
+    },
+    "66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5": {
+      "bytes": 170,
+      "kind": "tree",
+      "path": "git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+      "sha256": "2889bb624151a51fa87cf7ec80ce4af32beda1353aa561c19547110df652dabf"
+    },
+    "6f0c4efed933735c468ba445fe90c05bf34aa0ea": {
+      "bytes": 30,
+      "kind": "tree",
+      "path": "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+      "sha256": "804a5d0560891949b7b932c173274502c7161b97b224c0af01c4ce8cfbce2e28"
+    },
+    "750ed46b6d26cff0e98d5a72afdc8bac286f82af": {
+      "bytes": 506,
+      "kind": "tree",
+      "path": "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree",
+      "sha256": "b6f887683be17666e34ac9bfdd5bc9d468dc792367a61ede2067dd741657b2cd"
+    },
+    "7c472563474e60185e6ca101a17622133d047e56": {
+      "bytes": 307,
+      "kind": "commit",
+      "path": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+      "sha256": "a01c2009baf760d4470ca92cc4641b51b200d83073cd3dd3ea2fa9868946ea32"
+    },
+    "848cdce9003262c4b6e02ec4558f302e4fae56ad": {
+      "bytes": 324,
+      "kind": "commit",
+      "path": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+      "sha256": "cf4c79206db6334a87e400bf692924a94b81bc11ed8a7c518a73b6c48ff1808b"
+    },
+    "8fbbae99d9af0fe484def21ec8f5659b90066953": {
+      "bytes": 335,
+      "kind": "tree",
+      "path": "git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+      "sha256": "55f0b42ade64281a1de5c4a051a1b223acf64af1e9d1b733e453357ea144067a"
+    },
+    "904f43dfedf8679b600e3f014e6dc7b699cd23e8": {
+      "bytes": 342,
+      "kind": "tree",
+      "path": "git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree",
+      "sha256": "6c64645872fd0ea6340943eabd27d5209afcc4976b6aa14f67cc08627c6f4882"
+    },
+    "907db531e24b8ea46a80548efca2904f41474877": {
+      "bytes": 432,
+      "kind": "tree",
+      "path": "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree",
+      "sha256": "a76592ad4e7fddefb7fdd42aed0538239233c6a391da91f2f8d1575d3348e979"
+    },
+    "93c3da5da0a527baf42dbbe76e7af010384def87": {
+      "bytes": 599,
+      "kind": "tree",
+      "path": "git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree",
+      "sha256": "3764da0e59c2829d0e8b560feac19e71051d92411598a8abd46fa95b6f8fd7b9"
+    },
+    "9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7": {
+      "bytes": 540,
+      "kind": "tree",
+      "path": "git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree",
+      "sha256": "749b28b6460a03d190c39a75a98527b3fa698817e9c623ec339df1f3f6790b3d"
+    },
+    "a1510f4a002e73859c99bf4496c126d94b25ba4e": {
+      "bytes": 131,
+      "kind": "tree",
+      "path": "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree",
+      "sha256": "4f335d3dbc3d9a131022d2f5fd92a3b96d84e720f0ceb165e498ecaf0a762388"
+    },
+    "a3a2e45bbb3f6be54e4ec0ca9859601dff722e57": {
+      "bytes": 45,
+      "kind": "tree",
+      "path": "git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree",
+      "sha256": "53b0f09f8c5b3862b29b7a32b3363431f7a91d9ecd46e94c2699978a01d0b4d0"
+    },
+    "a902e01e7928a157c19a65af79533fb42091ddf6": {
+      "bytes": 105,
+      "kind": "tree",
+      "path": "git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+      "sha256": "bfb4adae6acfa64ce09105ff6724d9da58434b66bc9433260c4918430a06eca5"
+    },
+    "a9b40c52daf304d6a3276b101d53b307a99b4275": {
+      "bytes": 6708,
+      "kind": "tree",
+      "path": "git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree",
+      "sha256": "7cf87a4313e462774f7e4f73985bf701a88f93eebda757b3fd079bb15dd11649"
+    },
+    "bc4b7f11ba1cce65d45ff5362b79c13a305780e9": {
+      "bytes": 72,
+      "kind": "tree",
+      "path": "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+      "sha256": "5b1543f94c67af60c10b08c90c03a019a20854123662a940997f22f0a31fb756"
+    },
+    "bfb420045d2bc04dd026b5020aea84d547873ef4": {
+      "bytes": 969,
+      "kind": "tree",
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    "c211d4eb07730865bffd69a35a85a0642acc333d": {
+      "bytes": 219618,
+      "kind": "tree",
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    "db06c76a46083783b675e5a5ce418c52a400d350": {
+      "bytes": 1307,
+      "kind": "tree",
+      "path": "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree",
+      "sha256": "727b0999f3afd17b8756efdc2eec96e5d76f9fcab111db9031814b7fbfbd0d54"
+    },
+    "df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2": {
+      "bytes": 79,
+      "kind": "tree",
+      "path": "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+      "sha256": "ac9dc3e8c90ff2d698c9715d41507ecb2f90f07bcf69b2277f4a5b4ead2b65d1"
+    },
+    "e64fc5419717800874561bcd3f69e345485faff0": {
+      "bytes": 219665,
+      "kind": "tree",
+      "path": "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+      "sha256": "d819add4616ad7e6f5033b145b4d3e97c68171a6a72157310bf56c7d2a50b7ce"
+    },
+    "e9c70b9927d6e9233633e4e88108f831e7c5c5d9": {
+      "bytes": 14144,
+      "kind": "tree",
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    "eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697": {
+      "bytes": 969,
+      "kind": "tree",
+      "path": "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+      "sha256": "91aa22c3c9fa1d92566684f92e8207c5d7dab454dd025be9113a429270c0de23"
+    },
+    "f8689891fd629fa004008ce67d89f00d4ece30be": {
+      "bytes": 534,
+      "kind": "tree",
+      "path": "git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+      "sha256": "be33c7800bff4b1185e39141229dec783a8bca1f384d26f3999069110820f208"
+    },
+    "ffcd36c21c5147bdbc97476105e4215d8f47f76b": {
+      "bytes": 787,
+      "kind": "tree",
+      "path": "git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+      "sha256": "f1ff4c4237df126c0fe164120d970451712d454d688878e7ac037f29c48b5089"
+    }
+  },
+  "registered_commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls.",
+      "timeout_seconds": 90
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls.",
+      "timeout_seconds": 90
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases.",
+      "timeout_seconds": 90
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases.",
+      "timeout_seconds": 90
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls.",
+      "timeout_seconds": 420
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls.",
+      "timeout_seconds": 420
+    }
+  ],
+  "runtime_bytes": 1148247,
+  "runtime_file_count": 50,
+  "runtime_files": [
+    {
+      "bytes": 1113,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "cadc0398beb8067491dfa86b70c88506e9b902a2",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/ADVANCES-MUTATIONS.json",
+      "role": "package",
+      "sha256": "db9d35f73310a67420ea81704c556efcb09eb3750b2f2fba4581ab3c061f5b2e"
+    },
+    {
+      "bytes": 1133,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "2e8e73ba23d421751c95f71dd61467e15013989c",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/ADVANCES-RESULT.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/ADVANCES-RESULT.json",
+      "role": "package",
+      "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5"
+    },
+    {
+      "bytes": 12357,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "340c54f7526b4e1ebfd75d58a6eda32ae1bdde43",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/ADVANCES.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/ADVANCES.md",
+      "role": "package",
+      "sha256": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700"
+    },
+    {
+      "bytes": 11357,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/LICENSE",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/LICENSE",
+      "role": "package",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "bytes": 1064,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "9263be8739c5e56b04a0f79e4db10bf7856bdeaf",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/MUTATIONS.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/MUTATIONS.json",
+      "role": "package",
+      "sha256": "053abc2297beefb4ba82d674ec3495f6cb3deea2d4880bfb635a1411d08199d0"
+    },
+    {
+      "bytes": 119055,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "6138b717d1ffcc99d8e5a2aba02ca8e35239a94e",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+      "role": "package",
+      "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+    },
+    {
+      "bytes": 12775,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "cb8b75a33d0a623cfa64c32aaf7878d2a5816397",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/PROOF.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/PROOF.md",
+      "role": "package",
+      "sha256": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a"
+    },
+    {
+      "bytes": 14219,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "7b7dfa9e487b7c6d09a57af830922368e1018563",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/PROVIDER.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/PROVIDER.md",
+      "role": "package",
+      "sha256": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce"
+    },
+    {
+      "bytes": 13528,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "9f6cdf24c5c093ac3c692905e04df57c516f26c5",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/README.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/README.md",
+      "role": "package",
+      "sha256": "ee7dbe386bfc4ca2dfc38126ceb03011e9fd7eef3f7dc1b9ef9ed669a91ac162"
+    },
+    {
+      "bytes": 7171,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "dc3244e15d38da7d8794ee72b1693d13bfdbe9e2",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/RESEARCH-NOTES.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/RESEARCH-NOTES.md",
+      "role": "package",
+      "sha256": "ecb2b8db8cad84d7dc187f1d8e844a6c0fe11f5e4ba24a4b945f304883332b0a"
+    },
+    {
+      "bytes": 1910,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "bd440a4b06cb8dd4bb3315ae984e2463a6866408",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/RESULT.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/RESULT.json",
+      "role": "package",
+      "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677"
+    },
+    {
+      "bytes": 7413,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "874eb9c3f4834925204c7142bc1b9bbe54a4d643",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/SOURCES.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/SOURCES.json",
+      "role": "package",
+      "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082"
+    },
+    {
+      "bytes": 7778,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "220174d087899b9edc5b031bb4dd10bf6b755e65",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/TASK.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/TASK.json",
+      "role": "package",
+      "sha256": "d151e705e86b9b840816cabf8a35326aa1a743921bb33326320cab1c27bdfbc9"
+    },
+    {
+      "bytes": 2484,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "b41360ab9732440962a64295f4d33823480cad4d",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/VERIFY.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/VERIFY.json",
+      "role": "package",
+      "sha256": "a99403e42bfa05c35d28e84ae03dd820608adff08403d495973ec45b52e136e6"
+    },
+    {
+      "bytes": 2850,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "0429c569ab5ede34e35d9ebb5e4de24965e25669",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/audit_advances.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/audit_advances.py",
+      "role": "package",
+      "sha256": "02762c23000ab44cb79f07949a384a19672b688fecb533006463ca73bd6435dc"
+    },
+    {
+      "bytes": 2683,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "11fd235740f4b46b386e3780cf897eb0352da1fe",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/audit_mutations.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/audit_mutations.py",
+      "role": "package",
+      "sha256": "a4d86293a0b645d44784504c4721396ab07b0c980f8fcc76bcb307f2fdcb0483"
+    },
+    {
+      "bytes": 12589,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "95c1cbf710e1dc4faf4370ad1e468c4ad1798ab2",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/certify.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/certify.py",
+      "role": "package",
+      "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd"
+    },
+    {
+      "bytes": 5900,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "a3bca57b43a3fa05372510ff1cfa0e1512c9eb9a",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/check_witness.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/check_witness.py",
+      "role": "package",
+      "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c"
+    },
+    {
+      "bytes": 8203,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "aa83f0f5652463d4e13ba403d03caedfdff495a1",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/compact.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/compact.py",
+      "role": "package",
+      "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497"
+    },
+    {
+      "bytes": 6342,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "e2a64e17cc6abb4ba09ee80a3a920402df8fbdd3",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/native-64.certificate.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/native-64.certificate.json",
+      "role": "package",
+      "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c"
+    },
+    {
+      "bytes": 8713,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "16577e87dbfed186fc83d8b3a74ff09a09d17f67",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/native-64.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/native-64.json",
+      "role": "package",
+      "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699"
+    },
+    {
+      "bytes": 345,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "583db4f717b097a09d8ac4985ede5e25a4d97958",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/native-65.certificate.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/native-65.certificate.json",
+      "role": "package",
+      "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b"
+    },
+    {
+      "bytes": 9000,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "f663e259bdcdb58ed7e05860737511de40993af2",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/native-65.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/native-65.json",
+      "role": "package",
+      "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081"
+    },
+    {
+      "bytes": 773,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "70c67084e5f2d5f32f149b3630c6dd913616928a",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/native-relation.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/native-relation.json",
+      "role": "package",
+      "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b"
+    },
+    {
+      "bytes": 780,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "ca3a24abcd0ec08ca28a73f9232ba536d7655996",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+      "role": "package",
+      "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13"
+    },
+    {
+      "bytes": 777,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "a76136d60046c1e41a7c2a7957d6181b90c52d6a",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/phase-trap.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/phase-trap.json",
+      "role": "package",
+      "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92"
+    },
+    {
+      "bytes": 907,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "f9940e488f8a07afdd95f1ca37a9e6fc3c0e3dd7",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/reynolds.certificate.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/reynolds.certificate.json",
+      "role": "package",
+      "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8"
+    },
+    {
+      "bytes": 23029,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "8ca3752efe0ac0d3af88dc9da4b7a06a67ef70fe",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/examples/reynolds.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/907db531e24b8ea46a80548efca2904f41474877.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/examples/reynolds.json",
+      "role": "package",
+      "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0"
+    },
+    {
+      "bytes": 18733,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "9faabb34d03cdfcd9755cdafa16b1e930f22918c",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider.py",
+      "role": "package",
+      "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385"
+    },
+    {
+      "bytes": 240388,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "895c0d4c4acbfd305b4b27f4c10b39bcf259493e",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+      "role": "package",
+      "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065"
+    },
+    {
+      "bytes": 35042,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/HELPERS.json.gz",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/HELPERS.json.gz",
+      "role": "package",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    },
+    {
+      "bytes": 96307,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "ffb5bc17c49b65cf368239850faa8f721fcddf34",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+      "role": "package",
+      "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9"
+    },
+    {
+      "bytes": 3972,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "50ee0013c33c1abb6f91bd59a94eb8b0c7748bca",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/NOTICE.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/NOTICE.md",
+      "role": "package",
+      "sha256": "8b0e7e713f9843ee93863edd136b6a816060a4430778a6590d256b2a4d3c0907"
+    },
+    {
+      "bytes": 125818,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+      "role": "package",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "bytes": 23356,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/PHASES.json.gz",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/PHASES.json.gz",
+      "role": "package",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "bytes": 5821,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "83b4901e17250b8e469cfbfb5bc8da5e9ded252b",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/RESEARCH-NOTES.md",
+      "role": "package",
+      "sha256": "d2a023bdb084b0e3cf6d9d2558a1b582fc14f023ad3368b15a9c4f378604e469"
+    },
+    {
+      "bytes": 3603,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "0e471c979ca02b9ff0b6fb368f24d05ff8043bde",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/RESULT.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/RESULT.json",
+      "role": "package",
+      "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339"
+    },
+    {
+      "bytes": 1692,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "88f285b65de81b5f9ede0e606ae1508ff8c55269",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/SOURCES.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/SOURCES.json",
+      "role": "package",
+      "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e"
+    },
+    {
+      "bytes": 3820,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "aea924193c512cd63efbfe50f833742b8bfc9b40",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/WITNESSES.json",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/WITNESSES.json",
+      "role": "package",
+      "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"
+    },
+    {
+      "bytes": 207673,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/WORD.json.gz",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/WORD.json.gz",
+      "role": "package",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 1840,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "b256bc0ca0e17350695aa170c1de29d6fe2bd9c1",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/provider/generate_adapters.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/provider/generate_adapters.py",
+      "role": "package",
+      "sha256": "61ebe524a6bad88af9032395c8309ca75c3f5a2a305ac32c43ace2f7d6da74f7"
+    },
+    {
+      "bytes": 10034,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "a57ba96a01569964538767001cb3c729052dacf0",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/quadratic.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/quadratic.py",
+      "role": "package",
+      "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b"
+    },
+    {
+      "bytes": 2456,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "380e979f0e84e00a22bd890615d87cc4684ad740",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE",
+      "role": "package",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "bytes": 6824,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "role": "package",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/vendor/fields.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree",
+          "git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/vendor/fields.py",
+      "role": "package",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "bytes": 18240,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "ff3365a66c2134d5e9c9888ebf83d8c1b21ba19a",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/verify.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/verify.py",
+      "role": "package",
+      "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c"
+    },
+    {
+      "bytes": 14473,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "22437672d99aacc317ff41cd3100f2a20da61c07",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/verify_advances.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/verify_advances.py",
+      "role": "package",
+      "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0"
+    },
+    {
+      "bytes": 17137,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "6a63161f9d4c7537ca52834c02ac4240698272e1",
+        "git_mode": "100644",
+        "path": "research/clifford-tensor-gram/verify_provider.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree"
+        ]
+      },
+      "path": "research/clifford-tensor-gram/verify_provider.py",
+      "role": "package",
+      "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09"
+    },
+    {
+      "bytes": 6824,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+          "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+          "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+          "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+          "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+          "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+          "git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+          "git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree"
+        ]
+      },
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "role": "VERIFY_input",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 3973,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+        "commit_object": "git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit",
+        "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+        "git_mode": "100644",
+        "path": "research/universal-dirty-certificates/fields.py",
+        "tree_objects": [
+          "git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree",
+          "git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree",
+          "git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree"
+        ]
+      },
+      "path": "research/universal-dirty-certificates/fields.py",
+      "role": "VERIFY_input",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    }
+  ],
+  "schema": "provider-exact-source-custody/1",
+  "scientific_executions": 0,
+  "scope": "Source custody, syntax, declared input closure, and ancestry only; no scientific acceptance.",
+  "source_pr": 5376,
+  "source_rows": [
+    {
+      "actual_sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375",
+      "bytes": 4922,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "c35482cd9035843b15a634cc8276a7e1e40e8395",
+        "path": "certificates/selected-result.json",
+        "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "c35482cd9035843b15a634cc8276a7e1e40e8395",
+        "git_mode": "100644",
+        "path": "certificates/selected-result.json",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json"
+    },
+    {
+      "actual_sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72",
+      "bytes": 77545,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+        "path": "docs/research/agent-task-catalog.json",
+        "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+        "git_mode": "100644",
+        "path": "docs/research/agent-task-catalog.json",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree",
+          "git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json"
+    },
+    {
+      "actual_sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11",
+      "bytes": 13144,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "d2433c24ca46a1cf4af481f6ae9b281991cdafac",
+        "path": "research/inverse-dirty-certificates/PROOF.md",
+        "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "d2433c24ca46a1cf4af481f6ae9b281991cdafac",
+        "git_mode": "100644",
+        "path": "research/inverse-dirty-certificates/PROOF.md",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md"
+    },
+    {
+      "actual_sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996",
+      "bytes": 13383,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "1d8c9f7b1b96cd098a9a00a90022143bbced8b64",
+        "path": "research/projection-recursion-check/README.md",
+        "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "1d8c9f7b1b96cd098a9a00a90022143bbced8b64",
+        "git_mode": "100644",
+        "path": "research/projection-recursion-check/README.md",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md"
+    },
+    {
+      "actual_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+      "bytes": 6824,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+        "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+          "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+          "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+          "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+          "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+          "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree",
+          "git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree",
+          "git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py"
+    },
+    {
+      "actual_sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+      "bytes": 3973,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+        "path": "research/universal-dirty-certificates/fields.py",
+        "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+        "git_mode": "100644",
+        "path": "research/universal-dirty-certificates/fields.py",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py"
+    },
+    {
+      "actual_sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420",
+      "bytes": 2456,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "380e979f0e84e00a22bd890615d87cc4684ad740",
+        "path": "research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+        "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "380e979f0e84e00a22bd890615d87cc4684ad740",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE"
+    },
+    {
+      "actual_sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
+      "bytes": 11357,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64",
+        "path": "research/t74-native-fast/LICENSE",
+        "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/LICENSE",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE"
+    },
+    {
+      "actual_sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7",
+      "bytes": 12488,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "85eb3ade566aecd21b681085543eff617fc0f5db",
+        "path": "research/two-full-retained-helper-ceiling/science/PROOF.md",
+        "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "85eb3ade566aecd21b681085543eff617fc0f5db",
+        "git_mode": "100644",
+        "path": "research/two-full-retained-helper-ceiling/science/PROOF.md",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree",
+          "git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md"
+    },
+    {
+      "actual_sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f",
+      "bytes": 1499,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "d742381500d94759a3278050d86b7d1dcc726a7e",
+        "path": "research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+        "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "7c472563474e60185e6ca101a17622133d047e56",
+        "commit_object": "git-objects/7c472563474e60185e6ca101a17622133d047e56.commit",
+        "git_blob": "d742381500d94759a3278050d86b7d1dcc726a7e",
+        "git_mode": "100644",
+        "path": "research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+        "tree_objects": [
+          "git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree",
+          "git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree",
+          "git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree",
+          "git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md"
+    },
+    {
+      "actual_sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "bytes": 207673,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+        "retained_copy": "provider/WORD.json.gz",
+        "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "git_mode": "100644",
+        "path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree"
+        ]
+      },
+      "retained_copy_match": true,
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz"
+    },
+    {
+      "actual_sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+      "bytes": 125818,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+        "path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+        "retained_copy": "provider/PAID.jsonl.gz",
+        "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+        "git_mode": "100644",
+        "path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree"
+        ]
+      },
+      "retained_copy_match": true,
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz"
+    },
+    {
+      "actual_sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+      "bytes": 23356,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+        "path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+        "retained_copy": "provider/PHASES.json.gz",
+        "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+        "git_mode": "100644",
+        "path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree"
+        ]
+      },
+      "retained_copy_match": true,
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz"
+    },
+    {
+      "actual_sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+      "bytes": 35042,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+        "path": "research/joint-helper-lattice/NATIVE.json.gz",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/NATIVE.json.gz",
+        "retained_copy": "provider/HELPERS.json.gz",
+        "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+        "git_mode": "100644",
+        "path": "research/joint-helper-lattice/NATIVE.json.gz",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree"
+        ]
+      },
+      "retained_copy_match": true,
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz"
+    },
+    {
+      "actual_sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c",
+      "bytes": 3880,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "97f1d19ad423fe5540cc2986fb51af24a251d57c",
+        "path": "research/kappa-round3-warp-20261022/PROOF.md",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PROOF.md",
+        "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "97f1d19ad423fe5540cc2986fb51af24a251d57c",
+        "git_mode": "100644",
+        "path": "research/kappa-round3-warp-20261022/PROOF.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md"
+    },
+    {
+      "actual_sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8",
+      "bytes": 14291,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "cc71e69b34835eff261b6073606dd585355e442c",
+        "path": "research/final4610-independent-admission/PROOF.md",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PROOF.md",
+        "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "cc71e69b34835eff261b6073606dd585355e442c",
+        "git_mode": "100644",
+        "path": "research/final4610-independent-admission/PROOF.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md"
+    },
+    {
+      "actual_sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91",
+      "bytes": 11063,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "e41106031da41fade7a7419c17a32c1bd9aa103b",
+        "path": "research/joint-helper-lattice/PROOF.md",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/PROOF.md",
+        "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "e41106031da41fade7a7419c17a32c1bd9aa103b",
+        "git_mode": "100644",
+        "path": "research/joint-helper-lattice/PROOF.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md"
+    },
+    {
+      "actual_sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f",
+      "bytes": 1710,
+      "candidate_source_path_matches": false,
+      "candidate_source_path_present": false,
+      "declared": {
+        "git_blob": "977eab508c183efd5f725617e30ed7ccd19a1ff2",
+        "path": "docs/research/community-native4610-contributors.md",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:docs/research/community-native4610-contributors.md",
+        "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "977eab508c183efd5f725617e30ed7ccd19a1ff2",
+        "git_mode": "100644",
+        "path": "docs/research/community-native4610-contributors.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+          "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md"
+    },
+    {
+      "actual_sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e",
+      "bytes": 4131,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "99f351785ebca5fbf3336bedcd7b48bac9c255e5",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+        "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "99f351785ebca5fbf3336bedcd7b48bac9c255e5",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+          "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+          "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+          "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+          "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+          "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py"
+    },
+    {
+      "actual_sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce",
+      "bytes": 13755,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "82beaa9c1d13bcd5f79d0a5e10e8a10733eac347",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+        "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+        "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "82beaa9c1d13bcd5f79d0a5e10e8a10733eac347",
+        "git_mode": "100644",
+        "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/14c2708457bca14482f52b582341037adca202ed.tree",
+          "git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree",
+          "git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree",
+          "git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree",
+          "git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree",
+          "git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py"
+    }
+  ],
+  "syntax": [
+    {
+      "imports": [
+        "argparse",
+        "json",
+        "pathlib",
+        "shutil",
+        "subprocess",
+        "sys",
+        "tempfile"
+      ],
+      "path": "research/clifford-tensor-gram/audit_advances.py",
+      "string_file_paths": [
+        "ADVANCES-MUTATIONS.json",
+        "compact.py",
+        "quadratic.py",
+        "verify_advances.py"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "json",
+        "pathlib",
+        "shutil",
+        "subprocess",
+        "sys",
+        "tempfile"
+      ],
+      "path": "research/clifford-tensor-gram/audit_mutations.py",
+      "string_file_paths": [
+        "MUTATIONS.json",
+        "certify.py",
+        "verify.py"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "fields",
+        "fractions",
+        "hashlib",
+        "json",
+        "pathlib",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/certify.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "fields",
+        "hashlib",
+        "json",
+        "pathlib",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/check_witness.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "certify",
+        "check_witness",
+        "fractions",
+        "hashlib",
+        "json",
+        "pathlib",
+        "quadratic",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/compact.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "check_witness",
+        "collections",
+        "fractions",
+        "functools",
+        "gzip",
+        "hashlib",
+        "json",
+        "pathlib",
+        "quadratic"
+      ],
+      "path": "research/clifford-tensor-gram/provider.py",
+      "string_file_paths": [
+        ".gz",
+        ".jsonl",
+        "provider/SOURCES.json"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "clifford_exact",
+        "json",
+        "pathlib",
+        "provider",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/provider/generate_adapters.py",
+      "string_file_paths": [
+        "MAIN-ADAPTERS.json"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "fields",
+        "itertools",
+        "pathlib",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/quadratic.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "dataclasses"
+      ],
+      "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "fractions",
+        "functools",
+        "math",
+        "re"
+      ],
+      "path": "research/clifford-tensor-gram/vendor/fields.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "certify",
+        "check_witness",
+        "clifford_exact",
+        "collections",
+        "fractions",
+        "hashlib",
+        "json",
+        "pathlib",
+        "random",
+        "sys"
+      ],
+      "path": "research/clifford-tensor-gram/verify.py",
+      "string_file_paths": [
+        "RESULT.json",
+        "SOURCES.json",
+        "clifford_exact.py",
+        "examples/native-relation.json",
+        "examples/phase-trap.certificate.json",
+        "examples/phase-trap.json",
+        "examples/reynolds.certificate.json",
+        "examples/reynolds.json",
+        "fields.py",
+        "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+        "research/universal-dirty-certificates/fields.py"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "collections",
+        "compact",
+        "fractions",
+        "hashlib",
+        "json",
+        "pathlib",
+        "quadratic",
+        "random",
+        "sys",
+        "verify"
+      ],
+      "path": "research/clifford-tensor-gram/verify_advances.py",
+      "string_file_paths": [
+        ".certificate.json",
+        ".json",
+        "ADVANCES-RESULT.json",
+        "ONE-AXIS-RANK.json"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "certify",
+        "check_witness",
+        "clifford_exact",
+        "collections",
+        "compact",
+        "copy",
+        "fractions",
+        "gzip",
+        "hashlib",
+        "json",
+        "pathlib",
+        "provider",
+        "quadratic",
+        "sys",
+        "verify"
+      ],
+      "path": "research/clifford-tensor-gram/verify_provider.py",
+      "string_file_paths": [
+        ".gz",
+        "FUSIONS.json.gz",
+        "RESULT.json",
+        "WITNESSES.json",
+        "provider/MAIN-ADAPTERS.json",
+        "provider/WORD.json.gz"
+      ],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "dataclasses"
+      ],
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "fractions",
+        "functools",
+        "math",
+        "re"
+      ],
+      "path": "research/universal-dirty-certificates/fields.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/STATIC-RUNTIME-CLOSURE.json b/research/coupled-provider-independent-audit/custody/5376/STATIC-RUNTIME-CLOSURE.json
new file mode 100644
index 0000000000..baa6d856a4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/STATIC-RUNTIME-CLOSURE.json
@@ -0,0 +1,358 @@
+{
+  "schema": "provider-scoped-static-runtime-closure/1",
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "observed_utc": "2026-10-23T23:12:37.246570+00:00",
+  "status": "PASS_STATIC_SCOPED_SOURCE_CLOSURES",
+  "commands": {
+    "verify.py": {
+      "files": [
+        {
+          "path": "research/clifford-tensor-gram/RESULT.json",
+          "sha256": "4f70571463fa5c264c791c82b92a5933e73120ca24cf9d19958d4972e401b677",
+          "bytes": 1910
+        },
+        {
+          "path": "research/clifford-tensor-gram/SOURCES.json",
+          "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082",
+          "bytes": 7413
+        },
+        {
+          "path": "research/clifford-tensor-gram/certify.py",
+          "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd",
+          "bytes": 12589
+        },
+        {
+          "path": "research/clifford-tensor-gram/check_witness.py",
+          "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c",
+          "bytes": 5900
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/native-relation.json",
+          "sha256": "ff45e050e5908323afd601285b58c81d03409778510e21c4d6391a7b1c78f69b",
+          "bytes": 773
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/phase-trap.certificate.json",
+          "sha256": "3c6619195e4c8d2739563a5f7ba4fbc6f834cbf4a35a3de4026534c505151d13",
+          "bytes": 780
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/phase-trap.json",
+          "sha256": "a51cca25e9805907ee266a11e15bd80c559399a8216d98cf76a83471a42acc92",
+          "bytes": 777
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/reynolds.certificate.json",
+          "sha256": "afa3258a53dd18fc8d522e7559063edbadf335424e2086e1afbc1ffd892795e8",
+          "bytes": 907
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/reynolds.json",
+          "sha256": "7c80443ef28f484304024d83996c97f826d5e1e1511a417f68a6b3bad69d2ae0",
+          "bytes": 23029
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+          "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+          "bytes": 6824
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/fields.py",
+          "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+          "bytes": 3973
+        },
+        {
+          "path": "research/clifford-tensor-gram/verify.py",
+          "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c",
+          "bytes": 18240
+        }
+      ],
+      "registered_modes": [
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify.py"
+          ],
+          "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls.",
+          "timeout_seconds": 90
+        },
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-O",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify.py"
+          ],
+          "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls.",
+          "timeout_seconds": 90
+        }
+      ],
+      "scientific_execution_here": false
+    },
+    "verify_advances.py": {
+      "files": [
+        {
+          "path": "research/clifford-tensor-gram/ADVANCES-RESULT.json",
+          "sha256": "a2de81b07f334d5680061825858723721d3c8bfe622a1d0d6ed83ab1aa7663f5",
+          "bytes": 1133
+        },
+        {
+          "path": "research/clifford-tensor-gram/ONE-AXIS-RANK.json",
+          "sha256": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70",
+          "bytes": 119055
+        },
+        {
+          "path": "research/clifford-tensor-gram/SOURCES.json",
+          "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082",
+          "bytes": 7413
+        },
+        {
+          "path": "research/clifford-tensor-gram/certify.py",
+          "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd",
+          "bytes": 12589
+        },
+        {
+          "path": "research/clifford-tensor-gram/check_witness.py",
+          "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c",
+          "bytes": 5900
+        },
+        {
+          "path": "research/clifford-tensor-gram/compact.py",
+          "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497",
+          "bytes": 8203
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/native-64.certificate.json",
+          "sha256": "d412aac0241cdedfd09781923320327cd21ac6ce599a60784b7673b44e16df9c",
+          "bytes": 6342
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/native-64.json",
+          "sha256": "165a6632ea88c0b7c5c8480537ddef00879c2fa2e82fa0fb7fc8d3bbd6a79699",
+          "bytes": 8713
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/native-65.certificate.json",
+          "sha256": "f29ecb0910655dad6bd973a8dda9fee15adad89e724d7ca19d9ccfb62898790b",
+          "bytes": 345
+        },
+        {
+          "path": "research/clifford-tensor-gram/examples/native-65.json",
+          "sha256": "489184fb580980d333b07b13695c63891fb9f39a3f03a7642a329c4bd4f1e081",
+          "bytes": 9000
+        },
+        {
+          "path": "research/clifford-tensor-gram/quadratic.py",
+          "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b",
+          "bytes": 10034
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+          "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+          "bytes": 6824
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/fields.py",
+          "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+          "bytes": 3973
+        },
+        {
+          "path": "research/clifford-tensor-gram/verify.py",
+          "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c",
+          "bytes": 18240
+        },
+        {
+          "path": "research/clifford-tensor-gram/verify_advances.py",
+          "sha256": "238a58c52e411cbbcef4197f74b2c32f5ca243ebbb26a3030046bf54808714a0",
+          "bytes": 14473
+        }
+      ],
+      "verify_main_unreachable": "import verify calls source_integrity at import; verify.verify main body is not called",
+      "registered_modes": [
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify_advances.py"
+          ],
+          "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases.",
+          "timeout_seconds": 90
+        },
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-O",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify_advances.py"
+          ],
+          "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases.",
+          "timeout_seconds": 90
+        }
+      ],
+      "scientific_execution_here": false
+    },
+    "verify_provider.py": {
+      "files": [
+        {
+          "path": "research/clifford-tensor-gram/SOURCES.json",
+          "sha256": "7f00768c719af0667ebfed4eb67add7ffd8e34fcc76aff992b882bea2fb99082",
+          "bytes": 7413
+        },
+        {
+          "path": "research/clifford-tensor-gram/certify.py",
+          "sha256": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd",
+          "bytes": 12589
+        },
+        {
+          "path": "research/clifford-tensor-gram/check_witness.py",
+          "sha256": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c",
+          "bytes": 5900
+        },
+        {
+          "path": "research/clifford-tensor-gram/compact.py",
+          "sha256": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497",
+          "bytes": 8203
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider.py",
+          "sha256": "c5db7dc7413d6ab7fb7445d1060d1935aa14ecd4d43428fe533d7085ba151385",
+          "bytes": 18733
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/FUSIONS.json.gz",
+          "sha256": "f8ba3f8a3d65cb6ec2cae6c4173995f9ff37a70aead56ecba45f07197ec86065",
+          "bytes": 240388
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/HELPERS.json.gz",
+          "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+          "bytes": 35042
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json",
+          "sha256": "f5683588533a377eb81f1ec647bb6bb1215fa23630b2e81c62b662faa3b8a4c9",
+          "bytes": 96307
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/PAID.jsonl.gz",
+          "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+          "bytes": 125818
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/PHASES.json.gz",
+          "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+          "bytes": 23356
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/RESULT.json",
+          "sha256": "0f6875fbfbdf34674c8b7750d281d9063aa769f723cca556b88da868d08ab339",
+          "bytes": 3603
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/SOURCES.json",
+          "sha256": "7bd07594a1f1841d2baaf6ee0947e5773aade825ab37073bd231bca82513e85e",
+          "bytes": 1692
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/WITNESSES.json",
+          "sha256": "fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362",
+          "bytes": 3820
+        },
+        {
+          "path": "research/clifford-tensor-gram/provider/WORD.json.gz",
+          "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+          "bytes": 207673
+        },
+        {
+          "path": "research/clifford-tensor-gram/quadratic.py",
+          "sha256": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b",
+          "bytes": 10034
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/clifford_exact.py",
+          "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+          "bytes": 6824
+        },
+        {
+          "path": "research/clifford-tensor-gram/vendor/fields.py",
+          "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+          "bytes": 3973
+        },
+        {
+          "path": "research/clifford-tensor-gram/verify.py",
+          "sha256": "917081f1be1762e4de852adea972d2e99f85decf45c096bc0d952396541e152c",
+          "bytes": 18240
+        },
+        {
+          "path": "research/clifford-tensor-gram/verify_provider.py",
+          "sha256": "ac80e79cc4cc8b3130935e2f844aad1d2ba52bb8beae64ff285a0ee5cd614c09",
+          "bytes": 17137
+        }
+      ],
+      "verify_main_unreachable": "import verify calls source_integrity at import; verify.verify main body is not called",
+      "registered_modes": [
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify_provider.py"
+          ],
+          "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls.",
+          "timeout_seconds": 420
+        },
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-O",
+            "-W",
+            "error",
+            "-B",
+            "{package}/verify_provider.py"
+          ],
+          "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls.",
+          "timeout_seconds": 420
+        }
+      ],
+      "scientific_execution_here": false
+    }
+  },
+  "all_package_and_declared_inputs_capsule_file_count": 50,
+  "external_VERIFY_inputs": [
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "scientific_runtime_role": "registered transport input; direct scientific imports use hash-authenticated package/vendor copies"
+    },
+    {
+      "path": "research/universal-dirty-certificates/fields.py",
+      "scientific_runtime_role": "registered transport input; direct scientific imports use hash-authenticated package/vendor copies"
+    }
+  ],
+  "stdlib_and_interpreter": "Environment dependencies are recorded by root execution evidence, not copied into source capsule. No third-party requirements.",
+  "registered_transport": "scripts/research_package.py validates package metadata and Git provenance, then reads/snapshots package plus declared inputs before command execution. Separate from git-free direct scientific command closure.",
+  "unreachable_tools": [
+    "audit_mutations.py",
+    "audit_advances.py",
+    "provider/generate_adapters.py"
+  ],
+  "source_capsule_readonly": true,
+  "git_free": true,
+  "scientific_executions": 0,
+  "limits": "Static reachability and source-binding audit; no replay was performed and no scientific PASS is inferred."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/0e72df915694c22f9f9236686bc8cf190384bbbb.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f091ab9696a96482cf4e03c08a2942736cdb06d4
GIT binary patch
literal 190
zcmXpsFfcPQQ3!H%bn$i7%S~aB?U`RKJ?$)K*DQvW3`!!_d){`Z7(x^U`-cWOy9VoJ
z73b$M+&@&v_h-LpldrT+{)!z1VPXs}tD)*b9D}_fivAtG7n7NPQ2o<mqvRdOJ#TJ&
zm3tMcD9km;(=8IBjCC5<zQC{h5AvT?mMroV{o4~{assNXEVU>ztx~U`lEGZ`|B|E|
TDz3HL{hyvY`Tu;QlGzUcKlw>y

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/14c2708457bca14482f52b582341037adca202ed.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/14c2708457bca14482f52b582341037adca202ed.tree
new file mode 100644
index 0000000000000000000000000000000000000000..45f7a853c064377dd86fdceb2f2b80ec934da617
GIT binary patch
literal 864
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkAcy^83D`IllpUBnHA%Qx(zj|~`(>H{ubd3mb
zbq;ZL(aS2%&tp(o7Q5=!pYG3xCExxNo{`=0Nij+us?aUSHQ2+?H8>cevT^ak`=4d6
z|KwVK|EOt>*?*f?za~Oe`gl6K`USf(sL8#aH@{okn^$mh+TE3N@~>ZxNr5Wya}4ne
zbJg|n^mBD|ch&Xt4*}|7u;80MpReTsm(t!&Hqje3M>4#wJ3uuAc=|ytu4%p#Vl+u1
z`dHLnWBqc)=!k!>ze5!TxjMS|y6WYoFvu)n=G=QfFgrtc{)fqBHc8E=#TP&o1^b5v
zIlJlx1o?-#`Z@YJyF&cKezvQkp+$JfqNhDquh_YCZRI-bjiLi;{VLT5bJgd3`yH_=
z-n8%c>E7y}VMn3rLL7s=A%-QHzG2OnSMl=fm1AO_r|P<{mgvoaDhhKA@^p)YC=<8v
z+Iz{*Zcpp>?=xEhlf|zE@qUCVOG?d4&d5zH%GN8WWSG1uNj<XPRL4JhVvKvG-(RcQ
z4^BYUCFken=I4PF&AV}<d-~oLRR()D$n5;vXgp_+=xT(bg2bX!kgCtecoK~>&S^RY
zTN^tay|udhNlr3cRbEL^eoiq+Sw#80wdJ2C=syu$)G?bO&tZPuk^mC}AW%px%S-{f
zEtSDQe(O#v)frcI#E4AzvSk;`^S&3Z5G84u6(yxbz+~sDCTn}tNndt-(4u$StM?r!
zS>=)gwX7($ur#wMH8(Y{q*$+{qJ&}9V*kaP%nL>K&78j7aogJK<^KBfU}{VA;`0(q
zGRwd|NO{k<!(P!xYm%Nz{({Qqm%{ps-$NA^mn5cx)yz8+vS*37b+Mj3GymFmT-Nm=
z-`XH<D@)Bw$uDBq<6SSfOXghamH4k_+LZ^b48j{;LJcWPEy_%*1O)<*q0F`CLZ#Za
QA$yr;-#uLVN4W9`0J#!U5&!@I

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/19b1abce68e32239bd8ad6abf979584eb93ad269.tree
new file mode 100644
index 0000000000000000000000000000000000000000..623cd2c5465369cfa995a91a2b0a7f8146043921
GIT binary patch
literal 575
zcmXpsFfcPQQE>Kg^z_xsD$dVi@Z210|Hd-m(Cm(%B^&2yZrblr9BK$r<>na_9HQ&&
z@8hBy<Qm}P7zxo)?e@9n-D6SxQY&H6ilD!%zVR5Yg6i<`cXssA_4Eq}4GD%QUOjWe
z<&)NdI!o7HoGx_fsN=)cKY5^v0~|eFbe$bT9DV%V!HRSA(yJJXf7!g9JVVlRZNG}q
z`WEhr+KEjEU>bt_{oV9(Qy9(^KAUaQ9QR*MI-xir_iC$YoQn=rO^~aji?1t4(QzJW
z=j^?L2FCiuHG01`PEPl0D}pKt_74qmc7?j|yu*>3{(>J_d;aROSoH2*t`K<eA52|<
ztFx!0k7tx)h^N0F$k4hM-Ugle#UT$5rwM*s`f@|lokVx2;t<DRZ-}4Eq-(MlWcVlT
znY2hCRdkKYn#6xAp^CzQrnx{&1Bd?o9YPHT4(lvd{pK-Rsw5_zCnE9)rqnga(+wKr
z{eDwlHSWJ8aDCn<LnZf@x_oCU%uNh{Kp{CJH95POLBB#?yrfBicbl^k=O@{|+BE&$
zi=pNerKYFmr4}WYq{bH{W~S&BR5Dn;`e4s+^!fw!se)R+FPk~Hh54U?sxC_{%1o;S
bDUzsM_kUr;)A!5$Ch>2+toAzGTHX%;7G2c-

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/1bed9509ceb3029eb2a4fa4024a1ce182bcdec2b.tree
new file mode 100644
index 0000000000000000000000000000000000000000..ced98c73358756fcf178168a3b86a224225e9947
GIT binary patch
literal 1095
zcmXpsFfcPQQE+q#bM$j|4c7Gy4RH+d^!E$a%PP*#V>oq(dB(mSY$X%#ugESq(aQF6
zC(|NBG%Z1{!J$4O5cPU}#k-WRD3;1h{Vsb=B>iE4@QgWV>h*F{7)*FVz6WLd$?d-$
z8?o%|Vy%aJ?>R%2`FJ|J`USf(sL8#aH@{okn^$mh+TE3N@~>ZxNr5UsbK|7seeIS<
zpJuZx_&(2fBlq{#?0f5>D*gRjbsZx-gLQ)({k$PAOtjc8e)0dAnKzy;TD?GL#p58$
zm3~mw0YU!$ZXoBK?k-(y%avsFE9J1(`ihE6OB<7?Bh-X>y0`{`lvUUMn&(knlgqiZ
z>W9H3<&1}nt;tYjL9UK2zOEoe^K<U296d03jZLN|>jU4fHG%nRN8yTsT^)m*J#_v2
zLtKMFitiY?JdCxtRog!0UD3u&TjBk;Up_)8hKKTA7cOtM)4f-A8;h=+;ir<ktSyBD
zsw~()Gzb`v5Wlwj?L7RY*;7@)r_gDS^z3~hORm9!Im9s-8X!uHB^TN|XV1G6%`Cm;
zuE756(zsNpVPUR8o^Fv4v$hB)te$S<!kM(pY3i5D7RnwxYki^05=&DuOX3q#$`bRE
zQ;YQqDj8Tbk7llpyJzw^cHZtd-$$OQkHRuh6z7(fB$j06=YdrV{#6cl__8J2BG0_x
zd}rMTQ{9FCpsJHoi%K%nDnVvWJ$U-Nz{5NK>zxbM%DMG;U99Zd1XGofnw%Y9o>`KY
zS`0RE@t&pC&WnGsnyU)@m-)pfDs=MoESTE-+=9g95|D|jnm>F^RY|_`(0U2;1)FvE
z?|+%P(8K@;6jCb^a|?1(iy0==ZZ&-5-M1vGA*Aomq6z+v?jGe(g9?iB%Q90^i$EsL
zU$xuhg3bN2(?id$Uzja7nO|vQ55y#xDuz<NE7`ef=RdscjVfAyr+bY?eiJN}7M3Qa
z6aj-H8D!Mb>XliHVKY;L+tV3jHXqky)m`%eVpLgbUP^uu!@@v*F9yBh);TlxyG%Q%
zcGFvR7c2pnr4~U0>%Vd8vK&Q|t1nM>^zCoHad4CLLRbJm6rn_yl5<(n%~@*>i~n~#
qYsm0v5$`e?cBn6*s$t#$xiBkPOn$CUsrjj(W*??CP7aw(MGpa9AE<l)

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit b/research/coupled-provider-independent-audit/custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
new file mode 100644
index 0000000000..87c53f7af1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
@@ -0,0 +1,6 @@
+tree bfb420045d2bc04dd026b5020aea84d547873ef4
+parent 7c472563474e60185e6ca101a17622133d047e56
+author Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792786762 -0400
+committer Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792786762 -0400
+
+Admit conditional PR4610 frontier through independent PR5241 audit [skip ci]
diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree
new file mode 100644
index 0000000000000000000000000000000000000000..8b24a7991ecfb62ced4315f45914928b0897102d
GIT binary patch
literal 639
zcmXpsFfcPQQAo_o%P-AKPR&itE78kMVQ|~Bpvc%v<IeGo9EmR;Ex&J(XPjdQRa%;o
z306~ZP&#1AVnLfd+iPcjk-G2aSYa&*Rg;{lTb5dsnU<NHSdy8a2QtyqyJq1Pnfe*$
z_8#ZDy7HDl%;*2MP}O<)d5I}miOE2_brUNxi**xWR<MbxuKx2cFKf#4=Pch8_blw&
z^IaXPsUR^qJ2gc&H@^(*XoQ}i1$!RsQenxqzjxAU?Rm)=FE6}Lh3m;I0_sUFO-cnh
z=_8NvY~BA;B+b-n)?Ye)eAV?^i@f0~i%K#Rb9B=aOVhz>@5ZEa1!|m#v{`Ezy|+$}
z`JC3#WSH8bRNdtK+}zT<%#upoqSWHl#G>R3AfuotKczG|Gbu9%C;_t2LRD)^*}u16
z89BeZo;T)_WYFAM1~sH8H77N(I8`?<za+I7r1p-&vb*0T;$`M7vn<b>ZgSS^JJ(?o
z10Ya<DlKOC6wCYV=F>T1Os8tyI)6zWujw#63^xwL@^eX?AuDpY(>hvbl_<K%pRBT-
z6bUmB;$()G$GK;!Uwf%+X8hzuBgYTJ=SPp;gc?{}l3!2&3_FOi;P{U|c=|-2UtjPS
z-RTm~j_%?zozVr0oRW;9)KuN#lEidS&;XMH*!Q7+@|!c~d0ADg<7)h2vP<nw@mm1t
CBmW2h

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/2a0a5f9bd6dd582395a80e7e79938728f9a2848a.tree
new file mode 100644
index 0000000000000000000000000000000000000000..28e03338fd596e5a9327f3e746a0b17e024cdff6
GIT binary patch
literal 639
zcmXpsFfcPQQAo_o%P-AKPR&itE78kMVQ|~Bpvc%v<IeGo9EmR;Ex&J(XPjdQRa%;o
z306~ZP&#1AVnLfd+iPcjk-G2aSYa&*Rg;{lTb5dsnU<NHSdy8a2QqOxyIq0Q+&Z?D
zc9TU4`Roh}cU{zis?N*LOH9d1Oa|Jmn^=)qteXh4f=yI)^`C!vSyP@rXZfbMXJOx-
z@9I!Z1&PVosVTa-`DI{7BlH9<*z;hQ3QM;Ay^~IB&r8mDdEtF3Tu){ZP)~AcQYy$v
zA9;*t>;9i2X{J`Q{?hT|tFGT#<PBF@RFavPqnn;snhsWbHzu7cP~$|T&05Roy>)ub
z=d_L{!_*d~>L%ys=9cDVmQ?B%r52|q7A0o@83jf8DW%DoNtro736O;rs#;sh{=NOm
z$obv%yfK#~gXYdMs3AqEIjM=osk(XjC8@<AwRaSj-TfvJFEekMWqICole1pmxel8c
z0D%HjX)(j6Sl(|ppUx3uI#uh|`Ah0}O^4xOxN#VkpG)ElS&_q?*3mkvMA1e5WR>lt
zNSJ{TCo||Vi_S2#*>^Da5P$o%-(Sx?kV(A&HL$oOzn}mZb`WF1@gIHg^oc&dzThvq
z(<PoA-Nj`(qYD-}B^gDjsk+4_iRqxA0VV~o??e6MH)qcCvZ`3e)%e3?m)f1;w*bpj
B`WpZM

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/2e031598313cbec16dc20f87d6fbf5cee01c65d0.tree
new file mode 100644
index 0000000000000000000000000000000000000000..d97d910555dcb6a62af091f1d73d3abb9bae23b8
GIT binary patch
literal 14080
zcma)Dc_38Z7gv;uN=ic37A0ffQxS<0sZgmHGY`XT-ptrS3aNyYw8>f$iW2%}X|ZJg
zQc0^+(k3NJD*WzyGtU@<@9*!qpLfnZ_uR95&K*q+4Luzl1w4^RVv>9y92xHlk#RIv
z1`}oxm?RoijY1TNlz1f&UH-|)>GAa^(m&tmOrKnCqR9cexsj+4&IckeX)umKfFX#=
zKrnNAx2=z~H=kB(KaeMDXX=_?e%%zqxI<JXjt<iZ5RnB#$m-*96(+YuZ$c!ow*BXX
ztq0sHzr5sG&BQaja0EOPPo}x6c`|5Jf$pU*)o@o<xFxch8XHTdR0_ZjlQ9T`0a0AZ
z{x||eB9o}@h=i!=y9{gs@o}fhU!7=?JJ@+qN6K&Xaw3g_CsA>D7BB`|NSJ>i{<_a+
zuW22xb_W}MWJ$btkDL$%Bx$M45BsS2Gr-y4yFi5IO4|<_R!!qzU<hbPXW|GR5Wx%4
zvh9$5)QeqY@kw2kXDy}hb1(hw$mL*N@l3Fch=U;?66A|4e)DhRyf>zz!jWByON6Hs
z7C+j7bHx^uz(;8mIt(!w;1D@m0vMt-6w$8t)-hOIHcR>TP093+N>&(#Od}vRhGBp1
z`tAcJ@kehqYHoO(X|&JeRg%OWCrjS-H1-L0*=u^=b57HzM(Taq67-r#RjW+nS;+P*
zHwe!lxq?$+`XgI-w@y24v;Mt|s(2~t_ZiW3)>leaV<;MvNrtGvFgRD31i2y0FUXm=
zr0Cwz3koh%I-n&vJNdZZL2S7{6C%)v5U>xOjQ7Wp7&I~-bKspJ%FFBtHG!(jHf|FS
z`IP@wd|o~WN5E4F5ShJ{yKQ0PDe%UX3+v<dcAMO~G{Z|gvNZt%03pQDW}21ZYP!>5
zAnkbluEbu=H-EkvF55P|o<d<!!G76a$KhcT(}MyrNd&fw1?Duy57r#F)4wPw+0pJX
zkm_&26@@|3!`IZ%(Z`XfOvoK(?+m>M6=gY350^AKwHR+qSaZQgBI)vx20qbTJlB0z
zBqVL$=zMNde$D)zI916bzIT)6j0ZF{<QIJ2<pX(^)h5Z(iZ{{EOs})5zjWA4faeM(
z7j#aQ7M7lx+H~~Mi`8dWOnDG;W^ACLwidtK>Zhq6{Ha4P&&mo_^vVU$Cg-m?H9njx
z_Hg68s54WNyYKbhGMwbHuTg^JnmrCqcMP#vTa*vQ3POJ!!t%R~`sE}Zcg#v1AI=qP
zr~0uwQcGa(C+~G?`8}V*%bR_#jDyqHz!69=fkk36MqG2HJH~=PKJJh*DOb9FG9lg4
zz)RL({15Q?$E~TPr#IX5k1X3Lea6cvvP1g$Plt)&up6ELjnp9Xv9g?gUT63r=VzZE
zN_c*XbDp<%{7-PVZgX<g-zt%NI_7c2qe~kDT(#Wh5cqJ|j`a*QM{Ig;|FrH_-R-#|
z;+2%!ODs0_e$$rahtkMIJ<T!hL=DMEHzbrIwSVB4M{2r5_!?qf^tfoQzBO_|wx?uo
znv0*?B~zlKZ{%Ip!Qg{IAmb58AcKKlMks7*qN2Xrr^G6!Sa1<Jc0s!Ovy~es#Eu02
zJtbrr_^<PAA^7AZN#;Vuq>uaUCIItFUSzQ5OXZ*A)dQ<+qbh#7wEM|Ny`2E8#iMqv
zNc26KC+C~%FVrZ+bTqO~g@hGN0M_OK%Y8jwwa+Ej@>O8CU-`+L&kG(c`!oSqhX?F3
z7<|)sow`VU@BCKh2J5{HTUcoVur3cc)X6Vu>Wa+w32TWNWl|55ovoAQCjjg5fU^@y
z^7IoV<~aooNP8Wf4R841dv^k`J`dRT@lLtD{SWX}r>~tpcyF>zs+x?<1YiRmaB;w@
z`2#sJ4Hv6i+~;*)-+w9LROkd?LmqI8#EF8qWyuDMkEv=ag-WdYrAV$HAIy8qrpgtz
zy$AHH<&*?BzzT%5R|6b##>euW@){dWcVmmRiXi=v7g5>o*4izs))*hld&qf7L4xsS
z``k{X^qXvCbo~@d&-ybymiLT})Kl6T8>hS&JR7zh?`IyO-cUX`K9={0zt%}*4YdCI
z@#fCZ-}REFeWkglC-4v66aJjN<5cRmNmAd4&4<Mfe3na7Q{vBy!%=|ufLoSKzL=2l
z;@9)S*PTP}a}Ulu8Y(uv&b;SayRCUs#?_@}d8&N|+Mzw7>Ga^8d{{R;g+%t()z;?E
zi_rn)X*O03HAV3!g6htlE=j66zit9NH|%{<T!#N${{8)<z9YxBC)_czu7*X&0~#3c
z3sx8sTX#4#`rVR@Y&D9>uLa*^HcXlT&lN06eIl58)oeih(~QX4GX-ztH~ksl2a>3G
zGPg3rwVSIXhB$d1ezan-{y?>=`lALfehiIFrunkye8rZ1Y|^gM{%z-<6hqY3MKc0^
z&NP2AK6+#>1=VNlG+n7d`qq}z=|2ijS_%=3KfY`pAI#lmh-Hd_;hQE)>9Vs=<>iKE
zB}Hh|j*s)flS#x8^<8*FA60CNdQ{Y|6syu-D>EIgn?PfrVG6L4mWGy|riSJi)yu=<
zzgHMu)>quYXl~lyz@je=+A_u&(RjbY-9lP#mJ_Y_?2yr^m5hyFiR-uJ&ZqM$0n?~V
z5(Mk(X!1MB)$?m_W>0&!O&G6A)tz!^r;nO&%!FUy3YT+^T;H8?!_`MkdR@Itv%5lB
z)fg886Fyd{szN<`XDW5Z&h|VNd2gFoa}~>&#p4SHU*HN4P;E>%J=2!iuVbelQ2S-|
z(SVM^aiIo=8vHx=Op&<KU==A>7%KhckcZg9gj|om6Mlg!+zYahTzu<H8bQ0(D8}6Q
z$4|=|cRr{Gi2-_V5&@jQ8`8pa;X7<H59;IvY^^HTnYre<*0)EU?*jPY{&WZiEfW>e
z9m{l23|3}55J{0+^KLM4AgKFZ$c)mC|M&)1fx0CpR8C~huh<tf+1_+x&TDF+^hG}K
zh+Bpm?ffPK4iS6Be{^N(hiU%0vcRV^i#c<m4<JqAnxn<VUvI>RFa2eezu5FhXOfTx
zf1U4117dY_kct~PElhG{0UM&kg`d;QUHCc8k^)*$GOuJB<fXpen#U*7OUH1GOSaQ^
zLH-6aqbny{78ctp*(fT6pNJY8$~DoPul2%LSDZib(7y6Yj_;}(`tycZJ`5dCg85?E
z^Fue^wUJuBt&{uwv_Z%H(z`}c8b6XmrZKff)|z+c{`I*f_ovJIeQw)4pWVlPzUbsH
zROzsm<`}O0N@BozYv1uhlIDWRBuA@Lj-u`S;ggN!?y&Q5UfwyGS%>~E*)5;5>!|E*
z+Yc4|dcs=zhB!QxN@Ib3oC3;g<S6^)@CP=S&+MoYn)b6+=U4NSW4{f@fsXJZc3<83
zxbw+$VwSD<E~%!FFJ)3RJoIK9ELYdkyW0Pl+f$NScdPW%W!}Fy_vi?Jbw`JFwa18X
z0h?A8w70J7Tpwmz^M2moo9cPgdt(Shuv~#L_h%hhTeInpfA(4^>wMM$k1WZ)F+emT
z!p8YPI@-F1d>-p-7Qa^KY!I`3y6xA8t*x4=5aHc_eS_&sVlp8ZF>>8k%_VQ4nX49m
zXlw~cblf#>U`G=l957WhDgp2|XlBB>(O59k1FRac6{iv?bxF6UOod|1JC|tnBX4Wu
zr~lV?sF2^NKFW2KZT2p+8nJH~7fM!A9ov`JiQf3HuP{AGFp*c8E;q}JVE-9$lhiwv
z=Jp)((YU|x<9~dH_X8_CX?H?eThkZ^htAwry#GO~Wv1JId;o+5?!o?ucI$|<zel?9
z^3han#r4Z5tLO0dMlkSpq88uHCIlo)CCv}4tkO*Q%TRWjHtCW{HNR{&mMc-IchWZd
zOFQ=wY^?Bm-o})_w(&bT9%{t#N8jJqZ03FBpUmtt6<T<cISW@CP{)If4$n5(8f8J<
z(*rZ^7YA#s6ERmixS79iMK`I9BSUzMheUa+zdb#9Q0r!4%arwm6#I)`ldgv0#+Iu+
z!mQH{=||fAs?NIj#-8vDK4<twO>1a8)M#yABrW<Qpq0Kw-}7Eu){AL*aVP1s$HwZ6
zkZAU9aGz$+!8+sEI`7X}F^(VgwLok{S#!X!a;QCYk2-wm%T4R8P3wmKIrqW?l;-TI
z_7LduJ3BU37w64_SP(mO#dNGR6Yl)$SRg3)@%8)b@hT^$@ppQtNZk>N3j7?B)l(qV
zCoawX6};A}D3Nr_bv$9CO=DH9CE@?OUnVy5kCX_Va7<OMo;)^IZ)AbPw_$k84?#Jz
ze(6vNvG4KTCt@-gS0(<B?;v5wB-}Ih@o{E7)nhX*IQi2`rD?Nj#)ER5KL4fVhgYTf
znq9INuNnQ5Y$R~a&3Qc3=uO{_EWBasmLwWHE&j@4yL5*Oe+Q?Gjn&6dXfTyCNmyo4
zAC_ZG=%#O0sF0r=>8CiK%-^-3r=vgObmSfls7}r>mb;8sW|eI=DrAsDevT(>w4#fS
z+?*liWf5699SYv8ecD3t){XmPW5?*u^zUbv+^~37I!owV<)+@XpJw%LJvttkYgZLX
zR>^`*e>Q9|oy$myn%*QK@PeNTW5ReU!wrH*Y}0#>sf3w{viQ?dk9`lToqyH#z8_JP
z(D4LhE&&QI+K85JO6O`9&6t_{b!}yroE=KNd&{rDg{vVChO6LDX(p6)YS~cQJgYei
z{}ucEW$^xpY(pnQemnyZE>Kyq+0bUw);00x|9K(l()L{Y#H4*Aq>Tb1o@w`zD!tq#
zZ0_PmTScPRB-~wo_~W!u2qHRrKn7qmI)tO(=?D%Eh!%Nr{z9<j+T5j<)jDpy>fgDN
zsKXOBWD@2^B0~)J<zE#a8exAz^>T@y-8EaogYJKdwqhfo;ZhYD>2P;Mf%NqUZ^o&K
zW;RD#loz$`Un2TwSU*m2iy#<OJe}b|<BYaM><IU73<$2$6%737VtcIP<>Rf1qfua_
zH?kx{>*Imeg@wjCH<rJN-@apOg-~-_hl=VLI0lVC0v!nh6bgV$W^au$>y@H*@Y1A8
z537YNgK$!VkOnprB+zIu5p??4#3ugvj#AD2`%j#go1AY`l)m(zQ!Nq0QeZHrBvAlM
zj#zoht+p-s_j0!Tc)q)5nzCo6jqA}eY$Z%%FmQCF)W<PAz~F^F3dEiIc{w^1U)Ruj
zdBwMQ%Hm*&xjq<z<q8460Rq@W3nHL@XG)G;vddB#>I%4WcW`at>Y?E-iUq^$Stbc|
zV4(L!HOlZ?@a#{Gqsi9I8*&3b2Q_~VarPblJ{!Pb;+ZUT@owX3#fNaa7kv&^t2OIi
zu;Ss;Fl+)w@F$Q-1RRq_r-7;Gh@spfbFuE@YB$>MnumH4{UpBzMjyJv5kMp{(AEaW
z1anw$d?SW{$X<5QVz%@pT08Ux?MZk*vA6oR!UgL^iT-#ZkVXLefss}cTvZxc9}4Q~
zf0JF)@WjqJJ5g1vP$)`Qwud7P!oy(7$}uf)6)+bAaERSV#W~>nPnz0i{|b8g_<7Cx
zrts-S*i6?APo<%%k-;2n<aqMHY++IR6vvHD-s`u{J2`c+PG_tmM;3|!tty2DY{vtt
z60MXIOZF6TnA6@ycj(u$pJk0zA!tL)_CX+z3Z{wdF*SBe(Mn|2=W~tL(G4{=YN}RW
zr{`A6Z7Q0N2}K&}3Gl$A<@v6g-|op*7e2i&IR5_gl$dN5RzACNI0<l9(U~NH<^#ca
zcXZ-?ze?TBCUyTAyOyXnsl=0%X-_sT!-Qf~2H;VUs+;3v?2jO)m~rj(j7??~S;wg<
zUOU|8gja~bNG*;G^4(YrFr9QoN4e}dHdvoNSyXwMZt_fX=}U92zi=Q<Zq39(iaVa^
z0RlJ!87;HO5SM40uJRo|8fGB6<wbpU^B2FbL(?tOI5NQa9&Ce*qe4ty8tjF0XW?NY
zqL<P8i=i5!_FH$`YCShq>2298HCYG4fPpm7$`wb17{Et}cyJ|YzTi6y4-y(I6$t7+
zGmqE)YQ`ssLQfn#;bW(-j>dv%Hl0RgK;R>IA{gwmuUi{sMR|+Gax02Kl(&VcgLYiO
zX>6S64x|FJ(HJCf?EW~IMgv-qs36dwZvym0K2w=8x)n92?dqOax}KdL8;21~B+%>-
zA<&9qyF~W);o*9rI=hsBD7z{~x`oLa_jxLdI69K3;Do_y20$T8lZzZ{>XlpW9hY};
z`EhRT)oZ$2=U_|G$uu}6Cd2^QaK!u>0Xpv5c%|igwWv#7oZyBhrE^2`!!R4NN7}<c
zFy3ch9|T5!DF3xsx^L|lePx#@)8xOmAT7Z$<w1VP(*UFxXQ6f%-lY`twqeFop%|q-
zn_dfRH*J%^szzRUh!y>CbP}Cyb)Q;W_cz<R)uX@vdhk8BAWU|>5SBi8alXLbG+zb|
z5sYYh>^|ey_qn?lm<jwU{ZXgj{QTL9wlOtDd<(dyFNw(XK$%U@9^f?fk#DR^Zrk>V
zxFF2o{JB|$8w`JW{>j4%<YD0)H~~**f=4ER8Ur*kDPTCkSWR}+xFDZc8SGp$x8!}o
z&bK`*EE10Xgd3hjcEdAJ?Y*RLm(=ASxFWb!`rHD`xh_iLfmR&t*>Tqm##2UIql>vS
z=a+quU9@9=1uSsFurDx1-ic>D3<349#t3XJ_P6Mi6MD&Qx?a``34;cc3QjN5<^aI6
z24D~Hrh|^>JOBXeSD8}vq#K=r7Y*(xT(<g@Tw+fVcDE@cKj19v^fw#}H2cJF_8sjy
zGUaBimFUq^3I0p>V6+H!pGUmnDJDhC4*adbQu}b)`<VT6&q$IWMo$c{21$V6fkWQq
z0Ck=vmA#}3Ilfr6^3e52{fskx@Y|^z^^sm5$6!KqH1F*zI%s%erxfk<?uDii`ltWa
zsSG7^79vrSjHlz!H$N~03QY7OQjiBQoSR#9`%++J6MecxzD3_ES=)xohpVyf8bMP@
z?jB5>mM&6Sxg&325Y=o=TwVV<Y?xpD)`jGmG3C!9*Y@)qiGa)2!FfPrkX}G#;Rcct
zI76OV?n#iP-H~TXi3(B+P8#m>PE1*!t27c!MiT{#PN%_4tp1y+M6@bWkB+l&!SDa3
zWg~x2@d05Z2Am{;gg(zf3p=DX=2VUw_eCtZ+Ebusr&!!`I3ixAHN6yLbWl~1C<9Uh
zs3p)hTD+>NeX9HHrGBQYq)I+GLoEAlTj?iDOe~(@1@aHLi-?|xQRWBx-Pj&ZTeHw8
zMnL%Y1L%VFfz!i_0qF=Td@tZcY?okHaXJbI7q%?X2++88<W6pOZ}7GsC$M@5;VHpt
zj%y&_-=ls#{AXzPcPWiRA^Xj$(34A5Ge>+M@lS+$M)DjeJGd5@?W-DdaKYEmeI7PG
z@sn6jODY{2hH;?O0#yem(&mv(EEV!T-uWKcvGKwumFVN^h4Q#7nP?H}3%m(jH1N0!
z2xQX0D>4ud{1E+21$ywQR-6B=y8Qf#Sj&%$r$6=uV`wC8pvTIwHX7Kk&Oc;RzbcfN
z8RStO;gB1luHiDgAv8iVNbaBlqKu5Om-c!(&VRr6E3y23sfgIRlEM^XI3@(fp>K0I
z<vh5ppyWfJMwwmejyC_j*jP>XpQVQ_?3P_^RKt=D9Y&gPycaMV@^B2j;q0?Hyz+Uh
zxUcplr^U@nLY%tt^c);8!hs6{%?j#voT^-6@28hJE6cVL+%8zmiw`}jG|eRtOmQ_d
z6u1!Z<_yh-0@vSOXjxHJxZTyvXK+ASoAkmq7$euYtC8xKLuIUfR=S{Iqg`tE?^ABY
zU3)H^&vpeKjFu|H>ydM47k|`#wzLVlesp(j`}(Vb`|R#u`3tNgLqvB#R-)CK@9iMB
z64xn@es7omC{^?_>-U~QtVHCl1Yf*Ey{QwCm>Y7U&+xtn^VO#}X>ze#$tc@`&C4{|
zUtV44ba$@r(@g8loykqhZ?OEjlNXLgpg|1yDJVeEpz`KEb#<hROi+N!k9Hr6_fV^Y
zgEAMx?$OxP4kk>CEzCq=-B6B@%sPGfB^`S=Ji7JMSA%;}ARHNtyx&MzKsT>r1rZu(
zQGr{Iy1XaEH+iHB>{>f4ZY&fq#AKObDnwJ>UpMda;PHt1yYS_ljA0B?TW}txVbv)X
zgd+cq2w8jAIcXiVlz8UY_PnEUCK|&y<i-w@Ul4<x1K5)&)O+pIy8ME5#hdb1$uLq{
z6CDm2ELb@)nA;L1zI<=>=wj2&*bDjvAzF}iTllthTr2~EeZVaS6)w2N9Elv;Y8bMu
zRO(ezS|9qg@9}IO2BRam(Qf_%jKxP@L{9htU@+%rGZ#j84QW?iCS0;p-YBEcR)>`~
zTsZO_H1SdJRFE-1b$}kwnZYw3Vu_dDe~YK~W=>r=slsGG#wm?~9ZmGeElQOLk*Vvl
zJhbwyh`9F;>)xg;zMW%|(Q6ZxBLJf3orke2Zw0ki%B_l8ku(fIlNigD0Wn9k%iHm~
zY4=!au1>cG*Up?*@3U;hPK<2v_SV#62VyWjN1FnyO#((SIP&I$lJ5^ALA8AQq5L&H
z5#52yIg(Hul|_NrL&(vg{Gw`QuDQf3k5xXuV2!568<`I(hA<=xPee)?0uDd&9Wi>d
zSZ{R9zHO?pEodjDFh6YD|2yG9)i8_%UWMxEV`&Mf_laKKk84@i_dMe=@$0H<$5J9B
z(mAV<6owQ6$Or|wRA?AK=V3rxw95a+)29b6M79n{%T%!%vGrK91{!G45h0lp&wa7l
z#hgFgxO~@Jr%a*OlH0E`+L__sc!4A;gAVdC=%C4<RlySo5S@t>`N(-4=$-s+xrA^0
zwceb9sRPEpC;ecl^P=gXAp_B!2>2^kQ1*CG@UR!#wfeP}3TL0*a{C#fa^M~Ok14S}
zw|6`&B1_2ADOjbiU{>JkqmCAPFP~lzvr~T5dXRcS3kJmbfVLfUNC-?*W3G|$-0EQQ
z4wJp%xo;LMnRR8$FpT5#h~p!fk)4GQ)K0ko$h~m(zmpgIXdH}HOb~feiLs2Bzj7!Q
zPy%Ay2h&LUZ?VOFi3ft4_5Fj@_vfi?zc^ZyI~i~|c(!U^67E~SogPXD!(>m-&x5z(
zmK_G_qRC`f2$crfDlFD=0{g$8JUuHm1{%CPKSQ@*TKdc1ff=6vfdgAo)o0bnia!`S
zEWG=Wa-c_#Z_N^s(I`Mpq6L*Zi&Kph8e46%yL{!3T5^v`=ic+rgZ>EcS&t5*Y>_`!
zGplVpH$}`dd~cbHeQ{XHIhi;{g7s)Y3<9_z;JG8aTHsW{;yLh&nWUSI7R(wYcZoNF
z__;$^ga-Ctk(pS0L{4b?uO3aCw<c;rIB``^9mm<{9@Jr)f$9!<g$}b&Zy4Q?I<F+p
z^k5ubd?KMNaWPS)^|<1Xw;c6&fumbX`kqgcYv~o4^eHlwsx8{$yBAlMV?c-ut_TR@
zu6PE7bn=LXe$bu}8tcv_oKo4(+HIwMHW4iqeCv_!70(V&z+;hOmQypQFQ1}q`t<a+
zI+^Z{nzMGbw=b7rEDjLCkp|Fo4}S*wSYmXXDqbe`^|DAtbLy^Y*MN^hkA^N*U>ynf
z1AsvQ#4RW%dAfs~m_@1&44e<8ik*B_)Mxzpo(QFTwB{TZiA)1D8=HRk*Eb}Q*^#F#
zdfxv~J2m@o@xu?&7z(hJz&Z$f$Dz9r0~rZ86vdaVm+`ovHtn|9jJktx)3wn6c6c);
z%T3nsQ`=lUuuat6%rl7Wc>|;G0Rs$L6qK{!vOPQR2)<D6f0i2r>3L7x>XK4xb9Z>}
zBzL50W`L#>gflFDy3`6unJ*1_t!%M<VT6Q?+QXUoWK0#XJrFmMfjmI48x-W8aCTj5
zZ&$Rm%R>Bi>DecQu%YWadMYr&lfjQfwjKCto&CrDHnY~EK{+F<-wNV7En=7~@al=o
zp}WxYq>&NC>&A}(U5j0>8Yvp7H4Lt4ewAB^1q#kSFuw!z0-K(|!|px^R5+vfhg_$u
z_p`kI%Q|W5_6OD%+`@#hO#mo19{N!$&E6>S$Y!{^fHZfOYt-?YgOR&11QT&k_UjGw
zPbENruD4H}Te-rM@{EINN1Tn_XP*ywJ-i$+f1uDsyDm<0Lv!JtwOblmMWmFk{g#m&
zpimMH!|*Q*!%py{IO}JWC>AMLS@v36SGRTM;vw_p|HKRf=yWo8rG-5;M>0N0bl96S
zpdrQVW(M<J_FSv0VF$9lY+qVb*1+O`(Uu$paF_`m*CE~sk~cRuHWZ~qs`Pa!9_?5+
zz1AvrhJbN$GX?}rIf&w*%>mRC1HJC+8^W>-1C`dp!kY$)R!6_`Tg$}iQs6n9)!2Vs
zRMYAXS6@=UX{5LA=L}Y;_Q8g4SpSVJW;exvghsZ4O0b(3+j=F;nkHH~m_D13h5Hko
zfpz?Vxx~4#fbVd;2B~*=0s>miDZh(!x~jV<wah=W;!*89dDVS7(b$Im>jS`$>)%DI
z*lsH6>yet&bXzjx?nhm_cN{qQM+o347@&kDl3>uya$doMd&x;8(+>|&?Yb7(lS2HY
zW`D1fmY$T3H5Qo5BJ3u+c|=$_90bFhCrp){nIGiOsxNxFl}?B|)3bHzBH_avxfqti
zNMmFN;`!o^S6#~{o3^iB?-KN{So@T7=YD)18->s#G!~N^KICS32u`m5ek|}_@AtZf
zSkoi2Em*;g2?QG+`S%>`x@jxe=4_?t7~5AQzHIg?cwJy;ILK~3F(8M>Lr6G;$3uxM
z0r<``iQV>vXID!~`lsg~l<T^p=)?ol*3{uLIqb~}%->Ra{9Nwf?$gD|e>bZ{H=K<<
G?ejmylZycW

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/32f0a466021c5f549d7a538a0807b30c7ca9f25a.tree
new file mode 100644
index 0000000000000000000000000000000000000000..a348b589f7c15b822a82f387823539271da2bc34
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P8ozcW7yy{9%il9g+#ZeKFf519wyh6uAV)ARC+QW<#Set*0YwcKlQ>({mo!N>W;
zxtdj=svO;2{X&BEa#I-AEe*GoPCfVi=7XNMZZ|TY$F2~GhAMLQ3~>zc^!L+CPD^9B
z!JplhaP8Eprqh!Chjcl_uQ^?ChN<)S3kmXc3Jvk}a|apuFXWTG<c6k|KknPE-1La`
z`y+!jpV5{22Z3$xPYSzh{lK&<C7`l;Qq0T+y4{mtN_{+?UHyVx8Pw!n&zs+^?aeDV
zIqmMsIr-Nw$D}|_^G(c7P0P$lWw5-tupn|qX3sibn>Bv(EVgO-ZP^M{<L4g&G>9Sc
z#)I>QOb??k%5E`eZcYuB)2)|)st9llarS^ZeSw}bQ`pW(6|o&X{KmT9J{~#d8wgbv
z<m%|+>k9JURYB+4;5nUI)0G2%YW~&rNzwnd8>%SSKQzeMHCQjJI6sf!^29#^X_=2S
zV%riJx@u#)&ivZ;9}<s=MJ1VOiOD6!47G(-V!{gdZSLucDQ)9jrEse-xE^X&VrdC5
z7K>98i;^=y*6P3Tsy5j8C@<k0-;wf&DX%3Ak6wcqmz)YRFEcq2lzLWf;R(9+ndRDI
z^=tvz;LYqSXFHWbl%?b+7c*#a#m~NWH$r*p3ck9^$?Y0H7qxUjq|@??auahH3MKUW
z*mI^Ro5tULwck~mXYGrl>mUkpOLIzq3AG?qH@_$|Ju^?YD7B=tD39Sy1n&YBsmoPA
zU->!Sy>s_yyWHj$h>pB`kc*VEzL&=ZzRuZhpWzuXt-oAP<XJLAz96wAIRmI-%Kl%G
z&3|9^KfU_+Ymdj_H;J2;_(N0_rKY78rRF6A6+OB4P<H1ZOP6!y*Ej24JiJ!vqSOJH
zB1kAP91^_pn!T7Kb^qVY#Zj#bQnbz(+d`BSCl_TF0K@w#r^&BZ!iNrC*YdktAKV`5
zcy3)BL<P{LKzZXo)eW^TU#w5I`*_54(Z_>d8?sm+@}&jEB}J);xeQNyEt8}p9&HZ%
QDNsFsVZpT(SN_QW0OlWrL;wH)

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/33f34f05634b0009800af4b43cef20e3860f5fba.tree
new file mode 100644
index 0000000000000000000000000000000000000000..9dd9178a526a5b269e7b50d18222865e62f01783
GIT binary patch
literal 411
zcmXpsFfcPQQSkE*@pN|84G1zaGBVT4O<`E*tvT;&OlYH6X2+_EUAv6tyuQa`2vM6<
z9-o+!SWuE$RIFD}$<VZK)f`#jJy*Za<%$z{v5?*P)nRuem8B_}CGk1=$%#22#S^u7
zTxzr~`)z%1RPey-!g8BMT%icX$r-81+3`iG$(aSIV6$^~tPOarnpD7Iv?3@#YHbnM
zVh=Hd^3>eS5|E*}?%%AoFEySbZPB><uho-VN55wpAylO&mKK8zlm9gLw~C*l$i2RZ
zELX0VzY7d{BM{08G7^g+md^YfSP{2p>F>|R*>BHQd+a)SDD){pT}fhYL241m+NF|h
z_BSTH6JlVoy0p&EpnB@UWIrTzMTvRE1^Go_7jmeyI&JJoIq4O3AmBvW{EWaE77tAf
jfIy)vH7_N<h#~FE)uLBMx_^KF%yXD=CF;Rj-Ah{mHrb?7

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/43a894bb81f46797383832cb0c3e2b201a3b55fc.tree
new file mode 100644
index 0000000000000000000000000000000000000000..b261d2fcfe7b514b6e2b9f522c5eeee252486702
GIT binary patch
literal 33
ncmXpp00M=i{Gy`#at7ni{;bK~44e&IU$)r1S9sjUAHNF#uV)MI

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/5832ad411680208d2ae756f672fd481572cea5e1.tree
new file mode 100644
index 0000000000000000000000000000000000000000..763e64d7632c0805e199100d87221f97d211dc1f
GIT binary patch
literal 390
zcmXpsFfcPQQE+nf^VSUxaP-s5D$dVi*u1^ur{mn!yWAh&oicZqVnXn}jlqTxm2RFs
zuE7vhjOor-0vAtMrK9h5=Eir2U0XkkzJscA4{~&I)pd6aafK)?^^n{6<e9Rdi?3Yq
z^N;Z&FFoD!p-Md*{apOr-1Kr&7#J+CFVFS1JM~9U>1mqI?=N06bQPhh{KNfRU37z7
zgIz;(oqZgGJl#B<9YZ|*{XqIkjpwG`OiSeUVGc1nHTlrr5^)h7sJ?(8e}Ayqmc~Ck
zp6<<4wYlE^VPTYLXxFN_p-?rUex7drLB6_<J^>z%PCyGBU0huKTta<8W?y%*5M{XO
z9=TY(A>c-Kt?ZeitU9Q^q{O`J_~L@ZJiUTShCu75@n4P^++D(<;-tJ_|J&@cwVqIQ
l=|zbtsqyKFC8;2V{^AEan9o%>H`r=r#8#g?|8vG`PXLJ%jw}EG

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/6521a3519696231257f30a6887aafa2c1c95b847.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f8b492b7d79fa0fe8a2edeef9c0d6224c11e33e5
GIT binary patch
literal 470
zcmXpsFfcPQQ3wd~_jl9FO<}Ndh%>6Hzj}36IB)$-g^%azm1dP0LevDgI=c9}f)wrZ
zi)?&aeOGJ6rCmK{?o+3nx7d0Kt|-9AF;cIjqJ-h^eZ%zNHx@fq9$6$mkKfpnSDncm
zsw&t&G|1UCSTCzMKaZh8U`pGPygmG>K{xLC9GLYhs>0M1sxHJa*c+m#IGO!bSpB<7
z=4V>h%DFv*R`7oDf+`Ag^zn3Y4Ds~$gDCC)<j#A*Qgy-}Lx2BiZ439t2WaTQl)46a
zx<x{i8JP4=&1_Y0S)I3x#qNcH!18OC*Fu#gXQU=)$0w&2m1L%6CMTAp>J?NnoZWc&
zpUAFBbM~3oO2}O3|C(R#^wPut2ozE)5_1c3Qi~ZBFY5c;xV>xZv$TRUGF%3#C6zW-
zP$SbaQ*%;^LFRnicBlDK_RYWZj@7=kf4kY>eP?7ZR8dZ5UTR`de0hEmM5$MMoz%`1
yRs4*vg&+0aH<+W4us05>v@EqKGp!P2-s&@_Z01d1HL+9ms<>m)lxes6=41d+TD6P-

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/66f4d572ea322dfdfbf96e4098d45ae0ed2dd2b5.tree
new file mode 100644
index 0000000000000000000000000000000000000000..78201ab6e64d85a3147617037ee9eaa0166b612d
GIT binary patch
literal 170
zcmXpsFfcPQQ3wb!GBPsL_45z$bavItO<{;z&K$nLm&0}!TmGJyhFRfeH{M<|F#rOE
z<ebd3wEUtJhQ*7XMDMoGe(L9U;M9!B1lj*Zdf|o;;|hvE#>M9sq!uNX<QEm|6;v|B
z`0wjE_x5_`!o%r{WiIS{^+-JSAgc1B)PkJEN|0LVeUVITDSjE(Q+<>_Y{`w1XwEYM
E0H?M<eE<Le

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/6f0c4efed933735c468ba445fe90c05bf34aa0ea.tree
new file mode 100644
index 0000000000000000000000000000000000000000..a368395347774de1b81a5949629a47685bbbcedd
GIT binary patch
literal 30
lcmXpp00M=))N+RV)nfOU+&1nwxy1R~(f3>r-}pS=1OTzj4s-wj

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/750ed46b6d26cff0e98d5a72afdc8bac286f82af.tree
new file mode 100644
index 0000000000000000000000000000000000000000..785a968f5467a7e53aee47943f585eefb9e72f86
GIT binary patch
literal 506
zcmXpsFfcPQQE&?l_Vo7)*2^l+&(lk<V(5(F_3=9W*C5(k{mVga%RQeWJ?#u3N<CbC
z0$hU-N;w6-J6ha3@7Y&>#Py8s`Y)D@nb)97eH}ghbRAtB143XL82)eFBYtFd>Upy!
z%U1qX{YCO;@0&nX`}v1>I=kxSrZ5D&V-P-UBegq!;@-%WemgcCFX=u7RTSXp=>m3T
z4#=6szii%4o+0VEwqM0)eG7L*?Zl=7FohnD!LA5bt|{N%>VEC^r)PTw^aR|GZp@KB
z)d5u*<QnYi8074s3v>Wb2hjfJEfeI#Rk{1z=KTI0ed1Q!+_$RQ2*sg3Az&9U@VU!O
zpR+)F{)cV9&H7a?#Q$Kiz6Vtn>>nEB47Hx2<5TOl*ca0A^X~B_WIYV%|8X=Z6RIxU
zGsMp|80Juhbt_dQZ31<!+5P?(@WZ%7yZg^<2bfC#Ac)67{&u^mdB3@_x^<~V_1T>z
zact_>%<`b>(o^$NixNvx;}cU73rbRpiuDRA88(IO;aTvoI3P1>VZp(Bn%Dkm-#iEa
Dv;)EN

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit b/research/coupled-provider-independent-audit/custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit
new file mode 100644
index 0000000000..644749f746
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/git-objects/7c472563474e60185e6ca101a17622133d047e56.commit
@@ -0,0 +1,6 @@
+tree 32f0a466021c5f549d7a538a0807b30c7ca9f25a
+parent 3b785d5197a073ea3304f19587fd65f2b670928f
+author Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792780698 -0400
+committer Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792780698 -0400
+
+Record 91 confirmed PR merges and empty actionable queue [skip ci]
diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit b/research/coupled-provider-independent-audit/custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
new file mode 100644
index 0000000000..3a10165169
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/git-objects/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
@@ -0,0 +1,6 @@
+tree eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697
+parent aef3c2f91a10d4c41e814ea264a9d64c9423bcb2
+author Ali Romman <226877337+aliromman@users.noreply.github.com> 1792796110 -0500
+committer Ali Romman <226877337+aliromman@users.noreply.github.com> 1792796110 -0500
+
+Allocate provider replay time within the fixed package budget
diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/8fbbae99d9af0fe484def21ec8f5659b90066953.tree
new file mode 100644
index 0000000000000000000000000000000000000000..e78f3a6eb3f05dc9d3a8d9c052026659db45c09a
GIT binary patch
literal 335
zcmXpsFfcPQQSfl|bMbd`)5}d^xD;q=<GOh2vu{^evRHcxZ<egrwK0UK^6_+b^$T`o
zP?LK-Z+^G7H?QF2w7V<k<X^uWlLA!|<m%|+>k2aGj&tx;J)^Tmbzjar7uC{OxOSmM
zA5>AWe`t`iYp`Bcaef}dd3TxQYI}*=|Jqx^o^r0;u%$e%5vnf4G1wcTs5<GZMgP{%
z=MUU%dp!Hr!ACh|XQn_Eg}DZKx<x{iIk_cBPWmK2ZF}nWt?za`nqe^Q`!y2-AW+E6
zOGzzA1rm8B46|PHFz;K;csu-VW2B?0O!b~Ung=1Oijy-_^O92;CipwwfBPeSb^@P0
vqhIdvZ8Og*zkpg-mRgjVR;gD|$?)>oqeZGAou_Z*Y(F>k&0f<e?b{9j0B48B

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/904f43dfedf8679b600e3f014e6dc7b699cd23e8.tree
new file mode 100644
index 0000000000000000000000000000000000000000..6f963ff7df16ff0f20def455acdef3eb045f2200
GIT binary patch
literal 342
zcmXpsFfcPQQE>D0aShhXD$dVi(EI$P{&KEKl$if_wc@>=UDFv<nG7MSJRJR8{N3F2
za#I+7&GXa|SeCb4Bkav@d9x|Ln_{oaKve|<`TK*_w7#~w7nb$rl5~bZYlz+d#QFnY
zZ$s4txdw;&gg`93)%ok#g+<3j*WdkeH@Hwo$}r*sBTQMSAJkPpKX-qATl8&4=&O=u
z%NNt)?uPAN1yvO69~$KBs_X3G>g)|MvF^a6U6v&cwmVlJo7=qOo5(A@Tg)hmp@z0?
ziYok@si4#AR`Sl}l&Od1=QD{=b;%j2$=P}Zl?<=^HkX}Ioc))tuubdgYOANdbKlmR
k7yyAnaeir0aw<dhCHEWGDqQcqXHm!%y>eNY#c0EI0N2%t$^ZZW

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/907db531e24b8ea46a80548efca2904f41474877.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/907db531e24b8ea46a80548efca2904f41474877.tree
new file mode 100644
index 0000000000000000000000000000000000000000..9d18bd4641dd2b4c1f2ceea3bb444590218b1951
GIT binary patch
literal 432
zcmXpsFfcPQQOHXy$t+9NH8asmPAw|QOv_A8EJ@YND$dVic(lw<{7lwv?*;Q-a9K@a
zVY=VH_p%|nF0e|m@VfTf|1P%uX}+;}x&Mb*oEPiU(NvmZnjc}i<-7QX=?ms|9hnh#
zFHUvI&B_Q2U10OSB|nPXdv<Hz^#>6N#ifGx9A;X5LRDFmngjGmejdc-1;+|no_@Oe
zSzlzfnZdEU6V1dXbwSk^WF!`+>XsBG7GOH)l$FZrvwR177IhW>RMuW<c0Dz68m2a|
zi<T#vU1M-N_(ZBkt1|qWg!F`?x>-=AMX8l}`8g@YnCAbS!spT7#lHUT)Q_jkS3dh=
i!)JRPT@%>!p2ekl|F{lZUf*$N?vm{bveMrd`~v{~8nN*J

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/93c3da5da0a527baf42dbbe76e7af010384def87.tree
new file mode 100644
index 0000000000000000000000000000000000000000..d29cf9cf8e24fcd83625c50e4e08745463bf783b
GIT binary patch
literal 599
zcmXpsFfcPQQE>M63kmY~@o^2(%PP*#WAI$`Aw5F!=e>7}>aJHmI<)P-Ui(u+h*B5N
zU}yg@*Puv<%HZ!8nfl-OH*I~O!|!-evugehtp=z{w;-UYo-iZlv2J;wTChW9-mw|m
zlFkMR-9BNv6ROb9F~l>>6>OefdKCkwz;{QBd*?m->W{dd(Ov(=k}>ldRAqo;h_eU8
z;y?qhG)6YLE6-;96xcA)^u55;(8n-ULH_=3dbueKPXyVRWtYgWeZJgrj`(67>6@zr
ztf6XxTpe9}T|tU^W?!3g#dR<1$NoP*a`Rt@<|ccKz!e4fI7aIF_`3%~EVWpEGk}ll
zZo+13RZE)%qO})~w`#-H28a5DK$N}xBIUWjlq2boam5ew<CgVD@03o1Dhu`x4RUsc
z8prhFd){h+T@167viB}-H@nBZccB?nU5I0_H^i`2jLK{57Fq>_TojlZ`Aq-yrT)Hp
zsG=}OA5Rxx;Q9N3JaTX0Z;?vDwK*@vI>iiDZ`<j+Ga(nI&^5@@4H{!b5nma2R-Ze0
znz_~S-{-{*?BN;AP-S_EC7ETZ@mcwqc_n%Ul?=?HKlt?TeSPrmqn+LC{vx&{3o&1)
i(z4W|%(P07A_lg*qNhTqzx@@E8Y$$fbKl0(>Incb&*9ww

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/9e62b5ff0a5a1206fa55afa12b1c8a5eb21540f7.tree
new file mode 100644
index 0000000000000000000000000000000000000000..c7240d369df6c03699f1779274bd0ace1bb26f0f
GIT binary patch
literal 540
zcmXpsFfcPQQ3wd~_jl9FO<}m?Y@>3@ZQ*&ZFOA>U&DM~dcy|37Lx`FnS4S6LSCAt4
z&e&xMg5TCfPUksbEUmwQ!y&8}swmh$G|1UCSTCzMKaW9{?e&_Rz7+0tDn^}g0c+Rn
zs#yOFsxHJa*c+mV{r`qz8NXPiUmQN#{@%}(ze(wqB~($EqmQSHV~D4}A4KUZmbu!K
ziyG(qxTeT5T5oleOg+5`rqnga(=8IB?C19IS(pC2k9j_==UjSVocV(JPQRea5_8g1
zlZq1c3Mv^^zC3a5<E$Hd-h}Oy*gEH%C!f-(MNn1AsYNB3X_X*VJo8SxwVtc`z-Q^X
zE+GfE%gYS;KfzRGq$X#_L)2y_Czhmw)C-F5PyDg#apMiH))j1rA57Y`+U1Rj0T3vp
zRwU*Y<fIletWnj!*t}8lbIs)UCs|Ar&RfjPgLybDGc_lr7-Wu$Q&N;@oc8IZMl<BJ
z7M@vfc4kE*)ZYA}#AKj3AXRIF7}+}ZpI>8`em^CP_0=YufYW7ARmGKgC5aUvMNt#)
zN-8#P_PsFU&oQk4(HBWp3*SH$m8BLz{h4#D*Y!u=vBw%b(@oA_-nztL&I=^~>1o#W

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/a1510f4a002e73859c99bf4496c126d94b25ba4e.tree
new file mode 100644
index 0000000000000000000000000000000000000000..93a2963cbb40259f163a88b9845a361918aba5b8
GIT binary patch
literal 131
zcmXpsFfcPQQSfsN@eFg-_3`v`b#!;t_45z$barL1;F~_5ujK)k(%w!s(Hk{KGQ6%k
z7(z58=VYd(<rk&Ir&c5;m*^E#GKgh3E-?R)sWLymKKJd8Ngj>*k&mE?(=t<YQi?%}
aK5o0y{3!e8-+9Ms-`c<3Z1BD_vKIhNvNK-*

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/a3a2e45bbb3f6be54e4ec0ca9859601dff722e57.tree
new file mode 100644
index 0000000000000000000000000000000000000000..0b97ec88e33e60f0cddf7685151cbb6f2808be3c
GIT binary patch
literal 45
zcmXpsFfcPQQAp0oOiRlzN{LUcNK7u#E2v};%Wzy^{vlIketv!K+Z~fU8ucR|0RUjj
B5t{%2

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/a902e01e7928a157c19a65af79533fb42091ddf6.tree
new file mode 100644
index 0000000000000000000000000000000000000000..593b7f99d56c8dcb9577a8be282d57fb602f6904
GIT binary patch
literal 105
zcmXpp00M=AA`?p!3*FqziqsU{l8nqe-SotgR0dy$8smMh*d|!Z+*kfSJ1{Kis#S~$
tvWDWsGN6XS($u0#-Q2|FqI`(H2&1)*VhswtTF=A275()PEjqXKAplFvCWHV0

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/a9b40c52daf304d6a3276b101d53b307a99b4275.tree
new file mode 100644
index 0000000000000000000000000000000000000000..2383559de19bb1d5c68d464e1135f4d83453dae7
GIT binary patch
literal 6708
zcmai(c|26>AIFL87Zp*~QryaD$k?Ldmnc$}EGar>j&aQD%#0<Kl9F7aMT;)crjQm|
zg-azNbql3isoaXIP-H89&p2~5!?@QUUN5iL_kF(4^L@U{=XsbCi5BMO`VfVJaFKAB
zK!<{0IsxK=KTSe8ET%-Fkvq|W*p=H>HdSNhiNQS<OPxba1yFD>!h{LoFqz9j2^=yC
z!%PlFEtpoP^SN`?UCEb2vFZaUaAMo?y8<c*;*vvP3V{i8BUmU6vv*0^WMPd|xj<JV
zjup2)Q>rWIR>AENE`iKquu+)9L0C-TwHYVQp4oU{<H|psGM_pH)x{o_Va&iOI*Uvr
zkRcR}5+-gooke~eQS7}?-dtrPUGgNcDqmHUV4*O!q+ggCQ7x9s>uuj%wKY;G>)P^{
zKT*VVT&ReF#L{6%dL0EdJH13!^84n5r#)f_E`(BHL3Gt`Y)YpzS{?0lFuMlLu-N)X
zUgtLfLWY=Rm`;bdV>g|b<=LWgE|9auGj`h|zhMKX&<t}T_|XSpCDYg}gvsSdtb_7b
zSD&3#YCkDysI+7L9iQHJPw@}4C?NdfLNlDagT7$e>9j$Yhk^YI^ybt{L7JlkgAI}S
z$H3&GERpnZO)n<)Wp7hXYYd;+dp5gktICVM2`D-g1*2GOPsF!GCw{y(q&KV0<cy-8
zXY=)lXF?Pmjubv}j5&O#<WN{qJN>De-i7}`#pYod>ltGhk(3HLBd-~MGQpAb$0NTt
z7w;O?d;b$YYCp0MItW7$$SxFO(g+L|17-?NWwObdj-E7oM&&HoZW(pzpkDk}jZu`1
z@S_K8VU#n1Ly@o`>r1a>YkbzKe^vWir@CTty^k$%F)E(pCp3ST2$RhdIJJoPd0e=A
zbL0WtHSfdn()`Pup0-T{qf8hjn2`u(i?G-@=#tKs!MQy-(OTg}Sy^$Y{+>$ltdPSU
z(HZHsw4uk{Gpg8bI+ISMr<P@iheYD4f9vXYdNZW!tUfhiwO*s$;qt?HsggnQ5a<X4
z;R*txm3#Vw`>$Nf3-!*>#ubHq##O`GxC>qo3=SCp!4LzXM`0T=iG2P2$&R$0_8Nwg
zmG{@f>Q=j#;6N0aj*tml7Mn$9QAMgco3q%Kd&J{*XU@iZTvkt7`4LS=0Y!nRqMc^x
z@ppg36(GlJ3a#>9`a8XMjFo7{Z4pi=zj_E<(8oYW6Y4tH>MSl!W*u#R(BnZRPF>~_
zZ{490w-RTgAPQI=KQB;-4)(<Fi5SI$X_`6}IZBz{frT1})K#(<7d;nHFoe>h2%HcI
zMVM6KK4rejF*eRU#n*=PWp?$Xw3Y$Aib$McQbuZ=K!tczcuWR<<*Bw*d@i}zuh^Jj
zZ1;NJG7HVQ;yE!Hc=C6)+}@|&9!Va(x=fetsP4P^h2mkMEIO<jfNYa8D)F7Cq^O!=
z{wbB4c0)WQl10|J*+2Fad`j{U?5mO4tM&IJnntbw3x=4ik=WDWvAxgiv%Wdg?D;-c
z`N3xq+}VT2;o=ZsiVdR-9(P>Je7m9kuX`H`Z#jg9d>^XGGxiFa=RJyXxco?h*#a@K
z^D>yB<aJ_Goy(nycG8FW+yXn}(-OEf3OXRduRWrfg(=b0j6kwB#VF}sLlsA*)49pC
z1Q~n#7xwylN_56h=8H(y1P+Ubk_97%S+2GC)?mJ=tc{PtZ$+y$0==r;$1>)YL=i^g
zwcojR|J~sUyJqGNY;x?Gt&njFYyZK5#hC*{LUZ6zRiNMDUuIt0N@WqUUCaJ<zzZpu
z$Kf}=kpU?*=sWUP#4q*FFPhh2x;sI$D`L3+{XD^9s1P><Y?{NL+dMifoT#?P{g)IB
ztOzKusxz7|FQs$~-GX;5Dh#?5s0G2f6R120rC`BIJ$U6(y`P~|);%?ILU$RZ)-ryR
zz!$<KBNP~nKAgjdGY_UF$EbH1w37ToUv!f$U2OJs8Aq@olnZ1G5DAzV!O$8sIH5M&
zZ7W=K<J{`<kn66Rr&C5zHXQ=4IKU-lY^eO$+Nd_k-IuPqA3CrLu?+cwrwY~^C_Jzw
ze(@l5e43?Z4x2FYEb`m?avh~kH2i=!1waA^LJSRJvmwmMoj|nQtN&xv9<t1VRj!8_
zzqCA@Gag{0tYF}TGuq|lFKV65&GsxNJgbeUJ(3wD@mQ+=-!Ky9E%DTxFDJahk0><B
z=#si6V}4O|`7|CwVK$3{fTk5i2#4qhWu%C(5BN^$rWt2$T-{qN^Uw9Er)caRlHT|a
zfWF5B9{|z+xnjlS$dbkb4CRhbs2cmFk>Yb}&$9m@1&e<7z;ouV_#^sm(T@uqD~=^6
zR3N(J$+0WlobFG`uV`JrqF2Xe?{^vJW7#zu##2CcQt+UfP&Z4cEj5h0h*aGxmU2lQ
z*!YiK)0N!bi70G&eCj*3)W#>FX`Z!lPT#`L!A~inU*3sO!6?KKsg>qb-|Ts2S7i$g
zFMOE1;BNC@d%Ao?2o&b>P!WZz6Rp|2+~CEz;<@QGc?s^VFWeHmyhh{{0mx#I^+JdB
z`i;lqw6#e)UoOnCrx>OF{!nw{B!LqK5(x?)8y-T1pSyyfGR4q4Kqu<h)yS-l+Epuk
zUkM1jbb<B;qlz4Y<wMz*_xqkSWHI6w->*ESi3Z(vQRa*Rgw4Yn(p~dj#O<BFSi1<e
z9eCyHSDQS>JRA%_2*_6K`@<@V3A~KeYcEe}Gf<OLiZjddx55Dy6QYEIk_A&5ibMo}
zl66nvk`sr|4>`+5b!grDyGedljR0Un2+G%Me6_*XdP0-SsKKXGQf_;W_W2TntTyFU
z(V31>Vkj|#av`hvLUga}b+-No*G=tycPZKf>%@>kzATcYl^z}W_+-#6Q1{S)@-vyb
z_FG~Ikr6qipm@=FhFAK~s}5-!dxf5Sxj&0U84+{ih$I4KQ^~fKf2mUptzFLTE?t>5
zYR*qZzF@@y9CDcy<CLe@bLT~a11IL)ll#>(i+`FTTp&qC8=}WKiBI{J38xv)GN(uO
zR5dm1V_*Mi%SAvp{3%3)cHB9$VvdGMlHyQ<o9sik;tF<I10t3a6W>DV{no#hK4?C7
zKaQj%S0}q=Y60FhMq2!+Pa%KmyCo`HpLjE+YOfnwXe`;Teo(ehtUr;U4YUq@i)@Ks
zqOuh&f9~*bTkMTtJoj-=oCt_5oHku^*+$$aULSu*N!tCf%5rUx?Rmv9jz$m>KkW|&
zb}CKRP_h{4Cpy0D`exNzj9<q_+Aja<&5!wrBE}9W&hAg=f0o*nEx5RL2k~ugtZVDT
ztJt7tqd;|lB~f5D41R%908Ie20}0L4_fn_io78$L8<^~U%k2xKBu#O|f@m%dc`L0Q
z(owI<8+;k^n}^Bvmz?T2$|zz=6o*XHDQTgdNr?HDamV6Pl;i&MTNOqV4Mjl93r1i%
z#moxZhSFL;ueY8-vl&z9#wH#|AL&o-3&g`UV$I<NabT{<wV_l`&NIN_Nvyf|eHYW&
z!CkF0%wq*i7!RWG+Z~wz3BNuF5?iOJqfjm(@ntJy_U-uGy7J*eF=+yD<dO$QDup+4
zk;QNMja#GJQ|@c#O(|vXuvEM{t?>4%er*3(Ou>PK0~JGsC0vv3tl@BW^&_`t-YUQB
zGula&e)zXpJT70rb9qcypm6%~@@tgZ<|N)Jk)+qNPBy6;TstqY2HJ%G1Ogf{i#|s7
z`@AziUCBo*dlM#Yud^F6a5%0ig;Ovcyt9B-26{1%F1RyRc*WMHkm44rpE0kA4L|#)
zMS15T+#Xyi_>FJ$Jp(@TW5bN4O=dpX*UksVlyX|F2xg+T*klmN+wQz8uM>RbDzhB!
z+di#)I*|J)<l`vBLV<MVi#lOJn9=3;=mSM%%R?na|Ec#LNlx<ftj7t23gScHfXd<s
zXZod8oa#l(A9;tSdf0@?HokW1P~AF;FsVRrf=d}_USR(~U0`X|^Mh9Ey;YI5<8h9s
zeaNTCwa2XSD<6l3unE}k71e38a%K@WK55%^rXgwlg|9Po;a$mcxSyYlkWPE?V=yX@
zMlhx7q@<ptU9t**DQm_94451OF%b>}98EX^M_>zFdAaC@fB0ZPLV%}_nX-1;yM6Qr
z<JoZ<ufJmdDc-fY9cCXC6*A%qRQp>4XZ;%{kV_E^c1wJ`ckks($uUZ9YYn~KptIw#
zf6;hXZ>K^!x|KIsInKFeId6!)KFWAe3&j(B0IQ(Ub7(LnQOIjZYqc{JKGgficxVw8
z-Wl&$oHkTbnEIlpNUhyTo%w84o<r2K>^{<ekb=$X87xh+3+t3G*L;64tZzAEdh)fH
z@#I)-xO!j6y8AY?8#VMO%F&Ida`tr(2aKo2YD0$K*}1Rm&DWOFb@yD?d_Bc`nT+K`
z)K6{ranfwh?Q$36CR;pIYP@}xI!WUNE_pZ%h)x&Wz9JAV6TE6-2}5?5R#aTZ{<}Z#
zYMn`s?@EJNa(%cbtYW~$jeoZhl5W0kIrX$+Tl&=9F^Aj>=Z3E-f$c^aI{)ER@J=Pf
zq+go$OQ?68Rl3RlF5X<TX0z886$hN*f<{N+OD16_KDUAtiBf}6?lYbIRUM-e5)*i8
zA^-}58zr`hIBQ-~mgA*G)zS3)ny;Q4_MdXi8MS4x*`WOK9?Vx`KP8;+oCKZL-ddHf
zH#h6uv&&GP6HsV80VqZ=MC%;AtBK@luv~Ant=w|+klXEMeE4&~gORXXA<58rPW99w
zh5S3D?Cw76=)0NATDJW@flra9cy#aHZQ10`dmF;n#jICQHZpIxg}+^J!22kZ3hv4y
z<3{93T)THKyvydGYmNGXx_PlWnKsoL4Wr&rFqL@xejUW4)5g5%s1W8eh)b_|T1wAv
z{YG?_-5b_%WCBo3XrPut?qR~S8U0@(rBPDHl|R!qT$_Lv3Qb3ChdSH%Cj0Vb>Bf3B
zU4mNirP~uwBB3#A-+iI&>ieA1YRzA#JF|EE>KMSDfa6Dq1^#^iM}oJqpJjkZ2DrC3
z8)bg&J^8`(V@&urPUp`5_yXQUu@tnf4=&xobD!ORjczb^a>4VeRL#*-#iYi#SI2#d
z^3mTvuS}4awkwg@eloA=+k7v9PcV0w5V#Zn6vRpoih5sr9+*6*?E7||#;WJ#y<zgW
zaR~Sq2!S(FMI*Xl?3H7N_XTB{5{sdpUDnjVfzNMSzl4lB8pnz`%*WT$tHX{SfWNrV
zJW}2)ch<6qlb+DG&~Z9M-2ZGWol&qF(f-OayK;BaR%g7oaL4%-Incn`0<OM|iTv+M
PuWxKiOf~jU*NXo?nh{PI

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/bc4b7f11ba1cce65d45ff5362b79c13a305780e9.tree
new file mode 100644
index 0000000000000000000000000000000000000000..56054ccf2ca05a666f0c7c728297b799db38709d
GIT binary patch
literal 72
zcmXpp00M=?<mA+x)S|?a{GwupdK1e%+wcAC6y%K7(LI(DSjLnVXaZK2mspZnmdcRN
Y<M;2TadC`W_Y&8C6Anaw_FC`?0IMV%s{jB1

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree
new file mode 100644
index 0000000000000000000000000000000000000000..b8ad0c43bedba1338062187789919d67e7874505
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P9lhAnUNmtD=A{K!hm<wu5U#~b-FLxfqG>3R7@sSG@Ezdv4yTJE*D^=sRP;NyJa
zT+J#_RgUhiej&knxhV|mmWJC(r=I(M^FhyBw;P$yV^@eoLlrrDhB$_J`upi6r=>C6
z;LmPLxOQq)(`iZnL%JN|*PJdm!_@ivg#>vzg@$<gxr2=S7xKwoazoR~ANOrnZhFM}
z{gJ_%&*)11gTS`W^FJDD@kv<c?Wq%!lRNdf<O2fIp-O!`on8HcT^ZEmUeBA~t?kV#
zI63X^$~pPhFUO=nmG~xRr>14*q%ss1v`DSZ+-bG;#U$5+2Y%NdRZk6rs`2v=0UE>*
zdE>!(L#Bt(7iG5?G&iRP%jwojKve`dhB$jboxVU%nJH{%q>9*%9)4rpZy%2w^9_V5
z3vzXI@pT3HZ~FIF6RXe9)J|YK_J5h^iFXVMynawc!TzB^&aT0FS;hHz43{VV5lG8?
zq!HVez|d72+jZvGw*QcLOe`wNOiN5IDQ2iGtP&GexNmb$S4?Re?<$2`g~9buvl2^7
zfU#Jdnpl*a0kT&Ag;%w~#z%Px=lG74M@)GwVR-Z!#JJ>Cka?NOiJ;UoX|INqy5mF@
zeF;;Sudi3DZ2u;x4pEkppIpqK+O?`Z?{qMakGM^r-A|kI?I*;FA<}92MY)MN422T<
zee5|?luhIBzS{39&9nB!(RC07xurQJz=T?ms+(VwnVy-aTa;Q-T9n7|CW3c?iqz$*
zpRfEJ@7}q4v|Vm<3q(g=KFCE%S>Ma!0$=BBx6km5nATseC-N*AB43bLlAHllF=hX+
z$mYK<`=4HY{I$p9@SDU<OZ*`!ic-^3i&FEFfr_5odnmi}kEP4G^6Q&*FCJd2bW!R6
zOc5lM7!C<udCgwTk-GnH=HjT<1u0r*jBO!Gij#{n3xMIBA@%4*&$@4>iTj>#A6zyu
zXP0q2H$(-{r9gS(Kh+JjFJG)rw)=R*b<xLzUmLPmAo8UJ#U(|liMb3<d@YltBOYxI
R{3%d9e__G36<7Yr000E0gVF#1

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f799f732a4dccf01bd588bcf5b26a17e3d472531
GIT binary patch
literal 219618
zcma%kc_5Ts`~O{vBBg|o5?aWVb&Mp^hLj>p*&4Gjj2X?0tyJ15X;BnfP*U1ZDT+#>
zB+8O3?UokHLmP_vopUcUL-l@t?;p?GANOajvs~v|KG$^)eLX$0k&*fwAC`bB5b#*u
zK>`LJ$%$Ya$1rF8F7fv3c=t=&*zj8$$4C$SPo1hyF{Y6CK{OhJ&*$<;Odd6WL87r)
z0p5J%%IFmpkAJV-y+u9Z$p;Ch+qN+6$2iP@#2}M6EDnRj;qn5gY!Z{r<?;~c`iX`5
z$Cv7zswJOMS$SbktK}{|A%aN_V6nqU-Xu1c7Q{zlB_2AF$Hq<=(_ZDv8@5et`Qw7_
zq2JOOG%lS1h6R6}kF@Z#>=*9ec0sROx%i<UC-v5Gt6UsnNTM5)27Qh=s%Oet>~xy>
zUgzZq$;XVd?JBc8@vn_YG;TmZ5LhEPXKoOW#N)CVBtC;dC(&u%Ol0!4#^=!!=2mo^
z3RT&*PRaa%)h?b8OK0%}VWbc)&z~Pir7=hWEDkFmC;)L@`rp;iQ@3yAz3D{CYn!&;
znfFBm;xmF791@MnW|MeSIt%;*{6EJZF=J=lJ?bv8bjygBZ^-qEHhpGN#NHT_s7xkY
zV=A4_1N$Qs<dv$Hzpixkl?v+oBU95}-gz4BT#S#-7|e|07vw_~Fi6I<Fd9B9x}iRq
zNkK>-O_t|bB4@aldmf#5Wc1T}VjSr&Kq@DU#AEod_yPu4^=-*Nn^r8FSgQ4I?2Ioj
zd^Wdbblnny7%U%O0m+*s08``fSPULwQ<|jRJ;s+atkWX*lR0To&+N7={Bsi$Re#7P
zO-(;UHjke0*0nA(AXWdllHsjcOT@qCa5-$S1XLcFS6~>fW?OCqZ)=)+-OQ!d?rcBR
zrg^L6LlbdOU=W8U2;wnF+&}@kGmf2G5Ah?1-|Z!-dxZOaEIntnBozlxNL;YOfm9Zu
z{Fo-^9xm(h_Ppu&>)DyQfzfLy4P#pDg@{0XeFNb<_%t4a!9g~huC$+IHB7)*z3f<0
z9qHTGd2bsA1DI3}7e8Q_jK-wo9k-Y-%9ILwWoO66G`I|08YYDBSpk7;MyOB>2ATh%
z$aU}8;oQ=PS;NkMG3X{w+A|%8cr(~6D%7wrHY1D_zyPP8M&g52V<0y3!u+Ox7;ZId
z?5?_!ai65yYRB%vQDB{bCVF$}U~S<h1_`)KCc^c9vsiNYl8}ajzZR6t?VL@zIO+8u
z0FA*B@ECd|J~%tz1W<$MECF&MnZ}<vv1O!rMAMhIp;xxWyeUr^gxV0q;DwP`9453G
z0v4A81P5{Ge55k9*5$Uwx6+<(=Xwk8?2SuVyOK~bIu-0;FtABf4voQPV=zqK{`{57
zBVS}AcN8^jyi^pQEjC;E1(zp8`SQ3NE}QFv9yo8Rfac5M_#kr}j#RLxjO#a8bU;0a
z?J~;ey@cWrBzl4vq3{d<!HBL`P4}~!l@|){hF26<>6=_IwJaNo;IZgna()aN7%&T1
z2yB!E&kVobRC#HBKlX=BLui;>Ylq(4AxM7)kHcVttq$PARY97|w_fzKY?nN-fEwbq
za%JtIO(s)^Km=44n*=ujoC?I`;JU<o$%cqGPtIs)o6pcz9UZrL$oC;E0SB589zzhs
zVIYwsCHExTF1j*sx#>eJlehWO+Xz(x0k#rda9})u1_7M~7KH;Q1x#fymCd4~TYymJ
z*p`)PXe6$Pe|ElTI!6%qJ*4&j{sm;#!{~TBa>XR_J#~qU2~jghZ6DNxFx1Eah2^1k
z8JOrmE*}gAtjME?Bl|8CnLk_q?d#6nlQQ)#eq}!=U;!*XAL<eqCSO412*5h>Si#sR
zuNzsrHe@`Ps<c?I>Ts<sYv=s+-Z&03t=`;FuxG)*&H*F9W6)Uer;vN~)2y@~EGgnC
zebZ__&Rn>Vr7>y{4AXxS74@6QzUdchm$ce@e*GNTGgry8G&B0c>Or3awH2_yIr&r4
z!pO0wZV$|kx%l?B-@>A&8{e15C=Y@LutI@TLVc8g%JX3e_^6vQCL2<a6Pq>kDC437
zJRP{hiZ?!Y@0%`HfP;O2Zjkg$NML3xCWGUHf+!SZ-!A$Q)!k;?iqo&#kY|1gKA9{Q
z0r3GgANq|z;BUYwAql8~Ab5x#e)&p7ypiIlPnt{tX?xhPWpxj51n^}{7K076o({x8
zmFLrZgLuf>MQyJ$TcZ=4kkaKDSN30>QPlZ)D1>iF;`?%WAUqL}cq|_l(7G^0=H0ET
z#+zPSx~=<|oa)?ci|l2t1Q7Tl4%k#U6<_EN7@;&@D#wR`xC<VHn|ml2tzd8d8M$fR
z{qoDxHx2;-?O-zk0;mXejkcRpT>jauYx=I8p4_lN?RMo0{97;q8Y>WLUKk1U@ZMY=
zj~fE*h5F|?2V;M~R=!o&le?#U#k|u~)EoZ-V>37~S^-X%$_WZYXy#3yZA&j1-D~aC
zi_Du_r1!{vg9wGX1AdS<7DHgRf-QJ>T;L%yr?WVhk+-0Dl*XIP>LCaL3#dZ?3#vO`
z0NfCaSqu!Q41K1lF+%PLeLL;4{nS$x>NOiaG22eprS^#Mfm}MU_545<h}lT&K%sY>
zAFO)OcwU72bjRN>e!KDN8V;_`$5Da4RB$lBxn$9UfDINqk@AxJPDa)qO!_Eyv_^kQ
z&8`Nyu@yLo2f_g!6)a;QE0`<5bV3-r^pEd9JlXQ;(TNo2S4-YF6qSD8!zFOQI17NG
zfu0-2mPqJhPDhmW+pnLFYnUp;H{_Z*O&%}yE$|8krY5Ffcr*qpP=NR@-TTqs>!Qz8
za%TJhPg_N+|H*$tKd0yc3`Jjv8Dn*H%1HOSYrL&<6=gP4-8MwVYU3C_m;@<^4gc#4
z)*5P_ft~?bUr*l<$taz?h{qazra-#;2+Osr;b8IY$pkDc0C&E=VZfBpg1i}o6Gy)L
z=fo`fwXNH$SF@`!S1U))_2y3@j6*~10|(VWFefgD#sV%KwSQx0*Sbx<?DJy5>P11l
zk_V3Ne?BP+2MX9!J_swgK!1VmQ3C^k)kZ;lMB{Y&vJCsy1Q+!Y?j5xGn+mN$=MX4v
z05I+#Mi4Xa$c6el^-RhddXMTAbE!z5Zs&VD2s;KHJP8D^G%h&qOe#3EFdjqdC{K@a
z-X6_6a)2^(4Jo49miur&E&)Xl<D!`A0dGYQ<g$QSf+}lbh}f0Xj=3<r^>@s`^_YH@
zWd^AmC)J2!eHm=9ej*r)1HxutkR&9ZFAbme^W5GYd%o}eV4rR1s=G!U=MUC^ibaa3
zD6$D+d2M@g`@9<q|I>D@7O)-9ALgnq6Ni9|1e^>I{E%?N?h{1i(UC2NvVJtS^|xsn
zcB+@}$GNn#rVkLXP`Ech$HDRCkoc@n5)8J%lEP>exs+0O!A7xSZp`HH+i#a&`DJ}Q
z?&Cj!Og7aAxwEikg#Xk6>bfw?_a+YhTO;f3rr`)+!l^#s&_e-S0lII#SlBJ*j@8Py
zP?-Z9m8So?g4cPT;ppcscmBWdi0g92*^%8DW_Mf5e2?*L-r1Z}AV47SArWCT9b`w~
z9K%!$55TJ*S{HvdsLY!DvE^Wv^U6lvFXwrfG;ae^0MJJU-3NRN!aQ^b49R+?21cfI
z<b=6#m~XI#aai?I>kpY0v1Yc+mqHv+#y~0$xDf^hr-9fI7=1=46-L5{!BXw0u^)NI
z?vCo2er(qPf&5}82OLXf!{88GA#@9v0z~Pg>5&OfwdNfTGcn&fF~!_2k9~j0=X3^$
z-GSi%)({->U<MoM%U%5?G3ZsE$vxWjDdSZJq8{ntiIq1Y12x+~FVPqlMuuDD{Sv%h
z#{JAH%aSd~KX%ddJ!k9?K|a(V5TXD*VSq@34I^^>{Bzs)O>n)fwtkCDlEW(Jhqa-&
zW(fsxg4k^6QoTWz$S3KO4Uv=48VMm|I6luiOs;=bQC2Uj?8Og^H<b_e%ZC~$G_xO$
z%%A&%Q_=CgYFfsGZM`8a>^MC6MT1~c2#YT8g;o$QGLkU=<?Rp8YWKXk{&R|LOKo_&
zD)kvL2M{ttkHZas5rx1P_yS*G1CUoYR*owBDZ8@ud1vCCMrxjPwMxKX2<q7A;6N~;
z?L?SbXG^DR%<-ALQRm{Nh3ZzNrR%TY02(lm9O!3;sM(YJV80CucfQtI+^XKyFL7V@
z-F`D10^$WQcxW5p!6gDzWJA`QHy&lTP0|9RQ}QkxT$%8bwEk}hCX8_L<VA!Is~+!J
zUApL0hpt<L^R%mnl!FgE{3{wV23Qm#3|;n3G4RdI8J76qf}T?1PQxE1-nEDRhDGPd
z^#;x*2pv9pK#cVertRWohjh|^FV)*%-u2$<M@E)p9)ZVL8G_wlgYXRG*%Fy&VqMin
z<^1PfwQJ(etcJrY^pgkx2U;fZ8CV%$sj=ANo1w?AS-qPB>Ks<gieIyF`m)Ls_+j^E
zVc%mBF_HLVxf$ZgAsg+~U6s!`*t;%}J=sZVL4o=pF(3-#QEA|y0&NPQ0wWFn1vC+9
z-Aze3tdqW0CfvBEry+ag>24D|WXI(R*PRqXW&0y%o;|!c_3%xf%sEk-MgQ@<=(PcO
zHjIBy2T>xlLc$r*_%C-aG`Ub|TNC?zjlD%OKi}AD(9jql=mS~{7X$bm;ES<<k#}>I
zr^GyF;o<62><ukG-rK#_-W!DTVH@BF1abo)*kXaukvv={(qKVe@zgoociat+9?ji!
zL1hpskjI6&AFw8Tuq1&n-9nzre;;uv`0ZrYJLdlTrWV=XB5vY@3qC0<v;sQJ2=xV4
z0%l%F*;u852c%Owhn+7JTupoT{Oe2dwn386C>tLaNE=yTl4#l@U*y^JtW(bS=SK6m
zC){@1B*&&LgMooyfWqX8%|K&|uFx6@9oKiy4vb&quT>wpX3^?PgU1MTl|c;vUY{lK
zWd^a)iCw;0V61(2&iv&!WPCs0_qmPOz4$&zl+aRu6akzy5V8Zs;3K-WGUuyP%kMl_
zJ3^k_bkzPt^IAN$^%h!xj3%H_0l5Z~0?Yde=Vw3EzSz?nP-tDAE^~XdJsvbc+KJ%C
z1R)?*2P%lMR=A%Uaq(q^V$sBW-4pAFXN<MX8+qFC7ct7AP(F;f=p-%=9<IIf9xSeO
z@^GY%IeT>6L3-h^=GcBQAa+tfj)kYHaKoXE>tuAYx5|vq%yQhNbamv80u!0ocYnaJ
zj1EiYU<3x78)^h7`V=~#9+MAvywi88Y1-Z+(9v5U%erhcT}$*EC}D!e)?hUWa^lVH
z-8R7niI#g+DVwgepJ#l~$q`yTaAJ%w!wL;CDu_lkB74)2B`!-0;%^vOC|#d%a#Z2W
zRBK)bVZq@!!{|H`Hv~))tTLWuBRkv|-nG}e>gh5}Y5C)Q>a~aE&bEt&ho(Lx;Eh>;
zsuAu6A1PnFE`=)B{(5)8s%G2y?^6w)4tq2d#R!F=HnD@qr;?dx7F9i+=bD;WZc!f}
zdL^p{&t*`y5$0H894t&tAbkL{_qOnRW~U!%_-aNkC|8`gp!a^L7oK+skwJkt6DMYg
zk*n`DZ&#}3+g$b<5xeZ1PW-wQrR!pY1QLLq6D|y3Qh*DB_66BcRqEt8-fT^MTYu}X
zR8QBZS@(|r2?X|m4sAXpvp}>C7-u%nH07Y2$5M~4y<{J6a5y+S=|7)<13`na;Ftmj
z>`kTlg9sV~_$(yy+d-tfqv_qn4PHr+&nC1v&5FR&QFMZ$r2v!$7tqcyIzq^yIY+e)
zrX@Un(yS)cWClX07YuPhfL&#yUQs~x2C?l%Ft&ntrXMLepSGXpk;K2ZcD*f~Ejt7P
z5@uh7Id1=ax!qr?<<7rsujEIymvC<T4f&2A6c`AyecTsu7>}o4e7))Ag}lXA(~Q54
z`ZVv6oEQL$q)|`ljkC(!lMAJpo73*a-*0`^E%iy=VWsv95rVEy#v*rMNKq;mrWpE6
ziZ@dBc){JO{o|j%Gbng}k}-J=Q}dJ1r9-BOO$~#ABd+XXd-{8S{Fz&ISIST1?6&&g
zd7e^ZJ)H<u!RY`%)OeC`XUxlPw>bK<@qWhbD_*P4jBGq1(~l?aa7XB12YJwq0Q*h@
zJ4qLs!+XP%u2Mb~PD~C|rcJu=NLQ=hQ|O8Sj)f-`bQaYIjdb9=$Od{eDq@?Ey?vz#
z?V56G(5-7PHjON>dLSvbAS@8H@zBtSsB<8OZM*9ZsXnb*&R{RiemQ;5bNX*ZaRe-C
zP=koPhB$|Oq{4Guo~Hfon3t!Yy#6d>YV;|4teAGw!(cUo1SW_E5g_%XvcvcSL~ah<
zjntuEczDc|^i%uhtMC>aG!aPy1P&+#iIyAYUdSlj+QmPkoM((*@P3nEL~Y-hXm2q?
z59sXxlD?4<68PlI<EouXF*@h0KHqaJzau@fa=6$p6Imt}GzmZs&PP_R`(Q>xj?FuI
zT`~D-|B*Gjzg@lb7YG~FXm}*=AdtKW_{fg>-3ii?%fPyBkJ;It9}+aJutN+K3W#Bp
zcZ4wl4=56Jrl@_@H$jYecdHuZCvt{;SKII3R33AkoLDNt5}p*eMh;AOa36+j9j{n2
zrnc_Jp}n2!Z`sOs_IX6siKEc^nJCPlvV9odz+|Gzu7_|Ec3*b*REmtBUYk>Fd{Ux|
zEUh7i2G-vfH+qCVLb6oc0D79u%9CmOM3J5_Z`76C@jE>)O(c>Apv6q|7XUYl1>M;C
zqM0u&YQaJ1(M>573YCnkBtP2`wU0g_a%^vQh;+2?j&r#<X9$l2K5O7<vB1+Cg#D0g
z2}H)dPpqu>rX=S-OO^;z=a0PWXEITI3cz&2qL~p?H*lV)Y(BDao$LE;>nl$=ZyFJ&
zeK=<2`sPhMaR_8jMdlW46toX~<jKyt$Z*DgH&VI=LLYDQ-Xp!IXZBE7AV@1gE*c70
zXh2CJH%qT($lO~p@WEhYyZm1EWofJJVr~ViA`;=pkX1s9H|P=>8k-n0^bHuuRJDF>
z(|2R%8?c)5&+Zs$|H^o0v)BNHHAz7T7nn2wJYRg|>zHRvvtJk~+4XpwY^b%<dUJau
z&SRkKiWhIu;Q})Q;seAYV}E%3va=S+ol^7PtBvSoM(g3c0)}8<tRAd1K@-h}6}-+m
zy)l~pV?&Hzo~(Bp-nr!3*mxpSgS!XvQji+}jVBqPM<1(9-BQ{w^(`mf(kOVuyGo~K
zva!uDB83DXJX8XEK~Ui!)rZ+FIQM+SH$-E-bKdqmhi<pKPM0k7K7P@>C0Yv~wjqdh
z;XV=sIN(`*1it!uNZa==-nExqY8^`w)~ub8oa?>Fj^H7n&_96aNueOuLM*L|BmByJ
zAO5m>n7^s9lTkZKB+r)uv;;7U&=vqXh!1Mjo<~;byi%!*UwQqc$CxU1(VN${<zfJo
zs4_CqBSC^11n@If|N8Ni<bLj$R9%AS6w`3`@H2Q}3NAXvYr)R}w@l}Tkbs`i&_Dt^
z$wo+xv3cQ-$kTb<J>PYL@4v9?ew~sjCJtmkU@<^C1i5p_#i34E@r|70zR#=soyKXf
z=jLz!Y`kxzm_xuAddPCYz?>mmN|fnFG%EGi&+#ypi2u5KYedQf0p+vdNRdDm2OXif
zxkeXKABjz+-CQ+#(uU#sr8O6u7^O$w*!hZZeukow3N|%;#Bxj4#*^<;vlTQJCsH1V
zOo%a86FWqHC_jj?@9>-=(hn|~L|!}GS-!vhWv0_|rF5OgsUiV*-3)|az$$?93ckG!
z8`=||RhBOFYPBWNWT$T0(7r&-`miB4MHG9XHNgrhOoq1s@_f;EWR7NCUA64IA3qi~
zZ@FOm!$u?y4Uf<=w6I2nrj;P|05LMMslk_f^|M@#od?Y#qq0WdrAAFGL}7!ChG7PX
zvbZ6jC<C&EB`UklEX<rZvSPc}iQ=$!)t?F_79wflDi4+(&uhfvT+R%m_^FCbU3!{d
zE-h2lpRG)NDCP)pJeVP$D5K%o1`?RO)#SvwjIbk?R9UG7GIg?23}F%`z|R^+5DA?P
zAK~w>2>4R^VD|)@jvqC#j@nu8$KXXqsMK6YHVByjye2Lia3sZV1x;;NYv^!|?t>!)
zJM5;5CI}&b_W^_^I5r?_7S2&*E%nJXQzJ6cG5l<3--Ns~Q(vhbk$+-ptyJ%g_kEzE
z#r^N#)&<Re6V;df)4W$S-aX(F=U*?s=!=-&|HE<X86kUREnQES&MZ9gz(#kpf#mC$
zo);XkA@c;jTr3hp!%Uo#;UkK5Uv4Z*KbqySr)5UeEQb;Ax$+Vs80Z%O6$c|j6JU~z
z$VMc1_VH2z1!2E9yvVTenuh-K`BJgNXWdWkJA#w$aB@Hl$Vt&03@`?;EQgHW9(FfJ
ztJ)!{F6VP%@8Kw|h5Lm}6AIt~>mbY%VMPzI$__cICS`r?ch)G0n{xe~=Z+;Si46~&
zGyuW*b{xq9VN>6o;o3hJ-Sx=kTS@-z*u~Z@ke)9NLoIj^hlLWoxN$}vksI9I%$ZKM
zWz(jFKDJ&|ZM}HRAdr9stPrYRCc+XF`)g9#@-d6Pw@mPv^K`NLDBYL|r^G;L9Vw6t
z_;sQMB!8hvTBAmvNu`29bXhoa-uYHi&JX~Y5)(uwFmXcSxz<yHChRWBb~<mF^&?XC
zVfQAn$O?1x(1Y_CpqT~sBp?sV%tk$;jPT{vG*8y~q)e8oiS!o}0OJU_Xg&-;j0#{K
z02Vcn5|gqJkA=^=7f86MTKJiEp3eMeFOK3eSs>d-bq8bR#@4t$-PB+cxXFHE9YQe*
zjasxq%xZ6-;O1I*Hefh_HW6XA&Xh_wF+vJ=zAqb?W3ODTpz5a^g;;8Kv=hWIP@xT=
zmI1<tKST7#cN$fhpPGvHQ#A@Mx!-?e=fV~X_kg~F&M>UM15*D;Fsa7e*Sj);YhjZd
z)s;LxrM_#HXm04|&<+D@1M)l`1J=wCD=&+{i&958zv2$PAK4U>S{|cOB!(ekNoa=A
z@(XS_?v8tQ=EXO^-ksU<a~(gr)ZJG+bx#b&0NoE9u=oNlNH(Cog2%$`vqBLgd5x|b
z?c?Vp@*Ugz3z%X~S1i>4HVxec9>Y6`1(@ud3$JFh+jmGF3hxas`=R_n(8?+l7ZwDV
zX?-ITWRF&X?E~irO0*MGwBP@JuB&soG+g|<V6=C@5LB8$<bXL9JwxPt(87IzFIL*h
z#`gK<94w#qcHrq<F%;T%hOtL@;(<&lD}Iphc7FdX$>PSQG}#-qd&UkEM})vS95)0_
z>Yw+9Y>i((@uPo9{O~c1Sz050UB?^lpz#3JYoKdbF+b2Zj1QY&5YrcXcB>Q@llLuY
zJ<z{gU1PlW&dY;;p2r1UgG9&%y82vrarY$im7}j+n>6cbM2SYv`(C~X0Sft0DRDjv
z3z*Q;U`RIB(?@iSV-|m3({@(V_DsOhD^>eWcP<hmRrnx}2HY_W(E<O!hldK)2_*OY
zw<ny?iAlM=J2N94yT48S;v{Ae_>2Hp05H%8bRC>1JPZ^j#S}?iv;4dE!-CjyZqrM@
z|K1OC9p5SzIYF8Z$Py}bKp+V3FnM2#{InhEwyG9A_a<8!E*QV;(Q;$4IpRA+)PYf>
zD&h6kVCu0YD`QVk?%$QMv$`^Diukf%CkHDJ!raIJ*(QC=YEILDmgey4c#ZGB-7a6B
zb5l$P4gehipavEs$|m&@yDga;Ba#!mCXtVphRof;G*8%BAO-{#NF%Y#9V;!sjO9hj
zoA;9kz85~LUo_^Ei_h4@ALj>(;RK+ph<SV5*#k=nPf}mAd5D}2!^mcx>lw3ij0tx)
ztvM+U<I?=W`KAT&c(64Jr*y0`l-IQ^b#G3pc$awMcv|e;tWFmZNJtNeLIlxXALHh9
z|71QWo+!gPV;CB|B<iMPx)>CVR{`?|$tlcbgAM_3{1My#LMo1BeD1sc;l(t2=C$+l
z4ce$faYDn1MqRjVcceV;-aB=(8)wna%Vx`TDb5w{6=FchBm*^Jf?b2o15F=6?<x%L
zg^eWkisu<4-DKq?rCqD7hdt1l+BI*}|M-bP*&!d<zP(9yzY8~SRbqXwspWO+wR@3m
z;%Hcu2j>Bn{)C<!x%nO0EwTJu7spy}GevvOevN}w-hTlJ5Bkcery#(ZY)=cUwVLlf
zv7YbJDwY|ejs!h)fU*JGgWM!F22>?=elL-WPzb+r#XWE>NzCSkfTACCT!4fG#|>x>
zRFnr6b0rkBlODZ%6%_K>Y8t1=P>C)Y5vEjF-zyQ0AlVaxw@5BFlltcUZEk)JJAY4Z
zZl4GONJn9dB(eI2p+?BT#O2Zfi!OQA9&s!zr0h(gdR2`6-zX!1iU?fpk~BhQ32*pb
zog#&kA0OM!u=?L90ha`mKce&X9WvqJ6t8M-+9ZbHi(%ZQ<A*jm{Lddi%KaX`y}2*9
z)?>pXpDQiZGmf9uzbZuN;T9e(k8P1(HucT8pQoiyZeFib{zg|?B6o-IO9KN#Be3zH
zDU&aNrwxl0l*6_Ubl1;q(_LnA;6RD;g3+>w+h7Qc3_x-RyNU=Kf{a`h{=vVjMn5uP
zU(vkTcR2@0%d7{ZFd4#v4YHy=L0++=KGpqQ%gtqXl3q{eS#=8$#uQVbN&?~v@6P0r
zjZIN2tY?h)&T8^0jc|^rj~cTj#>c1GFnz2jt$}b*PzGuQY<^%MiRcG0H9#KpEoHA7
zC9yb6-K5RgZA{umj_>C|Vworj0DF32w;zuS+8JRag}GXNGLo*nM~~BAtGVU_>#L!1
zqJl>951+w5fD$A`Q?PbQgX{PkN3INP3}I(CB?tX9ye~S0aGX9HS%E+sKy(;}n4fe!
zdGmMwXAMrfQ-EULq=~9sq6iv(EX<UE|Az@CQe0;FW8|>QdoGkPwvMiNP?GXkTXxWB
zfC*&<5*-!cBgZb;^VM*c{GA)LI|nQDqwFFEj~(}2gmQ`(j=-9){g@`G)J?qmK4DH}
z*XRsog}q002MGffjm7b1@O(f_jIoq@WMr?A%-(9FQ<r6Vp8Fi1j#bEe7~(YuB_7YA
zd>`_C*4OZ0)3_Jm%*w#V&X1Q5UF;C~2DlD`UCHf75u+zB?ej17cvm`V+v<WR3+q}2
zNx<^}j0wSZ(!>B!K2aL-=77wMVe5iU?+u>5<Z$O&!i|Gg9e=!~4CKOi4?l9l<b40{
zPcxeK#5{|#topv@=J}C_aXAoR2s*g9{v-zI=L6MQSOn#Petn8vn2wp&`{z^@+R|jp
zS1E@oyI&0g;cJctwBo&QVMh((+q;`}m!;>CO;25&+;07fST`um2v~27+yr416W$O2
z!4V6zRX0^B?Rs~ib<LQvv%zsjRZX8MrZKocE-<fPW9TeC%7Ng$x=_6l4bSkiDkar3
z^jHgzdRlF4e{RVo5^o%Z7ZG7=3ZT*Z3UcfZmK0lly!7M&-*xQv8=5qtLPrp-FxCcr
z-WVZ)EHD`H(fji^sfxU{5)U{WqqCzQO%o0aV`d2eXr~9}1-<pa2V|iDnf=19{rbS2
zJ*F)CNB`yBX!ud$P(2h&X9NQ38M9%|KN2?>gpIg7aLqYWHp1|W!iHr8H-mOtLbCw*
z93Ta70w6#^$eN$p$7xcQu6VKQZe!WK%`@{eei0I2e<nb{^Z`T$h}HL(P6eMLf0tMV
zJU&;tDeGnQ$tgoV#bZAo9u@S+Q~CbzIDkb%ZI`LH0h6I`Xo#pWw*6jrv$(<j$I82l
zjC&fQBldhEeh1`+u>9&vWiz3FrlSgs+>0&_&<gR-yO6kjV$0^FshcTp3A+!oNr*rT
z%h>TSKwNFx=N6ncEeQFTf9x_ndu=R##)Kgf#J)E~-YA{D=yuI7W8mXNYS5?TGYVvV
zf?I;W57xj3cAtaD9pwms0>ZYQtVhRF_CN1(xKVlIZU2|?qqfD+iM$X;p$s=5b79j4
z4RE?hO7M=;iFu|;ZCA`Jr@e{mIDWs8;OB4%h?&vuV6lZWHbi`07;c%mW6k^7SsyAl
zkFnqKFs9Q;Y(j98AOYsf1ucBYna(>&mjev7@7PV&D_ir+vMaH<4gZ)2`3_v4u}Pds
zef9HX7wMQ%C@pfaWv)N{(sm;F1ycqQtT$>BAP0d=FxWdeo8%uGaeUbh^=q-y?&sy+
zCVm+G7KHynG%#1#pu)6JRu*X16nuNKdf`0T{U%3mSe+$4=7Jg>*82)C9RM!{Q#v3D
zt^u;xks4>bBcb2t+qD_@Ptcj|``U;MDg+iH*(}h(AnZ>DT7q4SA+txVl>VjZC3_)u
zb2opX=XTF5GfW;0-1OlK+eXn27mQTjK6-phUUrH=D|5+em8~v)RBCGf-ylTHhwdRC
z*?ou1Q`*s*7JbKN*{-TX{!X)8LWHnE7b#FNd?d!a=dHP%H1esNzOPww<Fs9h<PsqO
zukaD=M`-S&J94(f(dt!#JQv^Cs9Txis2zcLw-T5Oyhs9*V9=NalT_l;2BZhUc~)uD
zHdS!1L1vv#jgj%ax?FEYc7{-v2r6uh!C{9+%Lcq1m2hX*$3*MgNJjF6jOGs_7|5M~
zr-oh1fDphZHTS@jCjJ-IGxawM_qS(hkFyTAz!xHX*j&(Qhf<a>lm$iy)Vx7ROBw!P
zcjwo#o#o`Tw@1b*va~1c!+9kzv7sRG+S#@zoKCmKccItIuG*g|w@y&&Vd4xR1cJZ=
zwNhY%fF>b3vj(huPFNPVhI@O;vzEOwFX^KQhX##4I4^j84TQlYx~ZWF!`R3ep-Rqm
zH+<4~XX&~<n~Q^;4>8;3sS0r@i6TJnV~Mm0F}xjcVEiXW<iyr7<ZISZ&7ZzX)ruf6
zi{rz@3h(d3)b7>rDQnt%Kb<~6z4@Sh@sCM%RjPP-9?V6!%pf=bt_}J{ypf32HoS7j
zutt|_FV5Fje~Kh0-I(4gCJNu35VUs{%nDnIsZL&TwYR2po=IQ+?a86`5%E_dgqj3c
zQ|REmVS@~o9SidaM)+*oO->t{UX?!0HET0>m5utShRXtXR6tb}W^lreW6*#J421yv
z1|M10Fn1EGGU>?a_4EmcC6m@`eDlW3x<FgG9Q2|P_C0#H0a-OJquI9ch5}3T`*m7J
z?P>2(SH=>O0PTS;0%Vs!f=D!o8yF%p*pK6moe!OoyCbXn)W;D0iEkx62vlGo+}<Fx
zcq}k6BKaE|8zBxm9J`mEt~z$a{)B0^WyI1A{@q&#0f1V->RHI3iY-OvwndduLimM(
z+Vf);(gKRePPlUf?Nd+;X2dXI$jkgQax+_M(pG3~S!5wUZTd%*r-b^THi`~9@pwdM
z3|iU%9maelq$@oADC<_FbNQ5sr825zzbbqaiJ|d;?qKa`LT5-6&9d2@cMR4fcdcpI
zK5@sPbCy?D9~y_lu){_I+l1zm&>COlyR6a=Q%Q4fa6Be8FQu?=j7RL?uR$Rem=;(E
zMBB&_d969|@BQ3q<E8H$51TVz>CMk{yefbnW|&+sV68_0?!*BetL(;;Aj=yj5ALr^
zcPG)zcBOcD<6J8N07nSu3F;(Zl7UElzTsd!8!_j&k&D8nt9;=$Mw5v_!NMSj`oV1~
zLOH>WJwQ_+!(Lr<PLSV`zu0wZTYZ7<z0u<**$P3Bhy@l6+}{BI0xAQ|6$4aiVapBZ
zbwgyLSwUH+ZueW;Oy1eMQ~&ejC(=W)fL+D>(5%?|>dvXh$0m**eLNzLTWqF!<H?|p
zaYmoGq6<Bw^o@DxDjVL&HHUcYle|({vbgjJP6@%V3k(hfLxHdlUerW{^luqAb^gR1
zevewZ%nsa2tDbP71P_PMPz_E2%o{}3C_O+&xDLrSlY0&v^_83Gex;3n^7HDKg`#o6
zt`y>Xydw&%bU+Iu{s(LEMLQ33fvI%Lxvl3y@sNO!fd>VsmBY-G<L5l(BN>z5Z+g1=
zrB0{bj(dx<aEcxeA+g8+_*1}HV6{Tzdx=Ehau24$Lyad47mBTHtF10h#}2{-fB>Fw
z_iz2~ubkYI-(Fi^{%+=goI}zSc|2+#1i?BBfX<<v;i&p3f4?&}Y9MRV@+%e!Td!#?
zELVJYMQkB}03zH0dIyXg79v;e_qpsRb8qA?pQ~Gcm8tgxIGVj1grb2)QLu>Mt{c4N
zh3Jk{>%ViiB|AaM=5(CqJ+0wOJ(CB2&*H&*z(Q+?iJ3LEsXEome)dmKLEK5V_PnoU
zF?dLcPYdn$=QDW0=&g%~H@kw;B|?uD)_yOQQrjixeem#}!BV*Fpa2dyJXj|TqPk-F
z>~Yyu=hT-xk2$mDL#yJ-G&~{{{yy9nw4DIo9LY`o%gK%AArZT2!Ra&4QH)-n7`&nI
zh6Z$xXooFy*L1B(Idi4X&wSSPL9Kqed*2DSM7*a77Xo|y!6E@W4R{f3;<YnBnr=O$
zx+6;cwA}@X7v!1!;dmn)j$wd`3EFy3T<ZX(Fi9uQE)Ngu?G5X1-H>TFPT8SmfOC{M
z2oHy`b`5x&6LQj~WCKG${HE`1PE>r$w{j|co_2|Iw;@MOQ)<xK!PXjZi5M^R5%Q5a
zCqu4Y+$uS1!L}1xD&!P92d5moyiN!Ot{bfep}rKK-}PrFPwY-Tt?P7Pkwz)WqUEJd
zJ5I6TC^Q<OGr)B}h7o9@NW5XP|Izh$Khmghg~M-bu4%H*^$Z%FFW^JrtvD8k!^Q7a
zj`JfYN33tj2&&60+o)igldkP^e-H*Q%@Z6dB3ImIJik`X?V0mq|D`_{9r|_dM&uv>
zerF0W%J9ZNA6cWjHs#pd*R%GNlXdk|UUF;OhTRwhz<Mp9Hv}q*QL~~>XcvPri<?`@
zyEk;tE;*8E;ZQ!1bn0(tkr75M7^331zUKE<n^wz<zm8;HzSv56cT9UQPIw=k2?8O|
zP=&sGU?J0Ka^hS>@PDfV{j4jJ9e<AaGFUsX3a<EAF`#n5O6N)QojPCC9xz+>#^hwq
zkLl+I$pb~tFjyi7=bc6c#2M((3}AtlnWtvuoz?f`njTH6zhqWrF-`kJJYLzxHyL!p
z0%u92w_=ehs+a~8JwtC3M0)zhpgD)=5)yYFZM;Qy_LN8nT`@>J#@=G1hZ+ua0A%yP
zl0d`b#yZdBlw9$8b2#@vpzNrd-LkiE8XX^lI9kju;)~W<nA~G$Q@wJE*^>PQER8)1
z@224S7Xio0HU5}}quB!}-hg98);BiNH%4Za)LmPzxiP9B_IM~+Q|I^dt>5t^dhic`
z=nNDLNZ6gO`zhO^b#F=ub{1QxT#Jhz!8V?lKX}SO5Dew8{s|ba!`^kok0tpcSMi72
z)rOU4+8nksG7(EW=@SzMaRh=W=Pl>BIFrtPV(y!F{?^fH&zhwiKOY(*kU?dF$i^F_
z-%nrX)UzMRr(WyHCJU<0CqJ&)RW|5jp~B(;@rEF9WgKqC{b#>A?Z&qo-RT(hIyBX$
zv1NoLNgSyMU3vf@PKB*$fU$)A$RtL9Hv_E^BKD~{<W$>TrLG&>2G-OBI0kxAh>VE=
zE@pvv81M|lT_!+Z!l{NKrKPXVMz)^lS7Zg+=;*CDE;ro^r*vqHP<>O72!peQnr&#Y
zOO8pY)J3?+yyZ{d5PFP}^u1zg2{BIiH5e7qt^#x(cMJhLhSfZ1*&E~PJ!17(p7F#m
z`6Ob~&{#@zl?2Te_!z~Ey#4w;j_vG1qQp3#n8@Q~zwU^_`%kbC4BcmZS-^81;2{G4
z&VuS!{n9zU2Sy%ztku<^I#5N#(^$}k5qVorgfh?4BQ*?b4%APT8`apgxPu7sfc6-W
z{9ym+ljDV%NdZ#ntCXu3`!_Yo+e9C7z-NknBqH3ie#KC(&XCyT<;rgQ6?Sv@$J*IA
zpNJ*D7{f)PqpdO^qeea*UN(G>-p%%@-f^d9ceQxuPy2C^_-O{XwGESDDjo7#CL0Fj
z3wszVVii8eEx41P_HoCvZ_Ehy;O_*G1wwzU_Z7Xt3<516DbP*v`Tlsp-CyZaqe{tj
zQa4y7&&2`Q{cnr}tMF3D9@S>y+i9?BUgt04Rp)z)2xsgIe;f-BfgXawA>J;Fd1TWR
zKS@cy$!FG1jY;a^(XAgJyo9r7;6^Y2Vksx21Q~%yl=siMd%mCXub;79C#^e2;eI)t
zh{@59`M_L&>*0X1LAj>nd}i9k-c!`M0{X8<x!DJtDa$OxCjfXCZ`fFZ8WxHkV!1P5
zHfeLtv~{sRM>_m>#Y=`96;FKs$6FE@orhH2LdHbaxygIXtLC3_TiUutHgCb-FfevC
z0L_e4KQ5285i2~)Ie7QHFbt~tN-<!skbHi*F>I;h->?|3js^aPJI`G6x_0HPUCa^I
z7p<(9^HsD*{Tt&0m^aX*AJ>wQ;$~Q|W$j)$!#C^+Y~6uJ1PH{3L2%8mM2^a%At68S
z>fGw4D<+h#w#r(%YDPyg^8zk`_!u3K0SSIRvdMKpUtM*lGLJeuwqWDRP2?PN{A*CV
z0{j_HA%Vykwk$#u4pQW^W9INjTaMLnJ#}VOi`{wMdjrYyg{Z$E3=oRq3fhwl<w(oR
z$p@v6t-SVdeWhS10?&ES+j&?$!N34%D4b{OtGLs7pJcF+!`!b{UXMl+n(0pr4lDEk
zhY8wNeoV5RAuW67@}use$eN8uH|%N4Y7+`VnO1%nN8k$xCtQRPvNJF#_QCp!satZ?
zx6C{DVTF&|w1+|n(OMM*E3Hh>WQ)PT6AnDby_(+&DH~HaE$aT<x88H}*@r}K?GN%?
z&?yM7(ZW^3wm$XnvQLp7MK|Y24Rdu^*m&3~EBTpF44>u0!5?J8)eBo|1LRiElv%w=
znOBW&rE@dO+|}gNn}`(7pA=+70;wy!DFSb^5S?j;NJw&E*JsJORUeF$mhZgOt@bO0
zC}z^YopWGhMHUGJCjlTZ_u(MsJ+n+QTWqS_1{_b)tM^i$el*s{2M9qZy&^CKMu5X)
zfu|hM$8*q8g0^UVBsKR?(g=@3IW4Oe_KuDS>?>RFfZ#~c`UqM&#M1vfLxYf$Uuw2y
zx6R+5bhAow<jkL8gdkW-5%~mY4^gfkDjwj`7)ZuZ+YM~h%IBXRyN72kM!u|nD7{D=
zi?yYIj8^0u<!G1Ju{*QJnCMKuxMD*5>jKXeK7$~z&5A)nE7&l327O*UB&F!ymPo_6
z-%;^?bqPHmz8u&`aTf!DTS$1A1}BGnO8Pkbni~?7I5qqjZ+FbZibuq~B|s@Nff@kj
zgBrwU!TVL<=?vs<+0_q03u2D1TeEGE>91FB&!$Ka0Tl5)T4Us)x7)Eh!eW6SVy3cD
zA@gbJmFX8!&CKo|4OH0W)If|5mnSsTVmLm+3bR_;bGhAj!f4g;w9!^;zfFjZ8Ulo+
zvp~$$W7k}v?L(?;oxL77-7Ik!T`eX5Janw9;OF+CKyW`1G#ZFqu%3K(mWi**DCfMw
z?dkQ&GU>JB3QYbA;xRz07E)3lpC92)>e|^!?r1G~9Nz3!dtCTA40T9G6lB`ijiX#j
zZ!X-iT9wy(^>Kd7o6m$FWCOYY5Mgk&h2<11bku*E=+@=w)o9c3#W85@J5O$1ArJp$
zE|m=uO&I>c+B-;VF~^p#Z!@v@cvwqOUvBbzB=J>*tinP90gE;uFoNW(FiUb!@GF@n
zQT^TC*ku-l6=K?5xE(Lpz^q94J$6A7GYI_0je3Ti=lqu>Ww!2+^<gG>Tb&UXLFgjz
z>DV=f{o4<u=WCG*hvzb?e#nRAetmiBgE#=URoD$35b0Bp-1KI%OH*crM|~a}Hh<GD
zspy-{c&h?7Dxx}qk#o>IBBASdHCn95-^%kCwu1GwAlu2k7cV1W5IlK9`xSUd<I|k{
zW<M*VZ4ZK-nw1q&RBoA15g!tEa}4$xfRjux^`o{8c)a$Ro85DhO7h^TtuNWpxKbR%
zL)-8M-L>23e)L$Z+U5lM!)CQDS^L+XcQ?HEH;AyDf^rRzomA+_nGwI164g2T^@LNy
zx;D5(j0zATVPiPRk8uVFP<d=*QEsf<-v34)z2O_J9vEk1Y`-Ail>jin^-&rO+VNsJ
zwvoSUw#qu!DSefml*Mq@dTe1k+Iu*G@CDBxfX}g#0Bq<3Y6I!Qw#)YxxE1X)DG$3j
zRZ$T8=z9I@nL{vW2_LWoXww7-a_^wr2dd$8Bwb2jgT@jgi!~}PGtJ+8ty;S14&kx5
zzMQ{gj>!164y(S%KZ-H%<;u^by;Rk<Ga(pVE_}-e57z<H1f_zvI`j<<kZJ2Q-`2g~
zcUX-{k$yEz@p`fBO8f#j`j!a#ND9_~3%dHijU;$O4)1j4H-!%WQEqxwz&cqQmA5^3
zK<kMqF+K1MNeH+y1Z_Kf9|CmDf!8UpQ}-cx`Es?Hx(u(XkMEv4y30OVKay}k@bwY`
z1`Ia1A_wGA^bylWJ>P<H&lU0|ExvszU$sBT!@o%=3DR1Sc|x5J!r+D(IZ&NbT2Hvx
z?C`9ryAgf$4)JLK7&$nm=)}O$;fs9fb@K)E1ykK!FO}*hG>v#)``UQRVIc~pWmG^0
zf~q48KCMCo@6cZvQH>3d9?1*t>CfaQdhieb4x5r5^ixBb;L@<94xTDd!wE($5bW#Y
zBb_%NuPmQAW4(WW_Y5*++v)#0_7d4KfdT#sB=vxchJs8Djg9q~rc8t~Q%dRS?$3L5
z60f$rpO+KZwN}Y~&`@FChw{DHrEXZ1KrD<cOrj-q4f`agT^R6N{cd%7-=o1Guz*4a
zlFslJAg^VstAEHJRZo4|)akS8Cy!pNPte5J0O7+Zup<KGgJ=y%_~IgR@4n`*ceX3j
z$`wOxgHQi<GD)0Gkdb0g?6`<|E~ND5rG!P^Z2=c@YnmH6H8Q?!j%yW-5_Gbo?`?n=
zFZA_{z+;8zt9DB+KODa1Yjo2(UduC5G|$!i*A4DJFs7zB=H2`@l>?Wohi!gh{Oo~E
zht0N~6GHxqF*O7cG%DthI&1Qx7mW}8>s+*L_n8p}c17E({thuFAf>*gW`*k?1_rS8
zm2?cUq$jQF?EgCi+&93aC~cHRmMq=6uIKs2#Z#J3tXMIFNo2%e;jjgu!3ZC4Ol0s(
z5{9z+_1kA;=YpdllU{qO|2W>1?^)h5R1nm8vOckBQ4eOnre!b8(Ol5<)3)WY>x`Po
zMA1wrM`#B1^@!nxpZnUHUy3X*eJ#=8KB{@GS#ICyp@PI=1n!%)qWLp}ZOr*A=H+xv
zxpiXqqy(ZA^cQg=c}v~xT%;9_OtshHziVysa8fkmX#HEBfpDB1=}{@eWMU)^ej292
z=uZs08M=aqy#6B3P>8z~CA~|p{#ZR#b>`yaa6P-)wT?tp@Gm$p5_|&!+%z9mpWNFM
zYFyoU+gQu#=vz60eEJK{ScnU~ntt<6=j5p2$JBm$PCI8FdUm&%)xow~w4P)kt|zR1
z#DR(Cohx!bR`2I-RlVGS5Y)wA<e3O@c5G!C&GJjsH~O2#H$PjKHPv_KgMY6lMTk>Q
z*XfN>IM074aq^+ls>N})hZj5l8)quS`7c~Zp-0<{@-1oBqxD~!W#paw?|m0--;THE
zFE1ip*jg{Su1K1%D|4u8-I{-j12AG69#vfa{#(_&w_EkpjjIRy?AP!X6I{Zd%VHo>
zGb9x;&5%E6TUN+&t%@_zX;}B4Fsvg^op2irMB{WHw&UFE7)zN0XWLg-B&V*jys$?Y
zaQ=xCsacdW^K59%mTsrunSzl|?ky`ikb%Dk0m-f*+ioCIv%<|$)8@3QS!^_ui8w2_
z=HV`;M&-ZPMWkkJvn*vU9=bfUI9juEp2VZ4nPYzwtl3}WiPY@%>jhQ8AzC%J_q4nv
z750ZO`SnrvpYlZ0`|s#;i!!wb_c`q~KdQ5|u5_5Jq5Tsknw{G3umik@J^L(MWxAgX
zj7$?;A9>)PFwx|uZT@bj%Gf<UoH25rPm%S_Ly6{T|AdL=rgy&Dxt&)%H`y~)dF!pn
z3o?zzi7L#WYa%*99=FN1*S0On+Qs+kJ^h$NGW&5a`k&H72k6TWWhMTo&G|;X)pC&<
zb-y2-tH}N*Omu#xx?iliA)%LfCH-<q$wr>P6LT0*+7u2Fd$!rw&=9vp?w^8prp{So
zZ>N$~U7+)Y)7BeSKU5Tsp-^y)%jSU<6XUY%&rXq8H>dBYt*z97KMnv|HU)Qzu_yKj
z9~ZJDiEm_|u`n}{BR9K<OAGj3vF{IQ_~UoLX%n!Y7wQV9lMWS5<Jon6Qfob$boEW$
zzhS2E`UD875&3%O11m`a#m5gfW#(M<J+)D`N%LPY6C=VsK8q+y?%z`QV$8>zFLd_y
z1tpJIy5*lJVT@oNbL_g-{`u2&%C>f&T-<eUap#G+f1%*>dDsY(3ip547;e7KY6ClY
z_XEWMQkN^y_afRcd_7Es%Q3%CC70^T(DtaVc+zU8Ynqd*FnOpftjdS-Gw6#wn7nZF
zca#G!Tj$lMZ4bZI7kzI(w}Sl#625bYhVaJ1*|`g-XPFrzGBq<jZ9n@t78yr;AQ)=l
zIQ@-GiT(0k%FL6PeeLGbg#*Qtb1&6|ZoRW(s2C0xJQhmm2eJ0+>_3#uYIdA*;Oozw
z8DD8z#@p@{3<Ux%hAS{2R`AHPHHyoYl=@5^IBer(7#HcgV28pV2%Z6WR}v3?Y68!G
zvwwZ7Is3@rqm7c$N*4^z{rSDIAu*z6?*xySl%Uv+53HuWsvUjp(7rjsoQyEOfjm)g
z)!FscTC;J*lkFxCC-}F!AfqeQMEL}6tikuDWPCh%YW881t>&L~F}ht|ou}TawR61m
z(D49*0CXS<U#q0)#!!vhs2ekS1+$aYD2CxHm(Lgqf#n?0gOlikv+#;Nv1*&9$>vo~
z_HcJ=3xD<a)(Vy2j-o67$4_v;gFd1ki0VIiFlR*H+h}sqWXa!K&h7iEFz|o;fB^9M
zbkQ#;c;~MaOwxH!pVjU4#d%xNo5r3$yy4(k2-WNK2qm5FGu+iliE>d}l>5?BZlC`n
zhDXUB!eDt(Pjn~ojBEU#jCOsS8UHQ)e%AOuMhlxk2`w4%NdI~6IjOSrFZQHce4We{
ziY^2j3H2R)Jruv!4mmmWoubLX?{|eS5g1EcyO|L5AYzeBdKvzD0qUkv4AF&!Z~mR(
z{R*ewJ8`CK8;scZ@WNcXq)2g7gF?_AE}|n1>A3oJO#C(5=BY2NLNdAqWYvp4lY}#Y
z{YoS%Yy?1=U+gj+ruI8R5)W>DcXsRo-ATWcx84t47VZ1?UpPp3p`^YkVq%#T+_vnO
zY?5_E`=Y={{rqzq?FPe8wgWaq4{8pDaASRBqJNCumxfT*nX0!74w=f$%N;%c$zV8k
zhaRU|u%U)5_Bt|fx9`h}Ei+thlsR1ca(Kp<!61~s!<G;osEIx@TXl(iud^jhFKkny
zlBK?nQOw1wgF)D11O$JE%%dI&(@%d}o_JL))GMO4cir=|vV#GjrUmFG^o~D97*_Re
z8L9GCf66K4U&EV^Z;EQ(8P)R_$RDFKL>^`it6y>b*TfxtTt~{xAd20Ox@m)v_zIv{
zKsmr_KL>k_>b9-1p}O9&UQKny#I?PYS1Tk8jsA+oUfYD1Y0z~<SB6YRuEi%#uS~40
zbqZR%=S0!NZk<f|^1*m;XEF#YBa0(V5o?yVcBbA8jnSX3KR$G5-fy{C+ImBf;2m<B
zFXZN7<D>v-S*x*Rb<?E7^R@C_7LQ%J(XP)H`6~kBli@RwkoQ{cMB<hGxA@o5x*FH|
zqLP-~ciJ`n2TXK76?q^h)z+}?Fk|(?id~MY_SYo};@=HMg4Z1AbkHt^y?$LBSlAnx
zku}?Mr1!754V5nA?T(2e7tr_$&kd@~;PLUG09dUN>*h<XIRE3c9QAn{&u49G@Xosq
z6*Jd~go(h!Q=jNIm>7d}p<&869|egI^;1q)U#U27tmfe&aU4)HSXIMcfd!A$gKD$3
z!|POzOtS2<x3AV7sq_50-5IGKi~-dHtS1E2g+XmXT5cWNuKV-Okq#M0!pDYd*48WE
z5C?>kj7{`WDoY>SMKeU640H?Z{OwB)RygeZ)(N8ENICjHzXu!42US(@Ry^$1pdbT?
z>sa-#Y{@K*+oyYXnlJrWZ6YFUz%mXJ#?VLl1#*JJGOLa%9|@6tHG0Rp(skGN{!<u}
zj2J}km{|ORv&mw0?0v>pn^c*;CHw#Ry`MgkH>!2*EahH`$F~=ZN$pqC3b#*N^Y8Bi
zDG1do!uY@Cw~crgE^h4FGWx&sjBTO}b?5}pzy=;rc+HJ$V1x`D%UjzR<ZDX)HCraT
zm-hCUyzJ6{iW5UaIuEmP6tg)Ux#WG?@(!=_b?!bMel<Tu6siABK5}5~7#GebzIORI
zj@<s!YN=CbXNBY`Y}p>P<WQzJa<3tDuZ{MV+fC=LRc(zd=>2cac!&QvOd1k6`Ob%;
z(=R-~$=KwvU+q5fE=^IC@eh^4(??FuyB_?u2(gp2k6JOWPwnRB$`K+4?vL-$B@`{f
zrO^YQs9y$H?yBGSL>SX*%DSys{~90SG<-%UD|#lkbkXx(epY^-gVkjr3oM#H=;C4+
zF%heR`xm#C$shb~5V+Fag{zyRUDfsHFJm9mkoWJLsYVJLc^SKAmTu3i*uAoInwU=|
zmKOh-f@CK2X?}`$-#>5ki|^?Y>g!#Kf~5ZZao<3O5n22%ELg7zl9yYzVjEdGYpvIB
z%l%r?+P?pQA)~Lkm<?yoeDaztX!R*ryL@4Bi6}@FE-Mfb0G?Bsaq7R^v`WkQa~UJU
zVv@GETv(a7`ma9>KBggNiX*!2Re#%ks5&uVQp(5A<y~jJ|N8X?ePmLv`rMiCeOsy(
zm3DV~O`3ULZl;*~CKd(^V}lWr$w&#?%F8gMI6SX;QZgN|=9YgS#Rg-<R^?vFy!P)}
z+Vs@MXVRgL*?T8-{Cx~$WYTci?*}Wa{Noa5ywGQApT6?UeZimKf^>z&p&+lx)%jDE
zovL5GH+YO>Kl^y`aiy?0AyN|T$s|}I2hS)06R(fFl`<YnIl1TPXh|jgb8fbQ+;d$K
ze+n6lLq2(T7L-iX=m>bsH1%u#G3icbswkI5HwjpEw00o=uy>1N|EwCr?&AD%Eei9C
z#AwSgqNrCKgp7;N;Vyr?=IvcurKBpQD{|X14-E1Eq4-THScw%ryt3Cia$39E?=^DA
z$TD`)w^kgA+9Ap((Vxefs6lH8xH<)Ul!=!>al_PjG12VZ)f%HMJ_RNjJq^dhYYvHW
z3$Y)---o~-_*ieXv#if;lkMFDIzPAd6`b=N&*~k#eyCVO&=v>kqo6_oFVMplS!DIA
zCXX}r^jPb8d|LyS+clLn$G#3h4!z|F?uTK$Hr8h>E@%oex@EoA?JcNCOrFpjBcgK9
zv4ZFgB$@E3Zmi2g)Sh6hN2W57`5&V8p0c;wCbfMYvUd0i3#-KV_k*PqR|!C~7VPrJ
z0zqYp<@wF>1H*Q!l*U?AYi7uF<cftk@La$qLZDjsTP;Yb=e^lA-?L6ICw0BJjBtWd
zt~ZNnBiKlN!P_NROO=2W412E`NY|w66E1n4`d+|txwpVbMkY}IZ1a%Of%gQ&ZWbBn
zA;Xt{RhRVEb^NyZ^KmI>`Q$fpu1$Yn@V{t*Us^$)@0`ecDrH|3(R;Wic;xEcb&`{Z
zuA{K6274eA{4p_3`Um@nU79bJj%(bpZ(l+;_rwrA0rz@|J{k1sx(VjvNmRR07ZXn|
zdr~@cjO`&WM)4mbgWX=xK``N)<UO1Gthwe2$)neqI?5QoeDtKu^1~kpToJLZ8f5X6
z-3j(BCsaZ_O#DB-P29YvX!e*tA>e%zaC-?nIWfFs+}cBoFXs+Nomi%6*}puWD>-q<
z=UAT#+N+C})#ywU@G!}K$2sdxyG%G-{Nv8^*YbzHAI_G_`wI|sguwPV79IS#Gc2W|
zAU*zlmDkj=Xdt}jL<UH17W|Nw8v;d}1MtPeFR9@N?Qkn%INpAPpUU#lCex)?UCFRG
z;4~C0q@Lm5vk3|StzhWwg&gf?uP2zluTQ(z`_)e`N9u9KPZ5WP=^$4Gg?SS3*Lqx*
zOSB)zy5zsQa^CV1-+sHoDw?QX^am1jH({HI%w3kNq-(lV$=L8-&;ed`je39HsDBR@
zYxi({zn7Y9nfvP~{mUnA(^`pJ@kS?xV!%PcTA1;qNzA++zddOWoomUBus&5bF8b2*
z4M7z_{|6kYn6%`}O}fMkMp*VoCxazF@=jeGs+eFgh^J-nhZrwvv`VBEUPybY+CF+f
zyV&jJD*shO1&M(;43M<&{E_sWoMZtv+eSIS@bQYC{(EQZV*l7b(0qWtvX5Kj7TZdV
z_u*-J>)&OVtA;IDvRN?9e5fP<fseny>tvwChs9tbtFyHq4r@?c7STJxd+*lqKF+KV
zgCQvN#RbeAK$D7ISlW8Z*epRtW~~4B#XDl=7b~6{Ybat&(XA%#jbfdmfD?i_9LPE0
z;Q+6>z6@Kdkglw}ay!|Dv?XHLiON%sT7%_+w|24qiU9EU4ZzELAYBFT9|4mNTA(cR
zCC@Gzr7}X=krVSQV*Px1i|_Y`poyn*K`SZH1N5&S;O%#&#&jxjrbW;HXVS34^9w0I
z?>Id^5MR|F{*PZkd&q<j{*P3N2x{KkK1|7U`Q>oO5xmdAl_DMyn>qS-0`Ut~0tPrA
z=wHPFc_Pul)vkWr&E`qRC|&m>)2-!uE`7GCOBy1a8w9UE0>y=Y)&)~zzIc>)6Zx8M
zX>GevPI_YM&ssTCxwK(x|37{L89SRzKcbSlT_NMemQ9k;^plI1d;SeKG#<&y9rkJZ
zy{vm-D^Hj`+WzeB)aE#^f8mg*mm~A+w!fc~FgdcNNJ{?0vY*di4*3{+K3LSO2i3w*
z54rlQMi4#L*Wl&e1@mXVpsbpy`;+L{1ZN9+OuR!>_?qHo?v7^xn!^r$x}y`lwsb0U
z?Z&r5WMQ|?z_U7d8)g_{J1qWp$|^m#`JbbE65{;W^(F0N2ak`yfE$#6Wr2eOovVv=
z(gfKXTO@i7OfLA0$aW7kd?zCA(7}np;61`76{T6b8eSh-dE=$_o(1g^1-5xZjwAs<
zZ=Qm_(AjDdh2IMH{w&qjTmIB1TOoJvu$6xw88n`tj|1oY4NQ>WSur0y1Pu+<1(7ma
z4+k|)Sa<)$U!mw-UZRf`xikKJxl#6urc`r|<+a|*)~z-{BHkLG6!;4!q2RSCl)W^q
zkgd*+w_Q{`_n_kjUq$uW=&T_g4Sn<ov>g)f1|er}{<yH>Wr?ff?uN>Wg0TK4*Y!jV
z3z!J>g%;5B0WP<J%f)cLK~J_|!=$tmP93vPdGuv{T=Og}Qvbpb_5f@3K-;y1Z!#YG
z)N|>9kum3^-Mg``JPd*Vn>=*UQE6E75x9wm-Pxj1^^9mV<o1W<j^m#sT6&&~JQ-eh
z-So47IV4fVFKC0>0=xw*dSw%L+$M;k!<`%z?+)k5Y5Ol$J{h@Uso~ZkM+Mxa2d!P8
zu?U(bI9U@anU0XH8#g&WnmK<%oJU;aq7x0NRpW*nP3(TMn9Id9(*Qv>pO<^DUe@B>
z@v>cN8P(<IoM^Sddyl=u%O?JAE5XJhpBK*z+4u0(8^zOmkIO~Jr5#x~Ye*c32Nu8_
z3#fz0TjcpAt6e4&%qmn@6&L8Q*1G@tLx;=|sql3QoPNRxjo$KaX(uCGr20Fy7c)*P
zXa|^1av6*PPi&z5OxR5|VMD*n=LreJpSann{CfZBKg#M&oy#W=2`+r$bL(6<Q7*Wm
zi!Cn7qk}`nKzz=gk<aNV>~zT6+#vnMsOot7aFfA;S>SKcfMzy6;ID8`0pjHA0q0xI
zKllWftz-7A(tAm9=@KUnp+Um<V&cv*xPL8dRg^I--#PoM<kXvGxh)6xhM$t6W~&Sq
ziDB^t5(`hpIGuku+I&NtLtcvf(r~@Tac?hW{~L+q$audl+}3?M-i1XgK2tHLE>}Hg
z$mf9+;_uTD(frwC753}x4rx`LN!#n4UMO9iVV(FVNcaRjs(XlkW84htNUQ5}yIx(9
zOk+IJOV!c&6NGk`Ay<p<9*w(NX=-epU^MSp>;|t<`)UV&i&9?LdBU0@ui5$CVBbGH
zJ-hAPrI-^ZVqbl2Z2t@7Ur`;&?eXc##%-=wVy50--QZN4S2S;k_dq3z!;!KvWqW*N
zX6=2J9e-B-eWL!;ix)-h0jP2E2k&8mTm!sz0Kyk+v|yJJh1jcSN@kn(OFb=52}$~0
zysjxZbnsZ&2FBo7NCRUdTu1O&0JArAKz9bsnCY=9NIm!gV!6xGLNKzpPj}~#pFn%K
z(XM2o0d`Jx<6ctq^cAmjN1YvgZPX&FZ2iDs5DZvgZ2<rCikOk0AgjK3pLN~)QR$T2
z16|GO5?3#Ilk<lF(QEd4MilW#<5)p`CDrUMb8BYXwDo;2I|>t4Jp2a?G3L}e%-uSc
z_vz?*M*2eEw7iC{V}JV=Mi=;1Q8BGoecqf?5T?vb`?64ddSs%;FO9w-*)MiEPlQHR
z-+yv^l1-HBN82Q&w3h;&yie>9whx1#<cCm~QU78DUi{HIwZ&<_0#(cNGdVHfU~ky8
z&o73UY7v}_^C%EZqtMAnoyBd$v1UQ5pB00y`MdMTz~}w0LnaIU2rYVt6Fe7yy9Z-L
zD_@DLpnf#E<gj{*QgOcW{Mh+J*Ar{#gzccfOF(%B6vV$uL*{JQCADr3+hy&IVPBeS
z?+q#rgpxo8Ct#6+IKUmkUR3yyApR!}<`m3Lp5#Ss&O0S>dfCZ*7n{#hmJJyx#KLt&
zwy~eaItHqq^UJs)vwNbw`Bm0yu>u)1c&HrWF->8@OZ6s`$==2YeZst@K?`JFhfg&a
zeL8rlc^|tYcCaiCY+40RZV(n4yRdcV2US*aRYg&WoJLi_(_wVCChs96FCI~2w;<4~
z;6TZV+l=V0(2S`dSr3<Pe{as6H0{I64gXCzsp~0!YOCAe5nu)&n8ko;kg$M;?D}Ya
z$>PwaRN3(_3Z1?*KR9>v%l{+n%j2o)zW+}}$<Q1{k|B|K9-2s{ga#=}3fDa58cPYG
zlFU&`GK(Ih2qhIVB|@mAGNd#LP0DZWGh7#azQ5;>>h-+#`|f@A*=Oyw-fJ3<bAeD3
zJf#FC#!Vr{HwHZyS+~^i+X!V_8pO}z&-j}h{Au|Fu%aTP^gHxYv#_UQ4~l08Hui6r
zac41oxm9Gdx(jE#<pdB>DTC3H6tvL0TO7a2zF_kime}vG+N<)<#^+zJO$5OK03kr9
za#8o$EnTzhLu7=S@dN3H(yO*fO_?)6#vv67ju})j!qse?2zcSu(ad&OQ|!Lu$9L?z
zU%ot^G}~$7M0k8UnP|(jmD1bq^YncF?*mOnm0R)Fsz!~yGqWc_QPeFiPRXn&CG7Yz
z4vjFqIhEZKbBc#QI^R{l*f4<za6zTdP!$#MgE1&cEc%CkYE<Wk&x@}=&B?SCYL%ir
zo1kFgsRUGV3KX(J4+t_HlPO;8vD-MR;Ox7@Bd!<cZgbt;)iPnBu8?+2UFpnn@p|;z
zzm|pz#gbO_e2oi9dl?t%JMoP(Lovs#&t#U+mX*YhT--c3u=>Bdr#<~9PKD=g<5wX(
zBw^`bZxp1T@X6Mi#`Eb_-MCLHxxYu6<)1h*xdJ^Z9a9;e7y4%O{v!^IXWE^DLn8}U
zJfHMn&W_HgW}O2~MV|S=%%)^5qkUy}@n$iT7fi!SKS<nWa_1rm03Y2L6w`kUp$3oI
zLbBZVne_)|u2+65H9?V}I!Z#_cT^INy2&^?y%cTVv8`2|v#ZWk-!(bt<I}C<pNt4-
zp}18bOHo&bnnjJt9qz#n+X}m~vcg3)7uv*4P&>!NpesDeSO&>ZktWBh+2LIE!AWa~
zd)?2=+6FhbjGvGo$)UCj!FLb>6q~bSQPE(IM(WmgUh`)5w*NUF@A=<k9BP3H<ta)1
zip+7t^5$5aVTpOyle<PoH0eIetKSQzQ^j{kix$l(4}yrSC4?lIiURP?7>C*8na2hc
zw<i5nYwTRBRra`8dxEQkfI@*IaIO=3i_o&lDk=(A%CeZ3pqu1^?Flt?cYC<^x4WvC
z-IJ1@yl#l_!xPK!n?}J3TC|GTuthdyu$|Y~(4qfiro)W<T}d*Naf-y6;iTf51$E<r
z(u+B`(2&JRC5yJ-rLZzYZ^AW$)~iJH2d0lxGK%}_%i8DqZZMy&u~&S*b=Lc|jT7wN
zaZv2=^Jlc2MFUTg*U&q42F%h|hx;)FE1)xq#w!D}jBElZ7>)MD%3MwjQ!ZY+{1WS1
zfh9Q^3x8Lai_h%PouHx+NK|r|ZV#0}@ls0W#5F7jg#s<HThm12y|k1E=YFlqNmFh6
z{F?iH{p9UYW=5JTDwxU2saRn~OF2yv%9MR$vrq43&wa6;`#GE4WULCxnE;j_%0MRE
zU&ncQj`goYv-^HOGT1)d{<#RxzW~IYMs>%gW8Izp8OeHH5#9+um%Q9kZP94SRy-M}
z3daT|kwE4+)r|Yxu!J3Jr1;8$-R6(wQ+#TL4TB~STxf$-rQkADAzvltb6P@;mw#GH
zhiB>QuH~k?dV=yB{xumMJp%RA+{c`|5+Vg7!Lv+Hv&f&#^t~?r;Ly&78UKV*+AM=g
z#AYPDN~|B@@D5oo_RZT_%b&MP%;f)s;`cXsZ2-N7Dc`k!^80B3Yh5_|yrvP&eRC7v
zOpqkRqf&c=o>>XIHf8a(9kZ-CPGZl4F3d=JD^^`P{r@+uGIp!&6l;@~viST*=U#Ng
zDQx!3DEIyUp;WO|?@XGS{bj6bzv%G>yDtqY4UM1RKAF5iHOx@DIix7&-GVZkjDSd)
zf!DQ5u1_E_CZXhHQ7;dS^JAWV^UhnR*>#>>E3>?v`Sw!e=Ks$sp;{ZhuR!W*9{VMJ
zbj$gmJw_E_9v5bO|Gm$gDar=_DnX}Zlt{#A8?A2EEnR5a_$BXDsQyuz(%)U)6J~?c
z2^pDYj&P|_sq?Kr+kCTk2vzSjS&dD@43DcX{xjjeL5b6lJ&oF7kflONz5{i)sI(Hf
z6LQI@-qXur&pz>oRtjg=IZm9EgcC}xyc(9fE{4tH*C*}`qQ*{VTBGcPy7Nv>z<~FW
zYUstRR1Vs&FGzUf<h{Il-M#YRt5xz-(vv14i7-KMAVE10ygVGXH$Z7#QCn7lH$6zV
zF1cyLZQldc<55t4AIMYW0K_x=ka$xyhYn=Qs=ex=7sNX|DnfZ<u9&BAvfXH%fV6<G
z5bg^Ur$A(vLvah(m;RK+$CY(?<$i4~VIMX6Pb@fWU(E!hr8OQe$RLk60_M%OnIigh
z_rlv>;|At^|Gk>3*Gs68&|C`gf#E%%?%23QmdE9&g{7H=nJUI+P$d*|Oa8RpoVCx?
zFV&i}UX=`(Fe3q{lzgVHnM!6Vs@UCE{TYGJgX`8Cs&F>XuHS&E=e(cr1CX1JR4LR$
z7MnKf@g@GP*5-{-1H%QTVKvWe0&o0t_&COD#qrMRW`jKq6_MfTXA@Plew~e1n1FIb
zVOfquhaX}~p^aRa%(@Df<|4B{ar#%MU1aYNRx_LcBWfEGi~?Cl3cW`Q1z9z$a#wk>
zeekOtA9x-LU9PtEJJb1U0yTiDu|tb_%FjVmdmESkuZZzK=f0L9T>D_#gL`%bmOQ_l
zeCZ!2EW*thFBk~Xsi-6*FdV23DR#;%f95NTpo?CE{X?;ay8rFlad*N;Libc8wD)oM
zc(9_|=*UrPp8JlcivxI*a$axxJVAFH!(r>=58M&C?O3+NCD*}h>Fw^edna@ztj-hY
zG=}l4pn?s5@Lb$hwB`Ggo%Yo_Q72M_&MQpdNZp_mtEGpTg*)!e1o{ws`RLSQWzDOq
zR~|gYcR%{%^G`u-F0;<t#EhQ}L7gn!fz?HQd7%ai6k4NW#SZPQr-Xm9b2mM&i67M-
z^j-XIf~tXV6R+Q?EuMyUc6%<Q3K{QKNUJu`D=s-Vc{XqiA(k9(^Tsr#svyrL#g4Fd
zrrELz!%p%sISnQg=v*`<;n9ZEO@y2wb4E9TZEJPdoL4=pZJ+e3-<gXojGb_q;y~or
z#!nCGGYOCAsX5wGdj02u-986qijAE7sBk7{*W|^*rh=jf0lcUr4(7^|kf&o>v)cHx
zrDDbz3H7^$tFBMLpgtW$3nRRKuFfBa#<eLu$)W>tJ~bQdmoKor68Aq4<6K=@8zKc}
zv#2<*B!y->%o1FF=orVW|AoW$oPOZMT`-ia@Yx32n$?ohD|u;xsp|&)m{5`~bRj~E
zqhp;hQfpRa?iyNXKWp#obdTLT1`pkw@cRH^s(?i(%4*o+>-G8hNk4e*R;7!7-x2N`
zyy4;m?i|fUaJ*i?0+RC?OY6q<<Y89y8#&8r{VPkKEoxdcc|LNm--(C|eqTTBI_2Hr
z!#4P3<~F}M6Iezx2T^g0j(id%E=T|D&*?R6=jP-{(q&hsF4rkdnmTzBCi3kMH*Gmh
zzSb|OOYLW=?bR7avj-+<;0*eba6{l;7bLIbm9ZzB54bp7T)GyrUHxHS?Db&*ht9-T
zOZY*V`m_S4)y(^+l6B*k8BG^f1uYL!eQG+RY=Zvf=Irc9Mgvio02$%%PF~w`dE+mx
z6+2ceUSaBV`&-mk;Rz3j*JvfSpR%qn(K&&7FYcdf7n9Pgwb(51U(4C`6C$`!gfeki
zAx9Z_iM%o4{@c<%vmS3t3lz9CZ%B0!ZQVtof6axoDkW^=!QjGs%eXcres`kx3+o&+
z`02iM!f5yap|?1QZ@fM|aou3El3l&B8<bqm=$%xsi)vyKOk&wT8Aq~UW8P%^G%71u
zSb}lGlkk#tmrPWnkk|E=Rn9UI%MMvjaB{eVq6a4ilMmOvxk_Hs!Guq<eDkcBh7|dx
zhvO$h`GQn2Y-cAYBJ~@+Zv}|>&i&lw)S1zzCe`X=d#WU(?3$>?cr>HjFXMv3H%AWZ
z+8G-(nEZB~%{##@_kPb{Q@(j(f^73bqy$q;1UhJRtWQw+!hYFp`#+|8JNIny_5AqF
zX#!UUxXI;%6yz`qbNd?~+<O*jEEJYt{VDu4@Z3_5@rwl{vlk*k?72siv8Y%=pLL&k
zK%eqWV~z!r0J#5^u+ivP)r(I4#?O&T%XAj~*8V^f`5O}SZW3aA1d=t&*6%wXxS6R&
z3#vKo;V=Epv#@g<1SOiGzDUs8!+|=8Gwp(dHx(O5Z{WVMQj|+xE~Hm%+87AM;h>i5
zL@j8P*+!fV70fMRrb6Sx#a5SN`;Xn!YWI3p*<&<@19cg{`N=*B&?3QgF8j^k%7HDy
zO-4CT@**|SXEl>054D+brIS!rrGQAY#J(4Q(2lbDzVv$VEq&tyrk7<>9z;_!K*=8>
zM}eS@QAh)d=J)!sKD2R-@N|w#bN{@XdoIAj(&H@yLY_CISi!zQSsF&@;-KKQ7jacs
zU}cl()%R}Gt|*y#icEx=OF2VG6S%D5x`M0)%!fz$<E%Ay+U6hchV4+dIn$J~kU{)V
zM;rX<P`d|iVH+rQhd&?Tu{>U)`BI@-{fWsg*2=Fn<(X?@k{MqAF)RdqBR&&e82XDq
zF1++6`uzMt?nB2$^Ijd|Z|pXnZ834BsL~spK2%PU(i}A#RZ>37$E-B3oSAy)f#-%d
zuK6?nFBns$13K36`JFBHD>0cx@vKfli{E^{<HZU80z<V45LUSA03<`X#v?^*akWj~
zzp~w#<JWgDZkpAXNhn03A-f&%1sG3<{MVy@o$8x-w>Y_22<}>b?AN-92u1`Cs-i))
zUpbm$SAC+mB}`p-5$9W>a!gUWyk#;F(S#(cq_M1|qM^`uX|TGuo#Dg1m-%-ub)EzO
z_8L-}&@03O-hHneGJSH(`IqRYD{aU9OimtJIB7f)rAd<A;4!Atu~sF`&|fJZd0L#>
z6|zP%rnc0tV3^v}dnTlWiUQKr90*g*TJFv9#K$>nT^1&8TI$)TuO%c)pEw->qgVti
zD6i-+OWvxw)}pFDe&JsI*3MvtgJNtZRJfL@)3b^i=Kf<raJ`?c|0TYM{@0_i9lU$P
z8H_W9Lodkz>Z70+MRr%gjIPSR6-n8!VTz-WwzVO5df>i8_a`oqxXlTR1of50C5OBP
z%^Vx-3VHK#T~zGtJf3~ZrQ24o%g@Z2j0OZ;&@N^W+JKA*;sdz(u5>}w?$u}da;?JE
z19eA=ibMZSgragR;9mt(5v~@RrGk~JBDQ_Xrwx~;7Oz)t{NjE7?s?bDDH04H67`_S
zJ4OUxSix6I$O!1iQR8=%tIv6b%e}e{l1*$5(JcZKC!|A(BQSp_edh~v^;wPi_^lW3
z&(n6y6?M#Avpab*)&t_uNZ%LD-5Hy2_HBmm%Jo=4hLC3Ras@6YuRV<LIclZ&!x1}+
zAgpygkLp~@BmDAA_DjY-xYx9IW6H#Nz|e(WU`RQaSHd?&&RkWVW`*5+$C?!or}JT2
z*yqvnUp;hOi#mV)0}F0z2q{LjiHLHumaki;lnd^XZ@Z-2Q^PCx_~+Fx3_5{YC7vt=
zGJ%e^lX!hG$BZ^AIMzSD@TK<nw&S~{XP^0#$C%9xcsSH`0p2<h9*<lz$OhT=`$6rE
zTRu0`>W^H}vgTQ#U8uqct%dY2XOOZaV+`y7ybElIcM8{Vvb{`AS>~>y29>FGTxkr>
zi3A|oh&L-4i|5!YwP@%2^KqfZJHBiG?O*g?{VrPW*y8YMz;{YmIb@TEKbZG{A_>2b
z&!6c@_n)p59{g1@ab<9lY@psT`g*9Y4<tA#ILuE#X2-Cr{EWHpA5Ir6?;T{^*GxPN
zQo)H>hK<SP9jj)vEOJ^CfAzp?&b(Cq{<YKsi7I0-6k5c}Q!^22HTn#cp)-KI5@xDx
z=})_}`Pik{l90yyZvEb6QP2PV3xqS$4LXv-M=|z0s`5~XX_>ojLxA|ZbiEKUy|2-j
zyUDV*;Y`1R`rASJB4k-J=qtQa5*}xHrMOyY@Yd*;A6J6bE=V4hKX6~X@ZVSmGjmk@
znvo%hsT^=v_2_V#mHXQCT|0v-RM<^z8ALZcKGU>}-d4oE4SR*%|NESG?IVwP8MUa_
zbFT1rIZT`r{M#rh6$v{yfT(hYhdjpdy>w;a!vkfDABCLA-E-BZQfi37cvCY@0%E%k
z(mb<t9drxAvhFO~Y`2KL;g|H}>2L{72S*9&E`h?nz(hc8`si5O+D9pFwAP4}gace(
zikAFbxKkyN!n>f#xkPz1vMd=5J9I(+NXq#?gKzRzWzA;U9K1BeghA|#jmOfIv()ml
zqP4tEo6y|Pw=L;*oy+hR;=>p}809zXY9%Oyu}?#4!}e53rCeUmxE1h`M7vaU-D7s?
z{PR|4%!rhp6Qt&3?9OVhCSk}}EGaFZw5P3`4b<hfwZPUac^x#YTO@6AU-#^^rlWf4
zi_S6hM)ZToNrF@~BFGmNgtGE^mKFP@_R-AN2R7HzbXv~m&t|w+C<GoL$W#s%s}QK3
z|M;en=$fEBdC&VncZ$ScFht@wkdr04Um!IEoZHS8w)kCxts9Ewl1^gxQ+UD3C%5x(
z$yr{b0qUVBG=9A?PuYIu;OyPWwPHe&JeRowJ9<uRd;II4Af{qhi~anCEfXE@CVaLV
zG1c1PfAz;YhE_~XL{gN5`;d9Upy%fT!V2_dzYJ!q2{mc!_#GS0kiiqcOj9O&$X(r1
z@-$HN$t6*<-);sjGgBD8h6$*D?#<PYxkKh=I;YkR$s929d8q2}Uupy6F@Ze<wg6>u
z!@UiiUs13gRfCOV#*BlWJfGA}u0OIHaPeO7=e;Dur4F1G>gvSkh7MIH-7sm*ye+}P
z!@27UXYQ&SY~{Uv&t?zPOmwmo9YjvynljeDfHPRYp`}0bNZ_@W0?p9ssfDSG@p%17
z_;%b~P%0_-sEAN-Ohk13S6YkV<MVwL2ixph<@z>=oS{I_`3f#|7dVpe57KcfrnKg6
z<leZo$+_QDHK!k5aHTtGJ=1vf_~7_*LH8vX)L86n!34pjX%)4+-@|;)@_b8qG3zwb
za1b`cR|nS~aYMe#81c`#!Bcd9N&dx~Jq31NTq2B1$Q^za#0?ObOw<u}Gi7tF|HCJp
zZPN;4FD<I-j@}W#P;D3pu-Vazz+;CLWwCjy^lkS?sC@mDetRG7!_k~r(;o~GGY*5^
zpn?+i&_i{}=+2dGd*Tj+@2=#zUub{EiSZcZs_@=aXmv0bwpQdwk>K!DLC-To;?qNy
zugX-I4*wheTL!(j#sQcfh1`Nywz5}T|LF7<#mBzbS>JRf;(;r}2}feVm<O3c2epvu
zi8W`1?6Lak-sWQ5X)fFKTGPz0?)o%-LR7ee&|k@ULNEW|sXhI8Z}skD;#JbeH3LsC
z`)>jS59M`t!DBrL#YfxlgH6laQ>pPWPj-G0|FF)-yp&-td%&8Y?jXEUJj@C|#BW_<
z7rSSq(vAFfq_608-lXE1xrUmA8jqwu-s~FQE}_88Ef}6BGxWjC@#cevBgWohb8c*8
zP#SPUp>Jy};{ut85J`y5aCu>Ij9$vMPqKG!pme^D^C5qR0p*3f*6@wNolGjWv+TH~
zYjRC3r4*0MxOzcm=#g*kCURj=cifz;r-G}BidKpWN@h^ye=xQB;Kegp?0jt7FQ%^E
ztXJ>nL`6e_gvTqs;8Wo7TzH-VQr)q$(XD<xQDv!mq8cZh???7n#Klslje^k~AS`Lj
zm?y-rS&94k7ja%zNg|=GH2G>vzEF=1)Dlt8PT*V#I|%Gm)VhIeeUn&JW@ok`?{I~1
z?L5|>G0S~A6euMVPdu?g9}$Cp0#2R=9Sos1snCV^|F{)wZ<ySl`D0nzU2T)k%#$%n
zxDv%1*$?s-*f)=`|2KGM|Fm08%f02fDRu&%1b>gDwn%6pM+Df92V@UzJ#pKyv(oKz
zLKdr_6w?IA(xl2>(kvaJ7(eWsh}jyJ_Kk8!9n}x7t6S=9`&g%yaz~+Aa16md6B+~^
zYxcf%-B;<HYn)0wKgYY|0l{hKDPj>Kk)cuo(y$r5=224<kX9%G#>ZJsYv2OUUkmSx
zXNIcQ%lY;iP?1syNTVT62ObCxw<8^Euia!GrOXxHOv@hPD-8NxaIs|v^)N6R_0lF%
zR0t~t`4fN?pygIgO|a+G=V;(}s%STs+&M5x(O_r}2>pWMmAET$tfaj_2Mf;}FXy2F
zR)LRC%I`cK+VSi%^GpbXA38HHTRIk2b6j|Fx^-n&MbC_gCkgsdPxtGMjRpybN-Wr0
z0<8k>UySGb>Q$F9qkDT6Z^_N(?lPOQ;4T%P2kRk6g8~e;BpevLECcrQ>Dfg+VKI`4
zRiO*#<?7r!sq=xNLjXhB|0E59V8}qhZtO}64o*07R=9KTVLRUC>yP$dqEvT4p=uOx
zTSDDu5CGs3!Oj`f+&;hNuk^zBM~80Zu>01_sJ$3_45GCO+^mRZfQNTPCKKL{5c?1w
zCocR#LhHl@zm)GE<GuE_=Tp`r%mZF52k>G6F~lr&i34ru+!c5F{)d>o%l)lSjFySb
z)zhZbtZ_(SuYoXT-0F7hR`+i{3<)dvC=tA!wka{CoxN;qrKDa)_VdA2rZIa<G2MCj
z8Qm<iotaM2{Oob3whk6kTs_Q)k0U&0WOduIGoiFb<K}b`iBX@ZZ*tOopArYR%Gr)h
ziuif>#PL4U<iUHq&n7RoxaZ5ycW0-)pKrc(Dkop#7=TE}!jCA_PDSk<F-{YKzdg1O
zuI)R#^yibgD(AW1_flF8tc?iaB?{>iBp+6Oj^lJscYr{jMAF9Nj^$I_KHrcSn*nLH
zRB>ax`wF&K+2ox>S)rK3vAF3kOLI17s6;Lr8xK20!;dN1H3{>W-yfN2${TQZzu&2F
zzi;LTN?EGLh7(Uo8t9~=@*~YqyF7mIu!PSOBe$WPxejNz4>BXrFFQj6B-CRV&x7+s
zCJ6RC)%~)B;hoT#-Ghm9THbOS9#Nz2D|m2_0Tc`xSvr8eMjkyks5a&M{^FgmmnExw
z+mdv?>(XL2DF16d=J$#hIPSF^`8nU#xA%hA@|`CAe80aNaPI#X(81El8io47hX^@6
zZW!mzl~Z+(>Rc;)ZJ^JeHKoVJ`4YvVj$0{-gYv-6M4^4`XNF`?>hLXz;DF~(O6Pm>
zDz3E9{nw1(sj(nDy-F>K@Akx*hBx1d5o<Y_@{rd`CF7q6MjtYwI|?R|<L<I@IjfY;
zQk^*~4?NhvDed9ce*wWYg38v7Jzb>Z{HBBg7V*ZCCvTSTy7fK0`dQH!kXd6u(hQZD
z!8TnMZ`9E-F^Cp@Q6@2K?vB!H`AlzMtaJ?sagZRk4%kg0b9cS_$<A3bx7+pStZn$q
zI)$<bVF%rDSxJr^lQ3J(89(Ta|Kp;Yyu|rs*yk>hfDM$p3kMO;!H_hV#OL$v@uJI|
zwHtQNxOsRu{}Pwq$*~8ao*M}<oL|CDe%Rw+boejLT$lS}oon}~%!zH8<al>;ODQi9
zUU1xz5AB<~Q}*jm%W{+pO43&DlgPGWt)}<@G!ieMk94qceM_=be|@Yg(eBl1c94kP
zXeLcBlk#Euc^pJkTObnYu*PYII!olHxp~gG8Sqqgt;UQks&g0sC^3yVHTaAAx|#f+
z*Mx1_MH=O063SWXUu$!SKd`HyNK$w6Nl0u{rr^`A4gS-4KNWB-Z<O1(@x*jW?Zt<q
z+a6kL5b}m%_HU+GWJm~$W<6=wGg*3U4^P^fOO)E{?xqAq$f$c8g*`yff;-l|eAn+4
zfd{OFOhXNYcuzjvC7$m^Jr6?AK@Pg&Rg#(czO9LYj#tmEU8Vkb@J!aVfTC@M-zg@9
zXaG%zUSn{oKrf|gBxtVQ=r$u>#QBhtg2vS+({f&{3#Tj@L_?B2LU0lvR1%zw!ya8Q
z50RKR`-r$^wf@q!U$?3n<EiTlVW5;U8U91)eYiD@7bM4=Rqq5@ZY>)!J)hJZbz#I^
zE$#*tQ$f5SC}9ZN4r(kRIjh!0HFBNAz8vR5v2SKshwgNxlRH2RMGYuXV_%?U9YEX0
zWM%lAD{R;$bQgB1#jn_asp{p+j04~|DBes0K428<Ql3@TX&6#l7`LF4=d{I0#)UhS
z)kn-g6mSD&fowZYS|poQ7sc(?i`{v{BxA}736X}Y+qP3Dn!us^)D{$Z{QDoHRS#Oc
zJTF1RX4)!W%6w8|+q&el&&F{Jq)sQOZ;*;cU2+{)Xyv2D9d8U)Ja?1r5NSN{^WdFv
zFw!$j1iukF`EvJ;70CrJZ07n-3ADSb7bUV!jAa~#a;l^KBTU+le&$Uk&9jE;WP%=g
z2OQK|W$62090XKryxtshuZH#ZFKqT23~mT+R@<uQqy6D&x>CS65Ym(I(*V7O@L&)b
z;j5MHk6Bbr4?J+3YcT)hyN$cXp8%pM4c;I_AbeGSx9s0zsq+kWduERa-*|SgaQv^6
zdMh%RAau{d9`laSOpe^6etj1gS5Z>!*Xn11G89`&yc=?Fp^yP0CV){Q!l#)8f~1jM
z&&ENA!a38l_N8L?^K>KUnT?;7cs&z-0+Ud9@uNJ;dc9?JZxrYH+7Z#2_bAnT+|*1;
z9d=Fo=A(<l+?F|Po=Vp14(XWl&?rTiz~GV&SP)0Vn<86d|5>jmUV?|Z<%E9Ml*(0d
z8gWLGZx%`?g3PsYAPE=r2_iZh@yccjG)pU0%=(_!_uzy_qDH5N)3-)*Us)UG@RWEm
z8U(4JOnX$#4xL<v`bWn?7L|RTB^tGOY2;x=kD<Q?w<3QIlOQNj3EDim4e_36_yXk=
zvA`44t7~SACYX6|GL}1gLc95y;uwNT3BVZ=oDqU@VeA^$M6TTnT%CT`eyv^gMcUux
z5+}$xR2ecG*Guslk)TW?$%OnyR&tigDwuAhOkB_9Z?gP%d(GO`E6qE#se&ZvXsV<d
zNIK#1-B44pP_@K<zx{sV{D?}w;@`Z?13~<y!7lz<j7eRcNnbZUD?(XWDJiRBH!>9N
z-^#a*uRp|bqt#+npO(#5^1#DP<l-!?A)gsG5usGoz-L<ZYWeo!1-lQ52z#Y|Jz_Sk
zy{eWx$G~zyZmqK`#3POCfpR3vB52>%fUY$k(w8}XJ6w`1>YPumjTynvW3b*!($C7~
ztTSc(nlIqLEJST>$G$5hfQ<8oHt49O8`Mz%)}Qcg&@nlKmKM&)cut{<OKKw{LjB`%
zZAep(3J(W|C$cCJ=ZJ+y^w~fBJ~yHKukTEE?-OauO2bOWPlB^Aa3YA_BXsPns|Md!
zn$b+LwBlBioM%pby7qPdL{RzcsQZy4IPUv9g}PkIH@|O?O>bDrKO^a^X~R|u2oe>=
zmXh^P5Pzp+G&FdGRfwb4Zs_aAwfw#Qb-iuWXjJVIzb4>jf-4hg&nq4JqpY7VcpH(r
zxqPO!+7&;ilZUC{c(OCj4UnDS8T}7QIhiqKy721GDUwURCKktt+i~!oxlb|>WTx~O
zn3Dh4f1?^cMSCu7X<TU=GrJ&$y*(v@6yXF0QlFj2I84IQQ*^I#%T?Vu8cFlqu<>u-
zpGU6AQq&@Wcd%4eP?Cb6K5V`Je*Wfw>TC^_9HF7tuX#fQq)8Q&uvgIm#;FwWzo9M;
z*m6Z$ta^r-qGS_ogeCv2nQ)E}V{5_v4)Mj~d+cG^v*#;Y>z67`m-GpGXz6Gm)GC`z
ztporNwKD;*yvh0NugW#zsVo`sVpB6qc3&DKFIHUGQUKtR9U-K^0sCROq#<`}>^G5Z
zdK>uvi+?<wtM&XpCLk#><ypr!RLO-!HU`B#i`aAD_@%LP#Q4#0(LjwP{AuAV+E~K9
zkRSHkL2IP;<Gwewch{x9Z*1+fSTYWT6mOi|HisJm+9V=bdpq^n%n!%?r+-T^usBc{
zbNHG>0^{p|2Z!vi2@n1yqNqQ)sv5KV#pb_fYTgZ*a29)}SpdKww3u!IDRV12_Gm!E
z|ID9=uct?hr!45!zB+Z&A%p(`g@&Mx*oOO|pQeT%%)a=EtMGi?!oNk__2U0yJSYaX
zG<OL1{G0fo^>*j*X74>WE}dMuIB?)ulO+=d5?u-A1%E88Cnet3X!<Er4e!V&nOuHH
z*QP!u$zl90Ldqci^o$5Q^AvTbqr$1(*-;Lw4HVn*)103$zADs|7hHeVNSKrKD-dZe
z*h;k{uS%Mn1U$9`RZrp2DY#w7Z%(d=if<;ECQ1oIuf-vfv&^xlaqFOkjY-wjrkvA%
z2J<F>$nLUux}dqU7nWgObK=4~{ij{&ks94W^A;JU-MKmeLOlmC5>)p!V4*Nh?inT5
ztrQ;Ub~}qj)UkYx<efuCK`;W`P=y<?cR;1GBkx{{?hZ1laLeB!#LKr&!7RKuPHptr
zJxcJ~k`@Wxa~P3|xO#+UJp9y8^PO^N$YJA0j(rw|610R}m#DQuQ8pB$JjUGNJUwhI
z9n-Hc*r6EQvhP5;dy8pkq@3&GbL<q%2}M!i<(i<*DWb87l21~^p(pQB3pp!uNO?%u
zd^I^sg2#8NI!C0_J+XX$7tJTs@8H2Ulv74YR+02zW2-&G7L<x7*Qm?h@LJ5jk2bw-
zBlSrV0XlFmcru=lunw^E*-|#Wn%aDOW`=a7zG=MZ!n^<RxQTEOb;#h#a&g11l&S}b
z9=pq1Ygd){erLkE+7#Qa$r!w73En>oukzk*w(mmX4wGMf{CnhP)Nk8(kker2WDuT)
z;c4bzk9FO=Ywh51;mfDiAB`oVX2+J4sbBlYcxMO|fN}tO@q%COZTh|oGmv$C@#F%1
z%{;3=lSh**6fTPr9)xEG?Vn+AJD_Ftph@ham&L4<lpuEtuTw(AFd*`Uj=j&<a*L??
zk^K3Q$@KpON4XN`6$Fo)gy6c+j$yK`x?gU$9z4=a=S|GK*yKMXkkT=3EYa-_?gX&X
zv3Y0m>(a$fC3Guk(ad_&N;Nkw3>`Ome0|*AA<^%yRNnJ^m1!-J5$!Icx}j2-c{n;0
zM1nsQ<3?uvxQK55E#a3-zdX&m^dG<e=>TkDNzM-HCc&S4G8%g^A{<hCvqJim_v!Z^
zo@x3PResp@KPP0;;*Vw3shrken>!?1)wy?b8(ZWh6EYeMtUCBinWw@6ck*!w1V7=)
zaTL7L;VE)Gynw!M+$5@SXEEw}Gb9C`UW&>07TptlrQUTUDZzwGqwLtLxy5nJVAM*R
zVt$eQ!`qZ@aJ0LZrygba=ww_%U#`VQ`|78h3=j$=Br-E`+K;&R=-BH;CUwiEMWlKP
z(+ByDDxKnLS*e>IuRKL!-~*>wB45e#Bj4K$&fP6~yfSC*^DkUIZ5!5&9R!%e+#QS{
zSNs%68>SpRE-1uu_(HMQ%V!nsegc=t#4*YSrox5bdjtXr7a}-09~AXx)!aLV+J<v6
zG4%}D7b~B=T*~|)7C0*ck<LUBbmn~HhOP{evzs!jkL2%q{M7Br!<-LEBL4>zlW+9W
z3A}nwRfdOO&bW?0@#Z%38_eTT>nP-w!0i|Enjuomp~mu2#bI}yU*C1Ov4u{`a_fS>
zKka$R47P+8i@4bX-O};Pf8&&guT+XxSQS)m#^&u$*|w~v;m#z0BN#xC1SG|1;ohH?
zbkps14@;szLD8Q-?1xtvau!TN!7_n@A<XWfmrK9My!g;|Qta-$WJ5jc8)}b8tC84w
zd|d>9q>NAAJ@R0%Va?OUTh~87q!izgEi;{W+!RhUg5&_34-Pse{xU&mM<~a~w=wCn
zIK*$#3~zT*Iyio8;ASSq6JfyPY64nhcKz{c6WVi2Nl<*@7yE~U%b!vj5RN6Ym+(6p
z`(Aw+bF%#_Ai2DqrR~QuzIU#h_A@Vx9E`VC8#6{Q#qt>f0c{Jbn!4@8PZ-}gET-N5
z^B*t}ho~7Ko(cZy$m;$(eRV}N+1IyEXfJ!klaNf=d-$^OD;(xQRtve$w>8(((gs$W
zeO@SJb<QFyk4=S6k~YLX;}9Z(3bY_xS3&lhrJ1}XCJ<{kXYUB7llZ5dY+=>n>|A0}
zf0<W^TgxDOKt_xeNMzjSQxxj9udO{TXZAiXTW?mwd2{{IvC9!YLk1dz1Rh5Tx&(1H
zwrD=wy*AUM>}l3iowz4`KhpN;jyr-R@k4(1Xt`1}GdW8O1uI!>b#$slw?Ikunqh~h
z7R4K;M3w53jw0fDNi1Q1;81fl$j*cQeFt8A&`Hv5DA0YrtM%Zz?q`a78QPUAEY}6~
zBLq#3N|a(;>)7h>9aWW&c#AK6x^Y~u^mLN*qj_Y^3Na-aBdt2VMfLLlu~wPy9-^nW
zNuF!(JyPZ6S~HJ%bIF`MT$RInP0p?G);;z`$uTG)>*MeDZWa1z^1uE8fF^rH4HjZA
z+aveL(SB?aG3hB+kl$i)Qc=<F`9Dw$L4_@^D1Q6(%lp^^CHcP=78|Ner8Olo1At$F
zFcPT=Ps7u<vNAq@N15{@vB*U4TquFEfpoMHdqC1psOvD1V?oD~6JHN)xhd<|wo7((
zd|+?kQ|n#ho`;0s>F9J!WF))uH}Aab<}Vfs-8kBH#cq>Z<+x=L<kZ-66s2#?GE8s&
zl)}kkQRsJF%($7x^$!3U+e#GK)DK>i`SyO|tR>N-QQs0i`R`1ezly@piNqR$+6Bh|
zIC`)m+4r-iC2d;t-ukxh^Rw?WruBG}bUnyqVm$FD^sc94(VpJdzR<RPy`)eUm~vld
zP21z83{gyu#$Cm@R~CHX_!L?E!LJ9+8ujV|zl2#V+3b}gRzPuA)D)y1K5k`iNB4U6
zt&m&NdG$ay+k?KP2Qy!i&J)JUNEn?AAVF?M2&eyfihJmm$?@Dj(dxAd)d32&A8N=Q
zfM^z5ILdA)=YnXmi?be>q3@wo)tlypuAv4axkY`#>U^D)nu(GtsYpclfNTk3&IP2i
zE3g-$Sz=D!C4ax(2xw|6HI}~i<Z3K+uRBR0pCm-wx|-q2<{p{Uw$I19UW(g4(+IC^
zntm_vA?Z@3IpNwo5zs(QK`d-)IcxV(kxzwL!Sh=?Zk27)6wspf+X?(fh&Oh%wSda~
zgohsQElD5+WRu+`1lIqqy?*4Os`bk346iMo<Svi_WJJ6h&cKrdFRg2EmB3HWBU7x~
zZeCzvk5}1aKz+|BsDaoqxMUqMjoIgU%-%*ESzK`VnA<j;opq&7WF!oPOG~*qTSMus
zF^d^H`MYJM?)O!4?HO{hj(sz=OpTB2CKp2#l{AAstFT+}G<fjC*W4Kc2{x<5QrB0m
z_)x(q#dRjXe%yG7e!yL-K#3u<QrmG^^#11phxgPUJ?p-)&7)>k(YEp9!D(WT^gyE7
zv!J|_#k8QqTpZgxbngYck*tY%!Z&U_B1J(LA;mL6e{W7aCpLZI9l0w9hnClz|K9&t
zHc<9oAYz+{Fe8t-*6T$-uDg2gPQk}=mBy7C%FTNJ!XRsoKs+*=UKYZh)qdjf@in6k
z6}snUXGo1hz&C<_SMWk`nOgGD@Zu)d*M~k1s^8)`&c?Z1x0|}7h`oh&uZW`rAx4<E
znA+%dy8y!m_r*L078d!*rO{e~VdJJC{8H#7VtG?S4y@tpJrbQT%cH{hp}eQtvp@eB
zi}HQ3!z%uN-yV29SXq!gs*vZnhkK(V8HGgVc%eHTeH4t+NZ7ummWj_EY*E<e-QK1y
zxTwGv2$XR@&meQ@L^~3aNb36GX}kD|-Ts#F8EUK#X3INvXs(%ngN{Gwt{ZEaLv<uM
zmv*%M?SZJawK)wd=$()6oE3V}Okgd66~|i_6FFiCPBH`VfuVDc^TM*KstRD+BtKS+
zoH1jU@+=8yhl03k9v*UxA7PRhC}PS9$V;3YC1_<!H47_wEbgn%=JOZKjUSwV%f7J9
z+bQ|772^kJO2l;VH8|KpfHs`*v0@)SCRRD`N46+V|E{t{w(m;e+b1t*4CI*1A!I31
z4-{!MHLUF8-A_M;H^lU$C|IpH`+8_bg2F2X3O{=AjAIy}a^x_*-$xS$B-S`}n7;0t
z&ndG!JKc_yA(ko-;smD(4|M?**9of$Z(vU-T)45F>)0}_hzI(&oo^i=e_sXFN+<gF
zLdYf_>xZ#ps?tp-a!S(WlNQ`wSF=n&QKF9=4n9?gjdL<{@P>dloV`}YPCi?xz`tV$
zU)RmGrSm>K*yCe(h@=@U@!`Z31&QO}d;^*oia>h&F|4?9`Mt*S|6J{iTUc0}L~Kb*
zoj`yRh3bTpzh4=3adbdKa?2m@7OSvB>CWY%y<`j&F&d;S3OFT-fYPziEY|y(ya}Q<
zPHWz~dd$AHTPTN&ErH?0_fP3q*rH2|hP*3kwa==G&*)rq^+>t0N;Tt2ksPBOH&6f&
zuUCj+Zbs5dA#?nn3=dpsSWuuQrgw#OpQ2w!8J==bz{AZQVsNlaRwWfdTH&gB3k=_1
z+%KO#ur7(zZ<)qo7R%eN8Owz%3d2rJ{XJmkbH3@C;J7uoD#DgEFZ=F%sq^EjM>3sH
z!!`6{*_QONFh(KSiK>ARdN#omVC{=OndrBAto}Nyf3@}54En2(5t34X*-63_Z+{J%
zGWlx8bj}N>=T6rODYm=VCpFEe=HSBgj%B2?4hK_#sEo^(xYs0omIwR%$P3%|wnUNp
z2791zfbDz6B5B}8!ySs?jHhE-%f198_-s?jzFpO|E+H~3JMLA`*ih29g8wR!C4kCm
zK?5DUc^%d+`*G=WllBF2;V*xEI;&ypnazE73`~$cgyMyX82uI3TqBcOUl}y>;QZ}M
z?CLF9jG^%DJD`5!C}f-5wJ#?Ig{S<uKdby^uJa?wxXV^v7JL3Vp3vw@);3n0<+=W;
z(`J=dRC=`Jo#p2H7{iGe3cOec2pN=ILA)q8aOGob6?<!E8hf};4_vfGa>HJY*0;||
zDG57l1sS?zMj;KX7c9SHxlGROdv`Yeuq|EldfmIbxg$wq(*Wy;NMlEHxJj7YQP{$H
z*K94{F11a2@10(HfFp>*!di%dg0liys^CSofXHA=FSxg`!*g@(W?vp!yXI-yV50Qx
z6ANg?4vg_k4aOa9ozQK8&GCHxS67#FkA$OA%L1W-UCDp+y&2<)ubvDBCNAmddmE-b
z51OqK6EV-rechLkeV0W@M?E|;k?=xkSh$6Ws)FXk{knC1jcoNtwG*8B4L+V%e@kp(
z%mJ;R9L=ERH}2JT4Dsn|O400RThl1KF+0iY>(wu0E(ZE_e55roa!MwaG+<A6X0H(D
zTX^hj>OfNgbw9vJFh0<#;XXjQY2>GcU7u+rdiHhIqYY>6ekkvGGKy`Y!i(Y89nD-(
zflxT%6c6P&cuH0O+>ZyP$}R`OGtXW;x>cSe;L&hfC!F0N$VHs)sk2Z^EH@6xqE9hZ
z!o(Y%`8f-bZU<sK*sdsloQ`!Bx@OGb5}C#)^>}vt?St{#RW!-aJQ#>B7zn|D(+nI1
zBn5-G^~U0>*i-%HPQ5tDEh#B+V5aX9k->Pz4vt+(V=BmoCB~kPmp2&pMSAZPeEY-b
zz#@54Re&jQ@kYHR;;Yy6$#Kxq`+dvyZARLsGvyJvZ^f1}CLqmB<{*kxEli%bU}ki8
z>DS)J9|SwC*W8^wHXf?WL02?O8WN+3o4}@|-AUmIb=%#M^>icG{FQ?Z-?qPF44-s)
zp%8o`AwsI<xZmyJ&4)^oy>;K1?Pqmp@gw~v@EER&s<N<2DCH46(!d0p-k;yP=R{Fe
zN%{HKGm-;bKfZ^LogRENO3Owog80Z;cWi%09(MTPp{qmF+HSo4SjQV~#*)y{RT`6|
zJ#|M`KGO(R%9Pn9qJ1p-cU__mY4M<Cz*v>BC0|uvbl`d6z!XcCRim%|O#S<;Z}Zp(
zh{l319R9+i<w-8%pu2%mYD(DL=DX@c{A{v64XsT`{)PN`HPXyM5f5}sx;yCFRFBav
z#o()nv~Dxu{w>S<$E{oq9ezr$p<}m)EaLQ8r}(Np)EhX;cj=cx|Apsc<Hw>R7|X(H
zj>`5P+CFr`F6Z_8;Of-;Su5LDFd<;=DB73qZjO_0bnJOluffmUx%2#5-cA2;*mfz$
zkEstC<H>j@8gLG%yf@TIp+n*6cOg+hHo?to0q4tYj#pw4=f{)>6ygM5BA$Hkcxt}*
z+3F(?XH}mXJukj$OVMNRk+EMU1`@{;)7NkNk(c!!ThPUOZI%j;{ZEZJogNzsOeCrp
zKm)B6j1F(Cw!%HEZP&^7HJN!mOYXc~_jZbo(%5LQVc`LZ&yb`RT}6)BX$G&^%)`&x
z&9U!|sm|`L9Af}Pz@Zta5DtP{RaC<odRNIWi#1s`hx01Sc@@PI`g)!(7%)#f!WSip
z;?dmDxW(2P(=Yk&_J-(gN#BQZF^fbJgK5Xtx{?UQ!;ZO0iQCKY+_|lX)GivyZ%;Ej
zWf6a2o9+l{nh`Y*DDnbb+jy4x-#y>Dn`hKTJ?`P+^YvV-dGviaKl%H3kpvRJRNfgS
z;$xq+XJrM3KHnJcG9bH?(?;!t-r1S|fDtt=@E%2kHm)cO+Pu7Y_)Op8R9D++YDxDG
z>{zLH+J;OBx3r}LZ|P<U{ef`P08eBij8#H1ZAe+@SV!CFwKd}Ct)F+#n9nRuBbjg}
zC?n9F;xzHORaCH`{g+Q0TZ=p}al7$eVyVGEeu>)|YSoO1A^Z_6GT0qd9vF|r8aDmy
z{nInHD?cSP<rJ3zU&D$WJd<FcO`_X{NF_vefV@2BCCMLEeECmB$;GC*9XzF~{^D9>
zMh??z5vyqp_dJpY*Z?N`Ye~$<mv3@2{df56DnGJ({@Y1YIYOKXN||9=qT}kPv!40v
zU&Iz*pmf4!He1B8UZ+Vos3=UDM--ERtohr&M>CdHY(K`~qF<)pe6D`)_h6k#P@GeP
z2|<S;tILS;AM6dy8ICvktK<KSZDVHC;@I{{F!YJx<}<NY;vM!5=jiLqSstFI)p|wX
zk)~Pgk-0;YkRVPVy2TaGRDc&jAftX=S<e=CRB~y(#z{k7)jf^R%Z5oLr~^PEplk?~
zW{b2ShSwRtoPj;^nwpT&boENCZMH_#>brCPnBSi9ghWH20Ah8BBw@x2!NYR#v!f=9
zb>Dbd`qEuS<?NlK;u1qmG7*u-qe(PWPenddl<f*xx4?EmZaS6V|D`5*<m;80!(T%~
zW?zIXXX{O`sJo7WIn%t!*t#)GJ$3Qx+-4bpM6(zTuM0k(rXD<8v}OEkWNQROjUls;
zj!Ee4@ArPH>)+JRJ14tCKl^56oXi9W_@hv6t~ZjVmU!|!w!`S`PJWB(@B6eio<Dc~
z*08z6YSK>(ss{d8Q1uM2VQc{jCcRUNWUPdquI6*eII__#{`SW=lIO<HK^zpc71)TK
z@T!`qf$fsH3;vew)cobw8(BJjFhQp=5fs>zq5-wlk~=jmUTre)_$FjAFKX_12<2qO
zDNmFs?}|lpO0kxTbA|h!>xx**9-8Zc{iZ}c`3Mw<aU@(II~FtZWar+0%Wlb(Bb*$u
zoIT;a_6n3nHvtFwhdroZFei~S^IyfS)%zO!gVz+O1@v6u?YtAPnPL+l(iSB&GF2SG
zvb%E<+MPwio)2ErZb*E#b-NhD0HGX8aMa;_0s+E=qho^xYe#QCrR6v7xR;x#6;xwe
z@QR`yoFH`C8qOTiSqg$P2`+(bjs$hHIZmI;;Mw`U>s+gk`L=RB**deI<VL#CrT!H~
z^&#|B;~Jqd*6u5pJcR$wl9Syyol^ZlB|~j7oRGdMMfj$$-zlbl7VDW7&z9EMe^)eJ
zGso?+1vvpeoRs|dAw!=c#F@aWlIP+NvP=1%e*DwrhX!?1Hy-BWFk+x=sel(e&6ao|
z3kP^pL@*wbRo+~;c5~lv>$@=UdbQ}GQxVeXKGgXDoex4bhyW8BnhZXBl)Q*nk-|8t
zd)Ui(9!0&kjTDn}ou}d&)TvHRjHEU=s@+|kz?MKM8FcI=P1XGX{}B$mnD|8xrWSUv
zX0lT{6<*x}R2`&|6NDdOX40|E+bZ){pL6VexPUhDAW!w-A@7uOrYS%+S)((A$_S9o
zx#T^kTf!H$iRDLbpH&&tA><;b_>mc5>58W;Q2aZp!9v^;X2C~4ONyUW#IEo0+UU*m
zQ({Q(APGcfALv!6Z3@F(MyLi$I;74;q^z-#ENYrp^~7Q2%d%-($AO%2HHS(Nwl#CW
zYB=V;+IRD5+o;CrHzg{6FT~B&sbYq}*m1#_+m0{UC1bFxsb+~$I(=Vpuz<HB86uCH
zqi}XmT%8o^--YXn*v)$nqh}3wN-M2DJ3r{Ro!tsvGi~Mx$U^{0XP_t|0grWW<nm|@
zjhS}I<>#$p^<}FqJg&1&MnF+C2YaYzshUtaw|tvjYFLA4oBrMOOFDmTDG`Kk6f&0Z
zns7MHo<b|K4innkoOIo&_8e!lh`rAy6XxG`g{EK*5X{0Lwo`%>x$o<JI~83OvvNi9
z4VTdunxr>}cwYR2!6_UFAg%8YzWm&X{y^dIZLE3t?J>?4W9rArN;y)NVDJ+@L&CSB
z_0w&5fyZl|M<qK8zbcxB`1VCrOvH@$##H26E_=)N`Q%RR#K+G}wJLY$C}dLzvOf_K
ziVOy>HPk3<Hn|t=qWIhCC`&Bsta4-SQ_}9#2k8aj>$Ygm(KBOTySQ`&zj!(vJMr!)
zUCk8I?&Qha#Y!HLr8ZO?;pBVwuTyeDkf_RxXp!W73wFn<WR+h3N~{T>D5{GF#jBwD
zILfxb**t9c%xZ7z&E|D(+@C)uHWb_3&h{WbB`YY!4LgL#qmSvna$a&+WUqLmKku-B
zhW%<I+pne)eXE~Tle3WJ@kmvc0mJHbk0uIQH}f4Hep;XHRk>hpzwmVigi*wXF&;T`
z;S<CzR(xi+InDFq%&_;u^rg29BIECqryN%I4;Z1lgajQm+_y?BNz0~0cjt@#*rx(=
z<WUC{S)Gsw(jS|UK*rQ_<#04yar$}e!8XB=s@<7?r`j@>34)Fg5|)lA%Y%W%Hp|Ni
zeUkjJG0SPDSyIN&-?!_|iBCc?&x@%XTUTN4qYagWL{{?VJ1XB>mq7YLV1?8?W2Jg9
z4_fVqoKpV#;$?G&nj2P0J}h|?Le8KF<`0g*^B{0Rgtr)ysoFo)|Amz2jFz?Uv|bwa
z9n~5kDKaY+DLEA?<pdQi!JW~#@?~LVCNHN14tMPAOUV=c9j*c2=6nliSu|MuGLM~{
za12eQlrY_-_^+5NSt`h>T3KQ*={sE2Ha*=Lvt9pvLSy~ZA6G3lkNt`&u?8~_$gi<C
zSFn>Zm&0;-&IHG3tuUZBcw1Qqq*U#`7`gZ#2#`@k;~H5xSt$8vWro?z{}t==rbJIN
zPi8<MBj<PZMwQG-Ks+`IC5sUy)sX3+OjCdib!ag>J!w&Bv|@X%VCUtxOLiPLUH4^(
z<c83Gk!ywOtsosyg>qQ1t(2J@7IiEp#5MTV0fXD`tAfPS#HaUT`jh5$!#`U5f+d?d
zDO$)`s+dEMxsimxE59;ca!AIqFJ<}G{!-<_sg;xP9%fFqbX;jcOSZCrZssar^Ej4g
zaR%7R(u%HltZ!{dvY76-WFZ3!bh<3u0uHG2891>lvFRyqUWM0+N6eIZ8=$_8(<!{w
zz<R=HL?6N3kAg<VD+9*@|2!^#Q~WDb>*~#J-=uhFr_*W-Ea<MbjyQdWhzW2(lU1OR
zL5CMJ>ot}*%+BFuXKsA)w&r6;na3js$m<Zc7T8*(jX5ciDgkw4FLM9y*58N(i&~eT
zIwCKZ{^Y*RMP9s2AfSJU;2T4MYmKUw^3ErgePiE9e||uzGL&@ajE!a_0po;$6DAnA
zPGr_T?^&~SUIp^~xuf}6e|-((q41u+1g**(6-~r#h$rbBHv8HA=2Xw(X8v~<YId3X
zj-3@IB-(h=*XC@69qk=bc_^uzRs3segtIqIS1np*?5HrI5N`v0yMVvFmmViP%W2NV
zEyK#KHbx=6cDvp7j;#<x7^2irARj&rR=8tl-SHpBoTDlo??(Hs`^>c)svR3X_HvmY
zh=@ebc|WJ)cyF|4dhhNJ`Ky$B?RTbiFp$i{@rV~PiBe`}Q=YnUU)+(+f(7Y)%J!#O
zr;-E#?74%yJo#>rr_tOJn<8(&Huk$18~a(hw}<`gHwmjRJ!DLQk9Hm_%}8u>ed&ja
z`B_ht;+55^!!|Ss9|?)58wa6TT0*8BY!^sl;v6XZADDem!k)|W)+u%6O!^9c*X<|A
zLBLgvf_9<U4EmC>{T6*eR-09iSNH}TfBR!EZ6M12?YQxDs71jT&9Oh;c>PI>k#n0&
z4N`ghSRJOOhK(By?*YtFaxE1OXT;WSbcuBd`Lg&mdtvnAC#s~%0{ep^fuMyKSQEtg
zpYXw{h4go>(+Td+l0H;3EBwz5-f3lI<UPW=%R@fCr4!f|R!9)pOR1`YD6;1^EfX$q
zl>6DGU4Qo%HvOdLtYF6K&{TxHMf@`?5xH-zG4-k=dvD5ldkg$YnaaN_BALy9^dbX8
z#zs*&?kI6Kwt+)L&95?5c*XkDcCEW>?j%1H7#ok8?m)c*l0*gr81x=XEN6$2x$W9(
zcNd9xaeh3`_kb<^Sm;Cy!z!b|Sk?FH+3Lwc?=F8|niu=B@#wXNgm(-SvI+1$WYibN
z2yCOP@ZI%2X!K^}-O^}zr^JR2&CgDa!Kg0_6!wWJG(COk!>?3t`fIHA=if^+*?QQ)
zcm@MVyjM#9BTlCn|3w%3=i;`PH<_6auH3+}$x?ue0U&KMatDb60U86C_qc?`7Cg;<
z*w;Psrk(Zu(--^|zm)j~&XZt5aR-eM>?DX`L<fr0AOq$VUj6pU@m!g%TBTb{2)1PZ
z{xoI~7^#RyAX2(b1N(Pn-uLffmwW9n+TO=A-6EP&1@RfYi6WRF>yf&E-`mh^h0Svf
zchxqH$QAknx`&HLqrPvuNnN8P3Km93sbrw6BI5!FLL;c(3#D|d3@cBbw`x?}ekbhe
ziUl#NnAhe_70{tm%|0ol+EJG~9L66NSN2$$=r-)NahM{fNFf~@%u#U{!pMTO0<cP=
zy;x1s=~E0&7N3e^^KgCFvqIp_gyD3Qu}o-?;P}Ch1~`<L+DjFAaCc<8w{5e2DR;nd
zGq(^K5)HQ`F%J$z<RHmLTFm#(`52^q#iRbPo1gQpT{bssNMAmf=C)2q^&*&Xin_(4
zeDDWTQ&UwiQ-;LD<eL%t=W^#dd3<zHN%Wt8we{!{XKKApz$)W%3%7G%gF&7{e_n8s
zY^^sob5>be{>MMyUE7ZT5>nVjN!KVM1t=8C4RS*X*Wd}L-Q)2pr~K%f)fV6Gy5E2O
zv{aTd8W3R2OO4Y6bj)VusiW0Osr9GwoI|2nq|>w#bVkW#fr>%wI`RxcGw?C>P(>bl
zZunMpYSP&nE4lSs9Hz0p<mxM$M&ck{9(nwcPZ(FUyfMMpF#FkgqdK?K=j6<P;BZJe
zznt_US;1g3_z;y{l!CZeI_6B{tZg%qtlPU{%l6N|E++-<%{@By+wjf9V#q>>c#Ja;
zjq2}dqXtzwB24Wfs!U`zJY-=TY?=r`$#^9uL0Zm7Hz_7uef4fjwf~GI@rTJc0kje#
zlo^k)#zHuDtewxHrlBCx{)Xdz*Xyku%_K{YMnYR8L<SReB<NVs^HrKgIe&lL>FTaD
zs5*EjEaK#nvFQm31^InABSV}iIwt$l>7g1Q|LhWu0l7B2uG<3Ubw@~ytvM)P78bU6
zB^Q#2U8Fx_%OAth2=NiEsxE$$;T;>dP?EwHDgN-$6SN4b&IGiF9K<^WzWyO8Y9{k3
z&o;%rEjVz9@5=zmqFYfIB+H=ZHmZn#GD9K7hnstE!J5v?Rr+0aZ(|?V7KGae%Tnud
z02dW5i9F3bEb+8R%z3rS`5+5F-!kv5uHp5YO}}k7CnH55;LXfIQ5iCS$4Ob5qb=}D
zz$`7!%c{5O5>mT!`f1irZzKI8^(VH}L~u({q2CHnNYPCNGB=?9B*xNsr7dtdA8$=?
zaY1rm&maCyZPK}ihu66v^BL#`5EgQ>vY=K!nk|%7|4ql2f3=RF;QqrG>Sg#%ndV>`
zucnO2-RQb7#V^Ntk$Ip-+3bR4ZPGi)_*kYNhp0%JH6ptS>Hm1(tz$fI!-)AwTZQ<p
zqg)O$(eD`(;8B>MHsGQJFWQ331XUGGsZHhL&~DL~{+k2J!Xblm?>!ce83zNx15fNn
z?iiB)V^P|1jMXD2ek5auq*L1?q4j?i|BS=XY{?WX6va;XQ49)fF<xE1g#iv3-R#~*
z=jRDE4~)aW&18>MQ=ImpV=lHj&L*yX_ol_Y+ouznC_TvY$8y|wB07|?nu*@D@G9w;
zLv{pzk}yw8M)9#%*N1Bl?GyDNX)D+|v<=|$MdT@nIgpKT*x)P1s%C2n9Xj}FOWaP*
z8m(x)O)?HOY~v;yE02Q`rO`6s{1N#hGp~DCT1w~~V-5YZ^;ztqk+y&ck`{*v-5h}+
zfq-!vya<Jv12E*~Fkj%(6SjQD*~cR~2TRLt#TXUKzpAI^L!lyg4@fGyges_umg?$Z
ziFNMYttMO7CH?zmnS8lo&Whp(>qvhk5oba)kaTwh1_$bEAk%`ZVgY(DQirgYH*)`*
zF<9sjskJ^vcU$PedS{Q_lV*q6P=FWZGyskauDTSC*aRNak0z0#J49E;$rXN%c}a3o
zOj8qL(bbYl^CMa=*x0&Y2k*U_l6zpTZ*!xW)&5md5${V<NWuv>Ht<wpBBYDSfX5c6
z?atu%ay8Rwfn&VT><!<iUSH5kEf>xtq|QK=2%|_B(hae6n#5bd(zhHO%2M<DUZ}j3
zo7Y51L3E692<hNJo<2NsPaZ4PST^lF&wW9sjg``^KMQp#et*cDIMG;y0<PHLNJVVR
zE{={FOES6Jnx_0mzc54lx1Y<6iAbUl3mKmf@!5H{b-w-dyxo2#LK@b56)C6MCIKK&
zmB@&KB29R>wI&zuUv-|CY?dfN$z?oB&$Fz1xtUN%19u}UZ!y=_^h(7x-EVtr6g72f
zjef~;`60dAWN;R~?ci@kyosA7aN&4uYdmokTd>)Ct?pS-o07w&3)q%E^tYm=GTt@p
zAu|e9uLNqBkVAHY_Z<cNUo_;Xs{h&ZQ^<bG--N$Ri-c-7xZ)4)D7?Ba+Ce!h6)T#R
zr6QKrf7*q9P(Rp`U#2{8)0dECQ6h}11?I#{7mmFFGWi~J2`sPV=iR2XIoJRDmB^Pp
z8eG#E;u}z|sG19WRA{&(;WGgZ7H$~uPC{r37A(}==+<&{yTjc;{)V~xrPfY+Y0R`>
zQj;PT=drjc!mqESreujVcg7r?cEES-k7rMBmKPd&?mMzdlld3$GRqLesffD?LAJFS
zUwrsOV>$2oxH)^D33sfJO{OeQbUg8>6!NQAl2;)?`8uVKg4x&X+VEjOEplG+%8uvW
z3CxoaehDP4;pqtO96z0^=9u4qu6xBl3Lfv*u}EudUK;!Q$j$!AP!}6-Iw3K}`W-@K
z+d{kc_Rl{Hd;jWRjM&R};9PQ|C1ot(izVhILpyNULrjbHxnpNq#qt&>l}5bF9FD#F
zA<;vAY*t*e1)@+6GU*vPgQR;|#Bol7?K0PSX+sBmM1<5XEPT`CO(DHNcH_=g(CJW1
zCiH?q=_D(c?biLYt(vp3A}X^wLMGJtB&Uik<5osU#z7~<44%m9@%P6`j&kqQY?h&N
zUt<scw`BMwrR3oapK*^AZrK9+j2&e03m7%HzVor8#3pXR?7Q?!`$)eWQOVfF)&rb8
zM7SJ86Iel|26WjF#;x)7ed%Yaf^)OdSe*{dEcLJFJ0`*WV5oQu`m|^e$w{{bHCoD+
z27kcU5Bl*oj*;6euVa*obnCbbT#Z5wN%}KmDO->zbw$LL<5w>ot9xnl)bzNPrqVu5
zxkVazK9TGOh0IV?aZ8HI3&4wx+YTobe_p)BvVVBj@mo`Nh*wq9q$eTpGDonfL^OS4
z>f<x=*)gi~|J<D;+Vx;cg;f$m%Al>sCjqmS)XA~E`8Te)DMTsFJkotd>3GP`>47c>
zn5V#XRU!ly6?Oq_+@JeZvHH^WxAR+l!lycBmEG9gyN5(Lm_Zf<c*sb_lll5s)?I%n
zSL;rTx^w?}Ze71qDen|WXC(yLKzJai@C?<H%4s7c*}7?ITYWFiX&u(hp4ua4c-cH(
zt%aNqFTVkvbhIuhc}(i6?~ugXPo7dSIu>6$oPRG6DD(Z-NYdU0+mHA9m%Ktr&cNw6
zI?K}Sw;lOeP^9q>1g7eCrHr0aa>n8Eebol#KIiQlUQ=clu?9jjA#|*8)incoorTZ&
z_)@!+pDwQdUK+WH@uQxIl)}|Vs2qpaQ-NcKRA|JyxO@CAbX5=tXkO19V77Sr+UX^{
zf#Z?LM~d_woU+0G&R#{oP})5FNz}RP?y1b}YNhgI6c75sz)*k~Rx0b0xVw&2I6PE3
zd+*G&U)GoNww$x$^Abv=W<UsJlMpHIs5!F>7XI;Q&UArkUJ~;ZR;TC%(}e#hXE2Q?
zt`X#10L=uLcRbAui(ykqGFcPCaV%>NfA6n$bDniqpH2edIxr2~+E|>W?(qXgd*na=
zewz~W{!?7o-k6t6!|`)Xu>|BNOvkn^J?W}##&ys2Sl;LBwi1Smn{DPWgUEa(@~gN|
zeIe>&Sa{ngr``5Ba#32k>76;uqY*J+4z<w0|3#CsQ-HWxZ*Y~buBc9VcbD_+t76|F
z>4s%XZ`^wE-$WEnd@}mDKp$fD>dh*LKZt7g4@f@h7aeu_F?S*aTB#rxG?xGVo0E<A
z0+zL$9Hz$`^a4iDno?p2-X5~S@biQMYRHa@bHg)56XR&#n&nds_O@EgU=@_e8vAvq
zWQeqB=zT`WIU=kP+<Mr%k4DeFgg5=})nfa6Hm=|ohu<%XVIIq^A#YgxBxBYeW@R0l
z-_zZ1{>Y(zYtBI};WdlNnSh6Ign0<Nj}oaFH?6KIdLGPf;vUrIy<qffMCA9ke~l-C
z*oeaT=)@np`uH5{P3KL$VxNz#xwg{2z1fD+D)FOe2Hy+xVTZ{;<*w9h)wS`u(_~?G
zcV8+`-IneY7E0*jgUL!hl<yr9z3@e1-P?{B|1A-CbK%ow-q+b9ffp_NYZ;5f?RFID
zkK3{MrKy6+^(i`Sf7K;7*NuPXms5BCQ#RK5%#0vdV#Y=@rSkh%UwLukYWUAemebsu
zYKqpj8t71dQ+$o%k(dFur`eu)y@@$(b&I2&woFsn?-$QJ(HK8N6xU*ObgA%o)wDpR
z#mPQe-9Ct?eLvS(dvRtU&gMdKKCnNCH-%?$qQ_HHzzTRH4c0!7@k~7B^JlY<<}LG|
zjnv0O2mmvvIDm}|@);%x@6>x%Q7pVzd&`5k(p}WIkIEDQ+d(wSKwJS{J@HH6lavKU
zMfJC(-*80R3nq05YKu~90swBv;Ejh+HI*}o3BO(`+v;A)STnfe2G3I6`!^^)1^qgH
z?~t)1DDae2YePORt#i+zo!NTe?#YmF=~M5cUt)|Y=r&ZHCF;Y$l#H)w1r_dN3v#eL
zZ2CQ)`?ujk$A63`Bh1N3JbCNFEYlLaL!*pOs%m^zYEQV^{SOe{gaa;-R`<*+{M?<-
zUel*MHM{=4;DXF_O2cx6J%SHeP8M95z+lteL5-kJDS8)>>!0gBJGRtWKxoCAf{OV$
z7N57+@_(QvV?vKxA;B8RVa+!#ON_p~(RIbKYwre~Pk9&igtPtw3$>I`L2ocYp?*<g
z(CJatsj}a5l&2Yst-SH(zu+>8cVu2I5k!U#4KhZscAE&xPJs(qJfR1En|*ZQTl?e8
zvWYXP0q+R{6p==#I1eK&U0Ds2Tpz}IVqWQkFN^Q+rTqT-WBn-iiGRSE@+=s?Kqvvr
z+E3m-RX<B5RYQBlJg$x-0$FL4+Ra!s%x_6W5u#cYL{T&7z?!MBQ*vQ;EYE_o1x_BV
z|Btcjj>qzQ|98n24OCPVDIt3m4O+^Ij6~UcKlUn=ts#Umq9H12lhDu-l0sG~r6i?9
zH2kh}kH<sx{rvvp^*Zn8I`_HHea<!C*Maw}c2f=hBAw723FQx^o1uFaMcV>Y+~x+i
zE?)D=TUO0@<DAg`FFqxIf#W(NRRl%DrhWL1$+zj)I<F6$^)=3auE^8e!~a5|lzi$i
z!Q9h1cLj4g4AsA3G8dPaB|GwUAJ<=iR1Z)xY=ct`#BXff)$nb{J@%guLizW;d)X^m
zK<SH&s{}f`lP3h6i3}NhA1YzLWm)w_0?yP}FwN9?X;Cc@v>=g8&!XtgWMyE5afbv-
zM)UWE22SAf$M>R=95&T4@=UE>pGUv_{nXWML&=VBwNLzI+T;ZQy%Q)>PxZWQfe$>S
z2963m#rUoY@PA(?X7@KBx}(Vmn!B-rMy5=B{kf7oE8IO(Z$8;mLIt>~=aiRGq|{In
zWH_>Ur_p-D=g&1i@^>Y()F!STreA`@hlZNj!P?+)K-^P}GJJ{s$IE;;TI`ehNWY8K
zd{bZJwd&fNxyebAFApqf(r1qrR8CdJ)?OYy?-QR}qiX63GgYuJlOD(Z5?=lD#6?CR
zkrR$`f=R!ws9LwgXzx!R$@-PYPMvqGjJjK(G7dl_IWr(~E^iYwQMdK-OSX6YcF$n6
zg7cWvI0T^-pvXNqkP*Q$nxT@st)jiEsw&nhnSWDI!P>KY+pTO_pRKdJ-)8VK!tpXt
zIysfb)5$E++a+_^%eI_f);RxjQJyWOtl<kmm|R4FoLu;$lQwF<m@LD7ac0hMrPilb
zsb<qh7zKb|6KyE`f^$df0XewPa?%#lJzaZ&rrPDL?AEfnW~;svwjh)`bZ}Xq2?IIo
z*wX3w#S|YZXWd}ab5G1J;nv8|p2a?lf>5jzPlRy-HwivPY;Xo&{zZAmrWdj{X2;xJ
zYLqz=D7PUl0_EB;NQhy%{;D{4!D#rFm&)Z~a$n8!-y}0i@bR|;dRGF$X#Ff5*!E&1
zVDX-2$rp$3JXvJanYxJzkK$td6p^`U2dtL3vk&}DkQdOO7Qb@oWBulwz3P@;-Gezz
z@8qdG1RNCTE9K!xEE}|rhR@Lv(>qt#UboCawWjxd5c6ZFl(`#rKOpDl3&jwOlpkYh
zO20X5x;mW>>Q;3#xp}qj*{L%lgo<zyAW-%o1Vx+{gepeF2qAuA5UOA1ddq|R;=R5n
z3j4ccY_&ulF$knuw~To|vCw7i6+gCf+vHSP)cNy@dzJqbZe>8&Te&$w`5@{G=i>-=
zxRfon)=-s2XZeMjA051~A3R|v>r)yP7!kP2f~rJGnh+wd;O^*rlaCfJhJMGM;MfvZ
zH!0Za{xJp=!HiEfu^~5V#tjSFN*bnSnX)sjg*oc!Zt46B3=m{N!KZ_6Qk1DqrlJ-7
zN=;3Soj$sDAl0b;bWPd9wjNCe5Lr7z<!<5bN31ONi*ARP+0e;PUN2ZR(%*)gH7{bo
z_;`Rm<>V8DqF?0sbFroKxrmmk>P>kwp<<Kk99z_ej0gl&=ptTN@T}pz(&^RT*s4$b
zOM4$1XWUQoUZs}8E&BLUMlA!x4%kpZzk(1ik?O&6DC5<suR|U|vMcwz^6b)^Vo>;k
zVL0AL2eRA7e*a^+qQtbyt;V~4Exd4|{)PRm`MXKG9G?;eK*_Ag%Lq(*&`y(ScH0~K
zN9k)XS|*u=i@Wf|E{Y~K&v78q&4;U)u=lXj?+smoqa^&l@^Pg;jdtYT;J{9r)PIBF
zm5Uk@8EJ(A8x6#MFq=H)E}#Ce`3~v5BD@(;`|9fkIT<+1nN>_vfMtM0hhL6}R>h^l
zPE`xZCDg<F!X*H=0;0GDgN5C1lK}IDPe07d4mRA;GivAZP;p@xsQ@|<x+AGzHpZeM
zz<b&*U!-18rgu8Ge^t8b9C91t(}3~7zXzTE5IbgFUrfg1hT(-t+*N)Sw%+Ap5?J~8
z-^Ryc&#Q*MXD1je@NHo~a?JdFwoBXG&Ev<xIYLv$e{;2Re^;S;*Y%V)roZp%Z2YOc
zF8}iQu|%XtDgdMHR`G4KdtSBdMQPrem8OeZm$sAl2sKq$SVUf3Icfip?pf2_{L0%7
zJg*7Sc;LU{@%Y~)2C85SB^MmXs;?f3y2!l$qru6i=kw3596u5aVQ(kGA%c@TNIm6p
z|5EZsCXdC`G%cp8<I3}w=Hn6gc7g?l8eXv7@Dd69#i-G&xsEufUDKJqF7G4LhlsPn
zr0zq_9?k_f4=HPGufuKmcJ39Ee(35jKh-*r^DJ;Bc>;|e>8XT?vF2*%nheKP{_+s>
z>R?&3VC8SpJ2r8sivrCbW8P>{dtqy2P>0dt(+g&*y|S2Q=Qw`ysI3Ape40fh#l1+s
zaB|lU#Z_Fq1G`II64J*HL@Ciwr0s1338?-U?}MniJuJOO2Sk|9PTF)@`^J}+9e*27
z`Y`CYCb11m>n$%PrM7eq3Ow(+7v$2Z@i!bwn1Z+iB~E9JbX$VfwHpHx>W_B?W&hMO
znb!F?7*T6Wp&CHjk=PUY@$Nhhug<=tU5{>Ckl`L`v51F4-Q6h+f6<q|@*@6P*=Dya
zbyF4l>t~yu|4kD5Ja}`YN8Hz@oj!9t_1Th3+yem?g&Y4i*4LeQ)07O|m2DD{v(KMq
zznjs(TGw#rReeXrUvOCBEGCr>Pqt6}pG=&Z9(Sl^y;xd6A4imR(<|c0i^In%082LI
z`Y?3v>J%|8_pYE-X700goSi=rhVEXXrVaOa?PST`FtWH*yWCD$!Q%KJ6N}fyw-X_V
ztlG&P_~D$OH3jehZwl%vkhiqHzVyk0Wd+6iG>_etA}v{1U1D}bM42cxP&F%4H7bn>
zbGe?y<FEg|K6~Dki4Oxw87RzQ;|PvF#7|Fneok1NQm*?cvTfTyu2=e@uS3&>myv4n
zm>fHJ9;!%zhFw0`zjfcm#0PGLiGG!x?*m>rcaUn=7{bvBQWr_z2cc23v`-m2-<}y|
zjP1Gm@Xq;g(YCXF6V~9*GQd53*GFgem`lvL{LA8gt?!qZ;-x<(g2;2-*9YrAe)O=@
zoFyTeO2P96;%Dks<v*SL_tA(Ov-Hq!Z)tlhcvU8QM@Y+bYpJbbtNs{Gbd|%3OP8+q
zaTI9DY&`$oy*9*UU*dJrW*K{A4;YJrx7eDBy^#{{esLwyPC1w+6<D6@ct7^>l5Y;@
zVIEu3!V^cIn0@Z=Ini${Vy~(_kNLYF89*8PeH=oykis}7iQQ74KJu(%WXfipuzlq_
zw)0v}m_0$CHYQ}?_dYx2D9OXp^=c;XFAf*H4Of<!2qBr1@S{07uT#`Z%jOPt{Sw~{
z*(rN_KKRowd~ydud9)QR(2ZoYMa7X=SBT@;&r5!v;%k{R;A&Xc?c*OpX5!Ev1yBri
zl(9!SD?8$EeiQOk?>M)F>2T$gxStcIMb*WTaRwU198dzug@n5=)#k3GWks6p3CTK;
z>AOguRK><bQRQCHxdoh<P+>zVSo^reSuWNd^iJ?QE3;%PXRmOKN5@2|0aW=0`uagd
zcf;Bhl_ey@Pv|_96!Te(J-hr_+Fxh_3Pj^|qDb4oRIWFv+TS%^v*T0Y5vzkzLr3;B
zOr1F1)dNm(h|@qf6&uOq!OYa~9=97}CF>V#F_GW#t$f08JR*i$D7eCf0>F4Y1d9+A
z4-b@IxiY$D#sZy>vnKC|ZK117<l7oog9iNPd0XWlw#{yC7g=Xou<@6(-`Vw~Z;ifu
z@Zf$BsE6((cGxlJPK7CIF_}M`kMDjw?{{-0f7h6TMQm%b%R60-i+}0(b3@+hOI~N|
zV`dI2S>JlTeC&=UA%WmjAi@e@G$7{&4ZAVV-;Za7NypxWYgUGFJgn0RzE(P68St`E
zryx+v8BXS5)7>A{Swse<)R_Y!9o8ipf4V^i+~^MkUKA+Wa3|Ws?-Q99)E9qM>)G6w
zSq8^)lp8XOM<>Xk#>3{pW_z8tZ`0bE6z?CMB=RW#>h`orrzZ}lm;2%yoG2za7u(*z
zrC`%<EYl=4Gr+zm?a3`NJTf*d6jgF{3L;#$;86pTFl^h+e6jHDd)6LzPg!oS=ek$Q
z)135`({T)Y0J>coJda(#qa*qvOKtKB17+J_-lMb0SmhW1_4`IG52@o{A>sBi=OBk8
zw~t8Gl|dm^frTaME1!sgC>rn~Va0~5RqZdgS+e+vu9Z0ZDfb!c>ZKD_!GjP&m44DN
zmwh`-eP&g9imvt5G4h#|>ba3)OerSz0UZO0))0)b#rl|2J-Q5C?q_#zKcXw`<C(mD
zH<?~AaboB&*J#^kJ*Uy_Chd%Zi|LQz2XFMQlisL_qrtHXUMz?)z>;Gzn+&(}CVa^=
zxfwnyYQ3D$opXa@s^PeaQ84f+V4sbfn&R?qvkJ_%)_vf5zk;X!sqNpFfI<QL874hv
zuEPtqo+i_V*=LpjecRRbvZS>+af)OWHa^2E0?oUUW-qqZ7(Dr7`E2#~>)t;j(|0GL
zsI3Y)Z9qlj34yjFDs7Uv2g)QcuBe+r+nwcQE!717K2HjZ7pP$F-X@cZhI<-1Z)u)6
zFKyg>tuBUce3C~A`MO9P*7k1RO{aEuv(qx0z4CRL)3(<I*8f8iTJ{GtwzvAXR(`Wx
zS*TNeswzu+TJuDGh!Q}47_cE4&RbO-vYo3tmA7!SRteh)#oPqa!8&mzJY{7t&#qld
z=Pzx$-{Y$N(TsbhM)c8Uk-yJqY`xxJy>?=Hv(bRSyxF@>Us(~P{Iya3?-(yB@LSmd
zUA!xzuHSjmC}R0JryDUvX<YXTHi)UdR$%%U4nOCQX9z5te<9OFW<g&-OZn-HQhDo@
ze+LlS8l+kPhx)!FW-`gaaeF#!b_<I!XRX~8G*Rs$7Y%Xkd3yMRL)->d;_F5ubJ^oH
zF^V4#y=-6hdGQXb(!swAW5mf~MRnh9+)e)ea_>c#wbhm3w@=8;Sn%ICIqYValZiRg
z$^NyA`K7Nu`D_~cWah++=r8k>$6m>MU8$_yT6l4Nn$6Yrr85i+4YU7So&q*6xg)8}
znrrIiMgFIAZ}+m-vvRThH%<{d?fO-9?^*7p>R)(Q9R4xl(!#u_{l9Tan9cD_l~=D9
z+&Dh$^;GQV^XHBsuFC(7Q^r_-Xcc5Dm%iTG8TRmM!;xQazf1mOcQL*P73`$>CjB9+
zg4&w-iGBMOMpI8j3t0TOJXI`B;ZB5mpY~+O@cL~FviYRS9`fY>Cr%E#o%z!Ga^AM2
z*U8BdaVZAZXG;Z7)It7yeUNJ`qTF#yS8~f?&5A`W%SYawI#itZ{=db^Vp{`WsEZ$2
zXtc{Mh_}W+jjx+)vHE}G<gh$%laM|g@tMzD4L{3gjbLJ-YyWWwGb|?*C@9SH>ej42
zqhc`=yT3ih^rch7i@g7qr-1Q#$VoS^VKIuWV;1Lh&>IpitkwE&oFW$YHQjIDz!Kf%
zk)?@;3O_Cq9Vq#K%u@+_v?gqdV~V*68{fn74a_O>^|AB+aWyeMpE9P4onCi#xt+!e
zfmvH-rk=c~8K6H=P5aCHQ^DrB>j{+|y8oz)<(v|m(9&r+`W`#~^ZDd4@ekQGHk)tO
ze0cfVY+u+7Z?%DVrT>H}VCGlSoc4$K?C_}wGZt5$`X(gJ^}km|5qoG-mnz1xZBc88
zi(d2TueFbld3pY)G$kwvd%f6jjdf4{u&ndi)Dn(ko>$ZU6Q+!bpZZMm7|pnGI%BI5
z`?UJm>3qjR{}ZNyWiW5K5WH&F{Lkg#;Wv+oUYpXocA`P^=NnMP7TQex(3i*i>Yk*D
z)pYNHyECpRyZ?tYtXU{-L4NtJ(Z_bnN@s?OMswbDCL^8nJCSs)j(I41e>@s~c{-QN
zD*N--Dwo0N94FBu6XcN2+w6yt?+z`}Yr&Kb$KIL~)fVldLx!rye%;Xu@iZX^0r;&z
zJ=9wK=ELTC<sql)((P4V4tMz?^CsTAkPi(4Ky`<x2KchA=mi1Bd@kAhde@XD`s?#w
zep)?rhFQF7;>_>_f2afU_QbY0&pe@LdZ6@&t^BUU_e!5F0|zI5kwkt!skwUdJI}K3
zW_gj5eolx>=@@I*r4!D7{dwZ;V4e2I_q;5bmoSNA%DpWvA9>iU0_Oj9Je1^u_T8+c
zp|(yg<jM{I6`+KFQ*W~D-8W%4o|-|mffo(mXn3HvWw}%8v-bUiVS6)g4o}?6MDP_Q
zXn{`WLgqwaxAlac$11lEyG*H>cF-dy(_&X?<wQX!Do@ZRBZoO=`R&)No;_2Urd}WH
zY%?;Bzrjyc_tW1b*&7m7{D3!^w35F}Z>pSSbepa3w08QW^w!B`oXsyMh$1u;s3(DR
zFw`3HXn4^f@y82)iXPnJ#^;p(T}QTH;szifNNqQJ%sC*HJinwZy0}Q`mSMCYXMV-R
z--rBRm=CBxnAL$op*l$q0sW4YN~JmR_8zq-^#2@<=k?$;XQZ>gyk#3t7=N0t$T{{x
z5!Z&9byM;u-b^T!8axW%fEzOoXxNz>UsUsNa7@}{<<=m+_Pm5iX#)En@?b0D9I@mk
z8;xF|VyfTa{-C5&Y=`9@b7}WSe>^_gF5m&d&8ez$1CsWRe%F8JU8s6{Lpt(_;O2u9
zWgzn#DV#v~0A?j(DW6fTR(;P|?27XKOV0-P?0lWn9mo4WQ1~A3KOS6tRyXk>&(n@I
zu>m#xtj>M&{)!>00ti7}8C<m|g>FRK-1#)kUbkS)$&{uo{|4c5+R9_@^t=wVKKEo`
zAm#P!=(#I2*8ClUau&%4>S^03+obNDkYbViYp^8l)2sTjFaHMNa$?SHGB+zpecjXi
zW9q&oLL04%5^eqp!NbO+9NOHA+Zw;u^m1<b@MJ;U%H{62=Suz?gv&AIsMj43XM3I|
ziiJp4@43pxRi5%!2nsioVy;X%{yK8Fy=|y6{pXu4$u8nug&Y2f!KIjgIa+^gvMZOx
ztkcts+0Nz}1@096D}rLw#P>nBrMz;YdxWuq9#hIk2dVSYhb6}X5QP1TJ8vM2iCA=S
zNy|7sx0&X<OxoaL7CKudIAXca^y`0@L@<G&{dTW4LM3fCj~Jiz`@2GG6*SjFK<b|u
zTuOj@sW@%DXXhKShU`Tl&ho$JJeYXP5HkbM3bkq#2M)NV+<c>Vj^oh@b({FE1IlM7
zs-9yQT*?s*mW^|~wFDKsGHZmki?y+}JSS5P#?CeT>mkZO$hUJrgHPtD_YpZOt=lu_
zah46e7{JIRfWM+}NztbjeFKZw^;USrh}Ox5bL?EZ*Y~e0fV44E&KqatH_vU?%EkQb
zZn-uoGr_RW{2y`vgG({&xFY8p?AY?y*_nS^W_0eFusw1Uq`-QihF*}2<L!a^yFh(V
zYmLSAJ3ov9xHr4T)RpWXkmX8Q_YV|A88EX?nj2>nUB15l>%u;<nvBsmd$vdYeK^_4
z+^^7LB&z2!Te?rTjnHX%!~7+-WAR5~myxr=yR={lPimxcJyvT!{BiH24Tpkhs*9@G
z-vywOV;c4&=<92bVD8o45}h}<&8s=CoyRv(WhH+fa>s2k1tGx)=6p#;D!Cof{8~?@
zKl#Cv^!J~~zkJ4(s&-?4nRt1!O3`^u5y?RR5_MUrGye;UmJ8dOIgoqjn%jD&FLTmO
zDg>VtSGN2Q47p}CO*sSi>+XEG=F%?QvYf|nzHs);|A8VFB2b|9XxY!|$|VcRC1t-$
zC8{}kZ~tE)v>E|t<w{#l^NLQ14If<Mpe*OMXzs6nV=#>}mMc>)4f*Xl8PsYj9%`{@
z8t3ha!~GFcs2fqzgssS!IbD-=d*rW*lUsE<GB`8COeQL2z$$_hkl|Z6cHi)>R-;`q
z#&^n=E(%TUSiW9{G6+y94p9t*(kV#KJPj49rk^ku=sCQoy0dm<mH5xB%**R43dvdF
zB<#=$fFAUM+%3F98p?%j95GkZJ4<zjm^_SEesUen)av4Ejla);L~XTg?V$b$HV|Y?
z;Ed3CDhRgy!R;Kjj3~P&E7o($TCY|!z8OXZ%#cU`lIbO6<sszN(oo&fq_iYEY}eP@
zKAx%0$4}V@&RTt^juHp~YCIp?$=k*ku|+sR`V}Y?f!K*y$7vhY>yowaSMSJmQEw5N
zUQMa0_6n%V7q#V{NS1`BZCNQO%h}qh*kES^N<|7?RU<EPXUD9cKbhmf`ivQ*To6TX
zL<rfNPKc5paxdh$rPVfP=ej<a!^u-z<9#%8n(dr11RNi5C7@6vD#}9sW+5Sq?R|XV
zN79<&N3N{&4S4c<Jrz=N1=c7$9}f~#KyiTz4%7^A>V1v*zMFSC$6f4r;vv2+`_?m_
zNKya=Aovg9bwkD@ROMjt<u|t;a`H71QTcG@k;?uXS1P_z&LLMQNrGO0u$6$74rt+E
zVnpOHKCEX@BH&%n`M$09_-aSCC-8@kQesdU6P-UDCwjy4BT>Seth|b%ot%O^7Mx?8
zb9w&0^?N(A1oNi&Jsn+MKqhxPfJ`C_l%$Fyl`M!vNI@SB$l3qQdM~eW!L?!O<Ju~$
zPYX_PX0EOslZ|KKkoyCDGISR{cDEw_&A0s;Ji4-u1)^(sHdjxTqLc=ZNs!(Fb1_uG
z5D6*6Ptvxy%I}F=zGOvkPFlyW-PJ27H#`~-D(1L^F#<IC(NT+^KfX*Al)Ut5p7qb@
z=$1n=W0P}tawWGt)rXPTP^wne%GS1WSnT(un6-IusC#@)yg`Q0gU0O~)5g$vl@Ut+
zB>M%EDO18fGzJaR;^u!Y{<O|+_m)Lw3*8(hfRxFCemWGr40%;6J8T2r@YRtO#TEIR
z&hx7M{IuMA%{xlhg@?qABg8pG+@N^24iWIfu(-We-<8x$3e6jqnmXq?7;7EQ7?X-t
zkxWw~6VusevR@ZxmhPGoaVJ0HuF!C!(Z1zl<EfG@uq&u7CKDEu#+Ge=*k?EQucDDT
z_HnB*$_Yh;=ZNpi)ydi$m1npi?s3S5V^>tmEgba~HaC^}o?xnB?zHLq4N49k)r0Iq
zbXK9I0P6y8R1dJ%x8CT#Wi{EIcF|OFwZrx6A_o#KjDrz*7I;k$qU<LVTWQ$0h_!7T
z56)Vqm&*@@8h&Zs6GA`ih-nf)7e#qlD3^z=|0SSDUi^NM%DVi$FTI{gb75!hQ+gXC
z0F~Dh>3+zL!v<IO{k-%>E-E-Wv$Ih;yzANEH|oA;L<J}+kcBEx0R|#5%MU!E*3+{*
zorOLeVt%!B*W6!wzx?I77;u=R;g6{oPB>l)`TA<nfy)=af7p7s?;j8pla^D!Z13-T
z{L$@>>qx7tuTkq^$uf@sp>YU2SCXQE#zK`?Xk3DgBhg$*@o!ltz1x=7I$prI;WTX6
zMx&vv{N?eIg~k;;rJLr^LPu)IpLYwuc?bx`SOs~!ISo`>VU@R@vmO)wc12KI!6C-r
zp;Kp&Hg)4ogg8Rn4Rt?^)YJXc?_DKu*&*zW+R==<UbE#7{vpLhQC3AtQAP<f^j+cW
z70c!_@7Ts;y}aHPqCEYJ{((US=RR1ZwO6pfnbcLokuQq;&-Jjm>DBrD13;9sQOWF>
zn$B>wUdap5qq7G5&n%xJ5>R^W>)(-BTBTHCYuMFyCh@`{N1Qj<34G%>9zWF16W#EK
zC(mS-|NO3ShuMayHkl)98$aFQm^e;OMg~)Ij~2O2Oa3(D%c4u%dxt8U7Rkl@Wt@Yo
zsv`D2f1QW06#p^X9UmPJEtPOST%<(BJIRH&^Mv2@#`-^=e%it+>~X4guF&)M3zFZa
zC{U*>eIU?GU?z6E7Yi>b7Op8v$@NRuZaK-tvwxy+_#YcOk=?9tqxIZsb8(N;enDB*
z*tyd2<50z)k_;xhWYLzc;g)GZA2Ya%=bdj%dAFbP`ICalUA^vdXp7DoyT+Ecwm!+j
zXMTGO_wO11i-`UL_prcaDg&)+ZW{TW((PIjzDL^V_-z@>*28{Ro{mSLs#b4h8SHN2
zKA#JDMMVwY%hzfj2sG>V8SolE(o<1MNy-j+pRl!o>GJ~37R@X@(K}~UwCQa4xfHg)
z4_1`H>J>+i`U=WO`?B$VaBn@jv1jtk9&#|^X~3ro2Mdrk5Nt=f8N~tm2R86Mk4VWm
z@4sxgX@!*p!+0n$_5j)_4`@T`N^r+96k56ItqP^>;2J44d&jxq_mhxiU%$TlUs#OS
zaAQpBr}xDpEMmKqgZW<mwmsuC4gmeVeO-Ma=?*pG#qUOC1?<i6rmoz3NvrxtX16;z
z-E`@0XAvHU!fW*zbG_$>Uf>NsBgh=@G;*E)m?`J+Ia&+p2se`bVH{`c2IqMu%i_X}
zuWxhriZ;}&(O<EU@)SaTk0-off)WSMLA7D*N_zd*y^k9nZ{9vVK!E4g>DQJig&4K*
z{({89>`tf(D|<;#HG0L;u*~Y<-e>A}$f@~4T`CA7t2*F@LOT}K`C+T4I(|*sx;1uy
zWs8}){&t0JAF>-sP>>VoD@gx_v3M1jH!PtIrEdz%xqIxJ5{J{frWO1-d%v}@pB$o;
zTm*E(IdeR%0$n|<Y_W$!Yu6<SUS8Am`L$5my&%V^DN#~{6h{!jP@ji$95AkT@F#<$
zdbP;@3cF>j3hy_cRlEB7D2bG#*|`DQGZ3$fhouL{nJsqbx@-49x7<kHvr9ilb2q$=
zoxa455kTi0vq%0vyaVq1ywEErbC1@Cy=P`J-F(fcE?)Z)2?3o5G5Mnu98|=Eh%AUS
zkAod@ex^ac*bD|seucdET&@0V;YAVy&C7vI3YOa%6m1veioxDrs+tq@>8pzbQ<!C$
z`Ug(k_u-@$#*sdnoDHc4*H*M~KkvTpwEyCMvnZ2eo4xCWN!JxZ5KPYCPDgdNSdS*Q
zbCKk|9X6Sgi|+-keQ^1L47rP8ELvW0A`rPIBz-le&gUo6!7IM1e~I0KoeN4;M^4(3
zb|D~0+GWx}LGF8KoHodR+z=CU_|`Y~l+y>%w$_;=zb@0Cm$ABm(BjKt?+-U8YUY4r
zctCHf*m<uhdDrN}3B83VZL;#j`5~OY7YuH32@{s(JR953yq8OdU6M4_VL~3ZWV<r_
zX^nEZm}gzD=3kw+YFmw*^V>t4mOY{WH27!nv@fF6na<WN{JXcwK(YPS>l<yEXYyAr
zczj}?3mro;YXF@ktP^N%G|W8siIv$3rmG>jGliB{Y*CfC>aufeI8>oQEiNR!yTb<r
zO*3z;R<ZBZwcY6&CtgtZ<ldmdASZpWuj=@exv_VF-5z41={CpZ2M#-T7QMO1_g+7c
zdSpmMbwicpuzze(l?17d7e8u9>e-}MzkH5xN|yhRT-S4gq<)9ziGgkdxoCENRyMx)
z+r}cdii*hx6qUa!YJSah;&+2+<nUc`W>&7?w?fT9Kn7kCg*`YbHN1(-^?<~0UH@Op
z!Z~X9h`TZlMq8hu;uMQ2iT?iBydlX?tSJ6PR*C+!@`8MZ@kGiNG--uO51dz<*cbOs
zh&d?cst>yeGNo_fh-kD(oqdu*c>_&9<&uYU2ObB`ClCK~whsHVG?twSvX!oAKM;24
zZV3s%v(-pf5&h+1H3GI$a=UAOudP48abU{PD$AN-i~=C1I&>NX;!J3?2p=f1#j)-P
zmiq~1@pUeI1=~!REl(fX^rDOofwmRUBnoN;;bo&Lc)G<YBMS^wKc5_qzRVO8eEIGC
zZwD$rv|rMqkxDRR$I+oAyAwF_#wvc1on$QoKQTP#%V^X&TG9i@M>p=C6m-kAxx9*!
z?h5I0_?oyw>K|Al;Bo-R27=ltDafkI+knzhb+aibkGpuzHN{&ja#zglcK5s;2X`Y{
zCm|n!iKcDJslmnH%>s?vO>^ojCUbrzYk?f?a8bB=4DJMQf4EAyV82gV44QIOcsy;X
z$X#q#EPvs>2dN$q<DuCIegY}utAg_M=jEDP6nwonx-UYW<y+{<H!DK#{AQeuB9ufB
zEzMB$D0$wZ=o2n!W}5P8RrVi;`;u!z>F)~7M@ddr3QEM$HROhRj-aRwHpK4yDyhog
zUUf=y-lhuo>JP=$(v%3`q=(PnU22R$238NAhK%^ou%^_7(bBuEyKh_f6?{$?_H9y*
zi=n_U&I5G;^Z+e^v@r2c3hRjoeOR*Ne4TP)g>I2V<<~<({K<a<Q58yvY7@O9Wkp40
zOkzP-()t4-E02F)8SE}GOiNU}mGD=vKe}b1iVrx-T?4UqH#I66r^cv!af?nh^hh=+
z;p1CP!eAF8j&5)yfe{VGCDb+cVaV7~-(Ot%#+B6@d@i^&FMD3Hm;pkt^by`48Wzv8
z*K)<lObP!D$GkqP3@{%xxJM@GIilak*_*6o!CwO2CNRZ-obV9WmE!Ng@)_SsMn8YI
zC>JzO+kBJp=MhB|d>n|45<GA;oc02n=Q%I%NKw+aUH!~5`zy;Axti(CU;u#{1D6=Q
zX@dQXBGmyRmY=?CgB4s_tr^@R;%o0WZouM54H=&vi6faup=k={>R<1mU3K~Nr6H5q
z)piMqiSKri`X2*;V9lb|OaA?NGn2Dc+?TuZ(s@4|2@82!P9~7!5ag#rMZ(lF!`Bau
za%`|}v(}Y5OhzuOx0S1!IIG{T+mS$K1dW3ceQGGs3PTYUTP?Rqs#23CO(`{Do>|AI
zHntA%;;By?59E&ZV<?zcBe9u7%3Lg&<4KmE<;wmD&-8IP+;f9}gm5LniSF(IE_S92
z1OKdo-sqNnK3}#<t+;e$<pa_q;s|A75b#EvWq8>-JfRB~FV`Pfp#4ns`J;;qPUIC^
zrMq6ZL<yk}ca|bWp$M%F_#BC^(YV(8wdT1`l`?}b9P3neaBbw(<NpIobBF49N6@2?
z4+d`yl2JI{U*kdQvTY{>FRt-eX_GdygEWa9p^S(63W*zv!K4^U;n7q{(cUH}?tSlY
zTy?|FRyi`#hMK0siB2zICU`|`P#QftmvZcCSxzed*!q0*<8%2v?sLO!>Z8bM5<nkt
z8v~&POb`7J#|UhFJ6Bs8mZ;Oe@hDGf$DChJ1f6cT=!KtOww^>HLLc0kU}Rs==KE4p
z8`xpA&{!b%B)0$M;RE|g!`%^$4{-8uV>r=?ThVYs^Nr{wcjq2D_C4Cp=|(hj26k^u
z2A$yud8!?N00e3eu)f<-^PBsx&2p}8a2dMw#dt}-3w3LN7;@yFdRb7y(Y>`Iz4ls(
z^6d?wpE|ESxi@=E5(&e*vA|kd*#eQ>3irgo^pQG)M}5iGoZ9lwDzX+1j3H1l9-MV3
zFa<tzk{19|V!QXIB*Ong{;7ip>!<3Rao2c3Ivdd%F#bI8Fh}P9TAp1!%ilYZy*Iwc
zIas{l5_NLn<Gn$JfGQS(bpT71Ulsg4ZC$I=eO6XGj-M>LiTg>r9shNBe{@3!?_r3=
zTCAG<q(ExHqc5y3hwh!Xk+5DsMrUvURB}*;5zdQ%{a|LUl5CIGW%*{DvD|pu=31R8
zqzjoGPYtJLG?Vv=;Tg9FvnqdIitU*jQZ%IclTyrJ{%{76{pZkKgqRD!8&9@v!sZy%
zStiAF8Sj(g{J{10rNsTTebn_0P(<Z~T#$@QhKU=ng{U*FXP>Jzs`G70*YutPxpiZ2
zgqj;cR7cIQwDtY>Yx?fTB6ycE?|=E=&Z2oilmX)F4JumDSUWIuwxUnw^I4^QFD&~Q
zvsA+j-zp|k<(7iiq!<b^z8HkGjH*3GW`(`j6diJ%_nWuEAuaBU8~DcKh!$_a2xWt}
zdyrnfbD3>s1#jzgUFYdlY8D#x%Xf|kjP=!Gu)ucd9ls<vxbd#Y9n}YcfsLob8r(LL
zut0QWK}{CgoKQTAR1Lw}RUS0vFQ$GX`ZBYR#CM%q`O1tM4fhXz-;rE*u-bSvYmJ_p
zZGU6iHr7Y)?k=x2l6tQ8mWu&Glrf;}86*d@(aH3CH`zn<z4A(zdAX<k-ixl8^2cas
zg9CI{u(-dK!j*n+npGO5x{+_Lqf7(y>)WIe0|6}5pOc1D9KkV-zCut)NY=IoZ<RZE
zEfbeLnK=-;_tL|!w;DUW2`LEYiu3QGMg_Q$3au}X+?XV$m@)Oj=CDU80h%%kla6sS
z4o7SQ-neU%%u}La$vP6EQ^HFcm)B{vm6z|V{d`&LDjh-(t$~XN*JjC%LfDZ@T3^yD
zy|Z7q&nb=Xc;Kq!+erF`7y@#*GX-acB96UBJ8ja6zRS(&4SxJSbRHANlGsju$P6G*
z!BB(?_yd3e-PH&B7DJa#&}DBWpV7HBpVjk|%1fuGrl%I3t&1nW0szBl1f~Z;6Nl#?
zVcxHGPY;(F9GVl6KS#gmShHx~S0?&njT=tzED~g2UfP>VxAm@-Kc%<V_K;Jdy<qQg
zD+&c<FZ50+gpo|;dI^noC!bwD$a1Z1SN3C{lfJhOvxhLE92_7-Kp5mGElMXo+D=$T
z+ODknieI&~;NFKzAGb3ON40|JdPDo>)hrj2n7zebRZ|p~TFKrQH;;@t$uJf!Oyqro
zwL*>?6uE;t(aIW92t0A!nGa(YwqAEerth<@rT;_zm-bE5$t{iZo8U1B(A>bU0EHvq
zCkw>7MXC%3wBFVoa7bLdy6Mx>9GCn;27x3oGm;B-3G8hM6(ZQP&wbif8RC38kFA3W
zbJq-*b!;O)PFxUv5Q2??-V#v7(wBqS7m2H0MaJ}9+0UxXw`Be;6P5zWhZYPn8NsNT
zBdiPQG+|w^L^9TTRadN-hv|-x-#IrF%HJ>m(J6`slUoX=X)NpiYLB{Pc+tFH9pA)<
zPrshi(!c<~_bQOYzzqkU0br>@kH#1FX;L)nlam%IY?uyP>hjok^XXe1_5_YW<kP%C
zH+(jDWyy=5X>*>m`5fz<3?T!C-=?^-@J><;ujop0(dV@ANy5?D?aYVO-}AFh-?W<%
zMtlyiZs=e@dK|H4VN15PJo+*+^@rdKfgt5O(QLmuWyizd+5y7^?FY1>NSDI3prx5>
zvD?cmd>1>?gbgIL#aEJ6KUk{J_XNHq5J7gNrL*)4d<tFM`?@wgL-NJ-ugT}HPyQO8
zOA2G)xv)XuW_$;d-M<JHi%F5Tx?5JuSJfNG%nRU(zGZy1m^_IY)s-=&hpNlNRwzgc
zE$(<f$z4)AQ=;ejid~&~tbdW};qFd+!ocJU6@X-!751a9@A%e2lPNi;oZ_N)iWCLC
zTTjMl8N~vnBWg`aP^^I?$ciT8ZDNUK*>$vaE}i8)Sv2nSpCUo&gw6!S)15gvr%FPz
zj+5K;kjWLNr5jF#<~sk0K%AH~DP=Flc66AkH}Cuv>{$n6PuAU^k}xmSVn{#nUr?3t
z&<*O#MtJXe`I)aszWeAUmtSghPSU@is$Q7djK`P40t;?E4;k{->@J^t-LA0pU&BFV
zhttgtLelbzQVI$fyVCMAelEH)CA!sWKfjF%%Qh`K^50k$FYJj$qsp>fx}w!?>L(>)
zK6x$tCB5QbKs<qq6bsPatp|>u>^``P4RaS2Q+3yL5_mxB$BgfeSX787j{%t@;&X4a
zq;d_Nu}p7#71DF{NM$u86I|fvq@&Yl(<9i#(J#4W$GgK>tKXar^S;2#_A=CZ<~tNJ
zk&zL0a)+xQB~rjeGtSfRzmrwJtK;{sB>$@~cI8NE2(_)%pdgHqVbB2Jq(nCw(cGZI
zYo-3|f^x|@R?M%@>(p-bC@%XjhI4`a=<0#8QKUR5GWA5iu$pg8ed|X%Ki|v}XRAM1
z-2QPK0zDfle?|3@G%WV>qtVVA0=mww2Ofz0+P0B->EH(Xa9ksWn+$d_s2OBu14#eC
zmTcs1E48*e<&+=i8)Uk|^^Iay^LP}p^qrtXB%F_AVk~w){X`T0x2;<b1`d6et`yI@
zxsjK?Y=rWQUjVor3SW#Hc15%6{K+MG5;@$pMFI+!uLheKk3Bp-w*b&Iz!--HqGOzi
z*rmL;o7R6%xOy&)w&ml_p4cSbg#iqcL;fo`b;wW@-gm_ftq1AL5WHFv7@dCMmE0P)
z1XF+E+h0eE<HyjDX@u-(^aCjNfw*w-ivxSR+2*CSKdt0coxe~<?cDyk!-pt!0C|}Z
z@et6+(D3qJBE|1W(|m`yhaZ1lIpDEKxa}~9-#|0{IH0;QA}=pI8mvF)RD@NXoUvAm
zy~6)@dhBSLb>rc%#FDVj)clB?<?&={;G{u)muQ&AiY${9t=_!m@1OMptDnnAK4T}9
z?=jCR>{@X8;;Bk7QwJJW`-8=fduPPArPI|9`EPO^+0dX*hH@wn8KHviB!p`Md<<FE
zmq$6wX0VJH6&;h98@J;E-|8Xy6j4|O)HUS6g*^^4M%^tgRPLP$v>AsUY*Bsjv~BaA
zb8oWgComp}foTDII}p;rAE+)AYZ0mT6?Zr-IpUe8cRlCOw<x&=+L#O!H3W(S`0Rli
z5N}^?B<G_PcmDZfTEW{09_{UH{%I`qeU3*NkrS0LzR-e0w?Uk+!L}+=>GsLJzN3w{
z(Z&P2ZI`ps6euw`qbts+OK|4ldKIWxSeEgTX8vQ77p3sJn_dV`OnGK0^OOYP)Rfdk
zivk6BDw)%<NBqa7xje4SajE2cyvDQ5#GE=fDFE0ia4$p0Y<Qo6KJbo!Um$DU;7r|3
zA3sSyoEwqb_%73xXUE+Ma=@RB>|@fNg67eDMh(M!B0Rs2Jd3S;ZS-a9d^aW1Y3@Xc
z@<E(JbRm%`=M8#|r1o;h235x2-TRY+)0PYxJCm%>;In`ojyH`#iGR@jy=VLFeTBWD
z(d(nQmhKcTdTM!}41_w{%iyX8Qnjcgn8%^t#Fq9S4H?)`)*>2ZpgP^^SsL*aB#Sfs
z)<$20)L8w>vfErb`%}1cm{QJJwXdBy<NDicn;C)V1(MqZIwyc5klXCBt@(`UA%TOV
z57&9m6{!_25&0K@!4Bu!SucBIBm0O{kKCeDXE%QT)F(!ke-IPIH;P>NF7C4_drGG)
z-)O97-1dDfe-i0EAqEjqCp^-OGW<Y+g4o}^C34y4-3@nD**me(b{x2rx#&|c<Ag}p
zJ2;=fg#vEY+btG3Cl;3uNL}xC5BfY!MdwpA<8Z=cvvPH?gX|>mxsX!Wo0jZ&Jo@5b
zU-jphv>x}zMgEP`8DWIAN-%Phkd41iEVJV3x#I5|a`a2{=TzDZsvLuO8dB>cX&5Nw
znITADRQ1LA+QDo6_UC`@_j~!RZK`;b$2ggUe|G#2U@I@$KCfOaKI-9dPG+axrjVs(
zHKgm05KFLX<4!**YdNGLK}QC{TEcV7?0}AtdxrZRwHayI4eM!`bdlg1O+{8xFJt%(
z%#-W={YBTEI!cNZzLs`tnY+B+ww7^zC^gAPUKwk>(Jixk>Fxoq$r}}qNH+_LFOwjB
z;m)2wc`?=w(+)X+oj@ms7zQ}5X;_Qi;craJd8~7ndC9AZSI#=;)xC?9fFp_7FrMr&
zlG_AtPJJD6MyI~(yt91SPxFf5F$CeV01d_k6TcMZ$eWoo@9_~kYs*5e57{z&(hLI`
zqq=yy8nO=kQ#w`ofBiJAdVHqf*`tI6wqqY^$1re+gJLX2gTzHw{Bs6Z6b&2kIyJhf
z+-%dPEmk6!kq6(tuC<fKFeqV#xLe>n8~ZBn^>c8SJmiy%`B>qc&Tb`te7kb&7zlaJ
zNiIIvEd+<8ydtI%f28lrqJ1*!dk)BLc+io2Kq0<u3`Ba#Xds7?$PQnN;ssnv@;z%m
z9G-mIvg|;&%&V=Eq`Kqm4@%UyIA(Z<+Qy%JzK3_7wf0LFy}m3(D1y8?UEoy`FN7kH
zC2|I^*(Gl00yJMQ%{1J7c7dOnqu$dEqr}8qz<CGpB;Y-VGltG-nLWh(F=~Fn-Z?T%
zJiAZ7wej2cki2AF<Um(L8h{Nv1T?mz3{&nY#hX_fAI)8qQ2p7BS!?p0#i8M(gfRqz
zr^5ra+JJZDi5euix|_)x3P_hP<`-Jw-zxNQ(H8|$rD72G2iVKk1ITG1f~szEYFc{V
zkYv*N_b&XFp560r7Le`*7X?*lDF?o8q**a)(xmf%hP~*%ckR^S+wCf^rZr8wkn9`L
z>qz>Ka4dOrLGvQiq-)F$H;;DXSAM;?P%_Wj<NMIrr&nc}NT;R?B7*_iBlHcy(gHCv
zs2}20GHHi-7k_wm@!8@^7QGWkoJk!CA5C_~f!Gjfmf^8AIVG%SZLXL^2#5S8@$OlX
zg;iRe3fF4LMMYAmL}6PgqB#nd63#wHlvnE0sB>oNCWW8<8((L=WEk%YlYu+~oX`bU
z6ZuOBU&f(Rw8d6dSKTzL#0&+3)7cYv-{#YCL=G`r+Mx9Ti`6V|Ki&SrQ$vC`Pix(I
z*Q+zhd3)1e#$wl}$IU%=h{aGuYng3H;+`oNY7djg06a79hCz-+@`161T@U^Jk2e%H
zOny{5&n()=WMrlk{a1-g2Y0}u4*?6Xx;5LMRc&VLQ$aVyo~^>BeI;aA3x1lOSdXhT
zaEgr)`9ikk?|?z?@}Fu7@slMN&k{8Mt^dPIo-T)c*<^MIzE1LTn5g7v;Jg&;ccYc<
z`>V8W6^PtFMP64RjfB9XkWF7vv;-5K`H-{OZHL-O?Vg&7N0+x>s^h7cAVon@2KTDs
zg@CILjkFcj7p!X3DP?zEqQxg|xWHs=yr&%+O!>KYvI!hLTG(36=}{)Jy<>IXp-C%$
zP8<u}B5<vaaGcEEksjOrZq8<tB?tM$yKn2{N9fto5yWu;n-#n|sCI?hc$Zs^j!3G$
zKxB=^tS@C7gV#N#4|bJPP=OAZijcuAr>F`IeZgCb>=1@{D6w^wu}2$5jyO2f4y|a`
z>S|1CE0s8;pv~|*jA;DMlfz2nW*@2C@hNcQfi53*|M+0X2wl=q1MBQ6rvf(_B@ag^
zW1NSVSGG7O&N@2%mC?vIQ%j~D)2EKfK(2AB(JAb9csh*#hssmzeGyOFlDfm+iiIw8
z=kB3SP7r|raDM=`Fqq8HIt?Pv*!&AyLV3)S4=F8((-#kV!J*S{MFv)2QV<ggq~{Vr
zG+a&<`~52Qfc{iH2?@T&X{OIIQhvOZ6QxfHPpqJFkI;BUtal)WJK&k>j;Ug`ACr$g
z$gTgPJ@)&gH*4HuL&d+SSfgXWri3{rab-HLZ2`5vI-AL)IhYfn!{fOr#FtLP8kVyi
zvMrKnG3k#pHcnZz#%+xu={kY&$e9P-W*Gw7Q@02w_z$eRe6`iJ^r1#%V%hTxWYroB
zCsU>zA&VPMRD#x@hUqUCeIs#3UN!KhYUQ3;vG<=0CkWD?nm&DSwfT;d^u_(msJXhe
z;D`MZPv&u-5M0)BkJNEM5>??w9dhH}zML$^?s|J+|Cu)uk*`kp+850@Qpa6E#&qdu
zsFZ;#0_8hR@p`e(<xRCu)bIY^_XpS=e&6GlpwAG@)IfB!lP4p*8Bm$h!#}znjXACJ
zaq-}+R;OR#VL>iC{y^Y6U<@XwjD`A#?tBzpm~-sb5bce^)=4cto89OzN*(+0cBjk7
zsq(zj<j<Mv2h7JxB~%X32jM)z`0;Er;h7b&;P3+(2W3JeHkB%>-;3J3e)hrIN)iZV
zVOEexD<@Bny@BQE47w$@RaxFGW%Ert_lH&q(i~2Q+~(V|F@j{36%^sUpzDoHt9sMG
z>$r4px!J-f7c<i*VOdwh-mYOpkk=uu$c$w|bQI1`crbrj;yI}+caDeZD~dg$DE(dV
z$$?D??*d+|9T=$?e}0Nsf6^$oN${NTqiTr?Zze1L7$?IP66cWhJ8ourN%x1jC4Lt!
z%;Ue|7WSsJk2#Kv4iGZvde1mi1m9Bj`4#D}g%t}lR1?3w8rW<Q!zjxJim~uxjA0FY
z?v(C$rFG0zYD79BX^Z{Vtu}i}CoUn$p6ok3Zb#RS^tMPeCmX&fj4hvr>8gksXg_BZ
zL<JKV7n{?uZ?N;Dk$_Q^)gbpKRiA7frFVb9P(jPgXRNW)`GZ)>{nBqweR1j18tj%Y
z<8VhZG)P59yfN(b*82))q*>x-sQd_I@fVund4#m-h$k7dd-2;+PD)Nj4!RsdBkmnn
zmD~;dy4JlE-;?%ax<%yVW1)SFvhX7ld>`~|jxp$Np&t$_<?f!E@uB9WM@0PRT-TL6
z<DqVDR#H9?+;D*l^Q}n6L&39`y8G|*M1Eh}kfT{rK4;u$JYfsvQQ}=)jvb$W)rgk$
z+fwsTVTqj0;gJ{`nSnq&5xsf_q7-(R5eGj_;M0M=d)ptW-&TlZSu*3pV#XhL2TKeN
zeh1WQ(c8|?$<7}We%&)Fy4!v^+qOq{OHQ-@p0_KR^kk3%#vqtmieX#25ciEKC&B`P
zSvyl$PA&L2?&rb5hB=5YEi&A$|8{+=q`yqu<)WIOqm*Wbe;bT8AQ}C^!&xUX)t#ga
zeO%@y$d@nFEOD^-{8O0m$LWM=;7>wHS>*g@c}nZF7C9;TnJ&KkE_QN;w7)uOh!FFi
z0K-0-YAh)3?pS_XGV_;tR7OdL)-xeSF_dZS>8%7la$<kT%42Vngwr#3*JgFcAI;wH
zypPW*ri1ie5n>o&%44v`Ju8j#n%iZPTHndqtrK`ZrQJ07U(!^@V9RyFZk5iy6RRUG
z`5SbiJ(e6{)OCTcA%iriW}#1#zr<sk!0WtDDS`IAhHY;yHn-f3VwC1>XYK0*g{SuB
z6@J+Qih6gSecm7ynP}zEYDq@3h=&2yfb0}T`pFRUGNJX6AB;TK-mKdl)nKc6(?w=r
zd+OP@Qx$Z{>JjockUA<)=G4$Xv)D+}XQjTg(`gG16<fTpKIS+@nhZ#fL*aRXbWkhH
zJ?Hgo%8^%m-<+sjlVEThYtSF}ScE7Xgny@W<YSG=*j1@+gM6oJR^4;IcHg*nf()cF
zh$GUfao0CaqGpG;ZKD5%eCciJ9p;~ce;p9FX!#m_GO4n7#UIj@rSNX4a1=vM9<<3r
zr$1ilH*VGBFn|3Ml}C@wyJz+AqW-tkV<X|5LX<v_zgYZOqW>6S#gK0Uevv+>^vy}m
zs}|ni&Rx7Lf1uU8VBhv2!+*_*>Ip%9Fk?S*{2Q;dLeVMaG<7$T>cpe!7QCKT|N0R|
zgA!M@$A0GJK!Y<!`-A>2-X5N4CWVeh=3YwQ_~Vg??PP0bO_HUL{Yv!OuZEXScrTr)
zE}{~6Y_6)gfpFQsCPVznUzWwBqW^+T!J1jy`gPdFHp{Cfe-=LWuOA_fkFg1e(oSxu
z>}<@RQa-B&{64E*)Xm%SFDzO0i!NRilo<Pwke!{b=WRLTXH^==zxmnueTb!3<u5;i
zG*LWz4yWLuzg4-#Drc_?ulW|bVN&oyzr`ASkyeyOJ+_j_8b&o1c=GVLS0RsayLr^F
z+OSJatk$l|Q{ryw;^Vnhe~4EhOlYJ#`FKE$A~kz?tXCslF{a2YeCNg`rjO=$2Q;`X
zJ@Xg%#M6PCzdV+F<AcNNJ^j;8%q$Sxy}nD$)#>^bMm!C#`=;c{VTFDR%opl>9e$<8
zJ;1&wj?<D;h4CoHH9YXR<2fQkD4wwLHod)4bI#__)Z^;~re`i;*<s(PP3hohon&Oe
zf<)IGx+X9O=SQ~3O_f;K9_82OoLArSXyEHJhDpI-JU0*(g-{SR>nXo9_B}J<d$`a0
z(iQESSpmwV*BL)G0ODu`>kkc8NEz(Sr!t-_m5Vx@72DmdZ!xzub>^(`GLVN6FS|ig
zs%1LjpEU1A@57hpu{*CH)6#O)HOCJp9K6KSo}Zzna(YR-p8bW$RZW)d^G&s{oF6}$
zoJBxH^OVxF;j8tAvwL5aiuS(w7Pfu-K(bVtbQyp2{I)q_-wD-}Umk*2mre3nFp~FU
z+;|yss|A3;h*FD)Vwu&v5u4n$NghyrE4+DKWOB<v!H888V0hXDO0^&ma*6NGS4%AI
zbxpl_?uC+Lzf|{5T@qmjOgbph3581VzSmi&^w_$J?<}+U?ZM`^^f`C)OUrrV#!~h>
zmDNqD!I)=Gc&caKg_Vi&iATDlv}GEOUkn?EBz!A29^lWU*&ri`!TW7xv^6WIoK5iX
zW3NjiPBAOi4!BWT88O9)V9X%y*ym^WE*gm?ExD+eeAwMnD@|^kINaMxQ4fS>9~G2)
zQ*pqcz3|~Zv$wGe*IlCgcKGju4vN?gKr_c<AjF#&tDD~(yy*DZn$<mrlir^-e0b7<
z%!(qs@Zj*HrZr}oxDS^N2Xs8(Ib5$%{3EzpanV4=HF91!9lrxyF^~fTUR{W4OmOCO
z7rRD&i!|s-*FD*xn|a$#jyvfQiG^l8paZ}rfS4%IS>c{CENxNid;L(WAltHYwlDe4
z_)nTrKT3>um6L<4H%JL0nZ&UTA-PkW_TJ*ue8=Y%#Un8F&N>BB^(Pz9&|Q3lhZ-eH
z600!CRw5;$J|nuvzGv;Hb6YZ(4rc8kg+Oa)SK{-fQef<>?`z&px+`j?Gk<NwtC+?4
z7jJ)H9PAGl88C86Im*gOc|rvt_8@TMO35F;Y7?-X>D5D*6KlFk$t)vRXm0{eLyD!?
z)yf}Z&5b{p=d98=uSlm!Mv#gBawRwYA)s+PB;O&Q9pAp)rE}LlD9a8Xx;*#b@yp9i
z*OT!#l#}dD6hTnE9;xk&@plXuZF!czH%X4Q-?gu?-Aq6J7d3O}aEM+NZXZG(7!4&g
zg5MungiSU%)p&U{^J()8i_(Xe)U@QKE|G5x6d|&$7om;N`@7(7yXimgm2s{=nBBKc
zbKk@2-A^wa+Tce@v$L|to0O0x8Vnh)_@{;mGO5g+9+<Ob_}~W3q?$dcj_)p-{udPU
z)014?By4tuc3<-SRZrXVs{DhbVFL5Chg=BAp+h$k6tUZ3f=d<Fd%nNWcvSbwTutr!
zSC`GVSx=V$49Kvn$P9Z#(*fCP5Rbk)SMAsHPo?&G!{7D}2eOz%S;>%h7p@V)or${q
z5_^p-Gs2_HX?2TE@Lr3vn>GEH#`+qLmG`T2NZ$vAL;VKr@G3z1=YqxTF6&+MU1kYi
zfV)^v7<Y1h*_T}mGX%weOk099e%NK84PyR_B&RGJ(6p^KiFhWvh_9TNiz$&2;_Hq3
z(Y+PqzyXRBTJ#0b?Nu7~&RXrGtn9HB;um|2k1HkVJ=nkc;GcL!6&31WB$fy}72G*>
zs%x+JGmcf<5_hMyx<`F0V8BsnviOlr7l$3p`4Z2R`a6DOOVD<Ei4>iPB3?#mL<)he
zojt^$u!{{Vr^jV|n_PZoi1j^l@;tYPn>`sNIC(>Yo1Kj#H1zO=+7llvz%Y&ViqpBP
zm6^NyjJax_ML%;?X8<rJ2ov!Fh=Ox}^q+g;`AOG~pKhn0{ooLI!n}^W7x4E)P<W8>
z8uTn!WV+<dTJ6RD*B*O)w0){~JCucsbOqo5(&0#?3d`CmVdtHy-|yq)2w_*anUEH5
z()c(wl!IYXp!9%yj`TT_i6=rw9d|3;vr9Jhvj}VISlih2D*Y}4gofH^gPR2ob-e#F
z>DGn}9?|JdBe56dhMt<_*KOKe6k02FmJx@an-FJo!sFB`#g5(=n5D1VH;8OZ^$?X&
ze#CcyakP&IG<QSA5@55z7NT>noch$8Fxk<}-!MgdjiQ^mLGWyYAO;*6qC>sVp#Q?)
z4d1RyydQg?dkk{52A*VnhaLOPFqodYP6UC`YGac2Gx_csuXt23YqsHJwfNW8TbxN}
z04y+47jSAx{0zrE<w}YePg9y?1n-MjgA483-0hOyc)!RSn-YS+HwsEAXkvJ(0g+OQ
zJmBC1&9ZMgUT!JI!j<=-{g?Cis@cc2_tR&Huy7{gYmLOxFq797YvS!jg72^QSg+K&
zLvxpv>ezRUhC>Jtzdo#dAjXGJP(>D-$u#R!%k#1XQ?mzYyjy2aUau_lni7JyDTL1j
z`b@(~Ld7Wh#SdCJ#<XZHXuI09T<i7zwd@I`dI<q2bR~e71yY#dt=NL^$Op^+*p?{1
z@yJ%|Hm$(#mrQkI_eXeB65tzw6N<<j80KkOr!y?u)!tl}(Rr@-)0&=Q9ma8RH$j3D
z%J~2Y)MR3pEAEP1@=DuLATGP*n169PYm|l2p8$p=i69MEo}HG_xmo+xoStLAn`}G(
z4Rx==VQdpfog+jDpP`JKhJA=JGhdl4t@n8Kh?~{w4NG?OQ|;Sb2`HiNS^*^tbV#RR
zhUb(nIJ60EKex?PA@{S^faNGnm6{ta3i&f2>yl^>jd?`z^2k0DXE{W(z0$r$R+ux#
zDu){G?%?AH9&-<0AQA-?4v6Z3xCzKh*~FH2%L=(l6@Qv)F}G#XZD}|0)r=Tb&=bJJ
z3UA)WE&%RnPfUDvaEQXI-jpi+{9w)4sIO1oJtLj!1ji2`5X&J0A~fga53{dN-bL0&
zaUSlBGoJMOBpKVJ5cmO#GRM%h9*E_zzJ3_Zs=t3xRjx<H*EsjG1D-d=Pl~9mgNXq-
zDi-y=Izm)XF-Xd#=;pl7p|-B}Z<dT7PH+J-OzE;wz}EEn7xy-OJle=ktK6TizxeS4
zh*JRLGpJOo_PdxiYZ{v?%M=%(i$Q81!yU&1h-d^UgLsZh*)?5HIBw1!*3=v+u6@LJ
zx_y7>co5D)B1b;9-<q%Wmku=YI&Eh%zTnr#bKy4S5GCvg-0KIQh7V|CG^}gSxnjF&
zmZNg-#2?QnihsG^^uibF$6*%0*h4f!hg%-C4p&u%K8Q8%OgbNK-Bxemc55yt_luos
z-r01B(^&Nj9<HEa{U<sfbricDDr)7~*64FB;+*ksQdNifIFYdsbihO08=GBWEoUaC
zE?B(vkq7Tb`yS(2TgX%>q%WX7$Kcn2&>6(q4CaKbYY_GNT+_((y!q4a^?N7HAw8ZH
z1RXZGho30fgW}yoSHl*GjGQ`>GcDozlcQEAC%=41J^?aBaZMeXBjFX8uvf2pPNlJY
zxTr9VRaHrD@NVH|op9<2&~REHDsz(pUI1S*=kV}1-x9M)-jn8dC?xbxFSB!D&moN=
zWaxrci%TH*aNwD+H#u1|*$zbxJqVn!YZGT!%?9yO_Obb({3pmIh0hKpki*S^*G?AH
zPg_1*dvE>bSF5yDHRPDolRHVb9948ocq&i@f`>mkpUFP0pt*WuG<nWWj=md77Kgc`
zwPSWgMl#D?rX<1#4RY)VCkI^*A`&^V*P5Mr&b^Dz$Os4o_+D$NSmtU;sjlb?_k=Qd
z{HP^ekLdbPR8>*Le#|eP#1yjY>Fn=3>0cg|*<9%^n@R~pIBySU&}Q&J4^+n!78Z6g
zH+kt|f&JGmHF4Lt`rP6S)2inuLC_Qxg@bX$30+w>P}PC$%`r3;-_|Q~<(z`<>@*II
znTxzr7{?PC1`xCcvI_|MAXd78w7&NCS99LyF5X{1a`o-vAYE;0>2VRjAMAiHpuLql
zoU7QBJ2Nhx+W+RQjN8Gim*<bq3yFPB9j5qrNU}lYen2`5R2mTArSc9Wst1!VChpjK
zW2@lw`)&(4))_zUpij*OHjpQrzvv|LK*cb)mB2ae-2k((kj%|6`6`vhC+`<my3wB=
zvSH|@D1^d_9bBE&@1nfv-lioPu_+Q?uNj<be@jVlfE|a3{E#+;!lcL)!e>dtoSuGZ
z(mr+2V{`wTA2&qA`!niHdMFsxD-q8-CB+2pTVGbl+H!8g_rgY@Q&+fe%{AOWjfa9c
zcyLnNrx+K|7EqQ`vc?3TwFs0vSgrfq^Gk+*x-Qpy%+ZxVx>=$7ge>oaKJ4hoq=$Mi
ziDHLLz3-o{?`m6U&J<&{hI{EoIu0@^VXMMbk2fHW8u+Rj(An0SYPG5EK+;j+gw49-
zHv#ceUvRuQd7}251l<H))CLoVBSeeCSEy#jRI_@eH!mIg-Ht_mzsgC?3?lD%l?T;I
z3IB&+LM)oa#PwbHevWI(wxMF59hRGGLIozmNFr@tAH-gz_3-kn!YD!2)moQb<Ji?S
zvnw6RL^M3Ui~lqMAT<Tx2B$%X<Y_fi4<^{2#ayMg82+-XxOF{<^lMIpA%-@ncyF_G
z*EnC4!I_`Gsh!vV@swQc-G`}(c_TU%O1*_Y?4jv39sxRY<?4g&>BY+)77w+56aN+G
zF`I?-0VAgafS~)7C(7W14+2+T;YDGB{G8I(id&AV)zogiX8O}-wfIT$vt|IH049p4
zp}P%gmmvglWu;BwF((OD)76z8(@e^^lJxxosR`n;2x0^9m`Tyg_}LQ9%${VeX{I8(
zAYzl`cimT9`=|W_LpZ)fA_fhXP2ThR)Qy<g3T!h<r8GRrWEXO75c>wV8r~HZot1D$
zkOYuNlV@1asvkc1`qk@Yzc7E`9q-I1<3x=^y4!<~6q3tWFRV^<8$2B0dn&wcA@4h=
zlbvykLP3fLS~t|82b5oAV4`#1^SqG6m7Q3t^L;k&oN6CW^GqG_2?(06H37o4eovn$
zzk_aS3XX}reQeyhYk%L|OFB1zi^m&u4KkUPOlp7}W5|QY94zItx1{QuUJ$d2i@Kte
z$h3`#)H+BM{gW6=OFVU(lh^v1``e;j$`W#-CH#*hM@W-|#85kw{Mre<g%tSuD(fVN
z3J;Ow)Oj~TyW@UO;kYt|d@j(kt=yexZgAq;d1A4Wv)KK#Te&Rb)MoK$m~G-)aFKMN
zfP>e;PEi&dMNm3`PA<^;K}kR@r?D@))_N7%B?hi$iV-`j8W*CRyPi})NWC0f6r`~`
zobGjg?G=0V@FPz)JAN(G;)+f$B4^@+m$O6W0$f@6Cct8!B`NNc$k}G8skWj(`*iZk
z(IvdpV59|EL$(VXZ=fezOQB4BR1tz@8S)ja*fe?5j`Y?tjoSmWXBY*0GJ@#US7bg8
zfWi5PPMu)KQVX4kR*&}!{locR$v3i{+^#$h33N5YjYTj`(5;?*cRz`)FMM;ItG4}n
zNX;zE*}FKYa|hSf=-DWEO73v$>-&M64YvHNI&YoZX_Wo@K`$A@CfO2k4+%|*${De$
zOBAaTeGxKPY4GG!NV>1lh5Hv6r{w??rNm0W=Yyz8&$;%U=6xR2Ucc@~bL^J9Lhk!_
zNn?)?KzfTvzxNKKn>!aQH^^Ss?ImTE)#~~pw#t_A=ZTOV=^=%7&5&G=O${(k2#WY%
zSdo1EZdjen=@91TrGH}ZO9Pl);Isn0R#xCtCg*<b!2@cipXl$o`}N)Z8RH?y_9p8o
z$P0HGo5#!fJ&vBMjJ%9GHQ%`1fA~ad90oQZVSiG^9F(gFyDK*I9P7B2Wic8p=<b-T
z*Ycd#WdaoVQgNHc-zt#N_pM=7S^S{kmED)0FAID+LJYUqud?|!5|fa%-R0hqCjEq`
zW}EaLW*)oSdr1EuNd*P$v|#eWxk>L1!KtgqwPxYe{+mi8BcI|QHfRp&aWF~%3SwKN
zxI&^W@b7~9L3kROUv)obx4$Nx;Xc=>)I_3K%&ThLBjGwJ5ey_Mtf5d-^6Iv%yLBmR
zxG#KI_u%0mW_WQ2=_VlU2zh1PN+D7J?{}1B1YG9M_PH)qHP>~)Kwj$tF~*5OLis=P
zz(S|J6#TZziaWHi@~YpG)q|1?kCRFWDF=Ba;r&{Hg@6iUDJ@JuLUo`&(lJ{gKQBVa
zro^H<p1YBhh&b)wIsl`EAm&CE3G67yA6lh$=+&vR$L!_5{VuL5SnqR(k2E8x>Vyf}
z{N}KQ<*`vQQ&R>i{6lZNHsAjA{|NiiK&rO)|7}QRC=Dc$vC%vanNmq5NrX`5c|OLZ
zB0{Ai5vi0RLy;6RCQ`{vh{&wO6_qIRUu*Auj(ybk_rEXhy)X91T6>?hp5gOM^|%kS
zK(K%gH83X?_^IS^_QE_TJD#<4v2}8Ux?8PF(EIjD56^3M2KxY|rl3s?+Jgi9KRAA9
zx3&BGFLFuu&ZGq@yq<ZpcGRJO|0SNJ4lq#PfbVPv{9zYY5qHWr_`3N#ll$xW@jd$N
zt#=$(eHl`k&BDI{ED8sgf=r(-Dylq`I(|JQe%v9iDV8q4*FbT^A~2o^M1y#EMhr+>
z!8(8;m(TuK?<c}msQ6}{p#iD7A{M*@Cw0&obhJ$?>c7enZ$(UguUF$bjS~O-iT<y5
zWmz1;>*)w<5l~3>!P1*Lp|5h7o*VqinCf%Mj+p&Pd=yAgyleuz86bnO{%wdl3!^Nz
z!|^@4&W4Z*TkGzOD3uKpU}(ZPwBccyFQg*ufwi-SXWPuQ60Q1{6OXP2x0_bFihHXQ
zFlb^7pv0}gQ6k?Wfzm8m8udGVDGgeCZ8DgDu#h}N2@urWCzl_C=5nAL3^KK~Z9XdL
zbn?$#p=$@6uFOmwq0=KkJfT|wv?r|PfWI-hlppNxJl~V0dsSU)rn2|7&FQPs^0z;(
z{2S@&YD39~de*#ubN+Zw@`TDo=k9q1l0nqG5E%i=qrqz|90xEK6?iCs7bjODNt<wS
zT<mmrJ2Km_W}q+d{-eBV+~a`tY7mTPamvXnxKj?TO;rqXl=VTtXGzs>Wt}F6tc$&H
zk82SMUl}bG$7ND>-F9x;JdsOj0ogrW%uKholtduZ+r?L;>>9~ByWD;4E2kx$*&`u;
zM$N5wmVRFLPYAFbU~gg($hg7L4fGyLu7y?1;?-AzS3En$bLZBvYc~G`f}R(EW`jn`
z!pB06t88uGOMCM9F=G{nGcR&f6dGm7DvSEtED|0Z{GxBY*0sD!4qx@iI`$V!^zQb!
zf3Avm<$-Q*i|46Jm#(<lz52<~9GSj>qdKd~?B5umf-pi66oMkU!CL|@tm~7Lap|i#
zdhU&i!Is#Zf5HI&jQY&DzK?BYEmpLzO=|4k_dw`b!5C{w-x~}E0(OvVAP+^vTZJKA
ztxesktFxvG^BYq4eey|b{<s>~SvUZK(7t<+85G<uA|D|@8&lK$xMPo|&5M!1SGW$r
zWs4;?z8S~>Fe#RV^zdYw__l2j{e65zXO=@T?UBx0KJs?3yiV}T0ELM597pQ_jXucE
zyztuTV3(J&QGeOnHsQiv=D!d?Fq1igi9?KAOn8py+gQ22U)$u9vRr-x&J2=w1ehl9
zg~%lj(3yY<O-M;-WnZZEGlnZxs`bIjU)&t*XHBRVLX$~+@qn6)j3lxq@N_{o`zz}j
zr)R%b(a_ut=orDJ8F?*`_5!nBfB^7w0V%GK;oYeJ>fCZ|#_072+u9l#H{6cXEZ(<h
z9iVAo3kwhzaCNcu0Fe=3fPM~$(|sz?RFc-eqTj(r%>FxvB_0+eujL1<S4(JjW2!La
zHAh*c9a}J${`RypU7?Z=^!2z&fCJF*IqHN0aY;fr=<X*!;?iiFi`+QVsCcMaS0xEI
zsPN~}u@|uF2&f#;egO~@3vPdZ`Jv!5wfuIK<AYTX8&@~p>bhD*^-{R!2F@IsR1N#=
zlaOt6%r5dRwDG*2H;27nT)3S1zIzEZ3N?4(=L4=0knQL_Lhg4owbRTogr)s1R5Yex
zDcBvcVS)+<RW4p7i^hfW3tPj_c6ST)&xMZ`cT4hFN;gxVIsyQ_;uM!zTFfc3Uxw>X
z8fiZdZ?E#*ofq_7sg}Z$<D|qT#U*5AWRUF}_R-t1)dshp*~3=STzfmARQ?9l^LWq#
zyb|6KM@IV~kEUQ_+wtR9l50slw|8Z~$8BHyvqNGOq|AW~OKj9N))n7a`Q`oMVh1@R
zWBPmnzwLV~R_wr?OCk)j_|RhKs&*m4BUjrm@=2+EAaRK1&CB1W-WgVVMGg&NN&LuZ
zr*01VkH*3)*ZW)=l&B6Yt18l^dLQ6fVkRuyCbBBQYkzSs?dD|%g#0b*cG-F7Zp3XI
zd{>x2qgdjXVgkA)@5zqax}6B+G4JM2lUV6P_2<deTtFcKu>i|(kwLBfk3%CS_x%!`
z49*jL*y*_SIrT*#r<|eXakwMX>OY|B@^PJB`u4bYYeTEUk=&Xxs)aBKjaC#QVThn@
z&Y^Ha<vsDKifhwOd#C&0P8I$Z6ukwqaS-|ML4N0*b1F70A4~cr=5L|5#qbmLpN45!
zfWgCA^B<8@$G>m|i9}!ABg@qz<g<GFFz!Q;|2p}3v=;o`CIcBs!KC1;tKGtyl|pwb
zh@PW9yCg3_G5d<3x08hI|NOgqCe}+aY#^|6)7XU<$Y>uP{Kfw|n)*rIB&*kBVEg*5
z1Cf!@uL^CQ_*>I0>UgQ%0K-r^Tx0qjkj=;zS;b+dYitkt3r5m{hBj~>?Dp!UMnXYr
z15QSTt5~qmD^W)J;k4o@UT>KzEnBFiE97DUyCbrYSBgxscWw;7E|z)z?D}99&D7>Z
z*3T{YUkAKAEaZj_B7j&xd0ccdA8vYV?yKuR%6o!)uEmfx=hag8Q*@Ef$w(MQLnS5Z
z6XDHT(6Tq=XW^b<gOtk+soFk%nIrMG@tZygkYS*1&)gRyizzBYuF4`?QQ1kdWqVuC
z&V%A7n3<N7MXWXK$KePlK@fOzb%qURF`oG7@bN62%@yB~eY+G5%jBDHCYO<aeSBy)
znQ+1Z`m??YJg0BAaKG`tCg(O1_M%=8_nyd_8xGsW-`hxAI>h9g(Qc`N-9q+iDkhJP
zNyLy}zz0N&p(zRv3(i@m+HUsx>}>K)=)W(<V~5HOEkD-dPuqi}J)jlHF;)`dvHeEk
z+QBrELEtLJ9keUG?;#;L|3R3*0Sjy~I`7-(dKZ=DK^Z|J_AlOOZ8r@YI7hw|kUNF}
z04LbW$HfsQX;QjNKQK<c_R~ImP=k-jex$D_v#qe<HF-xccmqs(aFZNd?Z9*>m^BQ)
zE2OLyB&DpaY!GgG_RTEz4@nVm*Cm@egMOK3e@i05(MG{oMgkz;fN-<`DHhRbdsVq@
zUP|nY4qMZ>0@-rAwEz!Gql1+Idk6??;&($=1Rdv3jW?$beb#>C_w@L3ozqf6;sr18
zs4xly^2(Xgmkdw3KrJ)4VQEQZW7)MJnq`^GAG3N@S$1A^UZqtbMc6C~2SE(9+X^tB
zu=rW22_NU5ng?aPsj&qiA}@EBc9Q3w0=E&9_6s>76fs*FnE5e*&skHdc=^cr3PD-L
zCDwQx1Uw8mL15*g))yQ~0_{88cvLg2)SdR-lBpZZ_9BXZt}Qv}Y$(1(G7dU56d{f2
zY3wcq<d%DCs<>N*O%!e_pW=!x%1texU}1cQ>|@|3#;lD#h3-hFgX@7KkN9t2W;?oE
z87HR~UI?ULfQWz{@cPl+VyCz?$<_7tfs}lg{OJ;-cqF;!Rhl_vAv}bKTOR<9(Iw&I
z#Vc7Nxt@!#hQ#l4*7)Vp!tiA=2KxVK?-XE!L3@nilY@M;z9^Ahmc|u5;y00QZ)I5z
z+_eTfMe9qUWC3D{;@2#+6&rf$<7D=A&)xlbYi7SN=W`8cvh5}>?BNX4>&aR1AiQJ)
zx(`7r9<;W0!fUX;#ZGz*e!RSTuzWNl!{g?E@0Ki~ye!1yyd{)S;Kx9-sTAubN{)3O
zIbC#O%~PJ}k;nU@cua{);t)K$3DL7jv5P#MIsQk6%dL1{_5FgCS_#C*F?tjJ?D+Ob
z$gRVi`ZA{`FFtS5+I;DWvUh+(4#xrnM6u9g|JM&E>#*lcMteX%lV(zqb#J<xfUE=A
zvPY*3f%-FZik-BebM)!E_NIN$l57=K)V^Ks%fpzkqMW!Ifc@QmV6CoYz*beGLGk4S
z#WTmO#gjT7H!cF9)zYYBB6rJq{_ti;d}5_{YG+>Jkp#~lOHcF!;UF)NI0FOP;CYx~
z4*W^jMF@*D3Ftn_t=sUrPr&Gw+r>GZZFM<s@Yn}l&qM90<0;8o_N+D3kxB}c-<ADi
zl#%oIgWZF;CxxMaFeaJXKr>>YU5-Vjz2C`Anf{&2_SKynQmdOg#?FIn5VnqoY7QJC
znBPtAYNv5SDPCpb`KfA8+sBC|AAb$e3*nhB3joYSBeQWx+VvPM1N{S;4^uPrb~+js
z4bp1kydQ*6x=3N49G4r0s`4Y**Q_cxFFVZZYjOL#die^&g?(X@Hvw5A2}cY;9e{9F
z2%m8&mr<W?^^*5fJ-U`9j_<<)0B3~IWJbUhg1k}D3?sQ|^CE*CG8r`2Y<t8a&ZgtO
z3fvUod3-~>T!m{tNO)>F9CUQe=Wta?=DCQ+_zBOW?HACLNgOpHP`z18`9a^Wq1P@U
zB5#ZyG}+1iwJYp%q51Qb5+BM>ZJlwk;}FPA%z1QFj>av0;dzvB!nk<!o%4cs$1q2a
zj`T^1B>9IqHIo=m_7a{(M*vekFPXyzg$S5<t=@8Alf+}X82O|vXDz-qr&OC~7%iYt
zDTK9fK#5Xx!DTW0Q^ECpQO5_L8Ef3UoSk#{6Zs?H{k5?CD4^^pZCdL&o+us(9kzaU
zT<4fi^iP{LvU<2TP43BsV=yg@RLpr9CL$NLt~gF>R_PfPIIW6q!?%U0eL(bLjs_m{
zv9m9Z6q~buxQ02nuH}xt=+j^OD;5A)h)M)<V92GK3u!ZFhQIf%C=}Qv!_}A6y9Os)
zU`hezub|fvD^Eg6WhCP1!#J0$YYl1MbBOcBjWyh!A3_%XJoejBGP{A}0FqCia*bp>
zKE<-?PMP{#KTW~Ox23qB1ebx@7@T@w$^+US3{?RJk2CV<o?S}2PI!pGp+DT6Cxw{~
z*~a2gk_8CJZiNy8jl3Z&X<X{>^p-yfvyx*_G7nSPx2FWxAPWExcCrE+0`wuK=8R}A
zPi?5&bkg&n#Iko=8@_)SQaQZvCfL5n5nl|^&vRcbM^fBFEL1-0UVRmf!6&|5ixDJX
z45FMQ=;TL27%#p#o`6Iz`6!gZUNv%EF#~bHwG-SIv`9dvGia^`tBIi<iG(O_I;Sfu
zFi4Ypw|TweiHcL%ZxSg>z}N|D5yFPjWK$ig0whRzicb5OjimajY6p&+yAMd8P{!Rp
zunvS_xgu~;7`8+0P#=W8+QaQf6KmBY{~J}$-h0Sh^cFFoS`58m0E(p$fka~FZyaoq
zODzSAbgjnSG+%}&30dJ58lE%><QL4i1#bh>#L>t)GV<(mzkk=O?>m=x%qPn5Wv%VT
zwGtUaw!0TXG0*}>Rv+<r{^w53r+@=8fi%)j^10?x<nir+l4WP`-2lY~hdhI17$<As
zI6f3Hs>*r%WwbunYHKvJbYB-2OB4=3+o0gi4SXCoTXHyq9)vEDYHI6f)84e(WBJN0
z0zza2_)1`E0B&dE0<6B+BU6PpKl`Eg5y!99t_QA~N|E0m%*BC(3Le#<c-JIEJSTc*
z`~1nzt8KT5Cy&uf)3aYyA*=yUKP5{UNsT`7nziGdc4+s`CNIC|HB8U$O;a9*B>{kc
zhL;l!ZG--!AS8>dQW0$$&8oS0|ColoKw`@6)whrPF2aDH!WvCH?C6gB!502p$Ml$H
znPQpFre{kY|M=Il3&{$XzMJLp-;#@J9QIolTQ2<Ke7QI7UjhFT+Yt$5OQCIi@pKQ^
zxCZ<j<{yvfcz>m5>=xNvaQu1mu?o#zJQ9RWN(Vn6)}{#eLMY!1v1+U^4f7MeE0eB~
z__N}L+!P~ep1ez-dEu3TM-zNHNSUUm7i#v|Fr8UuvvL0!aRc{_27f5;?`h|13)-)M
zl~C7)aQH?2Y|Kv9z8c-f8T#au)04cK?)!JiYb>B3^GC6(F)6@al+nHXq~Y;(Tbs2_
z%dc1FuD6W+3rJQk_|Ou>rPn5>`&ngZi1o-XK|x_7>A?T|{sLj{2A0{5_iYAIMaNwS
zk%5}`534%^0=Fyqd93?XJpLDyJRAjFJS<3yu*%4W?7z;{7c^!r_~e&xj%UydJT8qT
z$bwlUz%sT5{vM$NAR-zhT=L1PVY#f&dv=BZH=ggTeRB9>u!>AlQb8W}5=ZS%%ne6k
zPwl@Ov~qZvhjaQ+#)hC(B_luZh#FW3^c@0M4f5jP$HJ4yq%M8`SYjD<rdo8vxAc5h
z--?mS1C%u&0Ob(~W*O=q%19s`JM%uuM?LeupQFXpoJxP0>BBH?tHYm(Y&e3jA58H9
z3EcRsBGiE<A@fXnM>b13E8Nk_SGnY6`JX&n0}Z|`5e+pv_{G7?qU4yiXrz#_Px*0+
z?h~=EbJk5c(5jMeJU}^tIx}+9EC8|s{Y_zz4X-dobnIfT^6(wE2pr!1(3sxN%Gc}@
z)54Mv42wu$$Q5RF!%ir`4M0}zqBE4ZIJmd`ZPI)9{;;Xg>u2!<5BQo8g|;??%lRT1
zFU>WLKlxoat9Z@J+v}!CtDqP82g4o)If=Glb`C5(0;U)k(-;-<sIqja%erYBzw|oy
zx4Tl4Bk%wQ{PQm8ym&X5qYg{-@q$Tl1?0=dA7S+RN8VV+8kgFqojt|+=SC&|F2r!I
z54e`N1G;0fdhL#vMrMP*fbm&-<L;p#C9=9i5x7-}M;V>LP40hC73TW$MgH%G?vr7M
zuDY&fa{EqP14sCPX;^5j8tkH+x=q)Wxu$YL=Ydh@e^(=0MZLsuLK*rWR(Qk*lF%fi
z<oV~m^629`Tg|cqHjOEt`qTd6DDm&3JwZSQ1<1+ATJC8KD6CtbuP|ej<YT;Z{%m>{
z={HXPVSgM2;5?v}xh>Luy<NR};)jR0gN@gmT~4w8)MY%`0CR@O1Oje?*jI125>`q-
zefMa}MfGnZUaALMniuv1f;M1e7?7#pJONW3H7FW%=dEfD5B*Sf5N;3d>xkrun3DWA
z0*#hq)b?%-flu~((k9PdE<C!{o@;HU)3F;w5HL?+?GyQ8BMm(1;S4(J%l9Ve)O0m*
zUp^<Jw4eAqQ0^cr3zCG6sLw`1c%)LEZW;)`Q&SK+5&U_t7)>6#3=x6NU&pEv5HB`?
zkjsqgTh6uJ*5n_M)vIh(av(nJD=7jxpIE!0&4d=*R2L?<h}n-mwfsE}xoVNI($`4J
zI2Gq6A&zC(16zkO^pyUKf6;Eg;>YpvH5zs&|JXjg_pKIN1w1Yd6G-7bg$e;2S94pi
zCYpB2mCDC|s$@uP72PJzciDk<HBX+cB*Mt;QYfS%V3L5OfmK%CGNd0etn(97p8F+i
zO<bJ0f7i4Up@3Besv8qi&Tw&941^?d|H`{G?wX_hRT}XO3$xhQbqEjHVEY8N3T}qE
zz&0D8?gA@h3VX|VbYo}Ws>qljcgEv6H{y=pXd<o#aadY0*c(=4A}fb1_2Ta|c@#v$
zDtehaCXBoNT%{%M=i#dXxd+cPkQtb_>jHDIfCRU5b+tm8Zm?b~(-D=aRsH2zWHfsG
z+Gyfg;+h^Fa0WA;`-^=~vz<?av~J}lR~+6OsGPnedgUwH93ljS@ht5?fhU}m1P2R2
zjufMmniSI#64u@BSTDh8$@0VHK)3UkdLj}u9~TGdG^pbMetw|OkVwVzrla29i#7&d
zNf0<z9aGCy%0+;nzM>D9riC_ng`zfbnx0!XBF0PQ_!2`i24x)|>8s8J0BTr*YiMmw
zA}2@gyyYVybt{K<Tr@$~GVeR>u$R*gDg^clc<>Y(b%QWEsfM%V(Hd*lt<w@ecBh<^
zD++g-(63I80HT&QRxybkPo(3A?2lH5@Y;~o!YW#0lWf~gYvOTqDj-^tLL@Tq!#sFY
z!D?0fRdv^oqBpymf4JZNu(^-8S+p7rjan|)4fVex!iv>bme*b=>G4`+XDFCIAx?$C
zgT3hBUr5p*E(Xax!<H57Hy#?z@6tSd**CFpl8C^Ho`EO^q73xkgp7+9_zkf0@lBWR
zX>sCzJm2Zh4MjV2+MlKkqgw9YU}VIQE^O25txkJWOCqCav%bftXyMiy_F>4a0m(y~
z$#$4bP(@*ttlI(Ih65K?-u5>7#uOP%wO5?Fg=9F$clTtRYG?S?TG~9=^R}<mNc_we
z4l(M-@oosvFh?V!+ofdg44k^0<>4<k@1RCH`nh!ZH7W!Y0l>x~8Vi_|E)3nY(md)|
zP1_H8WsxwI;Fap8IN5=}5{5(`ez}rZl`+g6Ejp<e_4ce0N%jm*Ka!s#$_e~48}8Eg
zja1$18)Im5I%g`=v3`aVH-4x=6uTeCHGaPELBH_ohG5~XF*^c|jHyVZk5j!4h%~^+
zE7sv3QC{=YYA9y?sf+9``QL7R&X>3G#(8mk8O)UgX937RU}=HqWB%cr=V-aEo$xd~
z#^sNwPemVV_)N9J0>l?a{?W8EYeZ{&`%7Q$(v5;QGcN2ir~g?OeH-^G7q4Uks711S
z?K!65vdmzUxZ2F>p!sOc(u!fVeN>BKT~A=>6^cM$gMvCp;L7we)65=jvDM8NEo`El
zKeXY{CVI_(;K+&;7tts3nnu|TZN&pt&Q8vKF<;f>e0l>F3fNmP76SVqBWnsy?OV~V
zW%I=UTw#ijb2)v4yC?BsIDiU_27m?hQ01Tw7YW&5zH|KtrV!1;OaV=4QZ@~AiJa{J
z1BIC>2wQu~N|_YCu0y(NZ<AuDv%F&7M=nOdcPGCKZVC0rTNK7U`e0zLS=?(wH~u<;
zqm$~wfg=rQd|+z(;3sG2Tt`CUgD-Op%eIy+oe|W1S9C9%unz9!;4T6#0ZE9rcmca-
zL0Kwa=)n_C<@ePpXtu7TLcw%!C`rg}jt<LI?PygL^8?}hOtY{j4RuoIZ~X&+5mS)V
zLE^a{=8Qy^C!4%Ke=xOu1p|xnJW-}%&N%22kJk^96bFswENT7Ub(W;`o>ST(r*_ko
zxBzS$4YLy|`3GSeG_#kpSa}DmKA&9^uKQ=^sf6BQ0L2bOLm}W;lMw!B8KxWAq)4IL
zU%hFsd}c5lSwR$psFbD<Yj`q2ZB&Fw%qD4(kBOH?$96<HKar4Gws@(9PnGg$xpnc_
zJ}oBpq0UVi_S{t<Z=3Kmxx|CKH>9$9)0Gc}A(wt%y~oEAG_=?3*)+}}qgRalytOYN
z#9^2PS|`XC##c`xSuQ<qel!*@o8Nr)Q5Gle=;9!}gD38-LB|Ik8sxyV#tCWV9Ou1*
zyTmy8(=T*2mf=o3HO|%=)awHx7R(64?4V-fn=e~x8uuf4<5!ME+FnkqYE7bgD||uJ
zuR|@adiCh#AAH|$96cAZMg}Rl5W(>lr){a1B9yf8IMR4WB<eiab@^syVBPWW5kj(0
z{<R1&hskki=6ikjXlX+?DWyM9FxY#qc30xzwf}^Gq7~qrP_lKA!Yp>qcT;U<4;*EW
z)_qu6!L3oyO$376QedJ1k%pqMfey&=K<SpZY883XvHQ=g*NT^aQxa=L0HNj)?9mSl
z64=WZW#+JALXf5WA-DWy4l<1hb*FJ|63vs@FZfR=XrbeboEB$0UnltbgS^hL%=9QL
zcgv|1YpSPhK-Yarw$Gl%2<K&vIZ=TFyEP(C<kx<^Z%EV!HufGc=KzMQtvp=a5WThH
zYx8GYoU=|`usdz(zWU4C!^A^?Jx=-Kr<~0$+8to;7QVukyH?}%PK91I;)eosDv%Ud
z@fOs$c+a+-d~U3aC+A#xXCjrNN`G41esS1^>IEPQRC!<}E6_DS4>y|PXbHw?B6>B-
zU4pB-*B!aLzQCY)nM@*4OJmRD8C~RLSY%&;&8t(J)MeiPyl2Rvr|{mxb~c%~CR_y0
zuvl<*(vF=Cm1zm$-|=udDY;_p)0Jl0q{Rq(7f8ckKP7sHD(9WgJN$VpdoQ@oeC`~(
z?VFqe#l;{<<@zDC@BVyR$}5ohy!c#Rmdmn>mvYN(7d<HsJ{Wwo)QKZHea31_lJ0HS
zJ<amn?{3HS{`DxDF@d?baKIE2%KAoCOl?p6-Wz)y)wgD?Ze@S7XAuZAGJ?JrTKk7b
z?Cjl?@*O;Tb;6ky*1EkiQoi2oMKlHAx0OHx2H+O~Rsm)yqnw8FSi@Cifv&q*{i`Q}
zDl0ZWO_|1Htmu`7NYJb9uLbY(`CA5uJc`SGA7wWB^t_uqYyPK2+XOJEHU3&rPTK8W
zJ<W=u8w!e*jprCY9F`LyT48WSg})cf&v9KgvQ=q|$91!8$vj(Lb{We@ixyP)_j+$@
zEJfPI)@ibp%RHO-ZRju5RY0^{V2(EN;%OLu%9D9;=Fqw3nyK=K-qm8i3%3y$f;JIQ
zx<KxraYm$+|8D7T_2%E9A9W5#TtL#BOJCuM+SmsK20Iu}2aR`>vh{L9yz3HKDnD#_
zZ2Gp$@QdMnb$L3PRH_wFQVZs#pq~Mhv^gUi&9kcxOV?kXOrJ{VxadFs%Fz_(kkC~Y
zcX<Z%Hppo_pCZpe)1iCdu5pH1eUxn2dESh3goW^dW`y!Ojy;Wuu@h@jBpS~M7Uk)f
z1?NT*EgY0L1F;v7@d8{;Y$WZGAkCrMriR0N2WiK>M=ts)E%D$atU(@v1B*IgW@pRK
zr5yFOd^!~cfmb}(7!>A?b=gxr4)_re%BI-3l395k*JSsVJ^g&MuX8Z1qqBLvF4glu
zq@#^1z<ogblp#VPN3|mY&U=148h?^LOwW_)X9mY&1XKcOqbG_zh#3F6!}+;4adWxR
zsQQupl>zl?G*_u%fK4I+<>_Vznj^p>V$^9_@{DKj%#Apj)5Sc!gZBi#shq7pMFk^I
zm?0a+c+w^EDPlg?iN>sY%cVKa%B1C<hIGwDlY-2G<90N0J}(mYKvit{556&rO!`c|
zdux)kz0+`Z5IqZ6_#0XYl$wPj{7+gw4on|dCa7FSbCM-w(qQZ&VV4+!Vj>ZmMj-25
zK5cX#QFm87_9y1`4(2Ucbdy990z(2r31)J^FN%b(S(apcF>Yvem%wP&TjwLQ7WqUk
z9|NE<VR+F=$Yb4O7Ki7q9*Vkm@*Z8r6Iz?@gLqg4eHrxP_(59B-3xF<XgMEAN*ZCk
zSM#9f9iO;jlSFD`2_09b^)(_#MgH34&j$h?SbIn0Pr(4!ab_WD|EF$G887s1kiR^L
zv%c7RXdhQNv<V%?jrte#`J2z4XWr1y`^@^0e9g@ROLB*a0*hQWj|Q#*GopTBzD{%?
z{>9Zd>cZQTP8c*LEhkbv<i|-)U>Gmnizg~7DSWAzb^LeFWM%hRI;pCMCy8ekE%3&7
z1TPW^89Xoh(WK#%Z<ph?q%tec>A0wAJQj|=1-VTXs_?-lgtj92;IYW$lsy|bqBhOq
zA$Q>xb7xLHj|AZ?ID?MVz$1qm%ohWK7?X<?N>}*NZ~45UeawDl+waMD2NRNL)}}8d
zLh(WfoR-G2#B7Gn>(KT*Q);8XAi1$1B#(*YiWA4!PVs6=NYo+Eq<=Q`$jA$iAKmT~
z_-c%seU;;7s=p5nj79f0(Pi~cWG9oypO;mAbrWpuhiX~eh#0&)i|QZ%W7{~?|Hetf
zOr}O{9p~sTc?ar(6%D9hct;yllVhwr?w#GYx{_yG!XC<hd&`Tj{{1>ZR|@^9kg(_q
z|FIwuvSYIJr=7Y$vkuGAv2li8TIWl}`Gn_j3LJOi5Ych^*ghuRJdvqiDqlHW4u;q4
zrv1m$u9#Q>B!J#=`R9>wK0icT6hD1yI{eV*@ksjL0ATBQTZ1}1P%m$d+`Bsvu4}^H
znbkTS@}<pwnd@pVqN9QDXu<m#vHkJ6ltFF;`B@sp>k{$bNbtp1#3eu$5O`%M16;8F
zmhiP>pYAaW^J>lM5`SAC$2&Ow?BxZbS_FJE%mJlDi%3XL<h7$FI}^<U7-9|HULtW`
z=2x4eS_K7A(w!j*0=igj%nT{l*W$1HZ8OP0|1+*Xn<I#L5kP7m_6uUhEJmEk1Z2d8
z%{+<=|6*}#CTyz6Fze(o;z~fn<Ge90Lc!Z%IoU9?L`p*5!b%2VW_`4Z;bp*2?;1CH
zn=6yirUe^U5&j54hN6U(FOqxDcZ2(d$0wugV%=^S+ObN~GR+VH=nN2Ob)!jKkQEmh
z2wAdyjc=A1b9$Td{zE%Q_@|Hj1A!$JnnQXWYFJTeiPH0ZX<Xa)`i;<^P48H#K8*+F
z(F+H1Wx%Wv@IshrhWnnu#`&q=CI`EdOO7TU$g^r19D93%xD+T=g0VrYfgnKJfDZvD
zvLSbRpYoMO1WHQSj_9?xtkZbu`>KKn!~$Go)&<j<yLCT^=05QFUf-O`Tkq8#aASAL
zasq}>7KN(V6Ut?R4F<e+4rjI&IenHbx%*28kC31*goS>|kyW&J405zvxKE{2ZCPVs
zPM0MAJCVw?-9##pqQY@w7`za=()@$Y(0u#hrbgY915Yy&jjrFZ!z)Mdl?a+2({__|
z%txh?)V+B(pS2hH#(H}6;3}dA2#gs(JyP7R3c4L5+)H9RE`PUppYF>#@yJq`_|u>j
z%qYo@Q#=%EfbPn>jP#Mj7_U_Yi~<{_)+W?95l=aszzW`hV$6_`*IEy(2SQGA_pHAy
zP<m;FZ|ZAdJK`tC0n}_NGLgt_cKXwq&YRNn-@`=(lVg88#{=Kk`(r4a4J%GR^h&>_
z*z1$I`OdYMUcdM=<6iLh5+LQm&eaVKEEB#uIUWOpstglv-uvsyZMkHz|2U7=>y|HD
z-V%jA=BuOjHmW0v9yJ(iF<i-(_4QT{=l5&fUq<c<gzXVCMV#?uJ|iCwrj6{<e)b}E
zJhrFb3Anoa>L6|sdm8n@h_o^$CrrPNY>(GSwOqYdH}@+C=e!%MIn_B`03&_&h4H-R
zcO0V3Y;>Mye4lyOtwJPwfh?ttnTg}dBqpUzF`%PW>_L(EXnDcItv#2!9jNz5jg!D}
zCEgSNacj*KuM_9Bwkg<pVMEZb`~MdX_+r>Q4VYHFQ*Ez4;AkS=6(p<r&~)bT-v0}z
zfa8MKpMJpoz;2z>m)9Y#$B-X$4C6%enCb-=dwsyyMjN++1RoOU-TC=f+eOYt#~DuT
zbj<EM_imGMPJ`6{+QMId3VL5KD;)n@t@qMS&!iu!2<e{fkbUuIwc5IPTdKc>g-u|j
z3s(eaN&_<fepao)P4L0^y{9G1%<ukoW>72r2M+IW3!pIUg60)U$k>=G$SNSdVo%!|
zPVpC9+at96{hNlA<pI4t|M&}_Lyd<kCSBHjbmrK)eEsFC6COLd*!UEB*B59J5Cr{+
z5^gw2=PWKNpK9niN_VB&xyqx9W4f4$=)>XK4UGeW0uOTcRX%pa{mszVQZ-lWQi1gv
zM!_Fu+o;w8`~+4Nj>aqTa(85{-OF2nJ?^sKV@>>Y$AZ`HdPDm47YzKIpa=)VAwX^l
z&^L$GublUe5q;xbpM6Z@#!Pg-;DxEbFo1pc@w7t@T4psGM>*VcNEYrkoVS1ZpkUQL
zs%KI52#RAo9R&2V!&!94=T;?ao33jFwCh^ha=xS8n<+{p#XUgRMl`L7Ft`k1w5huD
zYIE$y&_`u=rvA%D?#VPcQY{CL7bKx6a#n>DuCin4=RL3PEeq=XeDrg#h{{iD09N~l
za^gs*ibi4nW`_P1Bd<=~JkHR+y5QN;MNb2^6)IaVH!G9?0LPGo)Z{+ZU~cf$NRoEa
z7P_x-UG<IB2o(%u=m88?;s`6XK&-<L2^?1#+Fj@Od^UP@f5$CNS@u7}f&W0E1{K-8
zMHKhn4EUqHGhLDt_5MS1(>%{QQ4MO4mj?*fksG3;UmuAY`57@b9Et=zJ8$tIeE-K&
z98MNgAg~`0)CE}&xR-_8&$v`-;C;Zkp(i!?yMN+H+pR<HL<DS21(Hqyw}<vyLd!`p
zarB#e%t`GW_n9B=3C{|JJKU6Rkf-IL(j2XFryy|~9<k(G`ypJfY}53{*7mLI_`AQ@
zy(apkXnp}v9U?yY3WanmKJQpplH_-`zGYbBlb}hpKj7d10L2uC!xmVCw7i+=l)HHj
zbP7spd=ftOcw;01gZnrb5kv`KaEh~E+K@E&F{tx-L6KVKE6(3vl8B&1bQpTi36>(V
z>%hm!5ZYa@)|}t-wCmT+?_YvT<f-szEeF=Bf)etFN$YiWY7bdL|Jy5V{q<(nxuWc+
zOS{ylfav@@$mN1aGVmJO%F_pTeWN#$*&9^zA;@2V?N}|*(!mF#gVasf4TIo&BccDX
zuug`QoK|Nwn6+%!FjG4q`G&X<RuzSP7SOWE!xQ=fQo>WUr}JJpt_jxDG}*4&zWjqd
zF^G@b^w8k|IjN|R4>Jr#eG=lIZWm7E-8{S9*6ZP^YhHq}#HC;{6lyI|$f7lmb0Vg4
z>kiL^T1NWPL@UjDtS5TjXt4r3fnZCms?YAzykGUlt~QQ^YhT~Knml@<`A!aggHWEE
zIUoU`1C5>7Uq@mX&UZ#W7^HQO-lbxN6zo*7B<u<`B_Oi_yRcJcRU)10nkEJh-2eOz
z4EH>!UUyqVIx^zlDAbxKA#Oh=mrrleZ^@n9ljiqlG`%-T$?D$#aO2G#K`E*f<H&_u
zZ{vgyCh#?ey}KZhU{d`*03<XH<cA1NYb2W}_V3B?p;^Y*kjSdl;X_o!gjYfNX%N8B
zp}zv$0=7F(cz1t`6H>kQHuK+0z!;;OH6oYKb-Kv3+N_#6PH(=YmTBkmVx|8DfIp5k
zvO`bt7$0}<&#hmDdZ*>5ogcej9{M+e5+QhTtM_1(i01vE(zMp06q6e#vPs0FOn3{_
z4u|$6@*%ga<6&9i_uIc685sWK-TUCvfvm;LEH*u$_Lq}Zkdu%@4tL7hl)7sU^UAUx
zFtop7-bNQ$NCii)4M_3@89C(U7f2G*X7RPBfAd_Etx#1@`INAy@&_@vNf|;0FDX$b
z^xKP7?b16dd+e3#TK+>38iAuKam2;QBj>O<Ej-%^*Y>hLl#>h>fA;vh^dqDGxbyFb
z`As-~i*_^!?7dp0>_|$!`6G7eHKwJnm~P|}a{(xi;!$(_4lJYbJ%4mvMQP3YOI+u#
zsqAOgCvi}12_=Xr?g)_mpvy6u(M}3_wW~$)j_$t5fjd7ew~sBqdTi6*NQ@jn-Xx^6
zv?pxh2srSf+p2C=K!&~?(f-CahZfvocXLC5)g%AcyEE<17T*^1T(_bjFPz9V0rwbm
z+XSHuP`(6yOnD1yIYiM?FTAO@M_*CZch>)NSBv0WFCW#0@HzuR*aWj66`76o82S4O
zl0J5|T^J_OzO=q|o(QzF2PP6OKo`CQl=uiOeSJ}z$cE2%6xBK0e!pqt4HzO)o}L&K
zJW7I{@(Py;lwLh^MYO`~UU;~LZ0k?1N4!)EfeFVVc!N>`mH+&aj{9ih$y9yUfZ617
zwIwbwLqyt%%nSmx2V|TrP^~0n{kiu4c=UYTcsq-pGH2x1%1Fw35LW^PnP{g$NKpWh
zi1)lR6;!@tFFzwYN;0Z$Sv5W8-m>QDA`~S|NkXoRepVm7!f4#fa3TIx<)$x8*A%Hv
zGgyQCF2K5gjS0v(u}F`0Nw>y<yz*JMGuK=!3=Gy?BGLe`TonJ@xE?1sbjT8=^`hsd
zPcfLu#OLH%U(I!&vnG;De}R$AWMA`Z-topUwK0b8l$AEzkT(xs^j7$4&=P>^>a~A!
zR}hISH-Rqx!WM>}uq^KwVm=9(pa35aD{%!H1*YH&3w>gbPLSUBV`Rf0bH>?aTl6}K
zR0SD^rVKz^9b#H6?h9mA8#*2+i0<ns^D5t=#PXW3IUmp}5zJ(V<?htxplCiHv)>ke
z!+D{aDW&U874ORCWeGSxadK5NQRDC0a4WsNyh2$kBC$_v<AxQhHJ=O+L6TT-iwM~*
zc|^h5<MhgrV=eOf#g<;Gr|w@MLnI`CVuYzrFj<_KKhNX%v$k<pYt9L#@fh2c+syrf
z0x6;hfUx8eG!Ib*<Wvv7Fitj|yBTU{%N+NoiSNI_DCa+fCD8ZA<3fN7um{B`(DWX3
zJMOoXw<fGYo+;#;Y=E7{^F3Sy6y-^fQ4ZUqcyCb9y?Z9yf>%<T(`l$@=2>FX8S2N;
zw*VIiRE43|3uwb+k6H`Jd*=|}51QL)QhoOf?kiYTy7R>t#gqfD18RIgS7_At03QS0
zE}Ar-@bj+R_9;Q;O|u)0?bMn-S)Fv=m#`#Q#2WTeBKyA`$<3+`+mP)O5{I0AhkPEN
zcl0+PJ`PfztleBK?XWCX1qmenHmz>wgtC7JVsBt~Q0Ugm@ZA)<2W$(gM}a~CWv)<%
z03L2$K@Qbbl{y(M>u0b0_WXFf`|?W4<pVHW6fekDX*py|MiJjShqa6cBn+ILCl&Jc
zoW4Cw*%}DwfCi1=2*?0|3^X!2ybHNd=rHqE>CdOFrd)O}=OW#C&y`ZLzCc4q93l%K
z<{n@e$^x*j@wM2+96>`5#qE*PbVqOM9&I~Jy%uKCLdux{Tkd(PR8OICOZk&LR{DqE
zg8EAuDVH2u54QuQWf0PeGLOK*M5Qk$>+br#pJxwoQcoo=A%&f2Sj0wHp))`{aoG{}
zeKBqdBuV>t^Iq|-Y1AkP0QRCM!p&=Xy^H@AOQG^1+q7=?<x3`pDJDGJ42Y&<`7U6H
z>xTW+t6E;X@%CykZn;x+A;}<V9mSxA&q{-26-p%zB{30+clS8`{9tm8Uy{M@;F4Rj
zhYMuz8eKQoFcZKCTR%70e7K2wAM2^&ne~jRE0<kf>iUtmb*f)3#H~GlP>vnx-x&CV
zq`1D6YxE6;rGS4~7Rxe6U$h|P_ID$Ja5{xbO*^{c&Y^QhD^C;uu<QcOjQYOF&)#g7
zGkis7#hXi6RzH!LP8v|{Ap&6c1UYFmHx$&tftH_OG!!5vY;HHd<Ez?nx9i1+(;Z?#
zw<=GurT+s)mF$97P$PkPjv^1vn~jxZ(dWqyeE$?KsMAV?MKg&&OdliPVJyNLsp~EZ
z{A&6_bI-}El8l3w=W{~}1^x*_yTDRdVU4=N_4nlzUC#cOeW9DF{29%`GmnTclAkl4
zw}pmHQBwysV5FrGMlRtcj_OBGFD?H3=i*FgM5<<rI00(`#-_pwKeP}FxJhuVslkOS
zm)eFS1w4jYH~i8U&DBko<|aa9MLgm0!HdPvUx0)ps=5x}8sHz)d>H*jIpb`+#Lb_?
zn`wc97D>QX!S}@n);aP<u`fg1NE2+~`kyI*GH@o)q8%v57Fro<RybXdiODii`ub>H
zgYXtHgNJ@4#I3>9B0Tp3BNLE*tx9jfyZ;G4X>FC-eN&zBmx?`wu!3vg6Imp|$%dgD
z1*D|@vM;|dbFJz=@8`B-A^R1>bBWj3QU+9xIDxD>AUH9bQtM7cSOIfXkJ#Z?-}Nt5
zu01U?>qOWSIxPb&7=g+eV<>=B$81C=xdSwb@-JU9aD^1#O8Rfe+2ZpdA{K}-5W|Af
z9PiDAExBLg)QFEdo8j4ChjrhV6@9hd7Zm+37)Y!F`3TT<0g4L>Q)J@FZ1fwGstft5
z!TFn)ba#CfyG}98!RLT(xh)Xx;K#Lt-7BEjhJmK+_Rz_eAs+kp*}NSxZ5n$vk*@6{
zE(mld-oXzytxz?Ll&I>OT3Pk2A6P@5S|sz!jHU0xC>4z2|6(d1`zS9w4qVKz;X#!8
zW7LbUFMZ(NlU`1Rg5B8wfRd(!!F*Mh=#0GAZ*1m&+qJ|tXUE**>Wfq`XV4@A$^bB5
z7(4TbVpxH;{tg<=^fTeNY?&VV+$@k?@;3y$8!$7WVt}oY5be9F85RfmVz`?2MDl-m
z--skXF!{egAZ-z$=MSq?7rDLL;3S*>yS&EG!q+#5HyE0H;P0co2FR-+cUMX#zizqB
zd^os{&!tgA&*thq&cD||las8iv6Om|PX%AT_^~*csb{CmY%Tx1o=yMF-w;#-!Cif7
zcpTYm`?Q*^I{Ds(bQvR68a@i^1rGzZD>UyCWQBrkeEif3Rof4E-5D;kc&T)!KB6Il
z(b|q;D^qabM&VzX%d7sKhWyW)r_b%bvEsOZK`bls{jXht$3d2!n;m|sdiV=vDsw}v
zvTUdQL~9=1TPLh||1XRbFh}8gY`eEU#5Uo@5uuUpO4n6#1r;RI1)~jp53qNjb-@M1
zIY}hOfrVY=?OxN_=gC5k$KGUaTP;ViS<zQOB`~<QJ}y+gw*4iS+}Y~q{Oz+`Zlf(H
zGow!wyd~}n%_N7ZgP5`hBHYRv_Gf>~F5MLV=ACS^OVA-Zq<}5+{tt>r2iJo*C?CL-
z7|<rj8OS`uhfydzW-HTHVa2K>|74r-LqcyCEGhs2ECBSg$Y&EuFIl8<{_M+#?+X!u
zJLby+54?$q82nAV-*9j%=$H=V4@e(E8@-mNCOK4$igMlg&ux6ay4TXohr^c$FJuM!
z<StB~D6NS#O*?#dyIR=59zGUr(fI2t+K3MWX<>~Q1!C!3_<=DgSn)w)+vv4Ux<E0L
z^!}lcQJ1?^IC5zx6-u)r?2UFnmPW&l<vIGV4Y;M~EGbzC;G2OFF<ALAYGRWGIU>79
zlIGw9L$uE3cflr7Cwoi2yr?Ivg|)o~1~MEM1JorDZo?d9vnQXZejA=t>v^3Sc;?lc
zxMf5H9Bu-dQP~5_n$kT8Nz`dK?=LVK4UFS+$Vm$pR@0tlBZ43Vt0*A+q&$9wp-VPr
z8tfLBS19`ZF}!6W=K&D}+Ae_Vd$gw74#u%C!RG%-Y5&d8_8VCd<_VKD+h$Bz5ACHw
z;ZhpN57@ha>KmF>cfQ{(RTy&6k=sE(>C@#suBJhYuxP?FdfcgymXb8uyHdV)uYR@W
zf}@u3YXz+X3Irr7tI&U8QnB5$CVlvdZ&i<9@sm?4b9T>hI#E)x!H<PLiG2^?48egM
zAVCmD2avIF%Tdp81p%?n@O7!v<{~nocU%^)gYq&|yUTO6Ik81)*IZ<x^Xh_}s<K;$
z*GN*KU?LD^dQr{^RPdk=<}$To1HQBY=NopveD&$E?K?f?|0ak~Ku|+Y4iow4>=@8|
zz!!Fqv_=%y^OUH!pY;9xq&$2Zdy&+cFuvf$SnQy{Ln(!1CDFUiCf;8!eEHMSu_1L+
z218D_|NXo)!X&Q?CeF7n5vl$is<2^e-yN3V>x-X9KL*a_!EOKxeJ$H>c70Kl+`}-T
zsgb(tq9v#EY*gew(Nv!@QD5W5k&g%M9Oi$qooF`T8&>V3aFy_vL#G&^*9)PER5HGq
zB>9aY+cZOym0cx(L4_z?ut(9Rj3}3PZevuY0Mm_t+n=t}p7QLMlrW1TYCW`VDliE_
zEh?1DAZP&{$^8YPC1XgwL^YezcYcu{&W=C#zbC!~B(oNqC!7Vk{L(buotK_xit5_d
z2eQ*HqlCWDR{$6wUL7&zq9BK;kG8)XRkGD~h}+c1|3g1pJ#@!0!XmbyLlT%&V}BAH
zBG4v_*Z>Tn>5kq;ud<cZ_`lfvHI>gs-_ty1B|@E`8wUC(dxOv?W`xTk5e3=FtA*Ok
z&X;5)aM=6gys6zpN5sJNbaFreB_72QuK8wOmp5!$!n$iW|GC~dTwTZ8NDXnb1GXJ@
z4k(_2*l1II&Ors4(zVa6-Vao3@d^zR)sr2l1O?d^PLOs+^I*^oipxUZL}S+b`V3+i
zq}}mlYFGN26XSN9Da0%IhW0LYpm{M2RiZ}$bdy0#dV4qoRL!pKdO0ceuq0RJaa{fm
z-(<ozA#DNFI*7=Fx)PvypcMs@WYOwl<hGA;chR~UUDoqo+IDNO1WH@&AZi6H5fqLo
zp;+nI_f$Y!<$aw4n69N96}a|i=26#(>~a@MoB`|=Lt^9sIE_%5zP`4n?b5nsH(uPz
zZCzdd?AV#Rsk;gL#1Q1409_M%Kf0t7PUfi|;>FV@viv1WJ?-kXW(hdZ*B#D+!)A)u
z0}%lXL=qy=9vSV{DSAcStj#UScGvw=Y`YqWAdm$I7-mW~Efj+!Bp~f>(df-Xej^_Z
z=ge|qfB!fcN(uUccLICz#2O8QTZVo}lo|qx40(3`VA0SaryDYF*4R$i5Ay%E?<C&J
z1tdn<U{|?y?~-G^p_g501CHjsl&*^uY-`FR>=B=10<R|ceE5(3JyCh-+qs?Iqr7&x
zgWgpi-)5Ykl)Qp1;us%uCz2iFk!SPf!@H&3yCx<|;wDq}wER&g`tT@kL=n*_--ju?
z_Z3SIFlQ>2I&5|26*#_yUc;%ALXx6ufbMqo6eUMF_z8>^irh0T5+7wtMzam2L`)?;
z*AQO^tycl`5N?tV1FpMU*&^Ykdz+Apc0!TsEzMPbJ&sa*M2oE0Xym!7_U4XT>Pl0~
z=<ViG{c<1wg+fOLk>FVX9VFhj`E)33zOd$WK!56k+T@qJ<4Y)HHhdd&Ti6|@lF3dF
zUfb~2vOaOGz8JP9z$^7<|1P2s#BiwHgZ1G@3T$k4sea^`J!mqLZFpKGMIdrZ!CzZL
z0Sk%Fk54<u?tRsjU}DXoJ!$2p5_i45>n{w-qye`$%q&wTr{%-_nI&)XcSR0u%MQCp
ziDppV1iwI1@<?BaqQUBxNBZ6Se|}KA8<L{=LG0(>e;cE#z+WGobNITi0_m%yPp0#`
zSX{8V=MdB4$7N(e$3ZVoDM>^$;y9DK(XIHldszv+v(EWmUk>;GucxID;c>>{5M||;
zzXLU1M1*Sjz280X`+q$xjr<s0_3No<b;_LICgV+)$0g)19*g~7Ps<>$j9pKExt%`v
zQ;PS~ojWbY+srF+|JT!iwX*j_v!u(FS*1;zv-c~v*wS5dX_Hk=7+Xz5!C?vL$OCE(
ziK`Pyg!zK#{Faw?ISoJLoF-De`O~+pC$e-{+kU|B;o5;>8lPKklX*PV{nPUgtySF5
zou+eiCFKe0f>c-#y#Znc?fV6;vxg&6nZ0UX7H3VgY)9wZ#clc(>|UNk$Dgbm;ovxs
z$B3O_WKC|eZ}CrcneA?cGVfMY$^KH@K&0cyAgU8DvgWtE#I2lh>k$i!rv4LF#iEQv
zG7<PturmuJ)u7dmOC(eu0F$oy7u%4oHB(~B?%gzC>gD-y{U{=hLZCXamUdL$tm@QF
zqaF92zyDTp)1+F}gH*IbubA*v2w(#DIdh)f^N&et&c>vYmHNitX9CoI5ltJao;l=(
zQm_Rh3AuXFo%2BGWX+~r`7&h6SpIs}PhY}vZt^JY;sJ+E+JH&bVCL3+ZRec3=kKq+
zW*+8|dB)F!yMNM#h`_ovk<|$aNpp8!6TkY&$PnFZ|C_bON*~kL5UDtz5#itxsC6*8
zj($a1c|@o8?AIxggq??S+SY%4$fD60@@yd}BZ(g-FdG7lFj&Y~4Uya9Xs#9%5Yr*#
zH`S;pd3;=xNJUY)tzxSpF+K6TJFfk>nHF{P)b_M$uSh#5A{T(^Y*gle0D+}1r&5<w
z+0dkaoYuvGC)fM)-L?^49Df)SBGR%*?UAnnEC=t|^^Tj~+EksUZ8RFHxcG4e5s(Ik
z&Ywlb*8SkwGI}BTeE1qEr6x{)lCAN9MUTT4r!bZRYUr^1Oc1&82EXA8o_eOIC*qE;
znII_(+}@LH=gCb}Zg69O&qfVr^bdeM6l7(2+S#YHVf&w7tSOrs{kiA8v6A;+%Yjh^
zPE>runLDQPPu*UGh6YqKdtdKlSeo*D=OPsBS%&flSm#nqji%V-+S!Zs<%hF&IWKXM
z_kQ#%gm`bU_Hp2<<IMrFGI>(ab{^7}ITcY8*2luCdrJZic$85shWn=Y#f6DN&|)vY
zyj4n?Z7xSG_USKQ8O87B!5y|l7+TmR0?S6wlcoT=3GetN@2PtBv1Gyi$evG(=NQ^7
zh!mQKwJq8R5>t%W3vGV!^yQBott!3BKfL4P19WmO)wvTF0o{CniH~Ysm`R2Y=a%zD
zl-CW-J<ko`i#DnIpmcPlhQwbeyhxbRcl7g-W+~*CS7EK?Ju|&drpKmv+(e}fjXhww
z07eyDQHlYwNyv+nG*W*2_E#Z~Gq#Rb+NzheP_5*H+DBO2P=o|jfu$Ytu)cY6x~h%8
zQgia9)w^-a#wTM%)F2r-1@If$N+K_{)n|6g?5bm0p}*B!L+{9b#phy#M{$w{><f3V
zp{0#hCX<j8)uC~`lKcGaJ7#J<GyE_2?Eh&_go1i}NHG(tmyuhff$$U46+^0Q*<-;)
zjB_F8PQ<H(1p(nuNjTTZ3pQ<~R0AQ$U6#ps??~W%#CUwe++10xb=;FF;&LdP0^>Xw
zDS#?Eii+|!-0@CyjwVekHGg}(AJ1`%^xZ@i1tkM`M*{bY7C~aRx>8p7;l1pEV_H$k
z%Rh+IT32buQwmCeiGuezri@lv=o_lj_b2w8TDjv8Yn#ZSUF8Eo@+QO>95qm07Abma
zz46;&x<g0rI=VSlX=}?q-n)zVhWIhGbj7;(fgliObGIK8{5sM`&&ByLCR+GqpyuyH
z#f*R8$ZiOp-y40K-G?Uii+UMPt*=M%y7a-D$B5z|XEp7-EKs7~0=O3NQZ8$|u!Zwx
z$0}~xPdi?E%=Sqh8Y12oA{Y8`_F2-jm+<O`vN>_<mVYaMMf;$RYFp4fhk;Qj*Ax(K
z#z;wjAwPz5$FlA)_&jH>-ONsm+CX;M3M6Hqfde36?7`$AbWk>O`J(ZBIvev_?x#Xq
z6f<6Nh41g2r&<S2D*<WP3)gq7KSMwwq3p`kj_w$fmXV>TrzF)y2#jq3;Sn@Wghkd1
zdGlK<-@QoAl73T^9I9o%iY1%KYoq)(dJ5r}#)i=%M;Ypi3~nv=+R&iwpVzc9c4IZS
z;i9E*(h&by@&!HiKJ-4RTcu`gig+{4NVVN~Mg#zb2gpzYLkqtia^2(%!-K?by5?2K
zj!0|{mn_=cMs)-*lr3x(PZ2Gu`#s|~XzK|W=quGIOCNoCIqwTm2cXm)x!NB%iD<RI
zH4Ea>UsI{_Uy;_)gRAB9^5-UroFUmz2L$>;jQrHc6I)*F$TRYP>+vcf`dR5%(F`;3
zjc{un<N(0vI%>(TryUB2`_h&Xvin?2Nbku*FDG9T11Nx)T%giWs=ocL%(^G5%`%vr
z@8^b$D&KH5sr-+y1_WTgDA|K*x?512@G`ewU0d2lKH2v7kKdU@bIB9(3ZQx#osdiJ
z3htY9wV&z0Jt>FOFymT1n#WIFvm=R%py^Za!hir5Xs%=KghVU675b{oEv_5Wp|UK}
zXYURdW+f^FWSyYzC}NN0Mgr;u(@PR-?Tm#6#F}JIcnoOW<R~*!P22Jpl5Cs7a0SSW
z2A%a@8YJFW_3hlC_Rgdw*JAgrukWm;RHp)2g<0U31%Vgv$FC6Pu`3*$*iWCRCZ6)=
zU8?4$&c7By?+;{<q{R{K-L!No8p{UwHFN0;0<O0Q)A<sEZ@7^UFB~Qezzs)Oa^B9L
zj`%dH%ziRaBT3JwhO~_s{KPPLT9XyXT!&mWh!{tiEuV~QTJzo7UC|5KAw25O#IlaK
zHxGO88v&Oeb=@hl-ss}C8z)G7;{m;~bFC}C4Rt6L_)(+4<)mB#YO_d%W9{G=SH9_t
z{>~1!02O-+Q7<ACL_9%C9Tp~pHUUaUhOX6GAv&-*WB1ZYG0ud$J6*kN75*0pq}-5a
zk=2+SNzVE<(p}&$p*Fix!%EQhuH|1ailirj;{@q0oYh2@o0aJ@26WO)v!#63z8K)E
z)2_R85gHZU=)g;8RKQ7L2>;PzBOjAP3cGH~-94PBXDgpSOf(i@L>EN?nF3P)slJWi
z_aWtAiS)h-1CxzQr1HH}<|PIftw^5K08*y#P7iRz5xA;0z@qa+wu@<=6;zSf7wc+a
zycHQjKHS<sq@v*JXwel}LV>;oR6KN%=VgW?NzvCvJ`S&}jQC=MY^glEXa~Sbf%Vp?
zd<3cjliNKjF2yNFGu~QrX*`-~T&6CcE{sUF!F9>WFaQXtuT!TAz7C6hO4)g)=SuPx
z%aeD`^^YxD37c&Wg)iFO7hVoY31sTL@Q%_pA+sZ8hLRRtg2;`_oWxujxD*B?D`R-{
zfvg01|Nk*DY+L8Hr>Vlju2gr)SZ*C}2hsRnfTGbQX?fJ>l@dqBb#2qqSM_!-+y1lv
zh?P5A-|efR)O$q}ia{EWInYX=fdG1FA3p7kt@9G2;qtP*YLK>rS0m^V(bn*CLH(Hp
zGLam)Kyr`u7usLlWirV!#c+Gm9ua%3N8yC!01!s^t*}XaPWHgoCLwzIF}^WhztkR;
zwA&GCyV?4awoVll25U}>UoFfWNYZ)4fUq2hSfVuKDVTYLeIqw=lL`aA8|*0rZDve<
zpk_Ui_uJO2aK*3G$_W0H4|n!<j%auNCg4yO5w&RW-vRt?vLGc_$_n9(yYW`NF804R
zM~~Uu`tUm(2U}H$NPMy_s^KZ0<8@1TbWhD#Rfbmh0sgV&PipVIrqrwefxA$*3Jp`V
zj&R(jDU_>as%go$`d){d;w*)pqi4v=NP^^j;6+-%-p}B*;Az1sA<!6;1QJ=>RW@wl
zXT14Dd5lbYi<(Q@*V|+)a4OBgK?Zn00>j3pZo1F+c-L9IOFiJ-Ty^l=oIS5G#cl;@
zGiWLX<*G@FOUg=!OG+X%eWw$xMd}jt4O4@2HEM3GsM^&|UP4a9LRubd(asta;GQiQ
zRJ^0J`&M=5p!3fcEeB4DoDg1k5M+D+TLXvzbpCPMxkp{4HOyY(!N$#>-gD?HRvD4=
zYb0ebnj0;AMrAn08%RmY0s^nh_lVxG$QqmQ38tX2T~cnff<k0{28w{8$qt990lvW#
z%ol>TBxbS?TG*Bsd`thraIIBXy>i&tH}%mpzBeKaBsf{Pf-8Y6ZMo`o+<boPnnB~T
z?$3gP0^%%Y)XxK21BBmU^J-vrqoX28$hU@P?BZevu7vB*^3^ZtmTIEA#6pEaM`3_F
z<ZbQbO6g&ref>nDfn`xdqv6KPhfl>mM|^zfK!rl1Hg4ctf{rayyQ{Z^MeUh8<Z<HR
zh6r8}FEQs3s)z9s7R)8XzMLeIPWPFl?{x2&?7<)f-Ss{{R;)vesZi)dPP`%6z5LGY
zPdKUypPCxq3$hPq>Up!5{M(oVMjYkP(PQEU#!L~J9XX`wlZ0eS-qf8yPd}T9jAw(R
z*Sg5WJ%r-^JYG|b9$|UJoc`hF^2XQk`(=_Qa#u5rdkH5sllNxtAp+ZwJ6iyD>fP#;
zWYegeGdE;S&z5blx^pf2F4-{!#1vG+SPNGX=mmH}+b7>4dD!)8O9btetM9&L2g?8c
zAbD@$FQaG0jodF6)4~{Gv+}gg)a07#c+%(t-$P|1Axq>M<Ee387Qod4-l&Z^=#x~m
z&!~G^r|Vit(oz<K3*Yu0pISoJp%`OE2@Hc4tYAhURv50Lb;ov}vv8mFX3;~RIYWN5
zX*G~7L7ZnJCq;oH?FL*}RNMQ&&=|-bPEK()xH@CRy!MBw*v`#orrIBGq}m}RqlyAX
zNVG*>UV+HtCtX25oqEk@n=1Us>U!~lSigLbYU=(r)buv9^8B##_Sg;=;h4;v`&?A(
zkh}em_lndgsJ07byB*F7X1)G}bAG2<YUAO5Auy8@ZzlY+JE~as?Ou~r^Ewr$oG)it
zpPL{%5!lw?z%X#x(B}MP<NHj`Exucdd7;N>7-CrH=8()oC1gr`0fd$0WBd;08*k;;
z<Jy`PSQ#PdSWtTI*1hOdiEC6Fglhqf3bZ~6dX@NLLT{416w(x3v)Mnw{SWi#NRRSM
zNu%^PO}$ibJobgoSw}swoxj=+A2~e{+{Ai6BHhR80?)4}WG#a26GMP}KTt>nQUcKS
zcC!5PdfQ)~YgDON!*#gb#_OuODA}?hf?!e>%%wwTPoluzbT&8immPIgdK+MV+nl9}
z=JXD-8m9uHoFO2J9ib1e($jHeZTE?*mpp|l-%fa`-oI-~W+?v#;cf!6NIuQ*U>VQ;
zPhU=re;?(2cJJide|!ka_k$C6Fq_EQMnN9={kcMZn{&f@r;=oyC2ViQq;DsX{ZrzS
zn7@S@jS#G0DJx?xgD|FxU5nR~yQ>m49ARVW#j?$qHR>O010xqT$AI<(s(~C_WHV>U
zau<u`<o<nWr@4BD;iUt}s(*m-{6aT#KPOjnD`ZR7`HS4X^@fuAA{P7T6z9(7>5+Y7
z;(k$c6^%K9?}|xZOBq=yb0ndlYW39FNcm~6EedtvD^rdJMg986s&KzjAfXM`C19E>
z?$Lh_RAo0+Z_KFQHQO$E(#VoK;r|09r(E$L${*5Hyr}m;&6-uaHAPZ${5UyULEJNW
zO>{64usq>}FF&MrN28cJqHp?c-)Lq)xe)K#wUN}<3p=(r82$(H!&rGSawz}ui&eX;
z4?FOUgqVb?z31g-rf4a&HhK{l=X+6=kBLV;7s)jjhJ<;`Z`f^L@?gwdXp>6O|9))>
z&5Q?Ju)iS@q48mF<+9A@I$!x&)naR}<!>iDrvG?<DrjjfZJgP6y21F=kobw$L(5%q
zIzRqvdEnH;OknIQAl@{Gnufk*4f=b3zrD1i?2O`^@xL~Wn`AJIP32JK#-0(1`|<G9
z^A7(0FV?0(?aM<i{9{oZ4%fuFfsI<CVM2yKGOtYEb2FU$IuX!tbcPCuWnBRP()sk6
z^242<=ia{?=&9(Uf3JI&j+|17eG~MqQ4|2*g{7?0Ve(oV*%BHU=Whzt@$!=+(dgrn
zvVeCZm&lWE*r(>0ZTZ_JP5&F$qqm+lVV0;lBu?Irn;Ym6j)j#m6+kR7^z%z8iSU2x
zr1)g$avhU`3f~D|8Zr<hcR0ZTyDp&1IN;y_?+0=j`1YBLz3e<arL@<sc%bzIt?<@s
zoD={IKA}N!$c+If2dff8FC_@#>=(ThZ24<Ea!`ame{24Plz{oYPgGExPb4Nkl8_|Q
zW?v5ek<gBYyOQsv_7yXg)ln3$2b85EZX|m^_qc(}0MZ#2oVoar6%Ga>6IRpmZUzxf
zV!1)O&$TJbdBR{Qxlt2no&(0)AxRtUzpS9sXA<(7RdG=}s<7%&5id2s-U_f5Fgp_;
zZv(SIky<%33z;i=jwfPz<ZC?!MYcuXH>ZYyLj&T2A{Ksbz_dbK4f_)%-y|3-XBQRB
zdf(p2(Yfsw_4D8d0%O`yCy|^V180kSNbzOeapz>*|FJFflpR}aGs%D=A3V?(ax?dG
zvWM0VNF4(mRmqftNZLBpAf577Yr}IPSN9x#aGmu5neqp%4B?l+fT*(r4mk<5i$XnA
zSqE#)b1dvUzfLaQYZtCF!*=UBITVTmF>=A)7C3^)`^<AzMeMAPdj<-hshrr5x%>I`
zP1G-jJ`KA9BB$s-zWJjS8p>*W>l%BM&6ekdtmK#q<QqWvfn*MQX<>E*@L)hJ!4{de
zyAe5OaVL=;xil0I{*^_$PP`Of0o2HW>7!O)0v=kl2~GkSbp&E_nmW}FAGDfIMhL8m
zS?6fuDA3YQmPo)whQ|jm9QMv6s!K%<fBDqu`KLrlFZp%q=haEy!G<`SBq8#8AdCxW
zvW1V05iX#J&dJ*v;koL+mvLJ3`lMlT^dGkM$E#1i1iT&ihZi(BS_A}^51LhsA>}HS
zm6^7xU&{6^+8lZ)xOVFOfvf)uN%3smz?>Lz|9=y8(%70DQs(4L(DdBSm6f@+!Ig{t
z0O&RX>^g9zf!l|5KOlD;gy#+>!Vfsz>$>tPO1|dv$+0!(P7C#NtR{zk!S_X{bOJ}u
z$%+JHQjqOIsv8_F_e!<ZRLP#@)A-tQtkq45tm6p?5@_(~xG(_&>Hp!9mux6mO?P4F
z^Q|59uleO`$#kx*ge+|A>gow724Ib&wkQdanp-s+k(l_nvDL4WUA^3UpSB%2o?|Pi
z0EtN88IwmtEim**t=&hbl%bpz+)H2OZq_$B>D$_M4F4*2=Fq3IwDbbW6~KQ5fj_`n
zf&aj<S5Pecd?_Kj_NYpN?4zb?+v8@&`GUb@UK@itVN*8Y?Lm2D5KsnnMM&-X9kcZQ
z=MR=IncDOJ_`2?Z9KW}J+YuEa4Wd$tw6`J@r9nxV?Ww&dNlA&cM5Teqrfkw6+Cx%O
zp)^Dq(h&7t=N?aY`TpL2>Ywv@&biOH_E@&q#&pe|ZE5r=%@8-ilm8%~7+plv7=#o-
zrhicC$p0RH{`&l-OCoq@mR^&%tVYM8{B5Loqx2p(Y+K*E^_?tX2X?fG349ZFdLG_%
zloICg6_P$RQ9DtPTP;w``oS3jtf5}oZZAfT^iB7PQ6Ej>qYPF!0^e<LXu=8!nJAsZ
zduF0mLBASP!-oxmo+}qk-%mXw9DuV%3rjP1?Bt8IBo{61{X4(vJ4-ut%s-yaOwns%
zBwii>E)L|sApU}-yfbX9x|LBpRb_R*Q1w8h)NE_UPm?vbOl2tFCps7WtFfYb|7(6P
zH$GTlmU?2ZK~&()q@}Z{Eh1r*IU42y0)_R}etOn)R?X2byIk{0s_LMm>oH0Xp~`wf
z^<qdabg;DmLXZ6@_YPlsu5kI{i&MG|{*to$Eiy{UfsFCM=kPXv_!heX4<h_wQN!2m
z1!Io{Ni@Cx<@wsCuuNf&{G`PZm(v>rPhgesfWF?ycGhpZV|mkC@j_x>Y}hfUSJM9z
z0(n!YtePv9dOBqO!FyFR2161{l04Qe`jLHyGS5?Mgs#_kJ}@@AxWiw3hUk_bQV%kD
zesBBkqp+W{$WUV$tOLHs63dn~8ak3B(#x+F?47r#Lf>HBQMO4-VgP^v1LFXv0cM=c
z<8<rRltJb80Y2xA_Ls{~fBgBsP@q6rVS<-F6o*N^I;HkKIzW@j<>FW6lZpQe0J$`H
zGhEE7uW!r#2Ins-ZA$J3W7_sFsB=C0zd*!;#_|>q$ogxV-fiE@ahB=r%l!(*)>K?S
z_5Bnb#I1xsmmhx^zLxXQFXKhC2IsXa^|>lD9tnBF;GGb?-0*iy=B1r_W}c%hsCM}6
zD&f-1mSk4tOWX7&Ee#jDi6TFg`41~d;&i=NvwQB?`3#NMhvsTIU$klYFBsmKfl4-W
z!_L^hRqYbiJ~zyx88?q*dzlt@%j8@7A3O)INrbIEbZFV1oy7qfE@FB%cS`5K$!A3N
zQ#*n@&I}^o-O9c=T$VMiK}bR3uq>Oy=-ztDs6~w@MP;HpFElvf-WJq)A-R3SD>Z|J
z{g<4!j~Y$-CfsjkDe4U`8_x>Fminm7S(^NyNkzBjyQ)fp8<Q8y`^gw8t^@DMhP}-T
zkj)tV(mMCnnv_rT4*K5Pl`l9M;p6CT1HK~g?STRhDWZ^qrs*!Dx<clp>#660kKeDm
zaBJ?&Ng#?5K)9V75Kb>!q<2s?nFfvC<th4<9y+L%r25H1!Z0&F=Hg^LI2NE#5-I}-
zRn&3o2BvkQN+8<FFLqDq8ZnXZn+}ruOf*RtJ`it{3v=M230R)N=82W<EgX(NWj+1W
z$#RuX#Y(?4dD`UY7@|xbQeX)Owi}kdE;-F%mg@fWv5=g`_s1MKi=I&aczhNdLAfrm
z%U{{6tJzu9M<S0bs%`lr!*#lKA^rCWA&fL7QbZN=59nV%RmK*ITlJd$DSAD3W9;!c
zB+3cdzwJ%EL<yG}Y#-4VOtG#j*z>@O<Olb3oMM<gy=QzsN?ivA#9dBwLWms+T^`xR
za$7r~_UEay87E(d^j|Z{`9zxykLSk|nelROgyHGgqZm#9xO}z7#XR1(XV0Fd@091y
z!1yq_Y9q%wq*J=unh|wM5(1^mv@Rt$mM{N&WqNx4hU5}mO3H*Hh!W7<(hf`;jF=)d
z*%hT7$7jCL^UVBI5;SmVeUKI<%9529LBEI42Rs!YTR+G9_;RJEeDiKhaby<2+=2qO
zO{3O?7jndP4CL%Zu14r`XNh(FET~fA-m%U3KzjYR&+<K9f)A)r33^dRQL3c3sRh|a
z7mMN1b`Dd&+V=H`*}Wf)N(WMgckQDlL-mxAn0?UJ8EZ7VzA7(2S3|C2eN1L?#tE*0
zt{lcVP{%;ALZNaX4nQiOy^|TZ)dRB=Dpn@{EpByMF{eE_RD0I8g_KT#g6dGz22~D$
zY=$QxiK*JK@80evUX~DH7M}Mj<FIY`p=xrT$sh@FaSA7eec+X<imN;O=IiL*&S;?o
z>u~<(+b7^$Eo2oGL}lfnQ#YQw(D2TGX;kKO>!5;@EQvBhT)vjiylH@mE&6_lOlLQa
zc>VbPfMP~^TXleRx^l$i!8mC`GDOfiS;0J}N;Bip<-Ys%l&a%eT&b}V@ZCT%kmiJT
z0Qb5`X{%rRa%f@F1vBBH9LE65U9BO7jPc^&K{U0uwghV#5GGva!c>PIM{qnciwktV
zGDl8s>d{QCEh{Df$g&wA{*h)ux%eNq47$Q%73QCdS&;1VtnK<<w}}WMl@L-qX$`sh
z!pCaLd--1(X0vVE^m4{p1CzcW21-H}dc6~&J(JE7>lR(C`8V)DoF*@?ukQ+_-o_QF
zlvL{~A*mn*@fz0PZXtzd@;KV#Ux%1Re~mVJZJM&Wew~|bvf5R~WYXetxDbT$I31um
z6_t~Kn+?GK#5VMDapcnze(k*$BU?8ICGN5bK0FSVkOM<K%8i3sndFtmWl?0iggDcE
z??TnYPA$n~9gCdbdwPrVvB!f-<6v;$0yjW<5Or|a$sJ?D0&=N`2HLa}gX}o&v0AUT
zW&mWQWC>3hMLNmvTU4`9IgBeOy>j#_>-3>xUC?-&ii>lVkdu-?)@|ZaF#2h@h7Ea6
zYdFC3Ix_G<{S})P=H=XejCthbQOyJ(8lZ?m4ID~DAZPPyU%uml=lW~knL-Wt{XcQC
zFBP(3K;<En9??&{X#-)efUr8S1QQP<;%A2Ez|I-Z)1%VtU({L@FMIuyox)0rLmdlh
zBha}MH#p;F)3J^ZKN_5;ZhzCzdgk)$l*J4LbP&WRn)u)`4{k-9w2`^CI(1pEf;ti|
zb_5yAk7NGpot!^=K2Xu^8rzjm*=w4YwH?;y{j`gL0RJSBj)<zhO}>yDfAjsE9{iy(
zf5$3?57Wh#J{w@8s5SIml?59=iUdRb@fdWG+>7laN}5l9XPz%=(8`&8TQ@M1Y3l9q
zIThs4?gJHb2KxwprHH5?gTTH^a_mes@voMb*=>2oy!)qP77Znjhw6f(8Epxi17%cp
zVb*FL)4F1ux8~i4k=s{P=3LoQKLG|!nGxlX0=F2RndpY~_PJ*owpJ;6Zm2uVyXg6S
z)8)q=F(7ag>1IICA{<bWX5y4hU+SEivaKgs@4-~DxYCw5QEYT09m%-$bTW<QJ~E$W
zyWT6{tys!qQORqktV*(9Gf;9ea5<2;1@<p+#W{I-!kL(XlJKZtS19w%-okCS&kwSm
zvEn|%9rtk@rGWH2^rR_m`p4e;)0WEjY8bP!f8`C%Gt<+kyGb8TI@<{ydh%Is_*O9Z
z=Ea8Cr3dOBzJDTPke$oT#{kQVD*zn<^6Th9n9jfi3&sYJFTtQO<6!ih-NPmRbJnHm
z2puePXa;G5LQ08COHbNNJl7U1<~~?MhBiN^rU^HH<HlI~dxK?XTy7dn0Fqt{s=vqU
z_FGqySL&?S7-&@DE6dKc>fxkhDOY?VS4pbYB#~X~$o5Fi^R0BqCsEPwNzuhl(-oa5
zao1H!LO~ptP2e8F3x?K>WRNk0s)4NnX<MbNTOCfw&U2byrC^rgXY%x_X1_LLeF#p!
zCEx)EyFEzS#5MV~o9lX3;1`w8bJQEFG;Bk}W6Bs;8J`+O&>=k3OoM1T$Yi9Oj*sPJ
z96O!9dS(*WK>b_ponFJH2evY1mXVc242@8Z;6B3(1U&);+oN(x#Pl;w)q}%kt&^#=
zkXmn_HGks?&tsGT=_;iFJ{f2DCnEz7f?PGg(UEMo+PC|1%%Bxt<eA&kyEE>t&3r-`
z)Lo^K+<^SVBqw2TBFwREbq}w}Joa6|C*u4h+?+14uAxFP2o$0FJ3)J9WJE+!A4v8#
z$*48f{myj6<B>;6pEVcHtd;8-<PV?B9JB+16H}15#|@=kzpUQywC}u>dF!}NX($(E
z0U>50ViLf84sqFF)%>kLv`?dZ{+HSn1$&>nT~W%|q{w&@_!NZCmNEr{iJdfdW2_DR
zOfOD6j;Va4JQQ&@+B(zweh+m7IFi_IWMXh4`)3eaui9<8Q6#SJQ;nmUg21^?gRI<s
ztP_B!%re1ONr&->)&*5fVaXp+VeG-{TGT)6&V6|Fe;^!y?jbggS&7e=c*nFZ@uIoi
ztdqMgFU6uhF&-VhJc2Fa90YhAglJ$x#}1paEPk*!dnn!J=rxVGCF0HvjA<n0#6@w9
zkFf(}9L&Swr=h2|>}u#R669r1@*fehKVQp0K@<yqBk)X4B5vkdVFup@qdOMad#~J8
z6`JDl;mLNN@$pjfqGpoF$BUYL<8d~JWS$uwU$Eb|TX^LK73)Ago@tk{@$oW<?vQpM
zWcq`;=DYvCyX?=$=_JT^XL#snucfL>o%jR*d8DqEAWP%@9E+FqI~mC96==F__j<Fs
zAn4ozMtG*Hv=mI?jM7dZP7Q<9oz?|MJ-9^DOP;my&Is~4du9B3;Uj@_L2Es9wN#Aa
z)tIajne~3H+a<?soU~G<oN_Z0ze=jONc#cy12KXGRbkQ9NZV#S<L=mln}VB^KYVSt
zIOi#2{nFwPFNA+5xjnl}+DC?&ANQYGsVSx`@Z{p-1kLX8(NH4H!PL$PSSUmIkr#DZ
z_cKH$BqsFZmGwm-WwWj(SJ42H@baalC8ViGOdJBMW`?6;#O-V!72YL+zR%z4$Fz?A
z7l_i@@sleznsI%tRpS<(dphab$M3ei?Ds!O10g1g7t4STGV?&Ce-l;@n_^-MUpGD|
zn)|uwW!UVrtD7bONWwy_Nm_E1#IHNYHZ(C;xwNF&xhT6n5}h!bJP2~5=1yHD`h33+
zNA00+pF3_wnK=J>MmcHG2ZJ08&juQSlReks7e{2d4Qp4oZolWeCicF1P@B2>_^*Qm
zK>8d&FoB}z`1cxAS9|a!Ua=|LV*4gmb?aP?_UDwE3^Ty{0jlP10~8Jv4gztp;<j*Q
z^WGWr(%T#!Kk1%RlU06cd=fw)o=R975uHN>*mlF=*NgK%9T8M|w<zjv)pjF(PQytM
zkbID=hLW$b_Md}Iht|C8{QdETV%+}zlKeVZDq)FO6W$Y-kaBUu1j(Ib5>gLUv>y+e
zzfdpXyhP7WW$POgW+A+p#Ng0-dc2D54kmJ1aVsKI%>;O7wb3pId<AvR#ENFul)0DN
z<qo+1iA*R;R7yGRCotisQO#S1^9e7U<c6Kxr#e`>=;&LUqI12`t716L2d?Uv076w<
z3H5;7Cx^RY)4aWf@2xI(O-(X&S$e`EP-`3^54DOQ@!k>TKN3fgn)CLcl-geIRnw#u
zPVvlWevtC?8DqQ**d1^qD{lD*zYWM#_>uR&&<^5aD=Bb$Qgsbt*n@aV^rnoXq|jqR
zJeL@JPTjiF*JXBmbl_TDZ<jR%PKR75hqtS=3=9SZ0OChcNH_6hv8_j2eCH_JZ8Lfy
zyyQ^yS>8_~Ql7M*2aS93jj9c=tTC%LbVw9Z2|UJ8wf1pcEET7M<^YBcVkC$ZxGxAv
z)|kP!KdZLx+uHK(`t*p41%eON2L~Tcm;<*X0R|s!!T#Gcf%o`v*C2_Y#O+lIO%bEx
z)LsUtH=Z~I=031tgJX~QaLtS2p`ULZIdaaijAQ%lLH}MilY`?^NTZ^Rcrc?aIC1c8
zHT*g#)wGM1`N&zZo})MCY?a&9KYqz&#sLiFjDYp5bywb4Xn$+RY+J!(m4*xVwDhxS
z^GJjH0vvDlg!D#E73FRIs_W*3f+>3SyEjP|?Yewp#Q_>dhW0doKtLM>5~tpL+&SXH
zErIB0QKp@DZUufglf;lsrDdc+iO1uBk*A1opt@mPeoBd6<;-H&!mAYeb7l)}K5~8D
z_*62|$mfGD7-a}2KC0x;cF)b?Evdbi>(zFwIqKGOpKsL!6vGWb2vG!TyM>M2C&jwI
zqwSifOatD#pSXj4o`3?f1>R8Pg2i{djmh_HzHZ#gwNs`S4rSfzX&Nl#oG_jgwUI-E
zKrD8sW}P8^KJ(VlGWO3uG|#Q$9%Try(lYQhBmy)6G8BQpY1<e)<>*^6C;CT1ruX?i
zHWq^w&;M&CBFL1SEcNM;rTe?e<a75rt#v8ot}jrPxjq3zTx+EFjX%ybs|_jlVjOa}
zOp9;Wx^bCNFu!l#1Q3!++~C!b$|A8oVUsqA%$rv1l45%e^L?XNNPV~YK8}(FtI^~)
zcWUbB@}`(m8~y!ViVjL&$d)VFL7A1|%|XC0VHqYr#rgbk;}2z9POo=p+Whk6p2v@q
zKAsu>eIQIoB!lNhtj091McMk9$^GrzDYMTH<bG7V*`Z1sEh9=cmxXo>$eoO`he)J=
z@;N^C!wD~~dYu+|4>oP!TJ?<z!9c4*Y4aA)evxPpL1H8-HZ3~gQ=*d*J|N3<OG-m<
zRnIullu>|7?MSw!rPF_nmGYPDY}@jswk_N?Zy-G<qv<B?hJr3nMEY5J+dyyxGJIm@
z8|o7FellG+x_YqZ@sT^eQBE_x#=lBIp4tQQJTW_Griz{I5zg9=Vj6Y!NmnVP*HTUf
z_!h7};*o(UGM&1e^`R9O^_Hu=rv9!S7466sGSuE;!k9r;TmsdfL3%sxP6tygvD;gj
zUcL%>)$aa_ZDn+gTg&VEn`xB0*;QIr9Lj|tR|0-x9GroWV*0<X8qS`2X0!IUzOY+s
zAGjx_9pk1=12t>lG$G^M9&#4RIc)onwcX*!+?ycy&4%UtQB2y8Wt^2k4ElJ{GW7Mt
zG@JX)fBWCLZOW$A+455@<Nk-JRR!bI0ETfcz;8eZroP8d+HTIS1w3tmMWyfe%$(yr
zWqst&2{`B{0`*)y%-~quaRWTLNcL+w&58Qj*Cm+s%pY;JJzKtX`Z!aNMOmMCJ`QOj
zW8`oo9lGZK?K<xo-YF|igbv$=TxRB^eH#=AobVEQk~uci=L!AzsTo{UJ?3+B!+f=g
zqmjcAg4!)1v;=t;s2w!+8oj$;Rc@y2sz>SVpJ$DRcAOa=|0>Wph}a@oVA{m7W}mMZ
ztQa(5`#iWpD{HxzxlmB$IH{6_&;_JJLbe+UpQ7~hnOaKS2ivXRVQf}>b8Z}q>(#jR
zczhBmkROm}2F_zrq292lylKBm0)I*W*rKp`7t}`n2ydA%o{_RY3CQH6p>WtoIB3&a
z^{n@b(Ft09Rf!BB7}Zfc%s+-VuLnO|lW*3s9Pe#C{?O6kV#Uur3n`EcQq{)8Ob8jx
z{K`<aQ)Hw{*6XUEKS6&*j!AxH&=DDFaVT2=VgVT2Nb3{<(y=`nA1ZKE<4(JMbpG>!
zlf!n&#*A42gv!g|rUkse2pkY<`hyH3>+IgBkL;U!pzyMw!71ZsKVE6iXV|4=pe2$S
zBzZfa*e7D1+ItsvI-hvmr?KjhdGTTIS1q@mIWy*whu4jqC1k)D>1e^86<+e)_)XpK
zz}A=>Aw}=|o%Yn;qA;>>2T1Ni2DG9Xaiy$HE9$}TFFA6%b}8SK+jzo?`GndmI*jVl
zW`T!Qk?WKCd-T!r<z4+Er`BwjYg$vtmoJb>2jSW+p_^c7HcU3foCYU9&Rm`KwG8u3
znOD)m7z=6xQG9}`SpuRSL?A%`7osV+$(P?&xm|ur>RJE55tc5VQ)=nUZBCEl<sh;O
zo;ac7kNarinF<@1*3?`!+;c5<Iom?tDV;YMJXIEivi}4H{mNP0C6J+tWyI=kF}+*G
zo^^s@U6F-D`cKdv-NI(gJ8KV!?2a;XYq^LS1Tsl5mZu;CS`i9IBlqn}WcJ5|kcj2>
z-?~rNef#?I&X&Bb<AdQ`@vv-=dTkxhHG-<#$fJoaP@3CyC1-oZD_c0Ws0PKw4#unc
zjQwvU7IU>=_F#e-53^=Z_?L_xg%4?u8Ju1LWHD#3COFta#Vq{CXS(0wI8!lXvih}*
zcJdNK)jrlLhGGu9WZVpo$6za9<%<&RwzDUc6|Cpxa5sEc>=awYPz52N25%Z{1~xWS
z!wcMq5d4Qi6e+C-lPXJKab39mc8p0ItM`SEtGi5C8Q(GyPT7j!xkD9Ta2)tx^}4Qi
zVrON&S$X(PVGfg_it!Y^1ZpEDg7Jn*C;|XwdK0a`EwO#xm0f!7{)wGJMJK-hZ7SF{
z@73M^hJ*2Y{1>pWTY)~}i<X>s`ePHVHFbBbPMfFHf8(4ipq3j|WerQ?n_|Qvye+e$
zYok$3viFkhY3msm5d~&37yuH}#_Rv7Yo+iH9TAUJxOUws?e~Y1>Gr7%;)%oX;9;UR
zypY9NUY3I4mY{7;j^7l7ey|>2wUn_mdk@IF#Y-PRSRY<RW8djZn;+%viQ!i~$#&LG
z-NeE~=gY+5Nb7>~H;gU+U1!G}Q8<{!K6Wlbhx7g7cdfg$83<%iN3Bquyl~kWvae7)
z!|2eH<*G(IswI_;kDi`CY~S@|B^5G;{K(+l1`r;VOoUy#VO|QneQBYqFD>9@^D6$R
zADlcq+{~DSLJ)a<xLQtfKsW62;ZoN;7O{<*YnVm&PD(LZ^kiH93na?QQn@2JPc{E?
z?1_GL%>T^t+44d?xyu^4C=Bv(5h0A`5D^cS2~zvOX1p32d1=6@e%5IAkNcXN^S*VN
zGvvo{5ZO+YpyLmu)%lC$P3KNcxNd!{{L}G*_8>9(JS1}=%3OdzM5%As4d<(_8};<Z
zzN_4jAN`s2)M_QmiwQuGP*6q#nH&WICD^4gb(Q_wzSOI-PTO`SCiU{1fQ7+odH;bz
zV$`@p9Q(28`r;Q^seOtZ#>sC2^4DiEYwc&CfPYbyRuKryqDbw9P*&fe>-$$Eh%DNZ
zX`R%-X0_XaX^I_%B2sQC!!SgpI%8bzJ9j7ARQ~0tH=6ZqcwZ??V?g|b;Xvd>!P<??
zoM^mqwCDH0l)V}cA8}=w77ra)-2Z`L`NDr5aX?&fz(dbSPXyU`+bDi<h`8R!Y!yrM
zyDbu9-bz7t85X_&0*{v{!XCyQ9k_LOsisoypE|KA84EHW++Q+ro#ULBQGJ38!!K_+
zHulF^DT!rj#4T>~h&?i#rX2qZOXS*tDhwgdxS`V$lU^u%+W7W8?OKP8;y3CRyj5yC
zz_3&>R!zy<xDbS~^`@E(S1eC_*cjN!qv*<8d99e?$|l6#3Arz_(%2%0UnQYWtC!?w
zSgl<8$-cgHc@=}*<K<G3evU}C2g*4!Ljj#BukugZ$kkNL@|KqwHu(JIS;n#*jL$+9
zRsljhO!Qz-eN9I^w_M<6X!L&FDVrX=AN49frBfa<bkb=84jnm)Uv~#4aS+0=*=t;O
z$gg?V#D7%8X2r&I4xZKP8H5a98v>B(9lT4_PYF9*@;H2xvY>r6pQK7dvzCmw@Ri(u
zCV>m@0p$?TbhvKM;`%XaS8TpmO0=xa!NLm8X~9n!24%)X;~;Q;gD?nmzzYAa(PgIU
zQI1}9{n|rHhyF}u${aps{r^m954_wRa~=8E%O~x-|Al)kQ$^3~1N~ARBNIUI`bj+(
zf;PcD;)D5w@syi%R(|0exSEyX-|D`<WB-N85Tc&sB;fV*ubqA?e%zmCo&D<fI&RrC
zk1@x|Ks@G;#6fHnHq&)_l=}VVtx=~Q9`*AbHahj???00fg13_^@@S!SOH*ezOUxoq
z1Pe=jaPx}T&SmWm?giN{qvH?T0k2?m5bTN&KxFO&tk@0jzey8pYC5s!jh4AF&aB<~
zJA@A&^U7mB&RFdKz+=scix<}UbDb?t%kj(7_boj9NZy430`nq}9-!Q?Oljykf|^5O
z^DU3hk9LwCx!0Cpveo6HCD*UtN)!S&F(TCkX%#4J7CuYBVt(-Z^($)HN|)tz4KLtV
z=H5%4mz%vLiV<<N^T2a|O&w8>a%&`Dz+*YO-rn{198*K~S?j98#TOUu(s(wVoW}!1
zBEq8q<5AF$8`ga7F6Xv=XZEl2UR!r+4Xg39+bOT9(col-fN$u&C@%_;IWn@?cbgNr
zbMlI(jtUhSJdZ2rpKaedW71&MJA({~@_4*etU6ls^GLVv5g*ZGff?QYNz`aC>O*Wg
zlt6cfdJ4!zfH7@3B6#!ukq>iUHU}8Jdl?>{yEva1?E=pe4DGh=z9?@5+_kp8gwPl_
zaOGN~R@bHo!Hlxb=k6MZi<-zCbpewQQKye+l|%WXu&ABK9z9;U=BjIbxpB+qv@LZ(
z3rOoNK=3FzSQ4Wy`N;~-T2KBFW`j$1yrCB|1gBp(kxZ@$tg6U20s0bUvViA<hsiEA
zbiVy^V8*okor6=wojh9l+xF-D0|E*KW=o_;PdGe0#z$OAO43RiTX>eq>YG_f@VZfD
zIk$KX)!e;(>&AZvx2d5+2a<xUz!U@U{gd~3nsZs;XRhT196M_wTRcey0N+PS6A-X~
z!mGf*;0l=v@B>(r#`9HiMp-RCq!(S#?L2a~*6$IixB&`8bO-oI2yIwj(|(`-g_Bvr
zUz7c=gWKJFB_5MHAq=x|a&SV$grV*(&|kbJHL|c^tJhBX<hk(Pq9Vs`JB^Jhn_U;q
zA_L<9M446XP0iqW;uL|f=wgZ6Rxd4<w_qtd8P;=P;b)g$$)4m@qrs?D5z;s96z<v@
zA$sv`xJE(TtWLM>y~+WkfeA3M<6up2w1!JZP7#pcJALTt@UG^v2R2dM${K=K_S!Qx
znD_)LxRWrn7ae3?#&IG0(2BjaUvIzDf3n4CkmPmv@1t)f_LdA-*;LBIJD>Xi|BgM2
zcPudQ@x0}-v}e);1lOV-FMj;y&{5se%v>6)jn}IgTT(NiQC4R7GoE+gsjA7oN$^P<
zP{%cObK04~-`Xc1S2?-=Qd03Uzc`LSwKh?i8AnUh#1RQExbYnO9$H-F@3uAe+`LC8
z=bt!mb*k##bOvgCFx&v*g<#JDBkm2(j0y@f3Ve8l_2z=&I*853vw2`27yu}p1O*0&
z$kXW~A4OJ~N$!z*ZpeA>c;`(~K_?ytg7C$|deC#AMBTG1Ta4NIyzE1C!~^H|u4!H7
z{pT+O0d);6km6`guh?IgT-sN{&68f7I7g;5j(PuT{_{^52v;e*bOrTh(M&|;YZU!~
zbV`Vpu`-uZu)uUZ{@z@!<ACXWG3bm}^q$Tl$$nz|XU1PzlABJh+q!R|K6-3?2jtSt
z*!R}(j*lbD`r#c>@aIYF!|tP@s)@IzZ#641_Icg@$>!<tkRJ>XUY}}w|IoX`k}U*<
zcP{?fdr@G1p#2l~;0Cv<r{e(F2RIaHKkEd6J@g07RXdjNbEIv`t>0pt*8@&+>oYT#
zF<>Y$hjB_&&J>o2Wizdv;=h4=r@dmE{lX?&wcl$Q5R{682Mz(>K<Q10X!z>nl;jpy
z@M5_!e?BaVxYO9!O7bTcQ<MotMMt?KhaRDfMDqA8c=oH&Z@K8Evc2X0;-(i1sUspG
zUcfk^bf_DacE7>1`AL(c&DLxm@l;`j#8Hk?ayc##jwvgPt6&f$1}P?ZBoM~09#`M1
zo_i;4%Buw5`{!q71<faA4i|)AWHiAmC5#;QlGweOLQ@syR3>xpG?P8OLGgSgpD*dd
zATSn?3Q36hMDPyCU?}X{4J!zh<F66?`+4I%W2>>vWh^84nTE9GnOfKZF9*vv#2tX0
z3nCyshh0?YRS?~({HU_m^U?XvMSN!_&O`!G-ZiEs@|I&Hw()#Pu=T3Sxv@!OX**cx
zzfQ0=()tFJ3ctY$^5#%4A&FT(Cgy8k|BZRKtWz&b94UER7)FOe4F^b;1tJJ0D>zB8
zty;U<T408uA*_~{dQYymeUSO%z>}Z5=4%GiU}oSC#Iv~2=R+h2+3s+Vm1F<xgsRJK
zO59T;a$8njncqfg%=q>})CfIwlMuqNa^|_=xzDvz?%Y4+=V@~@sy8$fqfZ4!77%>V
z6+^a9FH1{jH!OGc^TqEzd?>P#v)ief8|P72u0KS_;17T>w7_35b{3t|kNO>5wD$4(
z-z*V)DgF*&vh?xLPzQW%C}bG#Wlp)nuyuUjGvum{=3TgUV(Hf6te<riy6b5;BGn4t
zF@U1vKuc_sSo6_sCgMl9ih8EqvB+Sn;tQte0J?T01g``S*I@eL;6pq7{q9Myzb)Q%
zK(XXoI-d@G0wh!5y`+%=j-;MYc8q*KUo8|r+uKHd?26^OGc&(JTC!tvH63jO5gVwq
z6>J|#cq=5g#;rWvl9*XBOJfO(d<8Zbc9V{vYRG`Z4`x;{&;rMPwJ~$St+ac$wrqCY
zJVTbR{ONbgmH&moU6pjIb0Y9i+Uy_pMl}lj>-Zn+(D8rqmJDFSuLBa4Kw2TPCx|DA
zJkwbHLC3}3Zw>rAem++o)yjL=Z4ys<k|-D|Yld`f7(Ckam6hfFp4ZiHgOq*M1FdiD
zIpaWI92MJ5+L|eIiy~{n<_Mvz6qP4>qF-zdH0t(oDNKNY8`%LK1L+K*1qotf+b?T3
ztn9vIdB(s|$5MNq+HBsC|ALNJe_VE7mA~t7ZNy<^Os8(sK*%r0*YxL0E0&3LPilz|
zf&+@|jT7H&k6gUyd~~(>C%JOcyFqRPg9JgT98vNy1@?~!{S``Cd-t4e=7<~5%O&%A
z%IS;qfX-1shN#^pz7jj#&@Yhbz+N)suyxUuEnahehP@=cHN;eSza2)yDy-tqlfCEe
z*<9xf_c%XQdUfGacB)GnV>lxwks$Pty5_OeHfMHy@b0TW|6Z)yJ7*bqG*G@T12JyW
zCB=}dZ!-Q==-jj!+rM;;7Z!29pKsSg8iw2^vK2gWPT1yy)tfW?`TExAb~rpMnUfnK
zw&~jh4E_{or%67fUk5gwikDF|<erzC>M^kI>jhDlG&;`K6*Bk71$&I`L6O%bmR*L^
zy17Kc&Ye*_cy9-(o8sR?C>azzHnj$29gLpX_tulka@$7TOk{7Yj@Y(Tw^mq_l9Lc=
zu<*f|o`)l1DM&trHX4}sjjV;jH^qycgx~*ij1}K^D0F!}ZDmBkFFf)UXGE4zf?(n4
ztU9B)2?O6g-L>W`cYPY^XTvrb0*%}(Ft21+E~cb5m)J!YwncJPSA|txp<fpKw{4Kg
zAChbwZ#TbGT#&!xatli^w@lR7tIl+O`j1jhXF{&I+w^MW*F_cuVIA!af99Pyb(cHu
z*@V&VK*NYjNXqK0CJPR!C@mec-KQJq=AhE3F4pjejzCR?9N?al?-(8mW?4A&Xm!cw
zPHp$xnU$C%$Gv;bq=OAV1PJbMH6^JF5NBItI>)ROPF1+=FkfyY60fM%ydunD|F843
zX{;as3^*e2Ho|9sMI_2KC%)KaB7ZshbNr#{t3O#LMNAwItdNM$!ue*+oog)v(p<BS
zCg*)&Y4%BterRSqaXfK1Tupu8bEu2K>{Y8;DF5ZuzNy>2G#{n;Z{CnOIuS({IVDni
zTQ8m4{gFLvp4JhicPxJzR4m`lI5Tm$GnH<LC$NJV97{A5vVJnl=jW1)g|1T9zYIj*
zQrkQcL*=>?8H$*fyZl4*CrK7_1m5oOXuiAC`rT>z?!rzHt#rX;j?-eY))m$(e!QZ1
z6<3>U%iCPNPb#-#nm&{64E$8AAd1fd!lpq=1BnCK>X7W{{4sb#3R7nEkG|%)EWSU!
zdT8@c2I0yeE;=1sleAE=Jtg?%43^8&@9d3Fsg3wb{}h-3F?~YLIzHoL9XoS4i~Pa4
z8up?i-?oiOl1^1(IZzP-((j<|B+J#**^9KVsWI=~*d_VS(&K>duL}CF0y9J!DKtoz
zZr`*&cfH(_S9cGu?7ms964_Y7{m)3aK|r4;2;oufX{}@KF=tmAG;P>wBcgR|bV<`h
z9J1*_gb*-osD^F@vLcp#Qt{=$O0DWaKYR8K>?Y+KPqNniiy<ioDw6=sQVXZcSc#vz
zm2Kj)V@2t?X*=c8zZU+BL8<O|5CW>+hkaGQCZJU6Yp~7CpR-hvNh-d;LVp4VDYM}7
zz-!CEErg=8_`&V&>Wbm4obK%2v%WNTw^xjjOwMvT&dC+R7f_K}Yvi`43kO}_b6b}w
zIGuQ~`9y@-M^@90<h`pVAU&W<D<i_y6vEGt1yZZ%Y2GsR2%FAq)h!2g4%<8LTO2?~
zA#WvWq6`7usN4yr-8ryuS@A==Qn%@Qe!IFK+UxB2fj-^?S+qpG2{M5>UvYk&mozFD
z{=ObFWRuhw(TS<0jb=n~;q(?2sB^;-TK`^a>1H`+Kg@rfr_*?9Q|`rcGzdCJ(qWJ3
zmFbG*q;QsgTNs=lC?O(ts^En`eJIM(LP0XvzFXRskCz17X}=W}@Oo72w|$QmX+g&C
zEXh|0@=18cu&54!j$d2PUK2@4)h$fjEBtwGVhioJ@n%GD04Qvo48COV`s?)L*@1hO
z%t<PD`q$TMmQa;W@kyw{3+R+V37=e0hi|3A?+s5!6jg)2&r{vaS#HF%s*5(CJ!<d*
zHg|Y348D#P>F57(lu<p#eeBfkgs|IwU4ySSPQ;MJ9lagsltfvh0`<Nda(`(y+>>5r
zz96x&u3bL)1s#WCx=ErX(VZP!D7Ra1wBz$BP2;2A`VK|f(1)U+KV)Ktdj+C;LTcg4
z?2_#7iY)x!uf5)8zxB>%x>N!&h_Geo1ToXJXTL)&&JIL9SnKio;$i_Sk$ZHZo*3zC
z>FR_z3NDaRYE@P6E%>o*$1I7bBf~E&=_`QAkyjG`)$1F7>t#el)Z700HdGtk@Z75X
zI$eCneWXMs9Xx%P5)4(+?ylLnP-%Pq>KmHAIm1d)QJ?8ojtUb&ZQBUBBl5OnXXKLV
zIqU2Nr!_9AKUDDY0yAw*h^+!)L&b@RASh)2fI3A|vJzHO=2*hRtu}8ye1HCC&A<&g
z9k<u=jskSfK?&Blh-8JxDK_w4MQG=WqSST8=AIJ8V~<B4$;_wCM<NivgrF#*@FdnE
zSFz^k9b3_iXDSYbCBE^E2Yj>s#gJE@5J@t>YO2UHWsRQfQ)lwrBzV(Lw}H-~$Y~s%
zY@vP$@~2_7pH#2C3R=kdI<!oTNi<ns{EFG&zjIK0kU>P;u(_lBe2@FWZF`=Fx%`au
z=jrD*oJt2$1~mLsbsJs^+&;9i@3q3&eR4hvMzU`#RiY0j)&o{$6f;DK$9Xe+5-O_q
zmHOJW2TeaReC69*Bf69Uad2=Gkvay}WqEMPT0-%S+|c<vx=I#r%Qsh=CscLzXPj)M
z&w{iUu<avrG#LZsXzFQ;41K_Ezg4`GUl$)7Ec_vs=Y+wD#GsVKmozXVF^O~rBmDy1
z2`M=RX*0++HgA!=yl=@>{+xr%sXt^)Mvsf_n}D_j%1dJxq|TmyBYc<GbM@O+h1_gS
zdU0Oo7w#sVZ#cmLGrl#LWPxmB57d0c)@3N!aj?C5Rv}{;9{fd#{w^Sn6axEDB<?{P
zbvbVHW3Il*;Blh|Tt&Lr#z>|rn;iP82#~X-843fj#;^^+Zcj54Lb)58-z>eegNbSO
z7CNOM=fG3YD87d+xbo{%biGEZro_p={#RFK+Pv#n`|lKP?qGd`3>R<S8BvlQH@12!
zarYY}HG7Q2|2q~%HDFsbk{*vHoD5lQ%|Ezgy++Qi$A{?(C5p92Hc5D*#ObNsVgF%i
zRatMV(c7Q%?WN6-G!tE|20;mIOz^lMzW~3(L}nAl9yZ<IIx=lvCi8BK>j`_S21~{1
zGC2-ILKb$3xo+>Qqxy#jwhKo6^{yAaBDI39+@LXVy5lmk&IbL3TCe9m4DCC1{D!vJ
zZ>=5m3uvDT>n6&O;YFB`XHRT1uc2=AW~e+6!sk^kmaP3}i!dEP39oqU0i@x>jm2b{
z=M1*^X}>rhU;JKosL|Y<X9C2@o~l=XGcLTI81c5Uk|OVDI=q<6({*30G_>;BF<m#h
zYKP2*cp+$<MUp#w@8~8I+4+4?q*-l1Ubyp7Q*S%{@JQ1aS@~4#Mqc3HV-fz9mt0;9
zFmcJP+Vq*Or-O?Uk65rUB^91=8Y?ehCN3d|Z9Kh9&7)rStkHDG(^pLr<{c}0N0%oV
zhB?xZgYOCysKSIFWO}XWpE2dr+G;<xcEQW*|Gti)ZzE;UBQy?zH1F?NlV;;vEB>BC
zQ#|S6o>}KFEZqBF7-V-s8ZSXRuv3Z8YlrOI4xjJ6Bl2!o|C)Ns9=b^emgr7+-3f7o
zszG$j+Lm|Y^V5bWK5GjH27l~ph!5hLI2+2M2P+E*80b-oI`>`hS`l!hq~9vwkNMA$
z8&_rt(Z(b5He$&H`7g<C{&w%kV^7Hw2D$1+=cH4kwo~36q)n4%CEP)XrL#MItS*jt
zFQz!wD#Fh9_}+-7`h*`wiO6^eG&X(7?;*c8D{8e(9v5^Q&*m_C6_G?6N^052TZxzS
zr-?=w_vQ2IHXAV83;7Y*Ia$mJ2G&Mo@;FZ6kXVCfJd;(8<>pI`zL__F8}s#!jX9Zi
zu@YStoD*ikLj=GNLTyiq9nXy$ZO>dET30#h^<Vtp%Boc`0RW^2q*;P$V~WL%4O2oT
zzRK-irG;hKR}60~p12x3qzb$W(0Ll_`C?y;X1CvrA543-EB}Yalc(_~?|aXi@ay<^
z<d1QLX($uq<)-6oTa@QpDtBoKw(C5+B)4yB0v&}S-ho;WS`FdMLGSsZ&VeMQJ(YpF
z^V`G2a;`@5`uXwv2aM$5ND{&x?Pyrm+4gbmT{DF$=fAu@vT66p5Po8J$(ay&f*pf+
z0HQw+_C<cFy;xKH;q^=J>}g9cYIE4+N5AqEyJtKzhDf4%R?*$0(#~DylFi@SwQB=6
z&vvDoM<^h?M@XRF;QvMYjD>Gb>%NR~k)I~_8&`ba{vRKNKVAqnbB6U%I!)*GB`IoS
z>n=}WZA#8{*4in2PsWf2rL-=9q72XwOFm2a;f5<LX*c&^N6H^c2!xc-M??EwJpN^Z
z0FSu0j68O1HUHVxgRY*xJ1t-Rb(&MwE&YRjw@Ds@*v16&CswPn;L+vHA){uY9m@(g
z#^h&kThJ+#8x-P)OM!xgsXLAx@wX7!uuI>nLF{L%%GvjK6qlW$Zywpr2v>KkT-sz*
zUfh=-_}uYDMZLT3x7w`%`WJz~?n>Ex2&IRh?58&E!@{?YZend_65+0|o8l~Sk<JH+
zuzs*}!Q}(GL0L%EU&a3EyW3^;bIGZiH4a=QgP+#_{%1Cl!s8ZZ?OSd90pdf=-_MOE
z&1|m|GV9vr`wxJ2t~h<iIyv)F7p+Vx$@OqJae1|Ix|Q$Ob#xR_6Au>{)1GDwpADPs
zyR|JV<3MdzUPeLT)(Jx)O9`xBq(uQ)z8c<@T92rxzFBya`)MUtpUiyGGgWj1QM7~9
z@J%gHI}dnsJ}E)n9rioEIt4@?n65c+mw)LBg?~}t4a5R_+{$8=-sMes(8Km5Ha2;U
zi|h>gNRU85&ql5VBIchoJj4_S7ykB`QTA!pwJj3Mc?6%H<G=b33~4`%Thf!W*(k@l
zrgwLv!}^lT0(E{NvR`NjsApk~hzBB@xc?9_39A?x)>-H4TDngZRV!nME?)h<dTas)
z>=|I;Mv8Qlfy|lK4^tMku$CxI*J<A;(Ds3@NRzb`&=+f+=8rg#(dO@X^>LN)&_3fY
zdVA@|<&O8wp;B9^hwEX&|I75gj8v#$`!{bM{_QV=z3$Oh0*+o3CQ5(n&4+ad_Rbtl
zKd#-)>+$l}o+){3bTWZlu>|8H?fJEyi)QTDBGs$hU)}Xf=JV#aGRB8!Q;;S&{Jb%>
zMG@cIn)N(`{XV&GQO15PyDhPaHWsO;<MJ{t8iLa21{Y&!<td?4g%@`Ea4k}F?S8bA
zDdf4z{{|9bh#MxfsOEUq*~hO_0|urD?C=OSZ{`UjQ4DuH8FWMB4r1Td&D*UmyhrD4
zw2;uwtUcb|y$2{k@gIbxD}JdU7ZBszdGNZX_BsRaYZ2F1&ACyazvkG=$rB;AjP3{o
zwnHX0e%(E5|2iK@Ea%K$6WjH$bxW?Tw!|_948#c3zK3Y$0!8qNU||^<Ot6PjSSNbM
zk&_n^ea*TQ6q>f&rVJ?%CWE5PP(l)MiE(LpuVs$%6y+7q3*XBKM!vV3wIJ#QW%2bu
zQUz({gs_5f$&}H_Lex2KXj9Lz)1kRN>We-cQf9eza}Tvf1crMDh1Agt06`27D|N$U
zLj$Mjg+8f#^tFsDCE$uA|Hn(aC=5|g0(JqMrQqg)vR!yM9-eZB5@<lW7eAHz_LV`-
z*}a|3o356Z4B2dq*)a}Bp^w(6B{|IK2#f^We@}S6Jsi0+gF7%p?QrnILtZS|($gt`
zlRMJ&NYYB?O<*BqTLLs&+uxR3zs06%r%un9lStXvJs`FkYEMA_DMrd6#_RJZYw*%-
zZ%ye%AC6=Oc{2Igk+K<-0%6org>uOtrXXjyrcA2nitfti-ZhF!+WLiaZMUoG5$kc4
zhUO&Wu6A5!g-Ei~P{%XQKkC!f!4uBUeH!h1H9N@@q5zPEjh`$e%aHwe3cf0`)u=8$
zAF|$B;_sIOc@_FG9P~-RNk9b;QK6}LbW^>E3A<g!wP@krG64mhq5g|U{iA3&JTgNH
z74ySt_8kay;2F6wV62$1WSJXuH+`Wvd89PD(0FA&H(NI>ak|FZ_dC+<R~?l;U*yiL
zI&|PP$%XOnz<*mBtOFjfQ#gmDHsH|Vx9U>Qy4j|c-Obyh;wGigdQEQfRH$UZ_*9tp
zUazO+Z>0-ng<W#KWB;_LU_ruU1XPXi038!)`t}}}@vJog1#ctSYo$N3w+Zwf;o{x*
zW->yK^pt?04N)UdK~&kC>3hKT7rEcOH<w#kR9N1gD^I%R$G-?_P*KArkF~yfCQ{`q
z<0kq1d!^W=Edk=6CeHyGD-&V@FZ-{Y8Bj6XFgJ3ud4uc?t-m*@1U7sMDzKP%)&$`w
z2zCqqrqdbEdBk^VeZjI2CDC&7Q4$a^E>rh}2=d0_UhNXezj$-j{_~24r=r3#RZ_dn
zX$wPII0J#Af8@onzH*))L+L_SPk(;%POH@Fl2qSOlFs0hP@L5a#AgUm#TIk+**Xu@
zt**KD{Au3tPr{2H7OtnwKn=%>a$s-gB)@rAUfniowrYJZOQBGU_Eb_cn(*5o-5_^i
zaLqcloXejV_`aB{;Ps`hb$_WV>6Vx<8cA%3{d#3BF5P$ihwLA_Qb}*6mVNxsxk+0U
zJ{-JmsDd+<q8GNhr&{$vtK6seNAEm16tH6KSwS{!-Hg$=T<3;8S1gVeyspTvvGZC-
zf82?@4+lBuZyQ(w%3MNTa?;_Oa_D2qt4kUoK@abCynkK$KKZaDNzL%p;5nyWV6UJe
z$gvrX;)~cij<9R5ih8K#D7R5}CKE}V2mqe$gtJPVTJBo5HQMNja^R{KfnB%MUM#DY
z@I69XKO?i(9HL+>F}s32?^eCxdgWU+TYuf^Ovg04k0b}ie;mxjxY3U=wqgR)EYDv0
zaeui~^SQ6`!U~3q&QBAi{WhMZL|Wh|4NxWjyxo&M+uw!+zvp0=+Sjb6YR^xDpg1@Q
zDa>kv-0EP%u}}L-`x{IyuwF_^Z77;FN}AdbFiHS#K?yQ3V+q$Ex~F)2_^BFld)lSj
z&HiIK|Df>BaNtMv{hPBZ!Vt56d%AlKtM>47s|C6w6T-g~q70yEHI0YQN%t{({OgR?
zMb6GN2RD7g15<zgp#3<Q@9{>gV5YUiL-w)87ulDYg1@YlQt?-=*t1u9G|Gxpj`0cH
zkZl_k6hg8du9IW$Tc=*D*if%=-oEEeR&r?eDVxSb`V`=&v^9rHR&<-#?3iZGfv4tY
zpUtRx@N$To`}f>+bc#a$K9SVa^k?u%!{+>7cXsYG)eH-JyzzVFN!ss|W9e@l^L|-S
z?qnONAKu=eb8aQaE|sIQpZ|prw;H=BB^mzZ<LdME?AJ98-11(`|COqSfqyai`{-7>
zVRP>N87*KB;*?M2xyyWpYkA8>o6diK7-chI_43|{8w&THsQmP_QhD`R=R5E3RnmtN
zX-M#i(ApZQiQ*EN@5zH}#PyB2V~v(t{y9AK)4NxhPL`37N`x5FxAJpdDwAV{V_!qf
zHF28)&I>Uq;STh90EC*nfoakdF|%GF&M%EKHZT8s_1&yBnHB8|H*8G#&*2j`RKiec
z%F6HDx;(}Y*ZjF~vPH68Ntc0AK!y?|)RDp<u86r|JoBEe(&icIO3v;m2%m0b9MGCF
z&i#mzXk_^o2nj@C)QHOQr~0q`u&6H-ixg7X*_mT0Tzzhwq63fd00DqJ5r$ZYZHQ74
zR6gOo__p|*%A!jrX0QCa)Qq+|GU)(HZV}aMsbFF(gJa8GHnEpaKR5Ww%#;o9ywB4-
z{;I*ZMd*saIKWZc>wMI(lvm|*uaMzdtC|J(jH`C=QFBPi;Whl=B_W9sFS0-?^4ON5
zXY(B1uI6%%o_#Tnd$UaK27ksy{}+ZQn_;<kt7NNvM=Un*zEDlykfAlUwU2Ro5r&95
zM7M#k?hv6LC0^EPcO|PFJH_jCg4LQX_VcAG(H3Y1&NsYgA|!lzLgQ*em0$VrqvUM?
zrJX}fK1>qtcX*UXJUco8M3k+!frfCP9}!X~wk|ERAtHKF;f5I*k)aWztCVb?o~46`
z%V1&a2}%x94Ip)uOcWUIw>cEdeM@<!p;#biF3-%ckljW!Bx=}(3L>JDr4mvX2N<%c
zZ@j6rX11?xZ;}s|ttFZK9}sGBh(}?zc5LUJJLap(c2wnua4nYSyt2EOj-g`HaN_|U
zzY13h6;<o5O!<25LCd<Zg!`s@R`PUYo%sG?5)gPdiX??L4*&RO_4S4Ry6HO4xP49c
zlkJDdi<vKHpP7J$LdcfpHt>jX`3+Oel;zkEa>t}#+on|Bj=SckGk%fw2dIICqBYzg
zBFh5l6Yw&C0Ymv@gS*8hu^ksiAFeG;UYghvvo2GEHUkYoI75Eb7*CmhOz%SN$?{!o
zB^|@9+=7Q_<00u3J_b=XQFBOi(O!AG?auwE3tM-;<oS5GyDqgeZX0d14dk^r;YkRP
zaSEi++u)`{^E>H+HvZYCrWbt)es4^AEAZ6=7qvoq5a<ukb$myA{f>;;*InXd`Cf{D
zFDVjpI6`K(;DbqXBjY@<DQ0KRu}cW)MVEe`XJ|1a=Apqf2Azei0mmFJD&Y4L&4kSe
zezD!};MT&jq|sHw9o5fo%5u2S*6!p2{09%>VHkBIn7;FHg)uP|2eNE&EtTKZGGe7h
zM^Hrq-KAv3v2fY9d%r2Z)hl?}9#WL;Qh%4%=Lu~vauMO(0trni=iT>?x9d`+h0d6M
zj~Omz^Ak~FFkM(Zj7G|vn=|Nnc-2EQD7AJFyQR$C**uta@XpESWr8+;1`8ibJfhEG
zOFnmGB*cC6pv;5{be?q<zj|qhhgChcQ?%2+X#uIC<NNA7p$_vn!St<8@jv}x%5vw^
zLl;tf6M~Hn?3+oSiU=`gSR+Zhx#`P?b2~!z&w6ROXCz0j<Hqc6A+d=lv=7JzFoD+}
zHz`#Pev`!8A1mEB=*g1ZzEy)E)}!5UB`y_yV_|RHZLqZif!uAOU5`Z0I-K9J_1=g3
zo8=i21t3r$1-Mx87l<yfB~?~haK-OmhT<-JDnp&BPw-YOcs;F8m9{{5LU=G5td4ZA
zxaW2}p6%zB!7cB(>ix$c|Cn1gg%bgUMUP>cex6cbDfrP{Uh(I74nbq~h{49|*CznL
zU<O`q6z*Z}G#<ElC(-9PXWEHR0&{cMMlT6t@=SWVlMaJgJD`|bIy3rUWbMwGq5R<;
zPuF3+6#J*wcobKP(76q1#f3K15OYqEK5Xj@1yA?+vhQ`G{7o+!iFKZr?51Bk1Ok6D
z@{)r4AKXk>n%D2DvHe!5uG@ZZR1vIM%5AT@nzk%b1_qlf<6H?=W3G*DR|;2ozjWnJ
zqqdG^zpqzGY5jwfM+K0f5G$Ax@O&4Pgy(}L{oz?&s3+7UaNYBf;+j3;KTmfD(V>)u
z6DJ>xYzNG5{zv_Q*RR9>u=h)d&Hgl$V6>C8aN_qI-UAp$k#UHKSqC=>_Wqae$pHns
zYAhCN7v9lc5xK#WP7x6MggkW%bW&ud`qhq^EIX#B_c+JNzI1=WlRi=z<w#o_mE(hV
zWE)Svs3=kUDXewBuAYC_i_Y)c#rS?y2h&i5r4YUZ1-YZz$qumhSb6*A85Iw&Z|F?w
zpWhmK#=i2$2<dQx?}6MMctzlUa<xPiJ+LCZM@t`{O^}bsGmu)|c`0Ji!+-~j8RUtq
zGrR-)hIu+1d${lIC@T1~cI>G9pOw}53{3)lmH4@F!<ZYEfBRB(DE4=uedFzL{a3=v
z4=?xfX8f{(sHvGbUc4RN7<iDJPy?RjKh_vqSBSiIXxOB+>|OK`H74JSlMv9P6L=OR
zo)ErptdD<#m&hmV=QMSfT8)`QI_mMqq$fjw|4yJ8sow;}U(C9&-}W=#jUx554>Fs*
z$xvF@A7Wv?u9mnX7#E%;WU(C<M;dhpWd(O$I9;nQtor+cz3LR&G-fj5Ag7WwC~$dO
z27AT4;-sET^_3#5XPcaJzR}>pScb3(v)~ZIbp|!c;f;bz8PRPJ)+H3MkH@#%&+)$H
zb5mPLsP&mVzad}3ugUWfJqzJtqKGUM=Yvlyiy1C>^xpe0TY!O0R#MtZ*FC0>HO8+q
zOiW1mgwMr{yq))lnRII^n@q=?ba(iidz7?RA$13RK9qVPF>bSAWlcQow5_#iKxE|h
z>%apq+E^p%CJ&bprx|$$n2t3HC{D2~n)y7YNb)6b+0q%~)E(A@ejnBPBg{OQ{<U|i
zMx|SYj$G#R@=mJ#ZJM=tTv%WXm!yWDjs27N<|@;uld`gbC;u$H1EwnDq?sI!(hx!L
z0|AhnV~_5ZY?pibOYA&iM^`=eK9lyR_W=DH$kNm}g~9Ivmb*XfbqGI8z_Y^ls@WTV
ztx~_*Q1)L4q@gj?u7)AMTWZ24!YLld=ES*OwHxq>Dfv&32jrRfVAr<rbHvt&ANG#e
zyfEA3aDd937>3;jZVj2+3~$CB!jtTYQj;h5IlGG#^|_dGSjt$Ro|PRPY(Yj@;rAIQ
zDY&JTwDy3qMpVxjI{LV7)75E5w_0DZ|17yv$@ygR8rs?r5N8IWHj?n}#!HD~pPLq^
zOsm>q7`*p`-7@7zyz6_HrT!<7v@9UUI;az%g5`gc-Ci<tl|;pzZUfb>k>QR0VvGJ0
zi6?<uh<c$mSm<J#nwm;kN{eFy%mR5`^MtGKw$*U$x1Cvjc>3Gr|M>&x6ec`-)~h!f
ze8pJjB{Wnojn#eRR@{EkpN2#p5U_9nHL?Jug6Pu=5yT5Gi8I+ae)G@maT&!tixj6R
zT)q5XD1xeDj}9hpOl0}n)|9if>Upkl#}rZ5aj{zg#BOpDSR68P;A%7VaD(rAI<g$u
z%DI`Zd-ZesDbWo=HRJLYVDVr)-0Ol;&LC+G>^pZ;<eA5YUh%!0_kNl7XwLIN%bE23
zBrptCM+U19j22tGesss-6><7oeAoDmq-*_E6tkj#8PouyM<_u|%d{O<y00p;2b1Ls
zI?TczGTq-Pb8s?38cOk7IzlTH<l}=n84lPb9;?2A@Ypx4jz0WC8A9>ZcU;C9I%wT^
z>K$Iu0iCmg71%1=)@KZ4eN)_ia7NNTw;jiN+7cJ$(<Z_pxB-xG>0+a*93p*h3ydut
zmX)nPY>>RKL?weh9t5rbFm9BsJT!FKVfvvf(=J@y_dE8sL%4MPWEA8}L1#V?IvIL>
zTHNMt*CxfvX*OZn^CG#;b2=rhC!^?V`)Kw;AV=ha;@152A<4|np2PW9J?Z0-ZBkMe
zqT2~Gjk`pd=;w8BFZ?vx+~jbT<)flmJN<s+WLr`W>cFAlve>krLD^?l7k>zG<g@7&
zYu?IMaE4)S1bRUXmj}`f!zE;}q374k9eQ3k81x)EUHBovyWCUtpT)?CLz8w8U`RUI
zS;h8uo2akn(%ywFv$#(5i`GO8PF_Ev^%O5dc3d=@lo`e<axzjepZV9qx~Qv*oJ%_@
zXD@m8FBEJc=v(BmxO&l~53_DNnm;*Gow+Rj@w5ka#s3VKAcsq0k*w1CEWW$?*s~sK
zg<m`+W3=3~;h*7>;+T5kJLRRyVzc?DW?)H+zp$9=bE^M4PMX*vDa=iIX4Iuzzqz8>
z3Xzw0A9%D{Se%PC+}a+RE7(AM8Q83`jcWxo=azF{)Eu4{zu)DZtY%;`{ilf%2`H!z
zRbXOtV!*z=T6uQcYoFF0p9Ovj4ffqudL|XLDad$OLg6Mw0vRmllI;1{a#}XemT|wH
z&gA;)hJ07;zaR#o-C8CdS!#V}X-}EQpWrZ`a}R4O=^UM$g9yHYTAcV1$YDk-UFm&e
z2Zni~%)?H{Z`rPQFqO_pNz^!l15u^7(Bw;*{!oVq``xSxwbXXY<U)pt5N;p|p~^2A
z=(e9U6+CU`eO6sW^KY^DRI@2`mP3q|hGL&6`Wm;lblvnCzRs*$drOf`<gj3n(lL$Z
zaaCFY=jyH?(4)SYIHzOiUo*Zx&JmvRkS$DY`yH2G%>ij^u8gbs6M-c0wkr;pHJH?G
z7eB)3t#{QnwlR2H6m5%f6_=cfB*PFcgj*I(?76h}e{eL>I?;R3KrQIhJ*GvZI~8Za
zbR=aJ$6ur@mgG5X@T9)iNa-+NosfibNBhI>c@yR&l)mwxYT~HGv9j=hbiK-#MZ4sF
zv$$x53j1V!h@=6DiY@pqB7F?i-zBp}m%dTjuJSTQ*+xHVRAFsOdf}}0T{Pf9q7EiB
zgoILR?qJsN!Q=~9m+FOZ`K>6^?z>u_=PTT<UqD9?bypbEP+c!-q5?F2G1~^Sy}v&Y
zXIKAx=HJybXt0TEBk}`@k5j-nn+2A+{*G_dK6E~}B4u;B+3^>ylc31>=MGLFr1GGP
z;)bPWDbD+(f8<^7SuF#PRQHI6Vj*7|h<X~377rFj2oJDvazc)ko7`#}k5=v~W8#m0
zT3L0zc}{`xZ#oQVm{2kb=Y~k8Ff{|qBN2S_?2y#QuY;cRPfE-?ciwJn=K5$g-pNp?
zVB_HcmFaM;3!CO$`bON0=geY{xUd}@{Q{5ru8kW~6<}%LOb6+Md^JQle*C7$VHye5
z*DhB^?i!d8F3+ci-MYkfn&ISvhekn(nihDR6!EO#6K^~YI6ZXxl8k$=L{4GQ`#(Io
zyN=V=$zXCsp%yfsyaZ-))Zd`rgyqO;)0w;1I9^@oU#v8)dn({{9LzkdK%N1+3hH}~
z<>c6utmA!izH;+{0$#njcg+`<`_N~Batv<vV2r?Zc5++BUj}w`iB7coSQp1V3G3e}
zqAxQA7F-`U7sGt8<tX)pu~@L}n33)cSy_y4w{M`SK$l=o=e)G312QQyitXcRlSBCl
zcWPIO7&4sVNnxR!qinH@L=K#pFTuV&@07z=8Oby{&Q(HO0=dzt9#;saAcI8@?%}$z
zLOM_~++SwPwf!E|C2RU<Fx+QH@N|%y`Vx;Wbb8m{^6pBU{i0*7r=6x-GyJ7+a=7UT
z-C|-N-7s6fpD7DM9&~=XSm(o(JvQ@!O$J>Ffbl4NfE4EN+aZpvVt2Y;XRwd`O3}Bc
zCC{vm=pFyeaI(T2L@JFa!_1034`}M)-g>NY@4Ng;RgYWlO4#Lc+6OT7Y%)v*-0uW~
z6vy_Pl$_R?QPd++`l7kOIBZRVp$GkK(vY;|1m!E=y8D#O^O-z?|4wxZ;CG32ctf8K
z4+o@sg+y(9oSmSYIdUsmUrt_iESSUAPHUIIR8Oa#Z?&%L>0nSS@Zc6OfivzCQZ_ml
zip52&T*~+EspEN>E}j#d7A|z!>IO_1m()nj9lPlL<M_KK1<75HrL0``c+Ivvd4u6%
zMSF<b>p%d(>opPzG(GuE<dx^r)VSqpY4*wrl4&lf3AYkQ=*z_6l9K-m9)c|zEtmJY
zz2;nw@3MOt8EsX$bYcQb7m3s~qQ?+P^(!rY+Ps?fsAS9_c52X#`eEVXuk?u#)jCK9
znj^Iqr66;BbO}9TZ{}FOsbtZZO-z46cNQxh<6$Nt4t<1dy}cl*6(x4!`V{`<UbgNi
z_6PzPF1PSxM)|XPe)z7f5g)lAZnkRp3)+v6N)F-&uyT~wK_={;Wt%Ef$u7EieQtWW
zK2Ofo-ljXP|AC`LSYYCbD`cjxQ7F8{RU+QVZd{9DpXp~qP6fLIRknzmDvi}O4Q)Nx
zKHPD8M0jtld-t;wM!O!+r=iksh#)G4THG^SGiOst)-3V+&3S<f_kV~LmK-<SD&UL}
z&)UIv1ipz8oYwNl`~8`V{*PC(%G8(Z+5FWgc$`b05ATf0pkLs>aL2o#JZ#2hi)pRf
z^fW=TbAQg|WhTr=V(Bn1RPzgpeG+y%!ndZfFZE7FfNml0QJJsNw)>}X#Z8s`4-CG<
zafU^(S4r&Mp|3)*%Sy9Y#|)FJ#xe>`R)o;)H@No?2ojKX^47RoLJJHWEh}ZIfXSb}
zkabu5)35mXd4K*GNhEb~8PV-C2v4|$=`R}leZj}Np(|32{o8ecgsH01w|SjcO;|G+
zO(BvDW*uKKcKPgsqUAZ;I{W5|J-)lRA?BOt2wmO6Ev*Cyq-@Zo(7QK0ro13B^3CBb
zrv|1?`|`DC&X_ozbNNcSI}r*Lutv9+5?eS=dkqD=TES|5AtWUr`Vm7%feP}txCf#J
zN=w4?lo!Z2?g?UJHBIP=9#l;{oqyALgkcGU@kCw^&a1$9@S3l4!}4~wCEZrtGDqWw
zGuJLs(Wbr_22)uisE7>uY71OwgE%5R-v$pO>8pRA$*~S^ofdM_t>Lc(4d>zrMY*Z7
z6k^J2nw^uma^6~nh0muY=&XwAV5rwH2R;^57NlayVBs!R_gMA*^5-i4`R$0QKK#Bu
zs&VoULpc+8cx3A&tR==XNQTdluY=pk>7ZZyd#gq4pXmq)PQia%0@Dh9V-@)8L!NeR
zcuz~B`kO87Uw2O$31#Dmw0fLrNn!%`j4b)`hsvzON;w}yMPFVl(#AuB5KaXY=xuEY
zEi|yXJ5!#-GH<O(sf#Pxn<0BKeQnlB`fzaEz&n8}fC~yZfp)|6lb<rJYCikuL8at^
zWU+%cD!(7NPX`fB7`nri>T34&(N~?o>d=?Vzdy`=Zn<UOS1UorbPCX6gz&VD#}|-p
z@3f)!Iq}}}`1`+#&u8Cyt$(Ne1M2YPB&7dmk4ewhMdy-QibvJ7pIX@T7nx@j>rjS5
zIgmgmbkIPd*0jp1Ps+VDM-(}d?#`RfZq)Ewv2DY$+2kjp;u9b=ffx^l7L<#OhY(;1
zY@xrFv!A$n%*?^Fd3Dm#DY}LfH6;;5c>M(TO3`ZpJ+6&uD(Cvw8fFQmwf(7cp~xHZ
z6@lfP(bkh7QinvYlsCRfuGyaTtZ3!Srz)S)P6<%!a==5sQAnx-Y$P7B%uzY^R7!ld
zjE<Fnty+zcuTWmuW@<P*Klo(Og`l7pXflxU2<+!|^P$$r-jjz7t@^UOjM*$S(loyR
zHvk)${o%8vrPu<dba7>;$jl?#^;eOh;P}%<rNZF%iQrfudiL(7#FMdvVqsYDnw`;k
zXBFn$^fP6V7PJak)=ddKh%6v1*bL#xAQ_R|V2!zh)7}akyv}v7J(@F(dt<lxa5!yg
zAiLt-0uVPxBx^zv{U+|!Zwks^<rS9pc*}a$a>p<Daf611R{<s0%$*1U1Q8{Csq!-7
zX68~@=2eCJI@z(Y9G7(u4yv!aB71#XDh&*NCRB_DO6?${7C4T;hImFmwBF63)yq2S
z<~M$!z31*Y*=`w!{2yP}9f;NU#;;P*LMSVWiWJ$SDG`c7Xc%Sh`I;>nLW@*NNrbFY
zNo0jmX$Yl~BoY~kD9QXi=Z@Fw&G+{Y|J=`e&OP^>=REWCK;b=g6;P{UV`nXgEv@b1
zZYZeKtCSud2;0m#y7z9QA0vuB2yr!Iow}KAFCXcvYO0B*ESS1I^8J<{4;Y`v<MY0t
zoiKXah>rkm)3C_qi_YI9qMp7FS$(a*H!OdZkUr%zfsX*CVdy)8p9?yh;_?DCUZ|*b
z!)|g)7Z%QGdncMWB;?f^wQcnJtNCNY!ZqLr4raX3ExI|L=Qzl3;+hiIFvVx1@e7&C
z7>)1MV^2eRj0=&rgK{*0$pJBO{$W)xcRZc5=tNm{)#8YSCI#wAlv^2QgdmVqL}?mS
zzg85jyb>^T@Q>TM9QBVw_Ye4R@YZ7{U5sN9zG1vf0*jvHw>7liD9j|Ac4YS^o8@OS
z^C^n}AA}xzg2Rs7-gq_w_I1A5nJ4RZ7|6uwTsGR&t8&3|fC>cSC@5A^2ABF;wM7ka
zgJu1LA6ptsuj+2K4*nC#I1y_H$R>ooefGF00k@zn<|nfIXyb+}?t56LoOW8iU{=PG
zQ!3*iaBm`NU&8+krvqYk@XFXFqvG55q;)?8HMR<sOgU7)>IF;yF$STphuBW(VQqK^
zFozIG;O<W^>Ai~$=G8sS-D33G#e=ts3UB-a!s%LKPE|KoY*FyMpl<y+>H+^>_M1JF
z2ag1}lG*;0uL!mr4Qn{0m?}3n^>4Aqp-bmj+MU}T{5BguIjFry6jh`mMpwUuIN0jk
zM(0WxEpyyZU{JQXbLsi2@j&PV2^SOU{i3J>44q^q5>D4sl6v!V!diZ=fLR<-I`Y@G
zM0=xx8NtBI526S+kLUwlzA1O)UhBbQ^V~HO966rlVC;ho2NoswfJntTFhI7@vv$P>
zx2Q$^ZK*Kp>#UZaevjwXd6AxRBe?@}EKHNq(h*4?R2xBhn%r{njE1X=R7Z5QN7e<}
z{!UMLLZxlu3yQV`-9Zlb3{ar0eryq<R}*5eg(vY%L%&nc+W371jDtb28m=YuD3ZIV
z41$Ke+hn1+>11QCWTE@qVa;C~4P;{|)ruGf&nP0g=b#!ZbOJGpFd@$1!f6WrKYDkc
zPJS5D;<@q3xPkE8UsP*I!>+xTC>IdvU14avXdQdD^lQ^H&K-=;0=qoySxY>D0e6@Y
z*Vyl}kc)>-etKkiB;{jWL63cq(l6S-Fe_?b;1i^g%7C-X(xInq>ZkJ(yA7QDoh*F>
z3@P0ne<xx{x^h1b8ypq-$$CL~+FY-*`k`|7O&{v2P!3E6EN=0Fd5-Vl>3L3@4{u8o
zs$Cv9s9*WRx<Ka{gY;KMMzyUMw6nvnJIE!(goHEqheh_-m?ql>Z+JhC^Yiqyzl`sO
zH&e!~2qFz)+(q>#qPmV{s4Vh?{_~83il@VFs{8#J2PRVO@ZdCkGYKF0$SwSGv6;ye
zr;wEv8Fl)d>gtRj!f^??X@vfUwj&r=&|3l8GGKYa``mTsRJE<}dfXpXQ(R`R?fdlq
zfU)R9DJ6;@4o!Ko^s?O6zXM%rS0&f~`#f=z5+6JFjZVOs9ZdzdH0IyD&=A`?DYba`
zzYvs~pEZ4jTCbzd<bo4vjg==2k7a7AP^l64hr+ceNMl7I6_j{^+6gL4m9Tst2nty$
zBrLSyu=}3v35R1D$Dyn}$PK{xe{z*ND|;5dGt_h2QIs@$%l@vi5z3c=k3l|<p9{L6
zD9zP7apUPdf$Lt+a_e(XhB)Vcq~a5dAh@9+L6IKvjLr>@ncw;2{FM2!dCFYJluIq%
z@-R*fSC&AAfkB90H#AJ^ftb=zR)w-Sd)VQ9B0hN;HMgmZB77W_1qhM_J&y912%mXp
z@a<=UlP?VlUN9(lE#4#bzB!sQv;P5MO}?5Rgbdr3#b@_a9d%D{Uc3F#ZN@oy*djk9
zS(OhhLn#uDpdE|%aL;&i{8r$?&k{U`LcdqI8jZtIv;>x53%(CuXB*=AuJv(j<kTzQ
zeU8Z$2AYq17#foUa{(mJP)*!0gG*^rF)0?!E<4`ujo|M7lyTd6D<i~9R>~W$ICPs~
z)3NT2;u~hL4Bq;2t>uQ_!w|*DpmEQVJDs{8XwHtnin$vra_oI=YHpR<Rqa`x<WO}%
ze%w_{oeze)4BHiGd2Pf*f6J1>d4G0wMh?hbK0^6r@TH|N#Kxz#@u8TDf}_G52B+D)
zxSOokzw0^we4HLYp^%#r>8y-q;<bi>Hk}RnQp)UymId!zv!y)7yKbU)8`tuRIB}zI
zOq92o$)8Uxo^Kdvpy=;-Za+32ib5d3e@nl4p<RZn6~?)V_UuAm*W|dl{2n^*cOKf@
zu9?D!BVC>lW<d2BnDMK$LcJH2Pi<17*epLEIc?JsH13urA9r=M_5xoqZeOhXd_1xt
zxhpnu#a$&$%ZGCF4^5#W1Nbr${WM@><GL&Igp<j)j#Zm}oDv%Fnc5xA;+Ul&;JNM;
z75N~5prR5tEiT&Zpcj!F)}T4{?wwE>$GoYPKPJ5xJo#*+kI=aHK@_mCCD2|%Lc|ub
z`?0kx9j#ftO(xnRVFy>63?y%Ox@w&0!2#5Vqds&^zsAjk*?Tx0CvAJKc0fbv^VEgo
zwiLWRq8Y)5fu7qys<gj)#)%!xn{N5O9E#%der_D3a_l_g+`MIhJDwVbnw!5|{*SYB
z9i>(bC0S=F7k%@;w~B2Xh&UKTS~juS6aMU|7Z?>&ljGW}$$If@)%Iyq#*c#_)bBg?
z6=$vteRSmNm8@MObGQ0;di<R>?)NFJ8#*fBLKL?w$lRBW9o{PC>|HFTN6wz^sxkZg
zYK6f(MzF7fBADvPprguk5{nbn&lVe>v(u_fKNRvclxx;=x;2ZGSA>ANo4rugO?ZK*
zw6<AW4bK&ey_3tTc@dPEcw-Rbi5sW9BOs}I_@GNJ)Zvizs|_*+7jJ5>ns&<8Lt)X0
zQ0A%O_cC2Ehb9gS`FBR|*}dWE{mrEg&wrHZ6kY$!jBy1&3hc9l$&q@0M;Dxs<a@v2
z@P*3CMB4zeTA5J7(R9e$1Y`=~XHr(d+Fh$^AB(sg_{e$as^r@DE3ffC+QvKr38R|g
zVaKgKODm1FEp@yHm-_9z6qCnl@y}3{DNG0h!DzLYi>u%F%_%;b`0jp*d5z@Ei_D|Y
z92`A7;P_DMJ7T)+Zk0;R^R$_lJ7UvKXX!tfF;0g;FGK@@1p<UFxBV4vb-M?#az_8$
zr0DSR%ZA5oOD&nlAv8_2(%6DR+rLN8<l49E6b<c4x4kO<#ei?@aTO^aaBNXgR>qKk
zOX!UCntB)1S9aXEV)P)+@=eZW29b*62yKiYx<<`mF%{k0zBkgUgh$J#ghnVfB|f<o
z-^w%=Q7A>f=GmpUzQ4+`eqN8=9Ir=un%_psWf*K+SSdUUAEfA5uj}?q9{Zrv4+oQ?
zxSa3Y?OdO-O1yMz5ad-w<@wNh1KF;q{swCnxD&fmPPD&kw}ge&<uxr=I1gW=5J>q1
zbsmv(z#`-G!nhh(k9S--?-|i@De#KjsmP42yXi-ndLA@?Xv9NAaB+r2@B@LohF`-H
zE{Ep!K587AR~l0;5H(wL_2Wqv%)>Fj8Ozds84WE<7Vs50AHw#sX1CjREU~VS35vR@
z5(Nql*q)>Ij=d66+YajNR5OVB6|6iuypZW}LMNs9co3h7@GOW;Um>k=zhU5FiAam>
zU%pYr!*`UJaCpNX#yk#)9P;iDo^~*P*{q&!&4>E3Q;v45$nau<fgpukayWUA&|r(r
z{la~>_q1PNri7`!WpI9k)Y30&nE((UK>duMF$1K?qv(!DhogE!(yrxkFQ3Qn7}Y2-
z<gH!8gh5RSAdv-Jg185auAf_Ai}{x5DMvmUKFq)PxKG>8hkdh|p<a$)7s8iDZd?Tw
zj8BzY!!24W{@AUCJ}&c)8#+SsOqn3a?}VzjVBxW<k=k<g^Rtb<Czl?)VV5z@`s_*i
zg8PAM&j&KDfaw$6KZH<Ncw>|8g_wvv_F?<{4{sZh7x27Cw~-kD6n6{h{kTwRDOS8(
zICkxpPL{_-{?0;w%*v@*`N7mlN)_bY0`me*kcL?tIl7ATdhFN9wlWt=)M7ASS!qcU
z^A8sRo^*gOfucMn@H#D?b0aPOsZ!{aigPpaJt|dL=s-j<iuYM2yR_r?E4X3_FU_UH
zp4Zq)*4TYD%uSxXu|B@x{P&X-6j~F)F~ogHWMw)*L=x1aFX3t4slhj6lii6GtDh&A
zv{TVL)XorLkUof_wgkZS+NX#EiEDpmRR^T+mhK9lD%gFDX%I4D9r>%qjTO@|VDgQF
z{ph+y`bDC~YxnM1FG<;y)L0~xQiHIH#tx4heS_Ik{PqY<vWd8H_UayO`e=?I@!{3U
zY<iGR_P_uIZ2KwaZDKw0Y<)&^7meI`tH$lW*?#grAc8X24q7rHiceyDXjM$RUb~|q
zYPKoId>$6h(WRe5dH(^DR}<`cyzveV(>^C7X#Ll@)T1)t+O5XEQN#5glK(-W4NlFF
z?%}|mlo-v}>JjI7e3pqa`(dG}^&Q?+rh+Y$!8y7Tj@5Csva!l%FMn5h;V`Xm$)VkH
zT<-$h!>OA9VIVmLX(wR80A(KJax==aY*(R<#d3c4p6ot3Sy0OF<JFVt#`Kv&2+`gL
z`TQsXJ&N`MD={%%ccc9jt!>ade$tNU;+@aWjqNMcrwZ&C+%iSpNeJ;m@fgbYw6(EP
zwUm>`Rtj0&P6}x__nG(Bkl)wt4wfG_RE&>ka|Lj6OuFoNv)KP)DeFtEf_UD<x^=v-
z5=M_7qR*5Z5?oWb^+3P9>>}>WdEKWhucSEo;@8TfM{Dl%QC@taY?vyE8>`#PNHThC
z7CH5+#+`M|mk-TduGx}J)$lMvz~@7fdO!mJOyI)#(xLfwPx)k(C(m#-eIj>FoPK8P
zkT5_W0GA=ixIyJFJ~S*pg#Fyg<?Uq`bglLH<O@akgR}*yHzIm5;g>6A4#D<9*`nCe
z<dL}SX`z#Ry?<6Z8OLTFQc?U#hY_C(Z*PU%q@c&Z7r@=B`(<(uuGE!WnA&<zcCDK@
zs}k!E%JL@kec&F3oq^YNfe~Z}YAuKnqRlyWLR)oHzryQ28M#MO+_Lh`eiy{cQDfq{
zPh<)#F7Anw^N?LK%<%r(g`Y&`vE7Y~eU~C|JCK5aUIKxC$eJOl;1%QogwK>$EV^}M
zc6PtyE&XmW7LRd{I=UhLMr$xikeA#NC<siV3Y0#48F{@wr)HLadh-D1qnrs4ICCqM
zs{z$CIN&$OIjDWL+q`2%sAJ(O_IgRxdo7$3fM@}(@VGNM(!sygHA@S&`GhW8QeyaP
zaq6ql$@DKvRC7@&n7Dqex4vTSDHUwF?=**DO^0VUF0IabGd2b){z5I^;35KLnLYH8
z&q0mZDbpWBMjWY6pHZC__L6$m(+BrzK=uGyD%?>Ib`zEmlYF~dXM3Hm?XCL(ai?v~
zj%QQX8+4Pfg!lx09Uv16wMV7L9;~(gupA$}b*np=^V4Zd)7`o$kK?JKsM<0loEa*8
zDvK5Cmc<MPzi|}l*<85BDf*hdB^^Sr#UKQs$b#5K%-m4er!(*Aux+>a_KJ->Q%f~e
z1RomQG+}}v&o64GhBgb<q4TJB5ntw$EyC}z#I;U+Ikj-uiRpQFAm9X!Baj~i_qW)x
z{8H>@@Nz#Tmkl+=(!yJYRr8o3I0Yt7=uTj43p(|AeED+t>Oa5xaDCZ{2YU;yGhrx>
zDZ1w==!>`ES#9oc*P+8*qx*NsNUxkShJkk_#Ohc}I4na-f4gax#2GeIw!2pod8>FI
zyxTw@1X<&7pzvgL)E)ALy42F7?n8w(Tf|F>-}&{QG5L{7J&ZJ0co^U7@Ii5@O`Ix~
zKvuC_qvU(%miPJZEj?o}crM}zGs+8b#RESAYz7|>%<tFr+Y*m%FK|5?qdEKS$6W_+
z52i68P{au-pf0F}nKDUBHU<di_hDaBTvNKOjUt8(^lRFfa1_r9%H%**au{ps1~V!7
z<mFAHlb+thD*YQ)R*j7X?MO&#f$XYmQ20d4pho&gOVj?2iUVOmvBwTmetf)n2~=nx
z8N?VqCl=w(#+8!&tRLp5c)F-`Zupaav-OcQeQNl*0VM;mJ5k-~L27=#ad(8*qWmJK
ztE-}M`{pnGx^HLFF?jbp7>g(XhcGrQ1qh6-Z@4mtS4T_U8=l{ysyO)Liu`pd+74}B
za1u~Fo)7h{w${!bh!hBueG=lNFU`9xm&-!ISyF1>1ztz`^#Q6A4U`j5(U8Ll_mmUv
zQOw3jGQxc4mLE57td?ct&tzx!I!YNps5w31q4ID*0uWMr#<yzXQU2(0<b^|g@f=5k
z*_Te{3DrIRL%kVl(MQ}nV0P2ld{<j)RdW}-D7f&dUeje*e*fxF3CceKP5prVl~U5k
zY%FY&pM2c{%WL84g(92dXT{GqS}`0oHUt77V;&_)LC;;Zxr4)Ovx}u0leVPhyuYh7
z3C!I5MiKzsdEg2p^CThp%g+(YtiLaMR+IYooq|ew>$X|W$-RSL4Z5i3?H#<OQ0x{o
z2=EFL{7#@BfXG3Oq-YrDquV>0vd;gUS12zO)&I>(OvaVcAt4u+j<s>Lw8t$;+=EMS
zN(AdTt+{*s;(C|WGS02-hZLj}ecdM*7Lm?CKTEj6@jM3_mdh%(%_Yk-VRecBiJQ_V
z-bL>5qVzk)A;)l})rEPo>EHO8?8vIBE!TCQ<L5vy`(^J51|+O4iZBA3mnoC;aPjH7
z9adkaw>?#zl61o;V*(UWw1<mv=vYm|Dyw5kMNY>QuWkCc-SYFN+u7j{6#o-OU(VH^
z4rTQ6-T#uT`}6V4LC5DOGdEMJGUK~>j1lPKq=zooxi1&q%TDH4&}(wA-IGTk<+JMq
zgW(DSY!-|~I)k@`m+M#irk~&R_D}!W#nM3e6&Q!Xp9hx#mY>M+K>gRWwuE>`Kk?GD
zgWEb(Z2sf-iM@!Mx!C77>CV&C19`hLGrQluQo)WypPoJe3=&Hn@#VurSeq?9hC^F)
z4Zj$gUyp42`?rwNbQtGFw%vnu9@~ifd+v^WZ16hkloX*-b0$bjN@3Fd3C2PW5YWi*
z{fuXqA*D{LeqBMj{I5Iyjkjh<=_J<GeHRNOv8cuxcd`)n2`ZSyRcSDe1w-3r#L4z6
zh+*Bj65D?}=lbr}Wk7+TAvq~<n+;iRxK*u$g-2ADuPql1eAWA+pH=+aNuD1SOBjG;
zCI`XQ=wj;%ya`gMUmo_MQS01LRv0FHd}vD-t#pH0S^1U!kHdObXK(&=C(>UalkHpT
z+$Fnx&9+XZAc$cHgaO1_k#Z~LXX)aMy;jfWS>(rkUFRy#st+aE@;Mg-Z!<j)ac5WL
z5`x@Mu+*?od-tX9XBkf$s?vSUnieCJv(mtxLJ(xKbiO{^as~QTZ!Bi^o86zbPjWa=
zwC!bC5{o`d{UgeSMDoH?Mg*bS(y$P#Esd&d-Qo-07SU!~Nf)WCZWtOr3~1bTsJH~@
zY@%j2**@DO<%6xxNV4^E1AlJ*;Y$97@i0QJ<9SzOJq&a!@`T@<%=UVg=Kknef_0>X
zzS9E=<_Gc_h}3Y35+qG&m^81wq(sV|&D|GOUbMe@EV$ymZa(oe4O+lck`F&jWbVpd
z{RI#0H9k&x=BH7i9sF(MpoJcJo&dqXAnOJ;Ex`wl3-%KpUuKM^K6y1XDcLl+Nmr<J
z=n{F2A{gcOAemmM6~tPt?zjK8JrpCCo|LuM?vr}^Na-MbdQ`;|aof{7wr6dqiqji-
z@jd4J8}+GLe(Q2qCKQihz%;c%eL_ep5%&%t2O9RG-YK(MSCxIm@Idm`=&IGv_h-7$
zVGO6%KfoW0FE>0f$6U;;->IoaSSsxi&$}K{S*IyLRR&5~Ai^*7CBRKsIb|7a#3#Cn
z^^Rj)Y@EeYnN{H%Z+-S71vx;8G6`>#nIYwkOATC+Av=2?>UY0ik$PM~<IUGqyV9pW
zf60~im7F03_5DA?%UIi3St($@%~%##)Of^v)~wS%AGk*SV{8y9Fkk{eGeTUI=yc&P
zP3WCoL?xP~oU#>m#7DI6{yW3a+BTuvLb_FV-10QY4F*3zL*8QaLCB_!gxj@BRZC?b
zN67xwY_ArIvaO!lAGhlvedeTAgA=GB?-RDbt!U*|!K_)v_wv-MFTLN9u+lnr>}hEJ
z4vs5`1R-iRbmEX7cw3)HZP+)vTlaq~4wk66zx#5%7%4$vPK+x_XCSdft*Md!1!U-g
z;1ee!6I{h=^30yz6!g5@t@xgl0|*UL7c4bbM<3`#3uDrmF=S#T4*G^qj%HhLy=&!6
zs~0i(4di{tgra(^(y%i{-?ex>i-xm#cXtK8v_CsTP-+4F&Coy~cToi{vFK>eDA_8?
zDPj(d0<ka6V?w8%+Q7G~ch`Y#?LJa%pedq=11Ne>uMfVHF`%NHm7ScdtTpy?4tM$&
zTiNVd_D6#pYTuqNJSez_9McliE{G|DE5qF;0RE8Nq*&9M(KdCR7#qpW%B%dWg|y0M
zboG-E_&~T0O5{+1JCDdtq+y-5lUeel=eB0a$j*Oc$f4x6A^98whAMRh%^%8M>CNM@
z9P<Nz?6~^4yIy7b*!~UE?%P*!V;l^aSYU!g+aYYat@BC4<njYPcQ0t3ZTRS;>z^`d
z+|vZp6Z0UmRA(I53h51q78$kl>ea7%$=Yi;4(4TxCml-B*;0R95=fEN?9;8*Fqd%;
zcyp4CMT1mB$%rh-4YUU#Pn7bmsPXK#GBl0h%Dv{N&fb5wbKSdFEMtR!`fUr$j40;}
zze=fgLxf!-uRi;OmTa=U!O<@L!%M8*?w+-kwEti@oUV?r=tzGd0SbP2Cbl)iqJr1m
zSLBG~@xf<iUbXZAaS)NLM^AL?wDIBXs^vCu%zwWkRmwX{+pbWQ2|%7Fm@L_qY*1OP
zr8p|-WRraQJf+7Qjjj!tof(g@K{gM}axB>jyRt&c%Xh`vc>%w^PyMb{m8|+V|ND3l
z^e6|JJKjPaF#YW*Wv20RzUaxfR?F_FtV!8H2DYh1aEF$r<Cb8Ck#bAug&iUMk0Z|{
zEn3a#cAej0{6Gjo^RY&aUBSnoaa=O)MaI2J>)H$U7<bNDc6{B!p7GC<HZzsCKss}2
zLU)}l*L~xizeW9;-mOSg(@L?E6b|iYXb=MChz*oKAsa^GnR9*E<rOu7TLsb<26OJ?
z6}?7@czpMhjCOcz4&2(%ref{2)wJi&-!`vj8}^A@%Eo>{dk2{YKx}17&Y@^F(Opja
z(Z%!p{wuAAUQ|9fK2jr;(I<S5aYlFm0hx?Q;CVsTe^$iN)xJS#N#CCPnC9GCZdTj#
z?ASN}X(1tFiLPA!9D384)1lqtU3=X9)!L5u-HCT8QIEd~a+Bd2BFfsb*N-3gYoPl0
z%0>U_SH)jii==y*F^)h!OmfpvB|m?<S(<EyT+RhxGeTL|{Y$0a{$0q3!u^oYhGA@t
zvDRgSfu*l3tahjHnk~PsYQr0xM;c$mYJorm&j(@=!*6%Itp^R;f4{s{?#iIu_5IPD
zVVx!kI+~Mo7zc8-bOO%|%9SRyL!Cp0^&aj^+5LpujVtnGu`A!_u3`kZIl7S9)pT<W
zn?F0}vgW?+Y63<g3k9l{%&q*s+n*6by8P(-1zR+D>_))tMHvpWRd@YPZDYOb|Ccl~
zh<Bm;#~3|qbs`tVH8^+3?mDFXpx<h4K+O`@cZ{Rp>Kd;3qs?WX^f)+oC}(+8mE>&u
zGvP-z2)wZ!_cXbuAU**892#bQhePp4+Oqc2jJB@_0!#E*A6}PWe4dE&j`bWJ8dS+o
z2(6f_li+4t^CQ#jkG)3|<MTwHXYeaQj=T#QNL>~oepvQS=hHNO8sFm*=f*RiYo3n7
zKnxJXD|tk47C)@0MY?Z>S(QMLpoMmtl3G!H!~mrW0yhR+5}*S+LTt$k>>jMg?d83X
zV&0$TiKz3}1<m&UkeJ0r4uHxO(8GA;nxcXNrqUU1sFK`uY<2DyapU+q!+SVh7gEnc
zfr>nMwm?)-Iazj4&I9Gg9Kkt>QiYSwc?<td2uN?bQLLm>!2nXkL0&+F4z5n(T7g`y
z1G5(Xvh&;FspKx_x99T4@b_6pYsNsbGB}8Gs9|;|9P_h(a9Qc`m2qHxifJWtV-GSs
z4Y@6d8HnWU8M|Hx*Du!Wkse)qt1#f8$jGW@fuSay>sg&+XgSFEh0Dvu)*m+3_(^8g
zX&AI|U?sJa?P^~JHRbLKZTmC^1Xd*vSs4Xlvj7&4^Pu1maVcF4xqk21J$o_QsbV9Y
z!vk!q*XmP>7#@}dFfeC>?00Y{oGLh%3nVMKLsd6+eTU%{uSMA}AGftGVNKC?+taxD
zG&M9C86`PJU^}_EfapOxBmnb1C3AX|OL()-F}>Q-9ZNs$I(#eUKX7jJc2#2xunGy1
zdfR0hLVx$DHq;0m8u73HwE7=7s!}0yt*wY$GmQJgY>rKayHh`jzq4)+ezDrN!u;2S
zI7E<17;ALx(Lh*v`_T^H?z<^3J``!GAM~(PA&tT@V+igpyfOyflNvJFXXEufSI;lJ
z$A6kVkvAzgK(mOt^yxMfz=+%c3N-(mzSk3lKRNlaVw+lyiZ0*yHE0XdJV`!N{N8hS
z!KOYlx<L~^I7vTu{hgIXCARW9;^F@yaEBZfV!+iJOL+x3?1|)xgDjiZsn(e^+*|G4
z6XxN#ch)~(C{+N36EW)IKM;U*_L}dQtB~iV_)<JMBwm*1n`|qYG)7+#vcLgP)`apF
zf}jf@S5?VY!P**&x#<7bH#+;pU<H5OFUgcQdKO9a6GQGF^c!Q$pmwl}&?;dEEE-KJ
zg1@e^8s?DL7@BcVT5JQy1an5a4n0py9y5PsF>epsHesF;mEYZQ=c>5bJ~U5+B7$L%
zhy^L2I2|3PAX6l^w%fu?>#atex!$P<lhO`RmnHQb(M-wjK}t6uuAyPcV*66W+P!;H
zCY9wxl~lfXt@`f61Y=TfhNL2no3>bSgX!_rAEOowUCjR&-{<F$9W)^hqH7TGC2~q>
zn11aeTbqhEteS~mmWY4)qUSMFMPULMqHV)HGI%hnQe?>-rCHsR2X|)(>gMh@TUPG#
zWdabMEeJ;#wmGu<lEe+)KR3^Fm;HUguBX~BQtZf1(zi5j2N2#$yahPf?``gheZIfz
zmHRS2$pjutW!0=@ISvbqDmcag3F{hVzMxJSpbq}k|I1lix@S~HV{y}On=om2c~we@
zV*CiGuo1h$a(2;d`4e33{{GQZ5_i7s7XL0d!5E-FA{8I>G`vOosf3_I{Fk=P?elYe
zw&vEM%<W4>DZ`C%1p4JdNHvVNX4cxi{er2(yLgw$UE9l|-B+tQ!C;=KERHx0m}sY>
zVD>R@CEc~Mz3UCEBlWu2>Gu)C)`#OphP=t4bZ51urUWW!29|u(v$0c}KkecWrGPNb
zkO4<I&whQ$9+J~>(up2<{x{>(fVWN`Wx0(9(j(G%h#ebp;`Sez?jJDoLzZP?RZ8}I
zyC7y+jdnhMKNE)qSN*W=X+@_lWVI?f7UYD+)vlei_r>k}3DyKZUSJD*V_!l%qLPf3
zYE_;qew&zo*8JyX*N_PT=zI{XNW*^f>)m<(GEP6K^5T@wKHjsfG90-l01-M3=o~m7
zF_v*p&!^Gs)%C3RGFp>N7A?uW=9A8hLMAp`(qJQu8QO6isl_uh(wE#iaUp{@G4y<b
z%Nt53rLQ4qGjN27v{$sJ@N0-FgvH*iv`EmcPh9j%?D`BAW80_47LWWhF!ck((h&Ew
zjPO+Fz@F=NThfO<ln*$2vP;fj{ZAlxby2P=I8t0~u}I8o!>WwjDt_bIs+NbwJtJQv
zb}=F8QWE!Gxqx2+mF8nDJ4$;E>!XD^E(oj=>xwsYEe#~Y==5VsY)TLZM41(Gyg)`A
z=4rd#bEC`^-3^;;pEri}{CX7a!hDR#j466g4qW|39uyf_J8LUhtVzB1hiqul@`nK|
zn{MqhUgYJno^l;fOHKX++0c;GypezC5KZEssm^tYXEVYU4F1)K7?~#T&iu+q5rJ=m
zSEZ4p3`l>aLAplcnO@D$dq0W?#zjZf1#zh86dc_BA8^nxa9RSAh!iRE*u1A#OzL>A
zEwjJuu`FU~-h#|Wc4U&n*s_tMBc2vWKtQjpD2G*=UFNSGHd2>-`6p!LB+dL}#XQxC
z#|06L2O)_T_t<tewt~rN^9p+B6&IcRqartDT_f|!A=iqu#!*Tk7AQ=URSk3dmZch7
zAE0$XY&n|+vld072!bc7(-zhsA;<PfVMJWfRr02eG5hUfCgGPSo+ojafpmpVQ;1yW
zlG2gF_r`J48&;LSUpRdE)cy*6GMi&;Y48+Ia$g~p58uS41BND(Wlya2aa%Lj{=@@|
z!mn}6nj671j&wehuttO^vGj$e&FQ}lXZi*YukVS^$UPPiNT$#*4LFgSdF0pP<gDcm
zBE~_cnx-T3Uub52vS)rze75x0L}5|P%=foh(Ok>dCWe3K@V&A={_W~VA7+>%P>-Ty
zDI&)UV|l}#_R!2ne-pdrRbF$|BWq=HnY9_nK0r=GLLw15iT!Ldc9Bo=H>GZ?CNKY{
z8|YEJ<rMQk6VyUdhxFFZpCJM)H&bV<_;p3U=S*ur+<WtX;INwBc+~_V4EBKd4JZxR
z?aj*{s^3}2_wk6a=#D$THnx9R>NWw=5h?ssn+m+^D0cm7yqWCg;~m#jC5L-^gAZWK
zF8?DK;0xkNJU~sPUJx=+^^K?Css1;w*Ayu59iA^#d7F0u<#nTr1WM(nJ6<-acbn$3
z2(H@a{q|<(cD<X&-}UlNFjr()QG16pS!me0`JWD1wibC6|KwpYx}FtNTpzINKd=sn
z4hn_SQMd-XxG&FF{GnpTxx*Xp9@kJfHdLffw;RdJowDX2>j!yc$V*zcs$QEWIfuP*
zisxD0%rANO?VQE`V?<^K=f9Uy__>vvnmCg#{oQ|UkKcj;D)VP-tK+MK_-c^ri*DLD
z?c_Zaa3XQqI=78mAHQ4VQYP`I;GaR=kb(qXgGkteckC3^%{xDTzwE_5CJ81&OAU6h
ztM3071xlt5@eL{C=J1-dIeK4aS)CdF`uxRN$1}|qpGk@WhIyh^3nY#(ja)7LF&^s;
zE`8JcU-<Pqm9f6JV4beqB=-MCgj3>$a;YqDN^XB7zB%>frNPfjn+&cEhsQpg00&kz
zhz-a;0)-mqkLOw@`J^dS_mlHgjcX|;ry|+kZB6<Q9FgcjWz?Kn_a<I?K)Yz2NS#)N
z;g3DiZ%inU%-BYS`v(RjuWD4HT<xK!UaYiOJ6ed9Z^<sD*&#f$yZ;%EC<69?X4;NY
zc5rRr#!$M&ZnYQpSDX~tq$|Bz;7O#0@g}=}kSHh&1`Q1;pB$|q0D*n=7%5@9VGu0E
z(k;z-r0tA)p9Qm}fU1~~1D#0W0v7~IYQh>zcBZ^eY`M6yY=&*?8iOiHt#~S;NWC8A
z-LMY8o2pZVtX*w#X8y%flAB$(vT7w;Zkx0`;|kM6Ay9#*fIwX!@%iYwdAl9Igid!#
z+>Veln|dB@4Xc(2F!&b?o(*)}z{~Dcz}79}mn&3RzTUL-{=QHrt1s!kZ|^cea9<!Y
z+>p&r?a@uClZz5~>RumyZFGRYdrjV|JKv`<;pq07izS4n0ZZy>EB(Ixn%On!j!LED
zbrsXF0`@|>AB#NsghL8OgfD{f_b6vErg&*LUti+f-Pt{Q0pS_O%6ey9E15^dE1pSd
z0j<m3e1H-XH{mXRd_KZO(|$D^r&E}E=K0d04Y}(k1XG!Yq{Qj^!uKHDd_#CliId*L
zR}wiL$EPqWmPDB~q2Qx1fF;mHpbh(3vueK;@6)UOxoiQ+D*NN^r=4Xs<A_WKQY)l2
z>n9q&iW6vB^`XOAG%6zLujfqWDI&EMjA*z~A>{`p;!uY;asITX@6O3_v*YY;%w;nk
zj62eDkqJzeE`XL#g;2<~dC8{ncKbKwnHrnj)G^5;+n?VrW0vC%z=nY*Y~sz3rEm^A
zY{xLoU|U9yx?9o+Hb?E#hr?15hnU7h!91erElMZH<+!a4Hs!wXSMl%}HSX{A(!Xkp
z51hNG68)b*QYRzbfZakJavWD=JCr0G=QP+I?R_?{p4q-bjuZ&spw%JDn=$@%OEzo}
zo9Q|0i3@kSWK-kP_hLr>j)&;c;c!5SAx?kdWlPDc75fi&T)FF9wyQwc$Zgv|S<?Qf
zzsztD$go|Z_yS#AAV%;E<rNy6S3On@U0EcUC3z}Qy0kzjjZFEV%W@>XQ9zLDv+?XO
z&)0qyO*^qz0n<w^2ek%Me^DVFN_aRUb^~xPy4%ysR|;}_JF+eO99<mtKiD%%Bs{$S
zC$q|lP`EaRtJFjsd!BTem0(%YhpxbT;N@1?>U#4Rvylxjx;Bk_Z$Nv5m8D@DGH={i
z`6|S%t7Loe`up3jzu?iN;)4tmC5m6E?CHRYpyV<k-J2)6<`e{cTU+e^eSQtoLc(}-
z@-8UyLYFFeoMOG$mu(cVjcfU2G~<nG-!GN)ORxR~qn1Co!62`K-71>Glls;o77OP&
z!oIg?#)BMlDsIOxMamjvEKqmv%E@5Kxf3{9M1HczD$P?>hEmLiEKJnL4L&sPq=zpE
zt3<=n>uJku)^Qy!roG*)KQ$+%efs-HOmhT<26TO?@d`Dr#EZIG@fh*n6kFK*cu||k
z0+yXp(}S78)~=)v0daOimOAbkNO|<_*^uPdDP2t?rZVqXlFSQCjxYm}VuDm6vZ)U?
zAY=6j`*BA*i=RKA{eWOs&3@kVOc+-nBymNpiLKp<lu(F?GUP=|3D@v*I6s`5e9~X4
zY(#Xi=hqJln0|pgx*nDRF77~KMZZ2;A7+V%J=a=jG*jP!c4)Py(&DqsNRp$Ipj3y8
zTt!tLOFOkU$-l_&?U|UKkn6K-qd#n1&3q1V(k|k%q9mhWP|ZFLanaNAdSAK&41Rj*
z{ZPEhJQ||<LUz5BFCr4P#WsFhali7Ew(bst_kxijZ#T%LFJX505%geqFAj!98O^R+
z>8!_oe&p3G^Dy;CX)kr;n0*3cUmp3^Ea|J_Zoe{^)_8F0oYHE;Z4Q@mWi7AnW11(5
z{vux{QAq{g6Cy*Qn{zet&d+(89(QKGO^n6$=lbf*wh^j7!&9<gyW(!VZ+-{A-m3R%
zotNhy^!CStx5r<G)-ey|1N9PPt{t2s9`+j+IeMl#`}@+?q+Pqh-?55tJ)FK^D>D>w
z&TYtMycAmiVFF?z_H{Qaxoi?Rr+NIaPWZW_J2dRa1ZXrcWWvC1Ls|dWutn3|8{AJP
zYq2!VaQ<=FZOOrFx)Y&X!K*~dY&>v%^Sm|N&T2E4{DZRfdTqw?!jq;kYjAk%2anxT
zWbb?2hsu7$4IleFznNW>U*lbR^~V`ZgMkGNRIJp88#5FtvplDAU7Ec%>(cj#<Lhms
z{5D<MIWZK>Zz8juIugo{S?a&^H>bV+^rKV!w~p|-J<-e_H!{}BNZ$kbXtr3@mrv`T
z+&d(<Bt~X|d;F!`vmxICm`8;j3ZzP4fZ^xK3zD{NG4-w8TN|H_E=%TpUX~YB)mkO{
zlli6rpOL#AwWQeM%qk&B0M9C=DT;U(+B*&1e#JaTM9GTE0gx9LvNgeoM=M3c&dE2s
zr(!Ettx?=3>6EmFCw8OMQ>HnhYe^1*Ah7Mcq0|kwS`BaZ=Xsuv2MXu3D2O{K7!H=y
z(qnI=u1Kn~urzQtL0LDt^KqKuxleD0aGx64BiY|udt;~8oW;F=*D?<X7)YE04>$M?
zi29oyX-Su2PL-GDZ4yh3|G8DPdPXVpHA<?7c2Kl~))I^A@ORzo&iYOCT8y;l@zI^D
zn@5<PVI;&GT9=@Z0?gGG{Pmca(v78dtt^vF1mv&D`8<4i_DUeLT!QmT^gCjdO`oiH
zE*q>*Z!vgh@O8$s3r}RT(p#8c4Q`n60<F=m;neC$>H|k#HJYEFx$3A|vX(nD2sC^o
zTJTCi;+DZ|7Y{8EHMiT=zcx7J&HaZW7uHlT%R!p0y(_4AaN?P)uCQHki;HF(bU&T6
z^Ar1qnplTLpUs$tgv;9164VkPQljrNyU$OmqK*WcSDzVqw)gzy<|z5oTFfwlPLOUP
z5E}lHIR~0wx=Tzl_?tNrH){WTN@;KZ#6aTw(y)aC`{!}w7*Aak7&Ci~@r{p5cBw}*
zBZ%!mnUd7~Ak4Ag!$P&iol8pn?S3zQc5l<4d}aX(*AL#N$=B8e%E_c$mF2N+{!=aI
z-CF##uG!a>b(B7Oi2b1Q94LK+K!IxKi8dyzD|QFV6<Km+OV4}n1qUy0Y&UjMPhyUp
zFo1w>n+TR-5{qXDiyuh|t#pbt(oSlB9<R;s&HQr2?FA6hFSEX&>1}7Yf1)D4;o%Ku
zP9|1-c*m?r5MvSac$QMAha0Ap*E&6KmUByW$GmMOr!(u*dYr8%9EqTsL`NJsf%a&5
ziLBi9tA_8bOjf<;4?pYKMG^nN@L0x}&C76i;#OS&XRL0maJA9Fi~XC_?kWW|sqOm4
z{2OFF4<v4*nh{HTHx$~l#$1=SIIj&`-9K+I@q4&g<BC_V`%W-Hy@Bx#4mn69H=Iux
zn?LIKb<xHIub0l}H$|-zIAgKx43#HKeL#d^$gUkrV6>K3R>U66<IcL9y6lGU7s>qi
z=HdeyyS1&D2X%LMm6!4c4k=KWP|F_7_8W)tFDo{i`$dIYAJ(tG8e_VCGc(A`#|`DI
zK^_QkHt5bPKgDI;k54BUC<eVY&Dq-FsCaItF%uY1awn~B$RPz@Pb?+l<oj<s*=63G
zeE!HMsF-aur96Hj6fWhx5mh4HN+0kzUmBOV;`h=x&Q2~LyQGA|tqBuB$ut@-ysQUu
zC2l=9oh<nMf`@?U`t9AFcdi}2S$%*B2WeA|K-GqX{MbgI`@n;`TGo_!js#!$S@l@o
zae4f2n{#SRKR}dF)8KM~Y#i#sSG81oWH9rC|N8PH7k6(EnEh_g8|DLs$9=qPQDq-v
zDb*rTPrksdqVLNh<qfwg6_>FKH8AHP5c$s5a3?}>&w*|0c8+eHxhDQ7_XXeQ9JdQ5
z*L-50A*t4*qk>$?E!%jN&diN4XK8kvd1TifwuXwzDdQoKydsA@9k$3<0v84-uxN!;
zRWMmI$IO#Svkvf2EqV|qEZ4nN-A#oVtExbXUp$=yliiziMVvj)m*3&6t83o|sf8Cl
zFa^V8WdMRZg;32lB+uHq5DfTAz}GI?o?YB1VSVoE-@yybe4;aFoEn^9K%7<u4mQ}x
z_BbyE=6)pkPepK}h)1|x`Jb=y%Wv<##-xhi!=i*!JSgw)NO{a+C#|Ffcn|vwJotUp
zHBI^!>$=qN35F!uY=8mA(FUuryE&+I=XqPw-KHBf^(w8wV_Y{Uz)+h7dZ9s>1)QG5
zHS;FpMza2Gk@D;nG^L9REgkQ*I5EYE@wrmyv1HB2Z08VRm4%koXWiaCl~p-fcjU6+
zgu_DIjnwss5xb|&)mJ*DnLm2XQmOm$z6CY<kC{ePl2am`UAQ7-4gM$mm|!b}7PWja
zm#*wtFzOg&5i!Ee@q3(+j!YhU_*TjpOiD}al!ZI1$c}e+oqU(^HL<YUZa-=s!#L0J
z7^G?7T_T`#5HnbFg2mvtM|{PXhI)>gZX-pWm2J#W4_P26Mg=uUr-59jZ+4w`B+gu#
z%C30kQj=R;QAktwIEM}zj%tu7g=^|0|I>Nv6i)fy1^Xmee`&U*8S}o=q8cR;&J_U4
zDL@MnaL0fv5$PyniEHNyP3)%0M^z`V*9mlMDfM?<3>lYLLt>GlfHoXG;mvpXmnPo+
z>X&9V82^kNPdYmn6pT}&AlsB)YV6Mc$46N4{eGRBam5(+cR0gaeKEBdkaCAktQS=w
zfpf!QPyCLiYMfQD`P#l9Q)nb*ZU0KOM-&3I0bIUY0w=PUyehEm;K`uitipDLDmoZ+
zdRugJ7nSD!m1=m;_Q{eNMqUfva7__}ClPUj1FXy1<EmmVU75Yj==xhf7P`|PcV1C?
z>R1xFeT2@3&oLXTzVUKu^uJyfbeB(uo`DBmK2W@^K&leGjZw%}K_2^fAw}?2%l5Fm
z&3hVKw_VgI$SE|TriLI8O#qh}crjeS#enU<ptDBVUDr|Bf2yC(_6t?z1=%kDKJ5>S
zOg!IVv#)J-k52m3V_O~!n<+i?*b+$Bgwd~)FD<J?a7=-TKynYG*;y*v*ecp$i?n3+
zx9(du@~6&sn5RonFT-f>48}33-%w%t4UB8BwzQ-ubC<@nCOhdQ&B?W8kLjY4ac~j{
zn-C`>CS&M_X{lX(Y2uwMT^aIkP6&joImbsoDGX>7h^DMy<JmKI5A1n6;O#WsEb{xA
zYLoaS{1eO+zmoB59I~W0EnStSHEh6h8!NwCuhOp5H$5(J0t|5%%gV_k-!j7*Dce}d
z%UELU6{&1D|Hi7X{Co@RJYOzen7_Q@KYs<?4k*G*e4_hb&TUxXRH)nLUH5irWY7w}
z6=9S%Ptdbj+CyVx#54^Yj4r?&1%=uJo<C)J8(!*)=X!@UX7~?3)(xie?FbCT-3M9y
zAV<8ga{F}`J5^oR9<g;_zwfF2oSlnrQTt{*0B^=wZ<1@U;PA2J?!xHc16O9Hg>+YP
zkZ(gijm#O?V{k(`lD<bru0rQ8R-1cP_1<y1Eq11?V3%d$KNyhP&Oo>R$1Wo0Y+yrS
zdiRMpXHJBt6>XrxROHXYKM1J6AOOIFxLE0x{Nk&PlZ%oCJ@OQfKMMG0^paB22n;Gu
z!K(skQYxNUz0gKgp34~_Qs2~8WCU2p#I1^(KW;Wec?r4yu?3O)t{rz%71P_h$L-dm
zTFXTdWz@zYew|EVC#4-`=RH$h)^1zNokm*Pg}HGD7njGFj{AA~^Qi4KR9K-`A?}+q
z`A>bCQx+%fY8?6S)8a}}yK;W@L{Kn^3DJr*evQ2z&y{eatZm0H-MTxX#v)fgk3&#J
zfp`K8auQ%(Y!CHk&-@^JIJ5q-xROKu`ISGGj)$NEbkOzf;nv3bGXJvopKqSSsS-L8
z@hm&KHolB9x`?+YGDS#7HNkd8!!|t=-1y1$_m(<S_Wl>k+S+oHj_jRa4A7RnF{L-Y
zyOSqhUE&gK;*`?Ai)GdDZz}Lcj6mjQll_Kp7YEKna^sd$Y5ifreNm<ybMpe9-Pqwo
zV*nz?Y$&k7xq=ZtAlQNj0@nmq_0IKk$?&~<LawvMwYG`!PryhXxc3B=LlP<N1V=ZP
z5MG>8YdJG~LA3G?Ig7G<p~fxr1wdC2gmfLL0s}fT3zCpf-RI!_X7ktImb2aqewei&
z+(uDzYDpfo3<!&-*b`10RMSA{D@Gn6h0n0)u<G|xQ4MnsIdB>0@G*jj;1!}40*4}`
zgusmn3M*!8+#X#1;b4yTntLNxyxSLa>T6Q|eFqSOun=RcRg|*_smQ;J`Ijpi8L;wX
zUyg^Z^Ko%sP9!xPMB|X=MtB%3k=lq9avGL6DK7N=2Gi8=>zuF8sti0n!OdAkVhHYW
zga9c9Y;MR{94kAS%Npe*s@0`(DP-4~<yl;R*04;aTm~eNE<hP6>gI56;dW?sIJ<t|
z!bT<c&GXh*F4G=A9vz0OI6!d-&KMAF!n2Z-9iG;-)9&tWh*;G8rfKcBxc>lB`T)_J
z0fc{PTf5(*%afm*RX9w!eeHDXn)NMR<FHf|8YinKw6V9-exBl-Ge2nR$Af1@_&BOL
z=M_&Ik0HyWkP$|5HU!qbs(c&KrdguDz1B0eVBf-<)}G@r0eE63ij<=d7X4VJY_rU4
zIqT!Y1^RIZCO_?%wQAh+U|yibM?(-h>QQ@UQP;fA?j7sxX@5W7khYe4dvqKE-x*YX
zTFkaDA8&}~dH$ZZp=)7dEXxbghT?HgJAmm2JdG$Ifw)2N^fE<EQLUNZ&}r$nj6JPA
z+x|XUc_e2lb&C+67WjR<9Q~049+k?uAo~T_K8VfB=5r+0*=51rDJ`ZUnI~_EtQXa#
zu1Eq*ILAPX^F|Ssu?icmuH>rub1c7gMb{n7(cC2AEP9B#jYuHw@2B6(SjzFEs{17T
z(zhP?q_)C@CC%#51uCPH0O0XGd^4b}gkkDmxN{zbNefkbb-ND-3dI!`&K$QIxWeG9
z0BuZ&#hy8(_|{s9=r5dh(i?5<_3rA242w<-z+4~rZo|HqN1V`GnDbVPCsbRa=>^lH
z;KoN9G;C(_=d-^`b-Zqi-@4?f_h{TXo^LZ-8>riem_HuDBNmzN#c1FkwR*Mg=KZ|#
z#a|qrL=G%DRsCSxKu|-A+_)a#2SHox567)0NB;Mj*Q_~e{A$hKK8S7&r=CYe4~W`^
zC@G{WZap@ie-iQCChljm!OZGwdFCya>u7WYbf*J0Z+9OWh#(XMLm)JaS42o`Jj+Fe
zXGb+tXRof~<eYLai~^DEvM6;55$!QZ1boveDau>fC}KgGKcAPz)bcD_=`Ck2X7%pY
z)TztH{R)0#kfcB0kiu;e>`}O-oHy4-->G3$aoS$HI0rhm{QPeeRX0a|ghp<itneF-
ze0>^aPCG1@D71tH*o*^HHNIoAeQZam9G*1IoAdmFLF3Vx3rntWpK`uiGX}<qx0p#W
zM8x%iHb-c4Jj&@_dnu}Z=Dj;TluZfiNI(c06Wn=*Qzl})({FG-eJddu?-XPh>b>m#
z;-hI7n8qRYI;v<!89!L;p|Xr;%db6<a~7WWe6zLW&j)9dDTF`ate_WR5&CJ)*MqCm
zR&INAGFbjgind>#<{CAzF$6&|i<A{y(?L~%ZCag6Ig*0iXRo=uo4-`DjidFI;~0Rn
z7HoXn5tjqF0*O)hMUPG%-Tj^W^><+n!S3g)cqBAq$3P%e+(C~bi*YDJfjEq-*Npne
z70(y@_;8D++TNXw`9j+$AC99xB&p$tmo6OeT_vZAZK}~ZR(5KqeL+9Bs_$*19K~uD
zN&-3q4-Ob=C_+QB^x=D&hD}v+J;j~V&N?gGaij8@*C!@#4!=jv5$8j80X7jDmU(;T
zw$^7ZqO(`&R>>}zGGp__1Zjq+P&6FqwC7vQEY7Jg4|g+@o^q{kUCY8`XCKC=pravV
zLA%x6++1-qRn=u*m4H=g#8L@y4R`V>7dbn5V12^*3n62PGG}UDvdX^k<ezJtUZe4V
z`@%_IR@*{G1T2J;4}L_^JkT)*HAYcY&JH`6_~g^?rHY9rbK`BVym%%p&3kbrBa*29
z#{Gh*a3AxrTJ=btGb6fEiRHD%^wl0wzitcDpWlmu6?m=($#eYqT0=qeq{d#8jpynD
zot`8dV;`YH9WHWv(YK|u^^lpn459#AGppYr`R7GVKaH(vA9Os!%SCPrFpNb-&mk!V
zSvx2)<AM1YT0i%?mVW)p*N3~D<vz<AITb%<#JKyxlLW&gmMgQ_F!`6;<1b#z)tpYK
z%9wo<Jk0Pc!9WC#BOmC@jr#t8X9D7QcnTBk+AK8-K0}XB3VQ5kHk7kg``YI-KyjHs
zwUZ&qta#j-f85^T{+;7NVS0#yisY)TmzyaFL3u>D#$Xt{&L8`6L*B1FFfkM}FKG}Q
z&22w*Xk!Tp0CE$QeLy7j5gIy0ukEQ&@OY-Ky=xRUc)<Ouo%gGECX^6zcafEsM}1C6
zZca*<nxP{V<-K88<i~aUH}^)Hc@Jn^rUGsxgzP0u+GY?)#LlJF==OY-+?rMpYMnr{
zlF>b5v4fl(;b=!xbD%oWFgrE_QPpQwE}1h*ZtgfUch&m94b+Yyo+SKiFfA&X0;(-g
z{vgV8!-O$j-sGF-Y9?h~Q~kKaVUPSFeM<Qt(CFKfdMw}p(eyT6Eppvui?n%5FZHkQ
zvD4A?r0h%rF%~tU0Us4GnnT<JD_Jjjvg$?gvQ^fpLaUvBN+;{h<Q?}uNJD|(E4UMh
z)N&ej=k@cbsJ*3HeC=MPX^vO6+0Dw!o)AJ9b(mRVqStRJs|Y2<9;MLiTJw`TwJ6=1
zm>4w#J-SIzThg#6JXSZ^CkaOM_2yT7PU};3TId!!ek`ET^g(PnbluP~>h_K3uFv+n
zEDmSbSFzUp%;KgrFJd^t#{@}w5G;pu8PuPPkgesvBXd4nX%1=VOlr8cj$fm{t&q}Q
z2qb-@+SvMIE;&c0%^bK>c}&CTsJ+5<yJ>NJ)LoB1tth7qzYfkyA`x)x(~j8l%-gZY
z>|Iw#8UN>{>Edpk{^N!rzAPak;DTwjUN?D<Z1x(nFWVIMoY~WJ_VG<2atYw-N0Dlr
zmzxk+w!kNfy(!l8H%jL#XttZ#7cy6dzvHSHC6hgX`4YFz(YeOcnz1|G;x&`D&$MQ(
z&x>zx-w#B<$-4C4$9Xq=aE33UdKxq;oLvkVXclT8x{v0SeJ)kochY{3uW7I)x72?l
zv3olnm~UQk%V1sJ7LE(qwV6wOIj)R*9B2R$-3c<)Nk@*$^Z7h8yC1Rgd~RDG!s=BY
zyPigEH4l^{=LL5G;=lHRf+~uVZ6wM2!+|I1MWH4Z59<31*}fcJ_JbM*r!U9JM3_<Q
zROhG<Ub5?&8{QD0wW^6Tt~`?Znn3>m(P$q?REMf9A1_}=UqtpSc<S4OCG{*jJp{{L
zN|IR?cbZRepoT#JLS}%1=;Ce#(X7au9qP~0Tmz;l9*dO|5I&ImLya={@ZX0U4N|s=
zjY#N%^4QufGoLJuS<`%aN#V5f&*E>XZhkk!I0Rx#h3f;XX4IArOZV^3TBz1*Q*FpM
zs%tUWI}ld-l<{#y_K!(KC$NjN8@#azT0D4gJuUf|^Rq_sAyl<ui$`$BcUB|H3$W!~
zg)D_Bo2Px-ZolpRvfV0QTSqAskpW4~3BoyGGLzo2<<mNq#H;)>veyc94~+=;NIuuT
z{_mjV6%BnEAclb1J@HJH{W-%ialcW{cg1p#RPo!?g+?UQ?ga+`xdXs9_r?rozB+k6
z@qOk!->=qN9JL3ycGK3AgW#PNaGebt40u-p*#4OOfeW{eMo8EnjuGs{rq3Hv<+(yB
zI5+^;B`MY=1zD^$aOdQHbNl>f!P+i{EwjV!9Jip9HvD-M`v##(UhQ;w6x{Q8-}+Tg
zAJ5bAIbMJ9{I_?nLa8r527^hVE{gd5Nm2-yP9Je^GH(*KH{Dme%>Ax}$>g5D4DTZc
z$uzc>&d3XmsXV=x!s)=>Rx!=dfK_yckd9d5Hik!me+m!mldTA9Wgk!G5wv1`khoAy
zU?6anK-&^!hNo?$loS-Cl$2!PLLPGn5E4>sk~`n7T^^AECEI$8vM)W23Qx_Q5K1Qc
zQOQ>Xy7<aI?Ur9rf2MF*_4X}REmZy6FEI{{bY3VaBcwSj3Ak!#nCDK;LpSVozx9u*
z7*%p6`3!{zZy$#ux`b2xDTWs;?%MXzcDmsA%Y2R<JYpFlt&7Gzj>I2G4ZL(sN?uuB
z0b@xVS+Q1f?p2rVLNk+s@0C6)e*b#{2o*CVUS{?u7tP9{sNHP?bFVC+U0{C~N-u3h
zpVbE3*FL}k00W`Wjy>sB0}Tvz9^0<)X_lRLCAdA$b~-;<#(FwVjEek?!$LtXxWhoi
zlVrmO*4~rTyZVf)HbB07wCrq$#fQ}3aTCS&I8n3!&FScMm3Y$JD+_@I{HJ#2I{%m=
zcl_$(0`a~QD(9IPl&Es?R!~vFF3l+}cd$sWzpu2A#qi1SK`E=(>Wl*ctAv!LtcoI}
z5Q9=R-Z#Ti-jJa4Mu3|=qj+JGzqidk=jwoeuqfh3Z+A*wzdC}kpN)6TaAz^OD>}CY
zd~nNSUQY<b`)JY8SOE5Txu?)Y37?m9_jQKJUfH>5WZb62Co2b`UP}+Kk8JU7x7hp`
z6ZR|a-1!$)X|ArEc0_cojKePG!K}d>2_7BzmQ=<wX8qz!?3U{%eoWcJ=4r^uw>UpR
zJL(@8O46WzvsU{Ycdm^qj?><4PuXHVzkLL|bC4N91V{+=2c>C|MSQgm5_8(Rc}pG6
z2hB~%kv*r0xicPX8}wp?4_Qe@2AXX^qBGIporcMsJ$$)AmbZ0B*tu!v{<<w`wt8}g
zc~snsfI3Ln0xy==SoqNSw5`rL)3UN9H~Uvj)(#QafAn-6GnObaV#psKb7If*RN|5n
zmNnkM!xc2ud|CW@wh_t?f$uXkYXVOAbdYBOl!;58g@KJL8e&X0SGO-{`+VxuMSsfQ
zLWdER@rXwZHKAMNQzfwJ@ZukP`F;epSwE?We^Nua4H*!q2MOq5Uf}h$k;8h|AD#8)
z=!MvA^2>XpO%81jctUl%BYg5`azq(Dd3<qcfk`d;<oj8_xGm&DpqKfS$<f{!o7$O|
zgn*H`3`p={0bWBQ8OPj(BCiGsuxxPFJw9Yj*$VUtx`MV3`X|cc1)l;I+c#CdXE3pE
zimcwJ5raeX@11I2&O8t)TgOr>34z4z{6|^l84y6vJw9+Hb%nG=MZW((P%?{}=)wW(
zv3kqrdVSetC+g-}2CdbZ<o$K%w&{O?(7NOO;AE3K5{?WfA1plWl(p6^`9igo)jtOg
z-iFR)1r%rK3xBO?47DllXo#&|aAJkExu2NnpHk+rJRm0$)`Jq7cvr)vqI%Pg#P7{o
z;&NEE-%W8OU8O+p9~`cgf|)|rvCgidHExODcH_s9kH-4X&&(a1nMb8v)0ZCDWuQ^0
zjjJOO-X>PDMWf=TgVFE!ZISs!hZG;4*cjHkka;j7y_-QQm`)Bh%Fg_AsrqMF&GaRF
zA6+}1%wq;2XE#YYirNjpL{SZYD9fJ=BdI^ZBCnSVTw`5THBdfa@edL;mLy~S*u70V
zHLMR$?z?!XMEdt!50SQq@^b$G2zv-QB+#a!VOdiy>m+T9h_g7S6IpkBVQhrTgK>8v
z+V$S@DvFprr!IDui`C58lWQl-ZS~)#*M=$6o4#!L1;IX&u|;JcxA;XR2eoIH)wPp^
zC^Fcwa|FQ>&}tc-+f=8n*pEja9^R*bU0r;zE}CcMi?eSIe`S6NIvN<q;QRu8hTFjz
zsju649t1nRH;R%LE%tNR_vAlOgr|-ybtgV;*~KCuL)F@$um06F!(QtS1c>xg8vEGG
z5pE(vN5Ds2A2HQ$4Oh^o_Qm>_`(h>Eb#EX2M=p^P3BD;JUPh)UWU&FkH0I*U^5wW3
z|A|1=LQbCSB}M1v8c+Ub%5bdQP&F)M%pp=*UsQI4-I=yN$n5mR1E2YCxCPT3X|99!
zKQbeU3)=-H%pqb@)Ogovwejb;E#KbTaqylKIl9##`^FRdF&Kmb;c$^%nTQo)^gGSj
zzwX|mha=_IFO}0e!owZwjZ7-(U@**($4?3pMo{Vu?(IVKHbB5-XyLW+Os;(K;nHxo
z6{bgi^Gq8U6T}cLgWW|ssp$uMEOQStk8tH|o}`<5^!aF)tlVk-MF&<;Aw{&0CqQFK
z2`<Nigm!uJO8e9Pst5Fxck}7fCrUuPQ2c^H$H2JP()#CzNYqJmEg$9UI=!#FZ{r9P
zhMp!Q#W20mxT(5Nde^MUJsD&FYwDAO+FPT>&NeX?9f$EcU!A_uDsx!yN9vH<ip@(Z
zWrQiOBCdfm=IUEQF%y{go0MISm*jJuJFlAcfhF^K{E2UJ^moDa2!@JuHy;=1*xLH$
zvQN~jhqD!w_GfLf_cY)CV^J&hCI~^O`N%f}trRYI);-PV+TDYN=QRaIpR5XDOUjzy
zVF<^dA|wWlA9Fdy&(X%=xv!`^;#<VPfzCvES&R{hGK<MH;piQElWe!E%^Jv<U6W|l
zqY<yTaK*Ss;kWT?7=n0^))Owndnm!RXro-AabC6D>P2@ZDF!h<P6I-AbZMg;ATaCQ
zY~1~@U$=q1?5Z*UoS$bcBZK#(YxOryp=0o}P!#cj<Tb?b);#I!ItAHTtvAAzxav(T
zKAo1Vq&zG*SrCw{1Hl5~fA@n%0FXgyi)qg?G?{mDpL!`bNBZLs*HgU)g>>T%<s8Gg
zVM?X*QQ0^{z1Gxbzu%=z!*|=S8gQynVP<>~^a@b8U;`BIcug<3=uXLGmpm0ND=s&7
zU81+K=7`;`EA%TGr*<Pefq2m%Fl)F1WYMBG+jJ%^2)9eE_+2EoD)pXkXc6_^IE3UF
z7|YtjT&CB2I#?XA!04pXuk$+(9_%S^n8O4i%C8tIFp=DW-RKVacaOdoTzdBHi{Pcv
z+K-AOA5z!aH*`%1hwBV7Op)RTa)pM)ge4>fS6+J&n8}|Ieygint#atWgg7^p-h&)t
zMA=D}=k1dt+RaWY-h{6VJ6iLyeA;fheN4U~F<o?*!Dqm^ur-X*Ue&If!zKF@n#0Xs
zS`n9YI%M2nWQ_&oD@T$5a_VTHh8*Yd6%AI%J>3z+=~d1jUCyt(`R+I<ahzf6fo(&4
zgof>(REPJL#>!$^lZ?IYwam177(s`C#0QpHvU7>aRB;y5q=M`0So7xnr)N%+RQpLS
z9>wcRB!g4VXru$fPQeOh-&AR6-rdW-ahd4l`Yo-$rtnhxn*>7e$V&mZ<rrj>k?hv2
z&(Yye9~%GkX$cAXc0H{B139npAWUs|>Y6t8-)g%P+=bpgG8DeaGcucc62)Ff8vt!_
z6x512tJrw%Y)S29nVOI9UDj9!8S@{Y9tRf+p}*j?sAP`l{oJrvKGXY>@yf=}g$Mp9
z^8bC=Ob5V&a6?fZH?*oy_(J4uV@aAbt_R8aEV-}E)>+QN8YLTNet`){iUZVS7vu9!
zw7w>0XR+{B#g@3q3McPvD{vlr9KzcW!iV+|$d^LoP2hQi%MX}MjkI>?Ou9DBea<<5
z^~0O;n<y07xt^ln#qSKHZh@RK)I5_Vul3}-`rzVh$?3|XTT2aHNthp`NyA`tyU?zv
z^Y+h=Wt@2)SA-{7U96p{v4ygk;88n}+i3Sv;kanKkne1REjwM??>f}T9KShwSy*-K
zhslfC1B!3(pbO&{&s=(U{xg|NuFaW2Jo^vKo2~4dEBxO`ET?ke{Fk&A!J?l>?sUsZ
zsd1Rs9-<xxwF<u<-Qe7#8Y%3m<CO}@{9YUB{Xd=8SY27WH1#YMO!LDZCc`I$I~YaP
zFqs6)Ew(j$`jOmcU%&KQ@khjF33aI=2vMvFx&qw$xG9ZF60rC$nngWAAK$0umK~FQ
zdGK7fSQh;q0EC1x9?`%j^-_8Jk<97K3cQ~^8I=ooS@!hU{qnIl0E$u=1WuoetqT^k
zVq?jS7026e8oKu0H21%>y65vd^3ecSE7)?@l&~W6JP7~ykE}TlBi`yb6-@rs_-#{)
ztxe?|$~hU}>S_yKNo%kYoWRvitP@e$fYk-_n4DBQYq~4t=DWnxtwHDY>1;4`7@4Z(
zXb*8NsQ;Iq8RNUum8)H$!>8!;=*7dgUv{U_CrFM&Drb=IjT3T{88uU8$!m<hP55)s
zN!>A%W$7#R<yOn+NQi5K(rFD&bJS}F983W?r#BJd2iJ2)!42X3uzDTt>r0($hm=kE
z_$v)5u$#975C*{uf@0yg7o<5Na7J^zaOF*&ZhW$EW`(A#rP5)pB8f?>nL%XbGNaOP
ziES&N*Zz*DZPq`6&bZ|3DsZi(l(_(EEP5F+QVLNqV1sUnX~Bj|Yu_F8FCO)Icp|!W
zGnMg82T?aEDMc_@t0(uu#ko&?;CisaZCYqPZT71i=J`<=RF47~eEVcZzWMsMT^#6N
z(>h<N;b#mVc|YNObg3Ltq9v~U!mrMsbMh`NT=YW3_~4p1A94=65kHUWd2o9I+PFay
z2pk=fmjde<OzK#8#_Vs@$?`9yfl6z%KXE=D!&pI#8%e=&>5;=5ofCehy<WUJbl04t
z3-+^0ZaYGslM+}<IE0>Pfggyy?XI~t+6SK47c}~3p1$v+#;%e-HVUEfg7m}djA&Sg
zOilWxk0-p24)Ui7i@!GeUuEANkaPF`|1K*PMMV-xiK4VODw5eGp|tnpZllr=5(#N)
zh^(Y!q(V!iXh@V&T3V<ODSp>^kNdv!JigE8_t*W;dEM7J=Y7s~u6?BiI$AQ1h9n_x
z_}s*b6lJiGt*QcI<%iRQmTNgqceuIY=m$k{rt!!<2@WUZgvHx6QDQw)Og(mS-OQ*g
zURB#dQM2~1LF`jsZ7WM-`~~5JB;m};hxLn=1KO(_({AnRS<*d!rS<(bJ<=(Sb{xtf
zfCLFq#5i#X)dATSsUg_xCVRKGyu15r<t90nw>aH?>62~FphgNOL~T+`GbsC!cwErT
z5vR7Riae}iw^VbQ|2dX2!%>c9%xJk<b-UUF<@-u!X|(u)d)~#P|3r~R12BHW-eF#o
zol2J<>h@oDS|+2DakY_oG_KtdECi`ggl4Mk7p0t*ZdAU!R(o`v>fGxKxDrTF60Mz7
z2|-+flzAdAb)idJXIW688H5pf>Dr6EjtbS`VNfBgYlL<PAQwk}!lI5R!WM_x+dI05
z|4!bb{#h#OCX0)X4f*yUT7=J@<iEt^F8Nfi?$K8a(u*E4PcZ9BYTJ}a3ik-$Mp~4-
z-0;*i{yh;wF+qp<?n%hp(yX%?9jLh-$e0*(UjPY%-aPS-xnT*#YwKlWlatqUg&4#y
zixV@}_c_i06VD=X^-vgxq7s((xYpdcOSfxAPjZX+na{sxcJ`6R8Z<SiH0KE=83=1E
zUWlhLH?(7P-n{2NdXeVSKYTS;V#y&nAsUbTJxa*G=?z>E-BgB&d3Vh7H$4699&6ft
zhf*EOU7iP@IK!A3SzRA)ouwC^`-((=LjB_Nnr3J?-H%Hx>-jMrdCq%$O}ELw7n~xL
z%qI*x1P=d9P@r12uXpB$^s${vc0KMI>r;9!*jY2E5lNHus36LIh1I2X>?z4+-OMUf
z9~Znn>E6w@Z#Nkz=+i{nis2lgYm4RhykAjv^`YSJuz88Ic3Qq&DV1c*G#(n&BE7{0
z#67Z%(FrqGiP~kOq1M~A9xDY`wA*@aB-J*w7Gwj#!)3@LL<0c;lQ#JrbK;{_>t?<O
zO^NHrX3W@dfoUahXHfS#+%pbaM#JW1X{f6De6;jlSQyI|bjdSv?aalDDUsfH@ONW%
z8yp1q3Qf5_9orJS>}U0kFF)^-PrWC2B}lg*um`wdM3e|&9-(2bQjKf4Gxzx~>~nf+
zV=U-jQn7?|sp3GKUm#%~zx?ovhh_J^kliGDTk^x1pKABCe%)?*c2PNinifz)$>z`-
z47d8=o|gEVw6vaf^ER_{>z0ffX9?S<Y@@E2tPBbjBC2Q**Gs8By4~wbPViBkV%FF`
z4ojPHgN@{$!(h5uoid%tgk1Q!)7m99dPD2lLH`cp1KX#@Qp2GeJaUK<>n7P4cBlXC
zTaCnCW8G^%whvA#sK}FyzefR7Q1E~y^rxd35sy;xz?wPXI?bnUj(J?r9=f)XlX}8r
znFhn*L#dBw$y6L6HtDd-GKG`H!Mmh_vh!50B|2@MM0y-N0ZOnWSULm1acz#T{^XyL
z9k*8vNgef0J7N7qh@6-lI3EdHKk2Rk`4O))Iql4tR_2{}HNB1M0@<y)N7mf6?PJ2=
z=MQx#cs2iS*7Hp&lh<44>#J7XXW1BeeuNsQ#P|Y~_)b3Ph^s))^&78)s_%sUTD$O$
z{pA-sc;AS#M3FuoPcRrW{Ay%rLBxurF};p{gYx5>wnWRA2p!0|JV`tADRr9wL=mFF
z2c`Q|u@+t#JDWJ2^;UM_B4ypz4>h-ykg+$25cPHu9cPHcGO|*&PSkd{=<t<!{-uit
z*wwclrcM@xfYZzPo|clAK02E044<=qM4Us%#K~GEjr92;3XoM!mtJtyL|GAgUR5^k
zu*hCGT<r?)@2)#KZ70v_Fm{f}>VSK}RN+K8yJxM`S-ZZON9%@r<DD#1c)p}EA&BAz
z1ZyDO!Po+}3jMMICF{)okgsRA_nvYW_ae0=G%e)zrFuw$ObgyA5Mn>aTy&lOBg5Zo
zn@d@6RehE5lG&um7(r+t+~c+%sQ5v{A_vV`+EjG;wPaGnSB%AK-^uu9z?c!$P@L%{
zQN&_nTx$+q;I^<8WSd_YE;M_WO%3&+qQ575kmI)z^lzx;ohv2OxoR=1Vf+HF9F6qK
zV{`l{3cwL?&jPd&r>@loHnqCp)#ktI-pv(?deW|J&DllT5IyA;q!B|#9Y)|=Al-X&
zhn4B6((tLPMxSjRe?7MA{Cm+E<bQ)}7AkEa*#}aV$xe`z2!`0A-^UJlx5}yO!+6UN
z&FXu8cgj-3Sxiu-7flk3A)XGPb0FCt&zx_m=F)Q8tHQr`;bq>}MrLoCo}A%k!ZMv(
z5+LGscVM#SR5$KR%3<ch*Te!AN*FN#sAmAAS7ZXioNK}s23xN!TC|i_Eqy3VNJx4g
zbwSXw@YkK@;D~Zo2n%@gvn0;BZ+h4*vjYUut9G?i%$O%h{=bsEq^z8*EJ!P0MZ&#^
zG|WoELUEO+sI+svVA}OtKW1%LZt-CnE-$Bmdl8r~AiUAgof6w|Q*B$vzViBAkIwpW
z?0nOCX0I_N>mx!4Nj(RI3<8G?Gwie6bK_+e%lIALHM*PiFa4O(`iqI2f*d$xiJ&pi
zPw@acVw(qpIo7n?>j)K=bE)38J@VYA&?;FboRWeJ$tyj5Y$3;o+-vo`lm13C1s9Z@
zRNb+yfVQjnlBp5{B_}NdXAZwLV4nw7lSH*Tzmimp9@%h2*~5vGhxXu(e{nGbr7R7c
z0@~LRYr=gUYQaI8sXoPScawf-7k=dV5GU-Y%>aP11NtTC^k5~V+SCwv$ylFNWw^!1
z7iGI_tnE3E^w$00tGLJjl7Wtd+yT|z*sNU#x`%zO%GX3)JoY|{ZByqI>PdnPCq~Q5
z{mYjsA5@m9h;cVI`&iMJ|B<J&@S7_oCj*dZ0#0SVlcwqX87-aF9H!T+22|b|j|wbF
z+C=A0I0RZjLntJvX(8_;GRBQrea#elp;;Cyr|I!*lk0uoQ_as9%K;y|jU>t(Wad;@
zDJJ(KztK~`dHurJtvTwZlV>;-{efX-Y^1*?;%<bZl}vP1b6Q`=p(#6y<eFc$GNZtf
zh3C?NY&r2b(XhjNxw9+UoKsT+E2kvBcYJz+i<{|V(OcV*QWH_%tw=YrQCCV*>jq}+
zn7aS6US{4S(yr$TyMdDeiXaI);<*#RRB2d<QAKPoPs*ek&GP}A^E#eyZtZ0{v2+Yo
ze~dWhi&GcWyfA-VdaXY>tta#PJ-1O2Gse1Xy)CWDYNZ}{U@`#`u3pgav8=o1=Z(8Z
zr-Vlvc}spE9UJ)U@GMfYtS>33ArS<Nuahbl{yEO!@p)2AP|lI`vq5X?8MGkI(-v>Z
zf%4L2<fSq0Q~dIA7u82nMrJ?hVZAgrqVY1N&%hp_;c^g7fv2&{$x37E)SO<&)n4>F
ze`bBvfyjceb5*fShZPM+EF2#$4+(PYi##rtnKc;YzkG1wN&Yup4x{dG6DOmHHkv3$
zO~cen_wBFfy1VkYu*91~ooxOlIUP1k!;wc27ix&pOx|nZr~5_p@6W>cp7E!#m}XR+
za~if|fE?W%z(R}C<M6WsA+ER$v~=P8v<kKro4N)D)*apd=)=P#uLTScA)gVf0Ez;-
zK%aA0D@?-iwp6ui#+&hwwgIKzt_xNr`iB0AA^8+~j=(yvgq6;VUV3o7VsHKB*6C~O
zyA6-=PLcR`4CZ=_ZJDCbkloF!4R0N72YTbLJYiuBbyiT2C#689ZpEY0KX*8tRT$8E
z`1M)J_V>E?CvPC5RnZy2F?b3Dn8C<`olA39AFmwVmGP`><VEbtOAf4W8m=>_5Mn0T
zAsiL~=NX+TLp6gq?m<?^S%UL<CW)|{+@E~<EHlUlEM|y#63hzmjJb)6=PKQ0UsPp&
zDN*EyrP)0*&B_0UAk=d7TBjJ7+qIc)SmGL$q|*KC#5PwikDm+#8RdcMN@2Xk9-%u5
zQr884U2Y<xIm!QR8tVXKB!2do<WeTtY%9;ChK8PuzW7rk_G^}}H9uoBMk!RVTLch~
zhlE04U^d5`UZ?io$Td~pzh}jcI++<u-BOkaG7-XihcoH8$i7R%ZuH9ZU%#u_v?*BU
z&eEDI`8G=LkNpXnX!KX{k&^T;DDkiI>YVdzaay4+i^uOj5$Hjp-d$vn)KQ&Z@KZj<
z>`K&@v)_g`TvO>>nZv+%pu>V9py1duu~}@__@wIfvs-S>N-`JBObT1maNX632}Sih
z!i!2{ZbSQLi1WVbZZ!IQR%F`VT*px_O2&lU!dvetC@M-4+0NJrk*1B3GuB2)um5&+
zs_5{`-fao{nf@B$_Q3B=W=1nfUfAiM2M4X!kGPL#Uug-R7rgP}O&xy*4n2~%n+yLq
zvNF=x5}SgS+mWubhntiAR<Ttp)c7|rErDsV@BqT4rQ{*=j_93<BHzxkbj-uT>mT1e
zVpYg=->K^gk1PZZAWIs_TfSymv>jPHS?NYYl-`{CiRyDDTq!F8>;b?gb_6Fj?vQB=
zKTm3|N8a2G;+vO<Pnlfnw}^R31c=@Qga8=?3>s_n`E7pq`7&GEG?zeZrUjGC0Cmp5
zGC-yEGSn2}rDz}Cv}I3p87-#SHe4xmkk%v`=guHF@ufsoQ*v>9MN7}J3$6N8V?5xj
z`>r;<)%%AD6ATZ;cDD7Sz8cw<G){W;yMm_Mo0f}x@wFGcUt&-aOevGFC1fr)LnxpZ
zK3Zd(nr_0w{b9^1zd2#+I@@?wTQc4Ru_{WZU_Ki8A2fI}c-7jX>O+(b1W)HV%pGHT
zo{>cb6@el+4|8==+qf%pe)+cPY<}*#SWGKjr)!}{31eM&E;s7fN~W{}>xr1%)RfoU
z<UFQiCe!xl;P)L-nUp;X<VxfXKzr{AS*g%56}1#5O^DdT-X|wbljV$+FRwZ@lqz*m
z?fc;?bV>k38P)I%fVFm?qZM9v2*T++U70f-vC1VSFTz#^el|S7DSdDWTgr@U&o!C;
z18s;4Fk-Ty6cV=IUUA^Bi5)vV<5d?MdsRi!><905G9es*oI8Yfx<cp!wBgVyt`h$I
z(!O#_Ft_ho&d{i&jhiXM0$LoB++Y_OR(0Y?eb~Zj;q>hEAzqP@WjCG5x$JLpQz{)o
zG3!6fDwl3w!|A-xv*Plf{Ldes7T5fc-ICIm5sY|O@om9%2x=ee?|qrJUd!Z}sn)^x
z!RJY-!u^rbOe;cxHbhu6l!_yqk^bRJEc?w~`#|cW*1hmB_TrN>C=C@6B3w<dS%lM#
zSktU|T$xX|T(?oVYg1k=xzecUXESAtMi?6SeUZC^VZoA<#vWcPST#BLpu%pi>6ufz
zuNerw%ZOu|*}q^EuzP;tnPOXhSTBnauFSs8HIVGdLfwC8;)a`5Z6JY661NG~oQ^y3
zJ@)P8sE-ASNz?n!Y6P4zCkar4|J4S&;KbU<gtFi(8Z<YTtQF6Xp3EuZ`~!z<kcb8i
zs|pTl&3E%xZYYt{$&Sv>*-@=VSr~{8w0IOSlJ-y%5I9<)?7g|fyX5cOVgu#^6}lV6
z_G~#r%QhqlFk|pO0!;4A`$<1M^tTDKa*PY{7N6ALpnt5YjTt5*18)cQ&>;5(M0MnU
z(%QlixjWx5aI1u9j8<f0l^k_MZNch{ERgit22^q};XIbb!nVKpre3RW_0GUFRI_}6
zd#6QLB1sQyyeMoA?k<=f@bs>uo9<_SadZ%yBO1DT<}=#kyYs5`=!2nSC{a<4bmE&m
z-so4RuzTB`4V6mUejQgD;&jcPFc@7;cyMrAClNHvBx_7LvtDm!hWwAqWnZ-(OrD}D
z!*BOv0@@Zui^IeSc~sve;dENq)dbe#x?d_51$bXIOx5^vIEs2CS@-+9t>K3iBrNwN
z`WGqbjYJRsilUx>Fb%>&pyR5g8$L5jYsg%*wD!Yt^9^suDXoa;-@hv0fcDcj*SU++
zCXgT*B3=a>x9#BO-X}plKP@+jr5Y(2Zr|auH*wc&<E9BPd?*TRL_CrVe#g9MIUYlg
z{kk+n?|fId87?YO$e%R<g`6L#1}YJf*|V0ryx2xc;vCCpr(ToZ>JPoCl+l4$4;qI1
z5g?%i?5yZ!lR<@c@ouNpeo08!$coMPuu|$g)^v`Nw<bbuU9D{K1|%RHLShvraH?#w
zaAzj_jhO|uk|%!bn?BsJdBPM4VFH*V@o^FJ!UmnIOFKnBpHXAYTp_q=oe)3Y5djKB
z#&^QAw9nlaE)i}KCO+@;ot;xJJ$(9d>yjPz9=%_0WwkA*f8KpWt}MO61v76&HdtkO
z?7&k|^}>>3i%S-?n0%|@ST0L@IXYDmju;DKlz3zXY6QCbNZa6-yt6kF9J;68zCYVS
zmDBq9L=c%T#N^rO&E4+3R<$K{fAY3DPcLJ~CAM}%{fVLBTpYD{f=_^`VJC~0Ro$Pb
z&)pu->i8yN5sh6vm68;pHY9TFQEx4nn6QFiscv~A;a5AVlP$0@jrK5+ks}jnkfWg{
zGm3B`e0<xL%(w0@kDRG>r8ocJvPZtZ+P&!~grEVtj^a%j8S-!-kp+>rML2jckfSzd
zYMY_jS8flLc|jHv>Frep#~m4kg)it<HQS3+-Lca{qds?T=7e+jm<kS45HNJmAi)k2
z6QGJdh!MySNy9cyI`MYa_v_OPQh%iGQp~tz>(ebvA&|{a(iWW8;3GhBUZ_Y<6D_gx
zuE~(lsk+Pgo0fT6WKEO2MvjLN1WU5=7v+z@*7W$(I71{2jw}h@ur21<*aQ1HpQz#B
zMIdrGiA-hU!1-18*1meu^k`;)&a$N)PpZAut_)HD<jR8DInFS3WLkzT_Hu(|+h9ck
z{tYWXr3{=)d4EFd^0K~YuG?G_L8ufk?t1_%vAf0NUvnQO9pS!uE#7x?X3RYyES}Q7
zai1A9rN+-Bu79KUSbci09_KtMm%}b~?AoNaD?(A^^f_iCgex7aq=>bW+|l!5+)(KT
zZs!I4Y>KNZMLIq{x=Tr_I1vH^z6dxn5N(XEH&R01DRi?agiR~_qBOO5e5>6@{)am#
z{f!BR1Y#<s=;`-Pr|DU5IXO0#IY(-3Iy(Q-Vd|9O2nf@%1QzUzJWKF7vFVkQV~no}
zZU4$HRqr`^<LH<2?WN3%v9Wb^M{Ixw0p%#=n&CsW9?a3TdMsb`V1D!Tid(VrJR4?E
zN-R!^xC6+$3Eu}veG-F<qt?hRU+!n(_Qk$!eZ#@E4qur`A&r$dTtqR}JA97&-gcxb
z_K)&;iCuJhU3&BiJM(yY2@6-aHYgUK5R#0w#xD9tT;8_r$qEV4%XyjOr;o4vSC|{U
zeZ8HFr9BpNb-1&4OL}Adx2h-;R!Q;1$DAJjiX#L5kO!KEc^*=FFn#n<*M;cU0osZ?
z=4{e%qND|U7ogGwimFC|sUVs_eTBUdDX+>EtQ!|Jt}}L2NqlcKq{mE!)OD!BDCF_U
z+n3%Fe`%|Hg;?n~z5O%eiuSloIHQ!;4gz6;<zP?wEQHq-ED<r%6OWdkHa0#YA~10{
z3g&{V38e<<f()6G#=~hDwf#r;i&NLrICrbrhl!-@SUX{UIMfZ^J<^4zaQ$OJsl-6W
zG?BgR>(6iYxF}~s=_<qq-~c8;1NZe~W%<(z7d@*nw?D5CwXMhD^li1*lwOL%@cz1F
z5gy=D=xMfd1ebEkulINOS@+u5SdZ8=?(D&$f}1F9n+Zqe8`H4o0dKu51|Ro+&1H3;
zA+X|pjVkMQaygE4mn6*t&NnI<;{fsg=%d>4>xhmkES3l|4?H<H^$b>!dYlr;Q1%#M
z@<GBWu5=)S3t1Bnk7mIIwHMud)f{;XelI(7;hoX0rYMImb*2<yh`Y151?idaCxA82
z8H(aP%DAyc>tj&Yfij*+%S5IW=@0EHCjlUm0M~*{WlKDJ5JWcAZ2=43BH&Zl9LQxf
z?H%pqKH(b`k~Q&kgd2^BP9jPxAO#R^B7{vzD(%IbVs0m1k-9%J`f96`Ssq_i^hrZ%
zQ-HNk0K$6=Pb362Ae?l}_>IOxVjRnFHD^X#h?mk0y-vxK2!{t~+PJ%dI}3d-RD2yp
zZsKyTiX!Gr6Y1>wH0JW*XOg~1P-k37<@b+F(?w|5Tk4&~n<e9}APjl~_!aM0j$Ux%
zdfJ+V`j~TK?(hEz^g;E}a5N3$P*}RB=Vg(V(DGgDYS=<MObn;YrVx&}Wehkvx|evZ
zQgk3~tfW=sq-7Pca?LuSHpOL=4((XZCw~3z>KoyYuF|1+l`D|@&{c-h10^^Rlm0$*
z?WL!aoy@e+=H#>*IYoy@mnlsXy1Ju|r^M@qKg|3UtPS3e!f3YYg=4u-cNTx+7n;QQ
zf4rs;Rh)z5XWLe@cTb)DJxI7oclE2ido~&^3+ZA;5XE(n|Id%%38xViSoU1VZtWhC
z91gdrIrWP#!}$2nO@qH-ZET@XBPyT(FFdlmVcDD3iXZaynKEa39*5c<11B@ZNv!_`
zMh0#i?3_N3Tyrh{y3c8`;rtk@MoU$WRsR9TRZ&E^cecWOqlRp?b<@Ja!`^*Z6uaD%
zQjK9lsd7TZipg0MJQ=6_qg#E3O6RTo?%49_+ud}J@~>ul{U4NZJrhwr_$F`fk-|Jp
z+vy!9q0V2dWRJf)|2HhYQOI55hxt~fmw(`E6ZN0;OQ9)o0oxb8RGGiR-1oszh0<iW
z2w%D)K=(6t{q!3xta)h9#UExdx|HqYA4^3UjJQw74>R6*<=!##xf?IMa!trp_qTuA
zI@bI*f*?`g6}nJTKWLL!2)kZvMD&46^&v(FT9RsHi?vdB{|)P=jPcmsFuvo@H|xL;
zBNjXD>819an)ClUoRUE)TG8Lw^g=A1M6x0cvcI{@%&FNv+4gT>2=9Xa4siHLFvP$9
zaUdI&ThHWin~XawV4*$QDO~%d=vL7G@4wMdf<19W;|2m}z503l%L|FeT~WD$ItgWq
z{<;x=n;iYjO3yty=aWzR<hLuG1Llsc+-lZ6*ZF^*8#yOmPe}QKmJ@zOb&qqtC<t_o
z<jUXMH+rStgw^JM{x8%*24+S6Rk!Kj7R?*`I3I6Tyd=rt_vz-*+G+puU*XrOKj-p`
zyrh;@Mb}>4uZXT*u8^dG{q-M^`M?*eG?Fk`x&GzIaq~vo;X~hC3~FCW{0;Kgj~(7W
zuwQAlM)K1YBB3isEa#6#aGd@h|Agrq)2vLY^n52*zf(S5YPB-cJ9SbZC7%7`e*G~O
z`lr2cJUh(v(z#gSyYoMNp49XDOf~oS|C-4kU-aXEoJF6`vlY$ND<6uhWk`7(JFxt}
z{$k>X%w~PHPxoWzcm|hZ?pRy?c^;vS^hfYdo=7c(ehi57{_3~UkV%${#?MCWr1?g7
zUjJIDlJp;wpkbQRx%uq$O^3hzD(jkkxA3{)m&HbZ0}=a9u*4_JMVCc#z0OoQpJT~#
zZ1<Ie>gGLv#R2OD`Nql?8`myRE*6~=@MQMpeC-FhYum+Fru<(h5E$^jqYjwdo!L95
z-+lFYrU#b<G?n&Y5%{V0A4p~fZuvB1|8<K}Z`QXV+#za`hqJe}{}-CUjjhC{atd+B
z-q|~+<?W7MXFi>HO-f7q$00*^3TDl`RV{s%(pMh_3BQPV$HgsMuCaVxM#g^-M`x4R
zXQ|)&Rs{#g{#u!^kIOK>=t5z>V)Ea?6lyI0!bJg3u{CN-RlUpPOE+AFxX{0$AUw&1
zVUoZ)j;1V{`@YMAcA{d*K|Zs)cM@h>{uPRg<ir<(8U}BLE-mhw+_Kp9IgjAcPYt|W
z=PUmMiNCH@+R6`jwrSLKi|#V$9nmzMb#gKH-*9BuHnM;tPBfhDF+AyG>VW55?oZJL
z``vZC3NO*2c>Op+Jtd@0Bt+nq3FQ?r!>@|X>QA5j@N|$lo29OEpCe6_(og8EIKa7#
zES2<9vNTNO+ckr0hCN(DKl@(qN^n1y{n-09MGtS_fkG@vVwA{?sV6V~bRzQP^4*DI
z!xbIAx3G2Dlqu9}pC6K?!F2}NkdQ?@WFc!ky4t$ZDgBq^#akLn&ZG;!A^#sAiVL+w
z&jw6P<IKgPxGg5O^SyfK&sF7DkURO497}{E5y}cWMxb92#d@&nEtgKMn_rNk9lBY+
zt@Kv7hDh;b3PhwnQg#iRkFBi-cFr&|{lTk-;%g3qEjq{Qzi<@qDw;SR87IJ}26;je
za*Z+1pX#jk`=Y%vLr5!Y*1?yQVh$P=N~;8mBhta3kR$X2#>y&Ru9|Y8@mTj*RA=n-
z%FD5Ryf>)-c9%p}VONlS!Tuu&8D)U7+~-QejB<^+kC$1g4TR`jsGJ+J_%qug>cInj
zjd0xH?aPp@7t&X0SVL>df=H2D7ivyx2BddBvRHq(Z3%-65wGI{QzE*Y(z8Ph&MdmI
zQC@ty+QJ_J#zuKH&e|PRss|8)e<#bV<ENig6jA6kVSGY5hk`Oj^J|ZN!zC=aI&wCP
z;eilN#TUtxeDr_)3H_jA>q}#crWzfX6#9ter`(b$29Ieebxf0|&jObn32hZ7!JMa|
zpF4l!@)GHt_X08k*aI)La45E`|Jy$xmP7pk_G`tyx6hu8a&Vneyx<dgL)LLLHsRku
z6o8O+!H$YOOwq2B>nT6JYiVrVN8?+sHuSGO#Xur^J=FDpxD_aA2R=IFma)XDQm*Vt
zHX7b)J}qe0lwEU@R_~+=VIjdCj5lD6KuJ4fPjRG^wQDH^sGo1&pn5SwLs;K;z#~>P
zkBJQA@4=K%nLT7}hTK9b<Qscqdv>}<S?Zc^M%H#gqn)eMmZwrWE~15i)RAD`#XJ3x
z-;a1nY*plZ!EwT8{|mcR`?r74BW%@h704o5`e~+~Ve>y-_jP*spjP#Cy=d%>>OUYv
z<sUFSx<d#MTvXgNj_p5|Y-W<Gkl9?+b+3Hs#`ngKFZurff?prBaJUmxz&~l-IhlVW
z?oAd~M`+8?!Y5yC6QZU%Qm;9z&cVxyEcq;{Ade0DH1OOv8{NWMx^0$7kF~`o1K9%%
zGE8G#!Rh7-<*3K@Sl>S&dVHqeim(Nx>sXTto$@Fx2>u-R$-zp<icl~&TpxZkpqORt
z(WS#x(jQQ)y<)gh;OJ8Z6#_);9ND>XmfP9#&tA>^KKYxEU9Fk3+V#*8{XYRH`59HZ
zgOdRvj<(p~B|EwCM?XB=i#s|m3yq73l)Ru62l~v2zn|b2CSwzRV0-eE##fk(E;J4Z
zV3%hpy*-mb5RW1OTN-Y!K$dirI(^cAf1P;a!6g;jHS9RA^G*M363?{Fgq@Sgb(SO~
zIg_XPtof?QvFTY$Y(}${yqQh{Q*b^Nia^BCz?K*2=c@~pd3|_gX&-KysVeyX_$|sd
z01IP6GWZeBd1NdVu#HcA+4~}Re4;(Xc9u41Y!$crQo~pm-MC6<)=&%wW9j~OA!U$f
zSM9N^z<jx|Wg46ul<5+Pfl-R^7eNpasG0C=F>yLsEcW9GiKk*LY4S-2*Yj!WA1ryi
z>I4%t<VYh$Bl=XaC+*+UFeycofcBVLWtW*OQM_TNnK3>P%s|*;$QpAOKCN>vVXGf{
z^6A@)z~^^460%-UJ_(p1!xYO@wt<FCYm@Y`?mAtib4}j%s!gNB$DEuh1{D;yLcd0g
zy5(43MgH?U<Lx4E&PBcAOQ>bN60~USPZY}0!Tq;{M`O~Y*Mqwwv5FHC^(WuPH>*ar
zey1#aXm-dWL!KkDz>bO4#{*s0U33(;bUWT?sW-FJWs_r~fvkvdq0syg6;zr9V-?LB
ztJS<Z5_j?B1B?Bst6SF%aWg@XEtdX(dw~5PJ)f`zS5lV9wgsH;iEfy;bL3Z!oNz=F
z14Wzwx>o}!=_r7!sJ}(3tLxF)usuH?Yubwk+gXc{dH#qi6Al^3KgFMQh~mi2sEgqe
z7Ewvd4SwOaCy@UZzdUt%@K$K>7Nd{?!nW#w9Wyr^o>H|}GuyB+XIl3&EM2N0ket##
zhtsXt4%mZv=Nq0&XDwFx?09DQrD18HM&&GK9GDa#fCZTu2;<_M8m_f<k@x%-M#d|=
ze_?9nwQ;H$^LR#QBGe3W#c*IlR-NbKa0$zY=U;5teszPzF!N|KIG6Z-r2X#P8iy^R
zzptfc-q7EklEm`u?X&T%|AIkb<wSo=;<RvWs*IV^7|grrK*Ez}Sk)}u<EQ%xn3uAo
z6`T|>t-6p`4&7-vSuEt-v7F;y*u?}i<MvFoRuJ=Zv?p}|fPl9G4~>RuBF^qmThm|C
z#e+y-haizDjpIcNTT32(4K?q$BAoZ}R6`Z1;sVlE9)cIhnmuMO8)y=BjlHqM2YI#g
zRt!A}WF@&T3}p8E`hp+_vH0^%8XxLpaCf>MT&o?k>|)xQb+<0lS3!nMA+I<ow`1O(
zyenj03Wo4+boG)o?`IQ!FEEEbo;u}l=)qA$@E2_IP>jEcyx>#OX9?n^;_pt{_P3Is
z1ZG4S_RtNnawO^x;?`(61?*t?Ymw!9+tVJ5@y|`%yXNvjqh3-@1Ua1wQ-kw}cMt$P
zR0qH|ZYkz@!PZ-us-_>{6FW^NO7=FXKu^SwsS<b|9I*|4F1in<y3}|}%#(0fomf1d
zbGq{$a#=(zW-@^mN=Qjk6)G7r(}`o+Ty}yf+5+*VDu)Z+ua*fYQ2jSFSsa6g$uH^M
zG`Iv)<Q9Kyam{syb!(`h*F*sEY=OrEOo}$p6cmrNz&tvo3{Qrth__uZNlRV(Lbd$2
zPr*bSa%6#$M7Aqg7x7(j!K5{s*z?r%t0wVJzGr?VjS`d|Mg)I>+UW~E7LZ^tv#bKH
z?G5vqUku16`W?2=IC=ZQQi=rnL@3w=iE_AamWHkJw>P`aU3i@H$g1Q8$M*A|*?*tB
zJQM}$pGku%|AzG~8~iFX3pFDnzG(9t*!axv{>1->i-!07@}N0l-mmR<I=tHuKe>5f
zYI|6rT7A;X-xEjsQ2$$7n-h`$rZ;`^71RB*m4b4%epI241f>rAZb+JhFlBe#b9*Ud
z^Iq|J!;yh=GB*#6Ipu7Z$`7TF_i#sX$wXEzoGtt_VDbWH79usvw`$l_7bgswdyJY^
zk|HZCl|<0xR1^eB!_TsU0=DIdZBu!j>-LQ6n_7I83+wFXHVOYp3qBf1)C`mo7Ve=<
zt8djP5H3`}gfDr1P2}E9y0IDbP<$vn<+#ishgq~(4+je5zS9+X<I^*OwPOZOq;&=m
z=-|RdCS*18J!XIOwL__=F4*m6iam?a(J?!dOnLgmh>}xy+BubuL%(=Pgg@-l==5%{
zy|Zp!2{*U**||D1ACkFlh#KDZ1*CS=X%`NQD|}VF8chCnwLNK_%>pSmPBq9B%$)UU
ze9=idNhB2#zC=<vqXa7KoNC%OlZy1x+69tgYmO=&F?JR;|2qsf4dUKA%xItTZYBOl
zFImRM{1O}4b2zvbS^o(n_JpZq1`V?nzF-g&BQkr(FuOze)zKA#XYc9!JB$bfB<nah
zf^)LXR{waxhq;0~0@#&yCd<(Jq}WKe4D1WJLOaNDgFS?>OE{V?P-KP_#)#_(f(H7c
zb~Y+<%67p0-S^IlztLyMGHkjvK<n;M*rO!Fhks7yAODE{L0VBsTHabt1$&w#H29%;
zVC~T$ZqfGShO>_6xxfCO|A5d|$_gq9GD=q1r2BI>=mfE3++JV3Uww%a+lK_tXbSzO
zP{^>h;Ej8*PxB=fp6C0m{%J|qhi#24D+Gr+$f#p4;Ayz6jV@3k&IRq3k<f&~YOd^k
zr#fKE)$(net62|gjShSMo;uESVHDN2fIYOOTH!QhS=ictJiKjLS!3@#!B5pajh&y!
zsd_?lHPV;@+l&`62h#+46MeB=ev(Z_YTt(HOVT)4tshK#EL9NlPZ(J+nduqD%+I`f
z_se_D{mYN!M8tG5BBG0ONr#jdqQ{_vJiL_54(+&qebxHVA+O<v<+5>peibkOwS#&T
zC&DNQ$>m0LmbzV4th*DKKG>Vn((rQHq!@}j<2Y1af(+3hE19$(Q(RaWR?Vfq^ykYF
z!P=~|(`HkA4iI+o^gTh^9&zlfAt_hEQWlGz?KHb9r~S2z?Hs|Cn=r+v#?yB&HU*&c
z%v$=NkXEWwi_8OU4%SG^?Be}Za>h5$h?T2z0ut)TkQ|eorryousjros=EbQ-#15PO
zI3`?@N5*cWeFR!QsK+Yw;$v3ocmC80_F68Mez4Z~^y}zN341sWQI8LRi29)L|EP{Q
zL57C0eV1DNe5O+8N8$7L>gEsAmhHA9C22&5ewt7O6?LTU>at8u;E$H(im%xfXU#Wn
zknJ#O{zDL4O2tEua5EiJ5Fm)8d$ao3@T|1~>Zh;usN8<K?sf>px&ea!InLRT+(VR0
zz+vyARwOB|Uz{5l^;1SVP1zu=u5ysEZAexkRs+3P-JoeB)NzH#YETbYL{4LeQtWFV
zI-5Qm-0Lfy`10C%3di`s#1;U|#nKno1hGI)Bf(lj_bIns7Ax@VZ8&ZE<{-u7JW*yA
z^!x%12{%LHws<RSaDMZb?eJyAmmd5i;1hDvVM`xrv-H9daQHy<B@48W^7WnSRfP*1
zv2`BJHUljgzVU)QW2E+sFvM4)E~YDPXT&U`>nuGZFIhKQ3G&7+d^}BU<FqG?1rZR&
zI_TOq&v1l_ext#;z~W=B50;0&Nth+-@(&o&WU14ztoFLro+_F7EbmJ$LA@?PS1u}S
zhcPvxH6!{`$RUhOWS(wX>)+0N_IbrA=coDeF2+vpnnUVv2n8xHwHl`DkMmPITLl#?
z|HQ@Z?~Q+{DFh8!uN067FA)sPWlWL@O+{uATT*E?Gb3I;i8Cd`Gd6VECbfIR+JOuh
z;($cnI<!}FCT!7Pr7p_uj;q^U*Uvl3>$Yg^QGq}!27+;#s1J?tg?LU4R@T_4;v1O#
zp^-P+!AEe#zXIH>AZZ+K2u)H}7CS!L{7QfELaSAu69vRVt}k@yc#`(-D5OLCN?KvZ
zD>{!3>spw~O7yg)scLUs{cY*L)7c00ax**Lxqs9$T(&jJeBQt#p%uJyTB(1B1Y_jm
zA&Ou)`obr|<9*Rq+saxhV>*|rckQ0T+S~tm{i(MO%R*Bo_fn6ZC(7R?Yk}Y(2ht1-
zcZ}>ctAuT6Dq1Q&UXu`)X<J*-H#+0gTXXW_d&?_;EqtFn1k$*Gx(>GRRktmkUP&x$
zSZK+m!)|k!hn2;jq=m-P9}aX~QIIBNym90`-;&(;Vd~4$RGZV=&T$14A0`7$@JJbY
zcr>H^Yu<(#or-VcUi8kB)H_x5s`uqFc~fF95JDPvIN<?3DA}#F^=WYNbXKE;xU$Nh
z)nk{Jdk(E82jfeH-NKC-aAC=yMwEC0&moZv&UvMGbM0xR*#UZU+K#F=@psGQlVTeE
zJ}^JqP~DM|cV%RiAQ@XlUPTrQ3c0Oy^u(|w+n`Wiz~}F@QAzpDf6f7yFPW24BiA{0
z#@*tc(LGf;B%n#_(>)oJ(LX@wv!e=k;D!LQm@9k!kM)&&Nh9{xG|nj(9nAi`X44-C
zJXyuc-4~N^PtLp=uup13ar@4hqMMYOul8~NF&2LaA+ZG>0HA}#^B%*lcuoE)x^ahx
zc|>LE6d_^q$))cEO3On<<A@Yn8WwTK-sj-OIUUw39wg_A(TcTcQi^{Np}MZaF{HZk
zja@sS{Oze>rf1CUev8(fGM8maNOuaI&_4twbk@O5vEbpk)u*CtFDbO1+8ObnWT(Nl
zN!@=Cq|$}qtHDDBfu+)N&GU8)=B9i9%3TsBe$7?v(@i!K<7flxafS#i)WZl=60D=;
zK?2RSurKMFZe2j`klOhjB_-5YR4tTfjUb6T)#XuEt{->Ax3U!xoGU&^9<H1d(Wx8$
zx^Dsiuhv6F*pcF%j^x>-n^wgo+jgjDxkWFGYwsXsFscv@U5fy%e;+yl*p4tgi8IIj
zFT9r?dlGis`1n{W+g^$e6aj$nUKDu=AJQFO<$hi7a5Y!8-kHblDxEpUr*^cln>3=}
zP2%agn}QtHdR=|ih0c*9a$l7SN7>G;?K|N|TB-1%DD{bQonTi3f0;}wS@3f0iQ1|A
z{MNI-U#@VNn1e6zh&qs2NmQ2|T*?A-(51H)r<N+Z{_0eGHE&^Hx%i!BE~L2v0TF8>
zBM>1(6+A82&s7F7^=C#mu56msFgs`a96>E^(rN(X?NL-8@FLRsN4~v^1?_fK^$&8r
zoo3Hlr<qw>|ITS4eQrdq6!GWyoS<>pe1&pdnfqHplRKIZpYq=?QCUeN_Xud99imJx
z1V9!u=rLvKDelh?Ue#vGS$~huzi?oHPJv;}qnG{0rm0`gDOCNIA#-!juF79m-QQL6
zl6FR*fZKymh%B*3G8oG@v!iONQ*MW}Z>Z1vsDHslZ+AQS_mF@}ig*zCOjz`2*p`UF
z1z|PgOVhXgzO&0UQPtdG1Npk5uGM63Y)cfk1U3~aP4Rqi%rCFPb5rZt#7`C3Y|Hk)
zuJ@WG0w5}R9Ha(R*3O2V+e~)PdiCw+SDyNQ-m7)_(|zw4gK@s$0^$1Eo+Z|i@dH*y
z2|5Di9a7JF%oPtZhQUsvBA}492c>Rt!4_%MwMV8-eVKA@Kp{({v+VKQ<e1C-q-_LE
z{vRC^-z5s#9(n5hwoGbpS(w9unnOR<lru<B!^ym6!dIfPrC^=;*EGGe4%|)e@)v02
zIL-gS1c4%^5Znkh5-4lohRWgMWjPmYaoIT>kv#HxlHz09GJd%rulMA;;}6m$^e+OH
zok(D@hY&U!?6A&Zv*yp)f;ZJ2(#^M~{x(P}AXPpz9;slUt|9L_ihw2N<!MkAu=~EU
z%=X@Po`z1ln$KPDFA(zr2)z~^c^z=3r+_tAMf<Lki~QP?xp~p5#=UiF{ZIYr7)WtI
z-C@vq!V?j2`3pK|V5Kf{9EXd}KVMb9@f+_JN2!Lj97BJg>}`owlXQ(p&Q}TByH&Zk
z?6;Sm*)z*4-n|jRStg34t^qSdBjG_M0tbMjgVCPwwct}##5fFA+8yiczdcr9>TRgA
zr{iv2H2EMPFvtW*kcZ<)>>?Fgjy)2Xv6toZHNKZR<$Ka|M>_qBSXk(DWrEQss-T1w
z&KwkTezd%EeT&_>@fjyCr;FVsITw)f#7*<4XBD0fi<gOo+BQ%i4xDf-icyQd-9Oi&
zo#R>F98x{Kc1<3sMbMEXBc@+wNoOk=Ys~QI4NKwb5E+43HJQ4Ky9;)QCM>2;lORa~
zsR(X@c_=`PG>wh(cg2${ug9^?p1&iUmxl3R%_J5T;zRZjC^w2H(-LipGAx(AsC)Ez
z-KVemhIdM86a2M#M@Rtr;J{;Dh<d5uTywW0kC$Iwy6-&~L09*rt%Ir;K9%q#&4^<H
zK|(fgPh=h>)HfCBCC~3SXdcLRKe@X<{9xDZ{l}Syll5`QlS~+sF+UxnN|AFe7f;+d
st9D?N-)+&9Ga5`J&;=%pb(jgy!-KEh_XzFKU!X1iJRohS<g@($2T!%EP5=M^

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/db06c76a46083783b675e5a5ce418c52a400d350.tree
new file mode 100644
index 0000000000000000000000000000000000000000..8c3ce2187fd20e3d470d42181f2b9850278af8f1
GIT binary patch
literal 1307
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkAnA|bD*Ixe8tSv<sWu(|_gv9Kc&Kn|BW~S%m
z7o{>pi0|KRamr-M%zFoqYi(S9IQ`+LN~kJF=a5iGAKh^OAQxS?AXnEYSG}y_{5*!_
z3FY;&30%?>?>v(JeM;t$;;d^wFtvcy>ZMmPxZTve-`rT;y40fj?9P%nHuY;}c`)Tc
zo*^E-t|6Yz5R*^LW0<pK=~}~_%n#<W9kE3$(Mv?3N}c>eJanBM{aid<979~ej)L0|
zu<A`W@7>IfXjUVq6Bi#R#s8gei&Y!Mmd8`s{q%TUxDqy&#r3Ag?QN_UwL@0!>**7q
z>mQJqlS5EF4hLQ3U$J)XCML%xy1K!xuD$dA{7#dD+5p!9F+16u&HR9KSbd4*iNwuY
zxO_M>PcMh5^!Ii0^m8>cGSm%r1_r+$M8^S!vTLu?o12w>yiCwP^k7~r`@cr04yeOT
z%pof0eKc9hnx8MRC#?N>)bl4Fy}7FVQB}gdh{qXzjv=05uDW54KA@2I^oKg*#-ax+
zMc<ywIRD&Td&=(i`#bNb9Do`g;27fU0dYc^ZK|SKrlCaC<)<&tvs6D+(J1tSsq%0P
z#xNF?Ue=UvZ*{+R`_r?%0(t`OM>pn3pXz|=3G(-M)5}d^nEvtNtSid@LLJU%w*3xV
zud*ocY7JCPkgKDMuPaE=lY@N=Cgrg*J-hSFd|{M;&zTQlDo{ni{-Ht6uE7vT`X#K`
zu=LE89b#2M|F-e(ejv&z26JRmeo01rQhsS(N@7uEd~Rk=fnGr+!_E+k4$&LmcR!r>
zJX~ITgVij>yi};c$@#fSnR%)4z*qyRw6C|lyHDosvM<|qtnJSbeyU|xa0RY1uehWr
z5vVvNJ~t6;?k1r{XD6}vq`r8zCYSZB(0;z>_h&;@rxm59R;9)#C+4MOrX-f6f(+lm
z{%u9a@4hCzpN9SoH@3VIW|H%OD$hvGDM&4f&jC3F=IW!xENYtKI~Ifm)Hv};oecDU
zwTBC;JTtGjAT_xpK0i6Rw5TXGFFCasWI=S@9>w(!jK5z!apJ7s=WLEE-M1{DI>07_
z90fOi_0AdX-<FA-_-NsJDfz`dy(Jx@kx<128HvR}w`Zg#XM>ELfBXMIzx!RQ*E}`L
zv2=Xi-1to*397OvH9a*iwFv6LB?A2-pLT9}VZv_y>(zgA&5xz;TA>QdQj0RvDpA9O
ZZ_fYhTVIp5=<RO(Tj4PC!F(ItS^zUn^U44K

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/df7b16de0246b1b8c9a443f6c5ef0ae1ec4ce7b2.tree
new file mode 100644
index 0000000000000000000000000000000000000000..3b307083dcca7f54c4527a80a9162ed712c71a0a
GIT binary patch
literal 79
zcmXpp00M>N{FGD%=M__SH-1T<Zed|`n#WFCLCQMxkD-BqnTd%)QE6U$USdgRS!#Sz
ieo;|=xn4mf!xUwKDb>COVsEQrl~>fwdfCUKehmOl6&+{*

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/e64fc5419717800874561bcd3f69e345485faff0.tree
new file mode 100644
index 0000000000000000000000000000000000000000..c323d3ad18ea746dd2afb1809760adf7b82129a2
GIT binary patch
literal 219665
zcma%kc_5Ts`~Mw9ky1iP2`yyGIz|#{LrNt}*&4Gjj2X?0tyJ15X;BnfP*U1ZDT+#>
zB+8O3?UokHLmP_vopUcUL-l@t?;p?GANOajvs~v|KG$^)1ATq6v9ZQ%AC`bB5b#*u
zK>`LJ$%$Z_#4u<6F7fv3c=t=k#OPZa$5<cyPlIYeF`<z7K{OhJ&*$<;Odd6WL87r)
z0p5J%%BbZPkAJV-y+tG9$p=ZM+qN*B$2iQ8#2}M6EDnRj;qn5gY!Z{r<?;~c`U!;w
z$Cv1zswJOMU2$PgtJN-jA%aN_V6nqU-Xu1c7Q{zlB_BGG$Ha~w-CpI(8@5e-+2exl
zq2JOOG%lS1h6R6}kF@Z#9Tx20c0s>erTC#AC-v5G>s%aSM53FJ27Qh=YGle;?sS^*
zUiam2smF}7?W!|9@vn_ZG;TmZ5LhEPXKoOW#N)CVBtC;dC(&u%Ok~ov#^=%F=Tvl@
z3RT^<PTAst^)8+eOK0%}VWbc)&z~Pir7=hWEDkFmC;)L@^550aQ@3yAz3D{CYn!&;
znfpZq;xmF791@MnW|MeSIt%;*{6EJZF=uDpJ?bvGWXtfEZ^-pZwteQ(#NL>Ys7xkY
zV=A4_1N$Qs<dv$PzpixEl?v*-BU92|-gz4BT#S#-1k8-%7vw_~Fi0k}Fd9B9x{(2y
zNkK>-O_$|aA!oRkdmf#5Wc<^6LLBKYKq@DU#AEod_yPu4^=-*No0cz~P^$fI%=9lW
zd^Wdbblnny7%U%O0m+*s08``fSPULwTbiWPJ=&KutkW|0lLcvE&#bmA{Bu(h)nLdb
zO-VmQwum18*0nA(Al2ZxveB)Xi^ad@a5-$S1XLcFS6~>fW?OCqZ)=)!-Q1<t{%k+h
zwt1`6LsM~3U=W8U2;wnF+&}@kGmf2G5Ah=<?)H*2Ji`4xmY%a-oQeY|BraItKq`w+
zeoT{d50`a$d*1Z?_3TXDz^FBphS4n!LPVf}fuV37d>W6z;2;}LS2|3z9wuO{T6!$0
zj`Z#8+_w#b0Zb}~iytsdMq^U)j$6zZWy*!Ua<gJ%8e9f04HH86tbjl^BUC5`gUtI-
z<hu8)1h@2I*0A$m47<q__e{ef-V8R23N<W@%?Kj}Fu>`jk@#TM7>MoMFu!RZB&=tS
z*;Q9E_LEFo?U-FS3ak^*L~kw~tS#KcAOV-jM7aKM7D-7g4rw^}YktX`&RL|36JHMk
z&=?#6kD*WEgR=up05yot5+E0nY5W-zT1HqzG<|s+dSzS8oAQ)Fs0~33UKokRVM3cB
zU~xG>a1e*iM=DcmU2bcBEA9DquD9^c-nf*tD+m>%Q^6hv1DizU&=_ns2E*j-&tIW3
z;zc%cM@iGxOI7LFBJ&kraCt(MFOSRNvbjF!f%B#cXud3t4>Ei8kqY+YvHgY%4`}4D
zT}Jx6msA>pL{AVS6rKSf7}4{p>3&wT;zHrw@QUIp1Jes;R%JsGJQf{H&W}L@17-mW
zfsL}@nbFsqsxK|>$NsQw2n~~O?a-ey1nJM<aTsi{)d5_%DoAtr){A~t?NTS^Q$yTV
ztf)P-$#lvPh=9ssli((RQ-PQsT$h+H)e!OK$r()@i|IOQqv93~`96dt;6M|?V+evc
z3?y=d)ShI!g;xeHH+_g@@-|<38=*!Zz*eFQ4vYuTAfU6rqHw^ZfT;|ovRQO=3lPd|
zyRtG(&BW#L&(0T3;|SuuhqV6Rzktkq7#(j<u9!%^ry-d!K59Ct?Sr}yh8j7busqZ*
z0}~y{<%7Y16?qhKWZ#7%i)ZV<ecicxVy6DZuk7apEP%!5LtO&H<O`@A0a!;KD;OK)
zbz>XXhK%RZm6q$(R$pt&+Bt8%H;%(ht2Z|k>{&3dbHE7j7&I3ADdb-LRBN3Fi;H;5
z-?W>LGZ!piX^tEO!}Om-Mg1nSZ`#G$#jOsWUq46o%u)6%&5ZuAYS8CEZ3QfFPX3g%
zAacy9+XJ&=F223(x1i|h#`onhDubW_tWe;TP#-0r@_ZNqKI*1S$VL?8#AZ!>%Gl@t
z&(+*v#T%cy_f3;8z`;I1H%R)XBrr1;lfm&pK@<wIZx{WD+HP}h#p%~=$TPnLpG+2u
zfcOBL5B)|U@HgO;kOb5~5IjUnT)q+!Z>%)(lNM7z+8#D+Y25=H0el&g#b5)irvq_N
z<@q$<ARh8|VcYA>*60K$q;y%vmHk(z7j=Ff3gH`(_`X~o2u}ng9?ORXv@Q&heRr#>
z@ut_7Zks+Pr#d&=GJB~j0R+B?12z>-#TWVmMkvjf%JE?!?t%y579NVm%h{WMMsAvW
zzx?vFjYB{{JJ^hX04hRVqvPfjmw$Han!anNCpFAhzg_tP{}xPu#tMX*7e>N7yf>G}
z<Ay+cq49b4!PwugRc_Vw<nAe7KKJxwjmE#g*bEMgR)Eu`a)JU8nnlxRyV6U>_gXvk
zBlG4I=|6JVAVQ(;fFI<I#SoaSU<)1|7kJ3d?kvt_<jpT0sre?edI&<m0_qUJg6hr}
z05=3<7DGcS!+>dKf{;5x-%h>kFy&N*M$Lv#%(l~YsXZcmAeRnoJwK2IVm1;xQ0N`!
z1*=^&nH%9g&GGk(-)_9RhJ&l}aa5o$6&wt3E?M*-V1va@q=MAGlaaLtlRnBHtudHf
zv#UXVOa%_&fpCCF1<M%73g!whoe;(@{p0!%PqKP?bOOcs)#5j+i%P%m;SxAtoCUzp
zK+g?hOC<C$rz6Vd?blDoHO&;`8*<H^CXEyO7I+0iGgC7#JQ{-)C_sFd?EUEPb<t-E
zIWvBMr=zOf|Kz`+pHuV!hGHPZjJ7^Hd4&7jHQqM4O0t`&ZW|(Fb#M$HOo9}|hX3^i
zYYjEeP~VVjpl@J=WRy-?$YYH<Qy|lQgyq`RaIpCHBmx!|fIDB`Fks4PLEa3)i6h_r
zb7B_$+ScvWtJPJRtDU3odh@3c#-XA1frDxwm=l*nV*!_r+P^WgYTYJX_IWXX)xw}&
zsRKv%Kc5(d0|jg<AA}WLpua%(sDXjNYNH@NqIo)fX@)~<f{Vs*_YT^;O@-E>vk4S8
z02p@=BZ!%I<U;+OdM0HJy+`eeg><A(xAVOngdKwpo&<td8W$XQCKVi77>^-!l&42I
zZ;$33IY61Qh7?h4$9=dTmw+OOaZ$|lfw!Uua#_GEL6tQ%LhMUwM_-U={T(xKJ*HoE
zsbT8Ii8bO_Uj`ejp9sd{fUp@DBuS~~OTwrAJhykpp6`1<IAj~S>a7vS`GYl}Vv!;$
zifoElUE7}AKKI6g|8!id1#HLjhq-D?#UUUg0Ve|lKP23+`vg&WbYzQ>oF9#C^KGi8
zz1rpbaW3twX#)f-6z&bsad3P&Bt9#Y1cPm`q%c}VE~V66uvMy<6Ei9N_S<Dwe%V})
z`}j{FlTGzO?ks2-?mwk~x-QJ>z3FQIt&#QiQ*i_^;Zz@R=%E0v0NpoVEbJC@$Li%<
zsLTP5YSVvR!RtKFa13&nIsadH#C4g{tjO*R^SiBOzQ=gB?`+R05+D%xkccpv4zeR~
zj$tZ>2jJBYZHhk|R%T85*m5w-c|{}dm-Adqnztb-0O%uw?gPFBVIH~zMr3_6Lt`^K
za>BwS%r{umB&>Rg&4*0OSaUn(OCb&@V<43W+z11M(?Dzpj6Nfj3L{~}aEVUTn2)?;
zcSrV2JGSe9Kw**7Y8*>t!{88GA#@9v0z~<w*^%*2wdWoVGqu<{A;rQzk9~j0=X3^$
z-GSi%)({->U<MoM%U$&)G3ZsE={?%@$>UT9q8{nviIq1Y12x+~FVPqlMuuAy{1Uug
z#{JAH%aSX|KX%dVJ!i}iK|a(V5TXD*VSq@34I^@c{Bzs)jd#7RzJ7~r((0AY4{Jkl
z%@PXY1hLuBrFw%bkxw!p8zCp7H4{Qcb9|n6m|p*?s-jU=*^3_-Zz><`mk%{iXl6eg
znK$PLr=sI~)zpmf+j>J<*l~FBiw41@5EfnF3#}krWF%qU%iABG)$Vz7{pV!6mfG-k
zHR>~B4j^QP9)}wMBMN~p@CClW1|Y9)tQcALQ*K4;^UlOOjnq7uYSn<j5Y(~J!GT~x
z+ler>&z4Tpob5Adqwd8^3pA`tOV?k)0W@GBInd7xQL`uc!G0SS?0l`gs8yq@U-G`*
zyZz=k1jGwq@X$8GgG&Uc$cC&pZ#>Fwo2CUur{rBYxFX>vY5m_2Oc>$f$%_abRz1$M
zx^&^G4n4O9=c!i@sRSQ*_*XP!46rCf7`p76Z0MVrGc57J1%2hjokl-OylW5r4U5i^
z>kXVs5ITJHfSBkbOuI!(59y}=UZTIjqU*i&kBls-JOYogG6cK92H_dVvn4an#JZ}F
z%=yo~YS)CFSq+Dm8zd0`4zx_*Gq5tiQe&~jHzSW<GkZ4&)U94VGk(p+X-g|l;D_Ct
zg?*1j#6;qc<z|Q{hitr4Z)HB?VDGv>_9Q3e`2`w-#DFM_N2P&-3bZMJ3XC-P7tlnc
zbvGsDux|QV*>IDdo`&odr@Kw@kR6vNTz66kmF<t5dG_$)l*2cDGG|9=75&HaqSprC
z*)aY+9Yl%H3JGUK<G<X!!1O|;T}|xwH4c`^{CpGZK|^DJpbuy*TnylMfG@@ZM&8Yp
zo|1E!g@>z8u{X5%cyISwdv6fVhi!--5XcRHV2cGpN3w)&q~ZL$;wiJa@3<QtJ({!W
zg6betAdd@kKVVJxU`YaDx`jMf_&)qn@Y_kOcg+3w%`CIOMcl**7kpA!Xa#hb5$X%9
z1kAjUvN6g94@jqW4m)2cxSICv`PY}^ZG$ACQ8qp<kT$ZwB+;}*p~$o8S*N`3&y5yw
zPq^)NNsdih1_J}Z0ENjFn}Nm_U7<CSx~}h@9T>OJU%NhX&B9fe29FWwDuWsTygp0d
z%M4<p6T5u1z(nWn?0L&>$ohW1?{gcmfAM{gD50eQDFQfaAY=!M!AJD$WY1Tpmfv}<
zeuO-$>8Qhr=Cycg>n*hY7)?N<0&)!|1y=VH&d++NbFrs4pwOl~UH0}U2Rvwkv=hON
z2|_@s4pb0ht#Cgz{Nl?BrJ@P>dMDOPWQ?)O8*$q47ct7AP(F;f=p-%=9<IG}A1tbL
z@^GY%K6`ZRL3-h^=GcBQAa+tfj)kYHaKoXE>tuAYx5|#o%yQhNe09W*0#n)8cYnaJ
zj1EiYU<3x78)^h71{6A=9+MAvyfbjBY1-Z+(AA$W$GU7gO<VLEC}D!e)?hUWa^lVH
z-L}DoiB@~nD4VXdpJ#l~%@JBXaAJ%x!wL;CDu_lkCVSJ6#V(5t<8K&RDqo*|a%AC*
zR2yCgVZq@!!{|H`Hv~))tTLWuBRkv|+;z~u>gh5}dD-KA8nuVz&$f$(ho(Lx;Eh>;
zsuAu6A1Pn7E`=)J{(5)8%4WNH?^6w*4tq2d#R!F=HnD@qr;-_G7FIo->zbNaZdo56
zdL^p{&t*`y5$0H894t&tAbkL{_qOnR=BFQN`f5ebFISo{zxRHq7oK+skwJkt6DMYg
zk*n{uZda=1+g|n>9=r6MZv46w<?CXD1QLLq6D|y3Qh*DB_66BcRqEt8&U{UMTYu}X
zR8QBZS@(|r2?X|m4sAXpvp}>C7-u%nG?k#7$I_3ly<{J6SbcC-(tkby2Z9D;!7&96
z*qci82N5&~@L5RYw}VJ|N7K8D8@!StpN(&Gni+woqv!-hO93biE})%ZbcB#YbB<~s
zOiOtDq*-0M$sB}GFBsy20K3XYy`q5X4Px7kU~C2POg~a`K5akGBZ+@+?Rq;pTW$yh
zB+R}DbL{?k^1HuO%b$PQUdfMYFX7zw8}c1LC@>IY`?xRSFdk34_<GaJ3wevKrkQ*l
z`DyMWc`*PMNu!?98)ucdCl|;tH>cf;zu)?-Tl$m6>J>UKL<qV88H?P3Aw{WNm|_?(
zDc(rg<N0^1_K$o1&amM9Nyel#Os!8smkyaCHZ=?ej<~Xm?dk9R@n>$;T`512v)lTE
z=Xpwv%`_rZ1*Zc5QR7L%oiQ)F-SX(q#`_t!uXwFIGotZ?Y(Jj3!yTc69pphb0_-~t
z>?B=i4(~}MU8Q^~oRA!-LYsKuk)C$Hr_dDv91Bk>=q#!a8tK4!kqz}}RKzYJd;1Dg
z+BKEbpj+2oY#LEu{Xj}=L0BMY<DsDuQRhI6+IH6+QhQppjKN-#{c_r#=k(u7;s{vO
zpav0n4RH?nNQLLRJS~UaF)vR)dHq?|%=lCG7%}aphrwzF2}}?TB0%a%Wry(vi2Q82
z8>z#f@bKu#>8JM1Q{~M+XeyEh2pmuf5-m5(y^xW5wTpg6IZq!q|NSPx@Y=pJ(cWT)
z9?;tXBm-k(B=E_Z$5lI(V|341f4=8fen)0TrG(fo6Imt}GzmZs&PP_P`(RE(j?F!K
zT`Bo#|B*Gjzg@lb7YG~FXm}*=AdtKW_{fg>-3c;MOToHskJ;It9}+aRutN+K3W#Bp
zcZ4wl4=56Jrl@^2Fhz`ccdHr|CUAy*SKsg7R33AkoLDNt5}p*eMh;AOa36+j9j8<>
zy0-4dp}n2!Z`mny_IX6siKEc^nJCPlvV9odz+|Gzu8(jMc3)oosT3JEtv09F<fLR5
zSw>R~4XnQ}ZuAI!gk-6>0rWJVnJ3%yi6S$8?#L^-<92#pnm{BCK#Q5^F92>93%arO
zMKfPm)PjT1r<+kI6e<~6L4LL)Y9D=k<e1*<5SeJ-9p`d!&JZ34eAd9zVu7bO2>T(~
z5{Qg_pIBM%O-aswmMj^j!5?wg&vb(L6oBc3MKfclZs0so*?eT<I@kBx)>oc#-ZVT;
z=Wxu5_05}j;t<H5ip(w8C}<z}$djFO5DCVAH&VI=LLYDQ-XpW8XVy?yAV@1gE*c70
zXh2CJH%qT($lhB#@WF6IyTV@fWf|-3Vr~ViA`;=pkX1s9H|P=>nV1?e3=A2_6!m@`
zvv*_W8M2!5&+ZuE@XBOov)BNHHAz7T7nn2wJYRg|>*!}qvtAf0+xK{!Y^b%@esg;S
z&SRkKiWhIu;Q})Q;seAoV}E%3(zBMyoznB(s}JvGM(g9e0)}8<tRAd1K@-h}6}-+m
z{n1+fV?s<`o~(D1=v;hlOgxdP!QBISDaZ|g#*+-uqmNalZYl4V{+1JOWgI;GU8Peq
z*~E4jkwO9x9x8#oAgFMV>ci|7oO?dv8=|@1Id6O3>Tb8YPM0k8KYr1=C0Yv~wh@SR
z;XV=sIN(`*1il9PNZa==-nExq>K%&{)~ubLoa?>Np5P&%&_96aNueOuLac0xBmByJ
zAO5m_n7^s9lTkZSB+r)uv;;7U&=vqXh!1Mjo=2AJzEZ7>Uvd4U$LK0{(VN$H<zfJo
zs4_OyCqaT51n|>W{rd5g<bLj$bX|hyWV3Mh@H2Q}3NAXvYr)R}w@l}Tkbs`i&_Dt^
z$;L>HiACX$$kTb<J>PYM@4v9`ew~sjCJtmkU@<^C1i5p_#i34E>5aVOzR#=royKai
z=j3nyY_e~Jm_xuAddPCYz?>mmN|fnFG%F3(&-O5pjQ_fOYedR;0p+vN2$4V*2OXif
zxkeY#0Etbd-CQ|p;syzW(wd7+jMAfT?0rQzKO<2|1)G`yVznh}<H`4_*@~Kr5-E>E
z#>ZHwiyb0Alpn;{cX&<_nFp6lBd;CqEZ^V$GSg|9a=Py0RFMF@ZU#ayU==`l1>fF=
z4ebffDoYo5wc3$ra#J>KXrC`;eb|tjB8t7xnqUPLCd1nhdA{&FGFz*zu3B#Hj~@%0
zw_LFMVJi}chDT@_T3Dk((@KzffEXFs)Zoj#`dL25-h*bDQCVZ)Qll;wqOie6!!QFx
zS=<m%lmXeoV%1$|7GzEsQL)|YL~&TV+E2w2OOZ5jl?O|Y=QZMSE@!%N{1m08E`6;p
zmzJs-%u=B~6mx_)9?XzWl+o~P0|`vtYI<T_M%WQ6s+{zE**ZCChA;^e;AagZh=k6D
zkMQ?b1biuduzS31$B&v=N1d$qqwyjmRBA3H8-z>%UK5uKIFjPGoTk33HB>^g``~cF
z4*O}M2|@_qeE^{ejt$6~g>w{HO9L{^%$SUHNSqDr8=rS($}6=a3Qx>zl<U3mz7JHi
zxc?p8x}eo>s`j#fs`v87y9Zq2{Oc7Kei8Hge>iS^V`Q(KmFwx!8HGn4*y@cklzJW0
z^MWHbWS+p6i$!8+n2A#|d_<}4%Z;V!N3%Tkv`mkhxqA3}u7acp2Kog+#lhIf6qqDq
zvM~vseY})FLD(-2FEnbrrfKkeo^-6l%=^iGM{v>|P7a6xIVqZh0mcB9<&bgP!|vv2
zSFcX0%lVwxdpJsa!G0mrgaUZLItcSbSkXhQvqO%mOWR!goi$SOrhI?rxns%7V#5O`
z4M1?d9Y?Z2*wlANLg(kgyB^tmYpLHIyV!aKGV{b?s09z=uu!5GH_pf-a)Y~@1=Go{
zZ0h9D$2JSAZ5E9l1QM`-6++d^R9J#ye@#kTHhSUrmhnEbpDxlEsTVW;lo$xDBL#8+
zzfQD(<S#HyYt-yBtyENuE(>SQJ>N>o83F)PVuHv7CQe8^*Jg6i_}wMhPUo$%enhH0
z?A|06Sz(SIdT>4iG_$~-1mt0v`N&6<;l8|@=1IDrRLIgbk^W)=U>pG#&4&SqQ30$2
zz@i3HVp<mBvEW(vd`TBIOFy&D)0rO~#8F%(3uODK?qICkm>Tz|n;L8bH#tnGLny|f
zQ45!gS?vuJ+*}LK1`G$#CL+w%nNjJc#z^7L_hkdK9aO3n)%^6L5G$>Yc7hlNDzpLA
zGC=t7XNdmzPNN$0Q&Z7?s%F6@_xq3RUD#sb9?)0N8HV+DK<Xa}Ce>K@dRInpEp3yd
zx{}AG)OXDk%?<q=+F@XAK%U2Az?vCi?PVEwQThnySKOiZBbs7T%VRW)#4toG3C%EC
ze!&gL-LcQky!htVyE9v1j^js{y8B9}?uo$|p!<OX7GJ;x$p*An@L0HgRxDy9uhCPd
zef*q6zGHWPK2yx;ilrLBrlGsQV|WL#0F#|_;nnnZhYqPj;l1HyKU6*lT3LnS!h!%Z
zZD4GQ?9nc;d*J*)nRa5b&imib^>i<nhKqj}jP?!~fl4!o95AP%Z-kr=TCgwh#R@yQ
z*goH!gXL4-4m`aphC<uUF!l&fJdnv{#SaqR&g-8kRovK=CU>KD&zNE2h!9wZ<A$I~
z{qx?Ct?}z8eDp7gml(~MsXhGHb-dvY8V^vt2D*k7^8<au_^=5EF?+FRw`y@QdEesJ
z1O3Z1G{<@Gygc~ld0fynNQ7*ltIvfOcTXx`CHmU6i8G%@lxX(6@8ydSppXxh66dq9
zfC)VfMr0Fx14P#(X3_UGZD+OY&IBC2Qnl}N=Rz@3g%9#*z#YR79q<o)c&JdFKyuH2
zd%_8wkd)iIGc(e$``eT+PGSau&j^4807C;n*TIRx!$4tD%#h?Y%f9P8EQl@VHof%w
z@BJ{>ajjyJ6Qt>YETK{d1cLAmllQgAPsfpNr)Jr6Z<3YK{BcVkEi)0DBfdjK9T+vL
zl3s5OryN_nBK8F3{#{vn>np=1i!Tdya<K9s%#93@Z8FEKXEzOKYe`hcYkvRjcKQ13
zn_@C>0O$w+HLxI2Hfey^Z^_&kk(}T)k$ki?WX=wzMZ(SkF(9Zw8jEG_SZM)fEH6^t
zyq`4iz3^H6!qJ~xe8wF9I4@8PCjezd%-iG69#~3vlKPr0LgaNB#<uHR&zPTMjK8~S
z%}H?>m*x-7H!X<AgRN0GrDL6;vaV%`dvj97yTlX6(_-&tb-IW^LV7?HB8c|-7&oW;
zC-Xt^1X<1*qtM{RQ8yja#h_@s3Ya%YPGK$^bO?askJ$YeQgJNfbKmt3FQz&$ubrP~
z*hU?S6B<r5>cVZiBjtJb-YJ{iI17JXHeaeoajtN$5CcLc8K?;p>>6|)X!;0xS7C53
zY$S0|I?ov4CMPc?<63Pq?1Ao-uDP53$4?B(4*AIT?M-s~UATEG6YG1;tghRv-HU7!
zN5i5#I1jM&C-mgV&F{!=$z|udI5zs5DLS+FYaXof{tHNW&{sq~1p(G12U=jQ^*r|p
z^?a9BvCJ5CB<P_7lnvM(<R+;xpem{Jdx?C6V)&IS?tyDbVm3Df6#by%0wg3jZa{OO
zqCBviBdL^~^yuZQppehjQ#nOO%5>3)Fr~u!UWsr7$(|6rMQV|`^f&KsbMkZ8`FnD6
z`$P~xItp7PiPbj>HAW65E|UpZc*(Q&h+|<PWoHW2t76puMi~QCMBp-)q~WrQc@led
zixf|Od~7$}`hTMYToO$Fh|bq{$oPkoy{frs6B&XpMsb&pAKJ9~fBpbc?)UKR&3(DG
z9vdF{TxqGEe*Cn-RUtwjxA16rY>UFuDR0L9JS}r_^LpL#H+nLXxjTek8X6iIgN+AG
znS22}ZCI?J61IJyyM9ia-cr*82TD}tkCH>&218(E0Fpb{RYcejWW>tw5B_B}29XK-
zissI`%Q-+=YBLyx$q*K7kmc<O3Q8UIsqXJuZZ5r(^m-c4x?6}ap_mC(5)fB-cP5W)
zVuo5_eG|lYW|L28gmXlF)aWfSK0eJx>0?A`4TOV&GEgI6^8*7(L_dg`A@ZPa347&8
z$wgrrrftq{qtiBWd_NBo%S1^4*wYKU{dio^&IltZ%+(r@k#wCs`kek+tu-H5UyW1}
z6*ZH8_zeC5lprCRf^||FT*uuwa%Es+2s^teIq0X+ebFI=<Mi3c3Iy5!qQfx6;-urr
zo4@-%YjWD10+jM5PEhL-MbPkLVWtH9KTI%@;xelrBZghxbD@N>byUTJl9b0fa)U+#
zOeiam=%@%EF=p|euSPQ!?%bf=Iapy3Wgjtk?6~hDlvBKL1lD}*$238uUgF*N39~D^
zMrEid?menENEonaERHvW=L2G5jHT2kBYTZy_f{L9x-7@@+~@dojAGuy5U)Wf@pum9
z`;hN5zlH~!#k~k;Rt7e9e!P6>Vu#2#z;zhxN^U=j7&U20pMR;xyV8-{Ruw#1P}ed@
z0-gt8ObE7<riO^hiPDfa2V|!YTNiYCZ}7Cmhdb92ZXC4g_~R{QAQ#4a_>mi?=lg$u
zn%=Z0=2?_g)%P_w&yP5a%YgtR(80y^Cow=jAE?g4A}9~^>r?E*bj`KjKc}kFmLyxf
zN;y>7{b~>hUvo5|74LluJ8Br;-rcOXG(C@OcIxV+cAHnkx<P5iz<OikCJ3XL@P+^g
zj#!|rx~WQe*Sia?Yetuy4URLeYWhqui@^nQfq4ZRLuc_(4g~Mjh3buHdWN4>EvcTa
z&suQQ(|Tk3b1N>9c;hI%hzMI#0FB;PkmGQ$q}b}?r6&*gu4A^}(4r9)I)Z40u{P-Q
z#s~>yzTxnX-k-loSLCgge8AxtpB?pRs&H5sGfMzKJ3TNj=&c7nAPWV^tQYp}*9Y$G
zF=IJA`Y-QB!;g~H)kCp#Mj)V`F&pOmBXNUa*zn5(*PJuuB8<K$ZdgiiGibLZGz*Z=
z0a5@b00I<*to5mVtQKX-@)x`AHkRGnJR?8j7a;-mX95IFA3$V)Sbu-%RPZVCcZqet
z<8!5(vR+1?oIK=HJofY9Q9+M9mG2La16VZFcA0q_G8qO&Mu<9N+wXNZiyIt%thl?-
zq^BV|V$UbycR+3k%dfsvHWT`1I;z0Pz3Acq?GXRG3yIq&v}{hAvYGOhu=_BZgb1{-
zj2#a{#MQ2SPQhujf{>5-$1c;e*T(Xvj~^mI?0X~Rjq=%xZrA)W20l)p27O9CqewO&
zxFz`eU=4g=_c@5%QH}s8AZ+W&dUQNx|MRZZH!5$u?f)`v<hB?(kr(19l;H+sE^OMM
z0Ztc53Epu!G0!Zi?TWe8)HiV*$L}{1{2UGeF*Dj7EVghaMu^V~qb*Z*ta(2x>qF({
z(GFW4#&jBsO$crhB*1*RpoI@P(|IT9a)6P}9s5c8Wov#}btN{p;UDuL-+}8hHi<K-
zuYR8FA{|o>rA02X%JrvT+D-(&V9FqZ^+rts<RFmohI=Pvll)^NjxXJzaV>W0{k+`U
z#1Et2g780x2IdMIRG5}3Dgv#Vf^Sb&Eto5}-}LAW>$AkiTu`IKdSBtC1K_1#N(V&2
zH9!_QQsYc^B=q}yyEgs)2|BZVUmKA@g}_22n*}-;g#F1tOR$SEWcJ7vGQYIE<SxW+
z?&dG>-0qoWj>)5en?8JD+bG)Mf|2UmM~!RA%T5t!XD(i)y49tRN=@zm8-$4Y&^_cM
zyYG;B$~#)qqVL!)-BoqS-)W{xh!8gDA_XdjkHlE?ytR;*K|XcU_ccpxoVrViTp|SE
z6+WW<2+e);M$D2tTD?+`=i(b1bt`i$wIdMkRswT@7fE0e3>vdwl1g0Kfb<|Z&#G-Y
zW{U1L$jtMpF|xi_m+4Q>&JfBHL4}PmIPB0Uxq!DL6YlK#m}rw5$w(fb(fmOK1Gy9M
z)UZn#5CZt5<{X&Z#Q&mprv7H({`M@Lu{Hr0_(Fsan+rPaP|6a9vcTwonl}h(DH0EM
zcYZC~Sx!!Sdt{6fOK1E(oL2%98wwJyoo#!<>2zy+7ka(ys>7Lbn*{Y9Ce8ptAP78A
zD+M+PXcDqBYrxv)gjI2CxVNVQYw0VCl0J%XXwc|`^McpcKp0G-n;DrhOpHwss?;2J
zqbH4bmaN;exj5MQ5VLKrnh=MQC<638mPnfrquT)o#(iQ$PG}uXzGf5E{OPN7tq20M
zI6h3Q@cuqb?OsVtUeo6L>GT2W%?Is^eoVBlQp3yhU@pRC2EhSvZO|{`jYO<AiOL<r
z8eOivIA34=DUzIYV_K`2D13K9(B4%rD{LvIIC;g@-kRKbCVknrCx_aH$6tvMY7$^g
zp@a8^4Ki4EEX*Sq;j`>EIc;cqRr)m7yv@Q@F6yH?E(_dI0aa0$!3jH#K?5c*6aw%Y
zd}L|EoQbT;q$8)-)5jl{N?Nb^%^NT40&V4T(2GLY_vqaQWaZe5X1m54iY%?~*J&NK
zr@cpB8AC_{v<JEfkX-@^BGDjjXoO5>KaM+gK6G;Kj;!ueA43c#yp{4GP=SGPdxOy8
zvB1=r<ZohPjI7?_*uCU*)v+TEC(N>~B9?6M@7_8H0Mr6j&q4-OY$>w0Evt+Z!Y>rm
zo*%t{7EnZX!kr^%pMqjABZdh>Ugn>XpV3m2wp@G5LQ93I(>|&`CDaGCQFPFW$0Isp
z(9#CzFy<p6UE%3RS+^pc%O_7Ll~pVIRpFaR42=hL2Wv+YIzyspmd)<GW4I={YfZ!U
z2|Es*v%0eC&{!OX9X1l!CN!Uf*7zddWu-xwYMOI{<1y*EDTRHbJz@uc4GOWqw7@zb
z+D48jXwQy+@8?b%Cv)d`*z9@AZ+@oZRRR1k!{mYiYdr#RCl2sfWjCG#S=}&waDQF8
zJBen#E5*Yb=UNE>I6^>AP$vPC3`F|#jny`@5DShQxhQO!>KATfG?^F_EDVCEAKa!Q
zloQ<812hFP?A1l*1ce>>i(IF))fed98#QjCoe%_xSYXk>{SELhpfb>0F+imjw%mYT
zH$*m?6_j=AcE647q@BGx4L)CfA~O^V*j3CA&5XUT;hcJWOya0f$0Opn#pY@^o(%dJ
zXY`3Hy3j+)+?boLy5Ws{bBM=2sVkKwi%O5+ln@NNz~DeI6bSp^MNLFV|CX^+=1th)
z_o$`I{J^cW>hTv!@NftX)!-Dsyg_7*(gSpayE@r+QqO^-zVZ{?ue9+`eqQymP&6*s
zl|p=vcSM1e4rpP-|6nb;XzyVmFq26+xAj~o9ug2T@Sp&-a+sNN{G6w9BxBP1O;1<7
z)a}&Yac@x;PSN8bBo-L}e+oDYtX7D8FOe)<=D}2asQHB9La~!;wbR4t*g=>85Wo}e
z{;l8r6_a}M+iUB~-_011U!62r0gu`TL9osOpmS(vII2D>-|vix8pztT?24u0)@#}e
z%9Y+-5nBi#fCzVh-T@<rg~(O=eJ=aS-W&1D=jzs9Wg0yJj^^(Mp=h8{6f7dR>jrOm
zA$lX!`|sRs$xcwVJsqcYPg`P%XY%0hSv+_TSZEC~F*Bz$Ri}D6%=+mmh&$=lp7*sZ
z1`jFmX`%i8d<HKVy>;>MW>-+UWa!bt+V7>(>bvB<4<6n#SPGXN6u<$82kV4E)Rr%s
zH8#8IoW|nkF=w`XXjNK~hDU_L--r8xwiDo+BeltY8M)CSBw{x$IDN)Bit+0cgEti3
z(17j{?XZRJnyx)DXO8sw8PB>tsMk+(?>pg^i1#$%LST<SSR`Pl0WX40ymrP%v#p2J
zc0_5Mw!a|xf;^)?9B+ifF$_>KL0j*MYaO5zCgsH0<>6toy<z>W8?x;tDLd2+agGuP
z;o&gWt^sdzLQdL@Y-j|C-}JrBiArzz)=q`b(=KuDHsq*lNe@~(*jfWF5#xnELOwG4
zWXRQvTcu{s-*!S<m7HR~+9?MwuM<Ln>qe_Vs4vCmcm3JP6T4GS>p2}*s98#~Y<a2M
zj#F$n3XMkS3~=3#VGNom5^tF9e{?<Gk2Eq|@$ehlYg+7cJ%dK)3;0lYD~`qCaPfPU
zWBtg<5$jtrg6cBMHY%Fsr0e+HAB4e6^8|;A$QQSn%&V1md*=Muf632<hkl*A5jhBe
z-<bl8GQ9E6N7m@AO*uB_^~^oxWIcnFm)zR6VK)W=uwD!34S|Yc)U2oz+QqQU^5&NE
z?hW0uN{(b&t}Y))I`ucS$Oxkr3{iDlU-NsbZL8JAUq>=8Uu>nkJEk)jC%li&1c4A}
zs6yX8u$1jIJ#j7~_`g+wel``!jz5Qg8LS;x1y_8m7*Hi(h4aLDPMt4m5121~V|p^@
z$Fy^U<bk4R7%Y*4^G>4z;tcd?2CzWO%v1C7&gy&eO^+tlUox+<oT~F79<OZUn+&>P
zfwLsiTd_zLRZK&QzLB>nA~S7c(CkBWNy$5pHr}E;drBsRE*~TwV{ft1Lk$Ny0J3>t
zNuc3zW1VMmO0IalIh=bSP;TVSZn;}HjgF5&94%%S@kQ$_OzyF_tzI$NeDVGQmgXMC
zca!n_i-2S08h=c~(d+>fZ@{r48<-dym>@Gt>aMNV+89+3dpwk^rThE&*6(-{J@^Me
zbOs6rB<xPt{giFddN-v7JBuw<uf@d=XPZpOA3S9s2!?W4{{#%zVedNP$C7%HtMtR|
zYQu^%ZL7C4G7&30=@SzMaRh=W=Pl#7IFrtPV(y!J{?^f{&zhwjKOY(*kU?dF$i^F_
z-%nrX)UzKbq+aXECJU<0CqJ&)RW|5jp~B(;@rEF9WgKqC{b#>A?Z>qn-{~0nIyBX`
zv1PavNgSyUU3vf@PKB*$fU$)A$RtL9Hv_E^A`YoJ<W##|rLG&>2G-OBI0kxAh>VE=
zE@pvv81M|lT_!+Z!l{NKrKPXVMz)^lS7HU)>gq2)E<eo+r*vqHPy;iN2!peQnr&#Y
zOO8pa)<w9;zU5Eb5PFP}^u1zA2{BIiH5e7qt^#x(cMJhLhSfZ1*&E~PJ$%&|p2>tT
zg(PCr&{#@zl?2Te_!z~Ey#4w;j_vG1qQp3#n84#?zwU^_`%kbC4BcmZS-^81;2{G4
z&VuS!{W3Ye2Syxxtlib1Hc&;x(^$}k5qVorgfh?4BQ=d`4%APPAKBQosDlXcfc6-Y
z{9ym+ljDV%NdeO7D^;o&`8PEw*hU{(jn5SQNJO}2{fePnoi4e_%az^qE9|Dk$J$vq
zpNJ*D7{f)PqpdO^qeea*UMjIi|7QCX@3>R5x>~&Rr~bG|{4@jH+J?z6l@56=(+z|2
zg*}Yrv5KGL=HJOr`?%xTH)e!;@OJ{p0--<F`-<LR27wlk6zHb(e1E*)?yq#|k)`B1
z=^Lz)=i&hD{x?Q~Rd^|8k8HE_?KE6DxAT|D%JaQNgfsSqKaPcmKo3FT5O0^oJhEAe
zpOlo}q%&)$#3c3b=r)fJUc%Wka3dH1v6K^1f{Z{U%KPV>J>Spx*H7QBo7SD9c)y%Z
z#N_D5d|)oX^>9Ghpj=aOJ~QoN?<wjW0sYsb-0TC+l%<y969Bx6H*73H4GTpdvDz6h
zi?lgs>blsUBUb-+#Y>hP6;FKs$6FE@orhH2LPkf{xhZ(et>&L{Thh8lE^q$dFfevC
z1kH?8KQ5285i2~)ulDYFVH8yLm14+VF7^C!W7rbMzhN<69Si)8cAmNBb?wSo`<NrF
zFWOlz=c($9{5Qr2FmIqqKdvPq#m%T-%i6v2MsL{T*?I$y2oQ)5gW#HBi5!(jLqdMu
z)xFhCS4t>dWu3KT<@AnZ<^@~=@i96eLlXRYM3d|MzPjp86&_V0wqWCmP2?O4{A*CV
z0{j_HA%Vykwk$#u4pQW^qi6F+S&h+kJ#}Vei~V`MdjrYygs8tD3=xXba@vy&l}M}0
z$p>YQt+@7ZeWhS10?&ES+j&?$!O#$CD4c8OtF+U3pH#5%>N#Jny&jDqG}E6L99HN7
z4imJk{FrDrT}JNC<wxB`ku@8SZrIb7)g}~#GOheDj=&cXPPhnTWM^Pf?1S|cQ?}%2
zY?*uR!*U<DsSkw^qO~drR$7^$$rgiwCmeW=d$qn5QZ}Y;TG;)$Z@uT{vk!^f+8^Y(
zpi>ZDqlK%6ZGGzDrJo`_if+!99_G4wLE~ZTtmJ1xF?^N}2Y-+WS1)X>4Ut<tlV|oO
zWnMMDmCns9b61zwXd+TLe^QV!38b#@rU<;vLUg7XAtA|uU7w}qRDCd3Ubgd6xB9OX
zqL@hocg}&46<H(@oCJWt+=qi$^vpEPY_Y9!8*n^Huii_2`q9JyA0Pyw^oqa;7y%BG
z1)g$1AJ0KY3EH9!kks5mNy9x3<+Q9^&^sz3u&-?X1A-$(>mz9C5KI5_j0{6geyQ1-
z-8OH3(#<NV5i@><5rSYTMdTBpJw&;FsCa-!V;~tv?KZI0DxZIP>>i%E2>G)9q0B;Y
zEY_9+GFp*ul&4)@$L`D?ZK^x%;_~tFuM0ev`wW7>HY)}Rtzg6C8T5Jakd&f(TOy6(
zen-Xo)g|<N_;O$$#a#>pZXw}e8k`*RDe0rcH8&(EaZ30x-tL$Q6_1E}OMp^l0yO~4
z2Q`Szg7>Sy(;3L!va270=Eodgw`SWyvtO^?o=uS?0x05pw8qFoZ?|K2gvA0u#9Vcw
zV&>D*E7LBdnw#G}8mPF-seu?BE>CEv#c+It6=uDp=W@I6_)%)(Xrrvxej6VfH3SGt
zXMvch$F8|T+lN%yIeR^Dx>>S%RJF9i^UyJ_f}h)m0>S-6&}blb!Ftl&nWny~Bc1aK
zx2M-9%cj?kEinBnh{ph}T1ZKKe13#GscUB^xudn{ad@*^?eQU>!<!pmb73BYsCC4T
zs<<j~@=DqdEA7;ZiL=VvX9+)tkrBz5f=nH=aimM>%>_GFsquQRKF)7>^O<m)Y``u6
z-VAPzu=;{Ung&l3-MT!z8f_cCI0mhK=gF-r<l(=}rLsX@3Zq3>ss~vx<_Gf)Y$p^S
z4{Isv%T1n#B)*D}Q(QnGV2uaFQIM+@CRM8y{Ys`vR)2ReahXYBg_w00ZpZ68Fo_a=
zkKL!l><9mGqrOq+Ise5;nXNnIe3%K|)@Q^;5ULA80PNPo{_O|S^R>x^61j}39|~c)
zUtga3AP&Gy8+M@wBnA{DH@(^X(&U-pQJ=?z&D*p~I{Ica-r0bSiYTUFTpqNhNa*@q
zjh4&vxAHuOEoXf#$aZq?#j8#j1kd%*_68o(_%tWK+0WW|+k;@IW);O0)ms*m#fOAl
zG=r@P;NTO){>W_u9<P1oWcS>pl010o>q~Ytt`G<D(5}5fSMxTyA3YYUzBz&ZuvvXe
z*8a8U-Hq=34I-?*pwt8;GZlMsrpK?PM0L)3J^s|Nt_>~`BLhT8*hdc1X`C<u%pV(B
zm>Vm<_rFm`Z}>)Q1jgB#ILyy?B>)U?+mr@le7v@fZRGEot#ZzF%3ozBW-;8gA6wdu
z@|GYFzTnja@HtjNfc<|!Z6LeYcKP0Xx1xQf<zY9cC<$U8U9W#VV+aPV_ybY_?XloM
zsvcAaLGhf9q)RJq&|GY6xklAxhQ*t&RZAA$Asignm-ClI6B)O5^~x^_k75jcxe7CA
zFV%GHO$h>+3!nbMqkBM1L8;(r4+A4ZWa>Jtw{`FL9ad*jWL`~Gx?U`|0>5vLK0SiI
zse<+Ef+j$4feBuy!yBXdO`#G$%FV6{SSM?v^0o&LXg@I{rUzav2>~~ZpeumSNq`1B
z@R$X5>OLedTc$okkKtAI@!fMrcezLFM-UzhK6XODfPDuy>VQ0o0b<su?^`hTxnjPQ
z<+m^8EB6O^_%{h9K^6=WRj98*7~C-9)l}z{))OwaJ3OoEZbV<bLwp(lMh=cCIx%o`
z_#)SP-C{m{{uFoDOQm`VO~c>UzBbu%ScrmI92Ibfph!uBFR>7@K6G!!R1-s_N9uxm
z`ZM_n9{j_<!zQN({nS(;s5dMJgr^FWe1cI61ls`lNaxMRE6Qg~U+>@FJ)KP1cKW}L
zy+kriV1RoA8~~uMp&&CO6BB)=855z*kXC-W`}1Di#H%gu=jH@<tyOjyG*p--qVzC!
z2OQQg5K9wF(`YF@qduvr7Y6)Ry<3&u_h>K(ETE9Eq%*t)$ZNUk>K_V6HBz58b^5IQ
z$)gt=5UesbK=_UdY@h(?BU&;NKG2BVyRY@@o!yGGa-~qa;M2dIOcQ4j+@%;4J1%05
z4k`V4DPf^^Tfl|fn&yU1&5UoG<61?d1dZ?L^BmxT3<G^*@U|iP2;Sn$4<*)ojc!`U
zYk5YB=DAw@y21Si#>@=Iyqnjidf<}Hu+2|Qo;|Sbu-&$Ee8^uhW=0_3M#UV`U`<;1
zqVd6hoeQ_^J~Q0VzG!>Z-ytRhq|~?6ym0-)zyP*^vaVs4%*2(Q{eOpm>j{_?<&84P
z;w4+x^*rCWXmaz3<;$lti3A!f9JT;7m=FL;iVR*=!cf+~e*28*oPRWA;%iThAIF>W
zJ<D5$3W7RMHXs%)>cOnnwCn{rTJxKJ+O<4(onAAEsIdv<2+g2@J~6!Tb6;EYOOa)z
zuO%DYM>elD&+R)sRFF7~z<sk(vUp~=jX7`m+?=k-w@&Pym_SsH{vu8!Z;89Ti;Uut
zDGs{)cdbnxPD<t+?SIQN6pphaJt}3GY>ec=Ps3Ch{fS{WLzfeQ+F#@u330cgWOnJ-
zAFHRT%~+Hiu5Vwv){!V8{sjj{f^R^8o7SW1lY4tYO{zO@n`k>7eJf9JRe!;m2yvlT
z({JACoD?N-O#P?l)N>Z0XLpNP9c;Tr>q!>kdcx|5ADCd#xjgq{^?vSFwaXm{!F2pZ
zo~aOL&sLGuD!)X1W3Xvl^RsnXQ+#JU`1g8JggBLS-QF0*^Za*`Cm%YkToiX(qS*Q0
zI5Q#6f58F@J=%7pZ%MO0t^d+YWAEgD@4IOGcDy}*c_Hb-)_SRRMKXLn*+X6H*8Ec(
zfDzm9sN(YX-)a`U-D;<9Ts_$5u!gsYpdS8Q7DJJmA*qO2hQdL+vO<<?Rh+4A!@B>3
zVI6Vmgxg>!8mIfP9p_%hSjiqZ+rFwIId!Ggg+0Q6^G}>e&7z!{XG3eYbUOvl5R7<o
zZ)wqi4E*^B$c+uzc0-Yx6>g52I=fZfa-+Fy#98?@4|g#&EC0PNA~kE9X(fB{(B&D$
z(OQ*rB_BP_9P^tX+5RF=q-L*Q&#wv&(XP3@r{yiFus?k9uaA2FlqZ_re@CBNmZ?9u
z&uOpuQJtlIrNeX$?Vm8w?9_jU9pF9e*=N-%+x=u<M4I6Ghy(wGi6%F7^LKkS#_nn1
zj1l{MifnEkO0-D(CrmUq{qxn%?Y!za$)2eyTW>{PkZn9p6m9-o6VVCsxJ|aZwrye7
zF1}aq>Bk(B`Hy?i|CA;=Kwo~SDDy{d&NuF@mXFk|`~B!#MfN{oqVqGw{bJP(N&U<#
z>6c4NHuC(Pn8S!lsBn<jE6*lIMz}3<{}jA4b@mzud)2J!0^Kj1w%)M%p`vgMg@R*T
zHV-VH5SQg}cCzHU*?mXt?4%F;aRAUNE4YG;y~s!SxRAw3d}D`<1(}H)`B_C=TEO>;
zeSb*9-^v3{n}GeiP**sObf|DD&%W!Edh5}ot8eQ54KstcEkIC>DAYS2SV0mfJ$|?;
zGv})Bsf}_?TK|HX8WZmESwvBC|CYiRqd(q!p}V&)D0%pjE&oIbV+4zsW7oC!&zq)O
zwzd1@qON<3I#0y?3k6@>!$z1?xc|GRgvC1R4eaFI50nB(U9Lo%jA+O3^)M4I$Gkq(
zT&gQW$D_L9Nvpk{Sx&Cvq@l8~q997=pbz|D^1?0NQ4YLpom-!_J^WT*^u7Ju3icmJ
z_$(qC!kY+Z=Psb0Wo8V|)XMa<`|RgfWD@a#Ahd<!^fxvm_RD(-Gf#5XwVO*83=~hw
zy;Kvr_0Eo=VmMszwkV+=#M-ZO_)s#l*>UoLuRnKYe5Gv}XSY`{6bPsruE3C3!6VPs
zC@o!F>N92Fu&tL-T%_;(9g2S-c!uB^N<8?f2|WAF;q|TN>?4PdHcCY+UoblN=l3Q?
z#E6=`6Fg#4f?_v5u%7y=cGR^)`(_JsGQ#)<@<hQ^XV+I7t;Xd~wwpd2@89l%jH*-@
z<rBEE2H%^J@$uxTJA_TLo_E&8_;z`9o<^(o&T%qB#{&og(6A_c+>)jjLp5omZp`Qv
z%t}_L7=^D`Hhm}rR)0kAQ=;$F!W;R-s%@GomsdH-!`-bd{MF-I%T<Frimv=0KfwX-
z|A>Ads{iD{oZ)?Mqsd8=q<(KXx9_Xs!2j_B0zm)MMZcivoxegbQTIW8R=3v|=WRuA
z8hifmhJ$AzRIk&+m36z%a91TI%13Qc=}Swweg2Oa9wmDSgXKj%(VfIIsqud@%Jpq#
z{I~S`S>yf~E$kg7v}E`rgXg*Dq|4I3IFN4fbu*VMxe(+f)OYl;QT!S_r0~#ZjV1-Z
z-xa=CU?O?#W<t<|h=sE0W%y$UsGCMHMAH_&`FAAx6;Ho+;!M*q9KP@2g*o;~k>aKX
zg`h28L<1YrarNuy_-l5}Q(jnyWONJ2Y8QPb3TFb_n@CjHH-Hkw*xfr!?RSJE9^Crw
z?3np_6Mv~}y&t?Z+V}0haFFmqYXD}5sZ~;N+tOchNj4Gf3j-hZ^UrOx9}Gj;4%k0E
zsFxJNO$?9;{xSMr8bVoTs@~2&WF|j1chtNmgW=efdz@;)h8nWS>&U>}zAwwSOn13a
zw))za!_&VE2BG{NwuI<FO%0G)YKs+movmp4VVe?_tqgpOV=i7D48q<nAow$6F7-&5
zLHgVB#H;F|UJ<pu>z<#L8w>y?FhDn<PXb_sVO8&z5vp$uCZAIICDD9*Q&jWLsGh$-
z{urGR@-TB){qpO-ChX|rI#Ol?QS5)zO&yHHR{+HV$^kY9aInX#Zrhm{Y3Lv8)zVN(
zT-!@|wOrE3_^(*(aZY&m23<#VWyoaYT72TP%EZcAr=Uf9P82=t*3DEXAB+cAEQ7GB
zvpCWWv0>@xWa>}X9QEn?<3oq${+6Gqqdx=*o-L>OLMk8jSqhMrwVI1pHBCG`Pdndb
z(U>J0?fdMIzalXD8NMnBd9PJYBwpEni+&xgt8uL_Drwn$r(N@Zz(m(skq7e9Z4K)V
zGgd9A*yXr#e_f&={@q|Cc>IA*2i;ZJW7)-lg}sp(S+hJxc>jvqQ0X$x{+K9o0e!OY
z+@Q(~-YO3YfW;lL=D*a6^FL0@Q=hl-eAc!G@4UOZV#Yd=FcFw|85G?HQxlLbG)x}r
zqbT{Ie)8$+D-{Qh)jV7%jst22i*Wd(vEWU6P@L9T{W_H+n=H5V?W?s%>O8-0cSfoQ
zV?eP1Yasz;WKhbGkzdEQ@BX}V#OjPA;bX$JYU@>Qhyy}NCZ+}`m1O{~t{EXu2D%0I
z{thJvD^~CP)(N8ENO}4{zXu!42Sr%$v^;F?pdbT?>llr%Y^f~G+oyYXS}gfkZ7L#c
zz%mXJ#xOwo1@eN!vMZ0O90`$oHEPGZ(skGN{!<u}j2K4mm{9zJv&nK*?0v>p+f>=U
z#ryyHy`KS+H?no@OqE`W$F~=ZiS1X?3b#*P^Y8BiDG1do!sNeYw~cuhE^h4FGU~tc
zjBTO}b?5}pzy=;rcq@)<Xp9UT%UjzR<ZDL$HA^<Tm-hCUg4~jSiW5UaIuEmP6!X~~
zx#WF13aek|>)w4VaWy|h6siABK5}5~Xcx{WzE1gAj{N@9>Zy}yXNBY`?C>76<WQzJ
za<3tDudU9N+fC=LRc(zd=>2caxYhr2m^37C(wz@Qr(bw}leNubzuJA|U7C_8;~y%8
zXMmiXdp-DV5n?ap5Vd@6pZd+smBU30+#lbgODI}|OQQxpQNIkZ+||DCi7=tnlyzIP
z{xv?tNn&~@D|!aEbm8+}epY_oYU|5F7FaZY(DcPHW+K)F_b+ZOQ#knDFmQ#t3s)~k
zr>g7EU&cPBA@AQgQ;iij@-lYKDBYe}v3o`5R571QEG_;u1<6e4)A|(gzJKnh7vIw*
zHP*Wn1xf$;<Gz6mW3u=kWUyHiq#(a;`8Kjj)>^OMR{OPObbS8-Lq=V5F_&P^c=DPp
zX!R*ryKF&mi6}@FE-Mfb0A632e(Jy6v`VXaa~LDSVv@GETv(B~>aRZxKBgh&O2fPE
zRe#%ks5&uVV#>$Q<y~jJ|N8X?17u>a#+(`NeOs!Ply`S~O`LIFeukL)CKd(^V}mi0
z$w&#?%F8gKtbSheq+}Xk&8_}EiVY@+o$9@kx$WPzb?B*$&tyU!v-eKy`1=^h$V3Ub
z?*}Wa{o@j+zc66xoWAnReg2={f^>z&p&+lx)%jCYoT^{FH++m_Kl^y`aiy?0AyN|T
zg(X-}2d^#x6K{aLl{OheIl1TPC@E!wb8dEl+;d$Ke+n6lLq2(T7L-iT><D<wH1liz
zG4W1jswkI5HwjpEw00o=4tR@W|I8Yr?&AD%Z3^>?<S47rqNrCKgp7^P;Vyf;=IvcO
z<)kX*EArbi4-E1Eq4>orShy9w)3Vnla%#K!?=|wr$g=h_x0WA@+9Ap((Vxe9u0baW
zxM>Ajnu&))al_PjG12_p)f(e1J_V*3Jq^dhYYvHW3$Y)-pOe7f16gmqv#if;lil3|
zx<9w|6`b=N$LbxteyCU@&_xI8qo6_o@7u$UT4dF$CXX`?^jMp@d^<yy+cniS$G#3h
z4!sl!u9IP{IW}i3FK7uey5+pq?JcNCOdj7HBcgK9v4ZFgB$@DKZ>%Xq)XiX`Po^@F
zc^{(oo^r6?CcS+wvQ}cbrFCNb`@zzQn+Kq`3tkGq0znmu)%nc|1H*Q!md09EYh}oG
z<cftk@La&2L!est(=JG<=e=1q-?L6ICw9HKjBtWdt~ZNnBiKlN!BZz#2bO>o3|qAs
zNY}*c<1cxh`d+|txi{ZfRyNS!Z1a%Of#(OrE+QG~BNEHLYDjtOIey#x`M9*RLh>7V
z*QP%(_#eQ)@3<h(cTV6vm3AnK=sjE$JYv=EI;lxR*HPGogT1E-{`MFr{ewfqF0B_!
z#y0NQw=bcadt!*5fNQ`+TMhcs-FS;}B&z+$i-{+fJ}I3s+U}4Sqxg@J!R9dNAeit8
z^PWw9He3tE<WcL)9A!;jK6+AS_2CZ$u83F@4zlRV?gWRH6RIH|rv4w_CT`wSG;8#q
z5bzudxa<U8sE{ZbyY>*{%eli*Czfhi^)JikN=+E@Io8&Kw)UcBH9FH2ykoN8arU~?
zF5?du|G4w~wZftAhqI;g{sIIIB(R%~MF)Q!4NIvgNRNMC<u&yz8VK(>kpWVh1wUlu
zhd|Nh0DSTAJ8k$uJKTyGjdR%Gr@CyE=`@*@S28RQI1L30sb~1-Z-N3q=NNj~AxG!g
z>+u%v>(lP_e)ZGOk$zn9Q^cWRI>;44VV*?%aUYjulI;hwF8QyjoV%>Vx8J_7iYBTT
z{ec9{P}n9SbC%{R>zOT4HZi&vbbwb~qtTx?^528Sx<g#w@1-VN<^DQK|MH33v{v#~
zyzz;l7;sRqj%Pe+5;L#IZ%^Dq=UQ<iY)+MpjlT4JLr_J~{{crTCNBPRlP)=(5tjYY
z$#C(Hyi*s4DkfMA;w2jV-NuWWt&(Yl7t)@pwT~LmDRz6g(tqVpL1G{d10*dxe<VF8
zCt1MFwp9r*dc3@+|K8cU*gy6UG#{Xk^5Yh{#jaBGeR!Jw`ga)?YGLyiZx#%*7%B-s
z;9D{9_8I61VlkM=s%)Ky!y1&9M)VH%-n(_2k25R8a0m*0paF9S(4?aGo3@@ZF;9?{
z9pnFf(T<pT#Y*SK7>O8DbgPMLrdVSs;Dlff2Xan$IKbntFT>U<rmLu|*iLpKZHX9m
zqVklZ_F%c-X<n?qA^`k31n^KFNLRsgNx-Cojw!2rsj~}5st%WN<itFSSU*p}^85WE
zXyT<^(0K~<0R3YLc(<OJ37v|ZY0>xpnKbP1yh6&)J5G-e#8>r)|Kk_XmNVhs2N<Cm
z5!Af7eVDS@vdiI)!+D>BD@8maHgojP3gY*#1PpLK&_ALB@<gKHt6k%`o9&a1k$Ub&
zrr9X;T>5NVmo!8;HwfOA1d0p)3Jj*keDNspCh|4i%EoS^yv&5upSAL4@@d1?{(t-g
zGG-Q=end5OyJE(REt{mG=_eO0^ZXlbXgrdYJM7c6ds+9wR-7<@wEfxLDa~<S|H2_r
zFGu9rZ+|~KVNzsEk+i~xr9Yp)9P%;t+OVj%52}TcK63R}jUalAui?wR^XJWYL0LIN
z?<djV3C<Sun0P~}@bSgX+#SyXw1yr0bVoOOZRr%|+Kq3A$ignEfme9&uFWvSZdm;9
zl$H8!^FBxSB*gi#>r2|l3?3hW0T(U-%K`@n8eJFZrU|k)wn+9GnqKf3p6woL^iD+F
zp@S2H!E1+2s>(BWHM~Bw;>JszJ@eZo3+(cS97zIzUQ`8bq_fl|3%?cY{aLD`zwD_`
zwqowyVJrSVGH5(O9|z9)8=4})Gh;q_2pSry3nFE=9u8_8zwZ8vze3TgzeL+Ba%bH6
za^vh5O{o?ft82ZLty^t_M7%XVDewnRLc!xyD0^vEAy=IpZ?~{`&OyfwzDgRk(OE-0
z8u~^O=u#w}8A8t9{BdFV%Mw?|-3^r$1!4V9uIq~$7BCU$gD#-w1KfoJcah<GgBEVV
zhKXq>oH}Nm^61O@xaL_{q``$D>;cy5fwpT2pKv_%sprxIV-wCt`*&krc^CozH)-gi
zqtdYEBXDsKyW&No>KoH&$n6iy9LGILwDLR`c{052y4hy|b4a3!-{%Ik1$b##^e89p
zxJ?nI)pv4Ky*r#IrR~31`DDcMB}Q9^92Ic&9<+9W#v*8%;ABmyWI95&Y24)eXvVw^
zaUOAv3r{qpR*fBUG_mW<VlEfcOhW|Od|v*&Mp=t@$IEu<rBs)nv!m4q?>+W#FPr!?
zuLK*5d|osoWZ%PAZ<J2&JuV*|mv&^q%pq|g9#{Z#ET9e|Z;|Jhtaq7?H?L4zSzKVS
zO8frn4;`{Yq{7E6aQX=&G<wUwrJam$k?!x<Ud%YHs1sl|(Pc0OyvTv}Ghr9og#G`r
zpT{RiJaMyE{q_FQf0R|5I+slv5?uJg*V(ynqFivJ7h7DEM+b+Df%u#~qma{6*tt4y
zbA!wm<ErE75~hO%v%sIO0nKcDz+d5>0>sJJ1J1WveDDb_TgU8KssEDV(j`tDLW6|y
z#l#h5a9vy2switzzH`=BsVO(ha$64W4L>DK%~l;O62syPBo>~Gb~^uXl*NX))p;oj
zOTzUV$G*Lk{cj|aBkTRTa9j83co!C}_)Nv@x?GK%A)g0Qh(BjXMDu5lRXD7-KcroC
zCT*{GdZA2phE3w1AmNMksO};Djd9bdBdo8_>3VfVDvj|(KUG)vPY~K&hFmSado=E9
zrJ0FMg7MsEu^YTb?yDXAElPP|=Lu_uyk_rrgMI(-wCuKXmtszwh<)|7vHdTQe?@g9
zx5uX|8@IV$iJ5YLRfAJ)UeVkk-UF2=4oAvHm+kS9ow@f}cKlg|_lX8iFJ2V22cX8u
zA3UE4at-h}0tjEQ(Slt@6l1TRDVb%~Fa5MUB_!#0@w%qu(7|J68=8PuBn?fBaUH>9
z0nFae0o@rieTK)%AdTP$h}AADOTmcZKE0hoegbXzM!S-U2H4rvjeAMa)0V%^9eH-t
zwUG;{a`gj)K`>x}wE_IEF=9r7f~@@Feb#mFN99xU5A?LANnX9=P0k+zL~rHm8&kw1
zjbjD%l~nV)%&nPiQ`h&s>?llF{_r0##Dr77dd}7{yiZ5hGtw9MrsXws9sAq2FuK5R
zmWpY;+Vkd|f-n_k+Lr|y(;^c!e`)p&$$qiBd?GZm>i(1C6K$hhKiVZJr@a*L6ntWb
zuzeT=B|n6^jQSU2@Ia9EsVz?X6{*^upUH^<2YbV&ett2;REywboJWCR8ih_q>MU;~
zjy3aJ{j3>ut>2wT20rh19Wq()H*3)=pWt-?+&!2e+WE>{MUA7;C5JUql#BCK=Ecq%
zx}I1=Cu|1=UINN9q#*uPnzCoZE~$5W*ez{u4Exetdv8#2Ae00$I01_k!~yOQ_M*af
z2l2mvFuPz*@<cCcbKWV*(@Rh0yV!o7ymZJ&Ar`JHvW@*T)-h1+oL|Nb+1(QyEUvO%
zixtSA!9(Q`Z*K|{UaB{lO!hWG=;P-u37RkaI(&-ZsMEnqEc)0Tv4drCVACpip@Xo{
z*!`|MKd5p_D=Ugh<Ta}bo(`kCHF*yqdGUxEyEK8`90y8HTz*7%g=Rtp$$Gd<`+E!S
z#Hk-vZ1`{dNj*=6Q(N5zj{q|O|BtXQkEg2p{y!BZLvs{KhD7FhC`BqIG)PfWxaKj}
zSV{<$lrc(4=As8FLP>>8i4ZEO43S2mN%^gPhU=ow_xJo!y`I;8-@VU1`>egzdrh8p
zR>%xuIMA@5K8@>ZBM)EUn)~v;(YLNg8L{8S<6I%s1kXT$iE&ei@r^-?M%K;M{I)__
zR)+EO_%r?{hkRN-0j#LVs1y&a*DM|A*u$dPK@I)uXWU&(Uv3@Qr0&WYZ#4l#6xLvL
zFa<62-e#w-vM<?uhb8touJ*3@v*E?p>k~n606+-PsnpfI_DeOEeTa-uGkGZeNP5*)
zsVQ?N$T*}z!7+oPN4T1e69F&1+nd-9X^A~>`q;<5>(#4cNwb|NPK3v&lX<yJTPeNm
z0Z;em|31)URJj#zuWHcTGc#)v6h+<Q;*?CHQo@cc<Ip^-Kc}KgVouTUN0)o*7wabw
z0j{W08Y;R1elP|liADbiNR8_F@Okl#XW3Wngj%F%&nGCDcq##v%K~+;&;x=@$7G5Y
zd+suc%0JV0XvFQ}+^ufAI-4gf)D5zfsVkjXF5ZZK_t(m3p;*$Y?yqs7X|LkK{3gC}
zW+>*g<+;of+Op#Kk&BxK2Uh=g@06GS#HsL9Z~Q8Rha@Z=?5%?IQ$E=mvv@xJ%9{^p
z#SeB%v-}fBCRd<GrDH0?^TOVaK6uQ5@l3m$e{f{siWid}%*DwCmAG@HsmL=wnE8~<
zWwfvCu0Aa0@`7nt$p?u$OzvDH0pOz>gJK3xAk^S-YiOp&Ui1E-tLv2CNlj2Bs0Nf!
zCLUFgqi!;e4sS)fKDITgb9UCc8Mq|}e|)xO{F4y@Eflv3WGQOmP`#)jx!ohgace<m
zW@fmE)<WC332Ntf7&MVb3C<uH%G2a{wc1@OKR9a-aj*S(S;z3!=J68}Bsr9VA@~kL
zfMRpDFDe|&)=b^f=RI#`PurjK@m~K;#-WaxP|cFmugH`*EO(COX_lD2?i>wW(WD0~
zuYWI?PSxrmEm}0EJP0DP^bnF{Dhj|mV;tsBW*!|-+>-QHt)XL$cIlHMoe8cI0t)qz
zz`0KBEkesGtEebgE6ZZug6@(Fwk1^8-s|Sx*XE{TeqTy@^130y56?rxZyE(_=;$h9
z%NE&~!FFDAeY?TanT|8^b|%S8#wikOhLehK7L=I>N-yTXLL(Mul}y?`*Mf>r{R!6$
zTCWn(PMAJU$tdctD{Y(Wx87p9<{t5VHkt3!HcYU4$3d|}FP_t~7Y#g3)}VLj4w$E}
z4)<pYRzPPIjaLR{8QBC-UmER;wS}A-rd+gU`6bqO0!y+p7XGd(6Q9|xH$g=qkf=g2
z-2n=R;+2;yh-+95>Izz6x2K85duuBX&iz`Mou=CQ`3?8`y2;z4%#5^9R4|v7Q?bU3
zmvWjWlq&nhW}Vu@p7U}Y_X{@r$ygPXGXX3=RE<n{u$J@k9GhPUXZQYoY`AT@!wV6f
ze*uU)jcTS%$GSQKGLrSZBYYBmE_t=N%Cf<Vt!Oe%6^;!`B7sD6s(1IfVF`QINb!~V
zyDXl_r})+g8wF1wxX=cvO2K8QLcU7O_mqShFaNZZcCV5*oy*O3b_eIx|7$WldIZX^
zd5k%CB}DQ^LS~trVv#>{)$fM*!-G5OXZ#aNX|oI}5u1_pI<anq!zXl|*f$>+?Ev0R
zG1LDOir?SlwE^@RrhL!g>F;NOthM3n^BPCA_RdXwJ3*2Vk4o(gdS)f;`jo}jx6iWS
zIDx$gzAz){omf@L^#9+q%GmAJldO%}%Hs1MpL^LJr?AOCqs;IBhf>8>^_ey{1;|*}
ze9`9(@mLyM5*9zfeKL84YM7C9Q)ppK--1%xjKD~lfj2cvZcHFCCZXhHQR@$k^JA_-
z(~jGx*ma*@FSWXJ_1&e&P5+-&LUA{IUxC!sI{Hie$ma9GyN%1wdS00E{r6rArYIZy
zs|1~vQBe`2ZLq#oyL6#l!<XEXVFpKJN`80xOqdN$CuC%rJHe$!W!ks=Z1v09E>yM0
zbTu{&GdiZe_|Js<2IW~pvNh_SK~@$e`3}?!qrzI`Zs;ZBIxla>-Fw9!Su31b>ojpv
z5>6<&@@iPl+88#^U!S<wi<&r}Zi#XT?#ewe0R!Ggs{a?WQaR|bE<fR|v(NIXwfD=0
zuT{!VNl%)HB*Fy2fdth<@M?0{o<OB}g{_(SKJ;L{+T_Odcl`EOjYmPXejrbg0}#*f
zL*h-<0veVntM;geT@deRFAw95xnhyR$#%140@4z`LbxwboC1-I4z(~~U;0xPA5+%j
zmHV}&n0?gvKe3Rrd#fiPt!(gkK?Zrm5jbzQ?G({xyB6O08aFWS`|s6Md0#?}gkDsT
zJ`C>xHPgl=vOF$FEv?Kg%~dfr!%Cr;+w!OM=d5|IeyPTS^_pbhgc%7qrQ|a;*;F!D
zQN`}P?#~E%5mLL(NQJX$cHMeRJ^THHAAnSLq)MTdv)Hs*PcHFqv9V}~8W_$uJ6rwS
zHt6O*hmT{dRvhb?Za&yuUmh8rekM^x``4Lxg$XDp6qe;gGz22H6uQoxm04Tv+Ei%%
zC(hv7w2SQR!fHknU_>cIf>9vLPNDZ`sUWL{RqQNFb_jXB{R7V<q03cv{---$PoM@+
z@pkA)Px(2B;&9{21t?<tFSxH~2-iH^`tZJez7@|eXFvMK35#%d!Rre`bSkPK2@D4+
zTZ)}D&zt$$GWeqRVE<68k=}oMx8Ixak<h&q3GIE{JszUyK00#5hUbCPsiHvMr0h2v
zKTpsd$8gxX`2BZ9?l_e$am{fwUwWsj_5N|)39Iu0I*nmGE2v<@AG{W~7H<CjbcaKg
zZq)G<q4Nq8I8t}0+-l`%Zs~!0Gl4z?Up_juSZUL$s+9*$@;!(?@#0f(tLv=uwlU*p
zLr`Zc4`6js8(%2d0(IHwSdn8}%Sqv%?A(nns^dp>2K^R)o1khS+{Ej5YO|M-z5VVB
zsX`{Z6w;~;^^1znO`Z)LLx?5EyTUO|sVc~GNwNKGpIMfy!mzV^Om@BL1UeT@NqDs3
zbQ2+G$ehtjVB1o4cFyZ=*49r3Recs>3u7l-rZ^D!weiz~+ET(JdTEU|m)!WdV3+Uy
znPMX+J}R8f-Z^=(u&JOZLI5wSpo6)wB;@LvRj)SrY^9iST0;F^!Kxb*FsQ8u(eVf`
zx2yZdv0+V0ce3b!oNx68hvf_GuEhNh#5h-%_WDSH*(@rKEJ<Nmj<W=pA3Vx2>wn>}
z-KQQpbLS5wD}1)awq!P^^hjQsVCuR<`zDm63r&mA;^<gMjFiTzt2>7lI?UQLJKb~F
z_Q8X<Cj34?m<nbQin1EE_(ok`UeXVqdzI<p-?xYRg{;3gfjdWY5ge~Kuz=)zCenIw
z-MN@G{bu&Ent+Ou=ZhK_O`eY&?0-Dsg8$b~J5Tzw`?3vwnYq<}&IFbb%|R6Cq9dOK
ziOV)P^K*JN+qpT}l62XXsmpaslBQ0cgo%9n!%bUGldtg)?o|6(Vs~xEk*t9U8aRW#
zB-{|V*9FNdd1dS==R+<ISJ%#kY}bA`6nTGGz@a<w)e?SCrnauYX*KcwsbJmkWk%zL
zRl&=HRiBy7D4n2xxx2VHk<mcZB|t_v^vUa3EpPb6wPO2<#VgF5?|h5;Dm>u<@sh5@
z_EXjsCORib|K)>oZDLYdHI|zM{%bz7ZbAeXiclslE958xFOd%>+<!;fch-}wX+Z*)
z<_)PXqOH9s^sl*)R;7e(I1o~Be;L=t#P81Zeqr6ChCe-)P8bazAhaR}@r{?WC$1Z8
zR<fISR=twzY5fxl_EC*2f=Mj<CgVsJY|NXCpGIXRODiyLcoJT*?v#mY5c0m!yvju;
zV%b5P2~G|VQ1sx$VDjNQw^qq(Ihyimm2H|8Q=cN=_-OoOC|{7Oo$cc6Or(CJ_pJaC
z-#MQ<ojWpm)udW{?M@bFlwKFr9FJyH2WDJQ_~yuAojYQK2b15ewe1t!eE;_hHsxE#
zC&)H$L`pElM4*F4$9e^oFYJ@uy6<DUk4yJvKd+D9oF{N)fSX)xNI?#>v~alj!J~VT
z=0af!)}O*(gU&7W9KTpVGJ7Es#9nwdnuv-e^xE`V1okT5GT~S-34r@w2^)=$Rle-t
zZ}=Rkv`lx=Z=DY`k-wqAeUlL5Bam!ZwtV05(A``$T2Re-H-E`@o`oIbASlrcwNZjj
zAdb{QoM|5tva!fedOi2em7-koa-lt9)5bt34hMB;CrU@7%r@d|s9^31GZh*hEw;WK
z+kf<ycANL}if-dE9H`6q%}=&ffQ|}obJ=f&R19nuZZyt@k{79ozN?umc_`(KE1iV0
zDg{KE752U8gHDw7_oX*NZX1~FH@hs8@-Uj30V)I$ISK@Ij6xbvG{5(cbzuz}!qYh}
z&Hd9i_gtW*mFGJKggkFZv4VYrDmIMJ#X-UAFXJk)po&JbYwz8sT~RXk5}63IkaB^L
zCU9B9bp=@qm@kj=$5|ToIu;-Ao!zc(d%7`YA%pm#jyCwyq0|rD!nRNu4}U(wV|lDt
z>y<*2`cu=LtQB9Y%dTp~Bs0AJV^|3KMtml`F!UFJTzKhi^!fP(+y{@2=Dt42-_T_;
z+j8PcQDHbZeW>~*r8#OfsHA+Bk6CF^F*EhxL$CF3-STGsUofUh2Xw6cbDtgdD>0cx
z@r-Ulv;Ta)V?_!70z<V45LUSA03<`1=3_-0akY)#zp~w(<KKHfZkqL%Nhn03A-f&%
z1sG4e{MRFYo$DHTH#@sp3hrEf^w-*n2u1`Cs-i)4YdMl)Uv<2w`K-F|BF=Y0WtgIL
zS@UEdq6tY>Npo3od3}M&(hzlVd!t8tF7xkN>M{uc>@}n`p;w3n_I<AyGJAU4<(KHE
zE3L=;O-~$LIB7f)rAd<A;4!Atu@)t*uwN-3d77Qu6f#FMrZ(5DV3^v}dnTlWiUQKr
z90^m+M(*vg#3$KnTo)#8T<X<epe-azpEw->qgVtiIJfW+OYW-Lmcq(je&HU2mW~jH
zgJNtZROgndF|>*r=J8`eNS(i3z$Ly%0XL$t?Yw)!8H_W9Lodk@>Z70+MK)u>jIYVR
z6G>UWeu|Tjj*Ss_deGj34<;^=xXlTR1ht{XC5OBv%>o<j41N1*ZB*=?T%NtkC0kdo
z&AXaC84U=ypk2)&v;i3r#0PMzuVg{xuGOb|bF9PFgY-rUi^Bd+gragR;9mt(5v~@R
zm4daZBDQVHr}dYn7Ohin_~LW^-g&pHQzRHZB<ewtcZ>+Yu!gUekP*<nquT!nSFg(o
z*ZZ~WB^%isqniaLPDqCmM_~R=`py^T7_ge~@!Krkm#gEHBkGi+u`78p))V5;NZ%LD
z!v&jf{%wZe%5_*^hLBeBas@7D@7;{>IclZ&!x1}+Ags0Bk89n^BK&hr_esV+yx+KI
zL(0T?z|e)(VMsZbSHd?&&O%k5W{utIW6cbV)BP~*?B~(*Up;l*3Oj!O0}F0z2q{Lj
ziHPd7R&Sc8lnL&XZ@r}4UCk@_<ma_73_5{YC7vt=GJ%e^lX!hGM~ycqIMqG5@TKP1
z)?>S*XP^F)%b3j_csSIg0p2<h9*<lz$OhT^`(e$^+rBr|>JDGgw&7W!Q=q~Kt%dY2
z7m%_fV+`y7ybElIcM8{VvV%-@>D8Tu^(s?qxzZS%6A3`F5$|m>7SFLqYSE7O=i|am
zwtv_8+rQ|)x}CI~vBlxjfbW#Ba>$+#e=wi@g%bWBUp&{B?mtx_Jou}4;>zG8*+O|_
z^z~3pB1mvj$XR~@neD@F@-ybXe>7dNtY?sMUo-JANChWi88#%BwXd4dyvSK2{@VUG
zoVls|{cETN5>>`vD0GySr)DD5YV;W>Ln8rsCCp66Du8x()6q+@#i0#(T?ReNqF(&_
z7YJvhJ2Wtbk7De1ROO)%(=rde`ato%bp22<{jbrOhv~9+;Y`1R+TlU^B4k-J=qtRj
z5*}xHrKn12@b>7JA6J6cEJz-f-~T|o;NMtBa|=`}n~@=isqA-L_4rVlwa1$DojXFx
zRoKn!7(_QbKGU>}R#?Qo4SSz`@b?Apn#Z2;GHOw8=3L?LbeuRR__tA1DiU^Z08!-(
zPkD^vd&$azNBc_`KMp;fv-_HDh13v(@up^+1jKe8pm}BLIqKz~&Ahv8ll>z0`d`wM
zr^6*U9ULX783hXa0uups^`m30YaXY#(^?`@683X_DO~b%;SQA`3h#;v?GokD$g*TK
z?BE51!zt(g48F}<l{uSbQ^?X3QwFg!HXch;&Q#0GjMnx(WlHln-@2sBZ7#!Gh!11@
zV3hx?YZagn#y$(JIlH@3D&_Jz#;t&lB)Y4j>mIXD=byJaV@9O(oM1I)6AxAgH3=ie
zVo7NMl|b#>ZJ~^}oh7ER<W2CfUZJ$<1HCiT8jt9wFFME28_^FUCkax~h#+575X##3
zd1maFn#VI+9@<_{(``PVH=E&Jp%8e0AXD{NtX!aK{*znAq8h=u@?H;u?-q)`WQfFZ
zAZIIdzd&jTIJaFa?eMz>TRRlZC7s0XukezUPj1Jd;xoL)1JpxNX#9F(p0e%Af!Vu~
zYs7>kc`kDWwRa!i`sCL?K}^N27W)SXTO~T(OZaR*Vy3-4;M$M146T@&h@>b9_aXCy
z!7t7Qp3OIq{W6%L5oX%j{yR3DA%iD?nWjwmkh8kE_*szX(@Ub}zugU8XQnWG4HHoR
z+?#73bA~L;bx*DxlG$(U`$*OCztnohV*+~!YyryRhI<<t#iC$6ss<a!j2Q>Kcs{9{
z-gs<3;OevB&wELROC2~X)C7vrJROQux?|E>xtl|ThjZ2z%-mT!*us0`zU^+NndoFG
zI*6RYHD#=A0cVJSV{`x2!$H@Z^R>dNrWT|!#^dEG;oI?WMX99Vqas4VF%i*qUun%o
zPtNz2A82)Gk?UPAa+(4`qb#`8UExT=KS;-|n3Bf5$USjul5@VPYE3`1;7V80I;QdH
z@xk%sitbA=sIl1Df(e34)5>djzn}Fz!}BfW<*ZXo!$H^(UmaX~#0}Y(F%pn@lc(^(
zlDvzzy7TS5xkMP3kO%xKh#Md<nW!V|R?4QDfJaX|TBjAnURqSy6}>%>q1rGIV6&qa
zfyWLh%3||Y8QATMQ2F{P{mx$6ha=gsW<MArW*i2+K?No3k*DgC(H$#WcgO7y-&Mi$
zpupj@GvhJHRpG6y(CT0=Y>mj_Lc!swf?lVG#HWWXUv*VsI{a_=ZyB`i8V6u{6mkn*
z+sR&W`=i@a7$5s`M_uFTh=*<rCme|dV;*D*9n?aqh1Q%EvPbKt`&fu^r@3y^Z%MPb
zw)4~Y2~pt=LVqRa3A_A*r{>g?JypAoidRY>(+WDZ?7s;RJe1eN6_52G6dxU<54O#7
zPo~DlJl*j{{KHybixP&t><Mdvx`Xga@h~g=5WjPcUF?yON;mf3p1z{TWuuDQRSjwq
zYCMwucyDZYyMzKWH-C7Z%+LpOr&|vnjhOg|&AGXOL21AZg}$w^j0<EULL?zJ!}X=*
zQF;m2Udf(4LDG4;E(Ze`29!7QTEjO6cQUEi&a&s0uFf&Dl2SZ8<Jtw8p~rqX8_9)1
znQ{xVo(iriDq1TlD49c3fWg$N0~b$cvh%TRyO_FqlYX7QGZhU95+1Mkf=_|RbK!Xg
zNOi}~M7Q{NN0p}Pi)tQsc@Wuc85c{PHVQ^}gs`MBW1bMh=EWZ8U&eV`Cy9i$(B!ME
z_`*EbQ%giGK7n&3>>#jLQKtv8Q%+)GslEC7+(YHUHS<`1#w_=3SD=(kJn_UDeMAiY
z2{?HgG(3dbq(T?s|KnD$yJ`Ah=8t8q_jF7@Gf&1S;Yt*5WIw>0@6a^D{@>u~eba6?
zF87h=rq~I568t@q+9IKa92Q_d7ML}(<@g<^jtckB37M>dQcM#dOOq;lNwac-+WoL|
zBIX(_Z5!l{IH@06Tf5Z7?ul*-<&HwL;245^CNu~-*5q^hhM&?ow>XtLevZE60l{hK
zDPj>Kk)cuo(y$q==}`|9kX9%G#@9tod*A}kUrV2hr-v%n$@%pdQjt;!NTVT62ObCx
zw-X&}tJ!D~rOXxHM9UiDD+vCcf3bNx^)N6RwcaLDR0t~t`4fN?pygCfO>p2e;Hc+!
zE^jlD+%Ygp(O_r}2>pWMmAET$tOCA3I}6VoZ<nC~R)LRC%kDlK+W!19^GpbXA3Aey
zJ34l@`k3(IbeoFK^6nWCPZJEHp6$~g8x0Z=l~{1F0$K&!zZlQ=)vGRJ#`kwG-kg)g
z-Dy5$!96NI57tAD1_c;wNjNZgSqALqvonjj&&Eh5R)#H{m!o_Cgzg854gm~h|C2Nb
zf*}J1ySXzhBqZVR8R3pShwOQmuRGFziBjDGg{o1&Z3$(fK>&bD1UqL~edoN!U+IPM
zj}P9?X7{U;QF}S|7(^!&xLFa+01xkkOeVa0A@(6WPF(n<g!b_Z{wd!-#(VE+%cHDE
zm<POAj^M=tVu)Gl5(nDIr8Dl-gAXx#mIv4zA1xJ|tFJ?;S>uqvUISswxYh01tsmTa
z6nZxQqeRFy+Q!6`Hulo7m6CcH+5QJtna1ob#dMeDr}Z+;cU*Oj=4X#Pxn;13;_6{W
zd>r91Bdgnvoe3ok&0Et&Bu0IszR5}Veo7qNB4;-?DdOkh6UW<9lLzm~UfbN9qV6w0
z`_4>zKi^`@R8GEzF#wT{g&$F<or=0aVw|P|f4l7-Uf+9Y>CdNgRnBw2@1e9DSQ`<-
zOVr&bNItCW9LK5du0VlaiKGq3oXV!Sf4(U(HUrXXsp7_XvleWRvT2`0X@Qu;(YWca
zO0qX)s6;Lr8xK20!;dN1WC`<}-yeC^j5qM!KL3;9{@*P2m#|ch4JV$GG|)*!<wu&4
zPFeimAqn57#_mJea~)4}A7DnHUv`0hNvI_;o(JcJOc3lvs>fvsqq|`<y9N{IG{56E
zI;=+BSMcB<11K2uy>tY9jXZkpP;JWZ{l&XyUlp(NYfaMqu1AYmul%q1nBOa2;JC+X
z<mY@lzn%-;%XgUe^ZovA$hq%dKu0TQ8x-mXA0p)RxMQ3<R!-GBqI<pIjiCX5=9F$%
zmrE3jI&P&T4$1?&5Ow*npBa+fsl&G=LIPhrEt&7dtGLoq?_V>5r^b@-^eQzc_U(={
z3vap`Bi4K(<q@y7O2$7CjJ9P&GZjoC+rxF`a#ktbrMh!g?ti#%W7?yy{{n(*1eL8D
zd%8%c`HczrEaDBtPv0)zdHZ{K)$_tJAhX7Rq!}tPgKfMl-k_^%Y8Wm0vQ%Q$-0daT
z^O)YiSm_!N;vhln9I;zM79RQ!l3g-qZnN*tUQ_><bqZw>!VY@ivXUG-CSf+8GkMq(
z|HoA?d5O!bv!6Rf0@qXSE*wNW2Sd_e5}(hv#fvU;(W&1x<JO_!yh~jEC&nIxdTu1d
zaDE9p@nN^4@u9yo3q9_SwQgObGRL=GCC7VMSV?(<@Pgxxd}!Z1oU`71T9&PxU!1mb
zuSAwLYZb)@ppkgJeWZhpYjcvR`s-tDu}+V6lcPlR26Jh8sgy6%&*LDX+5(YChc!$y
z(p@4q&E0Fpt-xopYcywUR-MBDK#6I@sli{=*UjYrye@3pCek1;lTgM|_eO_9{Gok0
zMUr}0OhRHCuL?fvTpuu<_ftOC@&>sL8;(z>)Lwizy6vG82O)1LX8%@-Wrl>XXy(&4
zebc2!ck`raT%y!o4|gRfLPp)&DC_}(7Cf-7<vV|`2-<HgWEN&5#Czh|PVqc%>Uj`?
z4sy^9uaeBn_iafGa=LbI%_{XLgQqjE2NrHE_)ak)M89Y{v?ha71$rq}BSCBR2KO29
zA}$A&6g00rotFJ_Z8&AgAR3ZvDT0&uppxKZ9QOEvMX1EQ*@wlostlI4{<>Y+5KmoS
z2m_^*$?zXS@58NOydXK|qIx&jYD?*m+4-cVs0$+=YH>HIm<r+rK?y_9c2FM*$yqg~
zs*!6Y_GY^jh<!89Jb1S=o!kLpDC$><`Tzqh>j>I5CM(0|Qf|vGp|`M8Eq=v%OjSQm
zW*h*&LGj)b@ByP(m$J;#4x`YTg17}8Jf|#2GA`VutUh7}qJSGH3uKpa(jwWUx+rd!
ze(a8$rWsRKNQl&5+q#W9(F6|Nr*@#o<KO=nt$M)n)p-dTHq%b|($%Ncb}dUj`)(Mw
zK<adY`Ua_J)Fsz`g;q9N)c)3R#S3@Yc9DktKM&j;2O~YhMDQD-lP~vZUy+>u(sr)j
zlpy<i`cWc##aPB+D5pBwKf<K_=x@<z+B9pZRwnq7Pv8OVRYraf$3Z}~#_P>7w{}?P
z@X~gV;o$m^Cbcd4zB(VCr7H!F10g*LKMl~D2oDC45x!Q@_Jl>%Z2v>2xrXyk^ljKV
z{sa&`Z18>>0^zIryJY_!O`T`B%PVU{_~!Ei1>=96)LW6k1fhGD4wz4bR&wNS^&306
zxC)bMzE(XClA+jI;@yyY3xy02F#(Jc5kAc%5G0N5yEhCv7R;HZy*CwmkgFFt&wTu>
z#Os;x6PSd;%O7Q#HtVdadZIYj)r^SFyicj-<ECa(>agoNw;o>{=C;aa^HQ=|dr;Sc
zhej#F1O}IMz=Aj--W1sy`_6bj^%gwXB`5T|x<sym)0i`we6vtG5oE5lBT2ZRPY}`B
zh*vgOpjla~Vm9}^zlS6|7BxOOoW3QR`^uWLj?aiEqd|}g%Ctw-?9j<&sDE@UbW!Q&
zS)x&kmqs2^^c?zYcsugvFbRSZm7vX|+YoP|hA&V~5eqs#y{dY~Xo9)VMiaR+$90;X
zD~=(klmMI|!5JYa7sjr6UF7=xpw;R39M;%ZU8Mb8E^(ZkLzN-3alI6;5edpPl1#{N
zWG!c<tb*x9%EWbF{wB+RugAP~ozlFM8_P+8j;2bgfus{2-wibtOI0iE_q*@M&yT3|
zEB?*Bx<8n|B*Zm9n=z@I3+d~|XGJJ$Yb9k>>}H0-gWGv_@pT6|Znjvi>eaU0LLPXS
ziCmnO4dgS!CL)xo8u&~rUoYQQv|!f(5n=DtuZPX2wN=)T=NMQn$gOp8gLtHIEmIC>
zS_bdk64<HnA$^(iw?oCrqAq#l+L#dxJqGK!B>lW}&RR3puXzFi%R<%GwC}w_0?0UT
z=$ei?z(E}aVEqZ-1|5?#Y;NX^jOP@(xTGdBA}k;-$CfnpsPJ%bcp{4uagJD6M6bi6
z?{gE%{`$@I@Hw8gtmJIT_(^c~1x^IfdxVaiant1cN;94*mR8han*H3lSI?pLp9m_S
z9W_gG0>^!Shft?$*{1jPvg!3p`DY}ZF{|G~0YRdo*iy3o3F7aRjE4pfvkGza*bjZ(
zu!g@Upth%#8jY%5;@1S+OmJl)?RlkRf0WIO1@9tKH<iuQQM=;reBux_98Y$}xdF0q
zJfmGADJL_gOc!3=F-3C8*TkY2aeEHl(+@}ng3Od215@%J`)^d!w{Z8R%?&H<VrJ*Z
zu(zc|kRqJGK<cy07>7w%dWs&E?m4PEMk8rn>o@%E{qxu@S&CXD@D5hW3QAHC)Q7DL
z*vH=#Se2!zk}Wj!<_&LHpfst1680)Oz&Mox{x{Uc0b8y}i&f7sSCnj|jj-gsGZ)Sl
zVr(tA-yyzud`mtoYxaC)8-o(1>5{&|kF1;wg<52@sFeT!qIM<#mN&Y5{Z*kMp30ID
zFE;gR@vcjQ<i&~$TM7VNvJ-?9IATAnmel8LiTx(BRewGIfALSIbG4lR#{?uLrabG|
z`bxR8kqyCd&m(p}FnML-5;1->Tr^N434dBRi?&v9FXWwl;ix@Q^KtLnntN+g-#4^$
zSS}d{LW(y|Zd<?&0bLc5ti6-^eCCH^0n@*w7+UTxh&gm!B7yOBz=K0}*n|iF5>eQn
zTv>(L|6&W+JvH~HOgM`J(<}gB5L!&PfRu$b9eX^W8F2bf#Me_JCQ}x4>0Fz-@u1=V
zfI|OJCv5$LuuoIN4`f~Z#8q&<cH!Sb?mF@RF&-2HJDLZCd;U#)*m9?1c$3fWo0m>3
zT^uy<ywQpY1BtE#^MXGX)}0dXXFUC+nWj(V)2m$mN7kf1A<1F<Ekep5{`8CpJBt)`
z=Oe<YU0G3%s|^)f^U_?NGQKL*!xvnCHb|J0^eYf)uGmVo!>@}QodrBM2Uktu(9OS7
z%Wpxhh>C9}m?laIL$Ad#lC#vQyJ5?qrLAe@wZ`mIe+F|WfXHUFc)Fm4i#L{GQGNVE
zpTV=v^hnLF;CYLT)9zlI0HK}(7zwIb8?aCqC-;ov8`cUB^}1ZdB5GN_M)J-fqaYXo
zZe%wqP^s+6yO*N7gN@7G^EM0d^6gbH4=;*S8-0GC68v_gMS`~|Mx-LH9-$czJ@eP<
zQw|F~Wb)Xl*Rnu@may{@wN@y~hJuvGm^+-OhmECU2IYp^6+@c$?oan<HVccCb6b3l
zoq{=|C@Q>M6Vy3HG&WK4Ns2i1<XvhhXKeu~4+)#DC1*<T_)S&kh;+U$mKWfv^_2P@
zJlKYE$|%Vyk{)bqwb$7NCF04|>asVz7xV9>O|RWReUe0g4%`b~j3*?l1MGa3lx>fe
z4&UyXp`EF38!o!??t3zBA{;~=GPtr_-LWer>cOH%@A1~yS0=vSk+8NV#jbNQ1}|EI
z_s_zsytkR}y^y%w^j9zcZn+tCTQ?lwG~6*6gr{M6nL9dQowx4UIC@_A@~P!VL$Rp&
z(Iuto*Z(oz1wsX&9Dshj;FtRwzwg8hW!+vry+GHPXZ>gLXp)7(Wl_Sz@T<Z5W*FWH
zY+gNR8oTIK5i2Dn$lb#0ln^lth<u@A@AI_XBPxF+e|~H_{XfA`uEcryA>$??xGuC~
zm~4yQmpd&74mZ(x6R%!u3>XqfX&*P1XpRSW0$AzTywiEL>Eb67x|FnO<~?a8S{oLI
zjT=3_KJKp2=)Nlz_q|?UwUNk(_K;CsUm?sq932WG!5@loBeQ;7M0ddE@XIA%p5<Qp
zkKf=_AhxhLdpmWL;7>jojlCQZ4z0OWE`8GH)cX(5wfqVzKJ5IT6EbP>M>A_xPHD2u
z9g?l=*t4mXE%K5n84U(j9ek$DQ(-|n__zc@p7LZn30`UU61fqcPv1Lk5>>df7<IiF
zk^)aJ#pHVm?~A@x?>wB8V9KRgdi3?&qBv$S>by-czexV!T}{_J+27Aqk1~3EA}*mf
z$8v*1)iX{82n7-nnVC54N8EdK?9C$6+GW!sQoV%fgZ#!7&T%!Y)J>09o+2^ufzzyz
zujIwy@2!UC?iD^+nLYQ#7q0Hs^=rot0?c9I0Y;D;ehQ?GQjQ!G6k<7ap~(By^YS)-
zfy-p#7-a)f;X?2|0)d1J5uBV4j{37|?p-4tqq&%vdWP)FmCs)-WquG#oE3pcXQBu?
zbG~tXXNJg`jaRD<=k0v*%>Bxv><>vI{|6M4Z}8R)x^`bxhKFCyq?SMN)>ey~%;Qn(
zDCCyF?HBTzAyUkt#_|!xVGrG3-*vgMh0e-yYeT+2>wd)ywt|j~xY+|u1@X&&!<0v_
zRf<+v=T~gP=Iu+_x~#hX?j(Q{7(kE&B*p0X-k+9q%l%C^OQJx2;h#V3hgKMI=1)Sw
zGJ%32%<iFAOTWmx{Lp$r?B2X&BYm5jYL7{)k=S{BT?Bxnj8EJ<{BW>d<JsaZ>s}mG
zif_-7na(?I3TGNYa)8YT2OSfCl_0b|jN{|GnDkj3;<so<cRDB?96vU2GZW*9FyL`D
z0WGg~{_$=V+I?F|P<-JRhew0UpHUhRjwQ2~@H-m&UUeCBw)-m}xx9^~^~W;4KDUkg
zm={J4##^h686%it*$jce)`gXgUH0O~O>Q0%(`ozp4;Y9;)C>^M1b=;ab^qPo+CrM_
zn>)vKmc8alNT%#Pd|CJv4)Y+Zh1};mTI*<O1FOwHFBGyqXPKGHra~u48)Bbv2oXUA
zS`e<QAp6bAT;2*3h_#=yXN1#P{L>D$vsL2kTw+pxnOBHg%OHC|MvN6mWZdUd6l%Av
zsW~NQ{ysNLe^&i@3xm<I%Mm_91{#C}9!Ck>DRDM7YdzYv=Bj7uv&^ZwaZh`Hr0vxk
zcLYh|hy3o*a;0eIa#ofK*0R{@=v2!tf#NKUVaI2dMeC<Tl^BqYBI0>TEMb4(PzyE4
z&V&Aa`(J+0P138+*L$(E<-ppm=Zbq6+LaqD*A?|61Wk@glww@#*y`}@l@*V9i!Ob-
zc}&0LRFcc%d1TBAF(nxztvbG=^@~8U7Mbs!qNlb>o@?tlT<PsrJ&$>F$(%e~mBV{Y
z&Mo)RJNiY*DL5hX<L~$G<pyc;zy1M$CVNB;7Gf{kB6rKteryym?JiT0-)wn8QPKXz
zKTr%og)J{HdiV9q``G=(dA}AG8L3RAH6}6xfM0<y5~&GK!_&L6B0g_>smo)r$V8tU
zD1ow`bhHtBK+;dBNimUQLC2C4-wbWOCF|6>Q+9QHP*1@#o1NpHhlJqi=yXhEB&*{$
z@4OopFBb~kJkoi^exrNExMdOK)Yx+rrf<nKN^km<!pUM;;D1BRq>0A$4*(h4N)*{N
z2w8OX-GjtgOQJ`kz9oDL*pWDY6@{S_i8TbZ3yuMB^k9Xu?`KU*+PLVw%^klNXWnN_
z>-Hh(dXUM)c;ZiJbx+5ly?m~Jp>6$oNue|-<$<n7>yxDnQB01;UB$Rp7JT9O6q)=X
zZwAd9^lO8@oV8rC$vaytpW?2lDM&qh+{)gK?(ynfA-AOC+Ws!KhrLS=Tzy44PZ%pB
zVRSNp1i2X@oc`xY?xEYJ$8!EetJf%01uEEms3vy+qFL<VD7&Ma3!*14&U#=*eg{)k
zZ&?($g&B_I6!r?M^L0>aCQ7cPA`#&OvLlE&SCGzbz+Q-EiaGlf|NVM1u(7qoMEd&E
zYq8Y5?kt6Tk`Qt0W{xYHyJb>aKOgOUCGPNCGrXp8`u(6sq)V0NjBE2mKm#=ev9PIS
ztX)S$J{4q!%x`JGUAj?AK%3fcXYd~(-q_8~5-Rr-9(ugDB!Lu=P4<uwSogc;#^Fb*
zHY>9-yf=H1yFdnz5%F#~15XmXw9dg*0zbVDPqAseb%BLFUS+o-^*y7Y24ctX&b^wm
z&-0kSi#WVE|IktQt-3pEOPt9_7zme^a(A(T(pzH|Gj`&4^Gdz%tK`};<YJwAXKI_7
z9Nk4OhA1j&4t-W(x8P~;;D@g{GX@fDSBa&rt61@&oKuSHbY9)K@euuhyHtS^LuRFp
z)3WG&F9Z(lt~+wZV?(QF^{m3J<Hv*3!~yAnL~m$8d1uRM!H2jwwtDK_4}2?G9rKiL
z+;~Kaf-XXeXM+CTlz2{T`og<%R}Ks<uRj01|A}mn?7u+7HW6V)o^x&1iGEyr?f%{T
zk7X(iD>apy^#6rH)*OL&Y(Bj-ls&WU_>*HAqmJcz=VoU}jYGgUf`3==LU5T{{K)9y
zMz=QyKMtzj<~YX2xm>S{x}%7_g?6uqqXZ#Fn7EkQ=neZoqk50UJcgE*dC4Ww+Ja}t
zO+omj&`HE{r-bg;;OjXYoiNL@+~kqGm;3WS{}_w%eX&C-0e|1^e=}H-pEatG>$IDD
zgA*BrMCN#*I~{!#jM7Nh-lbNF&mV49*y_{PsxG)F-wz0saX-%>bLm7o5|T*j{NZJ{
z_^JKA=I|M6tPf|)JGE<ROu#|MA9UA^walS9lAKFB()MnDRO_1T`W5t!CwI>Xy=)?|
zR=|qmt&52qF$5=>0r<esxyN~7Syfd9ux*l`C`Qhhu~T`LgtTLR+;vY+ImVALNemP*
z<qYH{PL2|^vXz>pwLBL0)pyhR3l=61kHckO(CXuyeA$}u12iRKI`|qK?I1uK&iGid
z4_{O3?Dr#^6{mk!*(}?8rQqGumox@)Oy&@>6sZS_G@2S#`tjbUAH(Zox>FRaSDbk>
zG$TRbH3NkoJ$S}33{W|8nEvl02?G)u&h2JzdgpV>EYC`}CuNA03WPYpslr2DK*e>&
zs>AEq6ABh?XyZD%OgrMC!5x>|`^n!|LABC}{=E>giO2e3?3k)_<MHg`borzOch*)f
z6Ht`sC5MAg6=LI@%^iIp;0<T5m9Z1g7b@^?-_F;0YfZ_#4-a?y8XY8QMk{<caYaGm
zI5^*cCWa!Ao_~zWuUvkwx%@vjdy{4s7H1JV(o!c7phTfM;pFdEL|q&m(3IT#$EVr)
z?7?)GGSMC~28tLBQWgcA5=B7i*k~r}gR8s=qPET&@7+9S-`*vZO~#hMaN_%?bS!Mq
zrA0$N<uy8IRK;g>EV_2MOj)Ih@uWzOQH~oZ0EpKs#4vYbX{FFP0Z)equGBBcR}<5}
zLb^}UucHi4IVj-a?g244*d^=Y@?h<7)!YR}?=S9?PajyDMC!LpV=>F+t=CQDLKmII
zj!*qPVDEdr@w(u+HMl9lmNhN=?sBQ)<Lk#V9nZow4Px1r^s+EUA=!zlfe?B&!4qI@
zi$0kew0N%mI;(%R&6y1P>(CLBQh?b>!W3_R4Vp6fYQ}WV3#aBz*A6YRzt}4^&A9r&
z!u0lKq_YkOQ-P?A%a^#<Bz>2M`2NT}yZ2qOBKJ-9AmKo}_l!l-z>S7G6u}u!$F!Gy
z2~6<as*-i5vU6=h<k_sa*TG{$N#6?ot3;LnDyszzbnxbNSexv}r7uj|7RZIa`t|9I
zrkz(7_q{PNLG}=e7bar-S6oX&Cbh02c;<om+mzVVn==_h;oEma{l-zqHo0qGjt>e?
z`SD;@*{vLx$C7cEt-URG|8qQ{(G{<0C_lq<<5P$2D(|TDXvw?FE%q{o6EPHcu?`S2
zD7k`oQSRW%$JQwJ)XX&T^q3yBXtU({J(?}=UXW4}cGwy+bjgfD8dxt_Ui)&H>^t}G
zZuntWqVZ;J-@TlXq_Js$bws4GlLg!)OztRb;k@g1R_~VDrM>q_FWJu#%wcIG#6ZDW
zfh<+<B3nXau$4F5TiBtwIrg(J53SL7mNu9uedqWBT9G4TJX3>lCp%|!TVQj%Ui{V5
z<J>Lbq}04XD1T@29|Ir8c;c%kgMo=lI{N<lX)l6jtHeai^Y&Q#C3Np)5z<i)k4z-I
zP#P9)VWO&_*>S&a-_Ve)`lxoC)1cnh>)LOL&5Svq^^=o1wEV`s+D@UqosB74{cIWy
z!W*)ZyuV)iLgr$iU&lw<5F@8t#gYab=q~K#!h8#lo=F{O%%|=L7zxG)S~c7UC^wD#
zw6Gg9jYZGAseHWtjQtPg-A_lcjZ}Cs{JN958!8YAC!FG;yarFI8l3y_uteE)fB4li
z7msX_Ckc2o+|C(iHwbbOr+aEG)e_50LNn=8%#<+k`se;GLZsV)7!S59${(j=ods?g
zbGSsN@ku?I9e?LQ{5BOWGBghcq6-E>FyJ%;M*&H}AZ~rI_)7Lv|G85y4suIMO6;HM
zw?t$xp0R^tSJIdYvVMt)m(%6-M!k_fI|SeTFy6mNo>UcJ3S7KVZ;ANowS2Q3we^4B
zwtJV6_UUw4M9w?0rHlzkGm|-pB2^oc=gprP-Bt3n=g9}b4jYYov&Y6mbvfvYW<^6{
z6mb*Sl(f4kJYnv;+B2VR;F`a3u>RY&KF07#mlq1bClVs0nveP48QyfTIN3+<t@%Dy
z$7X-hZvv0url=|ln}kvx!6OY!u-Sw8ExV5wRu-3?Z#gYF!1d#M_}J;eN29cCv?7R)
zoORdkcjO_*51x9uH0^CB+m5!s<z_4i9bKg{N!nd|c;$1=5T&a!J4JMkM*pr&)Fmw*
zv<w)lGPdMv>WlWjC>WSx#j<Mj^`EJKpZ9JW`vB2c@P)%)c(gppWgPG@R7y=bJGbec
z`Vc>x>`x;bQ<8rne_o9=b5O(s9h2?~zCP7+v{NzUS|Y8>T)2Pp^8RrvS3`%N(rf70
zogvFO1J)^iYLD~>j__UjrO<!j#n||<s0hZgu<9eSJqNc99k<VZ^FE|1HE-6+wiQeW
zSUZaLrF&T5<QpA(5!GY(GiUBR|K`5wKMvU~<@ho65o0_V??eO60hRZLIw^E0Jlz)>
z6>J;Q#1?qI%=TCX7IA(|c|ajf@Fn8O2T!KviJz%D{AgCy$<g!Tt2P%t@fjKWWnv(4
zJTU`<)*rc<|FH#Myx(f2@Fd{mi1Vqjp}<6<iUBmxTEXb>!D`Aq&bID6@xJ<MZugSA
z@7BJXqN_AE8f;j2K;knbsYN%DqxM=M8k>0dS-Uv)zBSX`wS{90fCxA=0~NwSaI1=H
zSbfhb`DL-D%jR%iV>z#)c-%nW>m>u`g-7_JBvCw?8ydIRxnKsx|J_+1-6iSwNG@iP
zNMZ=>*cvwyfq2+4Hz{#@8J#<~<)GR{WBF}q<|i%VFKpEtAx$%)<^e@splch?QvbXA
zTUXPJ+NdYpTzr0BYqXBM59cR;A1{(X0+`A>qeOh{v(Bu{ps*Jk;#~)1cW~OO9oIiI
z^B*vx#s%J^h|tCrWkH*l7Z0E5SCr~zH%%?+!T#+l^-tN73E@_Dbl@%Bt)M>;ZW`c;
zY=p5&NT&5E3!Q3d8@#tf9J&4T-f4@OMQJ1x&IDxyx>KAcKDUYr7QFBBDH9u!ho<f~
z-%Bht9LOtnKTWNgF)@Tcf<*?qgUSQrkyyiKzkPms#dhYUgr%J1GUTgYv7KiU475pf
zyAY{_$PSQ~$Gj!^qlzy7DKEa*IJcdrL^VKMo6N{zS}kHVZQ!0q(f}L4WPdG*`S|K>
z&eeeJzB|hfFQ5Nz(o{|mXM$2@n3m|Y`q`}KzWWxj1sW<Hx1G%vakR&I5)LW~ljae{
zWFTw)&hOETW#!wBa=03l8Z@1&+w(m{cM=rm)L=r;VaVz-qWlMX!m@|sP5<f!JZIZ*
zHEMBe+awtJ#BlSOSS#@kdxo<ObmuG&Pt$I>BJfztyyo!Sp-D&(ClKA@hG#0kiy)9u
zzpkufi#sB@v`+Jc5wGg*h8Ly7BofpCAQ4bD1WL0-S`fqQj9<>c9(hkq$Y{KFCDtxW
zGivp{Ie#qf%y>$oAy5FZIz*B%<Ava1x%k;plf}AjzAAa;A)|8U?h$c`p+=dA$YaqY
z8mgxvA1carg{)g(yC656O7Q<uojmgO%FN-fVWG1xLYA}5#@EzcN5NcZK4fg&n5CY&
z_)Siej6kA!jHdSm-%nEy94g#Aem1f-0;0x{SxCnu^!N4qJktwk?B|`6)oze=D>6=I
z0tEa~C^y#!NmDC4c^=ztd}ar~W!3k++8fTFJAZrFLSi-PCk9mme=MkahSxB*ganhG
zDTOlDLeEz7xn>;R;2wYH<6Fsd<L4j_3fc;6#9nw+b=1H%$(#j$OLl1e^6!Z(89$hy
z)0hYfY)avP+G@!iT9&Uj8hU;cvYZz+cRYl0vf`8{%9MA*qB*5lOT@Xt{mykptYHt!
z@x*>pqMm#N3dA@Pu8<vznR~Hw@4IckWXfSqj#$p_@E!*RN~4>A1O3ARR4|y6$eH=C
z{Pya-^#LIo`D%gPS9m+_25zF*1c<an35`q@N3g7}?1VNK(X%fGuj|w&KHsuUjA4LK
z4kbA1@IHY6VZza|LBlnpcb?Jm8n)lhNz@Lmw#$D_Q4h`#I&A}Ij_51}!I=b?KsHB$
zy4f73&SmiIc;9)h#n)nMnZ9hT`A>2qUFlN)ilX`ucCtZ3sFbzq$|X<Xzq90IH%zBg
ze^AL#TMTEUuSyZVDeQNO*`LMwW<|55HTT^UP1nkHzidfPfDb1nKYqy2rwDN-@T%mw
z_=D|JzNa7ibor5C?bHp2_&AIiC_5_P1y8dj9>~%W-V_mxhh&ux*X>>04_bRK47^z_
zdhld~bh<BfK0xP#kPWy!K(C;o$>6g`$%}XuDU744o4u6hanyUeNHICLc`9zf9qQ!7
zNNR(l+QZEmYzdT-LC0RvR6X|dALg)+iC^?^YC${eRd!0J!mC?=s)ICgg772EOggq{
zYenAbb51>v7SKi>=BhqA=#x^$GzG{e8+3+H83EEcm%RH_bNHfGvAoD_vnpcRg<Rzn
zKQbe%-0+kIihoBnScqG~Jmkn{N%1p^*p1!Z8+>?vN(|{AAc4s21HB5hO<}mp2-RRo
zyVSXe6b)O+!p3=(PaRjjDxJ1v9LNP%bEpJiJ99^@nq%(ky|<pVj%uEITdeZ;Lfl;4
zN@fU*9T$wb_1Kb~GKR|<tCtw3)AtsI2>2+HA@aC63TFq!)k&fLUAV4@-MarMde(4<
zw9>jW^Mile+ppj?*I}N3JOq$*28tpQ@L1OdF3*;*m}!?>f8H)qU$)xP^9Ji=1QbPc
zbbxx6stF}?%eLC5o~;*cHMp04N%yZEC4%scLdFta6Aq`@Q)q=YXN5L3CEYNtIma0-
z;^4c{l=-*apedLm1hX)R?UZ0e?g#qcPDWS8tXz?N({=Qv7U|6)o)`aMa0&+kNbCAT
zF269QKU6q$2WuLBca*c)g!*x^QjU}r82p6KknpW&|8yT-;Q2=Paq*6VuZm`&e!WrU
z6EWkxG39wy%ighlKCwe5@yT;D?TYQX3Rx6_>`z35B7=cz12qbpOz%g#D*kpp!V=3m
ztIUM^q_hY1L3%^@x*ghc^vu}TPA*-+FJ6vEkM|v+tC>OCojiHFSj!`_)Ru}PoP6*8
zbxuwQ7FC%MEt0%<!LC@9%#s^li8TQfMRn1jcokG1N7)uQn}-dbUhQME$)eVs`}60-
z`XbvqS)SylWDTXbVTbT|^fBF6&RY(P>=ADW;2jpwbXaX{_ti|IclFaMau%{Y9;wPQ
zU|5~rkwih8CcZ<%&+4+gD;CV{7rw!OFpAhP#v?~Ae1h1;^3UwHr+9vx9`;$7zVx<X
zWc&m2l*8)&0V8ym(BLCRdsm4iY1<a-?ReQA`%FNNJnDcVs}mAI`ePFk$e22=Y>xUX
z&OeVn+$tDax$ElRsdkKIf}kUWgq0J@@?c=GP4aR=pCmtQ$aJ1*o|N(P_nq2v;*(I!
z^I|GT*Ooi@>OdtSk(Io8PRjS!CXl`mSRpmfSg9V&lUDN~yM+INc<G#>rutQqkBZ-h
zk~1iR`GX_yJP2G6;Vp(_D)&tdcq!#Iqj^oA_A8^_BibV*MP{ucC8t8AoS>p5xHB48
zzAUZH<>i#X;f|eoC3(ER-7WCjoNs~6iw28c<+76#j-jcP5~iCJ{}l@*D+M`KYb)#(
zeY>05#%DWXwi&!nXsDa|<C^8Bv0qUo)?n@l`85s}3ieVKa##+}>5v%h6^8VBA8VVy
zl*(NfBNzVz0WykcTq7$d3nd?|%`w~gzhZsg7VAsq$_xl(WdE+(pmKE*5RZ*Q$znuF
zHDo#{(-a^>9a;=ePg)cft=N_$*m3#YlI_RL)_xfxxgoS)<XWM6D@aFFp&S-$CuJ^&
zMIDU^bql$@-|)`+%3$#{@#+1T!K8WJ@sAe2V991qik5O#Di+XVZX_Y-%CC%99Fno@
zOIg0Py;8Ywa^)nvr@6Bo9amb=lC3SFo4E?uJWgeqoPl<-w8AT%>ssoQET{V~S;)Ww
zoh}QvfFtUB22Lz1Y<kMu*Woqd5i_OU1*&i5bPjJZw3#p((MNFiqo9%T%D~Z}KTpcu
z7X1p-zILn2FDc%|`IH(13%aYF6HcEYVgg*yWEE&+(BZ|*dQ2n^v2%FaTbNwDqxHl|
z=E=x@@;ZdA1-2GxW6nyXN<iJ%i#-0j{Wl`Pvc~nNuE?vUKe_L4kryu$2<RUo_{K=!
zdV{K!yvy-r-`F?MU+h<^2qPUjW1|^Kz&K&xj0py<6`8fyXVxs;*Fk)L?rMEDSXa$>
zD7@z{L8~%HMH6uw;z_!P%zt*hJ=wjuiNEhc^-c@Fv9rR2L>o`~+FY!$BRxYZk0g~d
zi+)XwaPgt(sYT0-9Tg@N;%%UB7x1_D)8m9^InTMcd04r{);P4sewX{6u@!;{LzEf{
z<in@I3bya4J@&(db5y0hZ?yM@?_B$#nz7+yFPHg&h)DG8_jB5h^+bE6_w4$Rw@SIk
zVMkg!1Iaubk9Z-IC}n0g=Bk_Y#vR@yn4jLO>~M;8DoGH)o;%9RlkWz38ZE4_De?|$
zV!w;Av7e#)csk5}o3Q%QBgPc?XqU0ljKntAm3%0lpZQcNURkZ`?D~4)!=Vwi;~+FE
zE6B8i?E+~`oCD>6{j(29IB;3rKB=yJmA)dtZQF@)5O5Wvpj{|7gT7>JpJi{b^(NJ0
z<$i(3-u>7^8;EjvH*P!~YEdvobL@*ZS$D#6<lIIx!&DxBR>!HSXUC0(_W<T7xt4Or
z(_(8jxW>AMep&p6y&!t=Q&m!Bf&D>|K+wVqtO?@$Px#=}Li;<`>W1`ZN*}DA75?WY
z@3c}f@*ZJ5<RKs5${B16Yb1yqq*PTw6ghC4l?vxO$^Goqsk`?Jn|?xTRtRHtXevV9
zBK{ech}^d}n0n>mJ-6h1d<6caOy%Dhk<1n_dXa%4W22}Xca%6AThAe)=3kL2ykgxc
z`<7kRcat9pjEzT4cc9(@Ng{&*40?|hmc8BB!fws=dy7Q8IX@obd&ri4G;AV<VU<x}
ztnz!+Z1rTJzRTa2=ElBiIC8x{p^t$=HUZv;jQYYDfo*gZzI%QLjNgv*Esd6UPOSgX
z^!(%)jQX-bVV{^n)7_gs{95%^fadA|{yj9)Er%RUW-x%nd!_V0;&h7fUvzbNA#Qhh
zqq)W4%Jm!@tpvCj0MaHScaS&`pfP}Xk4so=!LzJKy<H=3+gRT}d&yt^OPO!rJP9Tg
zchCsIPJ$Rlbf8ELGH_nOwQsMT&Xww^Rk$~YVoUbzOJfFsk&1W(BBk3bsDJ0x2LYYz
za&H_*+j@DXTSil=AU=Z+Q3MlYJyI9&dmEaquz6{4S8mmeTwySvcc^GI>igDP)HO<?
zU}1EWN(Ra*GA?i+G=loQP)gU@sN%$V>juSbch6p1u^?s@^V)o<0y=c6*(ZfmJK}nm
z!{npl%5G~@z4|@2j#K0mDWs#L1uE`B7+H{309Hw~H>+tneTw0UqLXoKo^E~JD+Jz7
z7*0nS%Y+6AjvxGJfJ1qygH)j>cYBsc>sFgra{G-oaSM?l(Qr!=^WZ>44w7u7<$Ry)
zkHI=uJnIg*`@8JiX?v@h^yPzTZs&|tFM<iDs9QYB2Y)a%HB|+3Wk@_sz7=6`E@!T@
z=SNqS#DMwNT8=Dnq1NjRtTHaQa61P!800zh=LILpmO2x27nP-De*yygTDSj~kisrX
zx<(NxK%r1>kUL7a22ViEZqL`*Wk=qww)}R_<H4I}C9;&!fB<7&YMdsZW40?#9;s4F
ztvi|P5*p1Sou-|jJ4!AKR19L*k!KK^fsd(&D)QJ1qj#!Plg?CI%dOk&IF0ocS8w4o
z5(nw>$m5TE!nmU4g9*l-b(ozys(UAWPWJqVjt7<V%1AGgH4G+$4^i1gDTs@uV=gq#
znpRWE+C3{aZ~Oe~a#GNqoFiku4c|O0hAf1L$2bGgsQ#WdYFN2F!puIR(o}Z+BNn#7
z#)%M=j8|+LtnG4Sqhi9f*L|C-0%k0UKSag}pp_7z%y^777Rs@G&3q0uO$Cv*w;T^T
z-)!M%B3XJg651jmGMK0%LC1n$tkN>h{`=!@XIF(`<$=3rBTg(Co1TzRkl%+hGQ^pp
zW3sQDAF1*2&o1T|kZZN?ydz*ydzi%7S%C6oX=#U7av_P>MFulA|1lbk5FgR5?Bq8c
z-o9ZoB`NHX;twA^L5ra3Oh9|cLA*oIn;(**<}#mh?NS_CLxP6*z6_8ox;2GCvJ84|
zqlyS9GZa#MxViV_Yjj+$H0ZQ{7yG0pKinZimRgr1xTtVR<Yn$@g{MVgE~{0}2V464
zmHKRP3$NQ`_HCO587Tq*Z|07Q%8>axPRi1p?0{baW@&M5W}R)PklNi-&oY1d7#kF-
zKeeMKf?J9T{Z@cNitZ|qxdHVjF_wlatwGEAc&kH-@{@zQ|L}L{kj_0kyv`Mw&p<DL
zu#l6L1-1I|Y@y7$Z@PZ`t91nh_Z_-WC&O>XGzZgoHDyfhX6J<|{@FH*EP^ykXXh_#
zmEKOq$1?pmL`BkU5ZO&g|0e_QoZ@-wM=Va*Da3ak;c}FTe$SWykHQ4C0T(5B(H2}L
zsH$K}ttuCXc8SLH-x^RB4jr6(|A~0aI2aHfcw#?t$B_IVi_-R^te)BNBN^Kzom(FZ
zt^2F^XB>uRN2Xw*D0ae+Vwi7-@#^s{40O!sV)rpVKToJ>U>pW+CI_UN;<OJPbG6fT
zF?H*`KP|3ruWneP^dQe4t8wFr=upCHCVJDttE6L&SrPn6!aU6xMMq!X7_K?ESJacF
ztzhfWHh{|)k*6T$KsLf*gRdB?oUJ8v@W7|daXUDxwWIkq$~acDjhk$&JPt~fM$3fr
zN92#pyy0nOC82wiHSE)t=dp`MS_30US{x>HcLIV00>*9eA{6G1z>r(Od_hZ(+wqxX
z9gFA~EGfMmV_YQvx{jI;g^J)kAgSmQs-P}fs+*@3*0F1snrv;S^zU1x@@0zID~cYj
zCH<8|oC(oD(!&WD9H_5>ObfD#1?as<9l~DS%=vG|V1Z+#_PQ9otzif1Ts(J8njL0C
z0bZ2T05~$Z>QXpj6L`!%nnsFl7hM@ASMWLJ70F34O-+bJH!CX5k7&7IYv+m`xc_=e
z&i=W6O%3MO`&LOsyf0262`Ajxz*C8dkS-<z9$TEYD}&?9wX4nxoZ^LMum3*v#)1}V
zxo{>Sbq2CT7)82}ZiuDRB;E;@yyM_dmYU!DQstH0yhch2qGOChNCyY<^x=_v@>q%H
zvT5&m9tb*bsE}^?S)g0~`$O);iN+!naK#2kDq@>=a<tD_a+SNaams)63o~?n`@7zp
zh$ITJknsr-pIv6#<T*^w-Q{m8q-n!fo^rBv5&!~KiHs;H(u9XwYjN@ZRp*JxVu=!z
zT*jmHBGaaan+b(9aCfru7ISS)?^JB#gVra;QB$W@8x${>AJV@=24~^h4*pieo48v6
z7mnAq#uHbu1)F@<=$#R@Ek0DTfNklc0Bc$*<6XlZGNVxSN}zTLIb<*Rz)2wBWqr1)
z`k&oDg&d~*P58^SNT_y$EB@e)!mInD9h9?Hv8GvDDPn2;r(Ed=3_`5<Wy*p!ehFO`
zCBnE`U{1Vr;n*7>lkYLtpt1^n-mOZTass|ziG0<q$u*rJz5(Tis=2^Ng@!v3J`>Pj
z;f4Y4B!s45AwpdZ?#)NGIo=E6ub;b5YR$A)CQJ(^H7QbY9*dhI{Q632N>*4?N6dj~
z`~BAZc>e5GS%Hz)-ovZ3n12B;vkXC;inyB)WLvAr#YaChm-DWRo3rP+aQh0`WXkeH
z#}kiAA-{Shc@+|rr(5zkgk59j`VRwYk@J#Qw!iR6V4j5VOCV_tPe*X)_~}%&!2JJn
z+avx_@L0dDWm-ei(%3hLZ}m@xy4w2C35hY*?+_x}7TUM9eg0X{^Vi^F#2&u==aLhx
zC}Rm<EHN(`+JVa+Vp^=%13TR!mb*BqB%<%?aO}MgiJtOfv*Ma95QTD(Nzcd`B;Cs*
zPID6MmbuMK8`|$HBBXX<;oC+Z3h5298+W#XPKR1Dp%)BFCt0~{m)@tXRh$jwQCF)X
zWWrodaH`lbZe@gI9CSj=;EAlBe}A0dDDyeRW)&v)HTJ-NONL)jN*><u8TUxxmMyT)
z*Z~&*z)`~+JDxa6Y~&Wqx<|jXm-NdKm5g2OJi*CBgv&uRfi+ZWK$i_++?w3jn|``7
zBquYC)%oDel7KqCqY}&yhKk3aPm2bToOC--qowR<@CSVTpdWAL7`empCPt}Hua?Wu
z%{cU+WB@akvIU7!S43Pne)ZC^+E=#E%#LYmDecvgTcnxm8_8~1zzjtdx1^}N0KDk9
z-EczD=f#_?`iFNOyFF#Qcx4q$dJ+OJa|D}8MAJ8<J~=I)6{9-;&%HUKoe!s!TPHE3
z4BC2p5-?jyogCYfck{ZtLX^_X!(CUDj)nf59^|^8c?w)tB|>0PVHeQG1GrxosV`l3
zC$Ggfe5zAs>CIg|yGewjIb=bAhm2G_nXiv!U3CX@wC^^nyY#Q)*7HA^(x*T=D<Q}R
z!UI8tXQ-Z3P8%V~)=o>?;&*XQ%dlS7)NVPW%NBWR&E$M|`3>--qjgEiV^Y`rh9us7
z@{)?twfx%d@_T_mso%dwlJ+*(e!Mrn<Q7PB22H=&QJU_s_3+R9Ld}05Fje;}rS$CL
z(~g%PsMag@x@=qjhBCW|H4vH!p<{)sY7FFd6ujW$OYKyCwz%$lN#sVxk9r|e3RfSY
zavWYy1&$d~p%Lri;rYA3O+g^AX&rZ<`QqtorWf-DjYlFMDbjmz$_D#8dlmgcNz?Er
zQJ2npC$DZ(E0HIoc+eLHh62Q}QdytG-F3L!@sZM*`=_V<vbmhQ`J6qUw@@NA140nV
z+(3uGQE>vMG5q6^?CAp2yd~x-tWMDnp$Y#{&R`l(TqDT20GbIf?|7OS7Q?2JWU3L$
zaWr!df6uQr3!b&to=pPbIxr2~+E|>G-m(40yX8OsewPyS{!`r9Ju$DChU4d&VhPAk
zn2v2(dcsY|oa?^Z(cI5B>?Dj9H`&f%29fzn<X3T_>O$1Vv*E3yoc7!1$VF-ErFUdA
zk4D6R1=K<V{})ZlUIF4}eZW<|y1Xi-?;hv7*F}Cq()G)h-n{+tzlkWE_+<2Pfj-3Q
zRhv`}eGt{@ACP?9FFNY{W9~!<v{FGXXe{sjH)mU)1uSbgIn0jL>j#dWF{8u~ygg)t
z;pYhj)Q}w)=Z0SuO^l;`Ym!ej+|yz?gH=!>bL`ilk|ENjq4yaf=ZLUIaO+`xAB~@X
z32*$}qs{jDOkDmi4*y>i!#tK-L*B6XNycnG%*s4Ezq_m7;<01hmh1!C!WxUonSh6I
zf_VtLj}oaFx2&%#dL77W<Q~-Fy<q%nMCA9ke~l-C*oeaT=)@nr_T(JvEticwVxNy{
zTwm$X)?`a*mH1IKhwlaYu)}1aa#v`z=-GPTZL~DMw>Ooic5_z>3nldN!DJ;L%J&Y5
zUic!huC0en{uT?oz3^!h@0+ZVpo>=hHH^jKb~}pn$L(1B(p16ZdKI0wz3!Bo>&`#(
z%gMX{DVykiW=0S!F=L~dQuza_uDrZ?E&OK%%PH=S)rD(X40S2LDZa+>NX(Gi%Y65|
zp2Y0d+Qre%o2M!5^N(kqXpEmBifb`Cx|DmqZd{<!?CcP&?hwq=wvX$KgE%t~XLF%A
zAJ`wno5Hg=(c`HpVEMd}hHGBLcqN|n{j<qe>$b(u2I}J>1b{hI9Kc2f`HYf;cj!Ma
zFA`p?v-x3M$xiCqM`enD?I0RuAg%zfp7<r`Y03iQ!n!-sZ#kkJ1d}=ibwsH(0RT5-
z@Ww-^n#$?KgkP_f?ewl>Xbf(@$+J}N!A*)!LBEdQJ7g>g3Ops%+R%?nYdx}Qr?>3C
zcOo=g`sDlQR~Taox-C^_iTZFbC6nvg!3BHSf*q|6nSIaW{%!Qg=^x|C2y=20FW%a-
zR%r=7VNoV0R5d><wI$r^`UePa!U2~^i^tU~{M;SS-_WN#Gr#dZ|ANePO2cx4J%SHe
zP8M95z+lroK#ibIDS8)>>!0H>JGR6{KxoC={POwPmY+A<@qeHuV?vKxA;B8RVNEwL
zON_p|*?GmObI*F+Pq`O%hqL|z3$>I`L2ocYp?*<A@TpPNsj}a*m8Y4At-Sg6zmQUj
zcVu2I5k!U#4KhZsHroiR4uK1qJYoBPn}2lWTl3@evWYXP0q+R{6p==#I1eK&U0Ds2
zTz8iB_`H&bUl!lxOZolv$GTDO<Nts&<ykO(flvaLwVk+gvTl}2s;170d0g#>1v391
zW7i#z<@f&Yk}WM%R1_&8dld~@%8HCc*?T|sDwM4uyNqZUl{6G78d^e9$SN%*DJ7!e
zcb$7Y9;)x>_aCp<c|X^=&wcK5uKB)BQffDS)*#=O$|6Ku6a=XmbYLxz)0f~qojRLm
zf2o^q^TGG5wo~>0BAw723FQx^o1uFaMce$9UFQY0Em`}?OGedb)7+5$FWzN;f#W(N
zRRl%DrhoX3$+c_SIBf`+{WaEap74|0)PJE+N<MX%U~cK0yMs9GhZ^26nTd(dmKpiF
zpX)C`ss|_;w!x_e;x@JIZv3|MF8j~>A$<GZz33Gwr1V9`RRW#e(E|d`M1~B$4;8WB
zGOT*S{-<lrnPzFfFt6bcT$n(nXHj%#GSaZZxI+RZqxpG311IqL<9kt27Mto2ak@^o
z&%NL7Udo#Gp(Ka5S||Q8ZSn$u-U$?`r&`|jfcx%}14sFvV7!<4`M$3gwf!3q-O*$O
z&CN(&JySZa;cVI7m2Ms>Hy-aTqXOL2bIM68P--X%G8oyi%W#9ivu7F~`Cccn)FrGL
zreA`@hlZNj!P?+)K-^P}GJJ{s$HSZ&CHhHiq~F<cfr*dNIyJ2=+~g$5mj{+K>9a=*
zDyyPwV<!in_leJKk+t<jnabFgNsnTF39b2g;sPU($O%U|!K7bTM73LdwD;#UiH23j
zPMve8io8>(JPtr4IWr(~E^QYuR<rT+O|o<Oc2|G2lJl74I0T^-pvXNqkP*Q$nxUec
zje?zuiVD^yk$*!#-pb?p_M6!<-rHt-z0KfZgyUtPbaE>7CzDyCc1Yy1S8P4EylKJb
z;yfElS;H5CFu8~TIl1shCvDPtK3SUm!mOO%ifvCUQ%q-!FbV*_CfZQ=1?Ps=19EVo
z<)jU!Q&4xFrt;cL$+dM&?KV9}Y+(p>=-{$I69#hFv8B`XjV?KSopqyi&s|a5_?sg`
zdzW}K3PQ0?JQ2nb+$8uEvB8<V`4{9InxD&9n;vs>u2tfQr`(3P2$XBXAR(IN>dTVc
zg`;6xUnpG<mHld#|0ao1g14V7(7O@{M(bzU!1m`O{!8|@NIXxy{dloqSITB8Jc^6)
zRY2yZEwEbR&OY!rL0&+ATHLB-kMvq{_NiHTb`Rz>zmuc#5O7d{kEFW;v24&f8a_t{
zO!sV2NBwepmD=9-fy|E_ljm*RbDx}_4-`W%Qhto3DgEZKe%<AGNT<4+$<?!M?=J0`
z!Bm8k0D-axAt>UsAXG6TMhNi}{Sdthmz(a~7w+~wmOt=X+D23OA%j4wb<3Fd6AM}H
zR{3KGw{=dndA%QxnCJDMLTwBPJ4;tbC?7<9;k+Hd4wtmS))}a<Xs<Yb<D<PN_G4P;
z$%f=6c}4`TvY;wak|u=6E4VYd!1$y2^P%4{Cpfmo)=vtuymyQNMKI%&O>D@GnsLpX
zwu*+SS|smEYh{jnvPUZaJOcz-Q1I!Xn-pcLlc{LMzfw{XVrGo48%Qy1D5$Mi)ZU}P
z03vH=sN5~w{fJe>e9`IjG#xtm$@4j@divWi)0V{y7;ksbryRWlQS^&Ee=f9kJrmYc
zQMn;!Dp+ECm1C>wkRgG93SGnt3!XK+S314=8(aN}Z&~jnql|lLUaM7;xkVmb%&234
z*a90W=vNTpB~m?D4rjbP^>xTSP-fNMmmaTmr|1_wXBdw6(Shu?vEToAT|s<$)i$Hu
zzZRW8(eT{v=7K$>U5-zQ0-$78<YfdVJ!q%NG^hQI-NW>C7c3G@!^E7Y#Vn2@HP3M%
z(#?mfn6US-g7*f_L6PEqUwOGwo<uotZ?tD8P3phF@XAGX@r<-0{!RL#KbValabKVD
zpyf8{y&}9BQ2XlR3ON}#%b8_#v%iJEc&BfUux91OqAnG4iKW!T`@kgtw*sQL1%rj%
zcQZfp`A<L0Dh@T?)-~+la#wa{7%2}r5V|9&U^d30&d*a|n=jlTAl*BI+pjuZWiGi5
z@oB(#;NOEze~2BkzArlCQRDEUMDA)|a~rSgqT<-~@xP6a#hz6Ueb0{9U+B}ye&m?h
z`)ud-d0WPhgL8zYg#YFmrT*7NYOk**zcKlJM|;yxt@Zhr#*ZZ;J(B(yZI7}~yX~{;
z<<HCW)~+&H(zdLFyho_1!oni*>Z(ZxhIG!D?BP?|e(+gsu=;(!m5;{%CNWSMTO_gY
zU{*uTP~-*X10VHIJ~@|vX4UwSU<i9T5)KiZ+(GgQm)n=JH_~}5CMIdo)t#l!UYLzX
z;M)ln7;1RIcEd{~@E4;>v*J2puX;s$#`?UEOdrC}2$8xEHG4Q0T-_zDuzmKo<T|)l
zPWqvv&HP03V9wKkRpbdYex!#YCd!(tu46nLTlLFb)U%Ui?ZQ>RN$=Riq0aI&Ka6>k
zdENPK5rLhCO9~dwQhjMY-PU3J<WXA%VE8l*PmFz@e*Wa{oeHbDcn0>AJIAMwABa+-
zp-9`y8WK?bFrNF7^?O-*4G#)4pP96|K<nC<)}4PFPx>(ExMtCf%Ni^$B&M`>4e~#G
zeK*j#OZ{&+lrRNx2TGjwTB-JU%`4Xi#MK_{4$S_kYdpQ{Z!n_PmO?dxwj;hb;^Uq9
z9G+c$iMt=(GAF}5)M612g}S>_7{1~!eb<Zm>SS76v(!wK?XI3_e)cy>==0#oks5JZ
zmsW84YRc247r6)g&5JhuZLE(Q@un#mI;+~nBj%hdV84^m$Xefc`(;CC<zH}E!fYnx
zP7k(E{hy2-n;&(mW<6h4NFPU(b<->2$cw|<(jQAQ;rcLi_VN@_O}E#9t4-Zz?>w_$
zA`IQVL`@s+@!G|by>Vnoxz=@CC3*AXgG?-*7v4^UAhK#lH{geJgw_<m1H3u#b)lSv
z)zxK>7cMU>*{^ZzjwETx!s-&UBO=N~sey`Vg^FQ$bg1*ytZ9CF?;En`mri^bNXkHA
z4r>Q+{2_jN!t-;&{FGAtPvPy`2XZ~r4}Tq+F0`CflgH%P!t+o?3N-A}q5f_AFC^S|
zElTjM>U!`0(y5bFyT%X>j*z-Y`aTGanx$jP(7BGxNF!|Tod>tig^9GE>6@?yf0hC6
z?YlZUtH(@y?xkPm_v(DUM3*f4F%d+b>ptFC|M8=#j&qj=YbXZIABdZ!Q=R{0^4~`z
zZp`w-zrCdFu%OkM?47}_Gpr=HiLU-*G|^QKD=A;L!P|kqHM8m5d$+n^=luy+Nt<Qt
zk=<b|3f^LCEB8f+zx&0NNIPY3l2~YQw)6ei$4kCBoQHXANsCS#eQf%<zvo21k+7YL
z)_msgzGMJp?Dug9)j|s6m?U~rZN|vc&XFlwv_tn_-?@XwV#4eR`m`}21Hbp%Dn&}9
zN;Rk&zrQeC_%=*Qd?JKoPQs7oq`WQ>PfhFF*wu@?Gi9di>-peEzwpT&2<6e1v;bF<
z(H0d)Vy}Z8&U{|_`xI~M+yNJZ`fhK(U@{Yj{wRQAsH2QI%30MJcjKF&hg#>^rA(<+
zQ(}Kkm=;wRN5&aw5OY8YB<JJryilFDik1~&x;HrMV5ZMvJyI1L6GfGKLFX25VnT%t
zsbKBr7Gt?kcgQQ=_l)$?ZJfPA(e9lSrTSCl8|do?72Or<P*4(=2s@$uKtj}e3HJ2T
zXDL6y2`CVa*NGx+15>`*tYUY^Xzk8VMMo?TNe&&^+c<UNco%m##UV}u-Bhe4k_IzV
z!g^e<iI#0xxYby0=eO$<hT{=2+(N+>E))R9;~`kMh*(&F+^SVkwKErLf1EveXG|+y
zWg_3!xEeIzKhN7H_n>`FONa1!lfq5EoP5u0Abo4}<%0+Jg+M)YC$YtjId#cTQH{?0
z*>Zf(qxrvEs`y@yDOkj|CcC`T)wsA94nH^Mt-0uVrXhOPprX~yXDi0;Xc7_tP6Z;Y
z07e6HZqTr6^Zk6Mtu*f3w`lFEP>u)n+Cf*!CoBVAHtHA%YB|HnJZ!S(qZ*6wprjhJ
ze}w(|1fx&a$bcLDfxwFbMH_BJd-(mr^8@?hE^9uW_aaOGSdLO-X36LTIn;RAJlGu1
zb9U{T+Y;maq7sE4=3m~CHmP9ZaC*5fzQKuNlCv=#ja>59{YKKwlC%8niqjt7B*P<P
z(?U@t7so)tbqgLfAPK{^-^dpY+p%}uaku0ZcDgS6Bt6VXUpXDeum_;qrT(*+h10Y}
zo@c2}Ua7BS6U1|L4jHQ)1E7B2sO2Gb{L9DRTJ98Rf8^E?$@&T?#40qmAbsT%F%U%q
zJ|wKffVH~g#dZr8Uy*g<XFlaVWnHsu!Ya5ELa5SD8s@xzr-}FMDi4u$KH7%flTti3
zaf~U&#6F;7Aki9vF*aBqbBg<G1Lu3$-8+uxNO^lC?bt)67fhTOI?UDE_gl?va=k%2
zE$?jdqvZY@-K(TGYT{^ctb!K{Vhph4SoCIt9X#=0@{DhU&5qn4D|q|t;FxMSZekP+
zd<xiSqvqz=yj!gNbF6gkyWFds*6_sU?@K_Tfc*@Unmf<_Ia^P&N#mT;OM$-a@&*~w
z+MGB=vI-lYVJUyh?!-Autkefj{#Y?b?fv@qPs#M%i70BTLQWe{5qUtM?TB)_MDD=~
zaf~bShTsk-IT;I8fxpj_!r}!gn46dJq~hV8#;%(hr_V_lwOpx>rW>E+Q9`~h5{I?F
zn}5Tx!_BlndW&bi4s+U$`hbRiNJ7hgpT_o9@8+s+Hmi!XYfe>XX-#jLs1H#B$PWWH
zMB_Qj>cckkbf)qYZP6@aJE4#pPdZp9u7rn-H0JSo_p$}c+VAzaXni#0o~0gjv_<&u
zGa6g3_m{7nn9*W5z(0S^?t;>lfl6PS<o=HFlmx$(EzrfgAnN*ECk?|_oOQewU7W^s
zw{WAV$}4%Mf8p?R{&)ue@&)HJouwD{`L|v#$S9YyTJ?7Tp{+rx1#qbEKVmAK6coF+
z(|V7PD09}j-GLL;E^^Tj*Pe&FA2`IVVI{t9GBlGpUK_3O@$id|<)4@Av@9R|yD&za
z3|3tK?b@BB?=SXUa9&qa6?W@{?97G#jg!T0ymmA;V>;QtZV8{%<;R~*LLSeWcoF?&
zo^serInUCnx@|=lHl$f!?pQWc-@qXIzvane^OHIgE3CMtURvx|kbA3_y@8dB?Z0sf
zSb@t|m3?Qpm#KZ>S(*A{#JQDuZ^wV*6fx`LnaVF;ExdMo*z<|#&u7mZf?bsU8>fV^
z{?IJURw{qBtt<4w<;Ekw-hP+($L?Z$56aj{v(0)#mW6e-3ljPc$d9I+h~hW@Z+R+M
zn*8l>w?3`O4q*-37iRNHRy>%N|DQNn>{jLrt4n#?6JI4Ig~ulAU!5ZvG*Jin^YuZl
zv9MC-O&y7?sT!4wTUU&{J9W4u@BM#^lfkwHJXaGtvdD0^YamapUm9;W*Alh=#>rxN
zUdF+F+G4Ywx)^+x%NoH%L)QJ{5N23TC{U1}@7b+Ub6VMa7Itq(j>!wh#^-teEl(cf
zahH{9S<7M=Q_n2MX|FpZR8*(=-#7&<_G`ND{(+@BD<aAh4i|k~EHY5`|CpyD_Hb?J
z6o+IpV>aFg*EcdJ%QeI-_{Y`6_<Ty34py-K%nDoemHe}}&Pq9XSHoX#qMG)X_os}_
zcheQDIDGHnYnHQ$Y=X<C=jgfb`p@T+!^A#h*IIA6QTyS=E7Sd<*Su5*;uQZACXbnw
zra2x6_TK4T8EPb^HuX(#n#+H$iURh)xIRUcW&7f`U}xQyg0FRtj(K|gr!++@5qq`7
zV69b8{;-VGx|A}GV;+~&{u8EziJkgPb05vPR*<pHkbQc?oOIq}A^!<e#xj_<o)22R
zd%@@HVPQ9piCme|wr-+9^XD5-!4_Fh{m_@k^YX5QvE>Y}fjcuxmE8VA8rC8hyD<Oy
z?$JlK%gbklh(vMTa3Uj}^gEGst&Vvpdw)C}eo>IiWtsi?Yqj%WRF0#_kqL50=WX_b
zh<Aq<>$YNwsWCU_Mz%*eYm=esv0rzvL_AH%K>&U$P!Bbiy!o)DL21abrhG@Wr~Mt?
zh`fpSF62Xl08rf_ssX-iOL{?o5wCOh{@%6a34VHfm!8xNon{uRo;Wi+!5`{?ygab2
zPP0zvnj9?uVI#LY;l1K#i-5t2UnG&=Pin4Sd``3Nx>=s*q@NY!Qar}``r-+vzy3V&
zcCaqH<9lC}&5xhNG3D-7=a19aEd3Y!bv%^hg7)2_sIIzRHn{Yf-%3!zzo|7_^zNT9
z98b-l+Q5s1Z8A96+q%Lr<!Q%(!O(q~H-;zfWg_?rZUqO>>72=&DD0N5;IkN|j$!91
zwbKu|=VY4iF0Yy>2u0-y+GOM~$1J}6n%%Q^D$~@fgI(>0Mse5psOo<Dn<RTfqKY5z
zCX-h3ml@4fvkh;t^%ZEPPfBl_T*2A$VuC0_LxFk{NC!i$5s!uy9~OJG=%>h`t**R|
z`QNo=3MXy=0)o_b(?^^Gl1U57+M`N}6>l0u32^3DPW*kyABOpW3WQl6EE24jaOc<S
zOs-O#8)xTUcS7&a(Rf}DPIE>&`>(fdpBBoO<|BNTy-3)laaR45{E0UcN~H#m0yyBt
zi~|~W`q~$j{A(POHe0$jimf{*Zd@ME{)ar+$~Z?XxyeSO7Al+Qb-LXz>k{2*vDZw>
z?cpDfkG2bVKyY)a`s{#&orCYy-+AY&-(Hi7cr38x&_o%?{6-2V5I%reiCD^K)~MFp
zbrLOAI&ksn;ND%Y61!u0{s#)*1AfPYYR>2+Jec;Rb8U=&Z9l71-~7K~h^hcW(CZAY
zx|4#}qO5O!nr^34xb|dn^VWZZa5?SQqi^@T3a~o+cwiv;)tsn#E7jNj9fEQe$p`9b
z-z3wl<`ti8p7d+5EcVmOhKeu$2H|p|&u%s|ElYXT)AD2L{-uJOtcnw?{|dpw#-tqD
zybIf#zSs70ZvF6hVeG0EZnx%1{2PSJG2v*?84zQ8mL`G)OVsSW%*J&+`L7TZZYIT)
zPC5Q6Vz{Gys4D&Eo2^OCVy}xf{u6^sG5d0~;n-vsF7w$1(~a29<QWF+68S5FV${U<
zLAQmRQi5B!k-RQb@<)5gb5f}iV*v=le#M<P5XM9-I=H0e9G}}w@|`DbbT$o{BOMgJ
z!h6Qmze^&Rz|elX+ZL{zwr83suhsiIg6rfpHb6k?pBP+<zgxK&ZG%VG8_~w>#lcQ;
zzvkYbc*_to1J4SzYLy2Mx+LFtqkER);R!YCxYq}j&P-H2$1u2*BkC-h=6Y!g$a`ki
z3hoeXXKQ^%rW%Z$Yxvhgl!1_M=e#<v^ii)PvX+{+X3giU7<xW{kx2l5Md6a73KV<-
zirIBndPa-X%Y<?4TDQ;VuPcDGF;dPOC#5&fY}Uy}|LktPGAT3OpwH|dasY!%G3YFn
z^$BuledOfCw>>i|cWvli*$Gl$y%66LB;$Cwqy8>XAJkTBe)aYbLx1iqF46U62L@!g
zlGpzO1yKgf^pnP>nZ=i`Zuq*WPqa2;^v&KKk$)dfb~5)ZG9QWTxx|+4-EA#cAZL)j
z)MhOHNbE9lR(O{dEdFt=WUl)ftp`8uezfM0H%W0;G5xy$RB}wieguAf<sQVn#!I~G
z#`gKO$F=f!C#tOE??djm4JI!raNmqK(NH<JQ;JXX@r=hmrX~LU=kYI}aiwZp*<U1F
znyg%WPD5BCz^_bAM)LIkf}-WZwq*|F-oE0xf$7WKbmK~a$0b#*{{us=S#5L9z`gq0
zAFeoe2(_-5=DR>Bd)EIz5epH(-*&X(XHC`8h1VryzDp*kI(Y5)Um&y^{%2&%TMKwZ
zro@B|F11&ZbzMB~*S|5CdId}A)QdyDyH5tTnTUm$FP_eMYvOP}#1!gElr&*0GiJ@u
zVBHb%tMcSF?amC&%uwTrN*S<<-~?p&7LM6Jyt~bCx3tmiie-yKQaV>`kfsa*REk3s
z1EF*Z(lbv(g{tW%%=mj!7uR&vjjR^?nU#5IePt0jE1ZNKIswpwUXZ(mS4cy-u(bo`
zVsd+#_7Ic1(W*}_qnVnodE4UdF(6S}Z5vytKY|Se851}oG@c5A?YMs{hb<%0_VLOM
zoHABxRE=(gQUNn05`biS30Zjvd9^fDw=^j&(H7hN^_I6siqr8^b^){3+^(ktLVz02
z$9D9x_CahBj*xx@3Pk{RBF16*Cbjw`t$Q^)bDh;%1!vSys;Zqls`5o`xhIk(;b~iz
z@=CHcHp<r68UJ$OA{Uj2i`?1K8x~CFxW6G|CMg$0(Hjv$_NF7E<cHh~Ic_P{E!nv)
z_vdm>E2;H58Zq5w?id1&54aLgs1X%qA%C-=p!tqI-moKS&2b~8t9<+)|K31_lw5!{
z3eU%b1Qk$Rpn?N61DtwKeSy!GT~4tVIv=}>t<S#sbXo){fC3Qw2k^Qf;}NQIu(<0t
zwjFl#F&0+-aQdP0for9eUn%F13zQ^5FF@Ezz)A<Sa4<0<au^rdGbrx=F7RC6w!6G_
zBRk^xLPjYusEmoupN<o~;rWp$;Y~(PS;1CTUJeV&G0M5LVE=}Fomm2TQ+%I{t|%mv
zyX`?Hkp)Up#gR%DL?R@ij|SxIe`dX#*R=4;u+(uaW!5K!Cpa_L)Q!o;GjPcLfj$|!
z3m>~v8TaPf0rhD*G7g0zYo~3gnJP&s4Iq;sy#wZAsDdF9QidO=ZFP~`8@poZ%AlOI
z&R=_KR#I+wG#*sUaS3AtX!66O=0AUYnJOT0@zZ>(pHWe*ho#3R=jP}_ZhNW^Be9`W
zEUlERY-F*R@5?YNv!D>SxSTls48i+NJ2<9~q46psl>SNf3no*hgnp<G8l=T8_+0X7
zz3rZ@i%l1~+D`x}kp=y9D0&%kDwej`M&9AeBP&ZP^EaR4QT_R8h1c45l&%X8i5o|V
zbBMS>@oXI;;D=$c`z*gJs+AR)H7+x8%C$GrOwAaRidK<KQzH}8*=Mm|6=RlqJth2h
ze#RZa;U>fVE5^oCC0k%uP+LqoG&+qf+b-365BIO)k-2uUYcR?QMTF;w@5{x}$_tfe
zxFYUx$cAHAP|YnG^${{Nk^CNSqHgB6`TI3W4j$Em>_c=`p``%p0&i3guva(V=)Gk%
z-jjC0L}HEo)vLk><Ij(S5qTDPO%I~%Clgy~*thU??Hu>dSfpQ<8wxS_(y}+0e%KMy
zB!JEeaxzdZ4_p6>e~+Bly<+9{`TJgYK9%CaPT!;SHbwv{uP4&|kR68&uIl@F@r`U`
zP*i4DlT_I2r-R?9`<@ZyuOLqrsz3!8h{P;DObfA^k>%ke_~9_~%VoRg{o42CFVDq*
z!z2uTOg(?X;bQRDmx~Wxy72wOw$#3VKu}CtRvxptxBt;c*V`^5Z8AQFZK)C!?*4+~
z5O}U6MFWk6D6-JF1e!*oxDw;uvQB!pJ*{oLfN{fV*s!&FWBc_N$IBKORZc74JeL+S
zQcM24t3S>|KrqJ2%i+ywpxO$ny7`RtnAo>c0WEp^X#EF{U4dHEjW-eE0C6|e{V+mT
z=TpB|HUB01&^M|_GwORySKR-H6lVn)Wl05TMa;lwrH^L}oAdl*n~wGJcvXr_>tFm2
z3@SMH#v-gdgZNLUtR9YdUhH?ahs{;D-uE8>qMVINX2(>uhii1po{JovJ>YkG#S~%x
z@+)8ej>OWcBoo>~FTXR66AC`!w9%IT8=ukmp|&3AhEJV5i&^gTyP}<@8>d=lj;w3?
zbem)1I9X|FOwlb$_!cec)66f6FLLi2s%l;=8~vAY_A)98*!%qT?n07$$82_fbU3_B
z+$ptKk&1Vc3vcTIzv+ebe=K;?$|~f3s&1a(v-b;=-X_aarz?FR&`e;)wtJQcEiDnM
ztw_%GP1kBY$u;f3MB(s1HgqDpMgCgb*)?Wj?ghSqSytHD^6}$P#h;=yCbM+$*4M+W
z(*r+daF@(K*OdJ30Oj*11(Uma{iTpr?X|W|t#56-lZH?Kb|3EFJN_3D{RQq}fy-1H
zTG!k#^gX5XdTH2RDZ}Hpq%GP~eM_H=N1&=!FC}U0PQrfg^LfR^jo+`Y(>fSn+U-5y
zIew&vf}*0NE%H8L>jKi}2beCNReqv(?x;xfnXt3TY=0lDAdNLBj2`t7ke2dc<N4s$
zc63wE<XJuBV8qjaPZtgrAZ;Mnj&w3g{PhlQ<b4*NoO8}^`Ec_}OL2zrP-5&3v{CNR
zhSY`Nj$<gaa@AcOLfgqTQf~T=bK~#F!OOpXefPhx7>~iG=#)?IOGa2kcPj<)zW8l(
z+Ho8J`g{Ah_(0MfYQ&4*jY{&^o8ir`bMGdu?jM=c;plk7xx0f!XdDW!)o0B0UJ!Dg
zC+xHUbDZPIRlZ{;oX6*CE}|n`N%n_voUI$3<{K}M4K=#D-OV$~K%-V~<s!;c2>Cr8
z@PY|S96Sfrnz1YC)n9i%ZhW+5#|(e|X*UaAStJ)>)W-V@5(~9Gp(3Q@DK*vbB}?OS
z%R~E~s@*21<^y%9Ac(B$fEx<!SXAeSt(ofZHF4Xvm;sipre=CO<hOswZX!W}j-am~
z{Ts&ORbXDQgw~Y4$v^kbv2ThTj_;aR^5yLN*3N!%h*EM9&=u#*@vsbVaksR=9t^Ep
zpD1u?ZS&_>f@yaH9U`YhN)l2WKm<d59?o&VxZXjZ^b;FYBl;_Cm$S;h-*QIv@~fjH
zQkG`x3TTf2ye=M=9vo*j*zKz>-2>gSBY96R{us^O_%>$7Qd>p<opa0%`Ty_^xC`<^
zN>An<Z3unO%w)3VieY`6)<Y5kIuT;>M=3a{hzAi_5NRHVI%R!L0)MgT50?E3e($kH
z?bo6UBnFz71DO;ow-qSb&d3#my}wvJH}KO}XK|)biwd<5oI3BrNH2^7eKa{6QVp)F
zZ0CN~eb4d0g#)IM#>cjJH3*TeD}*4JoWY%r>TIzd4Q$t9iMu<kGbNVX4P1Bs(s^le
z7sFVzyx>G2a!pA3YD|sSSGbc$Y<2%q+l9LpmaB}Mv?1+6K#;V{q=ACm_s}?Pkngww
zCTjn!Z{8`#4<hYtvqpYhqCYQVbpxTrSH#>KZb{I{0mtxw?l#eLo>TI!(1#Ox3sKr+
z>4Eb@IDIc1-0B=EB*S?ork{Bqmo~cuX{y77+-=BqW%$z?=5jI5zFNb#CU5ojT3M&J
zhc_>OO#f-{&*EucM5!~Kty}1KZ?nEa$IVyQ+A~k*uUh!%#C~TwhGf<NI!jn5(A;R4
zS<quk)0Iq@gL7vIuBhCqB7WI<*Vu5VLW5ddNPKsL4+xrO-dv+>*Q;Z*%OzH<u>SGg
zLHR*W`d}ZG@hNj-?*h9u#6;6+iOmlfcIqmAbAk80UI6vTkcjGvD#>C0*q|y2QXMaO
z*qGR}S+`-uT%qJFzaP0SX9Y<84$l(<-3D^eY<(@Qeek!9MQjrhmGdvY{<65`71N2|
zjUo}lcgUGpx`5vbH3tD1cu5p?|ET2fW-gb5;=gtLek~8<sM{;%!Z;XheTIrtEV3->
z`y;c)L|@V3xaV1Adeg5L<}-{ZQnsK;D^z;myxPRRxO+m>ULjX)*ja!neJe+JlX=RV
zlN8DeX!<FaJe)i5IB-6>`<=D1Kai!q{B)p=RAtA((8G7iNC2L#M!JgVFAuBbw~>_H
zQ~P^e!$FRNQ;t?!)DB}506Ep6(-;tELZe0aK#47mb%(Rui?4{QcjhhJZp>^^aCr0c
z3OWSZRzQ;|s1<~ljjG`37N@ifFjW0~oEmkBDLUxV+XdeaR(<HWs7WK0V91W6LrHcg
zaO90u{31KaN*aD*c<z_c$g{M>`wkDU-8m`XnrnS&H6`5z(&g|qaf8%9utdP+0FDg=
zwN;dtQIWF-rK9>rb6_5K$=oXnH(6v$&20Ddyd4L3C0ZvTAAzxkP4cP1CEra0j5<tm
z>dhx}ekE&x9Bgq>xOxok1aN=2NIGM`Pnr*!a8$ZKX|2p%Vp}42{=GY?9uVW9*$93D
zDdDSv^7QBDnwb}Vy)e2zT#n^i$jLV=LvH_OoQ(pML=Y{_Q1mEi{^F<;&S|C^a%t6e
zABX#r>O$!63e87RRz?y^#L+e6ih7Qqs0}v6?({OTTK{fMa!cOkO1GL1B{fo%2;iiL
z&)-dQj6nug51xjM_|UNCltoced#t)|S@jiuP8afNR*H?Lz%b4obpdn-ErGN!@lOit
z2@iQtw)0%QQbMIpv3S+j!-9NCe*;k!N{DI`y(1+B1tm;;;p@Z=2ZL7~|Gp~7O?;S^
zpl~z(uV6oP%R&_&aFn|QVDE0IS2j(JR{r7|m15wYq+iC%yM~0pE=C;P;79@^8j4G(
zYwW|2k%OL}nAEk>H5<LpJGU%<R<?uzLa_7^-X9tk$Fk32<;hHOzm3N{KPwL~AJxB0
zCh0k#-^baTtYpAn0^TMt#ekgfFjr~G_aM29Z)KyOznfndFiYEVgYoAPMHGA-h>a3F
za5S9u0-NtKKj27l;<w%X%+d#{t}k{m)t$)z0yPFMF?iDi`x!;514Jx8eb@#oxis4{
zxP`^m-D}#2#gZB_K0OjgGLJ&j6wJl1!CtHSQo+R`<2g09@d*j<c9Z%a1At)7qSj09
z{W(+PGnU+!UgxFrd^i#s{PsGTK#oI@pAHoXQ_BorKQzj*#=1@0R%tUCI<wwVs&3}2
zdAojRJed(R4o38;p+GAQgq3YHT_>qXPMS2O+?aV*J+JE6I>3vkK5aaZJJye(aDJ`$
z77j@>(Ik$?S-uvl`olfa$Ki0#4gL|rl>{fcn?1PLnKJbKvI={nTK9W@*(SO2V(F^;
zq({U7%EBPvjX2BjvUPYuXDm*(KcG<Ssmim57Z#q#E3r&>Ie(E7LLcrVNs2-dT5Iq*
z5?`ZHo!2Xkv!AM@2cJ9CEAQmm#G}ji2bSgr)$tCXM<E{!-WnvMXn~*l{gma~PY7IC
z>%Pi5ZB{2~5<5T{5A_uiHxz?OF_b(_LpfP%yR4Yk-PG8c#$9c)WTXu>O@|YmUcgN7
ziddsGdUP)3*w(R}RQj>)+33e-a(mt8g;_U5lG7xB-rzO{LJ622`X7!F*!s3EHZ&|j
zyMNQsX(^p^e?1m(yw$23c5e9w5{U?XaBG5*eL;)&OKn|1r{N+a{@jz;ffuO<50Hkt
z0~+t|=<dpJq7%2G!N!(rQA_X4JACYWl&#~nDCP|8?wAZZ!x8dS+XDdz)E;1cw;~s`
z^k13nRMY4@bn}bR(tc;^)&Mc&$UpV6!1$y4>V$jkG!x`H8bdyHU3q+W&X^<;hIeCu
zwY0PWBD<At2?6ON_4*I{lB_tj<epY$EgBd@pkh2Y>rh|{eCQ-E0H(-x_f1*2--rBD
zhYmGN)jsW}{+x6+qBUUrdE#M?Ecmq|yJohZR|0!)T#r+bSm8zL<if{$feHatEClNS
zmLj)0=zH4wHphFcthO9KS#%N(kaj!%>+t^Qh7R7t5Q{NiJ^68=<idwvSe*~wJ!dU$
zwUCU?-~g!PpbR6N7Xkah%v>$e5v9ZO%_w7q(e^EM+EYjuGC7_aPR(c*PpQFa*ZZ@p
zeqW5~nHO9<r1Fze%wYa-29W*d&|QR>3&0yswr#@Z>epK&M!z=NFUk3V>+K8idujWr
z>l>hm$_cq38J7$b(`O4-W7@zzPjgiJ+tSxFdJg8+kG&CUZUj*sHN*0@_usGRxg87V
zS<Zam#r@lh=Lb>-h>sVjXn|wxz|h%>KAF#F6!Sf?>|@N5jWd0!nM{;g3ty39D9HF?
z5YjTLaUYo-`h0U#@Kv5~Uh;=Exi4(w9gibgya6MWHQw$)YQ?VQHkp+?Z8LP7W>l-1
zt2eCJH6Ae5SBt>{+pT;2qQKy$JHoeB?gs=k6@)grZX#g;=*ohcEVMbHcowM|0(Gn1
zY0O_te1-L-=NyT9eQMQ9Q))EaKlpt|a^1md<JGLSx~?|;P3_xRAHKV@qRvqAnd)0E
z1_)8cfU;+h9L!of)A!wEcair>tDNWO7WlpwSv%#A(a;75=&WFIe=CM5{@y&hJW^#7
z?>q<TM&?(yNFxRUSg1cI4W~GQV;X&hppcNPZTH_Qb@EswEPp&}AY|Xg2VZYCb$Jm|
z5Y7eX-$RWGa3d93Umm$ONmL<Y>iI3950m{hq!%R~<7OO=*ap0C*Cv^#M8lG_#YLus
zl{KxX*KEIjeOKM*OPZJI5PE10Ts*ioOLi2(j$G9Il3wMN{oHMCd0gjx7e${Y(l^8q
zki(rRI5QM+>^<CNomTu^c5ZLbqxT{6nJ|`w4)Q~00D%gIB3!^901W6Z-q5!gx^#jr
zdo$^@_RR&X9-ow7I6g5swdhQJ9QhRh7)~QFJqVgOJpTyudZkk^T%mt>Zg~D&z2;*r
zB7I+(=#MpSIKi_>kbQY-Z7$#5yH4(u?mnBtjzx9?y~iyn6p+2pJEagtGL`EkINF_b
zX2l@OmG<4)kGxO%+)QN;W<=TBLx_Md$WdC9c3hOLkhGL-MNO%1jg-K?2g@FHFb+qx
zg6Mif`{w0rXXEI7C7#t&6qZ@a+!Hg4h(5_M7A{QWeS@_^jvExYgFDgE3Q`C>aNU^~
zV-~Vne_FclvyFw{1HKn_%`?a?jq{t}F$mDyz^?#>Bj6_sz`BL24F)vd)*rM_ShA-1
z)3O}r{2~T{Br!9R3w8<YZ3q=2*wfE_T9z4NyxNbf0*i9j4w!asCqGVH5PlGXje*`0
zP{q=hgV+}dt6xS$_mv)CRpMQ`;HEK4p~M4o2APat)XWjqg>;&*E?g=RW3~EqjHtWG
z&fwoU*W|CiVF0326b&Y~6im}d#_#1`HHom|`M)~9i47OLn%mmQ0KoSuki@_Z2c7|7
zsX~v&8~SNd6zk)Y=E`iCHe1Syn0E{4TOIZUjzQ$pJb~A|H+p8tiJfkDnzZFC>)Z@M
zeTLtrxU%q0QVg%CG^zM=TG%9^sO%2rRJHeftTQ(6VT2K%1FRc57?2)EtXb&N?X3^L
zj7<F@@SHzT>2?&`uP&MKFt~QWFhTnPZ79;Ea3yeA<~r=wa&w<04m2TsaV@b`q}30W
zD)c>pF9}4D9ck$-{rsOomh`@=OV5yae)Vh8xvP`E#^sX27<ewMQMei3fn@hDg2iG|
zgpJPDHFDJrM$z;AxuR|wT`nO{Vn%gkOzENO^01Zi5`s%Q-%oOr(8?6=dA4$QS03wM
zq`JGg5uY$H`9cLCS!RX(sP8+zt;l#v&MC*(s9nOvf$uhuF<M5kK<S8DQxX(w;0Us$
zNqZSvU|F`E?On@edrcOJE%;L;D4o!mfOxvoC+Aj+Yt(acn;bSSbzHXbR7kGVp9sW>
zNt0CaWNb%=sd(`$SjnDsDCT7Sy(#hYL(GTt68;5M9uM89wtR%=uBWfr%A`9FUvT-R
zMCBy@3##IYsm^?KF*Km?=Cj}-FOBZ&ldswqwf$>2sO)gM*+NKKPC-&$9%ENraoX2e
zN4iX>M)l{nQ6ZV;#Yg@dtL%wAHg8g1zFSA6##Qa4c=RXFMZct0{tJjFaFJpG+Pm%G
z@sr($R<mJlBBCm88jk$;N&T4d-4Tll@#HZeb9h|tEtV9nq0<)WO)rCcE+46?p=5#!
z9G!G@8f|(6n>hL<w(fkFnziQ5nNY9uJZvvQtY*DKAron7AxAg3`cWbUTr}f6{eHVx
z^<H=W-ks=o`T6b~Np->Yb?Ov^F)|Dq0GyQQMkAUVRC=z`n^SmQVy-3gt8?0Q+uTbk
zK8)d<VL!UKqihsOcZy6s!8f$_TXWxr(XP)ovc%XLPL_0h9EU*9hRR=2y(A5b`TTIS
z>l(j~lgq*T!oRj}VqP}5kv<&PNZ}@fT?}dl+1UWnKd_~nxZBIEY)?7n$NB`CtaN#!
zkkv9Cg)DtX=nx6#BbgYB-Ag~w%=c~EwnG6!pQWnAvTkhRp)VVu{Nfh?Zim7b<BFAP
zygqkwX`XlvcU>{R{H4o5#ztcgkI&5?Gz~Dup@HZaXCihn@9pLd-{UWzO`~o7xT_~7
zk!O)V!{m_v3Qip|6ovO)aYgGv`Z5GAmjy(npMNR4)-~S5Pw3Xy(UQ0^G-MhfI~x4}
zihUq1T>Rp|-fppeVdY0FJ5}!|m{B*cf8Ow6N*zF6CPX|0G%_^2yq8GvJJP(seqQRM
z&#MO97Yntga`+Ck(2oPE8zb`a!lS|ZgHA<Q)kzuaG}$Ztey7Kbrdc(mh9;DSex~L}
z<SdUTQv)Xr>bpe4)K_L1Cu{cRwS51q7f|y|TH+}?seF%lR$<qI(-%)wf|=UWu(}^C
zw%ohIzb%`gcGz#T%gDw?Ju;L-fyf9IbSEKP6X0XWvbr?NVLFp##IX37_`KMi=Xuu*
z(Wi*QDxj_*4=(I+m@(>ZalUHbRG`f`e1EIT^C#_F_MUx{O+SJ0KnzR^*xP}S4*o!O
zp;)VMjgOdpfy9VMp6=D0!`~uh8);)QP}C484&bu~YCybwwV|xHV(htRk7$K&!>4KO
zVDn33q3?4%%7~n(gz<$I9J&qSgbg;;5sJ4??(-RKvWYSp*kiMTl_pP#!5Lj~MqPq4
z57(<e#lo_Tj<oO{o4h!g$Iaw?P(t!k3+X2$2&bl`E?N{Qz*ET_k3Hl&F2&_uI@h_1
z_t9F9c4IT@;G_UxtH8Ys9kbzm26)3e0)Bz4^@Fo?Hh=si^<Z9jZqvI=muWliOppWq
zY-Ask_7pUa<~3{_<`tgy>&VlXx>tr@wk>c~B%S7tlqhe+DMS|%k$g_S*HCgFcT8Ya
z+?{<tIXG>|ps^Fl`V2k`*x`877?k)2-QRn5+}dB%8xpl4l55#6q2ebN_sBq~lbtlK
zY9LjMN`iS5@=bJE|Iy%qofWMjk@_k#ET5(kPeHOc({F9`HAs%tuPndCrF|foJBKOx
ztYyc#Su?M`y|RT7h+ZJMU7&LUI0Cs%AK94AoDm!_IQn3{*F51mp)%or0T}FX-dznc
z*EX?_NcPAsK6Pf(_fLJIWcdd%L42dghVAA)lf1Wl%8E@!x<>8a*YPEi-V<UF5p}{N
z%_zeU6ex)O-CZi1ea_8bceR}(8*S&oi<yf*1u;&DbiIS~30x@PX1&#Fo^xVJ`GDlr
zZnwbC)0MS9MKKO1Og2jwdt1m(0-p;hg}r&{&PSuq5B1f2j!x@wdsOV#G=mXFSgQmh
zHwoGF>%?+PuAWjqpWvfkT0W=HW>V!C#M6*kA4$VNDbEZ+`r_&@PFD_H>9;%g^MLP*
zZ|zgXBHhQyB>c1Ee*jx`!RA@b8nID#_p{QwbT<btGp!|Ee}q_qRU3EuNm|Jw4GB6j
z5Y`f&TV@M%gxoXTZmZ5r%Wm92!=#D@)@mrQl6o1#Z(tr=@9!<X>eyLUEdRB<Thq+>
z)%JCa^Fygg-f~J<+qG`#J<IkCcuwA=a73y_Ky0}<=?i!A0LqK8c9^!v0qh7mF~l&y
zaZSTobyL4FDdn-wTka{RDpoc7tY`ObQUZ=7X2W>0M@wuMxH0ur@M-Oa*XNw%Dt?+(
z4v!%Smj!4r&Y0N6PzRpO#QBeo*jiZ>aec^^=9OX?$Qaed)76l5=$G83!uRW^N%f=C
zg-;*G$Fm*#P&bBwLmU)iNg5<By5OHPxT0v-i07%%&DTvgZ{BJtj2XJ~?ti^*(ijFM
ztPpn#oM&TS<=uV`?y?8G644(kozmGY<&N)AiWvhT&pFA(2fKyfkd#xv)Z>oyeObI;
zdPC1a*^T!*lMc$qwU2>FFBuKwFcR6}Yf-Y0OHr<8-G|i41r`+tyQN=llOWX{CqGc4
z#>FwiI#oCQ<n>A2b;im!UF7QWWWjLq>U4%zNxTq>K$gfEz~+>>p7qywwJg(M&zXh3
zrVhGKHjWY#a|Y)f#FK#c9L^Xzr)BmK^T)^qh5P18Gfmr5@YdRQ{{!-pb(RHP4QT+@
z@DR}0jxtQSr<812V{|lkaeU2ZS7y!0x0i&3krKub44w{m)M^9Xkq2s!<l<&3XTUFY
zeF>l7O20P22aCVRlPVR1xIe(2KJGwH3lUT`<5Sbq`-UVE&%Jl%v+(F%aHEiPFF4Dq
zKubCBbtBD+QIjT}2Q=(?_uVU}Qg3xAzntDY{d|&7c&`KLKf<x((FM(mP?N4PJKQYF
zl~3u_k|K#bEBEh1XP#V^VIrNH&WH>KXphi01WOCV%%FaVRZFL(@+|rA^up66RV=zE
zjyRDz5<Z&jj03SD(k#PcYqE-1?Ydl1@n8<Q&0^iNBZ{guyX3Fbl8cI@P>I4el0<V9
zEIEvQt_Y9hr%|WO^3C!;`!~JHdciQ>2POk~1~{P$tS0i85WbAVr)WzoEib!jRErw$
z2c@&e^SsTc<A@w$xU@m*0~V{<UcNg0sZ)c4woGr^b;q+S(P>BXU&dlrXT;7sdzi&Q
zSaZ2eS;F2a=j&3*V*s8Rcf%mZBKg4BqSp`n{EjykHBNq5H{UeM(0F8)B>h*3O9ywr
zqYnY|x4b#Wk5zS6+Y<p-g`RCfCVgdOSPOodo>-5oG;oTI5&1&4<!}E%uj@Zm<>Mwx
zESW7}_FM0VryN}l`LfCE5PY5FWHAwm(SZ5MR_{iuIu2B8-YgWpcZ$5OKpF{wM<JWO
zqG$;wGV1|ni|bC+k-ELLl@BlNxL7}}a)K0j1!>%?iWdT|K0MN1+)%i>NxPigWvM2w
zl)*ydvGE?ZXfWmH-o?g$^k`9A4X1mB_>RsseTOHl`Z;kdbc?{XI>K=>XJ>j$$Gf>(
zjF%qb73;pGogc1iLq`zD1#DLE>Y&;cZlm3<wc5fddi)W!>a)L8YzkWch(6dwR$du8
zU@AZcx2%E+H1q{;DY8Qt;-SRWRl*)_964fdUpKU}Me}u2VtcvxVR<cv-(f`Kcb+U(
zCOhXy)y_`=n-0GAX7`H=atPNU9W}7dF0#sSlTq?;gc8P?x}vJpDPi`}87~b-zL{7s
z?VK@nOa^j|Q;kkxx5Lw6d_R<*VDF2kwJ)tt{Z=A)zB_j>b#j6T1c3VksD;5~hSq5i
zdBzr;-x@N_Ea|Y~!dN}Az~>y={gz~41ttYCp#XX=5k$jfRj}VLQx57))fE@#ZJKWK
zG$Z-PTUinMl<>p~D)$JDSHOA)qPhK_s_dL9TK6&O*!|pwFIr>2PkOV)JvLPQi-<Nk
z_-~G%YaCml?b7aF_p7UgOqzo^5js4cn?ii)G^}w2+hLnx=~m<ZSR<q4#cN&H8j!9N
z7>}HJ&~26>pgnb~P`uy3`b(GFT*@D)M<i4{J5N@v!EiEV$^o*t;Y1~9{b`uq3XwPB
zr{z=vZm3l4ogH)U@o>BV{i*5G2UnZVI7wgJPLG<YSqXeNApUqh_X&aJt#?Ts2P9Dy
zZqy++{_V@kVC*ip7WJQgBOdYcgpXbE%p>*Om1Inpj)qDZxFS%#(-hC=`<>s^ct`&3
z|9x+O-TwDoK5_aC!AuQ6M>}~k!kYn=DLw3?%hBip?T<?aXSX^23JVQ%-uVXt-vMJV
zStTsQFJ#xlu%et}H-~6%<hM;~{n_G5hf(U-kGH#=KTeh7nJ#zMM9+T#RxYl5kUj|K
z5yp>a>j}@SfCYse%s3<+EWWv1LG5njmJM?b)m4!|C=0WML|R!ndh87>M<>uNv299n
zuE|?&*t$KijF;kYJnXu_hK&&<qa?2Y?*(0NWLnjmMjnS{`>vZVigY$Lc^sN`IrQyX
zMg(~s;)={zCPZh^ocQ|-rYD@0EWLd^L{CBVAw}u$j86`1N_ZFWVr{`l#rX1*Mf(#+
zxs8M7h8<N+kbg5-;m0@`Hjp@ntlx1n(@nfL%q{-AXi*;DHP_HL<$cVtWORU#LDzf6
zp~88Wu`j4he<h?)sIHRm?d8B0{b)v6)=-RvA7cz_;C;J%=S$6FE|Mcs;fY)Awr#WC
zM>=r{Np@u4;c+{<Zlt$Wyd}xtc~Q*u>6nhPsJ_-SMnP0CfpM`p9r^~lJ{s~HR$C5o
zZ&vZn)>eG?7Yr4&%zVlkGlMUX<+^YBt*Os1UR;aa^kE$CK!ygX=!h4F6>PgFe_Dzq
zcBb-=02V*NDIP~in~r#rF}oMPEoCKTrDdVZAvEINd0Ej--}m+U7h-$U9?vk3n0zdx
zk5LwWWP<O5p3N}^-6QzJewFN<Q!_u*zHkqZ`<&~tYT9_HtE;7?Hv~7F;lg|?obf>5
z%*F2hd($GmuWQWFD7!v)+-N*u3*}MbU0seHUvSxwmi600<8V=#taa*0G>yzaAfAX`
zJp)k+Tg;GykH-J$VBg&x57lnTN3blN`C$p;kGp{-1_!@AYPINP>+5LihY7vv85P-M
zw}Nf^!#iaK?7!#lP9i-Sq<}F9=9+BKo-W9JZOVyI{~*?`WR_D4KaTr(aIj(aV#|sR
zcIds`&?ez09eb&`_U9<2nc?3CqYX$#fADbDiA*&|Nds@^dGT`B7ipB)n}7Z(#Q5WM
z!Zh$Fp`<Kw{<A%#wA+du6@5*XTzVHXIYY`%jWk4v`A>jhA5GL3mUMTnxFwPK%PcaZ
zEJO3DAfp({H1_aP1RpuEKV;;vw~0dOnS1K8y5o*!A8^{w>lochdanpEj4-7!SkvBB
zMtLnA(ur;FWNg>-zn{`!lJqZW%44t<+Mzeg=iH9b7L)i5I?-MWj!^2lz}JvL8dS5;
zC&^dlzMcP7UY8_)$3BDhHy2u3??f_6^Rl(_afHHCJF`mPY<>mZJ5N7vl#EEQv~RN@
zqglkmfNDT?3M2hwh<TaN`p6GP4(n*q>5go)(YWC(J+LF?%-gB*I%M?-`5Q<bl_PU%
z=$~0kgvrx#pE>EYg@;SbpIaSsm?A|6q{pG~JV83BjpeS>1~#RLQlB>`>ej~VAIBQ?
z#yu7x3J2leDINJpeKK}gvRgmj@rq^lyszEY?w%k6X$<0sv})Y-jgzR^;%%GgzadwC
zOKPXtr=VX4#mrm3Mx9KoDp~o5bR|i=TPhsIkdp^(^3dszSNe@xHCfD0??lznWApD?
zKDeOwE#=rq7^fhm&*Lu^KbGh}Mp!ZA+kjuB&nbONqSNX{*SK?+EYBZkGb`M`BhcVq
zbE0}ekRQz0j~xHTBPCyaiaAZqRk$YMsG2#ChvmP1gwdeHRqe5#c`?xF#L;oT|20p~
zv?wO|&L-wwO5gb7k%;YNV{1i{rH}ne)Vi+*7f*OCo24eK9B^!&ikZGp#lI#){K{XJ
z#kjKnymjH)+1vZI*+sX=sU&?CI`*$0A&!r+35d{6ZmjBR%Aaz5b}jgQRzI(wzx7{O
zvg#LIyeKF!_9MZ&x?IlLaK_E9(wBSlv+Mg1ORw@@egtWvc=jAl!9#zmvP+cDToqdT
zEo9@Qphdn*)OjN;DUEt;C6P6ZYAo>N;c>4*4&!!pZ&<x?x2kBJZMBE^os=cVbF2Rl
zuS}TGNO$sfhZ;p{_HtOSdb&b%v1!<@O-oH4&h_$dbX|7(FYt+{137;=Ea}<@`&WDW
zr=OTrD6nV4YgHG=tEG&18eaEJ$&<y3d>5K6(*8R9Qk8pveQ_+O1*bCOQH*PN;Bm)u
zM2Jv4VdZUpTUvY8`ta1_8~A5rE@jzi*Q7=1;AowsWx#?&*BrVgFngzmHpfjAS=b)t
z*X5j3+xl?e>r;kF!C*W$5EX?`5LK%wzts0XHRgS=-|J$j){QKGCDQARpBeyhu!Qx8
zhAN~C_Lfr_kC(|tre?)-ck7wYYfG6md%O(fVZ_UB(3I+!j`$_czt;QU#X0Qut4Fl7
zTs4jH!wCm3@wDe=swx*O?a;M5AF;aGqGN%HR_VF%qsdwLhqp{AKNGe_cR0KEWw}W2
zn{S~z#t$S*rAe3ZM~`n?!uOw0N&e+7aC!M8?}a0IKgNxhCbybD7>p>jh$xm>!xO&Q
zb-TntmA67$)<-0@9uf#&JpqQNO`uc@0wJ65?p%%dvR;>z8)u&@I`m6+@6sU=w!ox=
z5}i<}1n+yDbxN1*b;<4J=D*$9e3w1rZh2ubf81Egey6g!DK!}L$O%jF$UDC(K`!A)
zcchkd<M9ij<B)`J#o8VGnKWx;1TlEOEe*G2<y>bINPXmaal|ot<+=e^N-HC#I1!BL
z#~%Cq^zH>i(Zr<}6p~WiJT%i}$BDzetrYb@NcK?y**BF3^*f3l+%<h0vuOQA%5R7N
zKIou`?Eo}$JO)C%dC~d>EkTQqpQ&BblbZPcjKPDG_GDHR;e`i>A2qEp)5LAKV%Wd)
z{<PEv^^zY!H42LdGOm#G!s+<!;fjGA81U*sRAYiOr@O=@;#-7%PrA;@PMyqKwzAxb
z4@oRE>j51AHUY#$fzAr|lwoO$+urMiSO(fuoV9tud)jZ(l!j4ayo;<XWW7O35XmHt
zZ4Azx;<)c7r^Y*8&&X-~Q*W=ACslv40S(>7M|h}Fq9m~jgKTAz!fG?4dhB}EeLA}}
zbJ<|lUQ!6OhIS!7Un&L0uI8S`t;9PbrrHbEg};nml7HdW2gbpEaFGEcr=)|7tfU82
z5MuWOHm#EQ@vAN#+m&83bSa_sbvc=3<O1zYz-dUa6uVgZVXV1vhw_}1o8}j5H%kjJ
z@m;ForauHUZinPM<g?@5zo&fOy89K`VMCYZ9Xft#g~<jo{)Tdry@(<Rs@Eg6oiV=7
z0mH3N^Y<mnvi7_5HFcQk#r>jY4jm5BtHSL=$OEIHq(<=jLyNG<#;2Mtjb=V+nQ31B
z;G(Lgoa9CFje#OWw)G;k5qf_Y+-*1G=iLg<4TrM(wrlKvP_yUB#lstYNols0c6gH#
zvP6R+;}!qZFaajzc{2iXwhkZKsF7H^H^t%I1(W}RV!pZ(Ynp{jPt)#6yua*Wb54bC
zkTgtSo_3H60XcN&MuH-CTTEb?{05Kr=bMh|l+M%8x_5c`0_zQQ3BZ61yNb-PM>HLf
ztp@SvJM&b3J^NH{mpA-v-*5nnaipa*d3WI&A>5g$%P+Cl$TA~5%A8ie_yo_DSlih%
zeyMM$<ydvECWrKWP&m|Y&=#)(q<=10^qz{|wcn+e^7^}p_JndL<yU;!%`ihy49K)4
zNaKfH2HGIzw^(Az@&OH-8sqS%GK+by^KdaGFhYF1a6h`2yev3CkwS~U0J^<O!`@k`
zew2|pwo>dukI`|(MBV!b)*Sj1ub`|<9gM^hVW)z+rcQO~^?J&&np^zN^ftH1Z-opv
zDoqwYvgzWmLpfjKm{NYnZE6kNVJDuf9bU}CD2+%Vu(7p+7!-D)an+32tZ$RApB`d;
z&zv;h^}!YoMhT8ykl<!(?Enoue4zHk8}m0vV=Z+&d$}rePoEK2?bE2I4r&Yl#spy^
zUI0;W?vH-+PCPs5()rW1;OP$z{>RMg$$J5RPXvVr8LvUlf<>fD+^Ex9;&<hd=SQ0-
zy0=1DxJXw34j>(lM5?fijUsl=vF81L9*$sk`5W<RamG!LVnR3=CIw0lxaUZpBbj(2
zc+_E!;$7P$6JPVt=FW9Z%`emMFhFRijW)Ph;84f=FOzO<$lwu~(L54!L3Zegaen>g
zJ;fn)l4lrk__+yjMn^nOtz6>Zb)H%3s$HY-rWAJ(X{Cp}=NU(PyF+s~R4f5D8*Cvu
z_sXeHz44PBO#KX!#nvjgn&}74(GO(6ks&(N3k~`&3|{kjeUay5?=$y7uC{=atnaX6
zzZnM8Q`d<gFj{R)!fqDt9ix>GD`(F!n5-K2%4(|<=?s7cM(P4iEs3AuxTjoE0h`vG
zCK1l_JVyU~$96Z{#5Z2g^TwuxAn=WXQVN<Fo@zj(lp+r}_&~GlnvY+%5M|-Y`_S>r
z>3j8@<5~ykGelT86Y;f1VriK1EAzE+wj)9JHn?w4Y}=`^+frrhyGFwy1c+ZBmfjHK
z!zZXLgUw=^eX8|YMZAgW{WP9!b0%+45`0Ao!P^wV=K_7E;UuAA6#Zg{EFGd-H5ayD
zZeF4J>cBeocv8KD02I0sz{>(D%<xuhz<1=0<$r8X5ZiQQn^n7J!1s$LIxz>ry(kIr
zjlc;-WDX2ZYhJHCEc3dfr9PwUZ11PFJtf+V<KS+B1SOR70T8Ik#4c6d5x(e|wzE)7
zX6rG(l62NcbHhIY3`r7!>MqlESw!V#?O$6kSDz=zX2BckUWLQhI)FMyh!8$Q88;34
z5N&F<DqBkT(V7ug%QYL9?%|`_x4RHfLfy3lN*L&nPQwh&DxSA*7u<1nyNP`6XUzeN
zQJM-hH(V6*XF%2^(H<IekK~yq^HhxGFwLg4W37x3XO3kKHQdeK+W|c0?mj>y3Mw2B
z)dO)8ke9NFuIQE#bdfCiG}U}w>!e#!u3~E#F)E-ZfQJ>{ytl1C+|wSI*qoqX`Io)P
z)q43s8ZnVypS*iYI@Jk|A3z|MLk2`h&Wj(WUmw4VXo%!Y?TR&;^!p?k+oTZq0g5um
z(6t_b<*>eb5XGu@U~zS>d*#<yw~B)v*TzqZsI7yE0XZrb`MxGxL_i@>(z*D?{Ldja
zE_QF0jvr2N0WwVKlA-^$^aU68HGe$X#7?U^kgm7n(FBO2KjSkfSFZ8BkT!cdn+wYn
zXTb}BsvpA~#si3G1Sx}fj*Ho~uOD;Vm@}-QF;Y_Zkhh@YK*)Fy&O#zfKDO`LuMHOu
zHt{&_U@|)I+c)j}Ey^KE*b%tb4?YcV(8g%k>%C`7Y-?DK%DxkOG_yGF#Q~G^U#K64
zSpZ`X(F`4KdDJ>wMG5*K*1j|Dda!MKgSqR?d7RwOcd2@1(;<#y)h~Fsf`;{<=z7>$
z;(EBaZQAxG?<?VFjee7=I?TtBjD?^B9^&5EoJuQMQ&Ba6l5G#&c|O|p7|q^Fra~co
z0qr>kzYc`XAl9ZoH*|fYi09|pCZ=aCpZ09nH)$^E@uVQ=u)#h2M9Cf$?;gG!x>$JR
z)RCO&@mC)owLCfb#RKvQkRgg|>d+hsufT-8devhpjpf4y`RS}Gin4=uineHnQBQz|
z(*jVLn<Vf8_>eh=so#9cOec9wn(Hnf-#??m)|owrG=`9&3tBBMf#Ab|XTsj(WX)nb
z95Hl1VCL@4oT0TF#md>o=7aK|AeR(AJCr~UHwRujS=car#c<u-4O?EW)>2WIWl~G(
zBHeOS(J|qvKotn?e&~EA`?P}Q>V?tdIJ-Fdt|gkMaz|-J?~aIImc2wtgby0z*b+_-
zx*kL%a$>JEx^$g-mz<X7=lA!y(ptIP#ez~@(HHIkW$^e>OS&G>^`W4mtbqMkP%?=r
zc=wYz->0R2d01gx+Fdb~5{PhK?oOc1;DH{fjwdWE>|}1zvL*Znu3T*9u66Og$r-BI
zz(<0hDJlvF<BAiyvaF%11KXElU?R4?SGe@7yw0374)s}!y^<Nn6Bz~&v<9*Z2>Kva
zx`DL5j*gde-{&ql&@giO?UFzpEo$j;5x^g8k1wE|r5l{9*p%BdFPu8?=B>2rp{y6@
zj?WK{c}5+k_;^UNLFIlxIt)}A5a6Zq4#aB)lP)Ce+;?r8z>IsYi#XOBJ?f-S%^5b3
z2b{m?ByvZ^Fu0Y#IsM%Lvyq_mjZnF2<)+8)msGjZpB}Pd=%pxx!ipVQlhyC6wE6Dl
zr5Q2F;$N@mpXzu^Nw9|<hlu=;HiW{Y$P~h7Ny8kUd}-D?b;x~7|C=AzgvI(Z>WzCS
z7}YBg&pRc>1nl2XQN-GMcH{S=Cc#ss+&AYLY^26R!5lm|sqIsY3up@{$tqf50#94{
z%kHnydFJsY!!KQj>pkY+LLgl&(S1Ue_dy?abY#*)J(zfjeWvdBPgi%hFEV3_wp`1-
zY!e*^nUt_q;i|_Q5JwJtRq^j?Z%eV<Tz@d}s8IYC9rBxi_^A&#UK~A8drpFG0xxQV
z3BwVh$>AedJ9DaOgW{VP4*jmjBEDbdq-F+@cf87jYNdq#Logv0&t~HKE_5%)C3*W$
ziT6&6Ewv&16JaEgwvRVruhM*QX?9VhfXW)pOD?hOsv6l<4rC%49^b`(ngEcR0&s)V
zphNQX+Np=)ZO&jWQd<pvSybM<8c6yzC&Caz8&tfvTezv8E6(7|&)?j^<M(JvuGXGZ
zYGPi9PK8o$;SW1#dW}bbPM2Q3zazb5`Gb<7j&EYWV%_JkkUn7KbN~=^pYlK%eDFcw
z>MOh`On{G5%1UADQPtYIZC6Zwdan^XNq*K0AQZqv5jAwTLG3bxKuT9x7aemHXEj+<
z<v!iGf-6zaH-MTTE{h;G0FRj@y^NnN{`8zlRvM<tG7G~uOMKUP$#r1*KQM&jOE`Q`
zfBEFSuTEWyo+HmTvs_Z$gG_cI=LWHFaI4{6QPEimcLYfQc{FLJIj!cw{jXm=U-S#{
z1>E+^d^}FnIHa2$_(&nSjP?AQ1lPgTaGz6Q^^17kL7nW(n-mICJkYwK4n3g!A_Ehh
z`yS^6#Y=Z#ZBF;tymD&1J<Kw-#U>zVK2`(>*ZMuYBYh9Ks>(Yg^!BlF=dSyGV;||<
z04^Rc&^5?pRx+spa*QDl9<#TQ%ifxzXL4TDGB&bQF@b426RCBODEcQcmX>(x7AKF@
z6}Pv=yOqRcMauXdN{o;u35lV0DEYM$dJ8G=)n(R6_Lc6!Nh$NMg>=XMp2AT&g?uj1
zvMt>lX|8bM+j?Lz60_NTwc5BWVpV5PQ#akryYK?(KmiA@y{&=_IEtWj0G(W*^@Eat
zT25nMcCYg+vP}qB!xSxgMkO{_DR%>@fRK7QxF|?tcR1bi+`3XbwXh?Pw>W&Q(Bz6r
zFD7T=h?lcN<^o(<_$I(&o+c{n7th&lp`p66P^%zm)#y?lYB17*tRUM3jyKSgtt3$<
zKB@@8vJ7~OS8krXd1rcCh5D_5IWrA|JQzXr>MJrI2f*O`L#IxVL%F$jc$@qCMSfv?
zFXfupPVP_|hXlGB;>IGFCg@hr{yU#UHWa<N%2n6#J-BwZ#hl%o)VYIeYxHasJSBIy
z?bW>i&PE%))m=Bw?lR2&eZQBCVUui$xQB!$N#%@K)+dNoi#!h=tkQpcDmdN8@cg~=
zjMK6Qic(@F;PXM$q-S0F3V5Ccb~LR2(Gs&YuZa8J9n#n%1d!e$((k>~@W!r%EA+G1
zcY8`&X0^FIkEym{{COf|M|w!1T{9%tV^jT&;se7!7*r-5zY|(7T@cLNvg}U`erW)+
z3!GM<*UIpp%H%wtHF!|9;IZD`J73@3n>ikWY;Urjg1m62v$?-m(Bt5-+R)RmOXH2}
zy$6pa$6;Ut680xm%t5(|usfnd&#=xbS>~fr0&WgTx~<Q6oF_nmFBP|G{44_)ec$Sq
zRVDWuU)p~8`J&LfGuU9O-D>N9BQbFqo84}mX;P1;)oz#C%RJ5Y)?U*8M^ZrnJ1v;J
zaBkAOLvZToa;;r7wf~0V$jGO-2aOtox*UuWfP&ZtDXx%c3;esFeh{8U=9k@%*zK-J
zWw^~VEH@S}5%sJd_ei)-N(2Lm3Tr6Tl(@V->rQ?0TJG~7*57|Hh#6eiNxBJ0J3>wg
zw^E1{z<Zr#8UB~Jv%RlMR?l-;IFQ%2P?T|EkWl`QJg|`IF9g1=w&V_Js=DmEbj_f|
zqT{3zLdrp2NqE1OU?HHwSV{}y7grhRk8sH5&(8}Nv@SF6j^l13B_d8cxDLQ*A&9w=
zMFKkt@`qNd9)5YM;t~7x-@X@C7jF1J!oD<+s_p%M8&Vlc1C_{FD)T&KN+m@|giz*r
z$}uJt5h@jlNTm!JilmS+kxIxEA~Gv+l_HA#*V=oZV;}YX{qKu=?~DDh*4}5WXZSpm
zR}~xXMv|)&7FqLJr})Yu&V{pF`%&&2SlVx9+VU3nVHOA$(4hwAqyj&cJkDO2`$Wgn
zmM*r=^<l?t)+HKz|73vYHM@d+fKpS?rUvc70sbExKeXH0z5N$BrF&=6gA`uPyk0x%
zRLJ)NPf`aMsBge`b^!jco4d$y$~XAB<s8%TSM%e04B1<6JFogOq%@n2e*;()4lV_m
zK3!B)shc)_Ei_@=DZeR>F3`_Nal|Spfe1u{cz8w(NL#@=fFYO8Om6TOVJlL6J<rg9
zR9_Yg*@2TfXbn2rrWN&H<%qW;wxHL$ah*nKK*6{EuXkiwoFd-R5!NE0kemZ$H}t|@
z<}y7q`jt7==av&W`;+)6kfM0m1b8z*24Vf%5Oo$tSuUredv=`(B^9;S-yTsaA11)i
zgmGxY!!ln;MK}U$XASqZnQ0|jb-`l~uY|OlSGkM(s1q<~Vho_fZNX6@-y;69Y+4%i
z+y1Ey+I#IXnI~CDo}vT@YVMQEk3n-e&<zHe+S)cBoqQ_g=dQ4|11^_mrVh~=5FlRA
ztpM5+)^fn#m|V&a_IHl=@zTAj?zK}n``YFVRcZO!A65O0ba%I-<U>7e-oK?_yeH+G
z$_3Z%c?ObE^t=!m0m`GnYb+cGFcuYfD1a9yS0YK9ajw76dEDdBY{Qy?zMy*#^J{RA
z1J<iSFrLLJC$Dgva%k<UW0AwG_X9sms(vr;G}E;$@y0!_MJRk_v{W3INjde~xoGo6
zE~W?O^mH*Z-4ra1M5womuSnT7l6_|R@wG2qmUQNfg#H<|wBcU*dD%Z9z;=MWiA5me
z21hs0dn&mXRWpm%Tn<_B^a%Iun@6tN{Syd!UI3a68Yv4O3puK?wS6z`iDySlRh&*g
z&s9-qlp(7u>Tk11c&z6WedE2Z<z-65s)x35zgS{+x5xi;RlF+?bbDL8PF}ot+1=sg
z&-Kkw85`HvWLI1K8v|4jMks<pP((jOF!21kJ~<h;zRJUAU#l1i#^wGK2KZ;xXU6q?
zTr+ElqGMfhWB0!MLQf0FSX296V>l47gIoi7C?eh}4C!iZ>Q-HyJylfDkhbrWZ+i2`
z)ws^W0T6`t-Gj`az;+S&NPgPb+U`dkdo=Byj|9EMbqFq7tg-RUKn8$Gu_UC2JIl<k
zZKLS#qboYIol0mAb>{Jsw}a(%f?ozGM6~BPS_f$IL3ZZ3_f98={M1c`%igpJ7xgm#
zg#dz?%n^LkWfU~yK4fTT<NkhalW*#B`HeU;NZt`(n!pz#mpnjc0wy#erD0WlVYW{h
zF59TS4N?B$;p8}LM!gW4OyY+J)MR8Nku^c53Uk<B+Sa-}{k4jQ=1yS82rkXYYk{;E
znDqh#fWI3^afJ-;Cc~F!m+LUbY&g)?*2uW=R=j4(zD4T*O#@q4fVhCWo4qH9i~s}l
zb6~vw6aJ>s^!^q7PIh9BKh|60VL|d*{=j;*hITim3R7RLFRyZ73*j`}o_@M3Owx(|
zEp8Iv05p7#I-x*Zl92Uu_fj5mYP8KoZJKFR)UDB1NyZH-{CRZj1*|#(DhIS*0K~+C
z+uvWI8*;ji&!K93u=+vc>c*R0SE{LA3isT=nM0GRVV`{xvW<?}O}>RTfye8{u+Q`J
zm$Ke>FQG=E<}Unvz%>H09lb}$y^f}KnmLB>^xs8_rZg;tyCXM#qk=(|i&x2_aiM~u
z)`&CR-9r6y5u+vDlDyW^&D5uk06?!e#buTjbBXGg;rx?M+Rx3?t9)nYc|&)qrLg2U
zDRD`030WB#Wc$W_^bTxwA?>I4u$4B~-AXKzzfSc$9<%_jgm=V|(K*1aDbUz<^yuZ3
zI#SQAT{-V@+ZX@rkQfCib0EVK8+DC!#Wz)caj&GrNzTNSzJT9<``*eGJ8<Wc2*WHs
zwAi`2T}a^2mG%p~QfePa>qYbD<!@2%46D5&hla2ue&m!(_j>w|rot;X_+A{8s0k{s
zF4m`dAK+PHCM?`0vMSMge@QRxmStK(0oL`q9DMRN;WiGwD@>qKEb)u6f!&gKWykG3
zj)iescJrl6tn{V&^W<tSppbxAfMvMIp!WVpVUZL2eu++m<O@9Lbl&=m`XZ21&d~BW
z+>vPw7*KWlxXvJBd;Gh#VKos*UTrzmLYRa`D+-ZtM8G~*H^NwXPePjF+VoRC8NRqv
zg}((wZ-HzaME*yx|2fy(%8kp%l7EQ>SQ!W!f1>`=Ff9u(csOf588vnE3umxM%!NI&
zoIOImtG5s1J_Px%lb=Ux!QX8*l93ch4!N@0BfMEDY`22wS?aS(@&**Mp9p$8Nyz@s
zzq@DRycNR-f;u;koqvvu_Tj-_{I8>_pVUpVdOZiWZ`e8z6&3Tc$lisoHN&c&hw2S5
z45h<0rr!bCj0nmq4l`Y4yWd|pk{&#?k>fzOcPBLx3R*jGGAiB0LWEw5GSUyHmrU{a
z$Xsp_q?WFbiv{eC$U<HzGQr-tDdL(~*10nqLRd7@nv+;Rx8Q#r@ba*b8#aglVgcoG
z(aC(c>9M7+zW*@KF|N55W7^!8OOKzVi+V;z!YCRlDN&yYZ`OjAy&*q~_6!@PUTR3w
z@%7IdNw81Y{E43o19f|rei&IyQ5ka8Rym5wE|M+V+j@2$5I@Guw45wrZDBtSXFv&p
zz?-`(Y&eVY#D|BEX6tRK{DJJ-rD$9(-+Uvboc!zKL%Yd@6Amz(^;6(Jb)$vrb--0Q
zkCE`_Zv}AgiLANduwDGUO?0F~&AyxLmMYvW<fx`%_V9>AEcpd|L9`f}qVTZboOPQ0
z7VpolX5WSW`(iq#TVZVd@h$$eBS_i<T7ev6B_W>MuP3b?OeYxytzz6kyVB<_5{mO5
zgb5t5z!szPzJGq}rm{RZGg!p&`D^X%=HUZp$(I6h$1nik0$cgGIm0APN_Xk|rfFAy
zIz|j?@G?1$^z~%56*asf?+6BOfN2kIl9Rgwm<|QAhT(UGl(mASl&y^&!bQ)%g~jm!
zDKh?=WK(DGFUy?o$wWBXC>YB~0OT7Gj#ePWA|`#WDwo|0iJdXwYZ_M|g11@=@vt;H
zSP8I)fUqWhH*`hNasK3ZbK1~no!9<PjxN_bB_$+Y_#BT4qd*|9Tq%9Y@T3dWGJ_kI
zmP9s{Uk#>NmbLs5t9P|^=M~pg+Lcm-&7yD+#6Y{P0P_ippOu;Ma{Q^iU(S;jR~Rbt
zVs}|5dG0B28!>6WkP|`?vsFP^9}{_9HKj_HkDRL%kX2k_i^oC0!;ljMRxWCN!J#D3
zzQc`2HRCG%X+Oa%{W!Mg(R_1lDZyvL@GX*Y(5ayaX-rRJcPTKh!b?--xOMoqqRkak
zoH50DX@wLljL(pL4E)4cw9%*19qM#)*E;l&@75)@!^@R%a(dx~K>7uU2si+*AKfi>
zip!GS-EV277Pu8mmzpFXDLpUKEh!7(Aw1mr0C0>hi5M?g$r8o+OoTNwVV|qUFSizk
zFN-nI|3`bL03!_AV-%kp<fHXPi|n#Ct?UuMfpq&Q%X;FjHP|UyUkW7)5K9!lW}&Uv
z&=X%5i?4g`?9X2_`-QoHb3l`AH+f-CSD0Q;&WZ=&B|Ff42vYH&wY3XggY`Xb!gKKB
zrPYHKqnVkWH~xFKWC`VEAs*)~p@afI2AWN!SpTi`NcW*r#mCk>;f@)3v@e?5oVX+o
z!LyqX1G`j*sDoMKe`Gj4O7_*<D_p6aNPHZlH{s8YZ;yoBJjh`vb8_OsvnK5=7auG8
z1UlueUx0up7JBUe`r%}q_MFaa5A0{sOis4#&G6utbs}5#=#(K)e`ZOslNNN2A$`~0
z^dH%ht)hxLx8C}3GbXO6Ag%^rf43i4t8X2+Rn=rreEC4h%n@7h<c>#;i$G|#G%A_M
z-Ey8ixY3c2ROOS_nV)nh(Q9()v7TTY<P8#MU_cu@4>QbxKMA`CVUZ?&{l|Ir8(;PD
zo80ucFsHYzKKC^q`@rjYs6BN&C0TIKT4Oz_<S_YNIg_J|9KY}H9>hH<3<ZQS$<hv*
z5ew~dtg;;aPi)Q#=v=n1{=|@4{oE0DZft|Fbv#sa;1I$5ZgN*Ujq6GYD&L-+tnspc
zlvMih*ATrBp82u>z)UnU8;7J{i`6zV)XI90mT9ol*|>O+RtM+(AcWFI3j5@^+%Q&^
zAIZ6DQ?+H;K^{M=TR+q*Rv0hr3!A(N$QnsFVhHL0gridUv|ELY`gE(eyua$<wJh<x
z9~J;OBZMY10<I9`jf!TP$W2=o8|{$Eq`7L}BNllk1NT+nrU=jD8{*+CTKhr5OWWyy
zvwOjMca;?G3wVs5@I2an0Zp02QQ!D$wrDHg@B20M$}LpnwaNV^2id=Ng?%nGf4)lM
zL&eFhGj0y+`SX%;A0C#Y@yJ+s9wnSGE*^d7{E*$T%rT=QeNrOH0pTvqB*qiHgs0IF
zz?9ER=CDB_0w!K-1hqCxJfe%0PZm65^|d**#xm1n0gXx_tc3$gl%fkRi{+aNdD|C#
zbnvOE#*Irkxd%UyKLXxg3(JoJ%8t^e_3iq{iig66ZJ!?1JK`Jj({7Ed0q#wcdvf6z
zOba8GbKb^D$OY}o&eNLJ1}23rt76*lZDDF35WSeAfyaCt9803a<{TfaVGgNpxos%=
z<k$Yn1ppSJ5`i2Ta<TS&`poI!AAKu|_&3XN_9geO!O0ewQh@m@=yk-(lTcC_iG1=P
z-YxrTL%Po#;(B3IEtl7a(1kyb{dSbhZs0h8<kKgdBbkp*vaGsYu0GdKQ+VP{8SW>+
zWuP_&ryiK{fVKxiRe-_ciafmQklL;n5z4RohpY31Fq5u*93CZEfPm~)C?U|u8^V&#
zss7Gj`QvaKIR+)maFu;~N^uRc003bp8?YfjA7X0Ggyz!J#;VOHybee#d$+aW$A=-6
zg9~qh?TZ}o#Ss16_tbJF#XZHs<g@R-t)?;h#Jg)Tf&`2~l#>LV{74Anh1W+Dk(ebP
zg)-TzN3JPmB2Kt=g8PCN3CMH?&DCHvF|;F*P{qw>^=0`7X;SVqZ*V?Vc{1m95@iV(
zJ3%c%*if2mszX(P1S?O`=^U|>R9{u&wEo6!E$L&*xZ4NTfiNsr1TG50cBmcdi_q72
zdQ3L4RzD25Uj6jFr`!b}5hJR_&>IGzSPBtHBxe4;o-JyrHNT0z&A5l=i%=yY8{9&}
zlO}=uf*H5qZD5)>8d*n1o__8R=z95M=MvBPBpKf9wcWT@B4fyQ_d+NJTHwg)L!Qt6
z+^+o;s3j9bBmKC5b1qdL-ySGgb_L%JP;79>Gf0MUu?3Ff0}+$z+(%zV--g(1jbWDV
z>*8dI#sO#>6x_LikK<-bE=TbFuq9GWZ5?eon|FIIUn$5hL`HzG1f~Yyb|x;s-j;Y~
zsqhr!Jn%W>{I$ki>x#J)`TfCM97w3(Q4NZBO+v(TV|KRBpZL7mew%p87`-$-`xO<!
z8u0W}vXqgum}9S4JKpJpb?<EQ_J3B(^z`mD<zZM70QhHkInmHI=syZVvdAhG(WcSt
z+6(uNXgKmGrQTY7>!{x%4EQN*(Zs`!?)XWzh-Z4{M>NY7%k?%tUGix1U(YTiD_s0x
zk;ivaF1m5pe_33G@bhyOKDd7c{7Y;{B#<qIw(-T&Jz(P+@N-yxJf!FIm7cL%WJ}@E
zXU#_{HGA<$5H=|t{D4@SBHRn1d^5zRvC=%;U-*tphDOrQ%I9)ZjHG$;E`jESR|XzU
z@aZ6BnvqeY*=NUedYRp({inr^j&CyhLwSEM2X}kWeg&+Ax;BKvFY0e+aiZ?!=su3H
z$0uDL=ht@MyF*@M0R@>qid~IK0ruj|?&T+pkFML=tYcnrttxMWb=+S-vU<UXmLP7u
zcDdb8tHMHUM}7$i2%AU;{pbG|2y-{E%yztQGl(iW?>c}C)V_aE(-|1FUCG~b-KUcA
zzo6vdDB$8@L0W`WMmBW+HO{`^F-w8Rzl3wWf}i7YX)Hk&%pw7nu`TfT2ps?s(O}`y
zPc{w9WqseXGX#2Y|6uKt!xw{9WRj8!^01dUYJXyGI1+bq|DE8K!^=EfGlnuZ2Cpg|
znZzS%U?I?V2wXMDi-R8vPa>1L_~T=#b@b^P(T(3T3f%oFN2;_aYd`?XBM{6o)IXGw
zKst8jf0U1Y8gMUHo2faC{u0xNVcb@SKNHz-1Ytjz;sX-6@mWQv15HBanG6nXk#tqK
ztzDpU(cAhzdA0@`d|4tIYIg98gO^3gF&)t;AyeOqqgLI=;$G#hn{uL6CEs{}ashQ_
z<fd5wWCQw}!XO)7VT$NE#9ra%J!%y+y!(MEy@QRP#V4kPB_S9Vk-(5E%<6`nP=FhN
ztlULsEOB9QZ^fJB_s9Fgr^2qC!4o{-YeE#-+7K@1hh)C6)HMC%fBuZ(Rc{~f8zQX&
z-sB$)dl=*-+Jo6Su=EI+Vqi>Tbm+sXvZZe8rtSPQ>W{zKm6j5T2Qc8DcSGmJd%zrZ
zSfY;?Oo}TYUp7sK(;FUoZ5wA==9qrwB<r8+RrtFQ!@0iTTH+4qj)|JJJ6@Pr4E_Sf
zXWjKXy1`0hb%`Qys}hegx`LbBf4@51{pa(7-woX-!ga5>uV(W2L0khz_=0IzXssIT
zqMWu(-<`R(>YLtulg|IHM74@~i{XSa^gnFyhz}&8Nl59l&wUj!M|ZYb<OFUWQ$G2p
z{rO?y-$#3bfD8(dlaICB(-=@#x1m5`#w6L-bm#n;jBL_xoczQ7I10ddKpRVYr2SgE
zdd;^<PjM$Z?>UFul7Oj8c(MWJ43P;0+yrr~*={4OlyU0L;nWN2-$%Sv541Ed><0vG
zz{oHlQ^9!xraEd+H0aOU)EVneDmw|chxBzsaYs%`{u_Zt%Q0$uw+8<w$35v2XD$^T
zUhBxYHp}J6bs`9ur?B>ke6f)R?u-ZqJ@w^#6ZLAlnz$~Vl~LMHd>$xwkd*~VLTA)x
zBO%;UsZTZ!MBJ_|4Eq-Hd9N5vKD!JNfz4mXsuB=yHvZ5{j2l|cw%yX?8;~`qYE^O~
zKI|tc0y>}AdZ5jO7Ti=fCXdM3kG^$$Jx+OQQE}2&Ny<1C=OH1EW!M8-hcfh({!2jd
zZvT=;2?@0t4k!NDKe_w84qF90E)5e%;XQ>40UTFLd$1;&cFLK?%XhMLNNg3|W{!6`
zK@PQ#pROdr$n8=nq#|IFfTV#{Rz5PMNg3ApZ&P0TCG5@IT)BSNwi2O$RR*dX6H~5m
zaaat5Bys)9zc}umtMgSF@d^*O+SjFvhitHY0$T+)!`xt-4N!N16*7gtVLZI4GiX&*
z?9g$>qq*1Pk6v#gt_E>fS~1ugR%9Y8hb;Bx>oj{9Ov5UAi7PgotNm=1HSXu(s{y$O
z&ohu2n78W&bFhE}cW`&NL7J|!UMSZSm8nzx<yCAldi3gO(i!5Ko}O?9GoJg4eNT&>
zPlB~?=A~2~+#95vu_R{YOWIr_1cdRd9YBF6oRtIz3qg()qm-Hy(-RZd-RjsN!C}oZ
z>891~`sFPV37U_KgLE3yaR5I*&}T@L;yLqCpC84WLM|urAE}A0<1FJOKu}-N7fjPa
zo4i6%n>0<&r5_pVt#WjUu?2&&p0D&3R{{VvEWtIjwIq>~BX{2Pm5{obOFJ%_sBfMB
zgLc^4Wd{`kdj&jrijBHK7+q8&*z##jb?Vn?iyygN!ND1gJ5A_UCr1ELOB<`0#EvJ@
zF)2IQ>J(8Ix>{I8du)Pj+bK;vj!p$cOHznL27Z_a4=dQLO1Pr#{!#QsSM%iYTOYRc
z5jTrgqoGmD1-s$x@5t~H^_3NM=SzFMS2-996nqn>!r;MPbnq`EX%IJ~l%8ShO7`my
zOy+lKp1S0hR5U?EU`5YB6a!HP`fozU#T)zv*!lRbPxquG=|Aot^k;`+oH`v((S}nk
z_ir#VVoVpl`PEjJy=kRU(X`n=5>mBs>ka!b<ko=Xq0MAFOeVOps9M%TOTR(u{K{KC
zCf}K&VyO0tQ@4-|2l?(^j8p9l-&@O?2YcT1wVH^Z7F;hz{W#tY0UG9LWOTcf%<X}b
zm$E$r<mR2!NQXa{Ex$^IfFc0cI7DLslhQ?Dn^#&!AE|Adq*oRRR|#3EZjO^3_$y&Z
z<iVHAN!6LdTrr{(2GMWMn2=;o<Mbo>Iij4vKeO>JL%%51y?(LAcBgWuvYg+}aNx!d
zHHc#O<G9Ap=RX)0UD+5Syft=5;Gr=UiHvco*8!0R7<t7y{3FV1e%cJhZa8^?-L2sJ
z&Cdn$c0M>SjxU3`lHe==`3Ed55Pd8-c;hTB=hb6g#z!~<5cR2;BMqOaR#<@e!N@<F
zc4muck8gkB$5pmT;6~>8eU|h;>tk-=UghGI>;Sb$cCWq0G~AXMZ5CIXSsgqdqghrt
zthSG8F|6we481}T2y9SL2MJu6US^uvgDv*@1)@bwwDY<fbvM&%{sTu=q_~JamftkW
zZfq|exN>%4?u+HBCf8FNsZhY)g0T?T2N_vYcyiy0c5S=I0cVR+eO)W)BaeF#ABF>{
zz-RziKo3<8>Tr>ejg~t%d|(RIJjfK-lrCl0K$pb9{y$KdnS!vjr>>Mq<?YhdS9_Bj
zH=XSr`#x$h0=_%>U2sdNKf$Uf{^18BOU;sAJG${#k?T9DE*v=0fW`-=wl98icFuJq
zCf)xs*RX7B`O+By{ddK8a|r9;UJmXe;1ZC8_=p#>dli<a@rE5Z=2CG_t&(QzN-7jg
z2Zxe`?B?jPOx2B6M>F3SF37S7f80<nb?)Xr02na^NgX7C^Fi)NR7Hx}`*R1<+E*~J
zD9;mRD&~xXF7bH%AW3o1WX_s4;9X~FYVTR49dc?n+=&aow$U&<k&=H9zELx0Ig5=?
z;OcWZwGsM%W}ZkGECx{QKr|Erjx`D4i;-cvo<oWfy7kqE_VQ;2<B=6aL5NCe3bBSK
z6VydVn#FFG7WtTTadd1)wCiIDnPrQYTKH6{50~4PjP28AVjt?<oax9_4f3`LPm@bL
z$a_PoYBpc~P!xLc_m#W6EWty2EuK!}95Q;v$j{sQ0YV&xS)g@-d|`a~B#PzYv*w3m
z39<#vXC7vA;Epa1!aI24-Wqg#;GsdZrZtX9E9biI9o!|x!IyEqtFat+;;C`=wxC`g
z5V2rJ7-k2RnBI8NQroy6$sfObD9Zj)Qgv%G)mz~UqJAA}alKWKS^mNA{ie~gp=)H2
z(({q)-{7<@^-_eAHg0DcpU5P=`@1gP$O@`I`Xf?E_VK?K0p>6{F3o(m?=CHE*k+}S
z`wB*T@7C=~I=J?q5Ky!NoD)j6E>e`u&hc)l&EmeZ?BV(kD=WD)3cHCwkXs5&G$7JY
z6gJQSIT|G0@<y#PUpj98=?&Tm@~=zdOb8&<Jc2#?fk6U$`J&7mR!j)8lt1KE+{i_y
z5uxsMj?JR^GW!Mo2?Z^5T#-}aZ0G6)UVV_)8<v?KW#wu)nQBY*v>oWWPs#S#(-`Tx
z%sDqYXkfQS<gtRfulJ0J`oPZ76XqPiaJ7x6y9Z*hR(x&2Y>R95vGWe6tdFn$^5!7%
z5MYl}{`g5(iwh1~?A^kb+49zEyxOVIt491#fKCOH0xRBv8W-=`wv*R`mGQ)!TklMi
zQgqo*t6R?xx>3CVM1d*~tYihc2I%2NQyi_qI8DT$R=G=Hb@#eMcQzCnH7}D%B5G;u
zc|4<woD7TXE3|uga<jV3`=57>*BdCj_q3l)A+8A*fio-?oSpO|XToG!g86nlm`+Zq
zT>E6Dg$`*k!qE-VFxXFt-l3{_*K<yP9?9MfskfXv%WnTVw@`602vWKJ2<^K+pO*6Q
zXFV%9o1g8r?83#o3j0M*ih~aZA1!lPACoa-Bbcmz%Y9F?eD}Ls@x6aNie^k;E-oA}
zg@m!bRuxm*ld$*t9%uEf*{fUGU+-B20*#EI?}gU>;SoDW52XSpuU@?fW`(sLFHMxM
zHG30H0r+ht(0~E>MSxX+S;{D<p*+@bMVY_rPImw5Z^2cSTb`s&<1tqBN<$>*Rrl9|
z_jm)WLqZ?M=e>`%7=3ciL!PzZ)1qwx7}Oenttcn$arZ6FisI`EidBtg89yA96Cqk*
za7Bf`7c9tiUpBH;Nzn6}MUG^?JrBE#^}|IAD*SuBH?`Ix?PBXR*(zk7e*0}4Ak<Yz
zv|M10Hu2(V7=Ox_xqn*sY;)~Y#RH!jvEN18hzmiR2q;}3chEQ^QpR_u?6-RJ@34=0
z2P4lT8O>!c@kDLx0|J8`jHiRfJ4)GldmujbNi0<#1Rt5dDL4LNd{14TjwX$21(ei+
zc`4{;03~g%$R^92>Vwj6FHK}jC3aj0n1AVPj&n%pDvP^319}_eG@eV9Ur*DauXV>X
zQ|)cEZ1_2z%(H}r@PTH8^1AhV8k6F_tx1(=JS|Y1uV)dG7e%yiP~Hs0UO>hRa5b@!
zw1<K<hi;i05APkM9rqcz;IFjAlY_7Zc?b?H>V%n{EkBp8e_O|^S6LWz*^`YyVeUwm
zBh}-89|56kij6Coo$q;7c3=6E&o}xy2h%$`n>XlFJr6`W+PDJT2eeNaA{2U9Co=Gy
z*Z0E-C+NcsyqJDwu3wCRN&s#2M6m}E(_gnaKKCYVsW2H;KeWFp@U0rn6>1n@lSn{$
zdN_dQ2(XA4by}7@<sLkJJ)Y)N33u<{U4ic^XWpKqf{`c8kPTxz=@R)AIiKf3V^Je`
zagL)ZdAXM{T{F?7AhY1O9Zj6ii^Sho6<a>ZJ7$$dpT&E3O|p(pI?fKFX8{X;Lo0z&
zvv7#-am&YnX{}`f%H=dCSVAX^#x4+ci6JN^5}|1Xvcc`srsE^(#}$wKiG8($SumS!
zf=EJONMI<zOfL9Ek%%?Rl1(qf53TOvAI*N_dT7?Ffav9805m2HFFFZ%q<_Tf;M^76
z=({KG(q%rTwd+2BhgHy*K`)L!q_vKF1Fi@y=Oal;Bdm98@Atgp6<2JMNNX&m<LtD(
zO5~`>Uz_~-K)?fQ?}+><9N;|4EF>N9#N!F$`QDB4mj-dx7h4bQ;|hm1p~JXQ|AM|?
z%b9b`8~b^l+CG%8y`i-vZ<r{s$Yt|r;2JO^>gVU{MF$d|UwN%Aygm7tQB(4ABGp5F
zoa6$A@#4LBqN9@|mWtUX{P0RqK0Zq)RsG-u@ywzH-uRB-MIs@C=VU*cHGJ~xa^99)
zZo@GhA3cr7!qK-Nx2ZxEKKO*tRwN%h7Ma}grvr!7rdd4Y&fjG2%zeu(K{yMppd&T#
z$e{-F!+;>h<Yt4?75?;spI5YxInHeRJ@M{9VlvIzjHN^<UI>BH(pZ+5-OxEb+McIM
zZS?0QHx-8FGm+eJ;uza0UQG#!I^?PJ&!!$3dExQH+kJyxj&ZTCa=t|M_o0EY=-wu|
zt=@_3Wb*v;qPnmC8(X_>9g7DMgO_Jf9Ry%(n}!8kKVh83)TpE98uKMzt3E{0hzf>x
zv_UmF#>(T~**%-f`SzvkVSKj)pMMSL*9*Q}6hMW9MOXNb1&NRy6J<Xg)cKqBSPqYk
zGxXBBUMwjfJdac0xEqIvj?>5WG3n=vO#M>%%Heh(qINg!Kc05S#0nq*435e_i;DN1
z6m3!b^u6ie1K&p@8Gi$St>a@0>hwUpye)F~&On5|8GC1T>vZUsHpgY|tG$Vi2EL;O
z?`On*@^cx3+z9fsESkqH^1qRg3onUFfGi;J%1{QlVf`)PYsWp=V-fD%n%gD*=50LB
z;P}%Q=ZR_&@Xas>loBl>A-Pdk51Z{wvIt~|GkSB8#BqsFZH{Uc6hKLLh9n5+VzntN
zw8BuEul~2)1Oxrg`2L*r!NiLIQv0x95Hn^m;!GwmGd_IgVSL0FtD7_7Q^m&FCyo$T
z0vaCYjd2kQ-VV#jhM6T&67p6yG6*y4!&M9~0)P6{deGZlo`^9o+_Z}DM+h<$C9M3A
zyt{rIkDq^ZBHAI&<GQf}t0XPc3=x3N0D)FFn#2WJagl-0CEM5dWs5Oqv?=e`-8sTH
zedr$uETPa6((6#eib_kAo$E{I+`iX;g#JuM$4d2SJTQ-5IFKs?W{rRs!b~&V_Y5&D
zNc%o9*qu^(I7uttrfG2O&2{2Zpi~LQ2C)W$0Br|81f0l*-0pqCTOJuCDPcci(BigE
z<AvYLN+J*oaFJOTOlR)a{~(%o-}A@Y<}{wS-tB?ccb6_FU<hSVsER$NTrSXH#N*&}
zdTX)EXW7y_zx4133Hm}<=$9N>MSI5}hr5OQRLazrH5TP|N%FlDsY>5Xq!KAA95;r+
z3!y8`-|q}7a2#%G)ITxsBs0n6+HD8Cas*$Ap!qRvH$lgISSnfFhiA(fN0INWr$!H~
zB6@(pm;uxy#qFx3+cCnmB(CGq53BbXeyrafS_>0@8nl8LCE0O`he8d|U4ECDF_IMP
zy{eFrf0NYO#J5evQw}Gvf_I=8GbH4d_I=xd&=Xue8*cHJU0mUp_Da}+_=#}<HJgfj
zOX9LP_33oy4e9wG5uySqag)#Rz&G~(7z$^@N-}g`8n%>pf3mdPx%T3#=YM977yi8j
zNV#xu_do;7gs)DH$H1T}!?)M(1N7wtFIw$C%I*EC<%{4OqR_{Db=2NQbwu&Q22*W@
z%Q>=sKI##C{;m7V$z6f4Jz}PaE1t|};_Jz@iCx;?QN)4U{?t2uceh_1#7$yPqdpjs
zR>tIn`PY%{2^wkEtM}^XeO=En@4;$Gbxs$+NS|X-0*~cwr)Ud1y=R#}X5MwH5XoL3
zOQ~aK;<z%2O>I*Q>}VCcUo1XaQTSkM&!uiB>itpUBye1*&$s`$v}a1ziSyXn6>dGh
zG5FWL{|g6vG3=cN%&Xt2w%2Gmn~8S?%c?#wpE<bq{{kxDxR4E}?sMIDSm*NPRjB(B
zWO9ySoM;|Xz2IW65BS<><5rO1Ljt`!KmTgG!13@X!^xe_Iell}Z8ptqkosR+`0GzW
z?+a#y<A1C5Zu+U24Bg7m?%596=YLkKtxK?{`de7o1V*}WMS!L>Ami_6)fzkm?vLMn
zQo79Y&Tm%+wX%QU@D8^C3d1gFUZI4Houz`T0^%q3q^;p3U*Xj~Ld)O3Zb)4o*xU1u
zzW_Sac)DZKW!*>D^;?&3xOC;4=Z-EmUWMKbh1vuJL4Trz8&1->ii^sp8GDV=U9NGh
z_Uu|eUBX24;c)GS#sNWr2f6zyFFSJl_0ZQcHFw)G{tX%?As=SjsMZ4f1XdM}#w+o1
zcVw-@i<?0`$7O%SnfdFFg{<B6n)K^082C9s5e|q$fZP<IZw{(oKIaoF`r7Ah&Jm64
zGco-F=coR{0QTM2%K<rHo!w{}?R3{EMY!8|-too#!d3gIo<-RsD30-T5YW#KXVIOX
z*_5trx~37>u5WG6@s4(HmMD=F_XJ%V(X=MQ;4*~KuKM=NEpeN|9+uyp`Y#8$E7Rmm
zwH!EJkc6hlSrt-*%8sR<_q@EjEV%dc;m^GyDnF?KSnVImi6fmV8bt+L82VR?ygYg1
zC`141!lz3YJq_4asBFDGY)}FK977UPoA*S6xxr5(S=vQM=$^(k)z?xZR4|aC2QXNP
zBdpW{u?~MEXk1}vcfJ3!*_hS+9XB;)+5Zd&{R4#>RAl!SQQUtc@Q=>U3`tV-`wz`c
z^W5u1HK;+}o*-ODZitS4eI$D1XXMy$7!v&SoYnn^{U1-Rcd?=Zf&GA>F35Voy)5Kj
z=EX82A1&90p0to30ZAimH+7E_5wJBCNIC`F9@=jSEhojq(QmFX7qzoorzejmJ}naN
z@KCx=o|cD7bF|8xg2Zij#F}^QhX{l6&C{D&+qbUc>;B^Kis+M~`2|FEi1-#L6w$Hx
zzGGcUlHb|-hGC6wq9)b;fP(`76jK}yTVN5=_F<+|?&j9&6p+;TBz*GGrYHgi_i->H
zh!Viy5NE%*F?sG|aObnaVzsQ79KXLL6G4mUF!Y`iEJb9O*2jrZ+FdW#oZIuH>(`AR
zUqVXdsqknm2iB^B67q*h>-F_&4_Lzf+beDR^+xvD;+!W-yVR(F==?m$<$_2u@EY1G
zG6r{jr#F$=8(jM#IDnt+NFCAA!3U#*)J@n8gW!83VgIqPPK1`8QfD=qwQkrrQ#T;_
znz#^F6@`5k(6Y(X3;F_5!c%pp@?Scy2{F(#+pgNa{DUJgh>zR!(BS|%si=<+GYm$3
z6BC|n7f#~YGP~X0`@zYp-U4yNrC>1>YAsR7qBW0lBd7A}56*;HNBPmjD9w6qAbQ?t
zu>w4SU`ws4Pw&yZU-ieKE}n&RU*Epke0rk!P7Z#9P@ab+AOWBQjh)zEhhiDdbw=GE
zq;-<srDB5=?o_cR><Tp{AhQ9xuv2DLBAx1*W=8jq|M?vh;dMa0{+5PxROG)=s5MVQ
zJSHcWPYW8h<W1~J_y04R(VMJf^KSsS@s`e@6jh3G<owMy@xliZc^kvuotH>7tN9-Q
z5*i2cM}(#|Qp^<l_hkCgEMsg)V%6^OB`RXVtDyWe2w>>ZUj}Xg+wI3ZyT8W^sa}1P
z_3tHMjM2jukt^UlRcu~kQNtW>FyB(gv~zih(*FX$AIBEiVW4<~m#g>Z)~`an)AG}<
zkB(m&`Zt0SA$WeX_dv9W=Dpyu^wyzNv+KulNW`N|cnj1HhxR1$A+N3DL3z@TTfdzd
z82;ngd;gPG_Tpt0n;ua6%SkK9Nys4wJ7w+4j%yC{$g*o0J6^VIql+q{f}__4B>94j
z9CGsuB$;W8_}Wvyxv$Drs;Z}cO59U5NepgMhLFKaN|Xuxj$+lj49>_NdFj5EPd8E{
zXjCPhxEOil92TdAXFKugUe*V4k`dxhAN`PiXwn~l?j13|3FmLojs`)!SE`krNhvob
z<Cb1!TKbaddLA(sfbu9FHOKG3G8(^ghu2k>)o!@RdG4yper7|`da5m<1Tn=O0kR)-
zIYu+uNx?67wMgF9-xoD-d(wLQ*zzk!Hvf&p$N}VaVg^fl;^y^%TF<*}>Q@D38p;vv
zZ+vrT!7X+-Hx}AF40yFW%i&DPEdj4}D;n}6h+GqJk3qLh5Xu1MOW?<px3ZN(6s-*+
zntFQ-6;=Ia13q`P2+Z~JQf&yYGa!UbFbh(V+0=lMudguqV^`bxVG`{N+neWzKnF))
zBH;pb;Y&b?kI>S;Ep8Lp`1!V?`g)JwuN!#+hlrG?7X}57l3=I2qGkMLS599Rt+cos
z5n(0U`jhh^57k0o!m$Y6pp-!6KYOTmd^G7qnxT8(Y)XaN61UhPBJD(G27%fGGR_{T
zRuZz|Z2N!Q27VqqoyAX>GYjfuBxOB`D}jPcw9_D@D1b=Bd)}D~C|`7xpOGCUnbfqb
znjSmevgXMm6eUbaLavE^Rv*30XxhtgKH+86<}XZF6{$`$ScCj7z`B5q3CKCINRLiw
zw}w`J#jMBat8P|CM(ZvTX#iL*ihpigj}sg^WQo!S(X-Ph87yQHa`SAj<Q<>0C6Y^j
zfsw2fKg+8=38t}ivBvL|l{Q|Nw~ScyR`_br5`gOJRX}rBFo`oSkuKr9AVW`hwofcE
zpM*?MfRBfjxB`s=Q}Bg_KC#CnO7EK-+4#qjadw%YK_`)_Aj8m<0cfj3OpDb${;V2f
zXRX4RzK(M5iXBQUuLzs-1+5anOm<lAPHhf~7Vt9r3-TGy3)N03U2Cd*S3WOG!1;@l
ztD1=#f7iyF8SNF7%G!}hecGEgu2`-4cz_6!#DZHy$Zp9)3bvl7R*oELkvA-{_EtT4
z?>reIApsO4OnrjM;>7%UZs(tMjk{WNk1>tM+OOPZ=^q?K5k&xmC6}Oih%z9jdhoev
ziuv4)Fb8|)_&-g&{{=<6{vj-ZzBe8h0$hM2C`N&%_n^m7|D`;&;g#}Cq2FZ#9W<Wp
z;Uu6aPlAkc*dE1aqk{gO(-BrYk~$nNLp?K3lbTLbKaRcyxImyP47FZB8zx88T0q{r
zhWdTb+)k6`w`Xu);i|Ho&&MdH9C#g2;{&=vqrM0D80dD<r1`|3cjUHD2{3P--FRfD
z_WX&O<a2(6CBY)Lu$L0q|LsU=R(0BjZ2u;q>+(DF^Z2}TfD!R=kn&{f;co4KWw9zq
zAPKi<^*g^Q2Xr8gMh*vrZmx{jO|g5xwy=5>C=^iU3UvtJ;pP!ouez#AFSBLC?B(BH
zACGolT1mNl0EUa=1=%VshX`gC^R9DR%cvz`<mx)1kiX~DtzpX6KtKmHXaq+<1_)%J
zk<sB@$oV3tnKw#*K5aGUba*irb)4sH871orG<3uvvH)V~35KC80Q(wWiCxGQF!og3
z9yLvO_=f)Bwu97bVHPc<oC&byUMI^86dDC99_O>tKlmQpU)o5y<k)(+9Vjh>kXDp?
z1{EbKeK}Eo$M5|-d#H<g8gU6J>_o#NHo^*>f#ONa4zcfx^-v&5Iwn~5if>J)MnM3u
z7rhWJ9`kEmd^cH&ly&XXyN@ql@@<%6!o$sgXgZef0*1J5++VY*<@swL?*`MB+tufj
zjgr?<3~KnSG)PvVRN_z)6On}Do~NE2NU8NtHrgFhdUN(*p$uN5>j4{P0vKWIX9t@P
zHgWA^Jy|ldfiZ36vP(<dKN7c2^~;5Nv=<D@u_OJPf+k6d8_GCGUsG5L_?Km|EOYcl
z3qx=HFyW7&Q>fB(peyMdI(xY46!8zsF3`-V?~DBG&0#ssTYN^mxr}A?V~OeH0o5KN
z0CrE1lSXqxK^+`u`3Xit0b;`LR`WaF>K%8wo_{#iAr^eI>LgpnKVVeJE_eks5|r;O
za{rvgSZOwWzU;t{PZ0uotyEYvlL*B0G4dV8B5aZR?&6@Y=Fc_voVX&%ICyD3FSLmN
zpCGggEQJ-;s4v=ZPfpS8%zruOyO}DU(i}MbkO(9ByW)9UXxJ1rbx;FFS_)z06kg)2
ze)!bVlFxrG%!EazX{L%3uvTDfDy;BB3$cKk1jm{hoxgmsZ8(bGbEtLWFGJBh{S;{~
zB1Bfi3mzZ5SPcCINJx^Z`|!;HzCq0gF<+E3&m>6P_({B(Rw!tZ1Z)*}U!t|nnJ1ck
z8R9|u#uj1tnGz@iX96wSfpTo2m7!*(%XyjDY%`^=57#va3yK*%@Gm894W<_1xfd9j
zfb?ru`3T(kPxx_btJLlr>Wsfs94UkqTmzrTA_-154BaRorEf3!@d-26sqXW6W<M6X
zUoj$&c#W-PK;?)F$f^T^6SFC`Z%2j~GDr7_9enx2@M6{4Q!=wIggv3tGSGq%sGKo|
z0!VetMs$(WqDhi}@q&RfwB%;;e?zWTpLK~?AjUup3rcgmHy5_#evOkOzUpkoXMP>j
ze_vkw)plQS%)ekDu?plPK-&c<E+|ZqZ;xkVUYk{)FHj9B*s`R%>#Nu`ieU~u2XxEr
zfp7;ut^@2|0mU{9H0891O|%SgJHF51>5ysD*t3~*bsup-pgZvnez<9cs$ry5Ro~pk
zrf<W*8v3+inO_zxeIG`tU=;rsQ~B6OdG4uoA=8c<QR<IXFS)k#{_&oS3Mv%r&ISOK
zG$jn?r@BOM<h@~IGvAx8CHA>H<{s5tpn|!ACK*r$fce7MnMV}E3v~>4&}e3yj<{*h
z^uYH<q3n{sA>iGBnF$pGY>kBI+)>T6I=~yt*|aB$@5}o}B;~%@{{;eRiwHemc$K=y
zt=&c^*aF_=H-;6xx=y^o(BuPuAMG_jUJbdkQZnUL%Pr=EA@#g&jT#1aSMGBBy$+h3
zWNVA1)Qfy7{PM-0#mPcFCv|3P#pexdhOhsIpc)A7>Qlp`sAl^oHEcC0ch6_Yn5fe5
zQdlo|7_eQTd6yt76lCM$r&g%OalrfbaJkhBrQ2^K8zLEP9VoUk1qW^v{*^hs-@en3
z|9Ruo+5Oj79OXBPV?}=awJY#A$kOw0z%Nw~Uy)2zUYJd`{j|Sm?Zdn4gca}og^>d0
zD147?cQ=IECq6$UG}2w=zDlmJl4QPMw4v_-_71czxPUk(iNrdwu&cb;Yd-rdMd;Dk
z>#S|7<tR2Q`U<E72G`ctjmp<{yy%uUTl0*seU{T>wB<xr%(22Z#C@Te<S=y*Q}#fF
z+t|YX>~Gkmn<8GnlTC38)^$J%*|P3UQan1i9>hWU0H(x%HbJgH<{`d}LJ_fBnYIcm
zRwoCf*p2H7y;-oR00giA(9a^DO(?x&k;eHmFCM%vLilf6E)UXr9UD3Ln|QzB;8xHv
z9mpS$K7=-Utw>9DsvH&Ny#1fY_<nWorCAS#FA`qJ2K32Ym_AWf8)u$=@XmI%@PR$N
zEIOhI*H*L<9|qFG7B33K(z);hV^+B0gT}VetDST~VrCirL!qN?cc^gW(oQOrW@Y$m
zoxp63h8@du4PO~?NzqwTvJk*G10!Ov@?+G*CJS;zc8?^@fo}{kdRyLwm`R=JE&cNR
zEnzLJ?KLov;kX!}E`e|xUSB?Y;<4)Y;R&^#S6M-)U%rlCMnu5jCZHLWBe1L~-Gh)M
zy>`p~LX**;cwVR6^blb+ooO~A2tu%m0>V$q?OznOWJ{LOZvJ_N;@=-5TE6ApCxSrR
z1yFsD)>J#dI2I<@0zN72zY*4cJv-7eae`*sj5(|BUMdtWrGfl_y$h(mp+!yS``uDS
zp$D9~oD7pcUE1Sr9=r&PCOo6ZoeF6!Nu#qX^+)&Wmut>DYYV?p(AH8QAW>O`{tJ_e
z?OwGR!<YT4d;CitpIn){dyd0}l9CO6Ec8k2djMw$4&(p{f-pLOj73<FdPOMki*-h<
zOPjV7kqNu)ws;+sm!aBSzPsHqL8V=DQAw_=3v;W>ZysDDNri%mK$z)8IVVuTgFcwc
z)Q$}J(FUGt*!|+=r$_eh43z)-MuY-_8gg=&$VX?#faU{!u!E#6qPT&(RK5L#-|xp2
z5!={{rA~+QhAhTn2L&EVDI`0Y-hDRd-Ui`IpAL@=shcwxb9nsk=cN%Qd3`W(zI};E
z&F?UUja&O}vxHn*{5<+Ga4rva16b&5*?yzzi=yNnhHsi0X}d01bGXh%NBt8`^(m7K
zHJ%^(c)-DF{ukS^W+UEV)jkSW34b|siUE4P5Sl0@(;LZ>-x+euGc{S+RRS4Qh|&dn
z6m80ga(QPrMQ8CdT@SqV=^E`xuYO4hi)f<OL))eTlMvLRLb(ir7SNI0Ul>+8h7?HD
zuqplE6Pa{%{<;4>@g*Rcwb(r2DAebZrt#^#_$*6Q-~Me7JMA(`=nH)XfC1vw8B;C_
za)|n9`@2ykdmX3v&3$~6hB@kCJB|<*u?HQJz@!?-6W|bmHd(|5U<gfj%r<(Jt*oa1
z#TBfndOG@^<`F9q>H^&`&_CG+gg!ANTo#Ee%t=`-)Mjz6G&6C%qi^o(y3KS%3`|ca
z2NY1^Q5@l%Z{~4(&897^zjn)?Yn{V2^*oK#5Dy1n+hON`;wgxYHoeU~pdeGW_L<H5
zff{Wdp+Ta0asZW}Alt$P(#~ie47x#aS?HT+%=%oLL5zcSI=)Qp%2;!3++hoacm?0k
z(aixgFNUE?^eBLCGH6L}&w74Ui>td{Oh`Q_&69Z)U$Db3g|JOXTL85VBJ!ZF1ZW;;
zMS&z)wE7si<*VFXyslQC_1u@X-5M-G(l$GYS^-N0g=0!6Ryy`Q6%coMKi5E}tEq?i
zul|{N*fk=%+>H`v0DHxd7<m9rBUGlZuI_2OxNh0?=Qs0OS64hea{5l%Zo)n>1o<aG
z*TmkBF8P>?WtyjW$+Vd)U+GdWhqv0Z1RUt=4rjq(GesPMhyVs636W@zit*?ay{vB0
z=8<f_>)uJWT@6GK$bth5GbNiAia`<*n0}{t^oFkg$VcNji`=;1lPAI`L0|ArU{79H
zqhWB%&<}}HLqL%sPtP4F9@2HWF7tYg{Wr%!zTb|W#9O(5#3&o=D!1-ka-=uxk~?kS
z;rtiU^-%(CP5Fd9;&V*k)dZgp|FM50DKC99x6@~o$02Xfr~2cY%wv?2SFlAK<7??c
zazH%u?OuO)x3qiLw{NBK6RCSz{-_guc$7Dyh-j4W!<60o%B5P&SxRM2Titp1j|$Rj
zxO7rTQgjW_-OiDs<R}L}k+D*dYo<lwqipGDj<J-8xun+`;_IOGDu5osP10e&b$2UU
zCB8V`Cgi4*SnPgNbJbsuqZA*}A}cW&d8VqfrQ@c$($q3~hq*NWyhneb(2+qTcoskh
ziT7>39SU2{uQ?UipLV}4<;CuVQVN+3-v-?lc895CvdjHfc06^gkKJo7gs%zoPW#!v
zizoy!9BTJqefW_=JG)(~AJ@+wFdNA+KBbb%A0=4$*Va(LLZb7dQ%<sbUv?#$*{;`_
zu<=ldzt-OM7Y1e0fLk1HktLJc^5NdhlGg>hqK3BRgkPXUGbnF@Umz)Yq_0%bXm!g&
z!|we*Kd9XaP1XD$_Ve$*jnP%$uaC|-ece}y^i|QP(D`2|DcsVd%e44$8ClSA(A!H&
z5)q9&%A{^`GokHnc4F_WYk~KdgZ=;OX(>c_oN+i*S^359AdTmdVcP!hcMtsjUr$RT
zlcTGCJrS)*o%7#py7|($g#3jgasTUS8RVs@`>8LtG6sK2@qD^{yTx>yWo6#~dK$1+
zj$UY%bcHgjw0U#Re&rT>x~pz&vZ{$=tBEK$ECC&PK&>Hhbs~u{pBJ4MeBqGWFe&Hq
zEzO57W7`HIONX`X2mBtc9Vn*p+2wXwN7IgfdiJ5Un(LX%bgsUnJYijs3Jan)K&+sB
zzrc0&bVjOjR_)8?sEv{B=$yN-&9IW)+l%P<la(VJ90&3ku``UU$xHDo`Kd0m-J?k6
z-HK}2Uy2)vbQ~E(b>c<V{FaxvnLBPfVrA9Tf6S&tl#xg#0v`%?W`U#{wAyirgz5ue
z(l!5L8`8IBN=n_mn+8n1JU4C_O{7r>R43Nbj>?-=ow{MN<L<Nf-%D?p)u?)sigy^4
z5WWflOyE9e&ar#_F-yzclw7*f(DcVlpxQ5@X+zaBhulyKwqPV7S1ugq&<dNV-JB<1
zj!c=#U(5dKM_A579;ID8;jl?NFsT~M+`6aZntSKmz13GO!#%T3`+IWrPuLL=Shps!
zIw2wH$B(Z`Sp9fph;Fw3^;%P<j~Q!-R2<NVaBvCKI+$EXzoM)>qSt%o>y$|1PTkzL
z4PPIyXf%dCT?ooZ;)e;$h5#cB7BW^t<@PvRss#teb_n@TH7ZIT9oHmMQIu}0*s4fu
zPXf=5tCKg<qi>wto?hb}<={f(0x+G8${Y|Nu=e9n>T)R`nh1#3zA*6kT7QAZHo}YJ
z4`V_^S{A80^p&6Gz+H#lar2v-YtnU0M#B^rKdvAG(!kL9v&h)GNp8W>^C{;d)<`Ke
zaRiX;O|=$14qKeUSPH12!}2ph<i-d5hR?a*GCesKe{{_^k~06TJt+=eTtwvtHwO4@
z)Nn@s0LVi@R#v2+c|se$|JjAw@~P3Ed)}KW`TVsU7**gx#W$S3Z7%=B<9S$EU=6d+
zwN8emsn2#ULcyM8D1U%;F2&Sns$HIgqgY=-1Z$V;5;u9DhrdFJ_ZDj(2d+Ba91ts$
zCk1ckCJD}|h?=oJ5?0+?8mQ%2PPG{Bo8lK2CJI4|z2eeVDQUL3T(!6-zx-qre^`ce
z*b`xBVV4Lj8$nN+0_Y~Z<Cnab>X}E9h5Ms=J~5tUXtN?xXr8wAXd_5WF=8*Y<@u8r
zlRH{fdX*=A5)uOSaxc~&CoTfI`2Z6i)w(c~3?I%d=Z7e-8=8BT7swl9R{ufi@JbDd
zzfgFQFs1M4=R?g>$S?1rI_tX@2Axcg%=5X3N*fw`z;XeMD!8H)17x$1HwS5?;^?if
zLY}AXoiDf5ENh`!$rrVcu(+WJ38(^V2js!q=85U*Hohv&i5E8S#;qG4j}=pcWaJdU
zZ)7itywFjf*)6lHo@s^QR!a?oL;Dq<i4h*fNgA*(+`WdDHd>iXLXOph#q&t+3vle1
zsq@MVxYV=%rzH^z>hU4POsHN)ZjuHfj!jn%sj}sag%mT+g<850uM!pnghM6aTqkeX
zw3Si~gdBBSCgZask>?@f(T#I+<zcq*kEe*sp==6_^I)U^s^};x%Ex%eJJC6sbg{I8
z?Qi|Lk6LByCaNeX8NfRdxL>pg60_BnvLg=eWe*zDj!s$rL7djMS|@>0Py$R8yw5RZ
zw9-P~P`$oCac9*koQGK3M09sm3<S%Y5o2)FKzUiD_=)YN?+59058rY2aIV(Tk$tpx
z7x4}8V`%M;b@2m1Ak5}&KO*pTq>Y}F<3VhU@QWbL-${y@|G<&m5Iny(<`%mzP1+ar
za_%}m&ysZ+gEx*4#Xrt!I(S>5M86eqE#ReG)^=Wy<3`6SF4|8!UU<&-N$L&}?+cL&
z{W$wHdD>fe^#j@5_;t&_SG=UXUr)6y=$^yCD3ogohz?_vWPp%A!`UO*w;6n&G1qNj
zCq```yKDoJGSI*QkT8y5@(?;G8@Y7BbUuTP`3=_-Awk8=mz)v%JLjp^fzwJr8ur5V
z9qZ5Jmq;wXJhh`c)~sb@DEbLWbrAw%TR?aOjT2#!^&*~v)~a{UQ?jLB7pH`2JFa5M
zA@bTN|BaqP_@%L7w8&wGx5Y*`mwRt)&<V(IS{b*ghRb--QaEXd|11Rpo_inooY1dU
zvo%M2m}aEfu0JILfWiZ0D1o7cUk|xvcADXSQa4@msw0OawnRu4Z)u}C0vO63wu+~S
z7S;V;2^)0`_>ByeYL%rAzqpkDg{T8i>W*CP51d4_+TWH1aqF+GQu(h~`|yF)^7#dG
z6GYCCY^VbQeIZ7E^5ZeV=R5LE0^WGOOpJM2HdZ{tOnf8US_e4*FuIOfvKwfJ0^`55
zWrprP8ynhtLifeQ3t|8T5R(g38cNl-zmZw@c(p|)lk2^_&{5^<?q*g05!QeJ>=z|_
zP)&CV>k?n&^{eYh+sUWc|DODvMKqVZAg=(br_l+y<gVa;$yfTBwC+kdrG=Z;8PGg>
z;+_*lTm(&@f)@q^xIl9qOBW<Y;f>H&WiE03*bbFtQNDY3xG^hHAt37neMb>TEH@HR
zFPL7ESnFUaG$7U_bIfx<`^Nfm3)OVNzmR0x42CN}W;E!m_rfUY`l|0|2X%HPFS#1G
zZ^PTp8cKC4kX4ukj#&_R0e`{@VQz<_!EgKNlhnjh|GZ1n+}!!sLg@X043e}sqO+Tp
zZbf7H0H0<aePQ6W_7FNhV(<+&^5KQUgaNqW2utpp`BRafMwQu5BxxiYnADQC5rdx?
z22X3U0h#NNs|FF{Xp7|&@l9)f*dAB(Ms^5~1~9R#Bks-95&TBL<wsq2imW%eu<iOW
z67P6mZ`@q#%I`xRN`?N^C~!F`*MQnAQdz%taE!CSe8zBRhex1_qm`&P5eg!nAf*lq
z6GEE+r6a@EYOfF-*pj(>>4X?Z;+>uDK6MKJ3j|Vb$g{|5%?_nxe;?^C43JQpU8!Ls
zV1LK@FBnDAlfZF;bQjKQBFinx^%(;@X{Omyf9PBY^wVqCU%Cj5if(k^B{VAFq%ef<
z@R5;^DWOGOH{|XdOfs;SFBm2oi!h>#qJT_+DS%YpM&QSga)?AmU!{@RrX^AZKB@B(
zgNs%qPig=uQ+THbIN}IgRXbqOc_G`yG|vdANbHMqw=&&|3?UzGZX{AsaCNlkiY%c(
z-vTNgy4dRy!=dDut0NzWS5`%Su|ou_&Meviuu@>XH7Xy0s=(xS&x(uj$}x;L*IXQr
zVH%gIFQ5x2l5KEZaxx46Lh9?}$-=M0VxLlXp6<DvB4~Z$_SyciMJr*m&7tr`yZge+
zAt`}OofF<s)+S_esN7i6s!IU5eu;yaO9Pj}fMjJ1k3Nu<An*S_CWdY6JoYqIdODQp
zFB!|L=jk9C{|itwx+E=+8og5D$hf|Jdd8~W&Sl$w_8+o2&enJ9N*MKC(S%}<#$ySz
z5@;ZR9@+;_dgJQ7#b`La?XMW6@8Ho0en_-6yxmZLW`Rs3M=p@OBmG5=S9Y0AuuL)B
z+Pp`^QTt&8VL1SV(R~|i5}%7Bu(e5ufnls)?AI@Khb0|$gxPPg{iLH;O@+al)8bbP
zGY69O9x@;-T9HeXhP(u_4zX|ILT*rDz;}Z^g`mxh$q&@5NAiE$TNJJMl~xtWm-^xM
z-p&!7uHOV4$|9l`4gNcT-%S>z<Vx8f9P!uRsMp8+*XHawoA);2_WA>@Dnukc*%sCC
zl+W?1B_gJ$cC0#6J3@<ZZ29B5yRRrUD?s2b)U86p6s;p1w`&UHY?*3W^8IbE(+zQ!
zBCpZY<Ygp5@;>k)tzhqG@LKS+V3iPPj7b8Cs_QBrw(>XKa;zd&CZk2ot?lbAG8Q<M
zmf#=*JRpH#V^a_PXM23=ZQiA6`7~D_I6LRaV@k1GLD~$Oib1(*lH!uG65^7Q2u<Iq
zBwLaCL__1WkUWjr>no~vwUd{S6S0z(2U~Qo1qHZg3I`Q$>+QZ-(>dt+^LdNb36W#M
z3lD;f4`6EmF@VlLZae$1tE`sUTRg<H`P2LLhKkiD<op^*8I0ye3!hOLj`0RklCprn
zEB8BOFf6jhF5(+g@YpUXk2(P%vOWVvz|dre!_)xZ;05LjL0b|t*$1ucD+<47d||lS
zDy&{LZ0eWxa2nqm5e5>RtlYtsK$f;#@jhxfzje)^X?gc&0Ret-77Oa<0j&YT@346_
zFuT!FktF1M!&7!~F|ErHdbGT6mvl=t(OqPrLZPEDz#a0jb#bTku+O=6EXl~aII_`r
zQ`UngVxJ>FK5(K!p-~$Ta4tc|mZ{w}g5lA7=5#%eJ=hq@BjPRQ8cOvrUc!R8WZ0LJ
zL^9|;lMG$%9+5o|tf0TacXGu##FPq!PUOTJlHD!n-2Qldb<q=Z)4Rcr5llU=_mY1b
zOTdVu96EYTJiwSKBC{ihG<}kgOwFIV9pvS2_bv13;ONyZGI0-~xId5A6r)F29<ii<
zu%)8$Rl<Im<ZpSanZ~_^lbgwVbMzE}ZOC1%06X<=b!v)vbnfZvvgT*XH`?63nsbNj
zm;z!7s$r~!s|fT0yrAt<;FL1#ex)Un_VSf?-*bZGe}9m?yYQFMv*JPSmy2m(jIddG
zN^fdnO-%x6^uC{N`AFyzxyA%)oVOKlwSYHjX9@Zw74I|Yp4RKSTAI9+#pwL^y+@~(
zkaZ}=m{9`5pam<K5r`Frt7zZ0-{&gaXS+pI_cKT6WSe#a*%HKgHgZxFIMN=#g+;Z!
zFAR-=?BSGDSEDO4Cd_Lm&Bb<ZIX%_>XcN^ADH&B1FhZg&_Vx}!9zE^~{^`<dIonj}
zPgd897sUGIgH+SwZ^F!PF)PmxyKax`a1)Nr%Du-)wGO%44|%Uht%7R1P>#pJ>=4##
zUpVG>s--m^{1*Z<Iq_z~Kf9w#^xy0?TQ#p&dD8V#w(Z$(WG4dK8XOn~E*sjMpKN@e
z&b`TdQ!zj62n|Cl3*8)&rCUm-#1}wVNj}E!V7~EIJ_F9J*+Es2lFo%?XK&t(Nt3ur
zwL!QR(5OJ`lb~0LA13rB$x9(kF|}I)B9H%J9v$gXej#a+@w%y(3XaFV&^ha<C${rf
z+rdMpzJ)Zg-iyrewK>oI>oHl2VEe=nAm0xZ5`mNew7s1ypS;2L7iSw)D%WrxY`62i
zqAp6dY=|J3lm&C?(AkqH@Hd^^b;D(c-Id-1THdl`sirx#gRI7>fGB4Oh+=2x!>jak
zTwdFK?8-$i;i@;^yjAbrF()&We}iy0fmx)0W_Ylid;g~|C&zz`@;tqJ;>|xk1m*j|
zi9480WNW7&kNo~zDZkCNVS`I)irx~oH{sH^63PB4aY@YILXAcUR<M?pv6Mj=GsLbY
z7|7jGi5`x$v-W1$X384<kF|l3i<)CVdji!!4lc4;vSc3@i{s$>eQ~FydZzJ3Eo9X{
zz<7S4ho!%ZyQK{xn0@X7m)~1sNkb8<eRPU*XYvimzA<sXsJV*99Km<Rq_4G%tdu2^
zSXjM!>P(dUw6~x_eZ<Pt!@<$N{;?|DuM|jVgLMg*=8Av#-+fit%{7}c-|m`impox&
z&6W870g_X$_;d?~G!-ux+*h+@)oD$Y)Eqxbj#d!&OkNWmj07xCIN{45>D|#Nrj8hz
zzuPyO6<8s}vvzG1_4UGzEe?kNf&4I5UX17#TzbB0cg;a3-jPtVFtztQT+9?Lh1Nzd
z0^@uys`4@MXy7Kf=KPQ_PsMeI?Mv>DSqg1dDgNKDO`)0bfD86FBqB9F?5$ds^-S+8
zAFEni-PMBaWXJR$?@t9StD}v#_(3<AkQSQo?bXn7x7^N;|5_e6^)M3{`wEB;jc(J>
z_w2y{pC7lDmX@DZoHPB`rg4)DhOwy}s=T<<Lh+LiPCo14>;GbF9^Ae>?EF6##o=&G
zoEzArEgCLlJehTQ`mTrZ#Mf_u4Too_fLPWQ03e-Do+>}s`FZaByMdm{F8cTScj(9|
zmDo2y?;1q`@Sb1FDjhDby@@TcfpPwZP(2SHITDRNE-4FmH*$$Q`G$RJj@?$UUDEu&
zaRYkWSu<vdT3vDSc04>lk8mukjHv)(fuX;DYH4J^8yCgLLzn8A6jXSR`O%PpAi2W@
z4%l@AUB&?i2Y5e_%fP$OQtU<NsVSws4kZJvA83WQUge+wVDJeIl0$9`I5}9A7<wr|
z5NE&W#SrUX<57bm^aWcBzDe<0-u*-c#rZ^H@*@dJCT;Os&o>g*(Qrrdz0|%Ert*4<
z;`M~GRK$bi2<RRUa2Y^4!-6xH5W2$2NaUN%w7iE=q>ETyu>Lb0%5q*X7)ox`1e)i7
z@pee^CdV%;=nR>Jyk}M1)DA1GdRWXu4REvptOd-@#K+sfY*3_5&caIOvVrrl*dF;h
z&q0xGG50K~Vc^h!_@IcDzXvd_5O?GLB+1u_rph_Rg|j}lHm&d6c9Z&f@B@J{?WmJT
z&X0k!#XY5Xvu_{gVBG()E$pNNTU;~Ah$0_6(HHWt^mcKC)(%J=107Y#l!Hk6I@Msk
zidI|Wv!Pe^9K3&x^*)*M2dxa@m%xCivjYw}3ABqsJycmITg|g9?A*UjEZyr6p*O>J
z^BOr6iUTon!O<Q#g2?-<vo^)-tdDvIik_+*+nBZc*|p8oFNQu1y8<F7=|8^yqa7B;
zYJc-8d$gV4vm#b<Oa<}{ApAhGguS#dI|6txAeLZ{OgmhUnzOo{M2}n?3XJ&5qEjzk
zhOYo><iPY%8!!P6E!qSp0gO5Vu{lk>ng{n=%_k!HSH-S#wsYohX(vl0;3C800~iiR
zR}$5wB8R_x>kR@@qotSpI{EX;gx_F8yj`*oc|8!u1vJ^h$HoX3P(<hAV~cQK3E0ax
zEqZOjxFqHe+lHexCtd*F4*bId8XPSG0?P-@D#nm<Rm#dtTh%Y-_!Vyn(+#Pcdarfm
ze<3NJtp}JBL+<}?rcN4LlS|5)m<gVq+qtqT&pxDT(H{WaMu1%ht~7A_u<i%sj)U;r
z!9@50m%Ck;Uq;K<em*g_=Ikk<-u0`=p<nQQ(J7t4(Q~mO!I%_edytw2XY0LEZMD_1
zXLvQfwj62okRt1N0)hk@JUTB-z(D#Z-SSh6C2Q!;4}HG5gZ>qtd>xt2wU>~Eja}Wn
z0L1{Tanu$iAyRXzW+Ri59yPZ5ce1Nj`0UehAjfm;B^4kM2|Q!+Xs88-9;tKq=#n~=
zyMk-!%e*ayW+(hwyN=*r#laH#RMytsAh`nguORRTSS#=!IQ9yPg`Y1ZWY->6NtAuq
zRAYbC!u0>~b=?6uesBM_vnrG{tV$`;-ilBv4NA&vPwhQP8cL)kDh)(7Ws?fg9+J{R
zX^1qWA@W}59#41q{@#D;pYwUnxzD)vc)%Y_*|iC%J<(+oy&l|-3=U<;E5gb+6@O3n
z3)Rk_F{rw1v5o24J=@ahQ<@=ef+zn$Kry<As4)mBf=q8v?0o($;oP+aOP540pILfU
z{E{jii}JUT;*HXK+^}u^?>2NXhacF{D$4&=$mv-`^HEBe$5%-D)I{t=KyI}_G3y6s
z@Uw(@X}i4`J<>njCsu7NnU^wH;Rt-U!J!E&BxIrt4)2*sS_K2DOpOg21w2==Pv1{H
zBOHLUMhi<bckINA^kf$;?fpBy=sQa}buKuTF_)s(#7Mk609+i%e?j~OOMPe9RCP16
zc&hT60m16QD9PE@jGrcJZkb9`zE5;6_*Y{^_5N4=UT(U-(k$)xUW4es8_7#&QCmd9
zD04K-1q2G~ul@M6`HZTgUrxE^<202a3D;0c524C>LiJ)uE_AT9078#_FZYgEceZfF
z;tNx{5B`+2`z1U^$$^aVz~}HbfA|)=0S_YlVbLSk>;>YE1c^7l|LOVKrm#$Yj@+ch
z5tq{&1W#a<@PNKt&vDjozioNLTj6|Ce_VK|(<`a}34y#RR94LuOFI>^;Nab=8ABmS
zCCMJ^*}v!9rp)uy8lmeoo)3(TE$;Len<29GyX5^Wo?qL(`N;35EHczs2J3+DvBYv@
zjE0XS3-|G<27Bl4sn9oAf0T97k{AGBz`!`bX@D80@HpMPIb}$xW02Q*ll`UgQy+f(
zFBB+HR+zxWhT?FES0`1!#RO<Fxm@_7bRy}00U(zKZ-$Fm_4jYx-{|~Vxn0ryU~K#T
zg>|lH{uhXN&{+QBK^cEd(>on|InFS>eYs!W*qVy#r@o(}gSeIO$BJVQBGz#p`f1EQ
zYiNFlV!x{r<B^az4BiRR%ME|WWM10Ir{=lZ0;-4Kt`;iIYE5BLy0}em($a9Tn<(-_
zng6hYWKP$+HM{5iJ(sER`p`Tr=L<Hi{{_PvGf>H9ZrEx2w<_I2+Gj_2G~?$pZ!gp0
zZk>Ef|AXh?HHolwhYl_Ky|Xw#!$nlj=630VH_sW7{nU;ik28bF_q4Gsj*wxAZxoal
zKP<!QFt)dzGHOxdNl}^T&I=8WxVHtholoi5_)66vasNf9?PErhz6tl6S&DeW%f_<;
zv86uBbC#yuZ&uc=`KF?r=*Hy5{C+ZqitE68vSDxY17tGCKDW)gxi<CV{DZ!CcRd%F
zjPP-Ew*g-f`1U}7hZIprLDO`XR#_>1!u8}cfk*GxpT9Y8<|Gis2q4_f4G5=~Ez&!v
znoL7R@A4IVN)H{>N>=%3A#RwJ5PM-V9vll$C<&DTgevN|bpz8nUd12d<QKQ6bgigx
z#0>|DeI}YD3?GQM$%Q#^(F82dVDrSv_7;vLoV1>P@<h4v$702wnmp~YbPQ1@4=J#O
z1KSPDSf7&aFiT~B#@~?KruU%^oJEf*e>^@5j-XtZ*rhLQ)zxgwYNJs{*lSyVOLLuS
zTSWhTLI@*Gi4;-A`~wCyOqI5U;#Pg8zl&ba+Z1<f4vBI?_HTPrFA>6J2HQvU1yiW&
z4)#2-GUfhV9jDm2p58OQ9i^@V1L7_#G9ko{gszC{X1=8zQ2XQLnamTfLk6yz<bI^h
zhR5^ciOhJpH^T7r^kJ-~fBbXRro}wow`R|trtg&R&%pRFx@sfGI;2y&+L{q{N)iL5
z%Cs&fI+m~aba{Hl^NlGbx|Ea&MG(cIyQLkNHW)EQsxm7}JCDtLqvx6Ru_S2l(1su_
zN|YrlErNazp$~W}KDJ?w_pud<Pk85FpW--|A9D)|*fxz?6JE#>*D;W@7r7dt%bg|G
z{iC2tk$cBB=K~q_Uq8w9dI{X8LM7-$8AYg)-li608(l1xN834E?MnNXBW8EMHz^)S
z9oe;ynhe!bMq>6sTW74v?Aq%5=Xn~kof~4aiZhRM4R+@;#(_EpiWLf#191RS`Rtv{
zz^xvblUT7T<xg>&)5<v=DPh{Pwk@J`3KUd_qBf{<2xK!naS2SthHdwDH?gwBNVACi
zpP7ekBMw!Q^GpVbi-}P<NvvVHWL13KnKxg?_IAYxCR#`EJ=;D3=V~D%FE1h^2c5d{
z+=a$>{!62?o>>PKoM29p9_I43eCkaDOl;BjU3fa1apdbq_XZU*Guo>Iq%xEuClAI+
z6Oti<*2@UwGgX=ykFD_CucufY-|9+@6^HKzl7TcQv;(-;MN(Vs>gPj?lFyq74d*%r
zSng^IDP)Wn0}rC9y|pD+%YZQ9G8d*Y{3w#+p;>&O^W{0RvQv*{X>DCO0YH|`0P&AB
z3(6*ZziH4N9w)!xZ0y1mm#6L5_PR|(5UGTa;z?`B)gSS<ro4~um0=F+w#_eRtTQm_
z4`QIiWuVtP5!y59EU_Mu#hQNt55#LOU+(L>Qn9aTWf~>bx{6E4OG3PcHMm<y;h8*+
zj)d1CrZHb)j9#0juBl(|W}BjVg)y0wm@F;?p*&6ps7^)YB;aNP@ISE*zg!&k<hWl)
zpT(&9mY}3vHo=F-!Q!%Ds7JYRP%D$X(zq;&Y?lycy6;_>s_4ljSuB5}7WAFksucQY
zNO2qt4qV^{NDrb84m+{quMod%+M&UA?W7<(j=L<@YpfXnX-OHvQ$~?a^846p7Ab{u
z<z`flU16C%9NG<yx2d=|S8-WMab(>lE(N2XhHLn+=d{KHJg=hy@7G_pS!rI*?Z=o$
zRu0un0HOhkDAd5AL<Dj+zm63<&U<dS`i&{ffY1LUC)-j%8wOMkLg^9x#G5t{_6i8A
z14}URFd~0sdJgWK@hl@c-Tp<bMe(xNKiDX&gc#JZpf&=XJ8^?EZ#0K?Hhgb%p1S=_
zW83LVuTvK@5YRyopJ?KP$2_<dY|=;P+3M6~zY6M1ywDkBEH{q%uXl3p%(*}Xx2vp|
zKjy4$S=N47fBDB<3<UTmiF8C%^=<Nn-1Lk0$MoQarsq3W%Qs9HUHWv8m7><rcU1;#
z{3sF(^~Yn-MRG5;k1A?D`IU99s8K6-_ATAOET*Zq#^;omMY|7F%o*$>_?04}f(!!t
zFUqnp)g-)HQD(RG>D=8v9J6UCIXqMs9L;D;;2bEUvddhpw!d1Jjq}&OYZ$$CS$WRo
zt@RUN(3BZb4oPr};hBkUSYN+;mSJ0!g6GD%!^_#9-7{Sg`j7#En@BeUf)?R`iZm0a
zZ2D5?<dki_DSG#(ipH0=#*1KMo9IZ!t*4V|EbpQDEZYrU0dGZ9ABjj@J!w^v^O}K@
zm4?fK#4WIYfh*3*%M;GT43vb21-ruL-smgbcI(^_%V{g_)7<eN#!>P}&qGg|(x$)f
zy*F*CT%U$93)`3F!TDx-8g)15!%1g5p+iqT>y2LvhTgo`7`OC5-Gld!r44fOxOo|1
zIWc*lBS3x~JqXhom|(%!0P-amG-e!(nX`MO#DC8EG#$Z%MGh?>O;AWlF)67@n~CSz
zg2mhiYs}Q<<J2_a=4;v%XMcC7?6k`bg9$*=YeDt*c-?XHa>^>54H|<@io9hxc~-rg
zlq}_nPvj~=)tV%-YaLl1%6h()3i&7^@+~>0*lD_gGbQf2N{Y*i;j#(bLwLc^x{(Yr
zhEO%IRUmDvltta)xXgT~1y%B9seUF;u4oQuGuDUT^jiWRaIo8hq)l9tpS!uPWe0v%
z{xnCesY=5(L@c(9ah36@Q3M^rL(MdZrh`mIy6HGHH#789#+sSQT!Zy*xp#Vvm>y7P
z%q%S<ffyR09Kn5t7YKR;3bse(l8EVNnyLkd&sr~CX(746K6}BY<DQ|E0O=|z4?Y=Z
z_$Mt54}x4Zz|oOxx7xS+QtXfwZ`A2q(|a=Stjl^#8Pr{+klcX$#3UzSa3ajHeNFFj
zllg4Bf{(}hiMu&nWLZmvVh|`o_jiK!%*cp{qCSx9ZIW4Qtox1Wh{r>Zl74G0o>{9l
zFvuT1nK@_&1Sh5-@sAoyy?$D~;py0UG3(|rozgHa$^t^nM8qV3`yAr3!K(R7e|Vop
z&w|gjD+~5MbGxjVxmkhnB=9K+pDkqy1`|7J?8aCc2bf+Qe-vB!P-!^wOpJAw_q|@~
z2yi5^-N?k?ME1`hwqB*jbdzv=-Nzb7GkN~AABR}D{a7XdQJH0euaXYqQLXbTnnDua
zqr=&P*SD%Q?9O{|^nV~6fbJnSj#-H<5P!$CKIwwF-K-P4E-l5PKQbO2zC400;v58c
z9E50K!=Z;wnHS$*oHLwZbM&glyb>|zM#eM}vSK2*#>dzJG7jcJ@sqHVTX!{f8VM|C
zOZFcXv_DtNKtU7>ek1TqP9kpRYGEetMx)ynIeRbPQ4yTt(eQY?&-i#rIT14n<l{w6
zzVSGlL()$Tk1gEq+at8<ys~v5FVD0~*!Xy9M0ZF#5HkHiUGv?4-d*zN<#ZC@y*)B~
zw9it-rA}-DfIL!HOOU1UevZXU2AmA!^a?axwtKx<QxJ4^AtOA~RZ0@3a7Jk-5T}Mg
z>Q39jqaIws86{8Km(K|DI&*padf_91b3to8bhVU?5>%P2lIH6DT)#_}+c<fZayjK@
zCVrJvagp`|><3~5397=ZtC7CVc*dQ-_iqSnR%-atcwx>H#`>kiAYKUnPI7y8mvoGd
z%zZR)dX=WA693~1j}kR|#z#YmFb7jRCt#rr;YUuyY5k87>5$m450^I-g_O;@l2Szj
zNWjaNk`kAq9x-tUESi~)3X!*Re3X|j5%7KXRzJ3F?7u*i){dWCxzUVk>#Ul#^4!(Q
z&^~sj{pEoF2^t77QM_0Ne2|$3D*c<dX2cW|UG%!?e$l*7%`d}er(fAT0YDNKVog#K
ztHpob4&B&1x5}k8-OfeH^`Xdw(d0pp8#Qn0YLRFAeK=|lef`vVBih9I_fyJAi#{0S
zV0bpr2%PM>masT7+igU<x^4Si=e2S7)Pma0)y97vBmmOq0D=h=MaRF_pt{<FH|erX
z*;d;(aVqNbI69tDYBJ0K?+2)wyA4n{P&f$0g^F83l`VT`%+F|dc=WhuPEB_C#qmi1
zfp{umZA5eq5n$VmhhHy#{_%)_;yd=}J5}3__&5zGK|u0BvKmUh#yWlsH6L30vg_A}
z7YgzF2TGpT$xsPP#G3G)xP+988zxBZB%PRcsG{Ro(1JyJiRZ+7e<)dBpD+vI%_Ihg
z-PK#J(BWVrs};X8D$R_4`K)%@<$$lC&Y4)z?3yz7a=W}i*WXczMM;XOr~LRQ{4}b0
z%Wyv7g_GQ{6Z=$#YT1vzwJAE=7qdE+<6PkC&Iuq?#g$MG$bE9SBRb97Tj=hZa@VwE
zQ<tU3EdsU15pqzg2omodQT`)w6lu9{4@#=;<z78aO8z9zjF$VUPo6TyOM~43H?rcE
zfAHIYOobo$zzgjlF4mF)x5rgiA%;DOr$lecI7$*dCd6}z!DrR1D}7yNC&UD<)Ae>)
zTi|rag>rbiN=d_DPyir)6oqsXPZm=@+Uh$;$!?p`3!x>4V$Ll8C@kqo`+3l~C*P>r
zh{_tXYD0%4LFK?uj;eK!>f)$46*LDhbPyv!q`-YaNV3KZzW!dVzE8dN-L>hF7YYO(
zs0|H0m@o%!M*<8!+JfzuY2xx@$6SNNgOava$u~!ijZ=GRpx$`m5SaVGh7FEA;=?sB
zh=qN+dF04h$1;xXw}$-t+)NIRPa%bhGUCCEw&29Ux7F~=kYw{NmbpjHi1r@6F-Ki?
z*TDECmmUW&lrsX>yUtx{Q=$FM9kXo(Qj{Cd-__F3q0J)&?hA0d*%Q(mIaRc``K#_5
z=L@Fj)$iUcQMBvQ^_2%`7-`zm00IGR6iA#}%Q5H3^EdfpVnmpB-o6>wa5|YGn@UMb
zffA3$0V7Wl;Xrl6xcn58yvpZ_UX7@dAIP08u;s|L`QuYbOCg^Rx?q$cocO4c-`hR6
zh_$BmU8+~zvG%B2>pkAp6Hp8{03k#XsO=Uub{`e${)}~Ko-_@3?|%F?_GtnN$QF1*
zkqZ{z@pdNPGtYJ7SFM{ey>K}DZg2BYA?Jkgq^OM?8U$joLp93`v2$5BhnKN^`mT9)
zJ@*(xfR&PluOShj36P-(1Wwz=;0Z_n$~iIL6SKU}^|LY?tbF!gGZ8_i<YZ}2jx62Z
zT_%^e*J+(gDR+H=iuAP!AmUmhy>I++rdw@Hy&LP0w{==Vqxz<0M!|f({S!b)Dsh8X
zM=FcN`h-l{#j|c$u}O&THGJ+Hvr_V#&9`xs3|NgOzqylB$5u4Qp4{Z`?^1M7>U@rD
z$qve_3~vqsh6&3s`6<rlju|(UZ9TQYp?S;8mwO&PO8#(q{P%${A(0H88?hSG_*NzB
zrzZEdbEnQeH<<T9;YOzlZM3uq*<2RdH6V8~${r$-{7Pqe*$yYZwCZzW_a18A$hG<_
z6@r0Qh0^9Np#37zAcDk*S8QfK?o*<Z88IlsbW>78V0G^}(Ug{lOYKOurlr$=ja70N
z?QGkhOKw}VZT?_JZf5fh+6@I=o{03b^tOTE2xR!g%s190?)_-GXl%_;@1rBPeWRUb
zdX0aTyd1R$<auIt&P)|MJ0hL6AI3K6?31dJ&#0xG4Dc;reZ(UJQDi!GJL|(LEb1*+
zdrkdSJ0{YZCupd>)r2vFjF>p8KZEpk+?@`lSYo%;nO?pMdDY?mlXX>0ja%#M`Wxw#
zyV+GrMhwb@AXfr@V;r1;kYf5juNcmrdU}iY*Z%OE>+ZWJr-yRWrh%F@aGH>DZVx$&
z<Q%pGq3yRhvi2qle6?XdcNCNIV;*N^5Q9Emv<!VcG0m0%^I!hAZ<(@cb+!Ib&AitT
zy}Dq08o)5l1^5jJ!PNKoN!iWWwUDPhu&DI?o|$vJr)-G&F#!ktM4+ClhZ!7;J8pm{
z7s+;2rzJ^W`<nP%J@bcL?N3)Moj%SKWKh;8o{vMC$QU^s$%n4`f4#PR?eZxrkB5!e
zhFqG<N&7Y^5IEr_^rmoZtj`zx{zEgksQRzZjg1RbCyquAM+j=SgwPV?S)g{%*lX<0
zeihl7GOHhEbbOjM7S?%sWc;f@;~-*-WPoWC$C`7lVyI%sg!R+VO0Db_Ugm;9mE)vJ
z20|B*4hh+AD13_2&u3~W_8jc6euuGI@y@v(8sDdJ^U?Suk{~}I(F~l&q(Z%sy}Wt9
zaw1>Jz+d+8`R7$fe+zA$FrJaJKMBa>q#=LUM<{6XI<@Tg3NeXVepN{fAQ;tAJj_3a
zH?RBOT~lt<F(2z|JNCfQ;X=iaJ&P!iG*Z>Z!%PSn&HVCkj#E^Wa`x-0px;4%ghM61
zFzAT1lo*sP0I>j!ZKQRI0O{BsO$g&Zs&Tu+KIZwe!4o5PDaMRh0EEiR;id(=zX%)<
zYWjl=BkS$nsEzKMccAc+fWb-Qr{7;`FJRcEq@g8}86<f-px7s3p4z+TcRC+`-LJ9w
zp?UFP?^mripE@(<k%QNboF!zy80l!io)%v8-Skz>?|^#j^^l_X15SHtZ&DZ;xC12j
zAp=^`jJQ(Pt`&X%*XLZ>UAvTS$Zk4rHTSscEIN$p(q@5&RgvqH{B!i-iWS`h!Y9{m
zmu+5K$orf>iw?rITS7O%(ruV*ia8BVe3-c=`%4+-n>xRul`$672BP=`RkH*{J%~Vp
z04_vRaFZ{etx|{Fl(aMcfuqdbJSSB%R@j^x$IC)w6+Cf5#~=66Brp{=Ev>1!WVq*Q
z+zQr3zEircGkB^D2xb2X3i_G5rkg)g1<Q=n-D-NLiY@y%!@42^hxDJIJ-UT0nzz>-
z5Z)ba=GJ-vGYDi7XDm-%8nhx5jz;d=<*1wwi6N0I?7#M$s{8uo<?XHc>f?jqT=B4M
zka}$$&^3ap+{mMeE>ODLHAQE8h09wxwyFfh#|<T@`279fNG$eB!R(<#QJ%S)y%C=?
zd*vI_A2B$+Jji0sU`=qag^F4DkI!_!$#J@3*ksLXY3-CHhARCmRSd-(c*(dK9*@D6
z$I96g?Y6TemKAK^=5RNBSL_s5#ZUzypayRmYz8(qRKpA0h!FgTLKG>j2a_yIWOiM&
z{Z_0=JB#=E4{N$jSQy_j5l-2P;JHH;U~nAxVD-ALx8r7IzgczoO<^vRp|bH5y+mpw
zCW7&XN+<#VWqK2>zb&zS-j&^Y?*2(#f<?!_{b?@PHviR~|AvF{d;Ax$@SA}?V(d%K
zIsLYY(VDuuR;S%l^1pFT7EsHLs<MWq^G-415Zabi(Y?v2CdGTn_Vf*mi--cV7z_Z3
zY2)?()U;ChhL4EF$zQ$Zl>V#XM23ADgLvXFJb0L>4KHYMW;t`gNNdnGC&#byg5Oz=
ztzODln!N|)-QuMWAgm9sqOtGP#Vrr>_r&rkoM1g;r)FYdqVsv;aHMrX`5VTT|EjZ_
z8(BD%&i40gqz>o%#qZj7X)_SWqK;ajI(gx;Gh|<(c!sgz$17Bfc2r9!86Q2hV8p)r
z^C~K24Ed44yA2>bDwznocEh~nm-nZKt+}{xIjdLk2mRobk&zb0Bou<k>%-M@k^{P7
zmkyV@<}-_K(p)=NnD>MvlSOZi<-b6ptSpr~lKVvS567OESE2r=SIm|Z?9E%&#6@9{
zkBbOlG>3?IuuPEJ2R7r?@aRhePPH>ev%lZd+>-yb+ngakj)TZ{q68hkFQvv;BxgEr
zYT`BP(DIMR3Oa&B>GP1xg(!0Y0uiOYVb`6nxNg$Z|NBk(y4={0>?c;Mm|si)f`o!H
z8pz}*5GcVejj1W`-}bp)g=N~d)3Irn<^(JXR?Ytp6cVGx9pcz`_G^n@WT*8ja2Th&
z33$FCd#=`g1`7BWRcRH0z$}W?UI=CN9lo}IWuh?qo-FI+Mpmoc4op+*C=`)$OBseC
zD%Ba|>e#tE$)@rTN4?Rkrz87HnVSL<CJYB6Cj!=PWadQUm0~=<1*Y!Rc<_)b+q8K2
zn8N-BhUE+YdBg#6!2u6FBRvsh<87ma#UWyPqqCJQ&F{2||MgZ3y2G&O{TFz=L=pBN
z{^;P%J4-bc^M2QfPRU%Db^qRyiR&Eayo~A-WEg&VYv|wK&Wg#*QzLJ3n@8@E<}~H_
zUsxj74pd<XdBzQ$mYCEcp;N}U?rPUMY!bU(xA3iE^8tpXg0X5!-o}L>jI}S#WTaw6
z(u1bJE*=Hf<&{^98Ln(X?46MNA|r*dJNzsOds4mRd8XB>r629<OIK7e*gak@73t@Q
zWP6~TGcy#>nfmJaDI3|Eido)r(jx|+K0nP|wuA9msKP2hh=++D463i`i078`-w2D@
zuRCS){r6*D<tKH@LxxW{O~9ceNAc_Kz$6Yr7&cpt%MQ7<@0$6J3frvQl)=HXW&?we
z;cG(xQoVzBiTWvFhf5wsY*rGmujZ9dZfwz#78AOh_s=A7;XR-n0-6rj?U`LaMDL1w
zE}9x6V{@>uf^%B%6NW*VG0`{(oZlb}0v)izziVunsamw7SKWa2u;QWLQ<<_xLaqOw
zDeZxmyJN1SANqKueD}X_uVt#}eSKg+vU79-2wp#_=R(jXxJP_2pKzXXldj6ooP$@g
zQ~lfA_jm3;KN&*Qlbi&+mhq*_Z{_!U)2wq|{aVj0lkV}?aWW8(`6F=<8->kuogS@r
zuSGrj<b$Jrz9U8_KmYk>GD7fnaz!33lx}J2>}H8s<O^frY4>kj7Tvk5!@<2E$7O8%
zVLRXzj1Gcb5dw(Joq!d);r%yhf=x{q_N>V=FV>l*M}LRV!BDUKxyKlb{U3O&C28@Z
zI)AP+#p$_z+4{bPhabwhFhF2l1kwYP8<r^rT}M!JNNj=Su>~<sQlod<6HU}zE?9E?
z{G~`Ca1$d^U659R!e-&K_$?L$zu&O3roD7oe)q^iJ|*tG)OoqtOQ0ALM>`KZ_t(@B
z^(ePS0tP&mqZ{m9f6Xy9WSh0VDne{=;VzA*)5&=}KqMkO8ZaIO{kUN*SMP9c+jn~Z
zdhd00C)ctVKfRUuni>sGRtWfp?u&9F5Sb$_gMG6(o;N4Ic<Pv7k-@Y0f`QrgZ8Ihf
zM!hr0kSLEw>Y~*#BA-Tke2@5uga&5z_$O1N!Ke?h=}-dQ9qK6{7Xik!^@zZYdq*1P
zy=)0EdiOFSB5(0?Vzdi9PcXFGy8EKM5pdVq`VvB8{NUxQO<LWXBLy<cx}Ldf94=}m
zchm(;LPVWDqE!y%kHVsNhCY0>YV8%*`f}sePw89hf)<k2TY%tEa<C*uUGftZoVA{O
zqjL=|+AR+|pD8f?{P7fWO<+|;z6sEmD3b*|A3RKUsiE_&mxD8=J>NMrRm{nwb)bEJ
z?mr-)P++!1dh~?D!()8JBqb%Rq_9P2n5@2<l?1OJQ<8N{&``<S+rNJNcW|2;I&>f@
z$O=p`0N>yFpQbsN1%BdMQNXdYCaTqwWB~Aeq%;8m3n;t_3=FQ2sQ^EKHETRu9dDG~
z`dy0syl&T#JGFifNyQCNAfh|KM?z@BhMJChd@r2L691U&cOBa9<}3b))Cpmjjgx~D
zDkcndcY*%mHK~z>1zWRj%16&dciD>^d+aneDQ|IIG>Z(30}y3awKp|`=ZRAU!lH{M
zZCkUnSk8jE>_m9)fkmHOex`VmSB(avQbkDLv{Qs@TcpT^w-Fiz@w2+zw)ZIokOn5e
zz>b48!O<En9XUlnqVM$KD<ivF%I@1lb1P{GT;6NX*kIxlsNhb*&|Y+K?lO+^Ifqv6
zt^IQAo&MvkPD3QG!+#%rGqJa1z{=)Qp5+U;5Af~Svv|is10T<uE=zkSO+auh>ha>o
zZw?*REzQiOu-XK@n!ihG1~tmc41XjnAAF)>vTqW6(gxIVP2G}ydgzz-iAPmV?mrck
zz05C+BT%hPRA$D}5;bu|!V7LZ$G(LX7x}xX$DN)3@Wg`S2d+$2*_**YjSq$!K)ev_
zX<+2tp_$P^;YNWEF0<TNSX>9O`FJ)D>;nS;rIVn*01<gQee{FyYBPyFvd;`T?;h*A
zAtK<!!$1(ecvug54wR^SW>u>(YrmI$h>lp`g1)tF%e;U8VIZKcp#@SL&FK~U>rzVl
zOSpM5ij(F@m&VWCzlQJJV+O)i5-(jry;(F9QTZB0e;}O_qGhbiCFLzJU5`IER_Hij
zI-d=?5){0rGfS`?AOD&0mzM0NljpYnYnYE7EAIi>3^TU9HOt4xk!Ahxjwtx^B=%wV
z(J+;yo72_JN{oG8cYL&YaxCOK1BBP78s9(k?ywXK0im6XfAn48Ul3^j*gd$>t?J1*
z0QLb61=`O#L0}L4L37pqeeQFleag*WqMX+PPH^kbom<9$p~M`<DN#97SQ3`Qv~G(3
zM(&;V3hnlbnr&5otz$q?Dh?hv1bhRfHzA_otCL%jS6s0i%ZvTpz#e(Ksi}?RPcEh?
z6O4+Eaz_q5LK%tT@mu)xXOrIwk<Dd$%l*YnFBDQoL_)lPaYE@(H!S^Lqi4(GW(gbh
z93QbXA^D^+j#6?tE)b3>BZI485F`dECU_(e#-|ov-=~&$JAKNlMBjVoW@ZO1AY~30
zgkWSe!7C+<9QG2}-I;<@<>yqUaPKseIki#YTqUnB>BAr}7LW=_i1|eD4#;3A?Ar}1
z2$SWj5%}|I(_Le$zgx<fN1taI(w1jxVF$b%EZ-1!0Cp~jfcO-CLB3C3L|y4&WuNE6
zb6xDbrzg%t0#M#HrYiiFV>GVmTuHF?>dJX>$$!&#Fw=jXU~Q!J4JZ|UgXQJSp<Y7r
zT>aSCFM$Ks=ijtWyCi<3<WXTb9SSuZAXyfOAegM+B*C_7?P_a*8HR<hSYGTqvBCC!
z*7pOCf9zVI8BBwjfj<z>;zFMfksxHd!yy)q{j(FRF1aakPmRoLU3GauJE<|_+Xqo2
z^wdp42*b+f&Wp%<rk#5G-bp`Cn;X%6VObb`DloEu;ES#pvVD44S~|O7d2606e%H`Y
zWF>32Qzb9nqp)0mn2y080AXl>zhLYvI;kK1E2e1OqYb~9BY9K(9l~Yk<DsDr_}Wm&
zFy70Ya))8-dB0`KRvpbhfA#oM_2TRwbrrfBXgDI(3g0n+qU1nJY_n*~(QPJTN4Sc5
zr`@*5WUb;2rsx2=b|eI^1P|9>`r+V1JN*6binF~f-gQ8s<ZA}64t)Y7Q{cU%kpYgR
zo=|p-d_P|-6h7J8Mt$gx<GMZbd4-fj=ay<Z+6E#vP-!dJK9cZONT|oJI@Ow#RWVCr
z3A0=UHWYq?j-YDDfW!}GRxr>4$9}abYvIlGyEnIPaosXQhPV95H_KK3g~45wbgFYa
z@KE~f@AgJD@_g(0?(fj?fAN+KV8gEi5|lt%A+jfkCx|@LSp7lA#oliX{5yX<QySCC
zf6!x+KzfoW7%FRqbZr<s*8GKq`Td^P)o+88eANQ2ukShSKwlgc+fCY<DRYYgOX8MD
z!R%D!$9f{4Z4NZ)_H)TkfPov?0UiVC450-HVt=<^(r#SUbJ6m&fuoM4_I%aZ%R~MP
zI$r&8**z7$?!&c_hm|m$y3K<jKOJAwpD(RgCel5rCEgDXD6%(Bdb2%hG5figYV(h>
z<)n9m+y({-f>Jpm<YNjP7!~{@n7Z!HS=+2pH=dVE=J%G<7v}+;qks%iyG?v0cB*lJ
zKg)rwWY|HS{qk0?IX}W*lHM9(D!ktgqhS?R@%!=Kvv+N-@kV%@n<}-Ya48$rC5<th
z5tB#|dPrUKSZbR)yFPgLl^=gD)a{+K3_Kbr-<N?HH|dgM$dxylzbkZZ*!<nUbgdT_
zd2fJs*8>`c+$ORWJaJCgmV?z>GW~h`*XnjUJS~}%7b&{=>jVt`6lkYOKBS)qHlIw8
zRxsqApO@w_xbMq(5tnp2&ejz&_s0c$jP-tz*G1-ChSPeugu~CCRycTf2dSIl-$N)F
z6g@Vz24x+Lp4hjx6U*}2$J|V0uCIyQwp6!PNRyJ25NWXR!I_?iBVs8?K7}?KnD_PU
zMM5{kik*bs|8$HK+jl5zMLlh0M8PjS@)c)9mQaFV(W&e@qj`ygUq9Zl<}G)966I&Z
zIvE0u+$=D!6jv^$<aU=h_Ve4KxT>qdD=*V83;x?S$m9=6HjcMiUMehnzT;9Wb1=7b
z^xs!q8GQ5~rJT-$Tyv-S)#%R)%<@7y+8ck*KYsEKcmC4}quqgq5topZ)mcmy9#U3Z
z`qy@!ZlIfka+8{9<8L|wH5GDzdrrP%cqo`<;qb#XC7-&q-ScKvViFv8?>dtXHvAAE
zxWm<yq%J_5ZIS65vywkq;kLtkg^_TAf@;gkaEJXr&(Wr_f&eh!h``$jp8*z`B-@ho
zVwZ{BrI=3%ho-OjXqg;2aXhd>B0dY}n>Dwuwhl^h%{rQr|CzbPCoSfIneoK&#NBW;
z^?}c!F2-E1T9rb%&nNdy-R`CNFx`L4#;mc4D6+^Yk=omK@$BvoY~k~@jwrrk{@ti-
z`F6(XiNl?#bVEFW9n9cZlA)mW<5@mGmSiq+mAv+OFy^M}mWdcD*PX~v#Jt?)9+*E)
zwwS~Jc85pHot@V2PSJN4c8X}F3np`%7L&EEus*S46~(K$+Fe`U=IMP@z7^a2iF9Y+
zr(y+Bd=?Nk4N@9N9LQFOWJl)@!5dSVvSPmXx6EVq{r<&6n{P4*R|av>DRgb}B886B
z;FmL)FHOI_HzBn)@(cY_U<SnW2|4T7j1P5eb0e7L4$jlC7a9G!?XLvsR3(-J6(Jz~
z4(d)aUrC$Iu6<Q??(R+967MWM4*348p#Lf`L!^;HgLJ8m&HM8<$S!$x=kThY8|BJT
zO(op_jD#Bm^m&319^H}N_SZf3%qoNCjp{bSTA^c0nkV9rO%Ec3fN4WDbSsb*v5XT6
zF9%m?RS)^uvu$KEDc^L0rS4x0NjXrN1Zb98I9=LG?Ci}P6Q3O`OV3W*DVy=7@Lvo{
zb;pAcQ1w3Si`rFw#Zq5`ZD#(Qr3y@v2?ZAV6EH}b1)m3ATLx|+6rIHnZg+QgENA6(
zXZPL>rE$BxVvVG8SI}`zt`NR}iqu*ow>@1r=>C@1woKmX`28)%Bh5arn0BV@T|EKm
z0bN=d5w4~XeugZNT18Ltm#IbCbmgdQJ*aco-g)2R06GeJD^U|=2<S%TPB87R!9~l8
zAJ~<;P2cm&)&0<3XU7Kmcn@UJ67eR;1m=9%`E`Esm~6!Rdd!ejLSs}Xww5-U5ygem
zTU4OV4NGkMbG5aH`K<j2-!+~t<EhPg7tYck=p0FhJ*HQtE1H|iS^9NR@bf@%VbPNX
zFZ}64QI-}8lEL=f)V6%IB-l>-tq8x@!(zYfd$dRkGJa=CzCw^s!ZU_Nck*}sR6lc7
zI5kbTFm12Ur+G=OwBN>?5y1hVuyr!{lCArX)Ay$b?pn@GR=z#3p<c6us&tA^LKR*>
zrwmH?<bpc9tK@%ed@`z_68vqx%5KhbBc|2ewE65&gBP&5!;@j~b*xDL`EN&Ql~C@`
zle-hcZ~1i(z1lPpLlSrNcA!%dWsM5d`)0`fxy5i#Mw$7-q^7zKxs(@l9E#~CiI#Xz
zPH>^@Zh^7RPbW2vkACex6lFsnih}--i5cz{i0X-Hg{yK(a=s}r^L@MedYira?N4;6
z1Y!_j%g_m8rs+?Ag;|^#jK06l<JX17{8qwu=|Vj*($~_}33C)!D5=<{BJW%9ecO&%
z;!j3LURcss0FxuHB>t<{HvQ7ejEt<e{rPpcHm32JRmU~D_>TKXiAp+n`Yt6HDyQFB
zyK|A^_UCJ^Yx?GnC`v|uqF*^GOa!%UBjk>#TM}JSORDFrw-=b!w50w}!OQb=X=_4k
z6$l$DPDBJjA^Qi^DUy^Cw~{o+5+A7BylMFM?9JN2>#{m-ujL&1>70WStZ@;^3XxN6
z@V&C&&Xq-J>x<1j#f$$w8ha?cfHohAK>QMdqKLwiSgUNs+M~B^MKYf%I~11qCNv%J
z&HfidUVTC&$@-$HEXR~RcA{U6$#b*74L{vRI)@^sadfhU`X$JphSh#lx%w(-5$Ef$
zGEpXx6n(MFW<&qZLGeKb5pl!jjq&k5>W{GPeHQNWBg&s=fZK2?9Y`6_@Ke=oe93?7
z(5C*^@@MwR`YasHxxQ49KA2b!Sd~%C5FsAt&+tjCsNPrVYts=l{m97Wuk(!PQU=7q
z!A(T!7+9C(z$I%5#W(W87VzjQTD&daQfZ!8)iscLqK!Ta(q6!}kId0z43wj(r!6w{
z0lWQL@lI}iLU6E9Lmba>gX2j-sYx$sU`ApR=?q5t1-cWGvhq@9kZo+<DsySyk}G_<
z2j`}Jmo^zYCc19|+7>7;ja`sB`}6A&yF{O<-Lfj=W^LAs_d2&|H|c!C2@aU?t-&M<
zWE;D$>MOcFQ_+rt_0`h~X~T%%&x-VS0db@d*oPu<57Ma1F`Mu6^i7728Qte9(#1AK
zF;&^*(pN=*oGr~z7>G57Z47pMl9d?7-PH1C>Fpg%OtZJrDFrzPo`Od4J#69SpC@DL
zHPST2PyF$}vMS5wUFW)gr*Lxz>l<XacrTw3Ezx;h-CL1+z#zHBV>IF4u_&qm+p3ZL
zXe{wW$Qo<Dp(PtMa(6vCOjjsTtUa<x!V@J<PxUt2cT20vdRvXYf!wbzZHA?o=xQ|x
zN?>Dx#|8NX_#GxPn=rQU>HgMH>HD(g?zXs=xVLJkRE#c@<1i#-VHfAt?VWX0|M1{;
zf#^Tp^&*!gSJIUmGzLz0Tt?Q}sJ}?-^}GjR{h`OMYm5HU+EKrd_NlOLq6`^cgb8`}
zM7JzA)Q#B!l?Ot2y~;&Xw100Eq5~-56^}iDG<>+Rn9STcL#=+=FU}<tzt<gZGB@X$
z0CBRX>J{LO3$G_eyshlysN0$jFXr)d-xDnjt9%-&>qb}Ykl7F~1dX#ua)<98-E1PW
zpdX4fs}9Nubv<nE>!2SVY5F27pNd}34;*?V%(v>I%ZouKF4@(aKhgDca8cqB3l^rN
z!ZS`|<;2az#AUHfr<SRD)XSVPn(lb&ib>-9(6V=Qd6Hq6BMmwDu0Vk*Oz3`=*UEtz
zQ$DV%_G9f3xU}KV>sb0WQU*Oj;~+@${?4`OHomoD?>RKZk{|4ub?*G4z5j(lb|<9q
z60`$5ne?o7*v{?nxxU-N??&{ms<rN+n`B^#?u6H!5J#vQM4{HU%QrncWqACPwoqX3
zhyKQdAg+nCp)7i^vVeer9;JwL|9P*K0Y^#(tO9<U{}{b~d6pn;JTh-1mQ0ZUlAM;W
zcaJ>slsImXr)G3kDlK|D<=sKrG-+1C9fVj0o70Et;>h=+3V+*#*?1q_9o1Bu@WUt(
z84rQRrZ4$5?DuA6t+vUdf*#}997eAqlW9XqEgN|&@sj>D(Fo(dbWY7?BW8R4d1Ov*
z_S{4RYa=pw9H($dtidy$$*RV(3na(h%wMo=?zPTMxmk8`;@uXU6K29g1i%kMZBMEl
z&-Lr=PhB5aS2^kpTxf7*(JGh#0MY}}EJ3v~h2o~hDPiJYWcRPu!ZPhEMm7~sTn!#l
z1zrW{JPq}HvCl@cJ8mQlrN7$s{JX~ECkZF+dC#Bl>-c!&k8y-)C==wR=3}f|l@?ek
zb!!Q9=sdV6yKibD9fcy^fm#q+4dKi|@A-nxfn>!!m4UhoIwHbzuS6~P^W*ss7|Fwt
zB!oTO(YUOu{lmIDX7W|ef0p~mq~9Y$_=(*mXF}u&b`0VHi2gj-XSt>JqRk11H!Quq
zr#+*n-C?sI{mN79p7G2WB8kcw1$UE5J9nLnHh*r_t_$2U+m&t}p@8rnA%S|M|7Y#f
z7QVS{`!dUgf0*2BTKR4Je|!-Bcp=!#8P-SXG+o!0q^ka1e`yL!b4s4G)=r_j(uOoB
zrF8)mWq^iQ@><G`G+t&-zp)29QvN`kKcs{{8rt{b@h=kuc*MP><*?8-d}rDYx_bWV
zvV8T&X--*>)OY&bCV32E8xzc*SgrEHhnKd5jG2XXE-Ty=`#h7|f=;2_pb$S?3KT3%
z-Er)QzlHF|UHVpyqCeV{&%D2_u<SH_^T=*SxVmHI(k`w1;-1{#r_RsHYCUzoRBsN_
zzX$|&SIX`~C_MyaKe>4y7NI`2nWcqEn7h7iinI6yIv*s$`oYcxmk;O$Wg%6275BUU
zPPf&MB`0gvI&hT?ecbTtpV>$Xk6W0vZ?^LVhz+-VJ3E#<v!hPXtb3d9KLFaf;`ANs
z;>=HDUzJ>v=izYt(i-CoE8j2c=_sNm9xgDZKgk?96F%Ely*)egKy7w@W<jC)grSh7
z1lBLoqJS)4jqggWN0n9HEV{w{q>`&&dV$F4DmsEF+CgggrWUB32fR6-)S#YD`yF4L
z0-_E~*BrdVw{)fazbNnqVu8JGWpRq{@~7PIWqlkMm$KGHW(IvENT8r+Bi8~E^G_Nc
zVvB<de|gL(`#9_BR`C@)0#DBJUHJ!wv>(PT>CN3@lxtnnx4X$<L&+unI=>K^&ol(o
zv#>_Q1CdSKe~6fbRjf42taEj(J;#fxm9Rq>u6$ebcLE0N8DQZ?igdJr^y#*SDeSE*
zC5qE^I`;9mH_#PnvX%n+Vy#nrkq0u{{T;77sxltlXZ%@jFa5aO@xD1!YAf|{Jxut1
zn%<L^3^VNb>dnKq{bjJ%UHVGE(Tl=F>2JN|u<qdAnPVBpw0o9&y!^RmN<J%{OdwY*
z!MI3!eyu0_j2&Ag`;-Q%yMIc5+VWP~_z-Oh(gcT}H>S!S`K`T0&okKXqx)7R?B}vu
z;+tt>k$O5VFXN&iD1B~lF@{&26g*jYey0x?yMk-a!<|ea&y@c+kPt)MFhTa3W7%gO
zy-o`loWj4uBiOu!C!9nv-0@`44Us#DeO*6)x0=u%owqT9f;+SKczgF9pajK#5SFg^
zrGi{QjC1F~Yns~Y4ZN>LURyoqdV&7h&{dNsLTnk`5eRIDOlthPd)EGOK9W?<`Fw3$
z_k*^rdA8c(%NQ^aBT)MuqL~X6!6$-+rKK@}UQQvMm>EY-oKNyK>z0>q-g=8Nq(GPq
ziZVk9NyH__rRBYrxk^)%Rz53yFD(%D-fq^y=;M^d*8@ovq?HrG3dSW<Mkfmq=lJ2x
zy`iVV@_N<S8xAQk-@LJhS|b9(y@NvP=mmfvhKH59VKQNX)AYg~S3dkw#+4dyS%UAw
z#a$GJs3!rt0M1fy^FY}yJRA>CIYS9FAl-|d%zOLFAotAPu9nSL%1efAHpT83hojI(
zYt)h)W^@Eb0`9-ZJYOG--k!l77@~SOc+nv*<{YW%6u`+H>3Sq-CG#e*kg}}-nr$6#
z%dOvHQ?=8kXU<8YZ0sHoTMe}*p#Kyj<q%u$^E-R!;w^7YDfWgVSwWsmes-j62Bkn4
zwN#;8GKeY28LlavCbF`p@|kyyf}*y5;XK>zs(QqFT&18n$+)W>*I6Nw>=e}TjQ5ZJ
zcxC9g^E00&`##Ms@`NY=WMShc3&}EMKc0dw3am9Mi_e8@uonOG`9OY!ek=!l5^xew
z!9!GNDjwZbFKohQmw7ct=$CXrL06dn;xYed8V--lkVM7&u$p}b!W?);uMZk4BraLz
z2Hj0xC`=wHg)TH+na|DE4NID?vF`nj4ExnbrOp+(&s7;daEj!@_;=vHEd|yA57;T3
zLsA=X=<r)L$)`Q6)5`AT?@@M>lyAE#J9#QpvS55F%zLlblk&Gx1+&60I^VW`(p#`F
zaWVp`MtFdZi8OtC56pPh+JJ($QEatRAK2RY`;Kre-}h!RLYDNDfS?UgBTzw9$(-q1
z!1fn;U%j`KTUk_C-kK*zy5+~e2x?GK!zDu7UOg4A@|AXzc=oMQ^y1b4v5%AIfQ*$1
zF@cx-SIrElm~EIBwZ*(q=DOCO>r?_8J_Qw6Ogw9Xa1;c)MSRuiO5i-=yR^PwS%{)Y
zIr%6F2pE^CdqM<xWAU$c2|vGZW7ht23Wg`6!?Tprddz7HLs~ckfueup#IXKyp6|mM
zf>%y`dh<@J)as&S|51|8;FD0C)eOXE2vNlrbN1Uh57w=zx%%u${;`ij><<bz&}N{9
z<3%~Jw{ue7yeqG6A2VCMp^v#xuvL31sToc9ZIEt|yD+$BJ!|fzPYZot%#-)}T-Ub0
z)RlBgOc;$MHpG6tvKN=`yY^k?w_T}(w_@u)zGvK|tqLCwUN=<1nM%<MU(;Kya=%UX
z<NKqx?;i?S`S)o-4sG3x(YRdahCNd#juE(~z^AeEYUe=w@%)B^9Q3yhECFRMAul=U
z@J&7RA@$WojgX)RcRJs{u6>_!Sc0Tx_-gQ+Q!lVrP!Z(Vj3zO5*3Khr+N+}<s5;7S
z(w)gf5+?$Hr#s=S5~r5CmZ`@WJyr@_-O9h~rs|7j)#AQKXzOQW_L@T!j3s7Qu;<<C
zH(alLt7hx3Uz6pSZuf!Y!1#}YnHV?v5yn=Gf12f)i{J09kZd{oMNUZGkp0{=5!!F#
zSxTe@j?w^?pP#dPyl4B{kl^<mY?Aw0R8{QxXb=<!CoYLuZIoRTZ20%%zS4n4lk+SW
zlhYcDCXJG!HUx|kz*|s)OzhvpYY*I0JsN(fgxs2T@m7of-`sytcxO29qx$~I-4$tw
z*}py2vzA4B<eAk%U6KjmUkXtM(6pMy!{=o9m_7P=TI&L5SGt3nzTttXKfcp`9L)E4
zBUUieTH+!5SksG~OH9F^*GVe-D^={-D>W8vMJmVm1a8Q-jS31OSr6CAvG;9LuU2fV
z*Enb2`zAXjEa#+6Qxbg&@Kf5FLnSM^O>A~-3+Lby^D|FpRNa3$%+394-g-JkA%CAp
zYHI#H^tf@$^PjhO?laX44}Y}jThs~K?~`NcZyob~Sy1j|8>k=A(WrBF6~`{+qcWfV
zg%GzIyC5kM@%h7=bM<W3G!ESKUd;D}s)m7oG5P!GR=Qzx?*1MtU<=}uOXImS_cYgv
z)(bXW|Nbz_X2R;_ypuK-?mb@l@kyo9nlsL~-`}mI4<*u&;1i*>HBuAB#4+C!2iJ<}
z8*|4QEw%i8c=(5RpAwxcBO#RtF{E$hr~EV~#|p>(#+s{QHU*sLV^bp>=<@&wHF*Qm
zq$y%%eS(~yn`UfT@#o6BS!=T@Iu>o*l=`2;Cv2#=q2iQP-?(*oj32E1ef~tNM2Dg-
z10|0PB}k|vg+W{qbHjM%KUuBKGuoY!(^(KP-N-ngEp?px5hc;c@+}Y&h{C85mE%kE
zU)R9iABIH<D(~#dwG^s8J5JGo$9RAMK%NLgtiv`&D+?$c_g;KUY))m-#pAPA{aI>8
zTOFBn042AG>a|obF_y`(^$x4(%O{^2eWhp0M0DNbX&Haj;M*c}MPMA@sO@t;YFN5l
z`BR^u;X13Dg?EjscJNYjNXp_h{NN=ai4iZdKq~Us)}p8L9p0|ta*mmOA)b4SbnQle
z#zp@Zh9{e0d3UO0s(nW-HZFgmlCd#U>#ur0<Mtv95p{@e17Y1ELO)8ptkdsER5^Bu
z)#(JQHeVRvO;e;T&<vb!c+W&g`1FLv)r2a)>cIzzTl|VUhnszv#NY4mD35%4bOMMd
zTW<pm;Xpqkq)u#odRAj(413|m8JSUGkz=bBZJ(T>gNVyuVe1J>4pI#ub(KsM7#XlR
z6wG~7X{MoQAZH%W%<z!iMl>X9*oF!sqLZZ(QWpmpvZ`&mp}2OouWnzm50;}Pk@6o9
zYH^51VYYUx=bSqisK|6yJrChpEXR3ycOM-?#irrL13Z2et`sV&)>E1K<?Q{|_2G&4
zO!utf>C8U<tzi-ncsGh9g*FcV_-6I>1^>9|I?uRuRrjN9L)3+=m$Oe#Ktmy9OLH4|
z#JK#1sbtA;Yz(<=Qm}1v+Vajj=BF}$lJ*CvfrX+q+#n*$0_hX*GJpX?`DBAT#U^o`
z=f@tbD@|FN)Ec`!OM^B84M8|Ve%2UISrDpszV<}<uJ)47kv49DL$vXbbP6AXD4U2m
zB)Vv?y48OBUi5kO-7k4Q9PX)0>x$n-8*Kx5Elzk60%V*5DfBkD;n4C<s-T^3_Q~l*
zpM&2Ulimt^^}t1~kRAm319TnV(NVu6bM`ftcp2W8V&6)NL>-Qh*)8~B(%i^64{VCr
z>9cI&f_gEf-{u=y%!qwpFpWWHVQauKhl>jMy+ku%GlE}i_dBRwSe87tdZe@Z*$o*E
z7uwpLT!8=JK|BnjZY0w;9<FdErs6>6t*)hVyIM!BROtw+NT9o<j2IRn^LFo7g|~VI
zFFQhta$M@~Ecba#8;o2;c(*`8Q_6k!t@G{rG%3N;rr%;midp@Hl^IMIRu7|*^5*6Y
zdLCZ&&<skg9mH-bad)*0WgonK;#rx1&F`VY2jUOubJ&v49T^F6A3Z2DVf<ZZoW-tO
z+~HwWkL?uc@^4;9s_6K>I!~y>JWeout5f|?HB4FId}{c7s&8Vj(Sdz4=~EFQ#tdsD
zX*V~0`CwjW$o^R`E%%J(>UCb9-6JSE5ry^v*#IW+`eP=gO2KcEmk-2AH4S+(=X9uR
zFvNPa8?MBq!f!0>jk^uDZZMF$J*@ko@EM15JJjzs+}k3@kSG9w0x7`7ioZZ~fi0=B
z(gG`g{WKJF*;5(jRDFDT#lqLq`c-HPgeQatqrvJ(_lkR7=cCzvZkgP2o~z$~2=b4;
zX;U~6Kv?t`rs-#?1(pII+~pL0oZ}EMW{VtZx^`^>01Rf}^+w?y=1${*o41pEj&Y_R
z|HwZtZ(Yoia3;^>Cp+mdsI>!%xur9s4@UOx+!;y@?|8Zo>!sR1xyqxkN|?@VNGmS1
zp@x`qiu7UXGvqzp7s$NViS{?WU?kdgPNIi??GOn3$;e9z?tgGIVd-AKs{Zb`N^{-z
zYm>4-%~EcAl{K_wkuosYWEtm5uo`o1Y`bEF^82N$b{e&JF8g(@N>b||oE$2E424+1
zlz`{Epd>sWEcrLjib6fXX8voQ4;9w#5&LnfCx{NEESxy`U}QUBehWV62fThA@tbWx
zTy*xw;Y6dIq=gf|=kOlDFp7*rM9ez4NwD`neNPO^+f`$6P`mK9_R6S@o^*<U*eB$v
zTcDF7Gu5wj&Sc&(J)_q-Ugo9yW1fuB%4kR0+Nc~Kyd&Fq`b9;F>JK5Udv*1EyIypC
z+b+ucy*ikNA}odQB`C-p)lPPRy~oNsw#=w_aBX8(^1y<&u+#RH-$zM@8+;Gs?!YSo
z|C6gFs_20g={;Qf=uDzqWWIsqimr>1><<F&GiHz@vd-`h>>KCnaO~l}yQ8S!_qxAF
z<$kZKe$LP&;8%&C8#j!(Vb5<}tPaEeEV6I96`}u1XvN_bUfzsfmKQNKGsla!!y5w+
zk`rpcv*P<&W9tgxw+@Y)wU)h$Iikwsdtnj+nsfrsg2WTT7moGwZS)fUi2azR=2ELM
zb67_$AyjHI1o-a+nvwQZK<ve=^ZRW-@m?=dOK*_g;!TFq!u}8o^L4ev9l^NpEG~oX
zusG7BJ0v5p^Zcn=H6fK>=j~Od(55ky76UnztU-ax+tS#pxhqfTNmpMk!g{yKIzKlW
zIvB?gHenVVLb%SLMmfAua493Y4Z^y(Joe$()_b|$H+^ns3ktS9mE$wyP5e1|KB8wK
zTuc;^h2nhhiDfXug%96*A7%|Ou*ptNU*)>T^pVE+b%u!vDWCAUn31>h-UyR!O=Yv`
zUnkuiK4%{$uai&PL7xw$UWkv|Y*<*5PC0FBYaSFHz4bcqz>9X4$hyhHrNwAQo<XM2
zCVqt}mPIq4#TH4tTwb<x#yE9{HKE@}wf+b*52k<hor+PZy5NyZyk6ePwZBZWw~Px5
zjNua0@H270^WR)y8go)oGVtV^rFXzod7Lzp!%-R{2!0>{l5_0Q-J0WaSAU6}N8H%z
zN8YE?fA<}re*;;X8mBP$UBL48hrbTtV-9#)_+BMv)6dmvR~pOy3xPB=hT7FQ>~~XD
z$V4dBBXmx@+ZDS(pV*TB1bIN7i4S&lD<4N(jo4xD$SsR<Ob!Pq&xvK&ZQ$0Bxy|rq
z>>)hKo+veWVxP0Sa8bXDDTk%B^{H7oF~JsOlofuTagu^tT1jgUC~HLZjNzk?>Na1Q
zc2wQ^vi&ECor=yUQr6PehJZLT5V4VfcQ;;29Q)L~ICWap4#VKR4R*_v9xmU|w=C^H
zfuv;tIo3g)02S={SDEc4GgpgO-0m?@=^h=~<S)wppGZ6j+(N_)wZTFc+tk!l(o#wc
z8=T9Z-#uTb`c8Wd*M8fX<%g%gUGbkkfKFk;vuC+-z0p^cWqx8~_0l-qhi=6k7yM~R
z<N*N-2T&smP%4N%y%0gX=%N^tjpJAUyk3_v%(F;gn*5bZ|Aiu`D)#VT%BCddKkd!A
zORJvc8Fx+*aUB=C<w5KwCxOKwBL}WFQx7-zo~I-85p~Wjygh54*-wdS6s#GSw*ZR=
z<KbQxlyU}1Yhd5GlPWj&@9-<$m-F8*(;mxxHe@-IzMlk!!Rp9h6@t-Xi#LqzIJ`1m
zf2;3WztIe>KMJB&^e=-NVDtzjh-sO&!%Fv6WzJBFTtTN<_yeYUJEad!Mo2*^eoIGa
zg@Sy1P$$CyyU1hJKNu1Brp?iZPcTz3q58JVI70`m8&AE%D>|TambU_1h1-VA!R)UJ
z+Yio2-siR>w6{HJ(R12FI0QEU5-weAOoc<Z|80S>rNgqa4TlX<_LV4S(#M0K^&iHK
zvQ>wMFF8y<ba~qOEBk)M-ExSKs-KL4d@1P62SO)9uTPKP(&O5!P&v&eTzh^Lw|Q=t
zg!N<;eQh7iUhwA%pI1<Sz9A%KuCwRJ^DCb8@yIqQAp_Cvgqg-&yiDZN`nTtQ7;R~G
zxWfEF!K{ORzj3lHAq#cj&~O=S+K-@|Gi!<)LL7N*`b1mQSqn}x%#A=Vh~aWTx?#Au
zG&cO~s<}h&3kQSVL#GNG61~ekRsLCwv=}sL2LXnplU-G;f3}JEdM@o-)H;jn_<%@F
z<j~~xBU(@KGGxa^vq_p^EW#(E6rRuhxu`Ds3cGV@XXWfA@BW2?Ed+gw92Q?MlH4%s
zmZSOOBh^{U5*|&vZ&&=!aB*_D1Qx|2rO)iUtDi0Vp;p9&lhQ^jOdJ0hE+K}gCB0Kx
zsw6s_Z)zr%y!bP-xjv`bzvHBcEt16Clx9X>%=4Qkk|Q5=Y4?GLYlOtOXv3}Tp}B$$
z#Fv518r!svUvpkL_XW+7`3d`7-pObNrqF+yD3O4I>QDtHMkfaB>#J2~w!QXg>-Aaa
zC*Nq_W2I+OL7Re%hb0tlQY4VZaxco9do8PF^K=>a>*-9cudd5=*ZvD)5L)#zv8Yn(
z+e>@PJbnj<`<#7HQ%UFO<Qzos71ZLyk3bePV(!l9|9fDBC)zyxRKnKndI!_!oRmb3
zGdK`c`U*`xm+2383bWnGu24<uuuLgrm<Ztpk`Su=l7Vi=2~&YnX5MGigf;&Zdrvi+
zLT5R|XelW6iK4G@drS8XuaRqWb!%@bunHd*2vQ8yXc<?f<#Dd=3IaXqn~8HehW<6<
z+oN2e84p;)Rkz=E`PmYXzV`CCnm-Xp5^uZWfLTMyJ$4DBoZfm@Y~z}Ow?)&o7*}!0
zsYo&m;X=4&(Zrrhdw+wYiPrJHg9fTWC+{+`lkQZU1=Ep~RUChjGFY<bh{5CfJ|o4$
zymf-&N}U}Kdgf1<lTiA`gQ|(662r<O0y6X}Ul#3>{l)B}6(;19)euDk5*1tUT}1jA
zs=rHSi!ObmxLx^Wtdfm>^qBm*)QrMe9lL12gG3!nXb1_V)ZD?W;e*K)t|`?E;qqHq
zrrm#~KHpcUL%)EIAnL9#rlGoC)I<kp{G4kW%=-S`V7y)ZvzdR^%%H(0u8qhKBtA|a
z<80wy=K3q4N&C>byo%H<8D_^`xK4s1<DWY?fso3BE{YqLmaQ=VqyCY1eP^@`Jks1F
z8;b>fX&~xpKw3Ol93ecw#>ojeR&H>sZaP}ItBi>+;YnrHxt2Kv#=qz=q+vqID4ZK2
znZnczERRI+&C^4YAHEEEE;u1R|Li%tzcV+)s4kxjg$gzv4p5m6*SfH2-lcEE%y>>O
z_J|MP!7;%9u>b0~Aypoh2F`SlKFC)?l;g*5iY%s)Sbg<UWz??084+^4s@Tnotfv@G
zE_i4Zl&EQe$4L>-8b0y*qkvPxw=PP%_lf5g2EG5yqr2-EZJi7zM-*y7^T~;0CP)1Z
z227ZbtTCOrd#&S@MgGN#<GQCjUdO@A!wTdXu&bcH=U8s8P09M@Z_ZV2IZ&`%Z{8jA
z#pOQqS)d$)n>`pKaGjmpmhqQ?9bKXmqxQF(<F2^%uT+tjS^NvHjhl;MKG<@Udcs&N
z*mlfF_lArN#=F}$(3HPhptoy&`qV+`)EUM03AD+f{DeETt3(VLPVpqMFwQa7ICkL!
zrx%E`ZO=dH@I_i8osM%A7ZXQrbgIV{g2_u`F++Q}uCJ5|l!)+`-g<SvM|H{Cei{t-
z*%3S)<fi_lql=v04Ya<y9B<Da+IGrmx;4XJ3MYq~j?gV8_R$Tq_4|>!FywyM#|w2n
zOgVpN-nYr5D*-Sbg%6Oz9DX~*u+?l%*Xj)Rv0X0u`lRHk)e*g8pBPS7n1e{A5n-5F
zv1b9zz1-@dO?%%xuT=54>8^-fDyMw_L(e9|RKWdCFi0_Mze&j{of$>F!lf@-3XH?o
zCK`Is-zE)7OHNR_{I#cF(fm1+NARDiP62!_aSm_j)8XNObgz(zjgPYvlru+eCF@Hm
zt3!i1Z0)pm@lW-1>it^lx`7S`#R3m*0TVdmJ|ShJYmsPt<f^5-@18iGlkVm@&S~L7
zr>$<llyOOo)ZDQP-rtYCYnGST^+?jnWslcv%M;fbE>^UMxV;Vp5WHR^p+M7<--KUz
zE=`MHp_*>5BrlQfl9qTgX_UT994;a8zu+Ml`&hZ0*R8c@bA6ZH&CG1C%A*q#V7f@8
zrV%}cNUC3H@x$iTw1*{s4dSK-U9TSzD*i&B7*VZ*WS}`xYf%a^#|M|NBlc#F<(o^`
z|JuY3B=%&p&@mon;$qN8$ky8nl3Gz>C$3N7U+!h=j$)4>fZ<XrPgb-)i)X_(ZH<Je
zh4HghB3{sbgj8}6KY*2^ybdy9_YCV)=}I<{EgSMO%Jq42uk<zFZu<`$Ey4m5OIj&C
zeXV@qO|BBLCN|?*4Esbs8*(bx9jLNJ+*B#7u6bDfV8=-3tx=)9weCGnj~nf}PoIWL
zzafIC7;16vNX?whCE2sY?zQ9xF52G^CnPa$xRu8lBc8Q`?+APoBRH+~q4)dK7yKWs
zVv(*d*R%PfQSc~_J|Es0lR>}0f8maIL3z-E%@);Kzxhd`MA!b@OUq2=9*LvFyim<A
zDE3L%?FiqR^1ig&nE|?m%a2NbiLu>3jVpet#D8G$C5|&Jg1t&$?+$$tj9XTk&GOeU
zrRr~Hp~=b+y8Q<C{sBP((oWtQS4(Jtfum(4E#)z}Q|Ghqh<*H-ups~UZzJ*KZZ0Fb
zeFotPw=n%hW53S(ST}Y@sj_{&#-BJ<Me5da=hYL|3`SFkB!gMUSBzacbH8Xs?zXP}
zd7_W*EN+bbDl$q}w{S}<0Rkx-bSd=i4MUX{Mn%0jy!GVZv}vEe^v?M!M(13<lI~7~
z0tKwm?WOou&Qo5)0k2lFn4b?x4TyQj&{3d*JTC5msDaXw@I2*((vEwASXoRHdt-)F
zl1@Fp;XKN)1j2YCuLtK<U_5xu+qH2;hue}Ks~+j22_sqS*p;=ZFNVQX76~dMgTC4V
z7uq0>NYA&?!$|7NpQo}cBkI#aZn!o65vSo?9HA&Tb(Vrm`OUL)vsTStC%@>~v_zfN
zv7HR{8s@;qg35waENLvlrRpw=-XFd^h2Os%F_j13Hbgf~{$VI*0uPUDorJZ<dIm}J
z8uE5>J2@TnOL%X^&i09pfZ!DT$Hg(N;5Sx*KO6G3Ya@DFlhod9?f9~L(nu&9N2Jx`
zOiKdeziVX4`+T^}I=qzgess*G#lr18Gzj5TK!M)Yme4{2o3}Idaok+>n$)`ZqP>|i
z7c$mmpP&y1#|^v_xB|GKfD>ppOh4rb)9RKp5ARn>EKCtSc)jx5fqQfi;e??(T&b>R
zUmkwZ39Jr#x#HV{oM)C>_kFPvU`!_u9YzRG+jx8d>Gn<^exIA*J)dvji`W7-^{WFr
z?e9~ECo3-XKYL7izAieO+*&-Qs{O>mW}wJCyI6-Z6v~1GGNFS83bm$HR()LVtvRZ|
zk$h+V0yd+@UkdFTm(3<W5fz^Rp$WuzFtngtWITibOJoiExq|KZl~6MW&z3dGOQ+}>
zQq+`05aIO`+$%+|`SrLqr7NEuSZA0mkly~g&V?dx$X5iGb4FWFf=C?_zFgk)CZ%S3
z_S2$OFP|uXOh3s_t;+!q{YD|F4zQ7U#4<<a-zSn{v!!*c_-$2d1bqeb%eGL%;rYQQ
zgDwOGy+D(Jlt*AcuUihaMfIIHY-rV=?Pbhrp^>if?Y{xo;OvG^mX@LmnKHzboT9Rh
zY}a2+hJxcy8<h%!-zS1&f#})0n-WjP5{iXk!E1NM<e!nBbHmS+SxUevWLXa-@F22)
zuwXNUCxc`}a)UMI4NZH?fAAXD!HyWtbnZ<(<|7fbrGe~<cMCw=9FeREN%Wh!*Sskx
zf0bWY+UqUjS<9WU@cVTd7G4FETr+nf1Q0}&@TJO0i<y~AVp&(@@9E^k#c^EHJvgMc
z{<6%qZD}+x_?b{K8Ys2%e|%kcAXeWSze+<3p(s&Qq{tpkiBOc?Fv{NZHCr@<mQg7s
znORXuWQ9^`2&IxF5*dkT$oxI$j@RqW_xBI~+|PT?J@=gFJoED)rxpZ`z=s&QRJ@Mn
z+~Q*!p3x~RVjOkL)n0uJ0)_X~RY0wZm5rq|wxX_^tFf?3yGmksAY>cI=>9uRK8z^(
zAjH*-b!la_zj&ylq^2yCvUuvwh<Dq+-)DRtkI#F9cEadwBR&GOO~WEuE;)V`jePPh
zXkC1vcSylnejUnZ0v`cN!_apGKNoa1#pMNPyiif=f@N?>6cx>Fe=C$Y#P87-sXu!C
z<)X1+;TrG(2Q%L27Tp}ra_wZca!!eDoZ_{`@VR7FwCcB-v8N$D#)(MVK{*=0<baqs
z|FFuM+Mmr`daAspdRf>Kqe7J=%B>7DLJ&wQqBISvUn`1MUiF(b_{ZgZuF8j@dxyN(
zc^WXIZpN_)-!NV#fkjR7*%91t5Mq==JGOVL)v9w@1(ZdA4?>SU!C^;kZ#)|T`?AO+
z{PD(Jx{|S)R}8lHDPA-mpaOw73W}8!z@@%Hd1+(pV0r)Ght@{pYg#)j1OG%YPQ=m<
zvI(JYpDiv*z%6Kv`3UYk-n99u>ps>gXB}28o}Ib;jN&*5+?$Bnm+(Ks>42CWyfSv#
zpybwF39a`5O>O+8Q;syOeGU^qj6vw@A+}R`SR38}%pn9?aOa1I#QtTv^XnhvZ8v!3
z<i=A?g*W~I;dCw0XKGq1x68U;RI&UNd7tkuTShPC!6O0AWVS!$D}pUY!y1psrAp6B
z{afO8<nnoz4#)QUzf8tY4r=caMHQ)t(baE$_UZL5qw_=!R@!ea)GgoEwc<kccp!9w
zgo_FFevwlIhE6gQ38(8RP0jd}uz`=$Z#H|Rrp$G9p}xpKMlkU5gDAqyBl>_>GNg~)
zZ99BozN>12J^RyKjBSwNz@p?H5UDr^2FMnA)~@j2cIC*wt(7LfyJ}=++~t0GL9ln+
zNUp#f3)7^ubVSkz)kct>CcR1|v+>$er4dbyk&XV=ztR&PQ)!#{f}$-!caXz90~BcM
z9+?Gc*9Pfs=T3ax*zeH0A?`pS<6sc1hHD8uisUXTgP>t=x0<PKJ>AqNR^&QwSncN)
zU8!hFwIYVWGm41rIjF`8oj}Yigr6g@Xqv3=_rASnlOF`Nx^H<rZXi7O7u6clu=sbP
z6$=FWR_hrq-N=?B@yfWIV;AGIz%CDa)*Me@z#V49HTJ7K=+cqXA0L_@OZiY=*lQag
z|C9DF%!1k%_ylRBGT<n=V(3Y`%GvzH9$g1t2Xn6ldX#RDzY{SeUAZ5J4U7!_Xt}r|
zZJx(DonYyE#t*a<DF-G47Pol8JjeI&jC_Y}NA=VA>sI*>>QsHVEYy6;ApI4PQElx3
z?d<UD4sr=Geu1omArZY+#>v)!o8Qgn_%tK!FXOx6&6IH~f=GiHcTxQbtEp!hDvvm&
z^DOhQ+}V%}6`w!jz(lGY9-O9cCV^ugxCCA-GckJX5VXcDvtFl5MTHSWI4&VKjnLoF
zb_4?pdMiL%1}tCTfUDNr>h{$hkNP8POUi9Eyr29ZFcx(rrBv?yktvT?T#?@Kcc5GO
zn%Jg)pC@io;$!E%*7OVC)m(T}by3E}#+bHAsU^ezg`m{@>=~<-`|LF*7oJLMsyeNA
zB1=t?N{zrj6s|=<8Y>E^pu`K*PEbL-l;zt%K+p<)0shTLUH9!wI2yw^4rT2@ZUD~z
zlPBL*)w}Gip0>-b;-op-4|bQ2P`(U&4DxyWT+jtYS)TT(8&B>oxbE>ZuOaVrkYm9I
zDn7vof*TqV6zL()sJzhVMP1)7Oj#tAufTaiq0H<JH{;ZBWeH>$7=-wBL&MbX3(F5>
zS1O3Gg&aK~=#`&YdyC2_!pA{bfFN1W<0yZL@R@f7-g>%l^5wyW7j+9?iS&xUYl))F
z?0-O5v$xuNe!cdUaXG!!$6eD~Htc+Oi*ZhF*2oV@R^>y>P>O^jVAryJTr*#vyy?H>
zlPLF*;BS@A2IFuPErB`Mg6~2%S_iqmZF>|GG4<*<uM^Tm{-)y|hQ{Q;TmZ>4R1-H$
z_i~zebc$Jv)2?^>!?=1rX5Mn#!3gn?68D5F4&7$h46J91$mW?WgEzm&x8Cr15F{57
zFz#7$r&IR>&CwoMG52D{_I<C6O)XNpYuqc6?5Z!yjJs;7^TBYJVSD_|<425iwl6Q5
z|7TBE#DMgbW0YS8Us?)7Y<y}PABn!Sa8!U@_v~~Ju4c<kZ+kC18>a_QDCDL@IxC}@
z7~eS1uDMx9T!HP#%D~<0w^u}a)=%_q<62%3CvNn$k%GR7%!SmFMSA|aa=!NG4`Sn?
zC<FrhxAdDA+GRLfU>sX%PcQ!No*X-m&rS2)?jzee)KVC6q{|b+45&T>Gklp=r2V|=
ziB(GEbn{Qg&RTT_jJu`D$DQphJ-}Ct+ZP)@os4Kq?v9CAeMer+{DJhMBU7lz0KSYw
zKMmN}xbBKP;biiyef8GwXZQ!aruIa!*k`LQaNl@_ihK}2P*I7S78h+c(2K|gYgC(h
z=XS89eg4#{?~|Sno_@N;i+|kvAPQL65@;_WAz}^L{n&=q&bI8nW+M&3ki+YY29h^F
zSvyYj-~j5wQ6IXtUo|6P&OQ$NN&3%}52?z3n!04%mV(zuG$Z&h&~qC|l@8X-JhiK3
z>rL+$Ly?@G&kO?;Ph4P}o2L|T$5X>lbMuuh_<nAlz4+>(B+G1t;;+7U*G?Y?A`S+T
zmQ8H-gg?6)7K{ojOLOj5W4&~)dgrt$<Htb|>i6w`mt?I8et7KK)$BbZ^LF@lx&56s
z?)NFJ8#*fBLKL?w$lRALot}ynY~3uz$IhMYt~L4ea<%S!MzFW69GL3Jprguk5=#<Q
z&XpLRw^6T3KN9pMm~-|sx;2ZGSA>ANoBdGLO?ZK*w6@th^v;(Ezm?9eeIAgNcw-Rb
zjvc4GBOs}Ic%e%!*zSns%gvIymohZgPCH}mCcE@hF!R*#dzr47LlcK3e7mFe?cMz3
z-nKHkXWz>;i?4rT#yEo?1@>9O<OuD*ql-_8@xI%9^kP+2qO~7ctxPE4XgcI=0y2g0
zGbt!y9nRHtj|80#ec(89O>D!vHSv58^_fQ?VN_E*?4+f8S(TxNxu)mf3ZLDVqw`tK
z{uzogg$ZG>FiQEwvYL0l=aw8#e0#6dv{r1^CFW6RcJ^*=aD1rs9WmCwQ>_^NEN#}6
z&X{!L**f=Uj?-b#3(-JefdHY)ZC}}&J+1+)98o{E%GrJRy!lc43UlUh2u%~MG`6_N
z`tR}ZJlhV<;-Nk1*4IQn>++60t|;yWjx8$6$`}%G3ZA)1P5YwCn$8<n4erO9zs}vp
zAX0H0p^Xtl*Qhxxrl@tx`$k%|z-Yyk;4r!7#K$+|+L*>73Z>}RJe$Ohch}fA&F{6D
z>+w)q?dwQ|B!i6$D}`s_gA^U>b={H0Z5wd*!C+D(r{nEAU7J$Yij<8Fg1oAzJRe$b
zAlnty-(W2ZZpZAF7V7WbD{5wOWqs>aj-&Au0x6%M&LeUTSY&)&7-u8v$<C`6+{0Qg
z`(L#=6Op-NFa0P}&x7U<jd+L%F3yk$ejt$7@M~DYmEgR-hfPEC%c3h5M9vXf_h^zC
z^KcAs#<H}Z216^87kCR^2%7$)cCX7$EV2GK6BKn*B?=VmuzkmE?fXQ<^$%<AR@ROD
z8K^KiyoBj-LMNqpxe=d<@GJ<=SS_J?uW{f~sbH)1U*1u<qqpUmaCpNX#yk#)9P%6t
zoOU>F<?P-bwFf#<Q;v78&h%h{fgpukayWUA&|r<t`^<Hx@2ro1mZ-6gd0;`9_=?XP
zm;ewTK>duMF$1K?qv(!Xr@cyJ(w<eZFP_Ei8dWXT<EdNDgh5RSAdv-Jg185auAiG>
z%XpV-D?~gTKFYW3q*wdy2fybqLp|)lE`%?Q+_<ue7_SnSs!No3+=-iwzd21iZ)oz*
zH)et$zZ0tBf`!MbN9rn6F3d6bmRxrDhE3))%X6pc3+@B1Juk?(0;W%N{}4i9$&Ibn
z7o)@W*@hhOJ*qz<v%vi>-9}~rP~0t~_v2!fxp2uUftU^3yI39-`#SRfF{z+t<pWbE
zDOHen3(N~NK^kUu?D$%a>oH#@TT5OnRgT8Ir6j~i%s*TNc+vsB1adOif>&vA99w8{
zPvnEARGyz%;8vx`LI)y>QM}JG*`*!7U%?eicxf&lb&sE3y58oCUS9H?Ee&yv7rvdQ
zpwOBSjv?+tA}iAgB9ee!9Z`4FE>+%{TWwCQUiU1yw1bM?p>~D{gY-cZwIu+~@gKtu
zC2shUUE`O&SE4&~>cXBAOoNaK>&Ra<Zmj6e0i&<%Y{xe))hQM-+^~P&CNavUq{bql
zlp2IpHg&q?>gdjy;<Jx`l2zD^bJzB1&_}Zei4U(%X48XovIPbxVB1f*U=`z*Z|yaj
zw{+z88)YuvZMKvD0TGnBHqep@QG62HL%nj^^}1b+k#mgM7jd(=kFNL>%<~VByqaLo
z<BfM{n8ta@g_eIE%iO9G;%_$n9@X3QKKUOM+Thd-=^hU3ajC(~9d5DqCubWeupQ-}
z+R*7qWhz)h8JxW{;aDA4D;uM5?#eg$=XTSImLJ(G&H2{PHI%vu5C)P{kahwV3{d7l
zE;pk*%W>xKTqf;v_wnA-lNXBne7JTx-H<+02qD^fA)g;bphwYOV5LTe8*g-+p|uZs
z#!cE4RkHip`LTV4`c#1(gIlJ^I|(6PC>}%kp4L_tO6Jls*cyI|TS-BU=Rfh>9P;_n
z)5-GPii+_OZLR=Lj!Bmtub25=Dr0@2UKq!dSih0yWy0vmBlMY)LxO7xw;t%XmrdC1
zxvzdJ$jHl$KL5Gq`0?7?zbP+1Q8rAK#EsSMWhNOsGKrY_MfLW^mMcf*tx{{vp=x*-
zA>i{NNj;ze0Jh-bg|eYVHcxn^6eiDfHhwG}FG4>vHb@wt4}i-MWZa<g7cUxC5X5$V
z&8m*_i&~c2yfQ_Cd;uB@sW&2eG2xdhWe&miLfN9&isX^loN2+6ygh$ZIT*%dA5oP1
zL5C5a3vX|Q+@zq#z!$*Xss|<W4zJM?Tawy#S89Wc2&+8ncgpf6^nKtShMj@eb%7CN
z18OaZ5u(jGc1lBOYrpKP-;&Y~r?_MnnEWb?lcvVRbDzi*SX|r_C+7j1Scu-eH%mSW
z&YylKBIa$%f?NI+1oRRJ{6p3ZQ3Wq6?I#dkQMvTyu{k;YVmEbqgjw9iJ!<cQ_!}+3
zC_!FwbD$tFiY%0W|9Rxq!Q9%}zUeIk91n9RK;X=+P_714)8K&L7Hg;c#b(>C)xq{f
zYuOsal<u~2OaP+!Im6?Q<Vc7A*3_;j)b|Qrxx7^G=d#q7qm$`hmZ;{UQZRA-T6<IF
zhBJ!TD(`7_!)kU<Z(LrN{d#N+RQ!cnzQIKV$}(H<L$AZCb5ds9j|e-~kUp~}E#w9D
zth*QP)qv~)v{bmG9_%J8Av*b1kLJ#LZ|j@){9?~qo1Dy{t~cl=VGi*L{5n7;7HW@5
zk3Cqb|6w^fc=KjYAjikE=Ei%qQXa)oLs7M5NH{Z8`c#$3)vt^m418@b*t@N0y+c&I
ztvMY+u*Dz*p~!;RMa<k#*rz%F$*^^g$j-_w+*8X`6&F6x%`jquA<r*rriL~P)~Wfh
zZz*rq<Lv@(vqjX;d_J>e*n#PJS0La7jw6sC1oyY_%7QX1BXE_Eywm2|5($Cr!%F$g
z5S#)NCv+z;)`eX<+}^yoybYh;zQ4Zm)cyU1*O@RB#}wW36!6(o@0<o#sPoX#?$LvL
zBqi2N8N<N45@L0%B^;J1uCvoPTQq#S@$@^_5_zh5?!Vnk9|T$BaG>yHbkrU4xr+FT
zq@E*1R@+5NOWykQhZ}uQr5;9_D?E(vb@-sT)Fw`qqCcx}o<Z{6^Q(UQ?k@}19XucQ
zm>K1PxZ;5y0XBn|8|L%#`Yq9iw-!4ek5-%W=EI)Dw+7Rg5Gdk=6i_Er!%Uf^rCa<2
z3VvgsQ=C(JEDgejb#-dnnQ#=(3d-a_RdN_>>ShyhndDW?qm!OwU{$`2YpTb_f_5aN
zwLo@N)-8Ihu3IZ{thM=IXXT-gfS40UDL+2myaXyVkPKoBpA(C4d&?TJe%AMkQrw*s
zyEgwx&uDunL7y6aZa~RE>`qj7dXSpmZrmB+F{`-5;p{AD*s<+%zt)>sbPV1-55^)2
zz#)tcO9297$7{~4;dN1BcZV0XD#;CgzbbQ`inc@B7n}qXkLN>utF@)08zKe5q#g%3
z=t%JB=W&|JI*N%OxX5Eqzdk^9qJeS(DjIS);hu8BJ&IWwh=rN%-u^w~#yY9#d|7O4
z9>*yI2sNiCJXCIWNB}}=&-hkN+zKDujy<=FE17GrJLmH0eE#}Jf2cP@E&7Oi2h46d
zo9{Yv^%}0i=Y<zvHmErb%N$%6EK2z&ps63QzfwvXnT>@_@{y@uY#tw~QY5%7Zg$)v
zgVn>4V?!VSGUic&6!hFhn>#SXI;TXUDQSCZ?z=nklfcX^Xd(g7od>Q!GEWkczkKYW
z%=+8Xr?shn-^wbcx9QJzOzs=}qT5Y9Z)@i%j$*f<L4a3~;CBN307MRIBt^qG9^Ts3
zoPFWP{303t$o{Vu!jjIE4hgxqbgY%Vxh-x<;vQUrQzB5)Vf~%!mo_=AlXPtBI3g>N
z=<Pbeu!wX9`dPvij^{bhusl{_eWz^qgmtC9r!pi?y^YxCLFsplLyqA{s|$0Vu5;r{
zvOTMkhIIEm_8$X*Y*#!d7?7~GD8dMAewJkJgJoyycUgR%(f&kfO41F3%n49L(H<_w
zp<^`-tE!1E6FeJTvZ49IPV-M6Z{>vEm-|l`eL2^CJd)YRd+&3y){jTC2JN4n&e}$)
z%8c*kHb$U}lO8%<=ekmKHz%2Wai7uQ4tMSaDW9At7z|esV6$K>5}7=$Je)r}w*L64
zeQ?H)Zk9&MufRAA{yex0u!2PP`zk-DwI{^c`-qgC8`SSqwEB<VC-x$4=3<{-r#ntl
z@#pEz%IbOZQV}~Ab#}%CFi0%5$CnQiWNk5b8xC&O()+AudOf23@82Ry(_x$!*>(@s
zd2Ayd?7cJcq0!@<LsFPxZFqpXxa_2R6O4r%AfS=q`x(zJLrR@^!^XmNnV+|Pn{Lh&
z*G#Oh|0WzlVo{AX?qnhC6I3vZtI}W`FAQ#<87tK<D~$DMiSGR6nCHD$ivb0KhUBEc
zZ8l`N;a0Ug78+Jnv7ti9|7G9vepZq5r@6mZE@uFenH&UHqm#8W@Fs|(etFpYCiU|}
z*&&#~$)WAtw6e|0<rP=|KMw0#m$U8T?FiomS<}C!&Rf3M+hoU73W6ARKo~%*6)Csk
zKITr2*ejJB?xj9l*EO$kuYF&dBa?e^;Vq`;A@1yqTtblh36>f*YU{e<-E6~YL)BWZ
zSkt2UbJytFQV4=fmd@9QTdqLA>WM|qdA;}J&PjHMiuGTVC$Z?TG(4nSNF*;TWke9F
zEe#8@*xsZxy+>s6n_}7=3yEUIb&W&ghXIY-1{Ig!oK4j1Cfnv1rM$P+97(oZrR&SZ
zH(bTnI37mGbv*BCtcQVCWxl}c(>Web(_9}uO|Xm*)p58_!F)hI1Cbg|QG%o?4U^!p
z6%$R_x2@-r;`5G|j~1?er&T~aO@kKjl;pz?6PdfRUuW?HTh$L!p8BX(Y6O1WGH9kv
zo+m&sFvz-qO-t~B<AVK^+vl01sgGX{O-eRSZr0*28@fzhqX<U%JxHb(Y6Y=2i+dfv
ztdB%Xrzd6axA~~jF;X^2pB`25MBMiDj_ui-t7EkXo_~wJ@LFZ6y3fYEH3=nS7%)w(
zP@fReO2oYb$bp7EZ*a(}(NbbtJv@-SBdU7cvx8YqbQr^__4V_`;wtn`%{3J^>33+Z
z6%bE*$o;mLRMu&-P?dpF7Krc*eF<<AR$4(48}W*&X1#468xw2xL~?EDmYbh^NI?!z
zqD;aQWoC$b;!*=wWXR6mNBUjwRi>VlRek+s?Vj`*&t7ome<5c`LB0Ra@RF8R78bJD
zFB6u<X0>k7pVaDgF8Hrk`4AI83JjP4(2NjQB|2UBOA~sh2T_S;F0EjJ9rF_UeebPa
za9un9Eq<-)+b;R4<OYKupdoKD`XFS}M#Ak{t)#AafIaBoy6G>M2u)u%wLf;x1NzKK
ztp+DhL*6HBu}krq9SgH(8{W-Vsk!`aSHc?0ys@XD`8znSAQFVA+0cnYeqjCIf^{KZ
zZEoKCzAR9*^4{Jn4Z@@Zg*h><B%Oi88nvcI{uhv;ivv%cj!1A8uFW@jlCjYJN{`$-
zQVt+ANL{ehobA1!7cGoQXU33>5k2f3Iyq|kCd)l*W?4LsE@&k0J0=v>W0i)57k^Xd
zaW5Xu;n~~m|HAg%%!T5M>2HPx0=bJSaEV1ndq&<`PFfDLYg!QV!ZbQ~>Y2^Fd;0bq
z>e2X3stq(b6mbAW59;;7cQOW)leVytmXfl>e$3@c|7<OlQ^)pjkX`xflO=~2?jy%E
z2ek`gir~s{weo{MBsVG6yneJ@MKjt;Y@5PbA4`7q@|oTJBm_PXu7eUeRN&4dvJ+`o
zm-S?pe2IB&*^*L=9_q2nyKGKA&w!yyT|x7QvR8WZcr4fS&>tJl-(1}<v%IYThG_gg
zP<dk<447D8f<)UPY=*VtX}#o%Ltb|-s-0{6;HBl8GHKk?1k)4qAhVTbo>UL&^NSK3
zHTUS#sei%Rr#BAfVT~spiqqLre_mdYBBl0Qt47sS($(+v>FF%0q#8;_WI=AAJqUTC
zly^m$`=EuMaWrRMypIZ7|DCRlZ(p*E4Fc-7H83-xoHP6?rP>V<c8QG2ocHQd$+o)3
zyLFB(w|KL6_72kigW+(xI>MqO{e=W5@IiP?TaZ~LkE^%fF|m__Pfa}P=mX*)B3X}~
z=+<TB#nWBKWn^FQZgr}-XSRk-kq{GrJWnuLvMbr3f^us~WYXzone_SckG2@Z5153H
z$5<ho2WB~zY=vE2E$-pHdc%CbpWmi_Q?E`|`djdAJP3M}gUlUop$-`Tau+vIeX&UB
z^c#znw-wi?>>>l()FQY-OVe>nFw;PxHTdGLAihTt;Ymx^akyOPvl~AUg3!DyQDax|
zF{qvti+!GXchbg=!hMEab61|+xTJUd^Q6s8<t>oTTpIr!NArzec@}L~iPydvp=4Yo
ze44_c{R|C4z#OrH@+V}&h(2{}2)VMl)_=!>v?YNY2Y7_yDG`tFev;7+kIjKw8`@NC
zh+jv0_Uui|rs>085i6#%UDVh`rU4LJnUZrTnoV?<(|CC40-x_1%c190_fL-0@@M`Q
zxXU;rJb-{qMkMe&AnQLn?D#tGfV8Bq&%BItZ>}<_>wS7+9DuZtkg-HpE`JQY?#k`d
z==H2S>H2a*XWZVzJCvx$-vqhIa19Y<ZQ1I?4gA$rdUW-Y?~H3AFDwPqJxmx!ARi{V
z>8O&QKRqnXRzptb{jizAENs4I5^w%4VMO76NNB?_w#Hc7%0d6Kmu41wQ+P~PU01T=
z3Ct&rFJiSoAcE%uv54WfJKolVh8?_D(I$O$(B}HVD2|XWqXbR0Nt%oUIh#9xX9nd;
zliH!?5xoXC*A;9&0v(2x`BK=`Z}ZkN0$l8!$n0vmxrQy8lY2$&z)s}_27*f#R4<=b
z^=+>&BZhSO(f13sbnwItzgtT)?dB-$`IXwvddK%KX=V`bLidj`df4g(FNvsf?2_7Z
zMB{$H#XP^-<<4&zN5R!KT=Pep%QopzVBS#fs>o`wIkw@U$2Ko`Z9VR3a!)~g0Q@;L
z%<?w7-1oGV9c7vAUk>?~YO_ALF3R{k5$7H2IXX0`Sdb80IZrde#jy5!mdPJmw`RuY
zi9XNZSAraQCo+(_GEC&C)a|Y(X*x9CN2QKU;h$=sjKe?-5X38aL~s^AthiO;_e_)O
z1py1qG}7diiyOiQC|wY^G2oH_9oQaXOCDhNV7)Fc?tT#V{5W4wg|9wfj_3Qt?CInH
zs7wJpj90G7$;x7iU7>o4$=xT`<!u)+jJrL&kNs5<^(+*q$be@HL=}~jWdr3rP=3rF
zn42hGH0ivjz~2PF^yV8S@|u+lAUPc50YvEF>Ljie$mKdTd&y55pIz?quF^jHu51Z?
zmu;|q3?wCqgD8g@W^>BEAm=-$g*I<FJLV&oRyr@{FvHW3+k%*ZNY0+I>xFRrVl8gz
zQ6)Ev{0<9_tZi8^)U0_uyK4+B4H>_1c{y48!p0gu$*g)+-F9}Yv~IFZ-HU+cygk9~
zAIE^es^lgmDNAe?z~XTp6dWQhrAtBA@1D48D@;36VxW0+VEVcZI+P-Yhh+f_%-JCO
z?OX|`3eM#M$x5zJ)s0=>rFYe1Y0isB?QP3hQ#4%mHElaf4NXQyNsbZNPEJlBde9E>
z!#vMOo*m^B*yeRYyRK~4ijRAa-i-baoD02O)ffY;Y=W5fPRYjLU%g6=wfsj$d>cNl
z`v;DyRLERw3nJGH<9a`beXHKy)Q=)>Ejt3Aud}W+{W&2H5o8j^8eMzT6;RlDywkhq
zPRjH5#p)`D-OLq9qj1a^g1ZZ^jDh#0hD`R_a(&;m3rp_uon=epNec8+E2b`ex(x*|
zA~%2nEjq8`@mTgxZb6Lj*4E=ftG0Xz*v>RhlFt;s_gtN@sZR}V&_oVT(#hL&drfhv
zwTz}n=)VZuAxDK6aJ9x<MphboEVlYE%eIY5^+t_%*Ln7axY_TY{SO#Q6+q!cjJo&_
z_+edrrn~0J=6lG!5J?V-lj8m=)kY?b(HDd)aKMu_p}d74=)%WUlDC$%w8Ww>`Tq5e
z%6UFm$yfhVEakPfSrYxkkoyPy#uziG4eTPcO4uQ@CZo#0FKaD^*+sVmXC9Ui-poG1
zoYAgB&l8i!OkbMK-#1-ffV))jS5NHuYOd+;TP8vg!7xa~f)r4kjt-NREEe9-V`ifM
zMz!8l`^^1GX-BBblKPHlrsVe^r5g~}(6D6T11Z8Cp1moP%5x)2tDe77di#EYF{w90
zQW3{ZTPC;J_~g0|k&A~e6?};M?PHe{Fd+`2YY_1za!P5KPTfOmtIF4`YKfnhi+ud7
z?KVqMb^;ipZNoh>crdF<aQR&M**%j7_hv5C$~$PXvcl{01Ry+H5RNcxb7c1=iRit1
zW}5FR_3NTdZ;elc@Uh*bZ)w~PAiR}$3vjaE+q_c;yni(){LcI+>3<@XRjrQYBrGth
z;1~xatZS6{f;we@I`~)TFGoq)zEMThWzD~=LL^*elqe;N@gtzZM(irfxutVtPI0>W
z`bJGj-2J9U<lDjt#sK{hsraC$;Vs(FBm^AcyR1L&w~zDF^*4`X?OY*58E%Xt&@UH4
zs$o2}vp4)cxG;5i56?>J`28#zzw6W{7|b1&#Sy0g6Y7#%m~+BYUTcF?-zHtl2<>h*
z`hCQ(_2IaYA#ZXht=Vm<DgN?m{-qzZt!(5MO}jKiDIkn9WWZ6*v!9=HhNLweG^0kI
z{muM1;HmkWvfRc4=@Dr>#EuO)aQTkR@b#PZKHEI8Iwj|wO#rj3MmrzBpNYeQtA1F|
zwBj=tv)knC3v+{G>o!c<|NK_L1Z#pHFR+C@vClznkx2$C)T_>yyh$uLXZqucbI^nU
zbUuhxq+!4Kv~RzA5v!9_b!o~cFV8s^nf6>0fC!xibPk-47|Xn??bT%R@_P0=N%cua
zOPA-xd!;j@kckbKG}s7ZhITA_YRRn3^yN2CUCiW348D-y^qSI1>1znu3>;x1?G^1Q
z{2HPPVX?Ps%o4O35|{oIzCM%1(E7=VWh4I#O#J|{G{ikEDKOR1zxTS$_Vl6m6$6g$
zY+^H6{}TvaU6iW|judBWECTb`yf!nhn$NJVy7hr!@5pD-JxoZtl*GMPPT-e7rTJLv
zuChM8hA08{iwo8YcgN{Dm-&-nbowzRHYJDyqRa|8ULYe5bGP2<zD4q?*5<9&&zeGd
ze?E+IVm?M>#uU9L2d@4i4~nFejirSY)~wR^T`D+f)dN44tv3%CF7<HQM7a*Ar6zxZ
zY-mVo-pD_6geH2}So6B*)0rWQ2mh*ujZBkqWqxI(h`_hOtI|kP2Bg2zAYG#=yie`Z
z{tqJlu~Cur0qlyJg@^b42OKmEoR)wjB1MWkHvh?0qk5kBm9|&hR)(#}U!3*OhD>r8
zTQ+iZ#M1%^2<Wxtq_HZKD|}VM1}b7N{sfJjrkS3uoUb(TxFCY@ASBV^9@{y6dg0`>
z`GtM+ON!6`QIwvtv5EQQkZVO+<0z#N^B15=DTTOv%~pzO@Ke7iylT1`vld072!bc7
z(-zh!Dn0$9?1+e*vsi|vA=|AJMxj?Go+ojafpmpVQ;1yWviz~4cZRVu8rN35TQYp*
z%)v?>GMi&;Y48+Ia$g~p58uRP1A0c2rA}?|a#=sm_SAi|qA#(`nj671j&wehuttO^
zvGgUzE$P4XW_bq=Z|aT9%sb)dPo~f?4LFgSdF<!1<m^>;f`$RcYQ`gro~vbjv}Jxz
ze75x0L}5|P#QT>?@jUZaMtXne^1ie@`SscdFJ_oMP>-TyDI&)UV|mS%_Q1qTXDgf9
zH6Bx?V;dy%n6(+mK0r=GLLw15iR~N{Ho=cF8REB;l2?7z@^`D*eujCV32Gs!LwfVa
zkDvuC8L2Z@|GcWx8{Xy@`_A+qIIN~8UNwOTgWVv014;vSYul;^Dz}&LemG_*wCncI
zEghd%xJ-bwM+!gHrULIeie0}JXCk%jWM{mR*l=H8;2~_~m45^Sd_f$E2dIhE3ql4e
zy>?%CrvLS;^@Xy$M;Gx|-QrnHdEMwDfl~SDj+d<}J;ntr3)dd-e3Q|&Q#<42+diHN
z=86m}YVVLH3k}=2=;IOdwqlQxAKWYk*R!Kb8vNG&2i6YJL7{Lu3fEwl4&-}_Jdn#g
ze{{>8ld7^OhKhCQb|ZPYQ`Q`0{UDDFc}Z(kH)znr=CU<SaX-hC^*R5ZjibnajL6L3
z{P%JSAD2RNGe^?pzX#*@`79owGJnRlI=(uHuLilk=%$UsZk{84rxK@ablI}w(c7g?
z<)VKI{~6Q;DM;`&h=e_O$1WkQ{0oZ?N?qD#lwicaLU#|F(!qaGpk#Ux-;gqHj;>Fe
ztNnSlMfmWSXV1^shqsu0A}I<O=80M@kT}9LayIwHxGgt3{hrbP+^656ob{a<>kNfv
z;r}-xoDvU|OJ$xRw)3ILw$vAw2S2T7){P$yjd?Hu4y<Yr8<2kl3N_9j&$&|UadWWN
zN5^Zb@hL`UBG}&UNcs;Pk?28X)STJ)I!<Chqj;lWy?UkI_k9wtjVO=I*hYo>2L>ds
zYE+_J<EE`rBEL){il3Et`5yT>LELkC{uz!a0(OID+V<i$aBbkmP`cS(<>&WSpBCJz
zC9!V7;|Nv5tv3H4QBW8R8X8bO*;_yW0{h}NQab&HZlE|zj|9iD_HdQoX3UlXs$xP8
zbRvZdTo5R!32Q3do$@NN_0pR1nbvLVb*shH<EV%t^?H<d!_p6Ls!kQMcDGBL_?Apb
zZgJkhs-A4FKWSCwRi=qTpaM?;fx1BA^U-zl4jVpE&7PFlT|wbndmrowsS)+l{TB?L
z4RqbW%kG!OHm>B8E>c{z$++y^fnW!V&*|Q8?l3`cUm!Bvkj+o+(XFYIixar(UmbmA
zaEPyGeg4|p-=;C)==PeEIfSMGOX_KBe7^pi)jjF9VwL@MMdOe{wj#P8i#+*+LkdQO
zFM{&-C}%MycX==G@5Fg~b9%M?LNg5&w8NdNm`BAco=Ir|t;=1!fD#fn;Vyl6Ho{5M
zcsU%aS(F<7Y{k&#yp0orsZ2vs;&gxJy&r12IW)S|LHof=(cI3HQ<xP?qRg65@KG4R
z9Oxp@hW(^geb9pE$+iBx>3+$I2V?K0ontoRh)f1jE2OpPBpSYqUC_MteW#;PWLVN)
z_gTzSL~1J-(Qu<e$`4A!p$>84qG`?F9Ft?`#M<1LH{EbB_E_sBCNNpL09rm3LLt}Y
z#dOs-JHIN-Qr+gFf{7j5`RrafvmCbrHViyr6K{qrj&s;yyM}4H`kB2dE=eQUT;-4N
zkBW;PVHy(!^N6OmD4iUa<JMN#lzReSL_%lQy1vs+|Dqu>aQ>2F)PDj=os4t?_V9N~
zvtO0!loz$1+h}vV@9F#oX8R5~QXqhXR);8W#`rca-@I9Pmiz3-PF(3?%}p!b2^;)7
z9->Ew!vQ6RIQ@x-H6^cBA3WN5^^Rlto<acw7yW_qq=S)vnc*OiVY@={1-iIEjNlo{
zt5vtHeWVn;rg&kt*qKC$vO@keGUbCV%aQm-0YR$I#?zzRU;0_pY=mPL7+-cetUj3f
zlM3lj!ov}<8-RP!)s|kqQkd7*nPcW-?__uI{=V6Qp`i^wm{m@M!nHA6r6%Io^CikH
z7M3Ty@Akh7UT(!5&KW<MjckC?wQ1aY1KK03EDhV7b>qgGmq9Mwr8`SD-P?KnIky@W
zA7q#)QT$3}Py1H}B$xARWt{4sTj=+7Ly7OVMYT)|3FFbpyP(JmU8>}9it%7uxn+TM
zZ0kpZnXi?8|5QxB{PJHgYWag33^Iz?&EhHCsc+0;uu$$}Z2OC6-p@6q;&u#Eq^v>4
z0(IB!+)S3-+y0XUWhT3=RXbCyC(dlh!bH7X;6vk1dia8{N;E9Jfwt0WBj?c)+M8`U
zQ*%=~X1sgIG)GWqK-U)^uTbMkypXd6w*g;<@RF8COWOq(v+Ne15y%X-bS8ZWh_f5A
z)N#*1%EPZuhs3^2>24k|mVC>SWLju+j2Va&6QmN6O?|KdNsEuz_uCrTe0&9LhZc6%
z9^|>egmDH!5@*z!*wU3q35A#_LteDFKrJ7;<AZt0r+vlCM}(HSe|f){=@-bO>t^of
z<O&p4^y{PTLAFT9Gxa3~vvlleN7lK^FFVJKBsn?>N_Du%6_sSLv@`pYe2abFgh%%V
zU7u|o^?u7b=5vUXb`h5qB^eh6)E;0L5jrcQ{kg|a_lLXoce!iKqams<WY>#(BO+02
zY|Gcx_o~ilXzkK{w=g2;&1UKJ<;)I0f*uU-#lf&BqdE0!9JSdljJ%v}8lv(r?S-Z^
zvrk~`%Ol^KIek@JZPx_SnhsB$TUMi|Z+AIQ%KX{^rg@_1FY;v)l~nLOAu<%aEl)N7
z!rUk6vEhrXqRp;9(@|lzjZpm=o{|OI6?fx(^*Q|IW`jrD{CwYlH{b8SIr$>Eo_Q!Q
zsFxUX?cf~ou-~wV(eRp_Z!6l8_Us9L%PPqEV8-Gd%uvWVw<4SIQfvW)35W^W)@M|4
zS|xBybNg<Y@MBj`aLD%w&}d-Dgn`|Lvi`AQv*tTDxSmW_XK9}4`2DEM^27036QP{J
zt3=9dJaC<H!E*ZU8WX32!%_{}?S?V}lcq6iaCqzokKI#b@B3Vb%D=}BpZK(>g-wW0
z^=*31hnY-+fdvgztkj1aGZd<_-KTP1p0gqQ^0%;)o2(;!wqD*nF%-;iBD0-35(<x4
z8b0^8q`mt1y-VbmrohI1QOq7UGS<pS-vjw*)>!rDkDDIfJtDn4T5_>#+~vG;L0|ot
zM}-{<q)K3b;pfQ%lD4fel^s1hnx2fVOy+r3o*z)%RxR~|`KAG%k*f{0q}Z~oYJNxn
z&n~0M33?XUIt<-<$vj6y$%@JWkQW!SHNl8SD@DW3%e1(rVr$l}mpdTlkhGpVW{da}
zra7W(Ng9G6u<bmd)D5;;El<v;`R?|IisrV;irC5O4VKo?V{fFcNUE~1G;lXTSvR`#
zahl?JPi_Tqof+9D*56lmW4HR;Wqp4)Fb@bANSp%?H~0;R`kP&8NtdI~RFvg!6;6%&
zu|ue4W*PG}N~(u8P_%>A5{vBgb>8pF`c)`CT0-dL=<anbBh1b)65<K1OHfDw=4uW8
zdQ4dU#tNG@mPtknWa6d09=ter)t^}|!FeV69WlzLkCwYv4mPB>>b}+eGV|%h$5Pqp
zt<0|mH_Ui})@0LoX5A!}f#WZmOfSq@dt5nL-IW;x8a@&&c%>k5%V5^ah87E%+UWOh
z2n>3C?}6aO^_9$WkY;V`3@RR+cqXeWWKZm};yJoKPbTgD$hNsQ#%}2+6Q&{IvUWBH
zwFHQi=)273)8p#MV}YhM;UiD?U%1i|DRWkx8Ai|v(k%o+!(Tr4P|FKf(Mh_0vqoY^
zZGTNE>+7EwNSt39wq)SoeD++!sZ0H%=d3rp@nQKMl_+Keu{|hLlDZ!R*cZQFqP(nY
zd6}=xuVqi~Zv9ihEI{G<!P_)>TRTBHnYgop4A#SUruBkLtB-oTZGCxX*~16ecPh_;
z(nkmssCMpXW5T*(x3N6I<yW`&zVlps_{x?JLnoCa=GX}X2>7;%U@0cLY^H$7v6SE{
zhZqBmq>g8C8hoD2FGt*703rP{n+luXbcOmR%JJzP-5h>8vGV;}W<`P+i=f9d7e_tZ
zF!}tp8TqpvTWdP!>l>ZTYDnvKw487xf@%^SapVNrr|u!RX3x)B-Zzrj4esB4Eaw!5
z{R6{e8Dlmt!`+Enb%h);T6F?728S>8Z&kh{@7Jun=PUDXko7!}xQ%K?%xzszXwMRJ
zUeW5fA!J?u{K3R;p(ahMUpgN+#RT;P#ydFVAdy^fK4EOpsQs6vTM|58I9}Kqxp6_b
znSMBxCrf=mgki|89ZO)elu?kw?$77SzLUE0hWBT&g1DBFL#lf<ESLv%b#;~z_XG|p
zP?%859?beHyTVV4=~nlOi*`I{*mN!0c+)m!kcXEG%2|Uv5aMjmomW0`D|;TDP0*DK
zcx9ZsqtjmQ{BA=gFrMU2THTOC3cQ|JO6KWzUw5-fzCQizp;ti3^wE@xxQS4>l=nnb
ziF7M{!0kd=Y~t!)D`GjiIK6C=5{h;tOavv<Xgu(;9>|rrdH-zk!fzMd76@(H+0%79
z{%A(cAtoH8P1yrg8xrzk8-eZv59n@PU+O**c=1Q|BOUuyalfq2D>MB7Q9@0F%L%e^
zs0&}oT=}8ytoOc~Dvn*+yLrK!xBFf*A22-b<6(^|`xr~9mI}G^`tJ~WR~{jww?n?9
zoQ=PcIS+xzceaE(5sG^b>2KUUx?|S*xZ_+Gy`Qn)Dx6&Vk$HxsT91wjawWIw^T>zK
z3o~VDv7dEp&%Wu6l~q&5Lm+uY8hJXbk*@?U3{YUv3MnaKQYQ9Ur;}zM;+tB0KUP4x
zXNQW5A~RM=mK48uItM1TKk2FnTfR4+-8pCH-<!pkTzt<I43m-s2<{X@HQSIpYwbiZ
z;L8JFyHH0?Nt3AM`D=d%FShUs&6;^;aDoAGS`|3hU?bb&ycC%0vE)CMflY#Lp*9tN
zzR0Y)wKtwg6~Tu^38#2a-q)V;n8i$5L-X?-_8PeV>zZ?##7)+Xsi6}LNwV1h1B|^D
zR%??nD1ZA|d(xfe8#I+_^}!RI853Zr%>up9Aj|?zPvV++op~c!=ayha&T5+cr6uO}
zcUv8p;>7q|DfC#fW<-u-kbvS6^O|!mZ=Xmh9<M)kMQ_4kA?`-%dc=r5)8^^OpHV9q
zjW?I?xpH7}t<EE+5#^=jNoN<X2w8&v2|p&-YW}6IpG_sIdKZt{2bhJ8aIyayXQU&O
zhaSEacLbBt96Mv?$||_)?Hvd2mAuU?Y}PxEn?^Ivb36uV8hDooC>_Lf*Pmk1J?R!#
z`MI%yy|%|dj(bfzGt^BA2#Qfb4bo{K*XgTG*KN`8%Tw9p!Y?<w#1;oN_l$Gspy8+n
ziQ>4XPVzrpuuS2Q`Biv8l=Y`tdzvB7TXm{Y65(6{ptLNsAOUv_xDt_$GM2b@zR1XC
znoML(0$crp9(DQt?n^=A5^G2-QWVgJqbIz1uln4~(_iz##0uk^x$ALP*W$u)Y7}If
z(o2n9`Tlqb$h|wLnGsupVSk4+Jyn)bivcNj=)`(Z6%sf%9QN4fc&h3-S*tG{i?jGg
zQa1FjQGQ4vKpVj2yE$+od&npO+YX)#3eGBQSFoI&ZkMN74_9$n!C&#lchf(bGsDPh
z!4s}2g773Pc5r}oWk+mv^yRB_^bM}R@nNAm{c-0NrKgT1k=ur8zW)@xrTQxmhid<;
zl>v8nHR&06;N=6w+XAF2(c2h>Y-MGz4;NDwzHHqYlD}<VQ=9%J)xz8&BWh|00?`C;
znSmF>30w@=!Hb&f6<oFK6?~`qXzsjNT~V0h^zYNYu*k&oomL0h=k#i(Pd%~y{;-Ms
z1Gnw|bWIrjI{DI4@&v~em<S~IFq)mYf|a$LHMUe;@?hJ6l_P)Zy@$EG7iwo3?4QXv
zCiNSNOuvC~4%U^G7H92Ioz`q4k)$@cuKW>QR5A`u0$~&4WW;0){U|N9`*)g17fW}h
z%<EGNg4UnsrJocAGzvshR<PlmnR^HJy&3Rym|+s}Exg7kZaLosGsUlD{2GTW>8&f)
zrl}9>a^J!#?ldTNX#SoN>pua8xQnHvWsq-~VT}~5EMz3jF}BLo=^1}xRMvdDiFIA5
z5Gg8HRr#O4f^G*CVJ1G&z0c=2uXZTXYWJ*vvmzp3HSg*WN}DI>+01RBF*0JB1`b9i
zV2*-9?E&{6l6{RYv_$eegPJmZhaYJLQu%fShT`sntbULq9$1C##!FpF&Kr(dyKXx0
z#CGoPWjCpPGai69<7_a>(_MV@L~>72RN$ejv(tils@Tc5A)iL(4D2zuq3lWDqdjMl
z<7bO)y=(h!JKPcuFE89<p7;+2<hCQwt^ctJ%RT4cSd`v#>UH?3(6r*sRG5nVdH4qb
z6&M5ncn}vWyIN3kt!Z*`@<O+Kxswn5J{Y{9lr#c^%2V*FK$^IsJJ!IzMTz@LW{~(-
z<<*&fmeH|mV;7B^4N+b~?tg4?#DVyeE=t1M`}eurd{}3`G_0K3IK;1$DeR=Q!)!cf
zsYu!Ax881|rCppCdw5wzwDGu~r$3L{PD6zidKKcn2`_l!)snI-X;0J0`yXaklR6X%
zY9@k$Nlb`Vtm#Y4^*GLi8|Cf0erna<7BUpP_Guh~Dhk9CV33ml^O*iXXU?qmQb)5I
z9*M}?6<k>JeZ_bPDnJKa-xh9d?042*w*Ct(b2$`)N5Y=wMAgNWQ$`o@_C%%#>8K{y
zu4vfSrwg}ybpExy-k7cb`O5b8yrg6MCl~{?Wlv20wfElS$=8-U1sXY|^zUI=JN%0Z
zyb&Xix!GjDA>74*Gm+f5=}^{ibm4(WWA=IZ{!ef0a-cB)5o0zK*x+2jh#wGa!9)J*
z{j2-t`8Z{I-#I1SRqI^WO!+5ZBsbi9g32L@ly-un8%qc+NvSiR6}mV|VVAU7c>#aZ
zcKQOKD+ofm_EdoZotXtmNT}|!^L)MS%P;fU?-stFy*SiLPHk#wKD7)8i>KHVP8(Fy
zK<Fz5Zb3y)v8a%mcjA$a^N!eY8s_pcf{5T1q80*&BBX@CjR^`XW@y+ESn>XFuEzSi
zBUe2;7I*2WQT}~95QDG~W2{w_vj?fjze@O4$r<Rfa_3x$gRS#n+3(y4YB-3-A<d2O
zFqk8?5h>&}EOAn7@Vm{%siD_7UY%1Mcyx-3qngAJ+~WuVQViJKkg+&cb~2AO(m_bQ
zTk&$xp72%KoPXA{Or=}~B#<sZ87b=Ka%|_aYqLAI>A;dEdDm_8H&w0F7(X5zhO0P0
zaR|;B5N!gplauY9)OOJB>}?EN+VZ-2!`ImV08;t@(VGE;e_4Bn&%-N|pP5wJO}Q0+
zwr%~U*6wjwDhiF0)f3v-n`uAJaLip4F!jUXbAr6=H5~Ixrj5st<x$88BRL!V>t0s9
z32Rp?)!A9+o?3WdNrt8Sc#I#O*oh+L=z~Q)k}TgQIY-*^<Zz)*?4ij|I%lsP_dJ*v
zXz|ey#EyE{kyYG1zpH20CR^Iy4>u$%rQaMMhro9Rm7f-^|M|lWk$m@G(>8Z6X^LTa
zF4R~u?rA$P{eY(t1tbtR2%cUhhsi0o@aZ|M_?o$|tyll=!!^fpr&6~F@o9nI$HU$i
zIp9&LoD;HNfbE0Wywkmo#W*@G-an<)I4JA%4Z%%9TGSOufC=XqXmOq>qB2%t!`Yo&
zy=boa*Y2qL!?|i(MID8XP`42Y#QpvBdl^ePd0gp$s89NiLm!n_8?mHWJiJI{bP@nO
zzK3rHw3RSS<uh0A!w?Dn8jl{=VSoPEqM}*jRs&ZU9A%-639;C-rj*>=AR6_V!$x9@
zwXOCYouFZ%i2<1NeQ$m2vuW5V?IpQy)VYH-M4O*8Jqm7oq(Q@GCVxKXi+Ja&_P8C(
zpLmYOp6C8LtF4i`jfnZ<5j<j%>0XRRzEO*p8#C_ZS1kK%_c&r;`I(yg;|78nTI9xc
z13w7bVt?3gHrw;P%Zj&Tul1=jd2>IiEtGm56+Iwo8=|C;s<?IAcHwc@H>=nmExNO6
z;`2>g%{S8M2<T1+Y~HS3G!Q{32!=pt7>}@^m^hY8vQLkzrOsJb&%rU}a0mq=+htMe
z6e8MVkO=sulb4gRu#&?9vVJ@(i>~8dxyDo4RM_I}&8bsYj{6n-#vn<5z#)a(B-q1H
zb7@b`E#6Z@s$(@g_HYbzZvXM$D5`Fb{0L24n%SW@?0J8ymOJb+UoP7k;%7AuOx5^~
z$@Z}wrFeAGG*6BTiw6xyXDunc%5}!^PVE>NC*EQv#Sj$H4%il^!TvC}XT#;lhFN!S
z_fj?`tRn#-XiRYD8BUpq_071!@#KxDSe!$EUa;rNd&`ceU1S=E*z2gG8D;!nF-OWX
zpRS6(FYPEW|JgQ6u^;!(B~u7r!dXEt!Xot3+%JdMrLEC_csfw#bBcyfzS??a;V}e3
zF^iNHT+=~Sf$i#DE7+3)UFWR7vX`$+tew5>rTrLyv=*$qToIQ8xB`h$_=Jv69^Lzm
z>(w^_)rCFJ)^dxg#f*VKs<?t4MHb^wh5~UI*R3D*k}g>!{NcfNHRb)gn+o{#DIbo#
zFC?kqhnFrK@LeUXgl(<WJW+mTw{2lRmy-7_gIu{97D@s-0uK%tYA8ZOvh?A5nubl4
zcRs_F+rc_J$9{{#`d6nWZwtLk&JpKBb^<mL8kTiymVVn)C!slOwW_6-Pno&xQi24-
zQz#k^blQu|W|ibtnufZVNKA?Uy|HykvZEK{Q_#^6vY=h+GqzP8PgQa{P`$vSENq3S
zh^j03l#{fL46r`o{DqLQM42<SFIc5syYtO6Os`eF&vo&%H>-6KBLWt}!3#g4XddX8
zgBl~JByEEoPJI0F*9y5rqj_=GSD!zXkl?wrh7n2Bf8%~ZRJf0MS*(31!;u+PCC~Co
zb;dfk$e*_a=+Ey*!3sRrgXB5>6yI3bGO4N0Xv_I}e}~5jC)h@)P=}NBe)MhWY&~S=
zE`un**3a&@Oa5_5%|~@d+Ivm+&<ep@3mC?tqUVs5f~*}BnQ_Cs^emrw#HU}s`sKkM
zN9j*e1`Z{U7%{Fs@Fc-7iRDRd(@Xy8^60b2DrJXLN|GjD7anDJmS7+P$B`Fw=0<&g
zz%v1HJUoSo7C&3rj91U?qpUVt_~r`M8gJVI1}H8QsCF_WnH9H7%lBKmT)(m3FG>%R
zRTNvh<4Ow!At;Xs*BA_g*ZE`LZ^-y`_$LNqrlpMwNAo()9NAJz0)X5EWgiepeT0Ti
z(QCWQ7CxG#W$PS?4IXm+V&nPptq~=JT%Dw3WKf?IlADv#rDkf1M|y4^7W{tQ_VwM-
z7M?@uSEzs+2_bt4leQTI60!4XwOYMj#CD_=23sc3EF`tU&32KKBOL9BY7SH<8fG(H
zS4iopg;Und(u`f<^VV+i-%RZo;z`2K2GgRFDWKW{<qx7fH%tKI;YrRoUppx)Ug^Vf
zyL~c8bSUM6K%;L@>al<aMDv?C<%o?}%+ltsxZJ;~*G5y#ow73t#8}jX27FY&Xby1?
ztaOvu>FVbtE7w}4@~?CJA(5;-i)Y;XAPohAui#E3Qp;)B?N`qtBlnl7^LBWYrP*KA
zx0#)vGa-a9>M)bUM2}zM7Gd&oz4F01b*86xt5do)F)?ZgdUTVbwxnT?xh*o-CM^v6
z-B(ckDebqC!xER^@nZpvrWaz%q3eeBk+*I{b$_zmV|Fytwwks6M>ZFwc@e`AJ|;-g
zgJ3zN%b@;Tglw(&6_NY?YD-XKS5jmAMn2X4_99AqA&~TqYGv(<IprRkHf!K^)d^LD
z<F>NbZKlQYQg=Q6w4Ag8{5m)*iA2D$Pdj4EJ%86elegVL<$Rx3q>H$8`HmZg__BnE
zfD5M0a^vKEQaS5QKI_Zw3*Xm!?okFmxdd?aqewN*%S{L@Yv2>bUYDr(8l>|Uw%E-2
z9W+mpuk)HPC6nEN`4YFz(YeOcnz7qGBDIrt&az}}$d7AuJqSd=$y)T^$9XrraE33U
zdKxq;oLvkVXlBaqdyeOqe=1WxaN2gCw{f63m-v4pvAetOn{HcvQ+H$jcJ_-oby+LC
z*{_a!9B2R$-3c<)Nk@*;vqjvqdLFWJe`?<p#Ol!yvx!D+H8+$a=K*&C;=lHSf+~uV
zZ6wL_{h`O{#lc2q_Z#|)rhh)V@;fyQPG63bi7=x!D$P|Hylm4wFSOB5eQh&GY()h1
zHG%#CqS0QEs18+IULM}|-iYjZ;hC@Zmp8ENc3W8CRGQ4PtjlzY9W@LB5HbT4L?>4Z
zh-O7(bgDc}bM~7icOpi5fxw}>@5+?HhyOm@Xppi^Y(zpAl)*M^pY?cI^!k>w%ZsL6
zcp7(8Y1`W&#vu?}DqJ66HKVq4Sh{b2_7dejs~SDtQ7yB<zJZXkCyb9HvVTl8DuGRe
zP4~4`z_P)^n`p@=9G^Ck5230RYdnHGzOx!pUVyFYE@CN4**5L#PFwwZEB7jXX&a?f
zL<S@^CkW?&$xM37R!!@Y7peBm%-OJ@XJ}-Bm)J9n>;Dc)UeVB(0b&T4&13gesUI`#
z6Av2Xev_+kOBK0AU1&r??S60okUIcub5Bff*2~iu65nOr_5NbH-CkpWb1!WZISAfa
z0oU2U!GL!qfbEaT9J+Y(c$lc|(ddO;*o^r@O59f|1qTP<x+KNABrAor`R|_GZ)#ic
zG*H7yuXRqy?UQDd(uO~eV&5QC$*Y|%j{<ui9oV$?$)ow2UMCwaUHJO;Wia*S$6zoi
z)I|}$KS>G!;~68a&8E#lw#EnQR=VC1HJaS}m*IV+A(_V7+!1-9F~ui$Q#kCn+AF8o
z>#_>X<ku8V)Mt1U_^0r|KG}+(PU_KQ?u8bt_Y;>WFBtG&yP$o!0>jf*;_|Yx;_~v6
za3PO51PBQ!Jjs=J&mOl3zf%2PgPhAxB12R2CWMlSepK=mfiAgvK%@0%<ew>=7Ja{$
zDHSRG?H3(~MmjH)lo8S#mIPciG|YWB$B`ShT3`D|6%DF5lDvjO19y%?5naNm{uIND
zmv!rZu%5B-+ZA5>PHy2$!M3I29!KI2qy}EPCN85OBa5*lj;!7wHt(9#PX1X*fp^QE
zmc08l0fdSf5-&67qmx?IP~_hBfq7S#(=M{T4W^eiqR(mt?rSe#0f2!}XvdcHs(}Uu
zJ8$})&}rsfcSO0|&viLIUdehkR+x(Xjl)7gFSx@%#FJ#hhc?`m*1q<Xv(8VZVzm5R
zr`h||z;P4B_c&3s0L|&>b(MJ1+)J|si}}v%&U5@eMf&8mM};E4OR1b^Vo;*W#Zy*M
z5xYFMq{7ZDz2Tnx5*EG3!-vH!Ua2q+1gsL`=2D7skU|Vf)p*|wOGRUX=IaGqY?&oX
zl6*a_4mj5M{ewjjKYF`U^7_?W81u<+&rDYqqdP+LTEPdmD*DxgK)jC@9gX>6k5;+!
zUlR3tG4DWEh}6~HOGn0SN_?`?5b8B|1N+Dt?{<qViZ)`q>dIAcajn|As%giBHb~m-
zVIIs9ypiD1fp1A=JY$y6!(+BzKlOdezUl6I9K6d45;P+JfuSS~`ZsH{&2{D6vic<L
z?aq|#ri(g8u-k{35k!E5P=8RG7FonsXD2$hy@#jF?n1!4lw7IvYM3kIv9>}lM);8B
zB_*NR1|&KY4c=*(^tq!~8l`yJc7>ducK)x+@)nE7;mo7rUIf%Z!Www7JjTL@j%Tek
z&l{JQFVE;-J6R)W!NKEa>zT1ckr6}w_?Q!Wmb*NsxPX-5W^T@asirIAHccO){1Es)
zL$fB}gii-~7C@P}>|W&Gw7N0ccw0@!;`UEx&Rp`P{4I1CQ5lbT#84BurC!wwwjN#f
zeLwGa|8~pAm2r=2DYqd50`(vPJ<J2VzE;v$-=^cUUmw31qc5|nFUsi1PQS-gw>!co
zk0wWy(UZp)mll}#(vRMsbV}NTF8X_zPMI9#nYp!tc}WNunah9#ALi#VB$#=^l|SNI
zzyg-dj#?*&EGb)oK0#;D_CfzddA#6Lz+!$+mFXQ!{5?fV`{Ri2kwtgUbgW_?h?K2k
zsg;C4;&S|>Ao&yspy!<&xSG0J!mP5u_a7*kMNM?!fc03n{ZoUE)XG!!^UMP_XioC{
zGIY!Mzd&f+@qTbp$(;$uhLaB$ops3G;F5f?#=_#C0|#$I=duEdGxUYO)HVfMm2@`7
z)GR)=+S1fV*!WKw^H^?>6A9}<2~E7K;R+$`X~*LBXD@d;s?_fyH<GScsQnKP*Gj=m
zA?sM@RMVQa$LZhre(Zyx&a?1&gR}Cfv}^j(1G@|~3bk^!C&JsrDz>UtX4o10iqnrM
zC_W<h;MA6oz9r0q5$W9wQo(p~pg~U7pUX8rLTYC$=l$T^`FK7v2syh+(oxiI049oR
z_=8#gWEzP72^4&_YC$~f+UkLd0keOQsIep&>&NbH-K}bQbn@>@M@l7r&2tlMe;_0M
z4}h?TkV67(DjJqO<%(vKepsy8dCiFWlS^X46z`9_6Va~slu?w!Y&o>BbDXRuj_#bh
zS#GKPGL9dnOmF(K;THtkNal9M16(4P<n5H7UQy9V;-|=9$IcN1OF*k-bZ%3fx?(;Y
ze{l4GEOu?#;rb}<HP6qzKKh0ECFp2i9E0-<^cgOPXQsaD;JzQ|@XjDoLa4;Y?!e>!
zL=m1kvecdUwB?tI`Sq0QhQ9dL)DC-WJme?XPigF9FGskE2ps_*byL_>pY@ypA3K)m
zT=^X%_O@r|=s$9alt}PR5%DrIMInm~2&OS7XO_<=rTI?zD;05Y=PWNiKhJRTKU0Qd
z<$|hVA!81a(t4w^BkcCHO#vonFCF^Ccf%!+W>0e-y!U|_NnF@YC}9o}lcL7E4(kj*
z#cu!l&W4@myx{R2x;Zx<+m68?6bOfl?8-!}5ToB|?!k?Bmp&M&uzaDA))^XV-(X-=
zMF)dnhCF`akT8N$XK-&9qPGD8E<H1kCE<B8B}dCbT~-?(`^7zNU`!B0v<!9^>7=F~
z?6J%}%rwlIqh*p--tlLn-BQwL`Ia79O@$QEKAr%LB_%kW2;kr2$s^%Q`>W#DThYU-
zL!T%C@j&ql1|0+A+Cb}H6eL<N+P!L&xBKjYir-sCm@xD-A#sN3jmA#Zdfc~uectJ4
z+n-Y(AJ*6rId-;*vFJFA$MM>XEf!hB3%{ohxvbu{yh>7l@+#sQIAgB9ITSO2dB0V`
z>11gE=lKgt+3#7hp2eN|DouYET#sO=NO$paf{v|iudjGTzI-r8R{mi2R$F(|gWs37
zQE!3}gqn|hL(od$N>}}p0?xg?SZIE8K-B5#py^536Fdyz7*vGBpz&i)XZYCL+1(Em
zSA=~H8#vUJC?kb2B2i{BnI;^yYk!jUPUYDHnR99rEqYbs<d&=+_bB`}ehotq57K%<
zC3%h{I2Uh`E;7uokzTj-_9VFg#>Z(u$c`>;lmi52y^EEr5BBpGu$Nsk<eU5BoOwjx
zzI65erYUp`UKWZXK9IbI7~WbYec320HM{Lbs61zbk=e(yVpWuf1t$vvl64?hK>Y7M
z&<FrBNUbrA*?LCvPajYz<6=*L6y$uSPq&C}+@YLfI5$kGbY6;EW~$T~TOIVdymk0a
z$2DCJWh%^!4}x9+3Ky(^;vKK)1sB~J$(+(B0_7zYhR(~ix6~f9xp|d-MdQ?NgeMR$
z8U$tyXMikS`dVLe(&A8?)XHDQ(rZ)idIuL%?~Ox9j)AePJ<MrF?Z?9<ev1uG%m2Kv
z`|#o3ipIH25Tg8wp#l@h9oUVokbn2^TjAxWUq3IrJX-fbZsdLH2HVE&3E^;^L53+(
z{6MbIu;`G4#K5Zf=l)rI386Q;dz7n&?oWtwLFqlnF-DY~WV_!wJ)+U#u=;iAnvmnQ
zFDj<(rQ65k8xqq+cNu&JoC{mkAnj${#<`qQKcG3>q7{{~NoRw`4Mx^jP`+{`2_UDA
z25QJjZf~JL*}Suz0URC`d{GsA3fu0CgA&IXwjS6v#7Ah{`B7<je_4zarasBg<8JFL
ziw9wJ2uOTjnI$`y7)=#nF-|JH&W5#YJ9u{1G%@8L)Z$URzC<!O<%~u;Fzghpa88C|
zW6Rz?wk<1#t~6|K`#FV&+TSD)f=3>*z%9ohn+&9OWPgeZee%HYhgWM*z}M>`{qM<n
zjR#@M!&BF{v;9)uo8Zd-=AoWI2KUGu>PZxPA#DJ(#Zgcz`kY+T`E#XpS0rmcymMM_
z8DPkFh<Y4cD1`ok)1s0&qWAJbVt9@3iNz@xJ`))DBggmmMGGAO55f&adEC&dLg5RM
zw~ZyK&Ac8U?X~=##`LZV7S>3qSksG4KvEo_Cc7A~Z=z+qu#MT0o0Z#RC(E9`t6%6i
z_Be#MA%qX@BaknJ$eY0P2v;34nHphf*Oe4M&2{d1UzMX<3z{hu*}0yg;KlC@q;7$n
z(o+l1mQjCvL1l1Rj@S$Zp&ey<&LqqS(xhQ9x?N~f+;!{6hjNa5x2pn^EH2f}Qr%A3
zOz@};$ZfQHsc>ABP0+XLgRQ%rJMP%kN}kLZy&|AA_QT}G>;}a*c+iFMi)XF4v*@Yh
zW#^Wx0Pcf_=Fd^^&J*}=B$ivXWYG&+>%!t6$8PsXiz~C6)*Yc92ek^nA6?+wqZ%pf
zn*G&Ev4TD;iGx2J*IQiOup;#w6-@KNA11>mggY2T)iB8f^X=BPygCtF=U%<=S^Y=Q
zYB_bOA_!5e3AzH@`?x8MN)oWR&uYcJ{2$(>=9Qn2dU5!Ck8n2q9RP%cG9J;uC-p*M
z=dr9AD+@iJJ|30!dr|)6#J!5KHvo!K7z9qAleH5TuzE}B%+)75GW4ALGE99huj~Ev
zmVDID*#fqlB_*uLJP*SE{XKi`gRnQ64uz9{HhtZiVr^A5mvT<}IXhc}SJD!!1P5@n
z6YE4&HemIE+(xIB&l&GY$#|Q1wk_a-4xJ5#4kJ_5>}?^=1@-?Dv!cCMICFN$c6t?m
z8ohM%){CAr`UJ_5NaYOjy>UWrGNWe7Y#G(jHwk|(IjGoYv8;HhvdUs59SLzwP&zHa
zX^wi$fP={o=kz8b{NQ@-EW9C55YnK@b$x|n-H?JYFJF}&1$ObY1HvG9K~OC0_k%P?
z1kPx#7q7m~*NRIP$f{J6GM7KfSu8qf9W#imTxL`nE>GXV>v6F2NxS9ufN-Y*Em_VD
zlrrZ>jYTgbMoJ+n25i(SH7?wIdBfYoz9pkx4^Bn3ZKE>2=^*MRC8Y=^W%2lKs0i1Y
z_nh}vyG#o%pv`%i%RD~{gX&QrgYSUk$X9RQ_Dci(>)RH|H~xs`CGRJ^k1mx%O0>k4
zS@Om4Q*Qp{B}<<R8XjK%`hD(E7vkqpJr8bAKpQtm0)eAL@={>EgGrrB!cG20p04;@
z<}bfq<0HqTF^mPoxRDebmmWF1#WCSW+N)*jg7?flzW5-knEo;PoaDh;!XflT3;aOr
z?{Lnu(m3?kwy?=J>+C%*Ww!rS_T>RJH{bv7vZbP^NFpgwl=dAJm9>?G(!Q_Uc2rt~
zL_%7%h>%dSq(YlW(IQbwY14)Zk?=e7Uhchl9^dEl`|JKQuX|?ZJ#*&lN4bDOg^+lG
z`{8*;G^}6xRo2Gl$h~1d=3QC1w9YI&$jOR%G$aZ6z~?4bq$q=hZc!Bwt2mSqyj;s^
zy5o%%N8T%nGmS^?NpLtJCoJBsi4yCXV(PIA>t;q@=T)^U5;gDm63jmJ<<|0a#$OOl
zND|JheAqm1-LJj6DgEZo-X%TrSK8cb*C(CQXvd)(0!WY$MT`@NP#utMks5-{Zgy~Q
z&%d*;PHvJ@MXU3z7rr?b3~HosLewV3G=p;<ipK}f9CdELqR7KKep5BK<)33IGaThu
z#*CM%)pV%cSH7oohDJ*$yz5gk_D>X9Gyvl_>KoxT-Jx{pf!@F+=VdawnOB;aN8{QZ
z!9tJ<MQEnl{?W?m8O9aM>$Jz#sm{H+fGd#{CDGbRl@P=wNSP<{QWv_mca;YhnL`+%
zx1NL8tLQLY9tIV{x<+V+0CIH-AS~*5B5X;RgM*W+`0td>>Yt>dZ?L%P+LCV%qDA=Z
zN&ZVr?xJta>RtoIVEve3i$wG8<o1o(q;QV_?xaP@+Z|6$<KG=A6dQbq@2-T*P0f1S
zvBBC~L5zt(_XUtJ=*<)Vm>ZT@vbI4sE+u76cc@{)vUo8Q1K(o|F!3xBR}Y18C@Nw3
zkLoO3y7jte^rp0mpZ@fFW>-IHtU*(QN^@RNl7X<s;)Qsc^1?dD=FNNNs~=@C{rwjU
zC6-*06Qc3R-=l>5n?Aq=(M@HTn0LiKd(AVz?zyJJZ#d1V!u46m@zac%k=6C#)>(Pu
zxvxm{C)6)K?`cLx)BU;Bu0K1<BhPu4ulW`k_<~b}lKF&Thrr>V2?|up_V>+vpE15e
z$-dV^LnpQGyuA&B8j&<fj|!sfS6F>|=kC%R)=jKJ4e=p5$#-wGf4#v#L7yhlRt)C|
zU0W>I_uY!}D-Q&JhtErzwZrPoN~vTMrt#3I7U?anAnuW6jE<YTNz^SH3$xj#^++kC
zvct}61F5#5wICY^9xg*3AsPq(n6&Aq*yA6p+cxptZ%)z~pD|<od8U=Xok88}aL+hw
z84a6vT|-sX_k)$s!lF2~;EP^SYiBNIOo{ZqgTEWAU+*ZuS7gTZ@#yBbWj|`RfBtcg
zeCoZxD?z#ifjz(tBcenI^9T)dlWJPSoxL|;VZZYmTNA;6(#j>IOBDy=`~nH{_~nOR
zJS@BKx$H*KTaxcj|4_TD_3Kvi(+kRh)U<#aN;ZeyV7S!>_p~J3pr!YAShSm;UAJV+
z<hrm!>Q?HC$;zNmA)<-~alMopVmiD(=Y|~7En$u8=diN<X}E#>a~MoFt5c>knb7k;
zcG$S4#jI~zI~34qvVYsuIBGa_gGUZgV%;Pg!)_0}d83ikXQG$&ecRBq!peNfgu4_#
z1qBaSL4P`m5%DOc46d0Iq1$ru#<=Hs?cuBqoYWI0%QP4cA4+{hOQzxou}Ozqmnobm
z3E3$XoRhDbmE^o>66ta90w}?fVCf71N7fuagULUlI&ZBSmOA2-e%$7<5IHe9a6S^Y
ze$rh7@*`epa@y%}t?b(gYWf@01#;T-4zIam*UyB(&mZbg@N)j0>(4f-OxCd}Fi@?&
z$Fd>n+$c3piSY#}@tu6o5m$kp>(^cd*W3>KwRYichfB}5^S%~mi6(tKUSKe0_|?eL
zf`}DKWBQ!~h84#)ZjO;L722PBX_9vK6Y4erh$2LT4@&o`Vy(O~_O|i5I@b0PBIP|-
z54N<IlCd|45cPHu9cPHcGP+W=Ues=v=*Z=H0cDE^+10lkqD~ftfYZzPo>r0<KRB80
zh?ui)RGdTC)Y(QQo%H!33XoM!mtJtyL|GAgR$cznagl>?gxY1^-`%%$+fSU)W$YZ0
z)dBZ{slthHPVZW&Gxq&6kJOL!B{*B9@_bHXLJ-9b2-ZNlgRuo{l?LU7N;cU8p<m8y
z>pSTo?oDb-Xj;haOZAWhnHIcLAjE!(z2G+eduD+5R@d^7>V|5QC9_GBF@n%QxW{cj
zQ1OF?MGaZ7w5#axYssXFuNaThzMc8ikTD~wp*Yh^qKL)Cy44;y&uwWZ$Tq(yLTL6*
z+gj>DMSoBBAjfYb=-*JwJ5NfeYt>>_ql5)qxf&T&N9Xuc6o4b(o&{(lPF<_@Y-;r*
zt1W)jznv=-{kTKfhO?WrA$rLxNF#=fI*h=#K)Uy)PHVH1Wf4<XjXmA+^VRsybMHiF
zkpB&?S*WyyWFJUbCObh=A{b(e{vSH!-K(bRg!5J$oYnvA&XlD_vzVYvFPbD6L%bY8
z=RmSQo;lxI!=>fEM}>dS!b`lbjLly+KR(UPgk?InBtXRd&fsLtsqWktmBTHBv%~@y
zN*FT%sAmAAS7ZXiTx!D?hS;nvUbK`}BYiMjNJx4wbwSXw@YkK@=!9}s2n%@2(`3%M
zuY1|8asmZ1s&}?l&X^}j{=bsEq^z8*EJ!P0MZ&#^G|XDUQgM}+sI*IiVEWaY-)C)8
zZuMmvE-$Bmdl8r~AiUAgof6xALv3s4-in5u56}2>?0DUEdXEVu>mx!4Nj(RI3<8G?
zGwQe6eeK0{mY=uv*63|AxcGfa+b<?^3Uc6(C4$C4Kg9#+h;1GU;aJmpw=+yw&b4Oi
zwy3io!>VPOa7qd?B(L=HwSycVa<A3%PXrjx6kJexLUsGrLfX!fi)Km;l$^8-oH_i~
zfPEfRO%m1S@={VUW_0~wWlv{L9@_oe0VO32l(IB%3TR(PtO@sZsD%V;rumk*-%0+i
zUG#zHeY~)fHUj|44(OMl(}R_eYEwhxC1d^8RS}jSo|o^mwQ=A)+*kjdukr!|NCr9*
zatBm<W3zD^>>2U1u2>U&;pn?)wvAm=s3!?FoER-H_b*?nVn|u0GS<Vy{6l4b!3UnM
zqOWe0oD4vs2{@JcPMW3*X0&$IaF|`K9#na2GA6Jjc_W=W;SgvA4WW>vriHwZ$QU<n
z{UuxIxn_BsoTlf~jc)h+PPRN{EC+n-wvs4wkeO3qWtiOaf+jBk7oCN1TXNOSCeLsz
z{sY6z*hqg(<ef-GYnhnpmh}G4gHv`C%eA~{V@81`3(utk*>d7>qG5;jaOYIEyQHNB
zRZU5H=k(+_7dO+#qPMmqr6!`jTd`hLlb)2M)-}w=DQ({+{p|dQq+QPob^|8`6hRVp
z!gD8psnW1e<I1=`p43UTn&$#J=XE~Y)YivzV(A#F{upu07pE<#eQxopENdVoy*K;n
zUH35&bH=*te5`E9YNeidU@`#`u36Cdp}eQ|$F)00rbNUT`$)bg9UJ)U@GMfYtS>33
zArS;isF$h`{_&H;^V6i*;M~I*XM)!@Fla%Xrybss1LdX5$V+3~C;8>$FQ|{Ej?RAE
z%X)EcWYZ-|pMgC<!{s2F0#9R?la<ESsX4!jue;!X?zB$z{;0z6v(<4-hZPM+EF2#$
z4+(PYi##usn>QL4ytse-aluz!4&$D$6DOmHHkv3$O~cg7_U^0fzO(X}u*B<wU2FlS
zxt+F5!;wc27ix&pOx|nZC;LPU?#;sZp7N)&m}OR<bsn*2fSlYN!9t7D<M6WsA+ER$
zv~1!0^h&lB8@mSw*B#mS@cn~i?*$AHA)gVf0Ez;-LZ5RtYfQrFmQ;;f=IfuK?So3c
z-4?7$@(cSDL-Hx~9D#LS2`ifyv-E(DVqe3hw&`mddW??pPLcR`4CZ!}ZJDCbu>Fne
z>)$xp4fZ8me$2uc>Y|_^PfCGI-HOMge{6R?qcEuT;LFq0ZSVB%O<qq%tD-Z4WAGFR
zFoTf=JD29IK2|ldGxKTr=<~Rh7adt&H(q5>A;e6wLpUq~&NDhwMrwxf+(WERvjpe!
zOcG%?y*K&P8D@|#Sj-UfB$yTA8FP~s&sDm^zNp&bVv@*rEAzYNnv?$xL8#^EwN5pu
zux~e8zr-y%S*7RK@vUy&o<A4}GRgzhmBM&SJj1pZrmYM4vfNZeb5g*Ybk;$}Nc`+E
z$)!xP*%qEjjg7sT{Rt;W9o8&gYjN6koKmP@w+J8}4+(|9z-*2=ze*dpmS?8EZ}*Dr
z^)fS-x~DD?WFmz34rkJFk$snjUF(w>xOzvkd1Hv~?WMJs3v89%9sLtD(de(@D<v6F
zSQ=36-8JXw;`Aat7SG>*BG7|Gy}QUDsjE7_@P~Y?`Q_-%XTA=v&r<1HnajX<qQinB
zpy1duu~}^A&q*~pvs-V@O12QpP7Ytwc-76B2}Sih!i!2{?!)_Li1WVgX)^wFMr7Ka
zJf|^lO2&lU!dvetC@M-4+0NK;k>(AOGuB2+>wLX3RdnP<-`2!^On(h=d*JsbGozU#
zFYMHh14A}CqaHtVF1Lov3)yhthHd}@haO4X&4qs)Ss7_;iEUx)tthwIBP}WZtJrE3
zY6BXXmcX=FcmUzjQu2^RXUvWyk*{Z1I_F^#4Ug^|wk~42@6>gLM-~DHkR^@eEnl)N
z+YhgutaPn0T7S;HB=xxxZj==P_5ffLJAxA%chD@BpC>KPGk@-S@l8v_r%bN%U&Op5
z0z_{DLVyedhfFm3{Wm@MbcwBfnrjd?(~?PMfI4Sj8KBa78EOjgQgn=L+`K!coEF<+
z7oik3L~9m}_h1m5_);RPDY-bl;-zQUg;ss6H5qi#ds~;$=JVZ@35Ew^yV&_tUyW=_
z8ZW*2ZDI4RjmyP8`#A{SD>W<)p_ED35;B*YAr#OHAFVM-%P{5Pem`zq(2}@iom~Q}
z9T{(eSQVvHFdvPA_ZmEzylU;y4WY`0f~WEw=Z-Ty&&Z;Jia-&Zhq*ebUHs)azx>*D
zH$8J(ET)yA+r7}Ul(8;6mm76#B~#jg^+e8YZq9FMb{SVPmuY`^;M?}-Y|5SmawYNx
zpuP8ktW@ZjidqVjCPeH(-{TWzDRL&tmsTAdPLsNz_U+JRIwb(2jB0oWz*@W4$r`Ua
z1mSdEZp@jESk;o!=iw`ZJ{j%jls>S8Ep<lLGfk%dKpWx;jF@aFg@o-lmmT?Q<Hk?T
zc-hUyUR{|y`~KS<ObACH=K<lJZV>taZ8)?_s)awjaH!fG!tJ+~Gb}oJ!zRkGfEI@&
zH`qmnRh>9e?>BQ=IzK&ikXK}M*$w9kE{7Z3luCzC%=!<r%B9!ecq%{ajJW*AfOE&D
z#kV|Qx1#iA1S8&6d|PlGg4)N1yPv1&Xqi4W(>jna^ej0|cpyreX+<c|h6rnhQgMVc
zG9Y4!)qwdcUr2q_x*HMBUUFgvrJ*81gsTZQi*ULTYnnBWEBndjtF|h4Y%6LcR~i@p
zXrYYJ2txzEFLHM<ELd{V*n_OXRg*&wDD3i{o;|fE%TVxbW<1l({sp6e-Sv;i7Tf&Y
zW?8IoRn9H0!4xkR>i$C$H{7gh3khVBxJ|J3RQ&O8ac?d~e<(~!o<49!Bk-gJNq`#s
zuQu2P$Ja(BmWN!{pt-wVU-9h7iQIC|KXAwfiD=NU>X7iZ0`~yr#!@-moS2;4?KNtY
zg@Ncmi$?(?X%8g<fuj}5-djk#P5H(xHfSMGskcFF_vX{I93zqdGY0P?z~s)nm;Bw+
zV5=}I$4?>Nk`o5&4USf~Gs9$L;O(Fu8sxr!sE&e<TAMkdb`=-}ZIKX-)rxAWmZOfS
z9ax=_1(IIdfJ!bVoX4_Q__o(y)$0tb-x`{QX;v)o=(6liBI$vR7lqBi-38MFp5Aq2
z<Gq~EPL5)8M8j6kd`f$CXI_myeK2$kB`V61PJHu68~n=^c5S`AzDjB9uVYHXoNhT2
z2BWJ94-RhYB!Y&SWQ{4Ob@X>+%74F9{zdEl<SD8${Py1`pzTn!I82O?M-5yPPo;-n
zNn|~y_qlRWpwAVfG>t!pqo_xcb-%mQ7I8>H!fJO?K(UhkXw1m3XzKX~(;zGaI<8u|
z<1@3efy_lK8-FaX!01-I(u&A|eX9cZYd?8?mAfQ;0tu2K;#IJ5+YWB-eH`5T!)l{g
znz546w(YKal6KBEX`TSXhoZnn#3RYzcg&lX>pA?$zgt7}_BVwa5uy@B{MRR-kn;o8
zKqW#ld)IPTl-Np1oMjp7(r?yZ{k|`aGCC0JLBnuA0wk1xofX||GN{l#!TprlF9``-
zS+V(^)=FJRo6l16)<meCo3$O@fCPj?NUXvHPL@v=?#gDrHnY%9^7!|?(?>ctO_(Af
zOaOBvJ}zQj*pN$2S(oUi(`u~QD+D*L6XNGPEI@(C_)d71_ImiiCBiMj#OHmsqigEL
z2TxvXS+d>1v+v8z>+Q?wpLZ{jD@(6%!OUBc4OUqm+y6vVy{NRr@}eazw!nHMj?2nH
zj!u<?BgTRlB_3IU8iDRQ+&=U<|ID>S$DXOT?#;GT<+OP=5k%$-F?n|S^0xV`Rc%e%
zm$G%vlS|k!i7lPce`07j7e_6g;1eKf*ooq0)%WHZaCZc@IlYctL}OP^qa;PB4T&6k
z)LRQCCaf?-sz=^f_~rJR6iaMeqa$2o^zcL)<Y=hLj3S%}AKx}5i!J*qqGoDc?khO3
z?4jSU4j=jnA!xv^qj*zBhCCcdWI^O@6%H8+;;74=+HR!wh1*kQUa;jvdV7??aYsgB
z;S0K1!}dH)Z~WBonD6Zyxe*+`W`ZLW1PmQCNU(#%1gN49Vg&L-(y$Gaj=!1p?dmkc
zwC`y<6*F(z`Su7?2xRk<v;*fg_y|y(7b?=zOiSvzV>&E!vi?%R#${fX*QZHlk>eo*
z!HTT>MfoGJHN62e&QM9i!%ITeZ;gFAe&1ovM`}2D5r`a4B2$?-aQ-!YbuS+`Kb#q;
zyKHIa;~F2e%R>|Zxw4>kjtfj3nU-OTz1?Biwpg)1K;z1fse@-z-yPSww5&gd>lW8U
z5Gn<X`yK#G>~6`=FL@7=4|8A1O7Pp19eY;@OQ5uG+-C+&sqr(3>))t7R=@tsN4bwH
z<gkmKJ2&d@j8qgkb(Wb3;YtT9DPpZ8cl5dtKU}t++hxH3o8sy!k<Jef?@*E|PK3aK
zF9MDXL>r^)jg-*03Oy_e;nRvfD@`r=xyAki|AXz6{>B7D0x^|R^yFKY^YrU)I5{?y
zyF_ViJTm{{A?lRj2nf@%0v7CtJWKF7vFTNlV@<MzwtZojYVaDncI0!#wle0$*xI>y
zAT~gQfO3>_&G4bx4CU%sKawxLKfh&q<;^&Gp7k>*B^IYd+yUg>gztl-K8c~l(QD+E
zFZVZf|LoAN(|BO5;}>R9NMj`q7g3D$HlNepH=P-Z17m#NVi%lWl^wav&ODx8!om%%
z4T{Algd`KK@e2Wwm$q(wyh1|sQhxT&Q^!{RE6knVzTV!|$^nbLGSbzzIisoJYjw0K
ztE70+BTmnM#gPGj$OBEoybdbepFZ}m`+Ur+KyAhCb2e%?Q_=#y3sC6-MOCA~R1i&|
zzQUf!)Rz?sHcbnf)|oh|B)u~p)@P<d>N-?m6!Q4w@6BjUxVS~WQmpK&{=S*<#k<`n
zoKeba2Z6A_a<C_SmcnZamxvhai^s@M8~-^fA~10{3g&{V38e<<f()6G#=~h9z3qF?
z^OIN8Id`c!go~tZUprxbIMf~9J<^4zaP>oBnZ#h`G?6{*I_EZdUXZh;bQNL)Z~&8_
zf&2Qg@`7nai=Nh6IGj_6-rDPU>XzCoN-xD>cz<282oG>6^fcQ$flE2{*Sp*Ntb1&2
zZANXIcJyM=A<dMw&4eTKjcM4kz&GBOLy!8t<gt3p5Lj`qR+V)dxg00DOOoaZ=Npxb
zafEn(^il2kbwz(FES3ni2s$x0?KD=Hc8n6qQ1%#M@<GBWu5=)S3t1Bnk7mIIwdXy2
zH5~a1elI(H{;l!O=4i*y^=1@dh`V#J1L>LYCxA821&ZQ5%)GWn>qBt&{&Jp4%S5IW
z8w~HPAORqf0M~*{Wh*>;5JWcAZ2=3}EZ|$z62xUZ?Je!aUg2w%lC=qRggcFhP9jPx
zAO#R^B7{vzD(%6XV{av0mby1O_Hv7qc|Kot%n2iEQ-HNk0K$6=Pb362Ae?mU&udKw
z#W<GVY{`y1pCF|dc9oJR5e^T~wDoWUcNY3wsQ5aH+{EQv6-CU2CeqdYaoqL&k7NUp
z;I8=4s&5~dri;+9x70g}H%rD{K^XJ~@Gse?9JAos)$}!q4Y6m%Jl_2i=!@#3;b<Dh
zp|Es!?~7t<q2)W*)v|?kni@@+O(C3c%NTHUbT9E*rRYG~T1%_QNy{o?6`J)z?TX7L
z9o)X0PyFhg)z=~(UZF$rDpw%)p{oq12TE`tCjD(V>xGxIz09<+mX!2bIYq~ZmncmW
zy1Ju|r^M@qKg|4<tc^Yo!)bQvMdNu-c9eYO7n;QQf4rs;Rh)z5XIodZ_e`DrEm*i&
zZ}rPPyEhmw3+-k`5XE(n|IeS{38xViSazS!Y3mu49Eq^3J^70-)8yFj4a2`-ZS9~?
zBPyT(FFdlmVL2PuiXZgyoib;7K8M<FLuYfvNv!_`Mh0#i?2<8<Qk#`<)%TRxNI|T1
zla(sRs{a7vswg7dH(O!8abu3!x@qAN;cwqBid$|*sm8FOR5>AH#pJ9Bo{Ure-lIN4
zrR!!vPh7?HZSHzU_*b*N`VY#uo{1<Qc%8rJa8bUd-Ske=FqhBPvd7+@`x_SDDC92j
z$NZ`?D&F(8iv~>krO=$TfbBD1n#^Be9(&=aLTNHwgfCkWsP_rGdg`?n)-t^N!gupn
zJ<4|SkENmvM%<_4kD2VaeD|ou+zsbnx+UhR2RJ-w8*lj=L69i$3SB6vAGAp<lwChA
zGG_n9hEU`Et;w~rC0c2_{)Tl|#(3<mncNQGo3;PDF^j$S^fHGo&G~;FPRXDYt(dQD
z`k_|NBG;n~bG~}W%&FZr+3s&(2=9Xa4siHLFvP$9aUh$N+fL_moBniMz(RYtL%8m9
z@y+1>-+!Z_1bgC$#t#O~dimqn=jRfSx})<1brZ`M{dFV$HaYs4m7aTK&PU&j$!}J=
z1kN2_xy8I^uFL;CH*!vXUXbzyEhqeo>mTKQRuJeO&6B^ockJ?jDXZ=O{9mYr49trB
zs~)qV&6?Ntaz5Imcu|tW|Kp7#b<_UmzrwH6K<=gI`N^%TinCtctBk2xu8^#O{q-M^
z`M?jWGL|r1sq<p=m_?J_$ic6!hIKC_{s#H$$Bq~n+^4i!Bjw2ok+7AcR`bUqIZpkL
zf5P;QY1XFI`hJsZ-YOp}vtF6)lQt=c63_l|zy6pC{nMU5mJ@Dv@ob#%o%tU>P3nDh
zx`zAPf6e5NFZy9n&az+k>57(`l@G+#GNn9^?qB|2e=+ex=CHoptM{SnXC{|o-gtY#
zIUb=6^hfYdo=7c(ehi57{_?l+u<3PIjUP?g$@7hGzxuUOCHX%lLBlksbMx67n2mh>
zRo*@OPSG=?&x?)!1|s&IV2O{Hi!O`edX=qmF4v0X=&s8L)Gd1diUZaQ@{P3}_EWne
zr9^a2;N#hw3bgO%t?dwBnfiaBKw!Z8jyhs;w`cE|e&^+<nVwt{&{W!&Mc{|pe;}C|
zxYd);eOE2Zd|2Ova)+u(9?IF;@n2{LH?|g=$|=MhcYDvA);HVxT=;YoG$}3ZABPOx
zDVR0$R<-t9Nnd#oEc`t3Ef=?Jg~sxEnVJ7V9Gy*KpQV29T@?}%_iJV1UM{18;`2oX
ziYb2wQ>gKR^A`lX#MY=SRrM*CFI#^F;zIw1g773)hDieJJd(O-?z?VJ+VRRI2l&kI
z+)kWr^;ak^k`rGDY8bo`y12M|a_eHZXFP&OJ~r}lovZo}B>uWqYb)R9*{V_7Bf8VD
zZ&cH4)``X3f5VYs+sFcrIMGOs=g6cFX@g#Kxj)7f?(@*~F1kpE;`QSQ^^}l0kr07b
zCX`pijJ_zgs6To7-OEwt%yo6$dmQPalzu{Q#R1M`WT~W=lBHoHU$YFejC#3*e)PZE
zndosg=aJ7XiXPs;1BF<U#3+#&Q%_m^@p#mU<-3x^Mk+h~Zer_lC{w8SUVkJ@gX;{k
zAt8%+*izPJY_(05bH*>p3pX{EoX!w_P5wVV6c=iVo(-6o#_0>i@taNU=6m<epR3BR
zAa~*iIhF`TB9s+$j6lC4iuGVMn=hVRH@`4dJ8Y9dd)dth4Uv+`6o^QDr0g0rUpqTb
z?5t5##{HL#C0UMwt-41WK68}pES@+X87IJ}26;k}a!s+%p6IUj|E#?-Q%LLjtOGA7
z#T+y$lvW8AN2G&6AxG#5jFnftST*H*)6t&s=&rbDRhQ!Wd9P9b?IDS*!fqh@g8fGl
zGRgpDwbzY?8RwaBA1k+38w}MyUo|&$@h7%L)Po258sWIX+m|6*FQl*1u*SC31yLe5
z&)1&P49w_yXsL6keF=jM5wGJ4QzE*Y(z8PhPcOQ*L0){i+QRRFCdT=-F4~<`ss|8)
ze<#bV<ENig6jA6kVSGY5hk`Oj^Y4gz%_S_kI%+nH(f&|Q#pfxMeDr_)3H_jAI%RRi
zQ;qje3VX=%LvG0w!$-8#dZx+KXMxL(gtiKkV9wJp$eX`md8zb{yMdX3>_O*SITSn8
z|Lq?T%c1@N`?X^4o2QS*IJizKp7)KqChIg7m-ufW3P4D^U`NFsq-xj8^;R6)xiqf+
zgUQX8>j&1JWFV2f9_o5P+zOPm10Nl7%UEI6sh4-B7>{hRm=-*1%Fa2-t9MX^u#n&m
z#v3q3prjqLr#RBdI<yo5)z5XTSG|y_A#C6`=ou%P&qN0D_h3q>%pS5fLvA4z@{PT=
zJ2Tz0JZ;TaV;lS6v98tW%hM<w7tumM>PRr};_ZQ`Z->1lwkUEw=Q!@W@40=N!<#?o
z5w>c$3S<#2gLE^m@cAFF`Z+(iU#EJiK{W1K%^wh=@(&muJs<=KE-G#s$MzjfF*i+9
z$Zjd_zFV<$!#fkF7yN$!!LJWmINS*;;GeYaoG7>!|N1&tXISg-!pC3i5~HU&QLj0y
z&e7YNEcq;{Ade0CHuBsvAKT1Ywsn?BuZ`tLL)rZdGE8IL!0F}&<*3JZ+uYkPdTgfu
zitq(x>sXVEobxFy2>u-R$-zp<icl~&TpxZosCeDRvs;&|bRe)qd&NkVz>y~mDg=nw
zIkI!(EcY`NpS)Z6eG4`ny;3`8wcEkN27dxj@-wP*2PXqU9PO~7i}rFqAAa}rDCz9F
zB=l2Er1UwZIM8QC{QU&KFd3Wh9owC+^mB#j*g})QKz4bSvRgA51o0>mu%+Sl3S>z~
zsnaI{_SK6w9avJiO~an^D&O=^rU^{jOxQV@TxZEbk~4W)&RDF98lQfBiS1a9k`L2K
zU<%HsLJ^2K8rbqeg93Gda_{#qtsElEvQ-7&9lJ@{24G=KNCrQ`IggB$0=D6?AA5f!
zk8g~p*p9MBjV<E#pKBTGq8nEU%^Hf~U@Sdf&!-OY?5sO_J*Yq~e3=F(2W7ehVqlaa
z{6!E%1ZpNcTTGlz7K{6ET;hosOS*jW0UbU~g9D|HRvl-eh8$_6XhfeX_PFC)IwqxP
z8rTtAr|deDC7L(<6f?#bf*A-~3|V9D{Ks`3rECquk3W8W9`x)EN8<J8lurU?$S}n+
zm2IG5)7m9{ZMsiY>t@N@U9oMF_>h}h&7gwfR_ND=QMVlHuPk_W`)7y9>$A}>`4a0`
zF9$Cg{}Y9Bba4MI;nA2h>DAD#D6I0hM8k<U2`#EoZQm#hADSKV$dKoVEU;s0{b7Ii
zRaafb%{@-nS{uym_1NT?Xdo*hTqra@L<N;*!B|DFkJo8l8I8Yi;=bj+wAF3vhPjy_
z$QDa~z&*kKkDgE1g3GB(WZMJJ^~N;L+cEkpS57#xnSmls0NtyBlynrpRXort)!qGY
zZTRjVk2D>`L+out$UJ|<l?jIo<e%ctIz(~gW!A@X35%$t=Y>3X-yOt%lV6@XJ$NfL
zc#Ba;0byHp#Ex1RjZCTDqnTsWlsm2GDV8DC7(`C#pTp@^Y)9<=ymO7uq^~bl`s8$a
z<b_dLkVe%kW*nFlA%F#$83^OzoLa86^-*{I7e*y0ynAkD?Y&{DIrDf%XCl-La>Ync
z<Mn#4#Ss!#56(SbzwOF;%Ms?$WN<F={Yd-W*)@)v!+vL_WnVMcmYU4+_07|tTmA)u
z!pe#Mmc(h{+E^7kr747W<Nn0QPqFG*ddE%;5HN3LNozPMU|Mx0uN=D5a<W+H*`v9~
zKC_DnXvXiJYNH_L@8m%00ssMT1s)m=)kIu8ptfd!q^l>9zz#toQ<{DjFKjD)@FmQm
z^RjUMhm(!fq>2kjJ9!9RAZzxRzi6aM)Hn6TjU3?B&R;S7IEa<xzA%v4@9PJG9K_<!
zH*I>Lo5|hfc3`b`?6M2#Yu4SoL|+9NGKIY2q}-1Ac=4`~c_A3ezroF0)?$E7_?^HU
z`grP;!=VR95y4-u$-}V$rt*SMM4u*#mx;eUVK>l5eiE1wVc0`A#M+6dKZskS<rJ_3
z6|Y2=@99XtKh8flY0sKV3yu3oIT7S^DohQ|Bi=y(@K7B9+pxKW=Q&$nRhpVXpl{qX
znP}Ntqyjw=L#9gLd2qxw_`B-epXyrcBQa0HadlG3e9q}EyUAq{wV25SS|}kUNmZz1
z$V|tNYIE5OrfLf$l&Ksle79OAuu%2i&}4B88YaJ_Z{yGsOp#msk!6<KcAK^^Bkzd-
z;@JX^2bdIXp(!XHX@PlmNg168QxR`JZ<?OA_PJ`sZ{Na+IONCzC5dcTvM%zQ;(|$Q
zG_hxC8COgb9)HXJLK-C~J&Xwc0=3f*d@LZrVCL5gxwbXVYk58>pX7hYQscy}`%5Vj
z=o6t}7bMEzzF8W!D!{?~DtFN_&cmxx798Eje|q0N^72p=sDCC6s{HG9TG#tmY8Gim
zMSj-i*}vhb|GkO-4;KyZ`Q=G-!hBvi>~MU$K4Egp!nBU?BDIF(7r!Tt_ND%}t}ZvS
z;B{Zd<jZFJW-A5fZuy`>9|=kw_}!2+31P|}xaam_=%zj5^G2eA=45Xg9(T^&CRGqd
zAMfdb;*yE1TsT|!XTanI%q>M~mv7Oqttm+yvhW-;t0F~KSSpF2%c&>`l7^pU1qE#L
zVY}vvdbe$vS2wo$DHqi{%xxC_lNNk5kf<3bB`m^Io7T{#Q7BxbfC*pp`jW)Gi*#c%
z=%M&fc*=2^K@PKQwHXN#$a||N^4hm|6zjkYok{BqAke{ui%iIB<a^Bi@JpvsZ+(dS
zjZ_B~p(Eq=rrGlJi4i5I@U(L(9fyALkO+Usx5@eK9tRh_{8DaipEGlHXFecv-4Hdr
z?F&flsM9VS7B~2+cr}=UZECyIyIKTNubpg^DV#a$<IhDW=p>O;Nca*-<%|-ju(PV^
zTTLr7%IX$Kimf@Kc-X{6)Z*_j+%$-L?=a)N%Da^KAHHB2ANNmcV$bE^T4eJlkk}KZ
zk{LA2PWZfGY^=!a?IY}t5m&}m2%fpC`|mI!5Rk0n-~`Ueb~}S(h41GIZVzNv+L0nd
z>z869-7>H*<O=N}#|`!n!Y<)xx<Zi|QWztyBM2Jki`v_&$SK<c_xIQ{E8$wdJ<EvM
zmO!mL!{HB;jUN0tnScBv`Uh!6C24sZITh?lve3}`mcg}0g1JRIQX0=Vo#X!UfBpkP
zTPrK5D99*TW0UU9U9TI=l6gy~W}o^JXSVl=UNIE<Poa=uZNVG&U?1m8EIh~eTm9pb
z?)O`pSXKxQcal-Z-oVpvTN_=VM4SuSEhC``h1Fc%^Hz1xj;r<SPp%eytSu(|**oeu
z(}ht~+XD8`j%tO|eBIK{;lrV=%gUSj?h1aa>22!zNKVxYnyZn<6xe3Gh&h-h(3|Lo
z?ev#yHdgyO+)$d%!D@4V+9RpL(0{_ng2_zJC}wf`<=bCAYwlfoC?_JOn;98XoJTsO
zyb(PH9pvGqWOiuB{p*X?`%ZZccPx*M^V7=&`7fQ+qc{;pK}aq)s=L(viemlkpp2ou
z+}6ey(<a4I+!@EA@)Bf-23g6Z<EY}oqVO6ngQY)Sj0)CWKQnDM#peKFFHheSr0o&M
z&IXcl6|7{jnAy&=yK_5U$=J;iT)7cbd}1<vJ7ZG-O3$pN{|RZOI=RRq$o4?3w9HQ4
zU!|x0@{L)!x+Wl@jtt2$$!Y4}NSXRd$$4J9YGmAq+4rNurTJv+Hrhv^<%@c(LN7jM
zrGCc`tq||!Vi^bOOisOu*_gPS;~@3;0Enm$3jdGlh!bRJ7~40g#m{Ccb$t*%cej52
z2yNLeds31{bm*rEMNm;k>W&`E<V5}$X|9CYo$)q&^M=?Ck>)=H!KG9@^awZ8Aq4?~
zNP0G@kB`h+8>oINt5@aLlXbU3Db@`T{LgXDhU6ZiTmlYz8@(b~QD<>pQ1lNO>2zho
z^!lnH#<n3@iC7KvUUi42jZnuGBCA0?U=cZm9ZYqod*EXBU}%q@bkd6~9SX<zz{C~+
z%+<;d*95U3PGiA3BabP!To)_w>}fn@_WA(D<h)R37WDiA4GA|x;<k8eY-oPV=WXz1
z#g`uVDBv4<!f|syX|wdk5peiG^d$?lkn;8InpH&$o3M4BEw+QLnSKd^JmaMHj4;Gk
zqAsQzZfC?SW9qHEqAuDrSqt*UEqpXhZNs$3j0F)8#yaTQHqS_;ib0d%*`Si6Zugf*
zyiS}Y>iQ2D(qyUAu&nN?*6wPV`7G~BFG9U8K{qZcY=<#5qBSG>Qph2UOk`f}S~_oL
zKK-=fq|1|nc^BfQch4bpID`U~ms$<e^~d?Cy`6#zR&e~nws$7K)D(h;ZB`0MM3f2!
z<uNA7gr*|1h%KqIo|%~-pUjz>=@l0?ZKK-V5$zxb3~@jrZynmJxe&JKFH#p|cg5H5
zsvqDT<8@!O_J}}`H3PvoP1J|R_(Hv=hA3-nQ1J`OdEdmF<LE26;$H#o){ry~H-siB
zD~lZ)Yk6s~c%k*GPe}q|p;s5Wc0Nx3cNEg0{UoiiW0hS;M)WMrWF>mr(^a*%tp2+6
z-|6gydb!!1Z#_O}87<oqZ82}~q0kE6Ic?OxLxM5#@eoBYoc!Pu;qks`tL<d1lri0l
zH9L3BVeK3Eq;v9(<Fc^S$$iwL=Y{fj$yy*d$dNPy!yO}g%_?E*n~Rr<|Ex`n&$g?p
z>>rzP@{I*~@qOeKz!tvO0Rm}UL0t!1_^Ml$PcA1FH7>N`(q*?j#KX!GK+-~E=?@3G
zt|&+oGTu1ypKVTQdO!6=S(@#st!KFcOAe8NCU~R_Jv^Gx{xyI7j4s7D@z49_N$Q_0
ze%bfpsJt1m7YHGZJDl)<9+d1>*7hW%WIC&HVtjekkDBpI%e{tIlY{Z4!fxTl47jjl
zP$Nn_f#;A&2Isuox2f)w((FL}IqgSOoB4ZW3P>@Hejk{hZK&=@$-6SLN|21LBCjHg
z1&7|!I&yr(ifu@!Kk(Bx+L)yLra$L^%a_basZr~ky5etg&*+(|92(fH_3^HZ>DV72
z^x08`J8(k)S<H>S;JZ#0U-GC!md07-;sZIK)@=L(fhVh2d-!1z9x2&Z0{2R-FX`AZ
zQ*@(J%awl4KgQw@AtbiI0|0ce1m2_AW$(#fL^o{rw1})qn<6AkKDqRrKxuiXXdIDZ
zOT!{>JNO>BFsIXI#r>2#F<OZ>O-k_(B2?FPIEGYLzVWR6%3q%tWqZZm8nA5JA#+Kl
zlys-i3H?K0LT4S^6bl}lU41gz?xI55$sLjROLrJ<oz(LOK`LDsz8XAK5LhZL*D`PW
zP+o@5ue>GU;#qEDA8)Xc7$;j;j|)U#p&mw{l3<;!_Y-MuMg7THdi8;M!)oWYmzGjv
zQMFK_HG(AWRF_9tx&GXdU&~iSa;|tUd8lemWS3sVtNsZ9yjl+xVMmI4x{_y-Z&;U<
zZr!ea-92Vud`BlKgHeTO=voA5{d>^~z_y3$OPoFyaQ>b2_~Y<nCdbCx*!EC#pa=kj
z_oB#4_>dm(Di7%SM5wu`_02qbN9pugKD8rFJ){u@ZxT<}-4x`owyWy1&UcL-miwYq
zG{$yzZU1q9(n^I7MX67e>jb+J^viTo>4Fz)kJnAz>#xK9Zn?rCVh(=9BkD+IB~e{=
za48GSK^Naxo?NQv_Nz<r<-CPK72>y-xsv7z1VpTjj6j4CRq(W6KUNvWHk=;Yu(Ekp
z<LumRa|E@xNvi>jcR*2nz>7%hANlqw7IxTIH{8$jah^SIoo04j!&~Qt^tlnaQpBI*
zbArZY^A#%eWbSPaOX+MmbTVL{L{$}y+#{fYc8D^)5CB=su-A;Gw`8CoWL3KvXTx2-
zfTF=cIt7L?k6!j0o2Gs>w@CGCrp%4qJF9+O@pxOsOWGNM0&WjNA+p3C$zUvB&5x+5
zPPrA@vA!YygTZ-M{aqd8-$Mc_DdIukGhxxAVVfg|7KGRST$-`<_wAi-Nval(>&e#@
zb*(0QV_TuPC9tVbX^Q7UVt;uTot@giCVsNmc56<+RsB~a5dcxi;~+JlvUaxY+~%^o
zb=0?=TY2)^Iq$aRPxiiL4959}D}?Lkc$L~jB@9{{C+Z4VbV@z#wNO037zR6uihx4a
z9+bMp1zV(1*BzcZ^+oF0L51rgUFDDFro>(vAZ;UP^8e_V_%=z<?(h?zH|0`8%fcNO
z)E@l4rh-9&8cyal6TT9S&4ueMzNG7)apZ1(Td+VQ*LnVXCI}QUh2Tc8kw94scT^4+
zFUz@Lv+ItL$du7nlN2A(mhsC4d%q*!odA$7p??vm>_h^K1B9^IVuy4OnYVn(5xk-9
zm|?Lc?YCiiA*u4A@kj*&bq#sfQ3Nb8FE7LDz+Ly0Ww!No@HBSW*M91Lcb=FRK<KsT
z$m@VJJq4_#I>v9ET-2A|>`jYSHSMWa8+Z~x$3Th$>JEd>6P}2G%U{qz11oct<2Y1&
z?%Aq_4PSXTJ4rRJ<rw}0<zPp&nxtz)a(+tKo-N8H<-fi4&7WFb_UVfhzHX{W>KZUZ
zG!h<EB5(jWIvDK<Ukg4}MU2C6rTx*afm`E+W<Ex`yF2gH$B+*K0)tF|1bH})#4b{?
z<=8`k8GBehW%0ext=OHBH`*0Y%)&ySD-(=9Q3WNeXy%ZZ%fsbeI<59+f6h2@DMRcI
z$+>`(7jBwIJ*)6^SiDRu)V6^Fao~hwQH);v_1@W5?Od;lme88%b!+lTErO0D88Q7b
zOS)Lg*kDFSu2~7!gvtoSsmat=-dV6KEO9Y?ngmG_NJVfH%tHZUq-kuNzbhYKe)SXE
z<n=q!WobAM)<R-YAwFaefpVjGGA+@jDAQ``^ZJLM)_we9V062*E-^rxca#L64-P!m
zm8h2r&NUBv@_6~@XZYQ96?F4R-ZG?m{$nX$@{D*U5F}&+_eADFLVZ(_Uh?c-qvrk`
zj}yBFA`W!l+INh3I9VT;JjsMH8S~dQt`a%xdg1u(Giv+C_}v#xIjzA&0$pIjScjSN
YJUH<3U9Zq~g9X~+&jQnTNIot2e<QxXSO5S3

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree
new file mode 100644
index 0000000000000000000000000000000000000000..df81143d27491882d65cf288ba2fc4f783727669
GIT binary patch
literal 14144
zcma)Dc_38Z7Z*yRl9G_UQZjZ~Qc<!*q(Y@)%sdRUc{5`RDM}@zq>`*9p(vpeEtc$2
zNvk9&B_%`)e)rAHGZ=h-f6w{6bMC$8p7S~9+|f{1U!|=rhsEOwbb>d8A!1!1B8K8Z
zqr(gwoj@V0lJGp?V()k&OTQR6KELro@>i?2AaALW1{>(=N+3fRZwN=Hz!(}1h9EKx
z!OZX7ZWeB5GPBxlFjv~v*d?#@hB1n9gUECY6{g@IJOhRh>60;KM)!noK?ISO1Lp;-
z23^a)y&WS>$I?78I4m7Yq`0Yi&?sb{?qzRPF;`c*CNLW6>x-tB^T77JD1=6XNG?P_
z3=Sd?31l}!LxkXNJ?j8$%$d@6r<!CAcV5z#@EtFXr;xA&G6u^4o54~N>Q{ih;r-Qf
zX8XH6K?WTRu}^N{Q=)(-P34859rC~Yo%DY4glVj{`K)fyFbM{RfQ3{#2ImgpJP|8f
zj_5|b*-aFk)>R&7E`gnY`A>Te8|#9l12H@XhP(-o4<g+9xPC#av9LgRm;6$J=>>P6
z?ZmjC!UXV93W*9sG#WTW_L2YwZv}<5t@_{)Br2V$bnljUT8DxKiXl>P$R5M6A4k6X
zpi%7cTlE^7o@W^BH+q*Sw%5^otUQHvf?akRUJsp8b;;qYzHAMAk0+~^r;ZV1d6p}L
zr4d}fsnGq9C4AhdmAXauVR}WZ1o`Kz$QrAwMQc$Mg-$0zWUw(97nlIKBH|ZijGU8o
zZmtRpDp5G7DLyypr0-!=+>Z|7D0m3$50!}Z!w_f`A{KSvUBODr?Qm5AD$6amiw1wm
z`yjd?kB!4&$vB9}66Gvgz;HTjxq5MJ%)V};JC|p9iiS7GqX3`;KYp9$q`MgJvL8%6
zS-U%-SEKds5B=raN90K)1{tiE^>qvuCeYnU5S@TyxmZAUee6)xNn71Z;^OUX?t>|Q
zrW{o$lzI3X>e{*(0+|lE!K{@r??G8f_RFJ14USEQmhtN@dW$7qIabG|nuF)K&&v43
z9hOe#H|JF??1@nkKj!lwao%J=eSL1l7o0y6=U8kOFD`41d}VxtQTeUidI~&8F)_b$
zhNOVxjFg7s&)%$!TRHtn@VSYB`dXUYdMjV1eD)&`zm1dTFYA@@r|{;jJ2N?)qxNY1
zf{1g|le!=F-qD}tyuV(I;F2{7PG<tOnOl{PMDs!a>_hXq4SvgrJ#U|rGC7>1)>fsX
zJ6w}z-xsfqs(C$M50y6hT%81`tB%1DU>t)$r;WPi3il29`Z{(>7?mpAI31s6uIDMO
zH~9y+{Nv6H!pmDNy2qAVN}ls{3~!fw{mXu8IP8kWL8C3mc&;R)o7;Klh|{aDPsKdG
z#5gV3H~A+xOSe9~=3j--Lv527{PAV={w|uX^Ke`^bj7RmG)66Y-|v~-%{n`Bghb0p
z_m-Mk_Wsb4=7v&;_*EJc+=(iJflhD;N#elZ3HOvV`$OySxsj8iIrdh`1lpXDzGWhM
zez#PSwyuF!Njr@T27!!+BY+GBei>!3v5~Uc9`7QH?7Mu5#OOt7YOhvXPKg~2{&$Ao
zJm9g@J%0G~G;#W3`NWO`wo`z|YF5-+_pSWz$;!bsHW6jNoZEb5BR)(4)*NGYj!@)7
zsTUU-YcE#GMYY#6&IE@RP65^$1D5%IvSPn;j`_QQL%yY_v%fBSw*1Q!VC^wr=b@lm
zh8xv{YI_$pJJnh3quIa;Q-F2GfI}R8BWA43_!Pe$pI##IG|9;-Np=eGsxjcK_@Z3h
zc(DbJfrFBs$LGSEKKneF0<1d*Z1a4V%)Z}GuoY*opFRAL*E&U2N@@zQ-Wc#*|1}E-
zv!&`TRXDpX=)Q5_a{QT)DZu(;z)fPO@?(}K=`A^-qNNZbwq`({SUWj*>@gcFmD%(j
zTxBJrz_$sO!>zyO?~pw?cI+vyv(|7kG)*lF)D3<Uk@a!C?cz%H$+2S(IX5woFLuLz
z*Hg*AjVx(hzeLh9|4xn_d&UN8$u0Hu)87omh3>%mngpxWl@3jg9ec#zYa}uUn;&=F
z+7<GrR@}J1IOpsX{xSB1zh><`lk#Jl#1DMqQIUgRWl~iYxbxyj6c~HJO-p$%#izd+
zcwO+mbNExv;n~MSL?*X+?D<x2Z`_=IZP|ugm3}>~kRIVQYS1n&tSgp8Ao}TOX>sSp
zNdMAQYm2(7!q`)RHRsP3C01S7I0c>)_P)q3$Nnk(`RQ5zu@gJu?;BWE!orgQ_4K$E
z%MFWcJQ@=DacO#%D#>VI(GRIj)26_46bqAI@TFYaFsSxrR(SQf{8rh`e+RjN1TvP$
zVP=>%6Xk?pM~|b=RxZ&UtW;5ZR_Do$p%94_9|o0+Y}rL8?k@hl{lbg85V=`#mjAEW
zCNCyOkItoleMZmJkr<+GYf2I9D>!Y=k2mai+c-Ixv&>-gWIg@X26M@hxR<gr!*deD
z)T<}Qd1HwL{3w2RsIH$ZvQ;f2Vt2Ad@xbZ~`x{2k1ZbE9c1crRbCrg=#suu;>B&DU
z^{?p4@1!+09H?VZmj!N};EX6^zrtBUYHy|^r8jQa;LK{8<#)W<_MC-OZX;j{nNEOU
zU2P3+C%JZE{jIE-AGZr&RmeKikL>bR6^NSh3moM#PT^+V$v0iRRV6ppN;SI4l~hb{
zF;L|bQB`Gf-2EBkS-aYDm1VuGqfL~}qn1pr9DISJ++U?W&G=kP#&2y~UH|HDYmfW4
z7fcG((^uzSxks|t)jErCnSv0>Z%5ok7RTqf|C{m)9Oa&nsrZsR=TdQ6)do=}hJC-x
ztK7Jt?gSdBy$LvQ{;o&~&w=l>&N!@{>%Xlce^<u3*P1_`b$;~chWk+=7?ez8NN1w0
zd!e^F{fSVr%({<534?*%4})hFxBtgCI0n=#J*9jqV`16;Kwdjz%k1~$0?A8U;8C{>
zGv4`)2JOT4iS~76>V|3zTwUbdnMt2L)d!FwaozE|cfa3^J+y4VB5#TDvCc$(b#9*T
zK>=#DwGqY*oE9dyFu)!%8yCKgZ+BzoHH!0SMo7Jrs*{!YerExfN>6S52`<?#!$o<U
zHW*wz-L&|wor1Nz+@Vtu6GJ&$H1B(@z_pbZPCd0Nznbl{ri%KyE}9EN2Jyff(gt^%
z%iJ?TnOlx8T07_j+lzmg(^S(CC;O8NPsI{ou2}f`$gPhpgr*-GWxl?w({{W3v0j+M
zjU*5$bj{IR^}+mq-gjjFc6oiuX<6XC=ftl!o!ms13TpyeN1ZII)_o^7Xtk~X<PmWb
zz9fQ!#Tf_THtz7t!g6+~^LcLWd8s)^{w>`jo4xzE^d6hfW!!ecn!5TJESXGUfO?(;
z=sDsFzh$roH<`?Cui&5gt6F=Y@x_Th`jbGpZ0&sB`9ct%Y2&q9q9OQOi39};wN8TN
z*joHR>$Zs<DY1Ev@^7ltr#I)H9ph$)R9HuAf(Yrqc};#>^TtlIP@Aex3x--N7my!L
zpb)`w6h=Lob8LOp=D&Vf>!HjGnFrl7#rr1!QSeAN54ez)jy{(Q`D}<?uN@aiZxgin
z{<OJSBL%{J{I74&eF$_q1S6YV^Ic=<2Wa-1C7<h?{1Y5@FBsg}zy$}LE(#e3`aaCe
zhH<4ZV7fby8nqP1A}D2Pw}(`jeAGwhNVQ`hs$>QK>pNt~cU&Fjvc@KB_l7EwAL$p1
zR+AmtR@4aJ{I9Rj-3c&$tTA1#=IKFxvtp*Hbt=s7IpMATXmQ7Xd}iziR(DeF2RApT
z(hd)wdnEtpvu4w5*Z=qc2q~O{?Td76kFk45xcT<k3@v%H<)pRqxN9pIcspK`>t^Hp
zlOz%s29#H5#Q&oyInJDR*{G6RHw(+rsL(rYyWQno`*GG5*u5X3O5a=io}LUf>i8oc
z?Qh)Rb?kOV*10lGtkJy1YxT&J!N!Mo>n!z>z;3~S^hbAt)He#5s2<+JUH38<sf8gz
zShSDH?0fy|>B)tfw+NUgo8gk}E`3kD7K)izuhyt-oq0qz+;*Tc^HQrF?iGAqzg1Op
zcrw&@Yu_X){^ik3+p6pFuqE@&%-opM)VUL5wMS{(@NsCrM$h3I!{{2XubEK}9lDwz
zHZr^JphL@U4KmlL&6WOKH9uH4Z~8s&;URy8d3!6}dAfY#CdTSuyciGzVujhL_SG8%
zI{!K3^YL}O|8yf(`SeWgN|C8jXOy8lzlNn($q{N3mgNitt+yylAlz}8OxgIYv8dD(
z^ZWB#Dmvq@gb)>XLPe&QI5BqB=&ZoCV0ddEpUj5ek|AOuKV!X4MP<;giTxknLBf#H
zA&=<iC+W3h_br&9q%W%#X3nXa49ao(ytn3`-xcR+bV*;jZg4xvfakia(`2aei@q0L
zaMQ*$Q8;L3?A0Z<Y4#WY4NadItBWB~U^06WvD~yaG}{o@P2D0_Cd(V{E5DG)UG*?e
zM|afe$UGZV;Y~M`xq?+<lx#65pb>+AO{Q$Tp^C?D%@Xl64KEjjg0^U#HI=_}^U=iE
z3938YM_ENTO<xty;r~&-xp)1SIlbGCPX^}ftFkzwXwl}sn>HEGrzJ)RHi+@O;clhT
zVJw;E3c;h6>9yBbY=e=K=*wdF{ZA{M2C92MjUpvfEDo7#0K!HYRT56`T<fe6HT!^$
zjr7vE;gkn=eDj?-7LLJi4E!ZYhceGBA5L9hF>mo>k+0u|9*xR2R3hXH6mbS99H5eX
zqrUa#ZR=t$+<qhO-11uM)U^Ghw2cEIo@x7*EV;rtbpDcO+k_(5#Xneav}5Kt1fDs&
zKn7?ODuf|nsR$1Cj}&@w;bM^a`kZCvmD;YoYCk!e$RiUvWRm7eAVM_O<zEvU5@vTw
z<w}vS?R6Xd!)|{Ix1l4X5vq%fgg7fALAts_w_;R<Ga4gJOADJ1EERq>Vjr6vBM2H9
zOQpF}*rPEaTim0YgM4dr_yRhdZBDemeZDPWJPM2iM^iE;zaDH}Twthub46?Hj-A`e
z_#0c=l~pFd(I_|qsAy<_D1c@(YiXo8@8q?DmL-<ETP$Yi9U|26tD`eT9EAeoL8kzn
z_{6^6S*&s3z^Mx|ym{7zY0GY(X$l+B0)sgxfdsnj$SzO6)3P=1VfGGhkB<+HllRWH
zb~#>xO2QNx4MRmr1q{s{3~pGXM9i6AS0Y2OHFeEbR{n@3EeR5v?~NiDE)eh=pn%n=
zK@|Mnm7Hyx<h)FZyb><o6I5NWc6g);W56(L7D@mW9H^a{7TxUZ@OOSwlDeAz#o9!X
zQ|)}qvNnx;p9P@Nv2+GgcvzJx*mx1sRg+Np{f?Qz1L|uJB~;iCM<n1dbPAOMrlzBY
zdWt3@-6vIVwmdKi@xc3ve-DT}a-WUC6KKrR2tx;RTyT7&?f|lu-IS=U{Rvj~y@7k<
zpOEY<eynsxYgxP>77w)Hz<OY$6a`n6!sLg1I=Vlk*VVnSb;?Rm5h>u0(2?$8YlE;b
zn9{Ph7PtzSs{uH~D#T*!vA<6n+hq*|zI^_=%B<m#U?DmacEyq@Ow)*9jy8I{d2p_P
zuwAl)rK6YGwgsnWEYa?ac3|sbVnC@&Vt~CH1F8@%mk~+w5VD`w)<U)at!X#M3S}Y8
zf|})nKpz=QBUxi^^p-N2$egd|>#ZW|s;pI2EWQiol*?=`T!<<~3i2uNU`tE$T(*4J
zo2Mplc7IUpqu0q%SqzjuyRv&4;I1-fnmCF#1Y_Np6Z1zEYOdBP2hQ0xMYKpHoF>hD
zVYwVtinc;P9|mFFY$s!V1Ubd@>+ff6-awLen33$c({<jVG9eh@;>be)R|XACH(i*c
zVAdQQ$fxlND=pVanr$L^dESjT_ITdr3^b&;Vd?H5fYXrCG=m6n`gDTIKjGt{dcs@Z
z)K)fr^Zh<7Xr9W}0mlDe8AJ>jqWe%_PmCJ_3*!;H3_e{7Q4g`(w#P>EwXt$<(-sL{
zZ4?6r+Q2Fo3?8BZAHie6m8AH9@6g-{%wQ>pQ}dpEvU;Eq8!rsKu=jvZoV_+43#Q>z
z3Yi9hk6`iOVF2s8wUAbpHkq!lAn8STnHt+`#pItw$B}M8E7&#)jR20_4+B#uzzPBx
z1RCa>f>lCa$#f~5vZ}MTHLuHE;sm2((8d%26gzkbl%nV=k@bCkYQ|q<o9rK9TR}@R
zHCpGkKv|J(BY_M~7)a9q3K2~zbf~ITYI=B5*4er5{Q7Ixb+*kzMVXUra7uKD2D0I(
z`85J`*ll^W>1U;|b4?82rWeKYL-In=J!Fl<M}Q!^v91pSqdt}Wepj-8{Wo1D=LqAZ
ze|I2Fz6td~zR1%8gp4zo`!29sA?icjte5;z3VS!d7tm_hE{3wkvHFl*^u<sKRMxJ0
zSKGL?Ztqr${5kOCXHI^ov>88|KE~pFz<yJFXc$B>V(E!Tw1J=V_bl4LGf>=DBj@z`
z)ykF$Ek%3_xTX&QPj_c_MnQRi(a=S{u`#J-`!oEaQ2Pt#=M-$xAMp5_ixT7!<!m?(
zOQnNHDxkFn+Rz05kpyGG>!5y7HlaMoscL@Fr}$kTdKhRV9RCSdEP?2Xr7^Adl)P6|
zlXvhc-!{qfi_GUcD~JYIu&rmsT~`=O8g-2><;-4K@>yDO=YcYq=ahbbK$NWG7<m{1
z=AnfVSX%TS;pwMVCAH{yS}n#6=}pT&tEj~WfM*e4Kfs$1Dwh3#0LZT~Ca;pLcMMV-
z+F7uC?HQSbo<j6)lL)@RSy<_BBo=7&i{9!#-gRvHt!fM5<7eXimhDB`BItb{^$O@N
zA#85IA9aT6=d)fX>|T3>6Zp{f#E3LV0yuXJ@~#J%^D43AEtTKl&6?FmZiMTmpX-M|
z%wU_3)cP129ilSx-u}YF`lohDP|ogIY#gS0_Fs+ia1vV(iIPMt6~lZp1VeyeGA|+t
zc|gOyxfS;=2ZT3J1x@oz``1X@)Ll7RiB{JLnoMwWr(-mA5NhRyyrDr%voUgU`Dedr
zVdV#Bf=BxFzlttx7uXs>FI*er4iQ0m0nEY`BqeZ$W4PRlKy%w;uM`sGBo>|4-|v->
zY?h-i8cbv+3I>%*f$1p!o2`JiC{&A#F?Gfs_@QYn`%wM~ZZrm*B#yv*-oqqz2sdUk
zN6Y<TORx3hud<cD+jBH5R;oFz813jVO+}&%NDY8XFyDBMHC6RX%~wygb0tL;vO(!0
zSr1x@znG(Hu{ckVf52Tt>_j$YVUX|59fv6E78^wI2>f{hU9>uQc0?F79Rb7l1Wv?q
z2^NdfmOH$-X{oxu`t@V?bFzAaw)dSv`4G~l1k!BRK)%0M?Z%;BAz42q)C>6Swx~ca
zE?3MR^?k%Yk=8Ym=K$^C?7&<fm8ipuzK860xAu;m#&}s&ZeKTo15^vJ4tAu?B^sH_
z<#ycv8QyMr@r!cgNi+UjjwGE)LVbWYfr|znhXI9j3V4ME;(;$>pD|AlHpODg<BBV<
zuZlGFrN8XkAB3Wjw81=9_HHu+`?ZBftZUbV;4=c<OT+AQ!qn8AM;644kTilDU_hkN
zG4}F44~K=H_I<~fJ}MRx*;rJNj6Z}bficXtJ#0D;ZY!XC%%@cwE_X+o{8?hCs&jkU
zQB&LH*XmW#WJ86KA{^@pwheiB#=POIv$5&lqi9QcShs!4b^e`w0v<ao?xF1w4hR%0
zOt)jR@~~9Lxkc+QT>Vo)HktKi_TF{W>})UvR#%tfK){<dW;W#E9W1=MVy&CyT1B3&
zqq#xP-ngto>pPA#!fx5EjJ2<d7v)>prgZ-~<9fGi@5KvQF2IACRAodSIfpjUXKiuC
z4bY9_d#c;auJP@+y^rQEAV-AoZlGDoWNWRe<xAn0!Wq(?Rv%8u^Ov3`-A3ssM-qIo
z<M{xiCj<8Q)at;abMVrxIr}!D$sNcsyDjLvO@sC2wFQn3=KH+Nu-ej@)Ue_v!?!zW
zF~?RGf*Hhsp8^8P3@WXU$ZNx$r2_q(``WxsKS9m*_9%S^T39vOSY?_lWkzxvhqL*m
zHtNbQZQr-)*_~fL>Tx5=KseGHeZP^gz+Akx1%#`kL<DR-?)(WC+u)wYvwQuND6kQ{
zQg_J^Md?7zf-6HO!)hPESF+PbFbKC`KWszUDH?>rABP36f8dn35n6^ncVb8G@faiZ
z5gc-3N19&{jg<pflPsq9+NE~+2I+`4<gJmSB{wJ7AJJR1dTKDIBuaSu$>Q0ihFj4W
zb@PKYA*+@{+c$EsGzj(vw-_*7aEsX**$1hv&)TJ8&#L0uknjD^=X%p<?Lqan3m2hX
zeB?#tlpg>a=Jaaz;>fOHt@10l%eG3EQgSUdD7E3hk?$}Q9|=na83V8b<^i1>I`=sm
zfBDmoSaNU1jK$N+j1HhZr3tX(8$B|LDPqA=HC^UMR(}u@_3E?gZOG(WIjWg?Z6dOH
zK=i!-G<x-&z_xOkH4!TlM*z$u#&DrQ^ik#V4y;b<Lx!r0<DH@PvlrBQFJHL}ZMJxM
zX{=%eVlaMZ76oXT1U5zQSnFp6pFRUV)jYf5ymdWc-2p4unwU5;g9NdLnBznFC6)3V
z6R~&hYrF?w^@jSJ8Bfa4nB>L4;t?u?!(d0hLuTGAMyvLQADgRe^4kc>^v~N5{E2^3
zfhuGWz^l?#x@cMg=6#`-{>C(I?0=np1^<1`^%KcqVrgt?B!wYF02!emmx>w2&%5j4
z71#LPeEIU=#qj1qNvR4(Jt~hDYoLGz6%mptv78sLUG#;5hNZhdIA-v_7vFJ>)<!?{
zV=RzBrcps&1{E|Blqy&p4x-W#l8>C%!Cu}UE5v+aulHu>&loiPGp&!IHWp0<1sRC$
zc+kIc0kp@RgoQm>uJv1MnLyUrt@mEx$_GEfw~g_&IlYr%5ncQqjzP-(`Evr^A9pa_
zcjfG&s9mz-<U#5MB^XfW4a#;<At5jg_4x*d^DBcy+l}@e%4uD+bk5bSBQUnlBaV+`
zMphO=P`hOOA-96Lk9imM)el9>#|ynEN4t!uzp`5@fC8eu54wTmzq_W7#GdeN(e(>b
zJCLio<I;FlZbZ<-!Lm&I7XQfVgJ1|145K|fz7E}qS$-6l%S<LCO2`yYR*ehnkH2_$
zlvxJoy}d9?Cx2$z+dl#69{+&@OH$EgR7s0I89pko=ZI2(dyh}mQlarE(41rvDmMn3
zjT9JKY`48~^{;ADk5T8o3$FwJ@^I}Q6=rse{7}xUYI%OTh{vIQCC+wtLyOK!#n9rd
z#w()XzzqS<C0T5N&4NX<;gz!qx9UylRSIrmtpV8i!)SyC`@ta6(fEj*(2ju~4eJj^
zs{9yH6%TEPx#yqMpq2r4hrD8k8BA{&Uy(YkCeC)J9bIxNz9eA@Ub*?CeBTGQd1Ha&
zOH1nBFXHQ|Wf|1zQlyHlTB3WFl$WAFhzPC-2;(kT8iZ8xh=sn;-e3yj{$-3p$*=0|
z#r@V{O=Vp2NcD<kg(u*#2$^Mb=Cl>lwTxe$-CiTr-Ch-ETYc|J3EIU0D%jcpn(FRH
zV?MSRAE)jv7x{igD7`UdccqJe$MCb^OJ!(9!ubH`Ab`d#pp#>&gX}0pl_z>mM^Z#i
zzbouF{Q6Lc)IHvEb{C0A0c|!``{A)qa00zOS4sGS-;p+Q*3r99KTD!0(5(c!gLLoM
z?Ji`440!AdV@u4W+;6JRyeBfN<}loFeLR2_-VBK{yz0KHTPg>)3%hOb2qb#kq>V@-
zB?_}=!|C?yy3hAU>G!LgKxmcMjBU=z)z%M2)=qFkSThY2ogkc{@zc4QU&3Tr@OvfG
z9gD-nq*R~I&Lg4<!16%cL<aHz!75OYd%|9IwViF@vMy86d&O}taG}FDcJ`F5og9fQ
zJK)_$yN=&28=4D;WDG3+$cbt<iJ%DZYKq8icQMbCLPQYn>pT3rmbhFqkT+1R8(P=+
zE~gv~6zp}Neh1nMto8&JcJoG{0_k`AWICn2UgiG2qMfQ{chD^V4yuf`1)#+?rv0dy
zYG;seYzy3-PnbW)CE{e&;qcukf{r*S>-7fnPbolwj+b|hYpL9e()7cr$D9n^=3WSX
zKOzn~e}L#Rt1fnOW9GuW>$lc53rQ$l|05+nNFv1_h2a4d!%Fbude*N<5e!0*lJxbK
zu5PQ0CBr5wZbyv(s8k|&<%K>~M>0N0bm*HkU?FM4t#tawtoat#LJwws+p(;$q>jM`
zGfQ$1z+pOgoQHTPNZy>>SXY=FuH4@xf4qI8V6{c`EFQz8MidB&auCG<BL=M}8uPlF
z)rDs22Pl}q0-Fa5*G9hcT~9}ODexS&H2Pl|mDHM}m6z3S8LZm)YZfC!>u}u<wEjkg
zSw%5uLL*CIYOq}p-F!9FiXvP-lr|TaiTN9uj#m7jbBS?f0N-JI4Z?TE1Oz6VQ~DV0
zcuhw!rNl3z>{;~!S(W|Tk?4Z{>jPjT%|1pd+iWiC?~$0+a8Eq_L5Gg*M>ZV%qXhIR
zXn?}v2{5Q;*{|rqy<{g6!J~s@+b%^rLa?vI+@Cd)lGD=A!UA<!q`S!~9+9pb27+Ps
z6R7gejL))hYKkwnQE@TndbZ6_6gbM(i(=UwX|&mac)qB^HJ1`z<F>VC&Vi3b+NPgB
z-}iN56w)4{FzB4{Av4FFkGJ;ciGYW_KWplujgLt;p@bV%2o^m0?>*>s(~`5v-bT_k
zv@1(^+vu79KHpY<h*f-|Kz1JwX~H3WJZ2+{2fn{tY>!<*+*)yQzqGu=GF?~Y9ml}5
iG_*OL9M)oa7H%y*c|K=o&)K_4|F$Sc*2P7i_5L5X&ZG<g

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree
new file mode 100644
index 0000000000000000000000000000000000000000..b07cce843148512e6c0080d9676d6473a8d0ff49
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P8ozcW7yy{9%il9g+#ZeKFf519wyh6uAV)ARC+QW<#Set*0YwcKlQ>({mo!N>W;
zxtdj=svO;2{X&BEa#I-AEe*GoPCfVi=7XNMZZ|TY$F2~GhAMLQ3~>zc^!L+CPD^9B
z!JplhaP8Eprqh!Chjcl_uQ^?ChN<)S3kmXc3Jvk}a|apuFXWTG<c6k|KknPE-1La`
z`y+!jpV5{22Z3$xPYSzh{lK&<C7`l;Qq0T+y4{mtN_{+?UHyVx8Pw!n&zs+^?aeDV
zIqmMsIr-Nw$D}|_^G(c7P0P$lWw5-tupn|qX3sibn>Bv(EVgO-ZP^M{<L4g&G>9Sc
z#)I>QOb??k%5E`eZcYuB)2)|)st9llarS^ZeSw}bQ`pW(6|o&X{KmT9J{~#d8wgbv
z<m%|+>k9JURYB+4;5nUI)0G2%YW~&rNzwnd8>%SSKQzeMHCQjJI6sf!^29#^X_=2S
zV%riJx@u#)&ivZ;9}<s=MJ1VOiOD6!47G(-V!{gdZSLucDQ)9jrEse-xE^X&VrdC5
z7K>98i;^=y*6P3Tsy5j8C@<k0-;wf&DX%3Ak6wcqmz)YRFEcq2lzLWf;R(9+ndRDI
z^=tvz;LYqSXFHWbl%?b+7c*#a#m~NWH$r*p3ck9^$?Y0H7qxUjq|@??auahH3MKUW
z*mI^Ro5tULwck~mXYGrl>mUkpOLIzq3AG?qH@_$|Ju^?YD7B=tD39Sy1n&YBsmoPA
zU->!Sy>s_yyWHj$h>pB`kc*VEzL&=ZzRuZhpWzuXt-oAP<XJLAz96wAIRmI-%Kl%G
z&3|9^KfU_+Ymdj_H;J2;_(N0_rKY78rRF6A6+OB4P<H1ZOP6!y*Ej24JiJ!vqSOJH
zB1kAPJo7*5I9<Gfqa;lFtbOKVSC9DhA0SGKlZ!G7fZ=_W)8yAH;X?<nYx&)+4{i^2
zJhv_mq5|krpuF*)>W12vFV-j9eLUj2=;Oh!4OuJ@`O<>olA_eaT!tsUmPyhPk2VMX
P6sVrRu;AK?EB|Bwx}$^h

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/f8689891fd629fa004008ce67d89f00d4ece30be.tree
new file mode 100644
index 0000000000000000000000000000000000000000..5b420e24175b31fa4b434f2c5d6e811bbd35311e
GIT binary patch
literal 534
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA@UK7oUW9G`YKd81A|*a1{$|%}XBk3NI=VOp
zgt!Lj<)$#io@!d{`swnMGuxWCuVDD`|0+Y(M5roHzktw?V7;v3{5*!BYw^WC0y|}E
z92EHN3_N#D<5cv9D)aLX@pN_tnWYsY=x-u>?qF6^)!T+iA1h9+G@A@n6yWIW?da~R
z>*nd>3N><iM@%^Xp939?)gD^Tztv-v_$NMxst$5>bnyin>2`9{QjfZrqtQot+WR)B
zHP@|LejBPN*grJL8D`j2=kl;Uf971vy4THCa$NKIT!ja7pz1;#gS{c1IQ_>k@k)s4
zeI2Wc8N2Qrwhrde@PH}`a}Dxzi-ah<a(v72cbDt>9@GXToLcNN%T)F0a}xs~P)IGy
zOi9g4PG$Ii*6ff>p!?oE)7=wUpD4!myMNDyD9Ow#C@m>w2;`leG`V{9WRI0^uW|1V
zP0(2S+6ST_Co?%UuNW9VJ}VS%RIxS&NL2q>pyaaeg=Ng=rBK%t<QJ7BCgr5+6;v|x
z{5_#iv;Bxj^tIeW8OjwN>It7NK$VrH7G<VYf)s_x+uk~;(y&q{QTJpu6Q6;xYI_a<
DgZ<6`

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree b/research/coupled-provider-independent-audit/custody/5376/git-objects/ffcd36c21c5147bdbc97476105e4215d8f47f76b.tree
new file mode 100644
index 0000000000000000000000000000000000000000..664242bcecb52864af5e414d4acc10d7e27e53df
GIT binary patch
literal 787
zcmXpsFfcPQQE+r|arJWv_0{!o4EE5=D$dViP>84qWJq{^_Q$D-76n^ZXsC&)9x{Zg
z4h`|}57G?^^$UimUBZ1aKlWzl=Ks8VFIGo=z8x@Yt|3&do2QQ}R8{z{g<T9UB^JJU
z-@N$JW*!llf0Gkos)GEZT>Zed!&HlyOBh{Mykqclsd(u8_=K?FE3D;E)t-JXt^q*z
zy84Ac?7v{R{WiDbx>Yj`?RRu=_3q&*+_Mv^Hpn&1(=}W#H-%wke(T2dA1W7YyZiQL
z2FsF=Pe+f4!4$!L5)yIm?(0Rx8z0QOSgrEEI=TGs&q+{4!TzB^&M?=put__~{Ce&F
zx2ist{cBE!X!Hy|sJg_Q^wgxHM7@Ga2LAtVOpX@6nsNI>vt$nUq`%@OQ!hbPB_-x%
z#}^kQ=IQ3;7v(1AKs>T}d&y77xvO`%KfXI<?k>fI;CmZ`F*M{Clw{^+R;8xk)?;D-
z1PW<I`BkZT3@e!)$W>}A3_mz4b$w;9{T79ZcfUamO)pAJNsUiWEJ;OiMyZF~#wX8|
z1zmjQil2Xs7kTOFo{y;m%^i3&W#*-%7Ni1+yb=_9@WdOk7Bq{9(*+8Dleb;^nQzoS
vgzUZJ&=mV&0dGXQ9wcZo^9o8!iW$1@e7@s3q26|vUUOKe7dK=5GbdR9lASjq

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md
new file mode 100644
index 0000000000..977eab508c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md
@@ -0,0 +1,13 @@
+# Contributors to the PR4610 selection
+
+- **Cao Yifan (@intqwq)** — [PR4610](https://github.com/CrocSwap/integer-mult-bounds/pull/4610): changed native maps, helper/contact optimization, complete paid profile and final compiler witness κ=.0030217758.
+- **Chris R (@Clear1nsight)** — [PR5241](https://github.com/CrocSwap/integer-mult-bounds/pull/5241): independent source-bound phase, arbitrary-input, invoice, compiler and outer audit, including the same-assumption specialization argument.
+- **Cinna Davis (@1337isnot1337)** — PR4470 and preceding joint-helper/query-thinned controller chain; the new construction builds directly on this work.
+- **zxv** — productive-helper native construction, moment and compiler machinery.
+- **Jacob Alan Sussman** — mixed-target recursive compilation.
+- **Dugongue** — transported-frame and physical-interface foundations.
+- **Mihir Srivastava, Ryanson Jonathan and Mark / Matarener** — inherited independent audits and adversarial questions recorded in the [PR4470 contributor map](community-joint4470-contributors.md).
+
+The [PR4359 map](community-productive4359-contributors.md), predecessor source notices and [full contributor ledger](../../CONTRIBUTORS.md) retain cumulative BIT, geometry, scalar, Clifford, precision, analytic and verification credit. Parallel audits remain attributed individually; this selection does not claim to replay every related PR. Later scalar-only compressions #5265/#5350 are not needed for this exponent.
+
+Maintainer acceptance by Douglas Colkitt's OpenAI assistant used substantial AI assistance. Neither this map nor a passing finite replay claims independent human review or an end-to-end Lean multiplication theorem.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PAID-CATALOG.jsonl.gz
new file mode 100644
index 0000000000000000000000000000000000000000..73fa3ced93981949ad8f2432af840b787d9182c0
GIT binary patch
literal 125818
zcmY(qby(ET7cfeLq*6;G9m3Mm-O?Z>-QC?KAkv7GlnN|J_rlWM-LN!EclX`z@80`9
z&%1x_oH;Rbdd`PB76StT{zH0ImsFHtmzMl2sjMaswD)jvc0@R8JxtmDm~wg_L@k}S
zwa|t5mi|%WX5ov0qV`g9POeU6b3d#seiXt1?ZhIXccVi<P3F|Lv@H5ZODg^{z2SPd
z(;ob=a~ty7?-KHO-f!}H@3Q6#3Vs+?3#7P9bXn71^SI-}n8aBN(Rk)K&=q{?3Q21Z
zedvpPC<=Z#zq~bRzkQl_UZ)6tL2UP4TP(g)tIP|2It_Wc+c6PudnGb?b`gKM-l}YW
zJzq|2pZ0mVInH~1Iv>w_nY!*6dx3>KJvXkszRZUNJ{~9TbDT@Y%&WcL-SoEyKi)Lv
zy<8kNwm)C?UtLqTzi!=zsJ`wUXwSD-1!RW2T)+`OFJIw;PJ>^mU+)@S;Aq8z?{98T
z+k;+jDyd(Yl;@xG+F!$7VXu$Nr)zC462bS^>8Dc9Y?<o^0k7rc`HzTeAtxvpEQNdh
zdA*h5w>b})w`;;<>*=bJ^TQ?!6VDe|k1x-l*B9}ZL(pmaGgs^6ez^+A-634Q-A3^?
zHSx1XIA3r9r%j5KUY^BYWb-cO)!?!`zCP@8a0Xp$rLVo5Z-LsM;Qv0JAGYt^!#BXi
zGkN8>pEh}63aNe$dA&UZg}^x$4}M$=dEUBx&0f8JC9FK*YgtD<V7OBn1e|T~wSx9J
zUS19>U!Q)5aEIlOzpTO0JSV!mJ{+g-pe}64KQ;RKwLgo$dV^Wd@uy9;(@K$i<16=p
zipyS|{zk6uMi0?P6^HF>G_Oy`>95-CJNux*{1&71Zv~D&Y83GFRZbyQsW>C@0|c8d
zsNFJtceMpio<m=T8d-LK){G$f`F~K?8~Om-()QxudS+Kl0>wV^{09-6>Y_RJVFyTH
z8Ti4fP{cya@aKWazW|nc2|3i%w2NsL7tJ<V!OB!^xd95J=5S5Mk^Vxpb!hIKcqjJQ
z^feLD<+R{0^R`~W%IwFM3{c}mxVw9<1a-xCpDj<)=PQz%4A9{Rrd^Q7>hL|<Zi_or
zig_A1hn-^3lmPLN%0L+qIcywA|M!<M7(xdFY00s42Mu|%JgPS+`YGczxza}*ce~5S
zB7*y29AkgzNE-|Pk5t@I{nJ`NvLVw)@XGl={}s#2boI&Kam!zVMPRZc{9HD~JeGe9
zff=1Q$xT}y1A3fpJY}UlIk(y}@)G<AF4;#idq;RQfdpfwj|(d?ADC=^iFW2xeBjP@
zGZ|AucN)4U-Wv%g_7enP*j5F7J=vRJnIJy~=(2sxcQct#LvICK;Y?(rvJ-evxeBW<
z_^ckI;OR0*3VU5J=og%dOerPuZ$EjCd>L{D)EbS5Wt5wraBBefg-;v8qe~AWy$`la
zcaz&LgSf;gFBxG589cH2Rt1JbKC4csYKG0h-up#LSvM;ha0o$h$~u-^gM1#W=JDaC
zZ>KHGxVd0Y=+Tsl?a#Q&oKvia{rubTHbkM?{OGG}A|VZ{Ae$|Pv%Q)4SS|jR?YCP(
zYD1Iame2Ht<7&Gt%%sk44Y7-fwc2AAj3ZX9HWoa-;D3n3jn2L}Y<+&JH2>Yzc3`xJ
zv!F-XI}gFv#RXg{sL*1$Gt^U3Qw}`-2Ibjzswn?7X$)vLfYqFY?&OG>m;kN2G^T*;
zhZjM8z{ojLQ)*1D>7F9{M=3CU2@k`N?_c(3j|G-+QHzc{p!`^4J|BbQzNKDGE4n;N
zf@PPIX%A$VSnZMlo?IVVo2lfNx#FUZGb$4Bq+Q26kQBvpu8gP73u=|Vz>wIz;-v&X
zh{_AAvU2yXdaoB*ZA<EW$z-a2h&6=+*7?D3_!X8Jj^&qF_kkRH;X3}_q6xaaW-h`g
z558;zpFl})s;3N;YC@0#ZPf|n)^76@M&Y2Af4_x8b1PJ_r$T%N`k{%xD<k-xJ!c->
zKYWutUZC>-)9_tr$Ba0{tG6^veIOz0!}sMH16kc4gBdT7X))M+cBi)2PVXYnj(SW-
z5O1FgP>wO>-k^hGrbCA9b5L<odVinMsqMQHAy}KyPmzjc%?C7Z_>5v^sx%-Rse9Y|
z6gaZZ+H%pEtveEK^~dl)&zs=VN{4P0qws{#7)tDcn$fA@yAuiDO+&YX-x;hmqAM8h
z+07&hWo~Ka*xijlv)T9wfNLzwPtXRB_82uNcY0vo8_x%`@&xPQKEG4ncLx=&A+qLU
zsRahUbl^iqk1qXFbw(wczx?46VSk0ggT?k5qqyDjjofb#orvm2I-9CqkC@w1mZ~8d
zfj^}t#?f&qE<R9CETTfKwhf1(y@^b5Y8`z3B7BG}$V(*4X3#S(u8sY&!(h~t=uKo+
zve*jI`1(_7W?UX;jGK*PW>FRjVlt|euzh#sMWfU28Oq!CHuiV4LVmQZtau)e0A_Wd
zfbh;y=OXJa4FRksA-dIFw!GBLapx1Jq<9{$zz5wx1)KD%41gz1W4Cb=?R-6FgF6G9
zwi;RX&kte+9!g(o*z&zD{1ibJUc$J#e7M6Ovn!lFzf<k6OB)lHkyBOo6WeWkIAtCK
z3O>3v43To11NS`_Fss2$gmOgYg>SDe6(efj4o7=>D_*wb#|l!WNtGp&Dw!G5=wK?s
zSpZ{Jx4>Db8$fMV_e&yehOqXe1T4SP_}1&nXXL>0IrV?MMCyqZ<n*so6_lr>`AGum
zrsgB{0$qe@F{?Ed9_|Y|^}p>%!<7$`osaby{Ww4-4`5z`yw@ScCRfy7jEm2e6)a}&
zN^I_z?=2_XqHZ9Yb0ZKd<PI47>-V8oh@}Da)4c}3kDull^sb$Yy8&&&R88*!@i?Up
z&$cxGks>=bO}mB2f^r#CGoP@O^^ZXw=&dJCe&_1b3c9DaBwnUKy6~ufshObQ=+rOL
z5t;VnDo>LszI?QRt`zEnqd!!aDZnZ_zfvo~!9SVl(!D42Y*2s~PH|^))pn#%W3g~r
zuID6il~P&vl)Y}{x6jCcdHeK}^#>Yf%OITW&Q<&Qh+2a&XSfwe%Z=<%;01I|RaHct
zzfrnHHA1#?rDwbU&vE4b?-FyX3g+rL#mx5G3LM_!Bz$F{o?2vJuL%WaDqN;91=Uf;
zIl=G055L=~<(#l$k4z$h&ted(&S1iMLPv5qE?cRYvLThh4j7fpqI662ANqp-q5seD
z&7Gs!tzyVy%^ZiOf)wW^$S7Ep#Qt+3J4i-s$uM@U2l`~WV<-8~L-^gZo?}8Jf9U^z
z1l~$ZDsb;1_Mi875VBG{`48&<LgGL0rdfe%)WCjUk!sWxfik<M;FqbBAFqhiH2fsx
zhf>h(6QzmqW^^<_ViQwDcYka*JAroldX;7K(qzq41_0Gnx@+9;I2*H_q>f%2RN2sQ
zZ;ysS{c7b5rCjS{&9nrNes^5cF25>{%TN>kn5i(|)q1wkSkgO>lKiQPh$}b9)OjY4
z)r3qQ*(#AIWkIL6{hlmbsr-y5WE(y}C|Z8Z7=4WBd&<1i>V~9LMDQ-C;<Wxxb&;Bn
z%;qX|_Xo|=R&=`Ww4|fjHlAqYCcQ$@4oiNc+fqwHBn(j5dE9~f-tbN69$ax^d@ZGW
zLJASrGZX)rh7Vk+J%k-WQA2vzTWUC`pPF%}Ohx&wXmX6ESOI(CHu@0H!YysChDOR{
zP!zWA^f8OxlvfhkaLI3KJ8DIUf&l|`7u9IulSv*KF5G<l?0t3rTZfa!g9i*M_i&(R
zYW?tuKsePsqGwMD4c)XwAaU8gkb1=N%mjLUVga<c{Lh$cRw2PutaDGiNB33(D)H23
zUP8*V{8~;ynTM%**QmqLXmlI6FapclE46VM!^d54KsuOlc?Q=NHRTDoaMxa<+Y8+N
zpHWB~k43f!Z*8A}@hieKjevxdM_{JCFB08WRoz(d^-II-*prTU>9ik|cU3$TlfQAJ
z4)>mD3@7SC(Ugk2k?ZpEkMqm_mn_sxq$lJ4_Ku<xns8HtuSXq9MC0upg{KJ$0+s{G
z&-X0QOZnvNb(o{01xYe<t_Afb>yx5}IivCH#3lcCG**bBd6q<mSn~q?=l||tE2HwY
z)vD;n(Ej2I2vJzn2T(V9U0%U|^mO3Ki2>HULcbgP5qOZ4|3kHEKc(b6GFe47?*H8M
z?zW*Tiy?nhf8pC1;avq#MDlE=INFD1swvkUPv4{)qPm<q?I~&C#BgvS$=>3zz&?s_
zM*i;cr|g1j?(d1Nit{pLV+_ZVOS)6uQ#y*fc3CV9vsE0^d7k%)c_T7V{!v4uLar_t
zrFhU+tQNEr(<h&3i2Pv{!pX-bJhox=!<2<y)iaxgTj}zxoiX9~mphEK0Mr#TraR#k
zBX_(l=br%w`aysFP;?Ydiq^-gIOseYZoVeFr+=qfwmI|(-+2i<sUmoyJW*{zcWWHV
z0rjt*Hr&W=x4n7kaiAy+gDSWsPC!WJ`j>S({X@ij7g%11eL?FH9R{czHLd{EMn!X`
zdxDeavp%SR92TL-E~Nh^$F)<OTI7g61gk~sOme+EJiQ6*vm-a1nIayGRZMWAQ7uc7
zn0RkdwVsDZ<(<-wx++)!#AwkzGg3W??2FAx5kG9`<p4+L;UemS5=nZ+^F)q#LlRrG
zE+n_hQ*`}00i^g&GPYwC{|w{+m0Kk+&+RjUm(-LHv3nzh3&#8K6g9tarV($>$Q!lI
z-fXkM1YpD(wvxNxn2K3nH=W^`+Ab~!3|r~Jy>VDH6{3A2ZGKePZSfzdVn+2EmXiD8
zyQ`hQ_ZaDq(@ov6g54=?|KC|YW>5u8?q&FL+30DKEVz7SXxd|8oNK?yoBZ!|gna*7
zm?CeHJ_}oS3a8d5KH2$W@oT2CJLQ@DcA$!Ww~qgp7%=g;)U;Ea>WT6Cu&RLHH+mhp
z(*PB(2@Lq2kU2J@tyd$wLG>=}D<Y-hldag5PZ#Q|=UEZI2T|G;nhPM1*|&7vPxS;f
z+~Scf>vEmM&=n6y3F*{!+ug@krpJ~_EjUl!BfUlXA`E_30KZNfyo6SUgdDW~uX7#8
zRhC}{#dDqv4i;1{P#HLWgrD9}5`Mosf9%*^d{H!s8e4`CfHIAZ#&Eb`<MXGeSTFl4
z8})d~s~acZr@zAWqg5%f)iv9iIzyxz7wyKtEo<-t5h104c*Ppl+~ag-w*z%%3+gHn
z=nb+9QOi(Qt0f#ZO9Ttx>9S(6#mm`B-SIp%Xww-UB6P<t<v|HLM>~BR_#Q6Oqv1+y
zuiee>!CKcafek7mQ0D6JgjQ&N$Z<O+;Ay(^m&RSGKs>*%ZZ;z}TvMb~Ph>ZFA1AgI
z>+-4Ls?u-gO2BCQNbjAPp>jAqc#0))lH%j^rF+1DK^%r^@?N!8iCrL`IJAwhGcLx=
z%`FSAEkgH=S)gCr!-`ZSO3J~3r*@hhm0Z$%Ov8s0m3`JZ!{m(~InKvV`Nd)PUd7va
zYE;ILrlaf^73B^jevoY%th<^3T^>V^hRAUKv&n#YJC2Xy8RyAjSm{sGgD%ET*Ra`N
zEe@Ata;reUT&%!OXenuxAR<Q}!I=hR-i|AW`slb81AZGVnOYvzLDx*DOKnlfjY`Jb
zC?>YA_EC;w-WpKUyY=S}%BRl3Rr4>U7^C8p&uxDmf&S5Z$dk*m9G58^H4%KOzsGJg
zYD{i5d^bgVPEDu3zwGa=Es?Cqm}p)Z`CkMLCb$^HT}<Wan%g+v{2dRc@c-EQ{X8E!
zbKwWx%S#Bx(li#jLfoUI3VQDk+0zDI$cp-#9VWA`#|6eIiI>m8A~LDFWnVq7tmn>t
zDxD^-n(hBbeQlTCWCR3gP@VtRPD_0<qsG7J%ehsHF)N<)+~zRqbOS_Zifc8xkv6`H
zZ1FeyrT4xs$H5N!C!WvYkD-_SqqQtPsFjK4jRo=54&$E;ZCYKYbx1^S%r8k~=+((8
z)%J|HMchGN!YUg<(*YKoEX{+&mChvcuwq+&tVQPgxlW>cb%0IwYTkMDKHi3Zh{$zN
zbj|Y2ariCBIbCQw(s-o2S~+BU6I|D)5~j>}4blp6=<`YUCoQ=&oWR0Kh5Bp?*K=^@
zE~S5a(`N5)@+i)xdY}esJMHrM)ogU|GIOj6@cRv@J4n}>mlvq#csD)&L-BckW{pgB
zwa{4Z;6*-|ws--*At*)M6RhPp$WdX>%`ttAq4+b+{aaJT;OWs-Vkh<jm(F^8eRNfj
z{<0O6L8kTQ;_I~@hp_z?_9G@={Y5qqMJa@i!|~!iUHpAxEY_@7#PK}$EM9~5f;sfT
zmEU2*6iT;`7-9rs&>V5GeGeE-=W90~WiLA)x)K+~Vm2p^M5&_-v@Dfp&JaPX2aDzk
z&>jt<lI-?h36c^%AvM$J?cux#1}3Am8Qld<^?Dpy>p7oW{<86PwnT9YQBnQf^Dc)A
zAjd8Y!n?w*uJDaGwwnCW(U-e&2_ap1q-wT2!jXN=X<>f|%2~y1Wol#BMifI#O7s~D
z0I!!b0kse`OqK>C71_uL+{Ygn?pr@#eT6=D6QkJ%YvA!GaRrfA9gIJKKM5#yw-lPZ
z3LF0X;)7Q7>*C<lP@8#&OJXWOBkxnzrsQ_eAhWDR%F;!r!DMVvCDEu`EKmL$E&-pX
z)kxGotJX^XZ~Q-$iAu9i&~VW*z5V{c&ALJ7z+>(e{tJfX*{q(*?Sx3T=<xQ(?QJD@
zswm3PidmCa18!c3k5$~*xyhw&)tHT>;X&ZTwN|W(KF;@MA1lch>b0eHMUxy82z~L%
zo73%Y<|*q~#An<C_idK!?B_pZ5iI-1TkzkD8`!|iuO}?kjlrrzG(B$!3B@`wFp2H^
z6KP#mYTX(KjU21H#(Yp)6O7k^xH(7^&r=*kBP6)D!8X~}eCEr)XUF+EebRT|4j1kl
z?Pg-hHlikmR84a<80t>{j3=4@d`dpH8XOOXq$00I>~jS%Fr86$pPJd`M1N}k6M#^A
zwc$BV?T$yWgSgSy@nG=2FEkX(=SW(3i7=jHvNbiU|9zyKp`L9IYQsoVY;(rG@n)6c
zO5A4e`o@clF{r*O-xshdlFin{8@BD+K`6dci}?_HaW8A9jPZPY;fw#Ev#$ih$rHAS
z$HW;6J<>?jKt~nHes)*)BnscCli4I>FmzyuZQ_g+w|)qv{3`2-T|~Te^wFt`TIg}A
zL5Uo{%eZR~%(D?`%3;vtu%LPRhoKix86MkZuZGgfVq`wwJM^$$u-L-is<;&Vc|(2)
zXqV|(!b_f&_JyS}^u9iiHo7t2?`v#LY=-=)(jjf|@h{)EKFtiPJ>~ePItH{)-qIh}
zr|0aK`jkIdRvPhkP>p>;K`G%Hg60tb()+%a0~l4i5j0gk(47QvPPWY3<mccHQ#J{Y
z@`EHK`nMhYjGic{4biB@bUX6e?|@XUKg4UlWMRB`-^U_6xe)K3iAC>hw}YxMijX!n
zAj;LLm<}med1^0eADWoCP*reKXwPg`3N7d_d;A|Feneg8*%Fw%aev0+5aPL`K`$+N
zBjpV6+f^|HJ1NUQ21VYpvkvv;JAk^94(T8}Tb7%upJd&*dK7(xjtx0wSI~*eyb`7(
zCsR}b-}l)y(ech8cO=^2ZR!wYPnvfl$=;H^sQk{M?sar;+7WL|Ld9&8>wjgtB_JiK
z4bmy&hDa6<>VGWa+!D`x$2Os!H28Zu16OS>aXsKMtt8JmZ)`fpxD2v2AWkJ%w(q%V
z&sIzA9xY7}z5=}9QmVqrsVmO<L-AWyb`mIN3dZ`|Y@Lwaes6L2<BX0fqJqWveV42;
zx_cTzlV}%7_zJ6g?*)FexOlMYtn~COGq+d9P2*d<p^Bpzk3^0-7?+ex-olrpT9kp#
zN%bM>CZp{nCX5EEiNc|2FVxO7nXu^*?6Dh3P8K!${MM}m<lj`ANC&eBdDAY=2)DSx
zLZQp3K%UFoITd5o^&^oXB|BpB)1527c4uOIU-pjrj#C5<+A}Jok53gO^VvfGFmBzW
zxSTegMY~U~8xSwn&bm{8LEMvH%o!<7t@c92C9#pMQ&oH9cBmbHciTK+c$QxM{foj7
zcx+lCPW>EgoG3uacoLmkDCYtYRZ|F7RO<VIJ;JITuDMVfZgWYRGIl7G7cCzuk-Yqn
zMbW!oib$}L;bxXYS5dm#<BCbS&a?A(Dx9L?Mks>=@~75NQyi9*(qsgq-HCyYb?kZa
z{UJ&H%3*;$lGYngb9gF<*gq|!s`Kq|&=kzf3OjB${Wo;AOkbj`e3p=ARU`Bkc>M{?
z@uj^VT5-#H;@vcSw6M`TJor50lY03MxuNL&a-xZ{>gCrQyq6Op5W9G=%ry56k2e+9
z*K)EGxsF3LAIM5KczI`)!BBl(k~HF^{#%fPiJ36N^$lIiY@4%cq8wUXG{4bLsbBn}
zvB}x;Z(b4}Lxl^&61LJn$C2H$#^~O^rcYvX7<!!nkWWpz2N;hEHpnxDCObaV>Bbd~
zs$k*a-aStzoFeE3O;mx0kWkvq&EjN{?QqvX1pQ@rCB;syc<uwShK;T&gxX6%5emE(
z+i<rhBcU1WC|)To$qaMTu#dwEP%|Ls4)9b3f{Rw&PRBwh8I=DjpC6&;36Bu(cU>A&
z;X#k9AEkG7%A+M3v4RFhMJ|DM99KMz$x=EgQl_6*i^<8j<ecf!!=!dSWDxR%<3$bk
z)S^#rW}kmQVnFeljrIh8aESd)tpJ&Kzq8v?cMf8uT(OCnq=)R&sT22o*(9pC5c*d8
z*h3kEfC%>~)KZ!pU;+VL5q$%`k=0Fwrn<)3J#cRZM{7JYIG8)lzblSMiL1N#Z-a34
z&#BKQ`F*<mcMkUy<E^s_iTg~bN-y_52(TT`CS=!B+=ZXiUg$^dNP=2Cv{^i>pNLG;
z8GPef^9<3wdwFpySgIp}&x_P(=}oZQGPH{R#sq*c1!9&NfYa%h2m35}+5+*_2x9zQ
z-;1-++zEO#hsk$3MX2g+cIpV~{|=V|>`RN~6*6A&2=6=J&reygZgjC^Q+mTN`w3>c
zl`!j^HL2%W9P=7R4e*LvI*3J6aK&v4Pvo9o_O`Ap!XsY-pQ;>UhQ^=L-aaLK&M<xQ
zKEM3Rkg#BClmC*@nhOkjrS*y5n&S;MqOe(?!>}dI@mAXMWa31O3G55i6wZcX^1Av{
zT(e?cF%7wuL<$)!qswUd^vre_FBbwe(>?;DifjlU{&2q6=|ls^a#z&3Ju<o0xcmUe
z?9-#7RUr%Mz!QW6q-Jza>{|&6NQ&|{Nc^rDUpUtsy&PzGo*3O8Iaf)%h;Wxg0?$sk
zH!vZo)s;4LN$nlU<vD(x=9>(p<i6ML`Udh|`Xd3k{`1p$g`1%pzz=g>;(7Nebnn^F
zRwD%IEuGW-^!A%AG;&s}^LgpN=<K(!jU*q<$9Nz<E5fq&dnYJ396I7?MEWh7J&meR
zTlTsr$dntkGGt1PAGAxtDJiwF3nH;z&acwf(;42deQkSoWXWhVdSGP;gfeRNzv)>S
zr5#w&qc!VVDo!sS^&2a~T$d__Dq<^HY&~vu9qf^vX>Rk5Y*eOyuRlrL#i{+!)W8(K
zeXMYD4RcEO$rI=#Y+T{}nM^z@HsRNE&KOkOl8)T!$L}LjN5$0~JBRSi7nC^7B~IsA
z`hBs`koDj-=8(nP?Dy!xmHyYc51}01JYvpWKD>x{UtIt%Nx%7Gatrc@7l%C~^mS%=
zYFBS7gWn7PEtbBl$&Dhtc_Z|Y3@tsi(VCVII8n2~b+|1N6lTe462&L&Sz+{ONh*+^
zcgQ=fFuVv|z+n_sqRLQ?%Ub?H^5b~>ZLY}sqVx{*+^=eh2{?CA=^UUuLe>Y&la9?3
zETs#H4oX*gyq*=r!%74Rsl*gC?cd`c&Hd{W00lxr4gI!pW?yX1k=R~(XV3UX6#Xtp
zIQA%clqJ<FsL($dPT{D_$gEY8CArv8r_+#8Z&$okL2!o*_$`I|j1B%gDycRFyhFjQ
z$kA^xa3c-tPvW@w^2_^@1XT{_{q?jyV-6jrNcpOsR0pSrwE1qJ;-#|uLz?<q;C=sE
zXki$eq1=YFGeW`tVrBv8eagj8e^2(NlPU>Nm(kcsR-pGz`p9QDeEO{!A<`l%;_+r1
zNW}A0q78K2)sr#Elp|KrETy@6!-j;S$K{O1@HKIFeD$td^rdS9hH}|BY{DpZLzOON
zwxmxacw_9XqdSNeK2~fudwf1sT<~LZV)4u~LX~=N8u2dhf^zrZGeU0pyJruRe)1Nz
zzA$lL$T|V__xx6kW=6nZ?30_hn69k}R&ZNcn7My#HEEOuXJ^Ijpe!ZdcCu?Nxp|1l
z)y~oNm!r0c<7josiDM~UNwmHXtrmJiLv>+q+}OO#+|CeFq1Bxkh-lxqa$_aU#W>2o
z=b*$uq5J}QfVtp&n+9N6M>n4dVhGIDG5k)L;+HEt-??SE)ebj*BYIMrdXh=Krz^+T
zxa8ubcIGovE8{L{v!)~<3BW_&SzK5CY3IOat`eRPI3hXz$7%H`3Y{ZQErk7j?rr@h
zaZv7m#vwg4tHb~Lo0AM}vKiluw^~)c^^<5vGV}Docjpc841p3W6Yd)$&BC2JuqvZt
zKJGj2xlTV3_e;*FmCkcnXCD}H(z0xBLpDh(o4v_5Qi;N)-AgFq?BaXJpr|l2WD(1}
zmO;B)LXoO`(ByDk(z>esjJOvzzz=mmpKQA#4E1H8oOYLu=N#$y(ulTy49uzd_>?Jd
z^$r=UNO#W*A2UeR+B&XkoA14iT@nP1_>QhIR>W!W44k^^xw91OBKQyRyduvk(&1aD
zYC)Dpcaju*LOBZj47T?M?@r~(DYT%i%T2G5cO1(uy>uKSrDyu>Qol9Be5y;HRe<vI
zxwxMu`RvIgSRz#--Z7pDcf?{CN<0M41P`_XXAJ$`d^Cpr-CT^^RPwM&McgsLBIBZ(
zn<1-pv}?F~lC{)2WCe5ZmAd|dKuYSx;i25m`)E;^Aj@5x`dgQm-0F&96FJNs`6CK{
zz1-ByjQu@rMTr;Dib~Vk)`_$I@i-LdlkE8kMJL(I!6cbmi?%`HK~^(&EK5olnPYL3
z(Rv9S84p`G94)uL-qjQCD=D!7&*kAkSE6&h@2?|pS$;1^0txV5C%b$3A2m%+@E!Tk
z(mm3Pvl{<yh<~y>`23le)91~POcD@!0J}+yWFvmM5qO0<G1z0#$s;{*qIPEQ_|Iv|
z$GpO_ASc^C&GPbejp1~oG%HYIp;w_;uBL+)ot3(SgYszyZgfsTQu+%Lj+(F2&1E%2
z)F<TVW_ptI$h*39Wu~^V@ndiBk{u~K5(DLA32&TSj;lhz;TztaO!vZ)Er3)69^i4h
z8uIKNa->>~ZrT{zswU1N^_Y|qreQDEpYm#+Hy%d0V5|AnShJcG^cslUs+eUXGeXWN
z%0k=c2JZ=sy7-Llx~fN~!pnK;6kLQ&$Ngt@XM~BVgbqQUn9T|EjMo0MCM6Q11sFoL
z6N38Jxx7T^PTixqjbgPyFHpa08mGyVXr7<>51v!cc~rxPDx(#B8a%5e)kknb-(MNN
z0onP`E$T9?6gQ)g(vH!TbyxzosoILS8|bK-E&ZR5V51&z)-uz;&H}eFdpIPWEbI*H
zm&i!67{2|eu;GgKy7e2^2<eqvaQWuRd$ZAWV~!?gaLoFZE#-jz1w%txTe@ULf~HVr
zTUOy<8McG1%It%$3Z;q*>}z&^frltn)1u7QpP?~=CW|f7P<WbO0P=*odroQyR{m+R
zI6pu>Fm7IeeLl>boSagbk2IRv5jgPEA<WYRFdW}Bv{Br8NvXL+?DL_j;%1ppx8uDv
z4%QeJ)ic1%F8?Tb+wtymVl(=U3377HQ|!(1bmSFh<7#SW<9qOv!yCVt!mINuV$*lc
zGRn}l&Kh;Ic+~uE9{Z8>TxZE>rnRp@{t6F5o9XN4KBoHCX3q72x42c?J{>O~-v4NH
z(yF_0H{A3+Tl&y#F#L^A0}TkJH1rMI2Uq?P+z0WUI48=xJ3bcS-J}8Hul#dWgMW3<
z1Ib{hNj?K&Ni9YfM!3JEv0Old>D3SBPJF@69zqT5EuXK2FJk|h;FYR%*JU*D=PWo&
zWY2~?QR;~VnbkkM_=GaFBj1=H{_MP&xR0JGbtWxs?_uUB7pwT5-)N}BVU0lLc!i!o
z!(Zefls5ZuY)_n0gk<!RO>PaVWf>M7+KAPrMrMvs&(<K7=Lq<A0RC4#|F)Ym(IvNk
z87<9#z?g!Kf1v!1U-eMU<^<SyV||ivc*os19H>C9)gf^X?jdAOO%pFNt+;Cd;{q!z
zP2wuH!UsFRs%qybfiMz@PG#IUU3C%EfQCWWMO}Biz)hjx+YX}nm?rogM5M}|%^Vo)
z{=2wd7xsDA;+qL6t+ixit;+-i9{h<dOnoW{oH|+A3KRVGIuRCg@CUafH<7}dF4Bdj
z5pZ=+*ZAGgN|cywa=$YOQ|S$(FK{40u>)Ob`OQ&9*sF65hi`*G@%79jk=gR0=~xP<
z4`ts2PvcOF+M+WBN+ywLY2ZiJjG*);K!F}a(s)MAd~}<F_Hdw`XvW<}jD7<#vUJ9a
zLWyaYiP#AI5O}uC)`qfP_}85erN!t>MA#>@QDxTn>`25Saa{K+j#Nor;uMeg;#*qZ
z1TUFpU-w}1$->fc^mf3L%Gs0#gbZmFc$aFGdWj)ZF^&)|NG|O0oi)ITE{cPEe6v`7
zg07`1NwbZU1j9wAZxs=rpt`Ao#lmB_=-$iE7gR-76*2ipIL0xIC9D<$1$t-lQU*BH
zlsPbKXL>qv-DU~m;dW&6vA+?@y~jaj5Z-u$cB>lE|3+T`punz11_|DAt)K6JVz*uT
zp0KgNowElYkqJ2VX%$l9<30JALif(tWT9BvEPHe}@a4PwVHYXiR8C$R@ZsIq$W|vL
zClldpMFU0%7s2;uPJs6*lu)Ey?}!Vn2q%6bo`U&C$*TJ$9Hh>n+GLQoFr_ALc$SEM
zx>|t-S1&Pa_-O?tJk*%Q-lwq~5*&8<8_j`Q2b$WH<FXU(ebtTD>R4UW48rtfJi;--
z5DGGv|Chz+Itb%ROx)wt#u22*3F1E~6IgLRYi<1nCLF9IbhKJZYwH|1!$DrFTOKZ?
zht(ija+x|)u1T$l+jzW-o8$Qvnx5%2Y(3m&xIE}-CSoJk9Xd$9?1qjLSUb`ndU_wx
z<TsoQ7Gv&l8BN>=p_I0TlOs3)Qe!u|X!tvfm&v@4%i0kvhMMaZ3k#xjn{nQZi@(IT
zkJxwA@_Bd6=w?Tt@KVa&N|Sc6A_hFkYI(dq?X!DbaRrV)1g<(l`8#`;4*Hj!x1ar%
zcSf}~Phk5|gnm+o_|7H|86^!}3fe+S#L}hwtyNtx9l9Lfs|U|h1!%Q?FOU^X;&b(#
z^6*?q<T8n?zm#vnCc&cZ{X@lEN7&Wz6kza|(e>rkH@mQ7WG0gh-)OPG>7lsdZT(%<
z{6fOrC3EQ=t6X;K@So$=irG~1VYQKHS#*eR`5{~9d+9?KT;w^w_5vO&tw`XV@o7M|
z84s*5%x3+--i^uVy06qE#MAw8zD~Pm$4f@#%5w^EFt#qk5fe@Q%*jzTJuK(Xt0s?o
z*g*(pzCDw1#+yW;X^d@A5~<Nw`?+W0-{p{;JUSfCTCsb8`1T@9s7U=ojQU?O!DYIa
z{6U(+Pz-}y+Rw&sF3aC}^Lq3fw!VdVXM)P;x*f-<kj<fFqzVA?DyEq8>-Hb(*xqmY
zHxc6WM|LUom|QVeou`rk>EHX#x&2+P{;LJ)x`<2=gY`s7#2T$z!`7TvyU&+<*FbF4
z#(P^-Ru$E6u4(*i?>Pe?Wjqhy%Kr2Eg?eJj!6u8I<kr?6Mb(h@ZbH!nYjhLhJl{k$
zsjtzS4xxCe!&^9cOi}+8BvVIKe&OYMs!hMYVzqn5RtfTl6E9J{4q3XT`MP!#J7OlV
zd?#6NP~6vNcN-hs%Isbu?}e@Saz=ZO9CK6u&|RG9vn#I&!^gqv{M@Y=44%^d_?{@|
ze*a5NNAkbv@lHZ#e>NPveHKI5PfnXR84%WAPnpY>t6Z6NcE<v@WvG-$Ku*Nua-tub
z_S*$LeGkoc<rV1#Dr)NkiVdad*@1%^y)(sgC=?ZPs{Tke31KR29py;TsekdJGd~tF
zn;l_6NOp7cYVKHFNe>F!KJ0Cm_#N$~Bt_d${Jj{X>PR5|KD541!_Y?i@gAGl4|O8P
zE@^e5NgDP7PtA9mGHr5mY5)&*8zc?by2?BtGb5#ceB@n`V|M2`R6m9nC-Yn#j1fI;
z>T~%$seeC8He!iB_jJ2`2%;X2%QQ?irRGs=y(uw|yEt1PtpWEbcL_{Hj9zM`#YD48
z?Ttsb_0At#Fj7v?FnB^HtTbT(Tj4BE4EA(pDhYyl+$A3Q!WE(mf{jA1L-Ypdlm{)M
z4dh-6=Wq`uNmVAz_&iWMvwfU$no<GE$oM^%^RCZxxD3?LgY8L{ER;niG_KbyYI;9H
zQb$uL2P2fse;@vxl3O3k+aVpt<p_vO9S(P&KY#fr8%@#POdlxl-JVDu=utFz`|tT>
zEZ8mlHs$d$G^LAHo(qS5Nj->%3i1jgK#Y!pmKe0z<Ee^$i@qTb8jtMV1#H$UwJIHW
z!s<^hLhE@XRfPqMGulx64F%hxEZtNCC`UR!noY$D7Ql=7`y}tYIvyZH-wziJl4VO@
z8P!L6wr|-6BG_SK!f3?IV2N_9>%UqaDh1ep$IC%Tkhk~+8=qh4c9VjyJ;?a-oOfq6
zhWqb^>G4{3<(0(Z_?8H-Lr125=OszC7?Nk!K(SVFe=$LUzi(|o%dva`VoUi2F$>mv
zNFlVy8Ai!9$MXkiDqF?FO@I0maGxX@=8wAzfZ1BaGw#oBBu;Pu_+;ymR$vlY!eD(e
zc%rvk;@vZgzm~+TZS;?0RMY5tHT&%7Us1a~?FAHE)k+*fu8EJR;;~7$TVcPhXVNY-
z`Ca9O>0Q>n!!A=Z|4{s3W?JP%KnfWb4*HbtGlaM7{Q$y2sah0`n_kOmu>Q-n_Vzb5
zjJ&xy#H`uwwaXfCH<FnZV1JWAOHQR<7X7+e(INVh10DJLUztkps8CNV<jql^hVeB{
ze18(yGn-K}e9oko_{}HuwmF*H`qS{@wx@`~v!*xUc<&g_mEfw%+~m95o)}#t@Jn6@
za>L8r8|Tnc59J=5s#m0eRLaFV9>K<9GEXGG34ij*WG8Yt4?a)DjTf}}Ww%V{Z%4?x
zpD+oDDMSADYMkSaZG~~vx6U*66M+9_hVr{YI=cNGF##?sx^eztKY31*P`w{o3vcla
z6U<7bH96ks6*IiM<L-799K$G)K3Gr)GveE%%zjb$2O{(ow<vqu+Te%~s5neQT9-Dz
z^WFflh45~+&J;N+dSNjmTDT?OunWVsB@}lpO>f>-{EMh~CDT?X#g`VnUTPk&LNYIN
z3lY0y=mJ*Yo<C(sOTj(pEeliAxnDR<jsr$(7^XRun_+9+UQ@yZ+sO4z3=BZ)IgHRf
zt)DZYb-7>+^5V>}k(Bw=ihp9N#B;sv3<zL`rvuT-KU=dqV#ira`^=n4Xb!av_4%lR
zk@d663w(fQ@yw+aNNpkd^#o#S*lWNiE;A#&Te4j;ld`j%#47Eqv5gz)R=(L=Hg(Q1
zRBm50f1{t>gWFP&%>I+CyC00FwSTETizW)&{zJaQ&uc<n37*=<TVZt_<h~p;x&s65
z>{J#MBDt_mdmpjNcvTqAK82Da4%n_+q2LN$a)0_<3Ar@o)F<O%A@tT>SF)Eg?MB$E
zw)eB6{NQOUr%c`dJ*gHlKsm^XIB-mxo*4rmt#$+mqBTs^U{70EqMaxCwTG*me%o)z
z4g4y2Z|jc<@Z%d;G}`t~j(*?xy+tXr;I}ZZD<$q!Nr9f?FFtvTVa@2_3oqYMn;AlX
z0%ae90_4MlfOO5nJo+ksN1$2aG3lA_UhI&TM0&+vI+s1~-<K;RR%FAQOjpwv*UmG7
z)1StD_M)1c7|E-Y6!RwpsT{`{j;ckGsqlh0t^y|DQ^Dv^;8lT#HN<a>&3njjcf`5^
zm$TbxchZmy4J#EuyCZ;?b$o9&R@RE}=1jZK8EDMEJMtal*Ng9w=~KidCcVi~5<c7|
z?e~vdcwx|ZyR&lrj4%IL*l^zFe^8`JCP-YVq#iaML>k<I!Z@^LU?O06RBzf2l(^^}
zOEGVZ6*X8pC513=@n5jVKDXGsw^jd}A8y>5eeiL>Y_T;CpOtBt)=OVy#c|CZyu3mZ
za<WcxOx^`A(0@_}ygPLxH+ILzR=0dRF|<xf38UC2($-|^3>|Ef_+jOC5VKI#uY6M;
z1#t>E7>6b=lJr1<x2Z%&67|gAT1~YpGYA$$4@%r{X6US~d_}LPCUSFhujQCu&i9}%
zaUA|>WUWS5(oqdKmiASKa;cd-5Z+;dwNfAsu|Hp<lLUVXe8f${d~3>F1s!8yse#5C
z^abmZkNSOzpxWRHtH;lqKr(<f)J7#uIG-4HbT<8s!!JJLf{A(YXY+Ry5Q;+U;=vhS
zO<$$CCX&4buAF#=!N9R1;tO1J)B=3@)kR0R)fz?+`3x>%fx=4`{?wG}9@{wIk4#)O
z5$+WQzN&;Y1Y!XEa0c}8w<`(|Lbi31Z<9nWWDyy^U!;8xj1g=drgHu4o)9=%?o(y<
z*|q202U}*Os659?in1$sf5f<1baQWeECoKLlLHc+oxu6z&+M1cGxtZh-%L{tL`Hbf
zJ7;eet(e^zm>ZUNtjgDQ{BT+A5(V|k*zUk(sb1~{rsV1zzTm{hv;4s7Hc<kEmDXXi
z_Vku^)?xE<E4eIGS!N_Zh?%<RVWX+%Eeu4pB!b$As2TE|)$lQXJEu2~;D`o%jAOaJ
zG{eoQkg-h72%7}El^f$JMt3&ytJ~;(O&G5}_N7(};<)}bW2E`t;DLYo#}&S;Es9T(
z5MmBkSA;$cr~q9L&VjupwkXg8%(IZ*wX`_KA!{Lfax#9d)!P&KFRp7ZX<>^r{!kK5
zkwRB6CAls|rsw7m%`tcErdX9v7f?-_umw(25X!d3>Emu7|NCHix|-)-Yg4kgY_-ND
zRza11a4pEI{$4nOoF?<~2zzOM!Z^6#?ua`RQ+IZ~jwD}9OxZ?99@IO7u(~sb5_&rr
zdyeV?cuInoC;U@{Pj<m_py{aMOqj@-);LAaW&A`BiR!8A*tGg&3>ROhkCQfXM}TFY
zZ$u+z@PL16BU@FWs@kI8neHC&R_b=fFyZ3tBg$1|a!y6vV#0-IxeVB?GOS5Z0L_`x
zCpXuhr*YVj(Gk5u7hwM_w1l)dl5vb{a5*T*foVYX@pj0#%@VKq;T@5L$AV`FAJrUk
z%y2Mw*7UIQIHlH=ptno6iwgYRB{KE}-bY|z)H^{~fgs;V&lU@tJ`<5>;cDf^+BO$P
zv)z+@YIz7H9)gzQjfbrOkLr*~fN|60Kexa-aT)~rN3ye#e16+{3USUTj6xd@fBIa1
zeMAbPelH?gmKIQTB`1VM_Z5oVAN=uvY9R#2cc`x>aIk}FcP_%Hxp!W>j1?$+zbVp*
zsB{G>Oa_llk%xb|KN#AyyDp?v2L64{*`+f{S?#srFfrL)#~2BKw;K%$T+-Lrd*QXs
zjt5=P{@%$RxU<bjY#v%tTp((0h!}0=^sBvLIQ{MKJJ!2j`xdT=?Q7t01bCx%`0KNk
zd<{S5al9eHE%$9Yk;B;I%H@@>GfztE<g~_~|AGTac>m<y^K4x+F4Uo;yCb=u>>k9!
zZ|~sg(_jm$;7&w<$2y;wfMHx-A}LM1f9fv!W_tJ25$|M2?(HoYr)xZ=a1ZxOyGPAW
zxFA<)@hSeOE2G<{;7%xXn*S@r=!DfOJ+R3!m$_PcqHZUDlmJ-5+EUJD(Elfwc%D=B
z7sZN*SzJbHXk_Zts{YN)ggS%BUj?qyfw}c`Tc;w>84K$8?zoAP{g0PZU`Sd<yU`0v
zB1*KN62yk1UT5XX4^Ls?ODQ{0t&>Gn<if9&+V;yG$;U8j?-Va;cM*hi!hnR@t8p7=
z;xtJS58Zz%7#@(3=$`AY)K|`Q^(dDd+Noa+2s_%l-Ybk=--=CibcKHRU^6gs_^9r7
ztE2Q%oQ0LBAos1x`CC1usc$e<kGCUU-X9Vdws;}Gf5xeLMq*Ao^i+4!${fxf0H*u+
z3k?J`iBtAyrAUKRZ<CKW^KiTJ6Vd5L0*MA1lTZ1RA!?S-@OCwj0RPma+Zzcugs_HY
zW&+Tix~NFBs<QX}eEG&#@73hXCr(I=y{q*){2l$pbDNFS{bcX;FcJQcuJFYUO=(%G
z)d(L&B%tUfjUps@H_QP_kD%B@h3|y?(WvO~N;NS(<8@~I8S_!n$FL}Ur!%OcG{4QN
zzjm54jL9oE1wNF-Ev+Jj7iGtyiBV&?STc3K;MdHnsAKy_<rhT|At|>U-ZBN!ocX47
z|M8wz_Xo*?{5C;$S1P89KVw>&jY>v4%)HVw5@CO&c7m#+_Ed3exjr+@OYvM?R^5J)
zKgPUWp@dfSVh2s&U5JxHLtU%Ia~^|7rc_Q6qUI%6j@?hS7+pH1D5Z1{zh?%_ZO1cg
zLa?dD^Ijub7)BAg2H!RFeE;JbdZ9-DR(Wy{Bkrr)v;I*_0%k`owCIY_7ZQet{6C)~
zJTB}P$Z;1N<7|0FSU9mM@}9L-!$ZwFr1QtxH|el%!a>BsktIlHBb1Tn=<tb0&9g&{
z?oPZGJ#>p)pOD^)(2Pv}Mh@&)-@Ucv^SDP-oV)LSWCY@B<K3}YzkUz1n@&QTDkR1z
zS_H`#b993^nEj)d#d2^-;b}Aaj~I$4MUIm8VG<ZYq{X~e3)?|YbvV^sD;Ab4J2FFS
zr&#h8XN&br-CET8`&DmZpiD+Fju~~1UcJ%WQi)V+-^*%bBzwBZ`MVO}SW%{VDo(_W
z227lG#{o8<%yV54tO2&n+zC#@F*RXfnx;7)mv~fDcl7)I)`xOnF>9S9o`M4Mf&h<%
zSh*j!hHcH+VSyaX$>$6o1Kfq)r`T(Z(j+gJnY<c8yyWPw=Ls(9XPCzeh)?8hr^#0+
zo4o(K1;AqUWxn39O4DVmM)Hh92L+%><>fl<@gqCFiR%j5tDNJ#!-n%=>Cre;1DU!9
z%6eN+-i>?6QeMPR({lImX*ZBDx`)y14glhhQ;ZKZCX}aI?{yu)?2}h>>wWh)t!~Su
zcl^_oA11fjadKfPRkhr+>SHl9MgMQ=T?9~NDqbElmC<d>_o|E+TYk*-BWcS%=_N$2
zAxb}?P!Z^2?XL!Y?QUzImi|;o$9{!+rar6NnRooZx3on=k)(F*m*u_iRI5*|4Tv74
zq?v!P!XUiZz=l$z*FUgAp`K!n5@Ea64K|z~*)p@8O6>)6dR2heK$wAD26&<Jf!il7
z>K@*g3?$K<v&XogUn9d&*3D?tv9{yw0G5gLTl<j^uZ!l;;;d-?+h9hJdyIJmA+jsW
zJ9w+Td)oiI-C585^UMY<1l(`37_TA_Qu@?iAg|c`D<fa4zR<}sX)wnAq9fjRG&57)
zB#GA2&}I{;h$N|FJn@95xS2noXQ)tvv~F7GBhYxB+d;Xk<FfuS3@;nRAvtSIpVu&n
zK|2sz5LUGDY`ZuYe^W-yUW6Ej?3eNbz#`P-mmJNCvwyYOR3X(VMVMbj;t!hE?KH1M
zdZ~DO3Vd1>OkqK3Q@NY)I;64R-Bl*zU*Bs`w5Ow!0M#B2I4Hbhb@nt}P5MUnI%W<{
zca0Yq4cNv<MxD-;|307p$b2m%Eq4~tyMHwQ?NxQ+t@aTc&tlbno40@?Io?|<S3v2|
z2_jqlr^XY++DCr)AlbP=2l7d%?=kHgoBEd@=lfpPpTw6@@5zwZ-ufMA`mkNV#^Z#l
zr&Z1Gn#~Jfv!DO*j*XUcp)Rzm91Hx}5@{v*_^!J<Ew>qc=o|eEYe%;sa){`s1#*!E
z9_#RqWt8#7s+*OhU^5<PeGkE#nvCG;0A*1^Uk!`m2tmnCa-W91q2U!$XI>1kYfdgN
z4UJj^v8(344Cw%`l7y2;LzO<+GL{Z}!0BK}uaS<t56!}ft{XwdJ0amp0gUE19o#FC
z-7ZLL&f!UiOIRlX9TZl90{5ob(^nk>u~<U1Eep0`^*AWCsplK-QACE{9q>6`2c+|`
zjE|Sh1ax#uAN_QT@{(J@85@~&>>gbN+MLAe3vgLv9EvJ(%+i~=HfT1NeJa$8N@|vK
z`PKx)Mn9yU?o3&vqS^0TlAdZSJFX#qQyx9BKa+vgIBYy-C)(2@b>Z*}%^wn_at5p%
zb}l?$uZGwZ=8ciw&}CT&3ez8V-oLl0HcLY;=x-^-Wu~)n7PlldY0i)$`styaZRTT5
zI4anf-G7C(@kL+LnTEFoQv1Nf$3K4vnE4GT0vYi<hwZ=Nd6(r}6(n<vwaj{yY_(J;
zQ{7fC*kTUl5yjWMrE8VQvGC9%wb9#R<QK46p!n1cS+?#g=r;5ev>an5nZU7Wd`b`y
z)kPyS42}lut%RQ}eaV<Tx2+l$q!ONE?H6lV4`+^xD&H+5%CSBdPLN+gt7aWD#kK}_
z3U;Ga^Z2j3Ptq0&{+){VsxH35^#UFuM*f{j<0)@?-i@#A7WiO9w9DU4m*(O80lK>o
zDZPLEo9}MiYq^^|n#~Q;JtPounA98X5jFaon-krVf)_;BwQpMn{{&2UhW#avA2w;4
z9_yD;CY+XZy)vNGICDBwWjq9)pV;T(H<^5;okH$TLv}0WJ3F2%VYcF5G8X&Be;iR4
zFdaA0AOiE0B|9{)7{K+KcT_Nrh1$OA6C3dLbCjk-P17%Hq61lyFE8|XfA|Bc#Z0Ke
zibMzY-me+_WmZ$s?Y%EwVo2lhxEgl#Xc!iB!s&D8eUF)id$Yt)p2tw;f(}NG<(fwR
z5_gOoEuhFhN0oA8<&<7;8v|-eFlXI*Dv1I8)z|5nGDr}6K;U0;7qGShqJsqtRC*0F
zWFmgsbk<buLvXySii6CSBiW|{{35ZMywPF1!T?9zu+b204VPxtF&A`LbvBRhG$Smb
z-WsE6C1FS)#GVJm)Ve6%Q8+Cd(v1dLxp5u;vhxi{RF1d6>zdrSTKR5z;n^&EO#@)d
z`5*{I$mu*^a3e0;$%S2r*dsre41#{3w>SAdFL-b0OH;*rcV_hC-XuAweC?9|mIhU_
zv0Ugm#;40k{3p@gTVx@*>ni4*9X$u2$-C7c-A{CiL$IdfpT$MwhET_QOWs<b8`KGC
z&E*?M7y*lIYEBFk<zSu%Q4mWpK8(wO(&GspVR|@RbkEoF&jxh0Li9M^g3*@!{<a@1
zt)mMzfcr@#<!kgxqDfzE0b*_|US{IPKc~>mc*j{k!q9t!1rBsc4;tl;+=`8cZX}Q2
z@~N$`IDl(~<h<!EU}bUL+Bla7%<Qpr0!8USo{UHGtYD%2-nMS`DR0HcWN(Epb(<4q
zKf!PzH4Qn*J8>qw_x&tr|C4zD*Slh;+S1{(^}~FBNyXnNCx@<-!FMI!uVCL+Xma}B
zErzKYd=Oer`~%5o6iKcnt;v`F3tiwmm_es%HY>yBTi}lqD~A4l%YX2<c=V&|rv_QB
zN~|ecfTyH))pAS92zkF8WWCP~-GD)qg>y-VP?*K{(B0Qq+`g{-n@}cV-~R8de?K(H
zXnUc)0ccgCe$+coHxXJ+pxi|kyE-f(2H}Mk_8)#ZDRPi}t(pk-CECno7Q2>MAqKfp
zFfhO8s&=bvgw*C5=Tmj5!UvtNrC!NbL_XSevb0M{UmJ{;1QXsqOij!A{5VQ5dfS^a
zY^u+2oa_Xp55bOi&_yMiOHDS&KW1D;ualmzP{JR}N`@Q6@W4m%{&)*==M;}5<p?9^
zl(<15B_S&l|5PB4umt6^=>NmiR|dqn18cWvaY}J5F2&uUK=DFxcXxL$?krl|rMR=~
z;!bh4#ogWAdY5y~z2En9^UfyoPM$oOB$IhH>+u=c${3lY)$)vTn+Q?(!%^xt1=SPD
zMv3pc<)*=jY{KtK%*wnlV0l!9)Dv(0)3~Yf{Svr&w1;HI7eGHCNLEl*A@`ZlTO8h6
z;^v;)ZjSYt@e^Pe^5ukh;t6G}OKR{T*%ju@lD`U4(b%lSc{VH_4?HS1EPm(0W3A|X
z9k(s9GtSFDXo-uDBdUoR(m(Y~%t*)Gl8qM0w$;m^lBdy>g(3}#1kqQzo#PIBies&)
zdsWD{vj{7#WPZRewa<T>M@>li=h=6O0>@tZ`y%-XTRR56fe+y^?1HtTTlB@cdd@1G
z*F8r&arBIP;qk8X<CL(h&W~C%ees^UcAa5tb^m11+0HxGj1emR6iNLark_zQ(gOl%
zI`zHFegs|)ho)H|ljX#6$7ofcODna&LOD~i*Yayu>KNZ-sZ@54e>#?YoJe$Ut`g`d
ztTQcw(-<D9dZat)2jU>;r05EV^Z_e+n3UJUsDLCJq@6LqQ?&+@pc`a?vW#}-6$%0e
z>7GYAheD+6BW+8D2Ax;f$;r>jZZ}cEQ&L~1_w3K;IeIowxf;FAPb5kOGeG}xij}H^
zW+1sDz{4uGT&M4$2K>UX)Y@imwsYPX%Km?K)E66=D|*<qMVEjxfM9M%?n~bGFz^<y
zkiBc+2k`~naC<kH5iUo}xG=o}j$dLMguJ#QR6~?Mk*|#F9lkdoF1#YDDvSlpG3|-x
zCg~1TaafQtf#{c;gw?u_ek)W$$C|yw@Hkrj>htV6se`zolSgu$NSYV_oqKVT`j~d|
z==x_h(P_brcQ|-r>n5dPwr6Tx`r78xrKS(bzJUh3_hpSk(D=GRW)|#$QtwQEBFWzn
zKQc&-39T_t3;-Pp%~i>dec#8|1AiQgQ5W$L?|jxIM;T+%fDh!!{YqG?tAUH6hqJd_
zo8dXh$9NUzBJlXjcY4kePtc0f$U|#Jg3hX9enmT%tM|u=NNgHDg`Hc`r4o+i91l?(
ze0KLerukrNhgN)BGiZw0vcjV_2^}`~tF%#PM!L%E#O?=UB(5{hPX2NAS$M+HYX9>*
zm&F6Xb_DC^{n!G#uW)vg2vMvlOLQ~vgf~v{nv(?FQ9ZUyJk8sz4VP2UUKB>1Be6;9
zbjfAlUiqSka|;YlrA+6cZdzwfPh=Ra&Z~3-4IQO&F2FA*lGv`G%9w+f9sgRn``8K_
z+UJ7LnGal0T-3=Ml}cMBvuEHRT%@v3_$+?B!xs4?>`jqiS1#0*!A7tQUw*1DL`r<6
zXUPJP6cGIUCk@IN2^VldnZsRr>85K{l9Ia6J&s}}ZFNcTPjk(3p1+s`HkF?~wm&g<
zp-qpE6(a5z7L74GD>wUjuarp_>ajA^2QSk$kt_Ey@10o**j-m{+wj2B^)$?YU7vdG
z_dp204R5RbzJbLl?0=&xVQAq>DkU_sk|Z?DeON&r1b$5`F`BeFbrgq8&>m;l9*8dx
zAe?{nOTMZ$B5wRYW(5IB$Cz-ja8RHOIUpuK=STE0(@om}N>$o5tVI1ko24d>;$Dpd
zAUUc|2UK!{yI+!Qo2_#U^hLl^%zGBM=J-)+SYaEp&)R3r9!DhtFd$+%crazk6t0Y=
zIMxEXRmD{)!ucoDtGBU$Cs$zk=UhThbPF(l?)qW4rq-<J!b$X9f;-s+P)2|%dwnvG
zWuDpo!xhe+e#b{cipBo>nDGqX<*BPnC2$)i%kL9Gwb$tZ(dCJ)Xmz+R_eAp4)V37-
zaVFJCe-LbeM>92%DLmO=X8RmjO>}H%^f>J<omsm2tMAbVbM?d8Ljs;;p<l;i^6e1_
zG;H)+#N4}nw9<nf+<mi8w}G@sZVRxY<mjZNYq84`$<cgY&ynO%(ZcSj<$cfG=u{cg
zBHbr2JLAOZ)X*%w<0eCR{GE9i-F;SlxRO~WSZ|zqzV76b88DC7+i^`ILV_yy>AKNj
zR*p)4n$U=8JyCT)hiW5xm>MAI!}oqN;t(R2diSU39q4(}vDaSl)S_CgXIrGteilKe
zC=gA?P$!g$!_Mvn)u`c6Td>jQSBvukg3j4>Esxkd*W|y}b+_83<2aUUhSQ6)VSFA+
z85d6SFKwrfx3Ly~p83X$?v}bqXyp#K&1X|87xvQl3`G92P9t}2=GKRT67#g|_=N#F
zv9FD9#~fL<#O1YuKXa{o0e?Pr!eFxEwFq;EdLZID&X8xK%j(4b?*WHM^H!|L6PS|C
zm5H88L3N!(3NmKEFN902Sy)NjyJHEaO$%r@xh73shwvH8i}r2N-iwlHtqM(TVQpGa
zpQW2IQRs*{4L0J`l92!|D}G3!P}y=;(yNrl*;@peDCrY{_6IE@2S5Z5)%tOQ$6x9#
zG>OMln}Xlpy}gmo<^ItX%HQ!D-24-6%X7HD+U#Wt^(L9vj6UVeCSaq&jt`oZI{mat
z$Ii+eq0-Y7B|Zz&Q6_*^=)v4#8t(Iib%9V|SDBQ5(6OGX8m3d!ojt<DmNDrjzSwEu
zE(h&R``6y20d14y%{rzL=e3kBx4<@3mL{ROw?bqJG4y6zvVEXV78LjiKWY&HR+>gX
zcO(~8hemcJ#WDdzenlH4Vl(jGnaEx!u3<kD1jZ>xrh}?YwIGXI8HLw|wl<&f1O(#q
z&)IS)sPy2ieXt_&tXq7JCH=77Oj{;r7=%mId<*qz)t*S*XT2ND56860_A!pfK#0pN
zE0qM%exJmjTidm^4f%cSG;;V5ptDp=kVLbp?TTBn$Fe2fRrS}oF73tEETI>|BWIzP
zt?Jz@TNG1$k5`T3B$`!hPo$FtUgtI`_uBAgF>^O5!Xx7oX$$V`r251;hRzuApPzLA
zL7;JZf}}?Ylus7#(ZUZ4nXo3qs2WM8#~p1kPanVZ;^M9<9+<#_4|j$0-?n`TnmT&;
zwzzBy9i5bfJl5f5YSf!N{nY#D4xuJit~rya-fv0mEw$Cy)p6|s?xd5R3Bs}qw(O-J
zHw!dNgvy*6eU$jeuFK!eg&YoiEYYMb;$NXaI@PrwLiacvNNED*bu(+|)><$vB>2Rm
zT#`7SDnnfeN;`uEDXUDqo#aul1TI}Bw_YNo-l~6R&AP@O%{a<UrhJnr@oaoM@yPLZ
zEOo1CDfTAUtW{_5qHP5V>+wZyqEWPOU&pXIh57U35i0dS9Hub`DOYn934MSE$7pOI
zIg))iaL~GMj1k@|B$H9*%5ta`7vs_6b7S+Mb)#QA)DN>ubC1)8^r$Rf(HEJO6ZQL&
zXz`~jkXMM?O+;LXW$$7;&#Eh!H-4m!x3&GSeAgyeZuZV%39en!;lEcriHNb;Sqk&+
zL%X(Yi$=em+a%Q%WpKEwnPSF&;m91J9|C{F6#&-ByQy5xgvI;n(`}aQ_4CvGImeap
z+;x@*0o}*P*dkr!2~P{+A|t^Tc0WfCe?aM)<b&BbQ*u=ay~SItV7=Nv+d<IC_FG&c
zUo+BW-O!RfO#G65wws~sFu5`#f;=qeEqxMu01OXR_c3P61J(u&;x|YfX#p+Q@uU^k
z^*S!Sqd3-*lv5_t9&e)>dxhMzVVaA~1CU@{$-KxA^UQe<$LzzWHU=+?0nN%k)#xqK
zLEw--xJPmknZ%-Bbp!(6Z<3olA0ND$)#ZLsl9GRTVL+(n-)h_|b<m`DhTNeuUVVG8
zP@__)7p*w=5;d*3yW}T+ausj@%5h?B?2o3p_tPhC3U#J+%VYrNZ+f31YT-_ht)dqj
z$&u{B8@+I9tDa-A?OSN3-|>&n4phDi^CwH=an(bycEaGI5<SMe){Jc5nT_3>Tfm;R
zCC6Nmv2On8;VPtVTyr`Ng*V2uy158Q81E>tT^!HGkBu#&rZ#+Cp>&4MYF1ijsYFj~
z0k#IF*{y4lwJKiKjYm(#6oPQ{F%Y2UFFyMx5BK()I1F?io;9vXkLAQ2Lies9wWw)&
z&hu6eBm!0U>#r80$ykyV+ualpx%4or#ewXICoWxogZRY;PhD+eT_hQ{n6RLLjl%~D
z%rs%ztVFo?>aiEJmo8gZxuhjPiCJz4o5!i4P0kG9OF~)Vmr-L9)1Of}96Mg+R4o(Q
z_6268RX2&meyUQ&{&3mzuhope{>OzKFYxbW$K9K@*c(?02taJUIa)5}@j}`t{R@ix
z%E6j!J2#9@((eeJr9m_q$Hjgj*FO=DpwcqkhDf(@vn(JIaEYDSq)!jY-ihoVe0UhZ
z+hyWO-@tzGysFcxT#Xf`y7y1~A_pd&+aR@-e)C9YTga3Bjgj&&5s|OCqrh5+>W^bZ
zyiKyAGPwgF(1W?uG(5BA`RmTHX|JBMKx?5;^ZF+~+GWnUZJK4eLYC~kfwpMVI!a<4
zMWt5eL|@ewZ=fU}HO>Vt5)|^X@=N8#0$c8~geQp#!*TAbGsBe%uTw8Qn>NHPvB{i(
zPap|e6@Su^)}`)>L3d6xcsLQSwcpb&t4;?!avYrd65>gTGmYC~^^bQFZy>fHM~2@=
zGV3m-LbDcR=VATY4`Ebo@fY0CDvfO`Ox4qhx|w$qe^eI#vXMeYcvIuU{OeELJK<4x
zs)9kY%H`^W7U?c<$Z~3LT0+as+xN{kZ+pQXq<ohCX=e8Vh{%x-tV;CKOGE%?$r;!0
zwEYR%ss=;Xo-@lwjxASVZG+s<8O9`Y$`rb75y0?pb!(n965Y%?s!93wF1s8qEZX*m
zlrpuQQxcSQjuV<IB^PGDj<>+j)>HD755MCMx3n6uF8YU)juYH9kZk4J(eRh?0IpeJ
zp_WUmMuDglccI39D1(OFd|nXZ=v7L1@7{`xSr~u#zBze^aDEVXNy3}TZ3EZC$--IY
zrcvju^v>@Y=$?c1VNSE9cxZi`qje)noa4b5shjeS9yLlffPh3VUZdE@Y_y`tkiCA5
zW`_PJRtqp%AWfyda5=2ota<U3aa$G{flDt?Bu}sIn7e%_5}~1#Q)X^A;)Cmucfhpi
zQmY>dQ^sN%x(dn(jtV3?KC{I#fclJ=y6A>e5?+OPYgVe(O;lNE=czgvPDmqfDwCRl
zGDL}!?$SEGNLCK>Xwm}JTVeaA8$qGliN7OtminP6ChNCrE>WpxdbK!og(yd{v0y4e
zkocXvYlPE_(36)XQLOB)AcQWhNOoa^=2#c%!!<u(O|Q&I7m;Xu#XU?^eXS^agqn>A
zf@ZgxGfxfmjzLt={R0x}Eg>NE2kFw0VN0D@>&P&adACjdEEL8P_nmGbiyzu1*;@su
z1X`#E<ar6ajFO^TpOA>VXDvtGxjjy~OAAbl``M@Ju&#kplSzy|H4DJ)=njxA@991!
z@X8eb+eOXd3kT8Ci<;D%jqO)K`EZe#xkbuL8>G;c^&_2q0}n~?|L1(({D68sD8TA3
zW`h-kEABi6o9``nrrg1=e>lN%Cz`{1f4lQ`z)E0YwK};O_(dSC)6TUdNqn)z!u@~!
z*9w?nUsnipy#|`^Ce^;J&Z?S*x(`*;-i1ur2~5lEE;LX#i#5p<5p0v~?9xnaUpvx7
zz0#m=r;_A>GH;2uBu1#WPbEhZMHp*rgZ$<CUR(*q{=pN-Fkdkr=g4(FK+xn;h}vB@
zl7(t3-*aBQUbtzgoXR4UqEF)c`LEOSIj*lX$|||9TI^ZVmEzop86isjU_Q<drFekW
z2H8hnl3@6Uw5*){w^!Jd{|cRUhc}*)^pJIgoYC``(I^&EUcQxxINGNjTS`OBF_MV#
zzr!lHg~g!nCW90CA#@Vf=+_0(6G>-ZN~7y)iWVP}@!~PW4>UnDoG{TNMh|9gG`^yL
z=iL*YyJr*3Vm@yG=6yLMXYvg{16zj#*zNB>e(?5!O!o#3j`aEYCv+<*6`Yp8e{L$i
zg@?8w09VryvUdK_1f~X|Jy)#o!!Cq!`yQzk!XXi@?}s$?*aOuzz6Y`4EQ;D(B%?|J
z1&M6O@GK>|H&rb)o;aT0zLoc)zqp!qP%~?CwVO91_v{l?i~awn#TTxg&c-`cXFA@n
z&a;mp-Y=4^yzfZJENy`u@UVV_l-^3Qdn{G$Jf6}>(0FcuA5yoXM(`S2TwoZDux(^5
zfU~MmSLCDm73Cw;ETI@y>tvx5W9KpibGP8EeTtshbYeW_xap*B$!5~jA@YU(_nvKK
zd*oMI!%r!t|LFqaefzIP@(I@sbbOnSDja`qgK)HtN}AL9$a2$If^v*QF#f#zyRh-t
z`%mxe8i?IxMn~?EbNkECSkTmTYIj6@6Z(r)eoKWxKTJmLz<vF}L{4KYgLugjPab`x
zJCz~&E8Bw_ZvBq$d|M7E0dng!cF4v!YJST$=Qo%|(;-X;W|{P=iFv|Gw!qz8P7*Al
zI!$<*RBm+H>E)T*zF0>j(AXlfR7xH8?zg=^$~L$QKgEUj_~Lnhm#W1|h`|Sre4FEC
zw$%cwZhk)6J|r%Cfj;a}CBbeXWF4$mP3ktG-Bf;4DFg>y3JAf4F;@#|_Ze#yjm2rr
zyUv&+4vJ>6q<$X|3v1+tscs&mqBXoaoAEN+8v~Vq_sFTC*+RUi3&KYf^kKsIZm%lG
zKh|oH42sbF4J^@b3c{208q_;WK!@h6*@%9(B3Q}l0@$d08W717H?doLhC4+hoemN~
z*6-&kh~Lo9D?G0@d^{?ryGCdAlUB%eTL>-^9;Cz|v3G)0{X~7P)_tUT7_}dZ^EHUv
zTL;-ZNC#MCiLR@@4;nQ!J-qT!?_fVGN$EuC$VwsWh+1P?iRN>OnVMT4(t6wSboZ;v
z2YCg>S6yVqR*X(13^l|)O1IJ9R-hxe0xrm?19ka+m&p{<xxDY(P<g5nk#A!mYE_do
zr=SM8LldkNT|pcKy-JGPA%15<-P5901)~>s;`X;A9{Ihnyv}4XxvUgM8=|TL<O@<j
zrNmuxxmv)hwB8-bBYV#-&*KM7LsTXCwlu_)VX4TM^R?$M6Am}D@8ANkpA2(eig)xu
zP*oru?oJ@Llzx-<1g9HkN-T9GOwB-YqS^4$y^8NFGe-Nf%yA<B(MIH%omzz_I)+?t
z3z1sIyX;g=&78gbT;q@$hW8y+)_=%^i$YH^U(U=zI+KS7Zwl8{4WNfRYl8Y$y=m{;
zi3E#Yo5r7Y%tie3I~k{~UEb$`8R0`29`cP(Zwh;XY^EX)Cd$A=+6$^cer+6SPE<|Q
zQ-QlqY%`CSw9E?meaH2ui3O65Ddss6e+-{H_L-%<Z>00C!4U5@!o=cJ@wU%o9WkG8
zgI>p7h)6v!jJC>^rNFfYx~>7WSY!{DC4WL#AuOt|K%@6|d1&h$T_95P{7qs2Z(;z6
z@4YSV?7NKHZ@|wNA$ghkn4)JV3%e$+eTTjd^<D0CL=CMJKlLbP^8QI=+S;x8sC~Ve
z_N|>3s@V(Oy<WV+5PZkCy4rcvOufYiJqbfAc_Pgcv|j0BKB?y}kFXX2(F-*IkAP8w
zjrge)sdA!+w7)zwzHB7tr><+4BTc+>*OP7b$Y=kPGUJP2f>OliynVip0>JaQcLSc6
z%_BahRldA7bx`lUR?~;m8y%V2g*hF*eE23wK%ruoHDJ$m7?o)TL7{!lQz~9*Es+m7
zAVmY-U!-Z1*;5*Eh5W9Au-jm^>V|f)U^|9i;S4#oH1LGoEeH?H=j+ie&VPp9jbR{m
z#(#KaZvhi3Vk_Ap2*Z$Z0CP&~X#gEePfBOza$@jatrj&@K17o4&1Su8$pwEEnUWD1
zvWueDyTp#c%wN^kRuKTpaJheq=bgwZ-ana*F$|PRw$aK}v8F00d-?A9pOna{;M}!`
zcA^MZ$eB2w&d*{BGGDYrH=cqx)q-xZ+i349nPX#Y(kFtIxqeZH9FH_kI463OFiu`(
zIiO~2VM!5vKM_~R4SGQk7W`s><Leh<O~Og=hHSd01;xPKK<bXNkdwOGwC$+)#|RBP
z^+rE5$Z8E%;uP+m>0?!c!c(WJd|a)7H0Maa%DN`9qDi;jfQ+r+^wazHD)oO59DwbQ
zr$M{)i_iEMAC#ZAiGAh>W~O_#iFJeyzMxa(DhkseI-j^>@yRAe?|;4K5B2paunNO0
zzAEiCKse9}JAm){hn7z}W6tWds_eaB7_@Ki3@@dq(9g@Eg$F{fd?+>iiGw4)X+2C!
zN``v@UP|V~=#r7U*pz;-gZY{fOt@l;d~F*|x1IN~OWF+Xhu-o&s?Y<K*p4DCi~eK5
zZ=Ef2YOnCEK^AhaHdHu=EBY9Q#lr}`j+T8DU&a&@r*g8+kORMUD14>XiK>tVh6Xw`
z(I7Lzk$NZrXn&RKSBT%BR~z-rIQ*V~8{X8|d<rc+sGwkpd67BNzV?5u9K6NXxF60Z
z^%Z*7A^G)03!_St(Zfl9Q?HSC!jf+;vJ%A{@Z{bA+4Lg+8c=5#rokGCCp>2Z_h72c
zI{1c2AIG!q@X8ZUum~C>({@z;{>klg_(@p|E#ZawXDOZz{tF}vXll1%|4QU18c)C*
zs2ntL)?aG40Mvl~lq06Fun34=pft)~&olq;(Aj^#iws^QV@XT@1pZ>tW2{2aLkhaO
z2oyWve5%p_;K<+VW|ViG>Sch}8bF)^Ck0Tr<GEg`N(Wz}Q~$yFwymiO4-rB!_!oQ~
zKSEFEpwQEgGUT|OLoNXe`>L%8!Ji@tmttVV^vCks-nX;ex1)Is!>#fx{QST<n&9wL
z@NL7lea2;lN<fg;90sX%AL<_!NM<^jcO^NVC}dfctn|7RVgSloNF;gQ7uSAZ-j8OX
z^ox1FmoAc5kP_c`{@IKl!a-WxccAY}u<Vl;p1h|h;m}BTgfM@h&|rQKU5i6}S1oU~
zMrG%Vq+Co7BDIWk`bW9@nHVPUT#jocBxx;O<u)B7K0H9CSa6pUFZSX|l?yx~UwyEE
zOY--AswFi$F&M5NgA%_^g~$APKBIO$l_Q&;76Eijm40JSNAd60HPCEGVJ;Tgb^7>3
zE<CHzw)dGMXpbY?>7eGZe9{5bDSvY<g+V_BmRO~ZjUUz{2Fm-!96KY&X@ugg_q#=(
z2la1DOi!#WQhq#I@syIFY=;7+N*m+3@&gKVsYr<uNTBzQIy|ewJm0sr>SveN#!sLo
zS1^Y^+p3B89y`I4@yn9NE|dwMahx&*izrVM1#2WPX6X|gvG5~ggR(?Tgnry$T;mZN
zQ%_U?+N4EErvV-^`o2iRr;0pfdqOm0dg8NdyDTsVX$+L7v|a`m32{%6Tg6EF(4=To
zpGNmmT{HX_s`g9g480;I9@`J+RKNJ2&Mi^r&eqKbomK#z+$f4B)7WLL3u-JRC8)(#
znxMSAs&fzCLeaiow~@{<&!{Evy#mI8JABo)gs4wtglkwFnkh{QB)zfjoRNsZ-|sli
zDD~qLurpG{N8Q}c4xm}FAnj~)dL>inXp#@m^INc-gUZaLLu+49mDS_0xfQX8)T}1;
zPYmAg9}sH|?w;0cWkmZ)@NOpJ0S}OUmR`#_vklRAe$sNQ)Xy(+(gE}s`fK94CHOhP
zit+F-zHhLYo?hhMt)>YTnFdh!n9+Qy)7^{S8DX3+OT!JwL2MkgN5Dy8g?KFNthsd3
zl!Og+Fx+Gw)nJ*6&56t2Fwa-a)H7KGv`K;ugWGuK#N`xzWuwk`;(bNnAi{Dt8UNBS
zCv%WE@9&)x&OtnmH+B|6;CYRI0Pj6nFdzR`wg$O<zb4{wkDLVRc%_s{UZw5B+8PiK
zTTywbz62g=94O}=e4ZOtR@>v5ipKs|%;$z$A^-~~V&sEPosEllu0#|x#QRy|G?sKa
zU*vuJeDOCk8iPGSH>M?lOD8tZ&{iVPaw(|dgT-S@t`6m5ogNPMg%gJ>M?)3X5&`KF
zlOEtBv;(!W0xS!AFppaPs?NjW-X(}f;G%aH^LeQXv*D`DAU{ezyLEp>HFQPgs^j&k
z<e(V+MF?hJDu>b@Fp`CjWL9d4H@QtJK5^_kcx{tL@T99bYebyK4TaCXJgS{F!+^ub
zI|$K7dU%EWF|fp*iH3|I$)PQJV9NtI$W29e`K<(@?MRj8O#`1%n%h1je$>_o`OW?C
z;Qcg#_ulXLnmXu3RS*GI;?HRCetpE_68U?N@Fg{k$fY#jSW0){BY~DF-pVQuoropc
z1sMIq!CJv|5Rk<g&k86`al+hsYan^DV-?PpB>3%w=Dt>v!_Db74UFd@-S;eUVrXpP
zRfmTnc+u}CD6-on2hhX_bm?{DCpF)OCuLi9F)!cf@G!S`nb;dWs*RT2s;+vps>Op<
zJ?++~H&OOK)w(SQo>o2DorG5UOmxI8?baI#PWJY!@wTp>Emv%ie)J$aA@K7k)XF!W
zuVvxl?DzHX^V=2P@=;(IyFN-CcvzX`ncqUXyHX0k;_lC5KFM54atxP%=8@D$8Oml!
zDNma(JAKPGI*O7EKC;+BJ`8dDC0VqjM(w;SmvSI<k`MuwJL#RRJ8_9tK#s8c+7DX=
zZf04S3E^5Ui}ne0yIn_*1m+Iu{g@+Xx%u89FiT$NLUthpt9Af~MIBsyn!}-jbKAb;
z@b3%8zqSduJzRpc1mf?k!~c5z_c@14rjMk>Kp*<iq2_HX6K%2fL@Zx#)gzik3B$?T
zndR`;r+bQYciumkmiT1lF0(!z5w<Se$FqE~&vuBLzKWlyL#YXq-SCYG!KZ4C_s$CW
zaU(k-8rjuK;<?zYgmsrvGehKx=n6zyCcm=(%Drv>*h6w-rqHirk%UsRsYri>(lUqF
zY_68Ot!8rbw=qf~Z9v~y0jKY%$WO9KlO-ls_s36eLDW8}m_D-j#jI@PQffGVpcd8=
zvl9lA)u#uhLj#II&R!e0%Rg$^rMU1D_PlYblHxp4u&!~EzyZEB@#)Bc3xII6(!=IF
zOV#Bppu1(RA>@dpo(y6S*jjMoE;mt2o)|Ls@&8k2{X;-qMy{8kwmN^3<)(O*nNf2)
zUaGyQvzO`jjjFrIZ+E4UK-O7{W@Y^uPNUZHeP@1Mu2x;5z_6d%uAmh5)OQtW5r5o-
z8p(0&+=H9t7U-pN&YF5ZvZyZtldiq&Hd*(?Y%(?xstY86K<0%l#sMn(G%dvAV;&e|
zEAZi=ujOL#a`zAXX1=%v?4z$syJlctW^-L_#V<0MN=qYmjJgX=lL(oOewIEdar{;S
zMPpjVv!~zQB(zgxx4WCjE8Ot3kC$s=q_ec}xCgoXO6ZLrF?nQ=+>5usunD?S!>0~x
z*E`8S(yLd@Ca`1t7RsHLS>fEVneKiy61ctY+)>|)5fFKMh>Uj+kqKTeS^8*~)`DRL
zF2V`)D3j$CSG!U`AdYCTqbrfSYN6SH&j*xK-?a08q9t8-WmDE5&i9ZW*<(c5`~`%3
zUAN8~d@8&e35y1!?__pO+zRTC9tU+}?x3fm;0Eg6WedG~IPT}r5tJr1pfFUNFqt4t
z-H1wR0}jLP{C?*G!VW`v;pZCfu+C9<WAZE)m-k4k$g*H^mM+|j81p`{CahC>G`Dp9
zG*P5T#CwquJ(+*Macn<5RfUs%BoTC+&=b$^;2@bhK{WG|K!f9_pjQJ`+wsMT55V!W
zT4qg|EK}J|e*9SEJ`HHZ3l3cq_0q_*^C@e);a;s5=f!txXFYx_+=;veMG&r4Zi_v5
z)-nW|xjlzpr$LQbLb&{ojjk&BHs)5DNkHQLuH$`%0hc5+*T`y!KfN=pb4%_?^b+%h
zkzBCc7v1A#$uAKO?oYB?styX0W{dctQM$KOS~<HKXn0;sL*3-gJkBjcegLpUbz*gP
z*9yiu^4+H$(&Oo56ZVThlrn-XWGBrXq4;yCF$ad8&L@p-6`5mOi9o$(NP+fv{9QAA
zQlQ(<4qjs#kY;)_%~9&=507c6bMK}^-uQ><=^M_<MAUxG<=54$xx7SZM>)_Jq9hVW
z5?|4o2&(bPf9u-uZR?}~{m6D)q%C&Y-WaAfH)8om=;&ZK5y(;e)C%nwsdW;3$hwCK
zOEQBJTtVgE=-WqJF)}zSN=Z;MK~3kd2k9i*t_X;gUsTHOt9go#vfe@`8-QMcdMjwu
z{p;%2oQ>j!0OYOSQ*n-MT)^l<vA&;Xf0QNy$(Xw&u{g*WL@eA<OPzXB%Nn0y%xS`8
zN!2yiS)1&XrEiz#6WN>`mTAcMh{^oqj#z#Arl=J*&fx77ye4Uf`x#K0FHs@@#7@5Z
zB~_W@Nx*oW#3y!rCugG6E6rX|+(W}c6kzd_CCR937RYbr=D^xel*YoSTiU#G_x-8|
za!Xn1k9L&it!oq=c3<Z)mm_+EKJUT4uC<cr&)Lp}487y%^d)QC4hhx~5Xea{y7s)4
z<P*W<wsZeI|EB@u5g&V=kx$;i;eodjgW1^DpZds4`-TF^C+$dWns+|Y4bf>k8q>dI
z5cTv{a93&UPjr?-&1U(RQi0GB2Jcjc0>ehJ4MTeTYswR45RVhMPX!|*5nKso4=(w^
zA;GO^H)o(1p;l@Jxnr3Q^%6dQc7W@fcE_Idf<_PMnD1d1y9WcJN57d=bb2Oo35{w&
zEN4;=((qeCO~n2@<rUgo9=^*L$q~XAk7s6|d7c+wpMjkRo8~sJRV=FYCl3{xgZpY4
zDh`Tsc&KOfDY^*`vC%U{LbfY41{UNWqRfwTj<?N^6Pk?q(#9!-z#jI$_Uoc22gWKf
zYGaIfV{hFD;-?HG_8!h_jZTXtdYe%eF`DJ(5~jkEExpVa4x>{oI6q?E8aSu#Rn^qA
zLF4wh@d@;KEb(gRpMT)rXab8yDmg%!r1Sn)X33wN_u6n750RyV=?^rgnU%oMunQs4
z2dnDm8AxRxr^aj$u*arH^MHJro(g%KO#<F{lO+E@)=->(j*%4FD!U&?sNJA`WqMCy
zln)_OkQw?dNF)A0_cKbNw#dLc=qZrnd&H}tV+gPZZIStidH*W&wz#g(7w#r?*hx9O
z>`s}y*&)b<i-0_dNE!Cf@0T6t;ZmIR;Kx!V0=YbMbF;~LC9%QPuMu{m&C7=IoT<Xf
zGuO3Y6@UxjO26Z#*e1Cdc9sK}M;Dcu(qN5NP9+rubHij7K;@wknnrJ^pXP2_(|7r%
z2IsGnEUMLQ2#@0~v)K4e4G^vZJbdM64qMvJhf65+K!eq`YA@?pq64yqNSZ|64(U;x
zCN_)CakZx74KFd#&e_-qIL(~HTA4Ty`Z?D&GGsDEBk%Elj{NH~7KmAgetQY1SsqB^
z=HW?bpc*2fz+hl-Ej2Ob8sIH0!x<Um)EKMqm6uiOJx?@6qi`{r>Q5-tzF?DT6)tc#
zstB5Z^x(;?fkSegd%6=dS~Ir*^S^8T7>?3^rpxE9yqnr<-#-`~OK5Rgb-(3lyCn3?
zq*rb6Y=EZtxFAicE^?{6o59ZSJHyuKWxV<@RW7elKe2~2d{dIWd}7PXPSgyub&{i%
zGo(eag$_VTPvgB{p2a!oiHO(it1w4&pW|Z4ym?vSpB1-P->GX=#bM=9L+43vpn_%z
zI1Lw`t&S)a(syx?Xe}=L{EH8wFP|D}>cng0lIh(1NiUvrdxEy(SiH5kwmX<tPGX7t
z9AFV`pJKJ%s2JXEk4AelRn=9k_5GA^&+*4&a^$;M5z>2M`Wp~e7D_ASI9A{iwKJfR
z@C@jRYnjR9&V*S5GG8~BZ*hpSRg0@Qy>PNw<Ln!1gV{5WI&zz3q;;KbhLC~e_WZ<l
z7Nm&B?n#3VEt2it+puH4xbW^D2Av}|*@o6yY#mWe`v;t9fT<i@yj6^~0a8z`S0q!A
zhAqFCgHJ%%#VZACCf7ssxneSx*F1u-L`j+1`L+!memOHuRcQ_LY(6yz3*HLxehtC|
z)ej7LnMgXb%_~UDc87lX0wL&(;+KE)bX%k^)u0#DFH^mON~hP4?f1hCA+*bPNCuo@
z+c@tLb-+4!PPz6i{(U5VDg#wdI(H$kz;;Cf#;HInJwK*YYSTN!PDy4)CQ-MO7eSmy
zQ{(xozfue|n2oguD_kyt9xXp^ZXO&eZ3zbPTp{30#`>eF++?8GX4{OgagFvMN#K{0
z2d7<h*1_bEGXcjZoGzq~I;Td`B4hILM~AX*4}oc3#@^hS&L>wvyF{0x9Vg|L-;sQR
zae}S{WDoOR0xqEe9G0efXK7)Th6JdDFu9A5RdC%cD7g*fX0pnivE{!_#3Wum^Omgh
z-EMC8=_4N%l*E@)bA=lqsGrQsfsb=jwV*Lk^=IUR02;L((-|tQB4`dbwWVOY`{LT3
zDxZ(UOuHs0-NQAX9k$dxOdj}M8iK_D<&+%Tw|#Ku#aQN-k-di;zts^7VU*3RgWDBv
zVndHB`7Z*GF`K_%RegR)q}Dg)*?4N}v#~L1CIXWb*k-E<g{4CN^b@+njyu#s$uGP~
ze8%rU>!L+=jMBy^Rk#9AgKO_7cAtA_2;_g`?ny#>$e_tmmE}<DK1<T7C15JF)%ekD
zAdN$VgLfhITwrWXdG25^iQDcPZF-*R`bWPv_VL=)jQSqFL*}5RiR4wRzZSi%8%|^Q
z3d=~myT45pzUlm6L{HTks*fLxPSx0O2}&Y+^@l9dVMOt^dYiy!^Lk1n0itfNE@5OH
zXA?oK2gk}PJ>?R97yH)o^DmcXMaT6LduI32AS3@yMt`Eq$RA(Sf0bYDm<`_BQV{AV
zqI0FFxoql6jI(o?Ulk#n=zk`wk^NSy$_#*fcec-p9%>zlZ`CFH%`-XpD+rxMGQH4W
zZn)KnnZiO1!R6=jE&7$y`@RMBwq&z3=Z?p5%00;kY5wS<N8>z{n`y8hq~Is(!Exh_
zV@ZnCbnF$t6;}qMRa7PB3YKTZd&q77PO?|GM>t-KK47aOQ^7)RkcV&=%lSmpe3T4$
zT9N}7x=9r4Lck~PKbqTox^u(F;<dHJiwEFf3BGS|U-mt8&|vJClE#a2a4o>!Q(SOc
zlrr1`xKirTbW9EV=B51}n7BONnwhCchD`C|Iq`#@euzx8G?*Xk0RDODa?~Bg%cIH<
zc9-u!0Ol?6+kVl2WDAQbpApJ^Nl*fYkSToC&J+&W?jjlsU$SdH(GJ#)*QnzC2O;n}
zS8XD?Yp<^8XjDr6lb8Oo8_73ZKAuUlHVgQE-hdy9E!@xan}W~+UyFVhmmN8QmI)5x
z5yxH%Tu>0RN&XkMaWV^D!((~P9x<p8V<TgiR%#B_i5>5iWyPzEaNsz_UN!!%A}4Vv
z2|QH6e@ZOXB3yz}hn%vQV9%8gTAfnUKKNomnX(m!`}Dp|`y+A5ci*ahQ9Y<C<EOLK
zE<;{JQTLFjpdEX$8RI;`f4bCbH0Hhmi=epU_`f2#p;n7~wtz{#%IVuBZPes1<Np|)
zV3Z7N8_%|5b4EE&@Vk9cd{KjR1|ID5d!?d#|3$f=3uzEQIB}f93V?BSMvE$QwpcE`
zm=FRL&5GtFVdvP1zdEk$7yY-(Tr?0aOTFCxs|w|QvK)Ue{^F>zSk#MZSsL#m|FJSp
zq>9ioE`Fgr=wh$ch}kGN{3%()g}jY9cZhNq0Tk2AhP(M>G_vM)FG2d5XY$KZY|!>j
zWy6?=-Raj^?sDamS1>K(=b>)L>%y~G2VD%c1~G5gqqgDi#_Pb>KntKoWZtxofXNam
z#ob$W%$kAOe(wtF_a^(xWc|OEZW8r^TNWh~wRrEU5pfxg4NJmD7WJx+lmBkkm+|@W
zs<QQ)@Zw*2p`J?WLDXvIqZGRX_s^g(V&@YMlb6Z^q%S|t*A76-?xfHj__8IqHTWbm
zsIHrdCd<<)pFI4(17y%RPsAv<;7Ya(GRE@3>_1bI?*q)>pRI)ShQF`F>)pDJ73_w!
zhK#U@5&X(+!PK|-wFPj2)$3cw_kyCQ8TGXQs=waAGG;4ZfNFJ29lHMZs|?f*{3Gni
zBF;E%L(n!~jR&5>*?e-USW_#Je>I-j5}I1zC8F7{Hi9^ad^)tx@-Xrm-ho&K?mwUn
zTKy}8IH?6EguU@Z@ROZ33*#rd*VPhlr^`6SZp^MaDETExHomw-{(Q1xdUHR+W$4vJ
zmD3~X9I0fNyTm%zz5_9UqG*!}Mkwe|h6#Qdz9jP|X7EAa^@w%Muv{tqsItFIw?R=b
zS2{$%S^P_vSl2A^zhVlWJw^UDcD&w--U|6wJZV~LAzVr^hvJ26q{Bh+;>-_%TF{=p
zjlbg;)$3S=<Rb^Z<iS?*EIN4yrpWw9Hm?J^;Fwpa=T+z*W(pU}6WPK(eD~lOl_E2R
zcJ<a3_w%mM;50P#V*?^tste=AfkMlgm?_kVPhot$n5O8JsM{Fx0dlRzGabvrHv;il
zM0=EbjNikIvqZXUbi|7uoE3Ohp-TOO8cvq3dzYIPhp<i8!)%#JG)@-de}=jxuL94?
zt55?4t~M^zq(rBbyS*I(NjXHj9^+bDOWOm2xdwg%{AJDAJbQMxP9&;&xI#RWh?DH$
zd1`FqxwYu%!NXdaakp-)NqIzjuuu(7P@G<3LeGZoYcb8IT{fS_`J%JJVSc3f{mPBg
zI$P$abM0STY{emK*lUGy2dVQreji%-x~kykQn#MISd;~<t=vx8=I)NbZ1K6Q?HvAR
zrOMS31%rn14L{Dg-C7smN5RcE?NfrI53Dnm3Sk>P(C7=KObfH+)8;L*0dM;eJ>_}m
zbs($grP_YPWAnJ$U6={wY5T?rD+@p~;~Vf}n~^Ea5npdfNF&j)%Ys(XGS2sBBNxh5
zqcj4@yraR!IEB4h%#GC7`{JDpO|EbmGyHr8cGcGPj=t<KOX&)|A@lOv!Q4FU+*IS9
zs;RoA2#>_>aUrzATPDwu=VhTypGZ@r=Ad_wjN-Ml0(5zQncAUAZ7V@f1Qiy(Z-+f=
zt(SSsrLC7SLUm%Xv;c5p2R?sZFXNaiT`v>-Pfu<ZxJU5<C5>7|<fM8_@OnoVwCMu;
zW5o!`b+bIB%LvKs_a41|K?2c0Gv<Zmj)lJsf?f8L*B)jj(A!Vlv8HJ$*QF;5k#6_+
z&`1^K1qPm@_@$<rT9iR)=t&t{V#k}KiN&T<L%bLOG&s_PN}PNyx5-MRiy4Q~3Me-q
zJz(4@VhM>$7r0Q21aK}vB@(v_g*sX~@5;=SX?c>DWuZr5Es0ppy)VDV#!_2U>_5GR
zy~xVyzqygJx4)scGHXtR#y3|LVTT$9EUoPPu+uX9H1C)O714^h2|u<wgY%?oPq76?
z+f#!p8y_bQeqY<m?j+TJNB8KhLiS!Ne{&pv{WjKQO^o@q;9<#+e1U8qu49`w*%3tK
zpf-I-8nyl+%9AjTt*X=lK3AuHK4IfIi6>-pGXA<VXG1<)^lCNnC6Z4Pk0xodn}+#;
zHq)L47vmHTbYYJwX|nVzJ3upl$EIJuKy;he+ofC%hs&Oftcm4OiqnC|C=Xn(Xk(zr
z9JEAc{C`V`1}$v8M1qN0Jom$2PPbyG91gA|@%w{jg2TuIdDa#KRW^Fzo&1zUdyn>~
z6`19XaZB><euEHIScVlXR0B^_;OoaZc;Bu*+~oX{&NO)LStm9K%7#!aHjFR(*EtF6
zYQ%L!`z7yVhRyTxkN|&2?+dk$*<Z8}-%&EN8qA|Td5yMJ_p1GDl1$GuFBEB-So2T|
zN>E`5cf1I5wn^8iDbKVA)f=ecmKG{8uUTK2WL4C8a4YDcEnvx?2C3h?Qw&}g$rkbS
zA&jnZI<}IR^!mXpcSIaJ?#k)N{__unx3ymMH-UM)lJalFs=z2gVcGD+-g`4Mg7X>H
zP6PG0b$i(8YmU^v<Huodt~i?Y$U_#;xQ?lA17O->w?*9T1$Y$-2J8;5Jd8kMfwPuy
zX25+9I`F2GS9;Kq%gMk9gYV4U)ZpPa7;E;~UKBj+8$vaDydtQN6NZX;8pcaO%6}X>
z5tkBkE`Ij<<qR^IhXUs3gvdH=;tsdN0vHNXS`FMG{s~mo<0HR_vg@pa{qNo#7TJsM
zt+GZuDU=o^)<tGvDOw^igVQ_Rb^4PkV4{{40;KfyXK^*Lb^*%QH!4q8x;U1pxSY}O
zeiVDm7#0orWY`;{*+lrDeKBRjb8Fb%DsS9HjG&J~8hz>1JEO*YWZQy-Qk$;Gd8?6E
z%b)av2dHZU0E1Cdu1Rmxbw9(`jOV(B|1Iwg@PyIPZWDM}I7#HyCpa8F#)cG6b@QST
zfRDN-=h2$Kc_Q5R(9T1$GgoNslyUB4+B<ymLeVR%o@;&9?zr}nR$yX&tVufO=>$ew
zX}%o588}G8-t~IRxU_9qBGB`}HE&^3UkUN<P84n4SrR)5@YnQteiv$YaL_TJ_OlBW
zj_nYCfR%ff3wh}bxE8Z`*#{U>tG{XgJ+3tR;gAwRK76`P41_4|usu;ZgV;zUtGKzP
zcNKOIc;ET<m<Ah&bYlS5Pu|NO<Kys4+xr?`FaHm@piWrnY|-e6zdd=x)A=RP3}_KS
zoO?D@*tv`R#|dMO*z{@A$MM3((DVbk-`_K=hvU&b20ir%t4JwhOM3c@S_!{%$)j~~
z9uQUi3sQ{KOz89T?K$%eIg)$YT)6z$H(3(tUeGp3FoE>kJLF0zQMiFMiKT90B<lSg
zMCmZN>ak4fkUSB?I<0K5sJr3VvC#Bvw5}0_o#+Rr>F{nN*=ISv_Qs<#3>}R-d?OJO
z9>q8!`!)9npGA7=aW&@Ibwt#^PrlivEbX%VGtzuvvj}h_V3@Uye&V=DmNW9Vj%i&g
zw43qf$Ts9b!A-hf4OeCk5EeXxH#cbHTp>(9-`omYyrA2=6Sc@K2?`x|*uv07>C9zy
z8G+~oXDNBkej%wE>M@oET*KVsdc2#xxwML&Rd#ibZWc<|lUk&<16WCj4_9qrf%rQa
z=y#rDahd^D0fbH2{^&=zTXa?;+0B}<Lthu#|0LW^xy$I76PRdmQw<T@6lt2M%y22Y
z=Bv4_FZlDHc)as)99aY^_APIZcI>&Hz!xf@?tPMXh(|nHy?6759;%raLUKP4d}C>j
zWJda|M8oG(lbsgasA2IdjnIHHhf@VGBe!4fxbx|9p(}H8|LX6DE&;e)!Nr2Y#K?5;
zWN}t{Yo^huOE+avx&UjPW+$vC+nfpA=AANjm1b8oQB+Ojlk&zn!4^p(nKIcYxwhu|
zwOia5`HN+9YnqK8B-kd_tPW9Zzf%!v>}5I-E{JaLb^lThEmGHbD(i?t@9%<o+CUfI
z*J`TT=4{92bmU{7JwM>*qWtCb^!;NwtRa>oQ2CVm`9<Qw{I4TF#?)!_qbdWt)ZcKV
zOHl-i6_3(I-t&?Elp1SZhqS;n)_EkhykRyQ@QOT|hv|6i@8upkvNLRNy|z$5v0HqL
zP}bq#BK4^PRbSPO$-Y}|%j@?o9vPWg3uzAgfgHac&)aS<I(jpA0WDLc0oW8yNQJ{-
zdBT48Z%+D&(N+(@)TBtFIWHOeLE<kvLNv;BUx~zwV{oR;k*qE~p&yYMxvEvWS|g1Z
z)2b`(P!bphFm>xLbhLT&YZMlu5*l<pu?b4f#a<KHkd7@-A2QGKeaZJyJux8{RwxUf
ziUfx<mWruOx#uE#LCpEkL)~lDN;bEZpFf8H3Z19OLXi7(4=I5PY5mOUY_fBT7HA5C
z6Y*Rw+h2iNVAJe|p`w_|`;1Y?I6^)ZA>c{6+n>9EpEg^9E0Al5QLvJXCrY!*oc$cL
zQ7IEMKqt|eO(TS_zK4zXb2O#;W!!<Y6Y-H62I1vbGbs4DKT^Qk`Da3pi%h1`#=g!?
zRXN(qWPw!DVL5rZ<6X(5mdaEpLuN54j|LuMx#C~9WKH?_Q~Rsql-|<K9+bg;Q&5xu
zZTQ_CV26R;pH{r#k&De7+!TI)`-7v&&fY@2RCQUCt_dwBE4-oCqiYMLp5%9idhQyG
zIWWChVjgd3*mI8&@z4G<+Nf1t#|@bK#MWNLCtF!F2bu>6d7#hB?n<swC1p@7J*yV^
znPJvcRML6e=8$zHJkZF%9MZw+SlqPUNplgEH7O8P11Gdtoay@xdib5xQl1X+ow5Ha
zodchMSV9{~-E{8l!JU~AH25Q9-(ai+Aw1~NIN7s%HZZ&WW@ZPr7Tovpx52~QChmau
zjXyba8_NXeX@E$oZ5P!5QJBL0+1Ju?(5|YOKeo&a!$|@9Xg}re5kmjc6NSH}vSBI7
zF@Fvn3bfj(j#V6Km8ygvkxrm)q)emMcNcEYr!)SF5}RzHW4XV?1M<Eo!9~#qL?~NE
zZ<9V!5$_3yVd`Y(7K&ZLU}#>6_h@V^BWm%$+FRe*;`{Qy@s~Nf&xYpqc7b5dygT(U
z#j`5rSq^~j@iampc>C+_<GRh=3gt}znNVzBj=sbMLIDd>``slnZMEq-Uns0N4cG4i
z1iAZuy`h5o-PDa>!(+NOswbP$`rJ?<qLCbQLjx?I%fYFdBu&qm;kOD)bgH~G$~<K5
z>f3HYn(Cf!?65kp+Oo5qMeuyNQH4p~h_KwL4~K#L^$p`UA8hxI^$#DI#-FN8CdO}B
z8=@9=T|d!<m$8PHBFw!b+eL1uxksL_WY7so#titlR|2ZR?R~G{yJ+T*aPovHzV^JN
zwZ5PYOzYEAGuiFu#zmt&Ot@Fk*{KN?usb!;f{^PJsvC<I>%yfy<|E^g5MA1tpg<z2
zbf~B>*r<D;pZc=b9ro6JKpF}lg=GdzU?|#B7+`q`eS=8DkyQ|)makM;3nN25Fp%O!
z)Fza(RfOsZjR0{zlF=eKV7a$j5#x83%%|@N!TjBAy`&=&OJwNC@ey{0^t4l*m>U)r
ztjGyGlqHdJsSpw%FLc$N`!g}S82W9X17LsDwGYyRI3HJO^)m<;M0L?W=3qK`o0x@n
z{X!=$?&^)>^a!)oLWTJi8Bj@9CiC=Vkya&6pfpn(DTSn#5-m$w7u~rMG7>x(O7S9L
z>GvgR6`8^&`}W@cO>~rv{}BSV@Ea2z38X9%v(M+X-?pB*;u^Wk9YK_69Lwa~s22X3
z7&z)1ROYa$?B7xF#skH*J~~Z{b(xDh!kx4q+`+YZtepsadw3U<OI_T=GF?&@N?QN+
zJY%#7nF5TgY^swmplZ#RTvSYrw{)uOQZAK8A?8veJwa<2MYPt!X>Qlm33_{v(KTl*
zGAXKgw9A!{+veJdpiShUz?Bep5xnM4==~KobXZlBOFCWSv*|wOU;48K*6+KB=d>Xr
z`T(nICW55#pF_8%R#lxbhnZ|2ecMWrWu)<XIzh8#*w0q$4MAu7Z|=Oh!<FU(GKFGQ
z$%WFLEqjT}x$<^uzD3lKsL&Y145Uj=pS?RuAGp&_Tbn@0MGIC$?3zI7`16$Go4+)G
zBAiwFbr&VnG++HXf!aa-x3X^aFn6fQlda$ILa0B&nQvt2js9DMU%#6JS&-U*lm<ha
zK^Y=|pT+JIc-~JGds!vARjcGER+8-uyb9+AOVL*m&$)vJY1LH&4#*|VXaO>J+oBIn
zC#?7jtMC0?=)PZ@RCkDtgr=;fhCI`|ny{QXWEcG1U7wBe$9Ym7XhVaJ)IUP4eNC8?
zPm(vdcf>A{KV=#!8*dkvMRVn;Y_JQZmi`J~WL()XISak<k{Oax59=%b<~JnZ`z!ul
zo)(8s)}f@yU?`<KeN*S|O)~Am0;$s9%eDEzZ@&KUZA^A+We5gXo*b^+9kFN!lnf<;
z#D6OA9oA=K8U0`|4&d9A|H{^$*UDA=b=%rT`pGnO{bmb^9J+?rQCe)n={Foq_i?$t
z7tNJy5$aVR_vvx!P9PHsGSh<N0rI6|miX`G{QVl%Ic9VPhhr2>#M5;0pt_{hXmeva
zG}gJMkLh7I$kLz<J}0pM284cvps|CA>4c$i1D1M8O}fMT+zid_`<5Ta3zya3%el?Z
zP8QQIf;Zo5SL<4jcSEwH6pu<Uz@LwJ)!%tU-pW1Z?vCR+&%M8=T)Ny4_OG6N3+`bk
z4LJEloE#%VsH$c5jp^oAH|4q$<JrV-PEl0x9SGQvkm<Slewizb^3NJ6Co0Z&HuSR*
zp{6TA4lrs3U*p7y(iwGr*zkkks)w4?I*q76=9!K#{K}h+aO+kc9r`<t6*vc@fGZko
z;dea1lm*5Y<_KC5#PB+xMaxGj!M1!fuBz1gEDt%MPwJPg6C^q15x4BULLW)ULS*b=
zqJ76!!APMPJ#zyH?L6GlL%5EYlR{_hXpOEIWdlBMxV))U0}PiDtt$Tq)j%r0ZDkgE
zmKKR$DU8zd5o6u)DR}R|-FG1W5g0pXk?By{jn??t8$b#>;_(KMa09}MiwifvE&>Z0
z;cHMqou7euZUH;AkpI#xNPGxnY>UO<S<=#%{6TjE_7glXOPU`l|5Es!!U&~Ki>3e$
zChUGzx{AX7M5ST4F7;stzqlONmebn9z`Weg4#LlKFNpgcfj0dxc6MA9n!pZw%L8@?
z9HtT_v72mO-1w>R5E_w}#eD|u@kHZvG05}W^Wr{uQ-Iw@Nn_kmk%x9;kb-vSyOseR
zc&26Y*foJ77ehBKBm2dD67H-J=6s%eLEMLjmZir|1NLXN%(=L4S_YV7v5NU_+cEhC
zjLuD#>q-pVj&VWUXW-5b>qyv7a8HQ4iu%+jzhxyO$4~PU%SPE=U3#+L%bk<JjJj*n
z3>P1%#C5TJo0JHrBly#@|8h#$(T?ao*oCRBb+Ai<Er&K>io>AXCl=SyEi`-@te{}?
zKpQyXxFI^ZxvnswSm7J<U-wx<UE)0payAe-y@b3V<P9s(tBGTkHr=aN)xGWY<XF3!
zs9XgJU{Hp~aXVx3!f0XD2q+Twh2u0i-mSnV;mt<!rWbgZ#9RMyg|dn_&y<UU?M8iK
zPSpvm&?Y$5AKQs#uW-*on~tJQF3`@4wpF&FakA82qoVd2*)`Oh_e>f-Zc#||$_ob8
zl5?M^fU%9M$^1xGl<Jt=6TtLb9ojC}n1bT%Vm=XhI+Q%SOuiuUnhfnIGw?z7+~GfO
zKmD-whB9(Y(tTYOY?4C{5i6-3^W^b|M%FXgqzxzgken0C+AQ25>VKYioTRu$ywI6l
zOS~lFbf9jL;dqZ}iXPy!9XR(dl)WlwBcr}{Vp~4<eQBbw0}YBfpc;uTFzVAitL=4M
z=Aq6;QfC*bmqeZ203D;6d|^*O_bcak?yzq?EV=mcgJ;lXe*G53QT@OigS3|<eGcgK
zr=TYUUEf<}LBS(~<OF<}{Y;Stf006pxNVg#-$&^C>i0w|JcC0GZdSyRwYdU2Ci7Fp
zyx(ad{);8o7!&3iPYb+un%<oEzy}zA@g5XD24hQ2(fG(kBS|R1@Z<jKb&tkhl)jd~
zx$I><J0(s|IBXmuR~BzXzS6XG6NGyq<{wb84s~|!`MAL&l<4>%ym#S=yO94V44&uA
zz}Lj;2ko_yc<3guC7v^xQb+DIMNxHlbtEs`1L)v^fG|9;jT6^=`4vX(pMzO$!TK3s
zKX?lYAA+%E*WnJh_eI5{nrKb-ooOP#PGMv^%rr;CY_Aw)=XxlM52`*CQP0O<lAExV
z<^AMMNPG~?{Z-hUt&@WuC|uf)WGqwt?%R=pmJcOkfAQhcxUu<8X^U^qcOjFoyuf*<
zwpRG(1kVcP?+=473B0|f4*OB=<S=mctp43|cNb=T4&@8GFd{$L+(+wh#+>J_t_b`D
z;MpOf&wc}ZUf^#lP4(O%F7RXp{8@V$-?(G9JfLsq4v|E?gkiZ*jeSAEPr?0Ih|PY2
zdr92IJ&gx`m@|72d(NTZn_aa!V^#~5*aWkooCoeQ6l8bG`xM|=!J+vF;1dFGABZkv
zD1pK$s%?llo}u*Gl3VRb@{+`Zk%tX+;0D4Jl@MP}uP9|i<YVB_hL8JNLLHS2lO$wq
zfPd0kuzv!6>lTzg1cRMRj4eYb!Ce@FeBusl<WGZ|kQd~7r7uDl;q(s3!a4;AKxicI
zo(mUsUHTNva1S=m{x|PI;bU-Hf(5r(Q1Z~nU|m<|KMp*(uNM+5ux8pv)O1!6k-Rlt
zvnv7@cg6RhI?MImgokfJ>4QLT&_z#M<Z_aW5{Lw=-6G>&Bh#ykzz{2(rlRe2uV{*U
zKo)Z7Wc#su@cl7x`r*cj={^SGhfb_x`2YE^4~Ri1KQvveRld0G=vZ5*vM~sWeQaDr
z@nvjF7N$=0r{jK%{IH+kUJ&=Yaw;Lu@d$Pv&DJHS$*h2#TO_Yi*mbs+7Po@IFYn>D
zesQ0T`*|+wS?(oqzbT{gBz6*MnDbFi0lVM$A`@Ds6mf$zyW>qU*ru+E`vly}!#<wp
zo)`DKMhfAnia#dqtf1X_q-FTImdP7c7z2#W*`Q_kHF2MWJ1Gq6d!Bnj+~d7of{tBI
z>MN=7O@gYyYisKCq&*ulNp^Q2wl;(eIfs2*VJR=1o77=4bYUE*W6V_4uFmSutdl`!
z+jtxQ;Qi3^QxfW-mjs;+U0_G4ZyE5+Ni*}Vy`*t_N@{~0ges^e+ZJBoqZsgqG)cPq
z1(=H{*!qRlwqi}md~e~u!dwkuUJ`RYu$?(V&iouu(-;ox>St!hn83Gcf#VGz*K9?;
z>XnZ;7|)L^ql)?YSrmHr@h1AAT3y0E0r}FJ?*{UP*5(%SC6O0Ht*MEPDQRA>-sQot
zL$6O_tT{F#`vospe;$nK7j~G%p5JXB_SadB-TVZf)<W!$_sINTN52oM;Ai`f>(Q4s
z+c%*v3B4TaLLN-(Lw<X_^*ec3lA8;8u&m8~J6XJC1ve6Y!Y-j6asTtsLz*??w^u_i
z`R%pPOM<S(`jF&9$2{Rf(t~<W_>f9&KIGxB)abVx?>JJ$S0B>!xiS+l-$rg-X0C=X
zFNwJx>ph}I^()qY$8TrhsHDE)0iUbt3T`|2j0~R(Y-xD(2>Jxni#~fbbz5-RYpIt+
z-P~bC*`p5ou^Th7nbgWf&~+0Xm{CE}UZY}#Moi@$Msyv~YjjWB@38-Q_GOQ~fqmiX
z+Sn(=KHA4iDYpZyDozgdljg!OH`q&sl6Y${%&#O3IzAB$!?~ffG*OY{M=Ii{iyWpY
z)@t|pi1SdLcagXnLA)g54e@}oJzYold*B^Y=2-jK(Csj~mPCHnXBbS|<!33{yaNNT
zVewQ2W*GYRRj-IoL_GNFoy2WXzUzo5L_FH0Xp9`co?;sS4aw?JDkV1nnk?&$;wgs_
znr~ov;)3)0eYJIJeWH+sSt@=t1)Qm*e>wc8N->{`I*p_pjpzmH`7YN6>LpRXXOKVN
zXBD<U@0fK?qO~_^=s?IvBXIpusIB(?Y|DvM5N|aFvG`bjrqxdRRN&by;K^n1C4tv>
ztsd&(-mPWmwz59qE}C7-@O3*n3qw!p&3sTXcoXqQ)2G(|I&dECdb$Rj4gp>ga5I&F
zC!<}^Cj$dQL##_|gP{M3fSaiV{0i`A1l$hf%|3ZQ;3u*J@3eQ0*R<k3_Y*lS1knR=
zw)=^a^-1|0)M?f`ucc1%-g!Osf~Z?E*h!4{BtGFJ9+RTyPGX=QMj0j(7fKYo^VKn=
z1HAJ|z_Y>N$z|{*fv5io?>x4pect)1SoY<hv`el3dEj;4c@1zn1b9in*?+=2k55B=
z-uW;AXa5QByaxDf0xl293NkeNyyfFGHfyyyiXF-4eGd6q;vdWBd}c5>iS81KNR41-
zG{0BQ>ECsTGu~#|w$N`n^rbQ6E$H*puba>pg`N*xFt_hggcO}G8*M4M=t$8W=ffoH
z(<Mx+ibl1aqNjzq;{w{%RcNA=+JCQ|6geCC-Ag}Reozmd<v)@2;J*c)9aGXHt1i^H
zQ8l4h{I;qKy2SS?={G9(DX@N6R_HfZYXiHx$hem`ABAyeKC!6yBwQ!ylM&|!4Ret=
z%TEEWAzl)3DTdaKny89yZCHPz>VoVw(%&%vC>yn5;oX`shl;t66?4_1fQx@E>yz-Q
zfU_&WMX|D|26#fiBim^Sy`uqu`6Y_9qpYZNDnPU{^xIwJi^Qq0*7%Z(^j2Jw_tM=j
z8DIauSlAi|<=^#Md^YAh1Qz*4=4=r2l9-QO6$&2Wy8M~$rt{u4=PY!mpSF%V*AV&^
zotCp9nk$lp7EI+mbBcq5zyvD{1lSN0u)Igury);=lBbu+mqeZq1#j05M*ZA&TzWi?
zeskCBB52AWZ?R7P{;nC#J1>;z#p0%2*ain#kWir7A?|Zf=Yy%UYt&1kE(Su^Yp)BA
zm0}$RwS)R`P<uM+?D#-C1sc>d<VqLzKr@_*Ocv;t;g<w`8s_Y0n3u#{PM}*ztX&Ga
z<(#>;dFEcVKr0sxUArLWvoNQ>!@MNs>IUS}D;E9)avn}aG^bd^s#r1x)bL8Tg=?6m
zc}2|UV9tgzXV;jQ#9R+Vt^m3HI2X0`=XRWn_}<Hv&eKuU1~A5-=g&oXL1)TIgf^J`
zfRoW0)UD2t&Iz6l1<x*nFA2OEo2A>rUb4%Ul3tH-Uz7cPSytmXZd|^T3wzmou1GD0
z`mmRVLH7NT#y^jo95zN?L7s0fsz#m=aurn?DLb%cl=+UXIEB$_NV{6;4)!<EJG_oe
z?!7FZvsey$(W_+pC7rn}-b=b5(wf}Rcpl}P+eSonXXN&UkO_O~bO!gs71qU>8}nF+
z=(1SD47F`0yYjUe?ZQ0?^W3hfTIQ-O;C0LsVy+|PoD5Ao+sBd9gEyWQbBoB)ty5X-
ztS};qyZ46=Xg=S)!Ul1liaie*qMW$bvo8!qYhzy!drgNnxyVD4%M)glFT9W@q7*I$
zXZe6g7?O4oS$@ccmWzgWr+s$|ZK>gUffs<Y3&0ZsZerfzmY&6}q=+`Vz8!udi}ZSe
zH)w)&jmcW^M6p8pa0Zh3f;r!edt8K4CEgR_rXz6kqU%z`T@r42L$SZ`s)UVHCb@c0
zve0ePTymk6#$d9S0nKnm)b{~DzZDRiBZR%~)9IA%Ie7Eyyz>#;THXoqwy|HRUh%$L
zyeH)SSHxSZdu=67ynfC#Ne|!Nf>?Mp+cbq^DgSM*$%MG+2;8^0CY;2&gbghaGSRs0
z(2+&&t@~tQUHux$O7~>p5@iFYaS<lW?^6^U__%?B<im$BSeY$;ns|sJSWzEPnGZg_
z2|l|BzaaRE4oyr%;jD)a_`cMc?d^z(tT%<@y;iy7eM$Ynba@j}6Ae>wU)CL2pc>W*
zv8J&~5u-OKc;}GyvF^$x^R1Mho#v9UYlUH8_AHs4_f^2+VwHe`C*!=uUzwITzeYUo
zj#m>eh`3UBjyE$;#I9Il>`I8_ln_O4amQz*%?HpXw|L|1upxonH$EQT+ry2_G)bF9
z^W#m}@AMf+smS50t*I9GflyN~;BzwHmdSN8ugKw7GB1j`ymb)>4p_Q%KmuEMX+VMm
zO%m=t;_?A3f6_m68|Ft+;PDnG^)+ho*@)B95RiJ}dDpOtctXUFyKY9d7z*sX+6tIE
zswMbURi5mqbyr}~PlxVag*zqXccp|X4W$5!3lFkSyiqtCty0n_1<y`5vHlD2MS(X%
zx!cH$2JG~1?6fde3z_?AQzR&uBz9Fgp+RL40$(SZ!FNGam%Puy{aoDt1^0xwivxCX
z!;GiyfeDwUYO#|v1y_C;t26Fll$kK!Zlf{zhC^nf0Z$F1K_|n_KW4}E;<kk`@>RHt
z!mWqSzA?ME$i_}$trPCFx2Tsu{ND@rU&nnE?ta{N33uFWMfLb(#J0QanPdcytYsz{
z0htKMMI<|DB`YT*)QY+#@iQH3Hj*{zW?d5Nv8!!%)U>yEta)1b(H}`%l@1j_Ty6Rz
zF#sW7AMW0dJYHD4RR49<pT0;h>inFn8q_7B9^F0obQM1PXt4UeDzn%n%=0))8`FFr
zvM+_ud|lJjC(|$KBWc!4x**bw{Bh7^`S3v#ped%Y^KB)zpw$dCm5@t9Jqc?zkTvaP
zT@Y(MhyLIN{ZT~CWkFY)y;rJNtY6k&tXVJXf>@jXh6X8^MNu<VT!~9UZT=f}v7R*T
zC0!C}defPlJ~)wsXNS#T%A#;~k)>(}j8^R@@;;&d`>fem)})(tNvzpThw`paQ&;?B
zZ(}$KHR(m!Vz7zQLIC7r*;9{L|8>?p>RPzOniL`+W!4F?R)<|ObZE05I8{0-XP}Ll
zudZ&tIAWd3d`Y|r+|2HPgV*NgK7MRW%2&G@h&3r2f&j8Xv|rvy-uVN19qyuZtD$9S
zX0O%hn|#+%mbRv%*y)%JWX!hW%cSF{@-aTP2DjEW)=uG`1vkHlTjv#b9qxp1>jP~z
zP?h+(jy4Qm_oXnmtCGm^J5eQ+`(<}FEP3?%O#R;8uQiWcmUrH9)I?C`(<J7TfsYFS
zM}X(~UZ_g&MS+($RMHD9{OvgIbZyr3V+pojO%>@dpyh|Go*j4?DYUVgMe;@9u}P5&
zf<6Oq8c${G1)lc}Yk?;O+#CvZ=-pNH^xi78a^C`~H?7ur@NsQ1wd{$$h1rOg`W709
z-_y5n1g`GwhQfFDTnAcu5g0jiL%|#ZuT|PQ(BSt-*nJw@QewJ<d=}>Hd@*tr^Ku7T
zE%St!M?+?myffR-ynekig|==lp+SdzToqM5i56B1>;pGG&-wX_Gni-)N-sjgE5cWJ
zxaY5w^$EeV!QlC2@OgpPWNaJv$Mjx1uEdyTJ(qQt2~Thr&OB1>&t}^1qYh^D8@(v(
z>~X*Dh%wll2j8(hh4_CY?NUDjeH!?mNqrN2Hk5uz^zFcCfWn4A9kzpc_BM#)?ep?h
z-IGWy!>~LWrYw<tY_$-mdyal2bZuuH0El*2j?cgt$Dav)wQ@14NB;l(Euh7DvyHbP
zUw+?y3-TWVN|hYCPbrM4iB3|t4;!P0&`fIBm;evc-2(wTenV$0BP2w{zKY^xAt=Td
zK{P&KY%qNHw*VBA`+wU%2eaJ;`1*r);rpW?NS`ro8ST#cj4|!06xjEQow%Tc`<V<9
z_qxM{otWbM#R(@*@F3x<{|*oL3U%`TqA#Q81JD<QzM;OqdW@6mCf_+#b=%vK_W#9N
zU}sL5(~9!C5H_-YT0H3x^QmB;xce2b%k#2oU>5|NZ5CD3#LjrO?3luv0>3htQ~&vO
z@3Lw99?lU<;T9SHe)W54a)1+@`Cu;%LUtC>uSHev2a}w?m&!VEjY<Tg!}5}Rzs#$r
zOja|`i#erxeYB|Y91G0BlEia@`GU@5!x2g@+n)yNY@75!{nU>{9KoS>XD9*gowK2i
zpfIRl1VoTyX(y#PHWVB%P@C|Ye1CMv{7g51{p1Zud;p?3lxiPf_Bt@PI55+~{y_(Z
z-jxyIenYD2jtzI6iO50=si<%!TC>|e63~1a#d6cnukdg$&>`h7`Rc=HBl(iZtC9Yr
zvrlR*uU27TS(7R4^dIT6S6Zk1N1)><Lk19+>j=Vpu{CGaKD)2f1`F@U^!e|sN7yG|
z9$c2o%=12bJ@dSnQ>s{l%NVaQNitVqNfW~b8od3S#IYRYxMsTSFZ$YcFYd|N!VF7C
zVQDHc7?J}&(Yc1lbCR)zwJPqnI3{(VW?d-!7M`_T+$UmBw$v-@X3vMRPl$aqYnV&+
zdg`}&>eIshK~Md_+PwbabDsK3{vUbjJO(drX<%oMmFw+8o#`2PejKC?)kn#4y^`vK
zC>cC3R~LSUhkJoak$=gT$nyc@OCqmc_vKdiWm?!j=)Q=)pl-Dh#o~*nhLP}XY4CZ!
zy}&pGS0PuIys$#A7#ySAX^3up?bVV!A#FO4HtDBb5^XcEzBE!Iy;XIzw}EEugrrF|
z0w?=bl?Xqw;bS5iqg9&3;A?Roxr10ihkVb1oQ4QjH}ZT0w*h%x$j4R{ZHFMbS<45e
z?i>e`BrG@<c0<|!VotA%7NWPLXTbAZq}QY7Mbde<q=s}}q$xFg^gxnzcj{pOk7Wm>
z@vWjFvDSk@*Wx-jf<QMr)KZAAX_mG$`w!;_Z8;O~35p&8pM?9mlR16JspnqWgiy~t
zA@1_7U~MRWj?X&}XmEa<2$LAUv-Un_t}Cy>6HN(K0zMUKdeq;&r1KiQhIC1!_4tbZ
zM<-ma40z6fTU2froDvG_6eyO#ZQ~$%#CjImbQEoJfp$W)RScVtZ`xJeC-|<|6fbR5
z3ANWay|ph~0wY^hhqj)KG%YPusUcko1C~jbL|TncD(LQm4eb?ao^6VB-Y4{m_d6g?
z@3<SuASR`*Nc9}B={VS=A9g~p^?lj0=f{fdvvba~Wvp(jh^m_BVmN*^+rvG7rI1eu
zo(%@iFM}@$yc{2*(%tFd?j2-2l((hlxlp_ea0V?~TWS4Jkx%qGKdp-qTxQ0&Uf@Ug
zZTtcM(j)bMo&H+V=~F!PDt$GSenRw344?k_5mKzwL=NHN5T0Ep>7;cICB<1fesCrX
zk5aT}e%GAv*<kp50Q{2Rn~A1Ko#=c`(53X_{Z@0!(?g95ZVt|mq5?ci_(t$6{?sG)
zW}^9NCmO$jJsZhBA@=sZ=)hZ$^`C+Lg9TZ(&x?Eq5nUfd^rHVqgNP)#%Yl4_z9953
z`ri<G{kkxBx-j#?{yi5)Ms2p7k||WmF4!ckQlRzM9gKW1;EZ_TL@Hn=ro<?KFrDgr
zLiTJldpdx9UhF9~n~vc%^>g{Xz!Zigt^1`I6h4FLa`$0`lHr+33>KxV69sfIf*6LD
zxyv&SlqI4185TKwWIl9$52l4R+#H8pp~7+Bb-i+*j6B_z1&$zZ^4nhP$rnZ5R)hb@
z(Wi^o{OUkW_6;SDhpq+>vlwI>_;{%rOAe5RVt&v$2Ex%02qTf!sU9FA;6_3C42B-7
zP=TZ1CP*i1v`gw=_zC!I2>gWLvzyKATj4l8?H{dhjA1*qVg?%1Z5yoi{Z!nKG7xv#
z(tQn*&u_5Qcv;694@~~*a7GTQyrTmt@|G0G)GD#=gr%@nw&8#}C-$|7;{tY>?|Ny#
zUJ`aonrvvEx=-J!^{hmF&TMH>E$ZVXs$6y+8PS9Z#i>ogy>F-SB%G1_?6c3M3#!n8
zAs44%lnG<jXmsN0koGCK$K4qH+@;R<W3+Hjh&#W_kiMn9-!eWS>|ZVQjafT=LdRN9
zFi8srnAF(#E-%)9ojEOFH*sqYmPPr-MU%3g)MUlmPbp+jyy^qJyvb>q5j$VcpI5LK
z#w;{oFA6&!Xgr~b)r4IOY}+<W7uj_1r#)T^+cu{qtfv7PfOS#aNVr0_W;H(DmVDd=
z0>un;j6nSYLe=KBOh%qA#|yhaUgi%+P2>|IFK)J_|7h^pX<EY%K68#SlvbPWvUbQ~
z2z-!`*=U|QH!FHJ5Ir4$J}>kX%)>bAYB8%}5j&1Qcp$66mg8`MR38oQ6rt8r*TOG~
z6$t|iX^O0-cczu&!zVQaK5X@J-s#vM#|2zupD$`}VqX+{F)**;V@+~9nkZlIteav3
zswb^Mwx!@asc|^-MwMY=0|(N3#Z!GyW$s=HL-4VtG`6&cG+ko<vj1k!hOkeFz3j8I
zzu8RS?JUoggGo`_OrT038rb`dnk(e6;YatV)%BB+-vc!#wP6k9OAV_H<ntm=p_XB^
zkrj&$)1A=Bww$Iqj4X-P9-ozMz}7UssvfXgKQ7QF$~I_T=BaxcZ6T$jW!ON1PIQOJ
zPeGn8EOKzJkuS9DHIOfgydGJ!0sXS*SQ<1ux@+0D=qVCg6WXcR4JtfPe8gQ49Q!5a
zJvd|_KcmB<;MEJJ7kJ<=W5E(UE6mXlP^2Zhgnx>AKyJAQY|K4Kd<@jhCifkqG%4wy
z9itS3rci}YZ&E8#+PGc{9BOz!%>^9ndyHS%q_SXCPwQqh?yC}TUcyL$RmrNEd`KQn
zPMGp@n#sbugR@ji3Tj5|*}9oZ?1gzJE!c~~ZiZ9$#5d+`;j!lWjoo|XCmAR>!x?|b
zXAp>>pkBmRn1EAV$k8~*7_SP-loV-9Kg~sbKP}Od>{B&$R+vLwO+6v%`Yr?d&gY$(
z^bgPHjX^s-($YClQMQ2-p}?Yq0<|`qnc35jOKxlt-qR9a+^GPED|8DrOBT!IQ+lxO
z9)4e;dnpCB5VZIzb8;u=+ea(87y2TbxEI8o5jxOpuDt_r-0vzj?J%1@1h=a3WVwtA
z)us;C;@crD`#$M&s`4%FPBU?A2E#O-YIIg+q#m`S_ERtJ+O4IY5Os62302*b*hqit
zb!HlvbT?mfzakKqVrE9M<r{z*HofgVGsOSR*2mPRVjp)You!c)*ykPeHuib3r(hh0
zHUJ09Dlww_Q0w*D^M01k5Oxs|%!To3mTt|z?pKKTfY0;&Ge$4U=}-X&B;$A5YwR#+
zm--pd({0G|2=sXa+k(C*^lW4r!`JXzANC44Vu*s>+5fwS1L$cQ1Da->M8Gw1Of$oE
z8CaZlX#Z8E)Ts?!VlcPI&@g+DGu`0aOvrwnoWxHGfm_*=5$qFUA5CdfO5QTbhezFG
zcPBJR<l?a8gp+8JkHEAw9DUkSN705s(-M)HlJ%-!I$4wY1)8QICKI97MBmXZ){DBk
z%$jCUTM?>XAyfg!oC@A)IlxJ>(Zl~s{ocEme6OT8kuQimr31Ics<3Zxi>dNP@EzM?
zc{D(Sr!Bh!4E~-)YireV(n^!}UO4(loJXVC+>`dm`kzNmqbV9`<5`KEWGh}8kmrS*
zQl*D()uc3TpE2ks4l<&-wVL~^n4}SP9xP1D3cU>w97uG!mv$mkUx7hQV-9Ij-1H)D
zG646ta4Qm<PIJdj<e*TV+&;aP7kw)^?Al>lj{s*+ZJ(ZtbgZ~9kiKL4^a1p~!d}#5
zE%L)CXsAqs4=eXgzCLo);_F6hhCf(~Y*>YDNBgv!io1|CPABo+AS|MH#H%$n*Elj0
zG!S4ny|VoxuXY7%k>`b+Qfco!*yD)4`w#ZJI3&vdc^Dz#4?Rw+0C{v%ab5|D<(%uh
zJIKruR(>ly;tTvrd5^qLM1MVXUZt-F(l3d=VGY{mBV&<>9)S$%H7yNYFBCqP_2c~G
zsemo2hHur2i5d*ZKs!F#OM=zjkP?sWz@Ccys925RTE0Ni4>ckLG=%As`#+DK2AN+=
z7_Xtvk4J7HpOE=zQmo=*H-zt-37?yvNeX6P;y6zd%xYh|g~MdPxZ-Xq+2pEENSh9%
zP5NmUL|e%l&qZMjGJWa<dNQUVEZy|weTTgh=Jqq_RIKTT#_wi*%PBNQt!d+ts9-6b
z#{@A^j1d`MT11*y`%TAfZpuCmAnm5$v@0ATNWr@C5KM*+-H&4^DI7!z)Dj8zzL+z(
z3I$6j{3qKX=TpGnC#<C%m1_9VH=WhvZSeDgPpJ~s@Ocsb$Npr4^+c+{N6ZW$5mmlQ
z3O%a5ka|N87H0~QPwq+=X4+$mi}2Aq8~jYuquD2+PO}1ENgdAS*&Sf@)Dxl}Pqo)<
zd=x;(sfuT!0J{T|P%@xR!aNASD%_Y>&&9ur*uK>JE)&AuJ(ynDHKi;i*d@U>uTOrb
zPd*jv-}cGldEQ#Q`ubLVJt6F$)z=5s>ebhG>g%ak|F*ssaU50+t?T?+`T9UzXT0(?
zRS1N|8}X&Jm(m_LzN+dH+81?am3RSlL8t{8Sire%cjbFE85>2K6~ZIu-4D{2v&9Jp
zAriQY#VKogp}jg~LgKmd@LJ;e1sB!C^CEsvc|`2{J=AqVw|y>&5ZRiw#;|at?V4mE
zs*5nI2iQ=PG9z@pZFA{{PKQA+3A&LDwaUDv8sCP2AiRq?>rpK<E};Ep?g)d63Wc4a
z5Xh&CTXZ?q9Nj?*CHPBt^a%MB!1)N^g@Lz~z!L&49}K$wicUel5ZkK!tg(zr85=Q~
z5O&dO7Gd8MF*&f-_nzYElYI|odW5$b%aIY2saPK)CKp)W5;2Kq1#AB5>s$5pgs^{B
zU#kbBuK#s?Jr(QU*4O&3B-tz0|C^fi9};W%x*@l^Arr#>SvMq}5V;o?zxw(PeLWTH
z-`3aWt{SvgUl-)sy!!f1eQobLqQ8Yv|C^fiZx=?{2VK7Zd?D+Euz$6XRg(vOzW=zs
zo{RNQ>+2(G{p#yG_4SOfe^y^dZKuq#@nyq$-I(#jqztkzyFa@s0oMb2cNa>qFtTSb
z2`*fM@kve%!Iojz0a-8JFY=D*B=yMiLT-nyL9)1OnytG@6;=<ot%Ye`gGBa8Q@*`A
zxoaA9iq~$|II)mebM~<k#<J2#QXB>YYr|l?v<kCH+r@ka=<%A&OVD+}YF0xp2s+h6
zm)ikz;hA&42L_f7HEhH<o$gf<baFb?j#BRnTHGv2F(j3w&L}TYHvu|PsAQ<0H`yWU
z6L9C-GRMo@X=#>9HTQ(Lv!^U+^SUqE?<k(HJ&G(T_>64b<oLDhi&WWC*xAd%;6`}8
z%Edb`^&)kCk$PU#ZNsvobx&n>*%9N*HdCEr8(5Qy5#LAZ@`^7SM)QWjb_o>&BTD7M
zVb`d3{~e5K^3+q?OY@!#{JL~cqi`3bfgPp{pBeOxX&3tm?f?&sB6OWxdi4&_(w5}5
zJ5cxt(2<+hsRRf<DqvCVi2FUtwFQuc8}YsGi)nWW)RUvs(>uQbk%yCPA#v}IX&4Iz
ztAG_`swqA@Ou+8Y{8QY4eZwYx6fWKY*a?s`POWz!@e$yCruWw~&+N3KLhZ2w-#G<W
z*4UT1THdWSu)(pP5I7$IoDKn=7jR2#(@w{lpux7V8mIR*#>To83=13DQ=Q&WOF=a*
zVx)@s%S!-PHorkuLa(^O?njDc8vdC(#C!(qbQAKc*kyiuYy<X!uroQ3I(U?1TiffW
zmC7dUGKzIIV?UF27`6(~6=E|Y&D`VzWZ)mTJ7y$m829$@SrzM&^%<!15DE5yvTo{p
z9QA~#iwEuKgDJh!n1MP54JazTTvBhe<1!&|J^=V_j*EzoM&w=#itp?>$0c<(m6)Vv
z)_?_NmcZpDfj2oWa2Fwt;hwu)%xAzJJ1*C-w>U0&>;++G>Shy)xrOH(mlSq`)6~sw
zLX*tPjtkte)r2yoJapTk(x;#vJ1(i{OC@zaj(S4W<z2~+c$3U#M{iDc?Bi<AiZ!6H
z!hpJiH+wXsA9?J2g$%*yzWeHb3bvH;N>P8Qm#CAA)bpZlIUg9^_3olXTN<|ZLiV^m
zWBEP&si<C7eYABEeP7jDamR4Kfe2Z>58^WKzd$*XS`55`fem3sHTdY00q5%x^dzBF
z2VAlImDK_-2)M9At2AI+iww(qIcw&f*}Ps7@C<KvP-EU<q`*nxYU;1NMOngE-e5S5
z=oIh?fENY44!EKv39ka45ODQ`*?em49o-AR&dug}<`?92?Oh>tF2e?2*&btgaW`)S
zuf?4gZp+13W#SIPcF{B(^_}yj_@Wz>iEOVYWzoLg)agfnCSeOWgcNHpK#@S<(0Abx
z6ZwU`47G@WjI%SkPPM=oPJyv5BHCqr2KsB=1wA?OH_<0W7qNwYLG)!?l&esB#8As1
zb^|z^O>LzQ%BuO~&!U~CEESM|f!7)r;R$~ha<EeHxh$+Abi#$M0^pX5^kq_1cZmHQ
z<jD=>`9<;xk=J+SFLv7+6`4NLN4f{%68Q@wKSBU;ooP$koq}8IzCg32ZS`oTqP}`G
zbO`mlUsFvzFX~pbHOlZp4g)^O;IBa-0OOy$$&F;~D#mY-;GyW1C*4TtFD8s_cix2W
zceJ0CA%&(5wfK2E*b|1mW$=`o^+@{+;ORm}fzOX4ZvtNscsa6LhT_NFM9pCk6=3(r
z1y*;SBo`|qEADf5l>3OB!9r-SX`-tWMr38)H@xwXruM53Y?r|Qeei1u#wzg_!RK2D
z>cJ-j-aKel9~wHhZ?jHSbL)kIC0r;rv>U&_26Rqlhs|(jW-97OXXYyP`<xjQ+f;V1
zO~p^~bIwe%N5dW2F!Jm>0vOcDtv2<;YcD%9n2C&SDuL&2m-ZRJ$Ii?}@MUMF8hk<E
zrMcaviiWnZ%gzi-frkk^(7gf%UixF4@$KrUX&Rgvct1y*3Qws!1pe=XKRPp)!RMWs
zdhiK>kEW?<V%`b5cTV`4iuF%V&^@50q+u^vdB-FrVKG^h%WG-xW#{UIWn=7He&eLK
zQBWW2g{#pDYco9WW2l!Gl!?=p?imDKzk6d(@mY0;r2l>V-cP4{d+8PYWHA1`@Kaba
zH@sZ{+X^@O`iXV{vL!pd0|SDPZGA9=d{fwKrrQxbV{PBtWql&rYdKOM?Yd>nCE6v?
z)+05G<4ac)wKu}>2F*g+w+BaUjVDG_5QZv+hFWf?5=fYrRjt#pyaPd-evf4)-1H)D
zG646ta2pc)hZ}5Bcj)K2Gmx(z_5A=omg}?B4cm~>joZRUN8aMpaI%7r$e>UJM@C_e
zPI>Oss}<;AsjmFu&Mq6f2<A{28Nvv@&4+@3Rk|+o-Gp@){Pw>qHz99EyKX}1gD`eO
zWwaw+bj+mcIw*PPeT}pyEUK1x8Qds5DsjtJwIjr5MV=5M??F26*!tv%`)1+e2Y=<&
zo6F~-&x7y2M%*vcmjmhNMW51!wGF>HkBx03AJ6DB7)pYNI$x@RB^$;hN|bC#HZU9L
zoD`wqCE+VP+zYhJ{WR#=X!QIt`jXHaT5WXWj>8j`L)T770YNf~XBIedj6g3kXQ*8$
zQs|*Z)-I6aV?<(gUg(~Is-=%`jm$^gg}cSVy#|bz6$*d0;a|E`{tP$3tDLRz`q~YM
zG(H(}0}>yAXyUBmYN8MVs}0zEXSKNzg=1D6MZkAPOtr*MNqn7Z-A!B$B3=-2qZ`jv
zISs=wZ44uAFt>+Oo8WBK0G#?R`KCh^--m4`J3f>T9a!&I61qTW0kD(L1PHTv6;FwU
zPy&R$CC(glE+(og_xv5wJ_CHZ&6-6Q=K_3A*hu(!!KYO5CfizwD8Nh-?sUtdgVt$m
zEc3}V(`H)NW{)5k->OFV?SgQc0_KJ!u1gj~-dk{IL=6e;X{1NBzrZ)(ycAlh16~wx
zdt+X^nfJvSf;4aU7M1j!K5J6Db>~cH1;J#f;}U`ksP8BsFwt;iKDgXe?(e0i8@NlR
z4-%caDhd9oJE;ZdwP%mg_mqh$nVyO?JqmO$X;K=$UL;)-X*0CJUG75!#WS0#`0}yN
zF>zH+b!ecw_(g0TdRpm4<9ic(nzl!*=b%jo(kA`16Qa#y*kb5uUV>Tt+MapuX})yo
zqGAi&W-hE$^5S$)hq|5&HH`v={isXv@iOX?P^+Qo2)X-uk8Kv*+tt%og%L9t5NP^c
z5IEtpMTcmZTvV@M&x4ze!A-8<P6)S%<FES8_^W+t6~j87E?MV7%ocxz@M$vsT34fJ
zwlB4kJtb?p=6L#8*HtLyS?9%ia1MDtpm!Ee(EbB@E{DtyTf9SVp>>I!a0h*|e13%o
ztDQ3XqA#Q81JD<RUNlsR@~U$G&-t#bDVxUHyDjK;xa7%#IS$!fF9V^LFUDW3(T%SK
z^n(Gz7uKWIXP{2EA}z1iFHp~y=hjm%h`Mf=@>)9t6TCL)klGs+@9huWrv#=;6LHNq
z*1^fJN`a=9Wfp2A!blMqK}CE6k2lFZqCN|CzOO3nrk-y?Z=s$Lb$M4@_H82imhdTI
z|7H)-k+mLw(AV9pX>SCJW>{0{yMc{wIsiRaB%T%oXhw`5@QT>=C{2%;zv%0Qy$yXr
z=v7RfzvLej`WO9A2)%k;m|I<#DPjMp3#0E#!o7n1pMd=r1Y3@;nowH{mU$wEOSeP*
ziLKN=lnmB#<<0!$v!?Jlmy6)O%5DD{zPcCak@A;(ZS=g6d_v?+44%H=pA-3){4a>S
zdEJ*=-Ipn0|ET+7?>p*0-$A}_H99@&8?hBLuLu2g-@?a!5h6;ZM7XY7i145^{LQ^a
zrJzp=pACi22f!~0zPxifw|Qb_h$qiaN6`ze{bfLa%N(XBd?_1d^Ri)}C!QMU8DHQp
z@F4zckKq4x_%!6A&;6Jt_+}*hZ^5_ZE+6vW%nV^AAJT}*nITkG&1>OiQ#+0Nen#|c
zIC_2=eM#u`BnpS0ZhR48qc<0altyx=x26S!W3e6;-c)$t@d<t)J#w!nv9&aG7+s`K
zhSE=nK8@Fq%n~Ns8Z*){1K6o%$sRN4kb6O#a1p)-4G3us*UXBZ4Ma}|pwA1vC4A)G
zOp3$2!)gXtB#)M@VQ(hXZp!w3u_TNRNssfUparep{jE8U{h)?~_1}j{u&gi-)439$
zaJ0fDBpe?Ew^(ta+vWbHe?p%Pp<fVvrW+RV6!(%ic6`-1IBS^V-kTxKGo@v{YlHf?
zwbc}r1<Xz1uq>IObgZF;qnpVKLoRSltS3(Kfiq@FhuHsp@^PQ(0P^`QNDbr@BF}EN
zv+taM$!Y)WoPZd%C8EicvhrFrSgPiivf{w&rA4Kn^=((?u{!4o*w8y6+&gu4RDl*T
zVgHW9e$XfRP69_;!K6$ai|_qaOs!OhYNq2J4-L4$J&FzUtK19X&dfj)YF5Y5W9Lh2
z+f0WAUE^c?JR?FB(8dfP#bK@_Y(xIqcFzk#|NI;Z2n(CmgzJpdSApl(sGF>`*Hcf3
zI={<|{<|XUY+S|{Su1r&fuwTXh4d3l`%~dT`U>1<WY0#krvupM#okgnP}f*IBU$`p
zuY(=#J|o5BH&4$<P{RTV4qUGW*u7o-8r$s*XJJDxUGQ)u@PV&cuj41<ejHnOjk_r=
z=&j{m5_dZ=6y{B<gh|GH+eSqjB4PA<##3D+Y|pv!q^4mS2lPk|oyv@?bLv%n@felR
zLTvD{N5Om?j2YD<@h|#s^lS+FgwTtd&Feb{?7x8fH|K!Gv@K<04@+R0;Hvx*Vlgh6
z%?tH2>(Z%obt;4_d|=L;MtGShoRt(j4IYGrT+oiT98ssFzAjq3K)p1UzMgtP)EOBV
z1cTX>2G{I_1@~aP91hu($D=*b$IWF-MZt`_B4_$2?gCUW(<GV212-^BU86V=<nDwD
zp0zFfI2U<(AWtrl&lifdkxz)c?6ak;!IpNG=#eW?nbWdhf)@l88~b>wvzlyKbYTp`
z6Bog+p-`#bkC}}9np!%o3T|OvtcP!4pBH;8`0(g}2+;vJMBsi^d8c_Ln-=6J(E(WZ
z3ef?x0$0Jpa>+h3*M*}hY!H%gAcT=u?q|H)x<}?`08cm1<~n#*@F(lR7X)6mg~ND-
zKWP`(Pz=<i_2nA%eWLEa*X_Xpwt4Y9v0jQfnq0X50w&Em705#swmUa*^|dmV<>wJn
zh^V<Ysj*4}Hdh&q1y4*+c!dtppW+t82dT@qfET2{`4%KT1nOpk`z|4v74`2fA&5y^
zAsW<5MdgNyPEL4uZ%Sr=&#|pgD=g@Ab~1SrG>KZ*e`9td<T*aWGx@?_3vPnOv7HbC
z1~1ti##$mYQ*vKVPZzlB?6tLVFNnKj!?AOWL3I@>k@i9*8tP@%TnA5L$4Vsw=@;Ky
zU|FJ2$=E^^157*vk@7mGEj}|9bsp+vHaGGDbx~MtS4}-3>iRAlx)+{yj?3@fyT-Fa
zIKsGm2#2w_Y$Me`SvaN&XdVkCsPGqGtW<waor--NnK_Hiw6HJ4BwN_$#olr`Hjk~b
zawAIZxnGfY=CR{e`E(GT60AN2R2B;^5We`zW2?d%WC6S(CI<B=zF`s-j%`r$)1jxE
zc_m}elM(0(LND#eUK)Yu(dpXjm3Tw-MrXa!zF{I+lWLuLb(aB(f-~-mmV9*Jt6-_%
z?RxOkNf*>%bGwknIQ(qvdBmPxWUmLZPl&y_+04F6e5WM+!%KW)(3Y#=VcxANl3|gv
zXgVs1b{oo~)Kc<*YOsYDj!SY;QQ?N52cd@P)47?2?%L2vRlX6j@q9Wdbb59^t%Y9P
z`cn(NAn1xTt^BER7U9z1eJ-q7qj0=O9UhAh^PX(FS8H?^U_0dC^?h9!lUXrm(1GKA
zT^sy$e9A5zJ`3@vQLmSHzKx)sctXUZxovv)4By2N_wVF*(f_NR90&4>4jxBqKl5V`
zjHBIUBDp}%_+_-dCTY96*5SXt{Wl!Cc=hJI`DpJS586w+JpH$Zc3!j%w*%7{TjQ?@
zRn_$VoZae|`v7Ay$U?CmisM?r1ygUJS-yA|#>7wq?k~Y4hOl5p!7@Weqg}>lz`ic!
zq$errTI@^}X5lqp&kMV?o3|+I&P37S_xm%<VCVsrI3om#?36R9tPQ)nTbzVHU+859
zJ>4=$XA&=I7?KPHL*VfFdmzLys0;s)t@<*HBoNn9_<%qev{k~h!{6O2wM+j*_ko9_
z5;`^4?t?CApZ5Fk^>Kj0g)WD(E&yhuF+R^^Q}@|2Y26QU2UDtIm(pPIMq*l(;(0M4
z?(GP^JrsDAFpF96N*gd4e!lAd^#pqnKO2g_ApDBmG?}w2`b+!c>>14nmm?wcwr2C%
z<Lok&Si=yBtrfOi)~BION6{u1Xy--Sa2+qPFXpWCu*DL_Z{mz6|Bh@^T{S=VE?L&8
zCqc2NV!zBliWxj#zRh`n)LkgeJ5uK~Kj38DIKFKjhnFT08<Ew~_nB`2Pv$)S@hvEP
z2m~EDfmVjTn$Ryy@i5amzfHAwu97&3olrRxx*W9hgU3l2jEkA<&%<q@V;ClSx?2P*
zRTQ>G^Yv$UTRT1gbKqxN+weI2WCZ?%@YC4bk~d&^XTWko+P@pH{D95={HcjY1;EJ?
zV8youi0i4zBTtl}=F@&eFY#lws`zt{q_aOCF^CgT^dkJcz_-HB3%=o|!KGwHm(t)w
zh)Bnn&_Y_D>TdKXW1Y^E6APh|gIeGF02*i2G(wo_T?Y8<Y|X->PwJnwUEJqDPB*ol
zHlsDj^PRyh$n!$p78&Lhkzt92$lxsMMPYBEX*f4AKL(J5VSo*xVILOer=w3WEUX=8
zn7oEP!XOOpi_jn4HL@^^fMFFY&Xds2Ej9$76aVfW?seJ)f1caGqpCfYaN%2SLqXej
z+=j%5AsWgoD0>S&9;>x^(f_Mjn-B8lJ-Xg|be)d&FCSfb3|qXSeXnRwNBhr+wtDU5
zgRaVp{$IH&qA%|ImJoE65KKw?S4#-QT{YNzZ9fc3<(V#2vWa%OlgUsBOZXk?z9y+v
zvgtZ4Zu_B2uKzmfJ-~Pcb#cOP1?s#|8$qhWxvZin!+hFF70M(o7hSXLxIv!Vq~}}L
zy;mqh^>tz!gf0pJlvvZP2t<*FLYN7e)7%!lO6ID<5wBvN7jtWDV|6vlIRHFb<Azhi
zQN1wIz??!kHt}C7Be(H_&UEnw!--OBKY?@N7HJZrsYHIFrn8keD-;KwSZ^(`GS#%p
z`V`>frDExjc_nzBPt!GlPYArcIas@GKWWZNU)bfw&QCzfPYn-8AmJUn^we-cN?T9_
z^AEqP)55$G_^W%7N~xceJ{wD)51?NXeLeJ0B=&*%;u-jK9~*uKUxdpDr~h?7ZHMRs
zI|}1FrJoh;2le1zh3ygjS?IIT^!Wh#3DH+Ed_KMwY2OuLo@t-qTQ46!nVXNbNRUz9
z=`+8k`AA>po0lk5jvM!q@Ev0V@DuT0D@A`Q`gEV0e>M%Wg+3cfza;u<0{Hv<+4LAx
zjaAi=&0QCze8D#b(FgD_pH1T0XZR-Yo<pFlNA%SMif5m>Os~>sL+K|(U*DD03(+$D
z?0CFGSTYsmpy+HaA~>2IF?VlTZR2>n$w<><RI-<J-l?e}T@vZhiy;s+eRc;2iKkS2
zUlkOXQgbDZ1pD2V@a2L~|9#f`iRl9CQl7MibwaF7jG7LO3q-Ns$9B^0lVwiy2U$^j
zpAhP(+r?Vp)<S|_AwgACFWXZBr=x(AYrsnaZl)J-&>-GG0w_Z|mt2zo9HxxZ#diwy
z2>3j}=^)_b67Yn8+rBe?b$Cl}kzMmtc#AIN^o&n+IOE5?Uda=FA+pGP7}qZQPyVZW
zg-TI>(HGJ40q9FYFW(~Fdy90Zqy580x|H-eh_7h(i1vK6|BPts*Iqv7s=Vm`m8(K&
zyuiec4`ywZ7taN=q7^3JixCZ;&s1%Q_T)Uo1vaL`?WHZT!`X22A-L%f+<D<PMvmQI
zV%E9}?st*2n$NENCHrX7GxMo%iL8Vx!_6fG3#32lDokN%446$GfD<1TYj9eoqfR&K
z`~r1J3tMCAspm!A?iRFaiAiDG8bj(To-zVR>X!`4gWp#<D~;|IT<OAe<EMecpfo3B
z)~w)B$;6Y=v?yF1_r*~NUa;2c^vTH6EtSkqwj|Y)SEjJWw}E^@<XN9B{msfben>4}
ztem5Tt)>I&7U!f-M$>1v)GfyFjZp)4Yg(TT<95+>Tdmo)IJ{%E<~G607w&!=ewbtl
zB|d7kurL>vbM?JhvoIDGmWE4)kA3!!s&;KA<W4uWbBQ}EOf#zIo)>q!C+$XVIuYo5
z!8?SrQ~f4c@F#g2_EpEP`%V&rkR5a7SB1lZZ_qFdRSr&qt#2n43Ww#xk_e~~#n^x(
ze!em{?IJ$|`*;pGPjw^JvM;PTX=a}gdw#QteLO0*PaI55Ys9D+6p4BZYt`Bn(^{Yl
zyQh5^%>M)@wAP5^r0m&9_H+RIyx1GdM~?l*&*MJzKFrr{P&v?aE_(t9d+viKy1}fI
z2nheewjt;Z!vhr)UneT53z2v@gbC~dfTsxk01IrU=C(ufC&3?=NDso#hv3f(zh!!$
zhe@3Shmq9K28sRUiZ{^jaxqzSvPwnI7$G?5l4^<ulfzU_hILAYH07aSpBuOmplN(C
z&EkBA`oQIk?0M!)+rnNCWS<awadTeetzVy(^$*vt$Eb}J16PaNuv#2PI`~lsu*9UL
z+ElbJFkxGqCOs|2X*S}gI5@)>A_g!F85j7}FOSifzjO)(oKoKo(-xAS5<5K|7*mZs
zKf9y}dtTTrYl{@{ib#P1>V7Itt6qVZ5beRSxScv-)M0HV3@&kgt%X4<={ZzP7dG`^
zfi?l?0#_2TK2<&ga<(;+(o4wIAmj-lmv<S@w|8`A(m&ig8iTf6kFD46)^g3_nMP~b
zRj)y#{B_Dnfode5vs?ITEpd#Xpa&(wMPWY!j9&;QSv6M;Oa`4t<r?G)bY8S7mCy@<
zuH-<saJ81ym%6oEOOE%b%RwP)eDUk5wD6ZhQOUW>Go;Huaj4ucYj`PVD@C6Qp8+@<
z16+;)o)B<#SJL8NjqxrdjQkkyb)1eNYfVP$Fe4b7W^isdeD^7f#u4gsvS(x2(*f-B
zVsE(_n6WVXmSnljhiyqwcdUtB^F{P@OD|Srh>)VTSSR8u@XXhYSZVT?2aBnQz}Y$Y
z)?}EFsv&(R+9iJu{Cta>vtju85c~z<SL&vuh1hD6ekWlhot4DmQMM*6zKW6xAqoRQ
z08CndKIQ)41jSCIL-J=~UzISbV6O+VPl&y~+1x%nF_y=(sjp3ph3%V#`59N|_0CG4
zjHS<Rnb#Y`w?f}igsPzTL}E2iOTR&f(%DLqLcTOLHq*%gQJ76$E0UPs`vBFXNBV_|
zNM-!ZgMFNU9lpqFbw45aXk79&@GS4?)PpYwyt2bfP^B+HrN|r;dez+BDZQusmqjxN
z62>1|YOHSnQ{3wq-(drl*T-N2D2_aM7J5O0w&56qV@|Ky4rM<B{$mX=yM{k%H(&$s
zCxqYJoCf(Pt9?jewa;3vfhwncl9moL+0@oAT&?4$!p#TarbBS&h1&`<Fbm>+NS_74
zG@ta|TSIdJX)QG+p+S4iV1KI?2<*ZLH6JP1wv~MK(g=~ysA7<rV}U9(AG;e!c~gt_
zblho(nx$K`tGVY7t!>;3;;zX+OKPzeLhVUEg+yAEi~4wp>P}%AHv8~2c5rLS;`9tR
z8~M*(8pd@=!ze7c!edwa2C=!oubmuQqxKc>th6St9(+RJqtR?y^Bb)x^9x-cTLFpW
z6Jfg$vhY_Y)_T)NmO#!0J6-~L1@=8_AdjqXojGXlXC05h<7w8`>ou@->y#mCS!2Pv
z({(1ijQ^oWuxEh13wJ;4@)*1_?7UzbAqK{{{5x?ccCtlvRmiX1n$h43%XGM777vc~
zMEEWNfFI&r%$UPbUzU0VaM`ASXX#elb1<iocXEk2G38<RW#)M?x0Y6~+2moj*?G4K
z4>dq$&pf?lR2)s$wvD?dNFYE6?k+)tySux)ySoJo7Tle|-Q8UVcXt~czPaw_UEj~1
zRja$Es(V${-sgF2-O?EgJ^gf-Al~M6mrj}#6lx(_h=%%pSL#xx*p5DEM?HyjsmJUF
zcbFZ-w{0w+OE=BW*X=#}jB}F<74oOPrx=RMt=p-Q;4TuPpls)Xc^Wgq8boz?By;Px
zwk^yYWY8?;Rk&{)sh>&J<pZj{xv$HBa^<ft`d<=BglB&OH~u{N)EMtvhJu?A)pG=?
zGIo9<Xpn0d|K%s!-1kef2YTg{)f%Kzh^0Ir<vnIfp9|}s(P>zSm=h0p@*h!<93OmY
zeE+^y)=t?YXKd<(%`<6zZFNp=sP3K<U?B`PoRqN=wqZ%68%M!}`LLV|iIgeqCnz8J
zOgt(di5|LVaes@wDDfx=Yv!h%@BP>)-AQQly5nsoVk`-IU-QgPYsBp6CESNy8fGyU
zkS%o7{bB9i_ZarsfYtkYdD%s_){?0fdXXt<V|-(M^6R6^dk$?U8=i|0Hd7xu8}~ZJ
z<NS2*R)}{=n>1$V#e<F%l~klON4Ou~cxNph)?>Div?a{sh7CZXG9kq0AESGXbZt0C
zEKZ4Fgj1R;(%vE;_{sXy4_3e&JF1w-U+Ae|WhkhA*|v4jHXR8R*G><=bU4JWEMM~x
z5m}<~%Hq9_X!15;J4XW?uutzx#e5HXe>5aE+TEy;hM&X-BK96KTi;lnYqNt?YW#JK
zi8U(Jjkn5cDTCkV@wIvJ!rrGTk4u8z`w_hy)m3k`l~gfoo>NpdPND|p>q9$?*@{-b
zBE<abaP>dq)(*-^vDignr4ntzy9sJF<H`zyxqNUQM<fejE;?uJXA^Pe3GsouekF2o
z`sU+TV1)eC(X-~e7h5^{>#J4bx63xnQlste1+IoR!;(>TtpdD2-IAJ@8!Kveg<Z<P
zz|oLujqXs{5r7kM{@vL3%`f;ehIx%m%ZlmHztBfc$oE4pk{3t52r*nCbyH07qPK(*
z*Ct(6)R9po8*CZ&Di^fR`S)a^fW*%Wzkp=nC!nq0Uv`>bc9eTR90ha+E1xTB?H7Sb
zy&smbRhLNJUHI)kfTxQ<cPpEBgT8YCMj*H$m`kCrzOSZk!U7byh)PRi_hkoF;d|2n
z1*&T&gGDVrJ!AR4o#!k8LA}8*{#^=I;C8xHrdLj{n{!J+2II{Q4`S*eN$u-h>c;+v
zAe$P0O=DusGw_&~)gA@C@8R>DN*$OGk@rn$>|v0d3&8^WaPv(KlJ1QFxqLNGm6A=A
zdy~W0#ljv(gKKzv4)pAoH&E=mXLNa7y6jVU7S;7S$lA|s5*Gx`Zb$(h;}+@*HBsY?
z7kqSpaT<G4$H-+N$0~?w*cm@U@Ak}TsO(Et_UeFTP0>vle#YyR#tTEn*cYR(0{&+;
zki=ihi66)d5Ul!38JntXWUz7eY|yFTmk?t2sug20c79fSz(A>2a-AWITO(u!|CYq#
zm?61gjTex56TQt>nb(!&C%HWrOnNbpNXZH{AwLy}n1D;d=ita5G!buSO1e2T_Sib?
zs{tnd^QNcnsz1_6TM!~Ozr?FF4dD&eRb;K`N%X_8cQmXyf|(Lyitf~$GKZ9Zj9<dO
zre~0W1k)1emE8%HmS&ioRzfAK<b;1S)h_Ht${KzdFMg%7b~4<)Bt)ggJ3x!f3G|`6
z0oz1%(!9V4<Rf2-2ldp-d5b~cvBL7j+!wn`1Ep@xN?cz&jm`0|JZXz#y2FfjSk8X2
zo_Z6p$<XesN;(Up2l<x3HR>CDd)=v#CGx_vu#>BCBaCAwbtA_;_DAFE7Lc|fKS!d_
zpqpDBAIhrPYR|cZkC=afYj}q|#8&u1Gm6+)j%AR(2HOl27_61D3fDh|Tup{;NK38D
z=GNcm<Z4NvhT5a$y0U38{l2;P#dHsX2bBu91jMD-#mZS`n>G^cZZts1WX8sy)seej
z0wpgNbc72|BkS>+>a1}NJq{vxnCM8ZwrHKtiOsjE7cZeJyAAzi0v6Wbt1V(Ad3rWi
z*8z^QaP5u785XWfWA#e|#S6u@YK`-TQaZICktool@Zs&^x7ob52iD$$wJ?hvWOl6x
zzRA4ozrqqhr`~d3cLZpQ4cW!aUhf=Sub?KasE*H|xplSInsAJkt$h91MmvcSjgI9(
zu@RU#EaDAYrh@8Jo~!6J{~=ePv4_2DgmM!SG2T9h=fj%rBk;Mki9XPOUop=X24_Dd
zMgk!>aQMB6O<v+2{#(cTCGJwxv&w?y_23D{>GOy*`$I>m_N?1IVAKQwf+5H*L3T5*
zXUk&g@Kq|rggI>AL9xXzAkPy1jC#dLfL7E(Z_e<L4D#JdF}qST2V7Db{O;hgK=~LV
zIw3y=_0aM$B?vyZ*<05aPbc@rLkK9wK(3-;VO+u~p!r7V*rvxAGsAh|w{jI=e25Gf
zpwJB`6I`x%lYLwzJrcbz+~ST__{7&{gU>FD!C?=9NDsg)Nt_fZ4QJunI=1uPc_N=P
zoC@hnFsLE!azgd=v6Ypksr*#00*To8Ig=+z%7jUHCx5#VMt!e}h83pr^hjY;%N-61
zWwU&jq*C|4&NlO>NpDwdq_h0jTjzE~-%>I&+lSqgYuw6`uon`_FBU4xt8>PNVxw7s
z8IOi4JF=%}k)N;o;OCj%db$_?cdmNSMMUkwP8X73O6S7Mp3z`+yJyRTG!D8sCu2d3
z4dPYk{+`&=EXH|Ql-17Q7YL36(l_^4oY$ZQJN;qLS9tz$rAF<uHJD8mgvs=RUr7}>
z9^4l%Ll{P7;S5lqd&Dl53BRs0y#RaHUX@T~2wvaz-zh+_waYFh)NsO}_#-8+6Y9Zj
zh5lJR`3v!$oY*NxeiEQ;tHbUTH{9>6MWbsUEOaF1+@MGYA8y`Xd50$$FP<Ywz5gfl
z;FM2WtWrKa#G3al@))YDZbid1<?eFw3KhbGYLxDZCG3LVld>&p=$=8I85KSD6l^wf
zxLxg}jFoMa(0Ov6%R2aG-8!IFn6Th|NkdoO{d)~hN77A3FDX%!JmF`B`?CJJ<@yWv
zWsrk4M+XRjmQ_f7;yw9W`vY&5sb%fR3S?Mb%5UAskoGjjP-X+l<Og&AU14X!zV{=?
z`4Q3X5bc<rER0JF?teyZKCA#e$~=yoxAqLrg1K2h#a!QGF5)`LA+$qmXd5^^wKG;u
z=FPGMmNhSox3K{#!d&$#8)x^L3r;cGu%~l3m+^}MQcnk^-=j}UPs;?vr&`pnf;6Uk
z|5dXdzi6i7&ZdC#w5t)a!8QM`Rf!ryrt#P_pbSZ&8_yTGE?qw?v4u!Z4tWl07jnu6
zTo1hScbbJG0zpv^Un?KsW|1rJ;Q!GqdDa$(M1&D0cr)DWPY`AD>H8uoYJLv6@L8jV
z=f;hC6|pCH!y|*QbbVkO1WI0QnqLVl{@zDYq^rYm&UUhYXUO-#Y;Y$uZI7Q8%pUZ%
z*eO_)<hMd7N*(o&?)c&UZPIs$d`&jV&x`=}R~F7eiwH7SQ-yUTvJt(`eRo*-K&u6D
zqrgRxE*_PZWINfan-7E=&mk|fMxfa6_kSUi62SMJam8eW9_?XG1WR0x`0GXg@Nn-?
zqF?^A%Shg|FC8-kdGKD*r`p|k5!>vAK#Pj{5%g7F)f4oTB(1L8;>d;=jN(mJ^PAA#
zt-ksu<ku~6IdmF6TOsRs-0$~r`>-Ub!Cyudl1Q0vdIVQyhA@BDbwd0dCK{LgxuT1^
zpulzhS3;)FF~}98k1eHI0Ty4h_rj?g1wc>5|I6Ke&G!o9Mbi$leFvw8x%tNpNp5W{
zd-LBn_o>*^+w~I;IqoVqm^+RX)*ObLTAdMfA4=-d8c)jKzqBXwe18X9kv~C)L~b-|
zsr%8qu`OVDX2~<|aSGq0hHQO!?!=u?hU$+^_J+{>B)*Yd#!3%5*M0=8L)$@wFNbhB
zJvB3|H2dp;j2DFgbDY9pmB<#t{I=aKln-ikCTFJ+ZJx30C562!=OZRrUKtxR+7cgq
z-Z7aHGLPhX|BFcW+xY{Q%3&7q)8O^BtLVfQ5*3ciW3A@fQ5!VxO7u<K)$b3|89aKu
z&t*LNL)2ynsl=>*8r!n7DGKkKj1Ee2r<YLuk|Tl_nS(LNi=<fRO*ubX;9_sK9DtR!
zpC~fU$o$42VLM1-CuA(*APb4Qc$?!=_S(vRuWW+GrXi1~6;<04yEFk)342>eHGhoK
zwcyC{e11$GS_f_fu2z^1vhBlel5HR|oH^~-3(WT{sWj-Fc%IG$#{d0}+A~VNjR<+f
zY|lJdBjblZ1u}j_Y*ivGey?nNxL#mdwNu-4!LWA<b(ic|^cU&?#BP#<lgWwq$jvYE
z2#<}u?TcW^1^s1tu3v>2Rz4s0g+AaPrmrWe9;|m&zF)a*f}QHZJq!m-Gp|hqN5~xN
zIv@FJxmi4y&xZf4{swKs_;Ykuo>eiXuikN1`@p|3dC#UdHXsFqkR!&#Ql9Lwt47_D
zlCM;%FEt7ueP$pLBi-lFKz87Iy};3Mt4)5C7vUc{CbK?bKZ6*B9H$&OK4fXh>b#OB
zrjlA%U&Uij<4ISBkcttx&HUGqwUIpzA>#fGdQJLQzL`XcgVv;YSo`Tth(L&1<yZ}$
z8_}FIAzVNSW1e9awM<lxKrd_m<EkXnm(9>diY<R6i#pe`7lt&Uckf|c37@Yf`WDUH
zc^9PmanE;-QRL6mxr#zOKs~&qrJW^djXP(b+<xja`W}_*le&+qiB9`K{p(u-Fze#e
z_Os>r2M>6t1V+m7IQ(5-3b=h~p8RD>D!L@DE9To>UQ`<VbxY2=P&R2-b^jYw0rJ&b
zS9Ky+_2Qt<;dSgU^(6qgZuJs*(br|ywiDV?Z`T)uEPm`af#P}Ft(#B!_fwkpe}6&t
zDSj*b>NoVO7j&yxe;?y;E~Ms;h`VHQvt)7Wp*|Ojqe<=Gn<h6lI5=sq^=&hf*fx3k
zhUFhGxAK<wHZsmxAG+m@dk9=0$|0v-7-C-Xa*?d!{}szkhh?Dm%7$-GAvZJES=wt2
z9;#=K?o45qTjSJOZ2S<##lns*HYagjAmPG*N}(w<BMAni>0(B7!!_h}u45kM%XgXo
z^fP0mjXa`6TKX~_-9p}A+3IL{g+OXOfi#rzoB)j~JqLVt!OWiBvMzG-ny2ODdV+RE
zl357UNM3On&%??(9M9`D!cW5uhn+PXw|>`1UFiX6L#~Xfoxoj(Mh4M?!CccXbQZ2_
z(W_96ph!_mveo$BB!X1mwP@iXHk`{>Nu@|brBGN`xUI||EOmuXaUFGg$D;ay**fAm
zxL(E!GZ#uIi?Jc9X@VP6UB^7?B?(4Eauz@x#QLeX<L?rZT=ioc%%gsP(CH=s&d1k~
z-Cc0=>+R&=ASQu_A0{t$|Hu*fW@5tYLMd^xt(s^-JdZWdbG=r<wv!5HmEa3#F<lnu
zNt?yc01Vr6pJCPcCb64tNpS{5r~$Ox;z9QXN&4vRcJ0bv1PNe&)<|AM`BRJE$wvru
z)5`S-^chS~OvK=>Q6e**+gWYsvKaQHn{O>>$`YPo&^cfPSB3glE<PzI2vqMJ;Ev8a
z?%(~iulx>hd|KUliXYP4Gcv~~Ht+X}g>JV__=P8PWkAI3eMfr<8{8Wn#N7znt8ZQ!
z+!y#~!YWjN_JcKaD_{$4C<oV1`ULn;%k>jy&#ZfITl%~1m5SU9Yfa*qrZ)LMLLW47
zar@fd#rq=h4)Kj?xNLnGeWz=J5lS+>b!-^}>t4c(iL05efq9%%fyJPTgbR7zn+JL4
z-IKwM+N%aMcfFQaTV#T-^FQ!>Li35km|=h@a|Y6bZ5HjK6*Z<?EeTO$$U-Dn9dcYC
zWWQXp6J!413G`8jSLy(E(=&|ZrnEN~;G-<TK9XBf+(`3(+0vp)%U1M?0<?62?Tu=!
zg<)xx{WlF@fls!n>oTds1iIK@;y+QGsA5Ak3{H|8@fiKVmAr9tD8FozDoDK%ZdGV`
zgq99Qvg<1^Xs2F0;&cP8rvY&Uq<wGb#N8iHwVXd-U`0Cp`LSOc$tiIEl$pzm*D*%$
z9YN!!R&Iw*`)*4T;&`pMx9mSjM+QJ7N6(z!X~5_*>x+}7bAn(JeYttJRlcH$UyfRY
zuYY<z+5B3~)(^_T^%<kGF25LgO*q6uD#&Xp7>rYizC=W-Oc+tgC*Ul3S`3-<PQXC8
zt7k_KWKwS7K=4;Y2@Y)KXh}>l{3hMLATOGoQ~GLk8;W5<@EkHy@!ALdS$_WSvZ7pR
z4kI7hFTkeG4xj-WGm3^l5NyegiuNYm&WEEc-u`1%2SumlJ5seJ0!mFnji#F!^>|OQ
zLYx)!6)RB5)N+kIp;>*xO#+1cO8X|%W_Sd<_D$MPyhYjz9aHvzR8g#}QgoR&y`00b
zMf!O%2u^1xjEXdTB<zm4cBYAMgp1e>pJrXN?Y0@mn`8_a0JfjJbPc5&U!1VUvXYHF
zryD8un&I2f_ONvDqlYF`^B0{s+(G`ATY=pvehBwfa|a5bt$bUO?m^NuJUgLWl+NXJ
z?Th6`Su5i|3J&A#P)NeciFulBJ)vN@m5jF9^~7{nn~%9b36872LUGp5K0z_o{u5!A
zh@<f`(dK>ALr{0t3h(k&)tB3cW?vA=JK-qf<}`saWPN@4N4@(ae`8{}{YK{zDvOJ}
zT707*MQc*YLIzB&mf!hpsJ{z9fg0?RXYq0(^c6fVvtcSKBK0>ZbOG7}{(;t#K%}2u
z+ealUiV~8)GqGv1LtcW2gUw;R%iq3Gch~SPNH3o~Quof!FIXUZWC=uZ1WY4$)K|FK
zOj1>52YH#aA0GM@5=?XJIZ1F5-MKEYh|p-Y-I!5KGbREohbu(>vp!Y-YdW72tXVob
z%*JnzPB^l^v+|_6Ujv}6GHD(DDC5F9`c$GmRPHSnznDYi@mDGj*2S`6_WKd{M+ovh
zJ&@N2xwG(1EXKvrLNhSpoC3LOPdxRyh`y5Rn{8X1S%*-2+Dm0_7Ori*y%Yh)UX;_s
z&klhlgp9`FmL((xw|udX>r}A3|BY=zE%^f8t)KX9bhq;~{^FOzd<#Y!I_Id_Zn<M>
zh&KCR6VgT0cVX?HN~BE0-emx<<Z<!eO~ty**_9bl>BbX~ZF5E5$V0ECGpb>5cL<#r
z+fV{5Fk5tD>`aMkr2GCvJdtLF`a=wLb$W5{+CWvdugW(WlN6byC(d$6l4^t04V!S@
z6oVu=PTff?1h!sJIxh2F!;+DPTYgKegrFOP^q|Ra@2gBu<$0oY?dU1az5GOUuZCOB
zH8Gk5znZZAB(lHaU@Op_Zz{DI%LS3w*~`?ziWfg8|1`@H*T2fVo|Kr=%i@EzZIfl`
z65+Y>SD&4V<{%eQW6aZE`#rVR)E|VVArzORSxk^Rb0w$t0Of^GbKl%sfXD}x<cL#=
z6ojo<W7a3n{v2<cFBO$xM5XnNxzX9?4Ry>LBnJ>IaYDHd$(;x4-7a5sEnj8Ffb3s4
z?yDuv&)jjzv^)GBv;5q71NHt?o-afbpX>{(WQI}yc$;FP(_S*_m<hd|)LIpN()F9+
zM6Uj^AQ|Fm2EWaFhGJEEs=ux-We}M2D(DjRv^6XTqUk>aYN|~U)EtF&j#BIR>gw%%
z%?}lNT~UG#`NG*lTiCXYTS93^@>f`4fqDl{;T|RQ_;#2%r;aE5dVo+!0QJMQcf|FL
zNrbz^@gF#QAb_ukQUI-Y^`>^^!?N0akwt8fL9hnM4t!TkO{BUI0g}WwUXj=(+3XS^
zuaJ*sLxS??ioUo>)>s=*!ek6r4$=afkw7jrpHT)C%img;zomo!IuGe?wO2$l=vBM!
zzo2mA7W3KK7qrjk)vFbYPnQdKlnku=jJiR(4Ekb)t7uwO1T8Xsj~NAY!6|c?@!hwP
znT+%{nsJAE!L+|t{XtSxi!(Qa%-T^n?a(CiF#dc%#LtBbCw^EjeEP-1QKi3H_vD)P
zB>IV-j|r{6@TIk_0;=Krm6eremHNPNaE>0~au|2U-jkyOnvQBN*zw4GDa6MGJ|_Xh
z4?a9UY=2#*4lHn__`r8(1yIlLYi007pt-v5X@|B8M?Zo=y_mCxh46eM{UqF1+2Ei@
zt6T1+Q|`s2!GBFso%#In&9mM@UhEY;vdL>BL3<<N#Ne}rC!ctt?EMJVn;YmaT61s~
zvwjvMBlg;yh54nw7+|qQyP7onA)Ifk=MFA{Xu=H?IR68Lmp`-TTLj;>J$r2P=(Ur*
zX1@Pp17Ab-^6pKqH=78gk7@JHP1?*&T0i??X)ZGFVIS7w-2Fo8{Nu@R-bE^QrvCl3
zYVSvB$Ohzx{Fz^4Yt5^ps>@eUN1?hgcpYW-+CCHuChdF5zv=9O*E}7H{Wgi5pg~n`
zzH%}5l_9c1^zu|LRLC0(oze7}TB=2T6;MRR6x}Oe8Qw76n<ZXR%HX74G`X1!MkCur
z+G-U~ApyT3uXX#}!5QGje(Besb;C&k-mM4W5zSZ+<MXa0`(?EB|7G4r8Oif#aAcph
z*<U6HxxjcPZB4EH{$J>`{pB}6>wKzExS`7z3FoI_3x|#8iG^nS{*+AU`|*^{kY5f@
zzfrx_B}YX=+3bEkPtw0ZG*1LGRHDQ}&azyiw<fXS&W)@<VRfbo1uMqYB44!2b{^++
z?_?h3UOvW4w=2fh@zS}lMd;LxbTYS{S6v7`6#qICOoDd~$M9B@8ZA<ea-h%>!!>Js
z+(!ENe)OdbJ9xFd<8L3U5Heh9RwN8Ebhl$CCpHZFtNRcg`ffMeh3s6qEHG&|5zXUm
z_y%>^;gHcu;?u(-e!9u#H3cMG3)Z&P1)#Q@Eaios+x+d&VRJ}~b_r7{0!W)JM&3JD
z9_)UXM|5jY?<j$|YzEv}_pJQb_JnK>;iQw^J$OI6jFkjSLGIDBYA+|M@ZHGEM4NXu
zQvtI{KNy>TKmZ?5#}n5dDh2g!Yb*ZN^190H@Pex#%nAgcId7qDG91?jQ1<uUMT0la
zjCRdAj&d)D<mdaO=`KbBU#Mdzz#nSy-*1h49JEr_aRrPISgub0dGsdv=X`q-5SAvl
zk2FK?;NHSse@A0N1EyV3Hu@kax#6OOwz(@&*>jP}`89n5vWZ#bB0=?E5%84SfpAx*
z9J@Xkj>&P1YFPiB0gMXUTWnQs@3K9CAPw|P`Udo;t~07y+YMdF;klmyrX(LYEzJ=v
zbI~c*F47@F8E%+40Z*5+chLib7`up=sqP2#AEubP#VEoF4!g@-CT7i<=Gb^A(!r%E
zTTg5FhUsWr#8CfHFfknL#2AY>0y)m4CR}ZV4cC-T>&@swodTrGW>Y9r1FW-MN0@)*
z&8S4#on(h_5dY@!2LkfJOW{~4en!~*THm)D75qP!d#Lhr4j87Wjnf%H&O(rKJ0#S-
zqWpv~-QbG%3{4LHc}!&h&5@GrE-5a;9=@FS%A;%y_lMjApUP(@WuxBo=1c|s-T^Hz
z=wIObMY#-oCOV{FMg`X0;kn-4$|=5{i|Sl;9x%29fG(SyyLC`5Bawlg>l;^*k4B-q
zWy@mE81P3o*@UkY=G%`hbDxUL0PA-;_$oJ5CaXYFoegI<upM^YSp9(JQA)jN1WcBB
zsSbhptjU!Bt9TtJ>}Ms)E3)|A9MVl0Q2-g(Kp)f7Y`Sm8Mc^jZ(Q(%?ioFSYb6DQ%
zQU`U}$fGz=BRl^b-tcd#za!a&NXQtG;0S(iC2j97?XDQ556x1zBdxl|QPLB8<(<(*
zOc9<1o#A-N9YSMs$~ON98Ze)ItA1sa6^I0YD!)Y_>e+r--`Y4Jay+uGqe4rD-~Q|5
z!?8iRU9WItT#9@9ZxQTrw##No^LT1)H44I+=l7F;P{-MA=PiwgQu!+Xs73teu}*1D
z|Cs#v4gWqU*ICz=-*ZsSEm-u+_h^cyST<DJUtUdh{voK{(*igynP4VoM4-vFB;j|{
zm5RLuM(1WZ9>od8H9O6mFdl;OEZu#ue8pVm;93m3)uJY!FEocRmL}~_1kG4C?o115
zt3g*7s?@GfH@&RoHwqE{nIKvlu38Pjovz+`qlL6Ix4fL7F8e7hfrK}F-+$=M4YTqQ
zer!iF%zRwhwHL8}2}N_WR-!tcsIX747UF`DmWN_20c{%`%H<c<MTPQ6Ydq|}HRDOm
zRt86~+S+`ZwhJ4T?HgkM3{eq@iKWBH9Mj-ce`L3D1*UxIx)gW@Tw<>dzKQBHo>v{;
z3E3ACre!5bQ^8_8=A?9S^0`+Y%a=LZ<uaS`F^O77WkijqUumr<(_S+Ya{EH<-v?xZ
zNT<W`&;B#@V_D(jirr51Nj%;R=BA>12!25x3O|k9qr}<F(3St8N=v$ora+|i<;#kr
z1Tl|vROj}bx6fsO1T%{5E(&21Z`|hZh1Ct-%Y*3M{?7%HJLL^X{$sSS#WZZ2fmd+>
zB(<bvVNG_S>}43#@zVnXBRC`ou}53#2W&Be`SGqiOsmURcZp;A-^q$6f1-r=hcf?1
z4a(Y|{(sb<X=I;hX-!V5u>ppn&d>dU=8Yb`6G}O`OBaOH-fvS}kv?Nr6u2}NhLOxJ
zE7A)U_zy9!<?ozx4B#>@-S+P#Byz%xdz8XAN1<CIJo$Yer(A`LHp=XCkJ2h4p_=>p
z#k<B1*}E_l*<3|mQ~K_<Eyt!AAbXMbPAYS%#PR_SJT1E(q!|bP)jU1(MQ5KNw6FY7
zQ5>NW$SZb{@R;?M#F@pDxEoACBF%ryfJcj=@`6Te(E1RS3f49xEWPwQQipGdXFLJl
z!pHZQzym}~c>DQya~Db<ZnQxAG-~jMxKr}@D~rXXXC+wfXm!i`(j}1zxXEaXP~6;j
z4#6uMie4#>DA3>E`MYSndtZA08RFJ6VR@;;vW#b5slM-Hut8;FRbqZyvhLqUdX+Tq
zg8Mavd?HBI!=v}mQW$A)NoJq}vKxcq8|{=d$5Zyxwfri>1}kO>WnM7NE?EYKB}q2!
zP4O`kt$6sem&~m$&6&eQm?hcNj9oBgMM3{PsX_|=HARf~?;FgHAZ53{)_A1noRF}j
z<#6TaZ%btcqhBp1u4^uC`7u8<CTslOo*PtX!D?A?(zsAlVdpKDV}cKZ%M3A6nE6)w
ztCkmb6|-oJW;H?w_u&?MexQFC;1ZVR;DdZi)n!Jai|iHv@B;w&sn2un7d<DmI)Z#F
z4CIksA7QmSi*J8X9*}>=Wqx(kKXLs!dU4`<r8C%mkt%nDz2ip(yK<)b*!Tx0U=x0E
z(~FPb#25brc8*+Dk0J~AB&Fs8U`P0zmj6lUt8s2VYFQzXq2MC*Jk_pSZXPH*+)MFZ
za~C8#%I{ZF2QG5_Q{!x(5dR`%xYt;gc@3a@?Fw1xTfOWqPE@ynT!yQI6_M&z*;o_G
z$Cy?!bU<#nnR`|0vS|iR`1bnAf&k3xejqWNA#<?IK7!90Z*OwkxTBT_$L=?<x8zL>
zXQjqJq~UU9XZ*6b#v~oHX9-EVJg)-6`hxA10-Z18SL2kU8T^t(h!|8(Q#HfYzZl-w
z<}Nbn^YYR0w-x{eIK!Ii%dD+tuj(BqOxTrwwWHzfpM;5Hmz#-yMmv$0|I+R+h8si6
zuAmlvi0#kjfxK;9G$TKh4VQDswmsLQ7i$78Q}jOEjsR?e0kI(&I7E^UPBs`S3b$1w
z-~^g8q919s76{k`I1pn7Ml<iwR;huM`^<xP?jWzf1ObddKKNPA)mM%HK87r$s$SZU
zD<W0xzdkcuT2JAF_8-Jn>>nog>ek-XHw4ESdH2%!fRBz<!=e!YrfZh5irT}uBf#G4
z>qp4`ipA|43wXD5*7cXj{tVySrt6&l_Wr!Qff#VWSWbIfeUM*68F7VNLo?_jwCeK1
zc1|9g)o}6=E<8npPtpUn&W<kF@fV)NbW-9kt`5Ecl8VEBb!`;hd9{bR2o=hr{F7rr
z%{+qpwYQ2jvG#zf|7hHkJXk!`v~uP=S6pC`gxnyVZyR=s5t1dHxRF~m>UeEvL_U2A
z;btzyb5uPo%IyJEmrNokt|nM>Pw^jK(<QQh%>Pv1yZEzzpdIgREqGa2<6rw@Ig#J~
z8v7irHyaytg$&|B0ts>+h<*arze?}LlHc;#ZMv;zM&F|oa~jVK0Rv&3hKm5-qa`+u
z)MN1Sdss!koFP;v339<GAshT+J~kO?`nRt^HE^fxX2?V*Qn{@rcoU)-W96h;JkWJH
z+!Da2PdgjJ$9S#=%zKp(ssq{#=0fZ*`I6D8NM@$)(CnYdWI6!Z(F_hb6j8>?7!1NS
zZPF-;TV5K=5ZpOVy~9P@V4AbN{LDn5!Os8s4Aj!o>eyqBTr%~5XaaYxrX~Yup=$g;
zDJ34kS_%9ln0^6(WGDgbS3X!5FEm?2`7ze>iWRVPq(`vK(3668vK}Q&b@!`xX8%Hq
zQ&a=~lIz9I%X>!W9(lwN;$7ybt2f0&-M;=^jP0hf`<3)|kJgd6(p&m(f8p>M`QO=M
z(Tj{p=CIS9fj(eaBpGTo8RJ#7>1B6qjVUUxWST)`hB;oe+O_rBFM*Z1CNz^^cI5B7
zP??qci$@8FLmg)C9tU)l-aYo*ISZYNXap%6to=#Ks|>G6>rigv^ajRug1f>!SFEj{
zMt}HX%XQ`)-Q2&8T`3_R<d%@?meD=&{LsFn2(|k4#Ozb`_oEDW^$>Yv_=p37^)Cqp
zquOE{NwLudIp^&zVm}%-4P5e`6`JC%4#&GBe=Tkzbn4C6oPY2X`4BMZm2=b4Q%iI}
zoMMQ(m4{a^ejwM^?Wph&zvy1XlN^tN2}gO&b7&wob`QPlG7}IragOc6d^W|oO%2Xt
zl*1vZcZ>AOZ?^M-HS+FUsTTL6`;sL3z$2PJ*~O=`_g~^mGQtIdI>z9g@kb~{^ww>R
zw#x6RB|jZhy--%MSU6}pU`M#TX=o<$f6KDq*!!rY1zYL~!v@6zavcQYS_lRmANzzt
zEzkz#5wo(xcdhg8ggy%Jy#!~lzh#`xzhbSFDEYp+Wx0ecwgS+23SYQp!dwH&Wc2?!
zNmVZge$dD6N#_>)t`N;AhB*sa@O8J~?$wgay6MAvggZr4O!XbQyFk7;LC#75O@l&*
zYA(>)Pg`=9DZ94iY+>CeQ<9prr}jP`OmfNhYY=r(LD5jj60+B0(VWL$fC$H^jms&r
zMB^^&dqOqHV6@vyr0jq4!2O=2uC1uZ8=XttL9x3P$C)kjlk23k>W$N+QbyDP{31{r
zlhoS{n)kP4i%R_*jF-0fRQ({kTfuv)V?;r9PJ&r~mS%5hqM{==VZlZmKRfrMg`W~Z
z2<J=We#ok?Blo{%>+_CJApV;fk=O~{8P)lo6^Rg6rAosyYw^n<8$X#5E&tRUEhL8^
ziI%f`vnpk7GRE6^36hu}eXSAOEZT>6t~GaQ$8Kf*E0insB<ILRfCb<^>|e`}Yg|tn
z$FJ?zqu?tl#|g^*K6@RnIFg!yy4SvHdum+j&Q}=c>|YN%Omign{yDs{nNN`Wnq}OT
zDgTKId^te+4^amj1eeyVO`0|4okpR|9SZYElZIbqZS-?CL(W$${!iwtO*2ecF6=lI
zOb*piXy4*JuRw+R0(W%%Wb&Y%uXUmn8K4s~#Db3174<@TuCu*-({9|8p%nU?9;|t=
z<_1=%C}g0VIiz{cRhVd_x{X!r=c3}!p@dgMRjVb>@6Psfn~r4k@Co~~fM_hkC%Vro
z_+HFFh_#%Y89?`jjr#_Fmj+#wH6?ZqyvkfWSwjNe>~sguzRq5QCRf**`XQTZP>*wA
z^cK}$UIyj_&H{xXLbJnQO|w{%C+f1h_}7--x`)Wp1f{qly7hs-_@fAlmflqgttHW|
z_2UMb!}y%qh(@2ia<y{LSDvH#tkaq<BxVq<{4fi;pFk$YcCH+kY`by{4ym5l^8?_c
z4aa7I=UK7+*?V1yS<uZsW~4OeS1}U4X(sgr9+DaMTiNnaQXLur{Hw<D6wG+-RCFT=
zXy~EF5Rur|3X@SXAMQe?f0erK`?BR`XOug~(tYk(yXIDH%wvF-tytpXUzsCC>+Z-!
zLic{q#I^@}u9<nMrkfYy8kQR(>Mq)jkP+{<dK`-E7Po<{tFy)UB)!rkIaFMD|Ku#J
zkE7bF&V_w$kWX7Fq_-q+vF8IqrxbU|l%*lX&m;&hFblURE9d;_5X%h@+LgSZaU{`~
zX&QG;P!QWrBrJh1)7|<uJz_q3;I6k{Yghj#gCrZDvZW(HT;giWh}e6J&Q(=rfQTe>
ztjtuFq+jpKTWg8rb8Gko=jt`!#Vzg{a-sHdGI3QlgbRN`UWCXn!{E_lYrghR=M{3L
z{dHGdX)@k19CwjmP#{X>nyN%SG2WwY;UasZ0nv>S$Jz*%7TJ}zF!qocQEhUre9I@l
zBR*zHYQ)jTr4~5AUJ_z=DzelXK)1Y(nyx7;ByRU~jAk{Ktcf0PPbrh#Mgu*Zp&IQ#
z5cL7s`sd5f37qObNS{MgoE0B^CmF?H2iWg!hDlRO+2e;}>9LMbAECn&U&EDU?evTX
zMsM016?>`8`hzU<aY@b3-4zzGDvw6#k!XfIV9NMBz3RHg<2+{c2J+QhsiT6#C?TDS
zCaitDlM3nenUqT;h^*s;Yx523s>6fRE70cGS4XqX-;JX8xJyeOXEL}SmbbloA<(iq
zcsf{v<%BXA(wY0>2g_yR^NEyHsF^v10VVw}DkHd92q#U^ue@)MtTXH%ii=zXJpv>j
zv)4wFD;~n-%jHw%Z~dKL4+aF*rN|5_peCG89S3h#;*=E0&%X5i37c^3t9I0u0vFwS
zCt|VZGm#s5NkvcR6{FYl^{wd2#sE#9o<Unb{15nKQt7X$AN?BjW3vs|s`+WBdk*<<
zakKpChTGpz=?{qB3HXO4mZ8+w@fXVsBSz?I%u{V5H`U~yQeQbc`9umkgtw9dl%RT`
zk0Taw*ht88qD>!io$R}cpocW>fH%$ITjhRX;xA?6G~59lj)xCyc-JSwB_nP9;9yl#
z;gSkoG^lFbzb(W+lc4Kt)1><||JA>>$bJ;ux6HVoz`JZW*;U?aIy>_1@<V#J4g48X
z1t}dMcN2hXu;^{#`uY0afcsp>==ZzoDprYapZGFA>$k1MHM$^}wa>Fcve-$|i)eTS
z-bB9^$LB_A-l^+vl>sP?-^X9HHgJ7?A0GT6z=L7^ZqW9h9u!Q}A^___#rNgJO<0z?
z&m+?C*uib8Uc7{W0u_MC;0KHUfL!0s^p}=Fy{s?(og!A?b~-;zukM~U6PG?Az)(=j
zqJ93<tHovK`VT{2Uy&+(U*D3hY|Q^2gKyt5v*#MIsg}4}@+bE7wp1jKTyP2h&(Rp}
z@aX2M8gMYgzf>c{D)D->be?G-5G_|vWy|$H=n$PPjnH1v&gWM)#NkdXgUmjLIjd6z
zPU=-;h&@LDwfCq)GseVh03<^0MMMC*?iMlx(u05W7Q5ue21^YATu$Oc#4F6cCGXEe
zmgkO+=J@I8j$|(;57f`a`R%)(-G+}djjueiz`4Ft^%iqKC5}J&LxQk7YHkwXT2{Vb
z5BhNn0dGAiSels4XQ4sN?N`l`;6lhw6baK33m0ygTYZ8r?b@4_9^-XBrBn33AZWpu
z9Y?t>GBiUwYZ>*wuAuBa67gB4dsFsuV)h49ceuK5wTgquvKQcqeJ<c}PWD;JDkIOq
z^`xDgRC~a@hE33~edQ}{SAExzPE@~enBKks7O28rHt6nBLioFwOBiXXl0OCU%p>rV
zTz5>@+<Ns(#g!fMJjPvyJ*eQ%RO4$D4T~IwVx~nMea<ZP?EU}IPl5_@hM*hm!i#)M
z2|S56-evm)wKa(0Fi|GIy*>OBSt{&Diag@@9uW^bnTrAgHN&sx#_v?iE7iZH-mt7F
z6&=np3C8F`UV36MW*IKOtV7goK=_%-W!U}R47ce5SKbUrZm@h{V6+nw`uKVUA<num
zk^`z#G`~5X7s1ouRvOrXZohSJ0q;ra&V{k`-zLZOoBSatS|DxOA<c;cnh4^r2JO2b
zBhdp|Ha3SI^4dsHg#aSfbs!KcG8PEyJ1|v<eWLWDR#R820;GRRe!Bk?ETkl`7L)t^
z!!PT5c1{3Shqk)`t}G?hoR^Df=!u{aq;ZA8JDWbI++HYA{J0QrngQLwH#HGigGo}`
z>!YKfF8!qyygcq>8pdP#nY$o6^7hbH`M_Bw)jbkH0b{g3KNQ08AoBvfnJVe)7|>^S
zMkR6z<$rh5oh&XO_vy)lA)~il4a40P%0}rgJdK0MONHWHN+%}a$y#?_RX6E~fp?HS
zCm8<)jlG2-0Gi{9L~Hx%5C1TJ82D-0_X8=G_*u?sis?^ikk;w8RZ<+PD>WxyaUEsr
z+Sc<KX7Sd-G7#GFwp)4jeV{Jc7}z_9bitX=x=?Tl!{jd5cAbHF;Pl`I%rQ<$38vG}
zGg#t{4Q9fa5^tPpM-p(g+_;8M-*X>=Sr0W@<w#w$fou%7hg^E!O3qYMFT4ViVG;xf
zH9ziE&-DLDX>S}yqJv^8>oy`g8>2^=sU~j1dt;Q)y$nP#R60wzH*iO=ufSS;xRfG}
z@n@LzxT$gSOVlap$p8A%x)Q}71}-@v8_=aW+fa#1!?sSiRz=nCeq45kX8HLFjGL0C
z30MDreel&sBCRX3{+zg=j#>2lb(Vv<KmNCRl6BZZJ?pWLIwgZefZrRlk!V7?QzT2j
zFdNrZ`hMhlBh0RoZb;8;mUX^d-*A&8;5Fh>jUt|E&fya_DrkrX)oc{Yjkh>)p@E5a
zt*^aKuIG1Z8z-_U!DTvPhgdsM-VwgT^q{2nVTh;a7Q4I3J@*<@!ObKq5eCJp9rF7)
z`<h+Ai$^RH!CCM858^Uz^2aR&_l(?t0bSA=FqrPIxjn?XWJj<Abm?n{L*C5_;+ylZ
zxIq}twg8kKW|8!R)+Ge9=iY)BJQgwJ-QN@6Vis3aqU-v`jrJ3EJc4=}N5dkPZ}#rB
z*IEX{K^BqA9V7K4qoVtsB+UaTn^<+lQ$lfh#O7{~DHwIOLy{D=*m|Lh9{cWXqI4fj
z4`upDc?PFf)E2lu75hW{ty1q1TL828ZhE{5<5{@(UeJ$0E!IxsN|`hMf5aY`9X|!U
z&6~)7MFsERMj^wb9i$(=UkzgchcMG7x5sk#WXx4%bE;*I%!@Fz{B(`rm${8LPLAfk
z(Zd0z*T2agHLSco1~b+?I$eK@20#!qKm87ujm-8^<x;~NQ{q5DRm~~2A2UcOQNoXN
zFA9ncZe*U&gl$~!EBX0ejJzbp&6)m>GK<5qKhHScBS4Jvc47d?&lT@c{@{osCb)ah
zqcK#Nx-7IOcxL`9f7Yr#JDlS_f6{JdD$Q++N8prf=F!+^uA<5FU#Ew!H1*RC9w#}-
zQ_6_XxHGAW)7Lr+-qG~_;qi{z(w2g5Aam%YY9|(ns(oiIL2JSX?lveQdR#VnaKF~z
zZx`ZXuKXG=Q!g#3?snM{_<m=ee)$sQRZ2~EpW&y;>{X}54Na?7A7$_-aadWm?->^t
zr7Ogb-Va6~MoX}`KBgi`@SRwlTywpBXxh-Tb8=dcs0nsJ+hJ3RpEW{D^kaVi7qYM@
z=s>iy^JGe2m~;@8%d5OKCq7dBLC8Ew%1yG<uLP-^;ob6GqgyO}aT+nlJ&cjNN1mW-
zr{j!JGJE)kt*d0g&L0<<525?`WQ{3}V6!5S?tq{0=+O*{RVz8+Pj^8UKlP8`&cC0+
zohSYRewY#h5v3=~JE^)i<}sfZ+Pmbo(v~l`mCJ_|0ivRCbWWJ)#Eh3719Adg{zT$#
zH!*{{>rkIEUX&Gkm}A{R3UZR>bq3bCNNEBoAH*HnkX->dYdKL}5yWDjfBaVOD}Ks4
zVyU<MVe4EK#;{y<dULVU`jl6#L^NdC*_*|&>0sJ-dow&MTyMC6zYe_@yC?a!RKL^c
zvDG+K70okt6CC+M9MrlQEIp|F<zNzQae%P$Ku;hJ|6S&W+2LRQv_XK17A%r0_ys*!
zZFMM7cRM6aAl$R^d;YutyutNI5s3aR_Cvx~R{G|AUgtj4z66FiY_pKDeQr9v>-l93
z_pY<j0g^a|uG9CVPRxjU*?ZZ`K6&9Fu)A8nVDQ#FaGIwdmvCDgB`5sc)F1Xo<HH@_
z{OY}0^UDNd5_O9sY!r;vn3_+9MlPUGcg;4hN`8!h`^L=O<7h%V78ngXxm!5d0)VaN
z65xKskFJX)7%?M7&Deh>oFfIrIWm{$?Qzk2W|*zT?(B3@Kd^c=@&XG{Y-v3A^9SJC
z^C5UhZGonh_?D^X#N+dF8E&#ap8#W+LZy)3kzsJZ&?)mXA^`{vlUi7QKIJlDtX1PG
z+aC$svk&Qo^V{C{{29|%Y|SW1(*N$9m*`?2|0{V|9iV(-w5f)8$f6(q(rA4fVJTD~
zbuRsqiE9=d$>ZjmsSaa$+dZ^V3&S3}etoX&h)dW~->~b!{8-s4ELzQ(DHgZMzTJqA
z!ofkj7Far3*3sUd==XkdVAfi{{3{|dLf4ovNtf|Ch%NEJiohukndet#l&wjrV?;WX
zNnR20Cf(9rTHJdc>S(n~_4tarFmbKdO3M1XD90md2JwqO_Dbf+*_N#9xvZ<us{dng
zTS$%Q@=b7+V{kL}S#FWa7$_wjxg<X{&V;iBs@hEPWSTsA=4N?M{!*PPS@R`tx&W7O
z<|sz*{q0%9pP%HS`)pcOTl3O<RkoOq<bsj;;=ujW^ZN8z_!Cf_%}w@6n}`NF`ZD*?
z{-G0hn)0g4S8@Ip{?S`eV%dKGd2nd4W9>S-<Wf!OxvuJQiS=&4$Xa#M;`)`KuvP<}
z>OG*F`O!LWLtd2F4Ks+g9gzRO_v+*JL1{dkd(qXsA$K<RPT{wVjq>4(SlO8P#_W?|
zl#OfENmAdD?oKq?HEEdrTK?GXyqaxui8+}cP?`)j8K(~Vj%5y6aKSo+`lWhem&`A1
z4PV#dM0qYuuVDps_1FB;JLP89<%;m+T)5_4Maf*dx+P(o21ie_?TK<i*hZm!f}Hpn
zd7*%;7Ro&1FC&pnid~2*?qJCqyu&N8=wAnrR=AEMrk&XIF2q{v9ycKSsNoX-<GW)~
z_<PF&fFj9T(Kqe67}mLudds0N=f>ESj0q+qh)HR`@zWKIwaM>+Kc|pov_-rN%E<pQ
zqi4?0y89!pHF*Zw7G#cs+CM8%L41g}lX2pml9;zHv|gyUF$vbkt<&(OuPa@DFl<8g
z=FwyC{zzwaP^_`Gsh^H0RV~>Enz%QSszjjr#1d03tXG-iT;99nc)WkQSu#CoUc)PG
zH(%d1Y)jLBMBE6sEDpRe<n=S;IVXIKr_Mk$FgICc39shit?K=}K8gh?sRp|d{3w4L
zrN~BH+n+pIK;=u(l&p$CWx$HzO%1uHNBG>umj(DQ&%CnOhVh}>J6ZxwJLZE$20P{t
zZR5Cg!ta~_BBi!jELDAqq|NBrW+FGs670L=tr==Mr7nl}6J)J_XDsjTGpYFTQ?}Qu
zCsQkqBj@mEY!=XWUY`bZem%%|6=ix2EIe<M-Wf{j;eLw}F&j+IR8$nH=-mH4X=Ql9
z^{br9auWKaSIVIgQOuvt^-Q@JoikI9T+3>^q^b+eZ}mFXRCSZ0{zmYHRW&g)F=I}b
zk*p2=?LNING>Ul~K6-BB_W+DO!Y}S9c8`W~n&dxQxjNky4-my$zHmafIPEzh?<Bae
zoGWL4&gaeS;}QbUqJcW#0BA#ojK2RI_D8Z){TyTIM*onH25D1PT+X*6_P>9f_<mC3
zh$P$ZERAs!_Bhb_Vvfo{*y;6mTU+vOJQJ2cjnEopo?Lt1xVm3&_Sq+WbP@RvJPnrK
zfzrNg+v<u<u3CzBOP_a;>q`VfrCh}p;rfb6%f(=JqF9`C#H#yMIlLtG;(8nJsn#e%
z3#{#{LJHVE4W0fus}gDs=5dtJBA{7E6IWk6eBkU4mk?&>kH{N*Z278!x2zHMLdHhz
z4B`b(3aL&;_F$8hFkeyHHH7Jn^#Z}?cgF4G*PvI%9~Unb`oCY`d!%NWcN-X28R8J3
zM7L;&i5-YEVf_}D|5VMi$m)2{dRP0<$kKH%088x0VKb4Oe>C0x;UV<Iw9)Mn*Lx%-
zX7>E`)bTEPD<}0bEp;1~8_Q0}I^ez4kpITSn?SNzc(#E^JU(tr6r66WywlWT{_bAM
zz}RiTJy1s0rX;JY=SOp@Es4^kvVwZrI%mcF&`_pLT>&+Ob&N&pH+Nu7>x)z(WhmSO
z<)`1j`0-<p0)~om$e7<$5_*^njN@Ji8-$Rp7>%5U(ILa(I0!769(UTtgw|h0o9wP!
zacH=&qn(7ybm2|qw>pxkg&duMM`AbN)Nj-q$~^bf2h9Zf4xPvS<YaVYwY(o6=iF<3
zjmHgV$Bst$5<TQ8gbSkb9{?&Z_RIS@Zp9xZLJ%jTCxpd`*E|rH%Tk$fztEkZwMgol
zy|A4fm&k6N{-dBsxVoxoNzgu7=2-iqPNBQws$%<n6hyywo(~e#8;%9_)wNM-30tEr
zEBnxghANBDSVrgNqH~(mbhIcw6n_@@3+A}z5i|R;KlQxZe!j?Ge-x~B%e8<x6ye6I
zM&ZF%3dz;3fVQS(hsvlQYaZ;(O`HEX_V=%Up0O#mQ90_f6FB5L5$O$B72lhMphf-@
zqjt$~Il`Wq53@t9;1*$xmClS%PB9?(-cS3cG~u%nEri|5gsH-s|4kw|0EQk@pOAR6
z_k6ow3Qn35DWc_Sqz_O?qa5$-82-iGE%^1NK7Jx%(IGCaoyaxj<FDaQF@Ew3fpQe*
zAm36y_jE`&5I;=i8@A~-hJyvHdbW;+&vT!_>XLU-+yO63bLi@ZFNjg~V8}e!?}PSY
z#?$WAh5EiB4>~-1a;f@3!X6P2+SS|kS6vvuF3^}M=2cZj95o+_C^5Bs#gC=;-DNIW
z*^{8XT&91iow~Mv)4~^?=crX|OXwWam@_zT#{b9n3_6-Thss(DmLr_`IPC;E+++t9
z_-KMv>!G$ev1E&@%5zWo|C@Hv*j&l3${S|UVjmAhuga)ZV{8yLOSdH}%K>TT+ej2K
zx|$cH8X@BklpnHYblL`{7<x}Ue!1<A-IbqBy|?~Pj5osYZ<c%d@><8gWScO2+X)*J
zi$|ZNV|lIm(|w6lIW-;gnju1iO}4A$7@F9wf?;V0cO~dnD!T(5W<rTcs+(WGjR?n&
zw#xHoy;l7Ie@O&Ln71F?J2Vz&AvaMhNA1=F_#s<vv_R>wX?0ck7ne{`F)-TxE@BIH
z=|rvrYss>n!{=KWkHv5Szx2+a0`WhahMl!YWKF%5x<8-uyiZk|)#ibnwCHU842qr;
zy;FEihn>&^xp)`WuI%X>r&78aZ*lcFb}jFXHNIlGOVxw7S`yoVEbT!bA1{*HG2Zyw
zGsrD1@Vw^R<$E3l1yxO4GpGo^Rlk>74HGoig<jK(B^>^Y6z8Ny+7+(qZd<4x2w)PK
zavHysl$j^5VmEb*edVNg`?y$dHpIJL&r5G-Pd8=81`1T^X1nwZ0^{Smx{vy<fK~9Y
zeCUMNcXzR9-A6|6#Wk~2ULsHQE5VpM4hu)uJYiZb$jjjkzOkyD;ajYIVeiXoK;yov
zFV^(pIf<^7_F|N^O5c}vL+4xdUh(85Z|%sye5I^yx>q-u{9Uw<PaJ|zugjxj7&`~X
zNI9w6k}6-{{?~-ozwF~T1KXTlUt=9}|H{$fVymg!&lh~JB{S1$!F7!(QM{hJyEQ^C
zwY8UABhuYmNjR$9n5od!PibJZ{MY%+HW7L?(%GNsZbZcFjF+7HE=rpN0&Bem2&zJ~
zwshX@Qc3Mom1{rNn#VC3aR|KyuwysFDq=;+&qVw&<ke2%sPiJwdqWZ(T#XtTL2kX<
z1Xm5$R88MzOLsnY<fCy&KmBgE)umlYaz-QnKL7_o_`cVWPn&#IROli?k(g8nqe8zq
z9<@bGrF-GKHceG54wofO(8fu!3BS*KjSRuB&;b>S{&AbuEIL9%x&yUFD^qb7UAU(g
zeU);Ln0ugYye#||xQq;3regiK1D6wO)Bo<Hg7fpCyU#IE9y>jyzx%k<6-sqi8uj)?
z)*HPv?Pfg->wQ&V8|#v5W{!2ltVM`g{>*x$Sx?FO3(WeLJsBE=OvU<d2O)A)8^o_Q
z_S3E>g#A}rV?)-%GqC^hQHHr#|LIYN5H&EdR1}1Ht{^O33d;CRmYY6&52b@8Vb^>Y
znv5$Qpsb{LZCV~i@1ogj^cUv3bGzj<eNS$yncGZ^pI4OX98N|aJbAe6MJ^_v+oxCq
zK5Ox2bkfySaPN@pj$d<>OS<A=Nk^w2(EUI^GTA*VchQCWuw?f#Dghh0(mxa<20K<F
z1qQWW>8TY-vD&DmJ$*7I>wU()jrE}P$qBXoh2tZ`@u^t<?QmR$sKw8$N1F9itiQ;t
z)h`Gc8H7y9`fmmy`oVJ9f8DI7Wc>wZz5IfZkwM5*tp9cpVnWpLGwYFNJr(OOGHde-
zLPiE5Q?mY>L5O|ucK%=QkD7}0-|mmHqvE|^H|ziY6RiJaH|xSi#d|-q{@;Is^%t16
z{skcegOIsc|LGuPfp7zc?T`AHw6;%~^|3)Og4*~E7?ydZ48gY5>UF{->pP>?Gp_M>
zuvG>=6?O0`uh4~h+RBTmr%l~hs94CDRsM$;b!GV<THGR}NNlJ_m!(MboE?3Z(e*}@
zg<9y8M74hOc9Lx?FIMuw<4Ggasz(Ah)sbIvqW^9^W4*agKz^G_;M;KfP4Yb5?^jGd
zZSqz^Uo|@vvlV<_LaGo-Id^_7@pa9edo{bug<dOj>T}jk#tsDaary=7br!#ED#Mp1
zU;8q<dW)X{yfb*w34D5aeL47u!Se?X)`to^TR0QV$}Y$WHPH7_D6QNZsGK~z70ygW
z{T$BRr9Lj4;o+gmhaal4Vq4?wa3(f1LN_EOsPe!S_=ypkXK~~!oIBpM&W9=v$LM-<
zpMd;1oViav9nO@KPn*1zeDtX*E3Qqq!<i^|B`7E0hFKJC6XVj0Bvo3xq6|ZLsv>t&
zZ}BsL55t-J;B(<jDfo!Ni?)MRR3yUCV;rflvHMAbiSD@nv-mtTCq?PmhUZ!%@5Ox?
zTn$qf#{6ifo=e=Ioi=S_ZO=oL<2E3T-x&VKEjILeTa#X<a4+_`%V<Rf_v7MvNWL<Y
zc=Sb|EbYaSx5j-*xUAZ4>>KQR0_3pYjo=>gbih)MJZ<FmnCtFvZsM|8_R`Lwh!)}v
z>jaorSHB*=<qNJj;H$sGDeRYDS5#}{1}U$fhiG%rYU5K7heOf+4)Ju1QcOHz;_`_@
z^Qjf;B2@UfIy8?;hS}>F9}Cnog;BN|64PFpS8qor*g`A+LC-*EH=(Bu-7?m3akSf)
zj)&)V>36rFiaSvCrC+?xnF1bNXYD&I>`S}o(AO_c%+o^PdO<yg^%E_JepbDWe?M;s
zkIh@WWe?sN^A@V-UUY^@EkPc|Z0*c{z`obdx=_JF>zCe|nW<b+Vc#okO)pN}vhVK)
zUSQybz-15M5d&XF6)FC0uiRzN1?~>mulK=`dDU(aJu<mV)Kb4(Wj19>-r_EA=)yZ=
z-iM@8hm9HA`e;F`>jZNZxQd!Y)2foK7IfKmONcc+lpxO35c;{!3nfbu87y~TVpbQC
zFTBcyPsv<dx8D{s*9AdJ0rRw(181fpi6x4{LPaixX7?QPnj~$*VoY(=nd2gbWC!av
zx;~bcn1b-<<{NUQ)8!vJHo4`l*uu4P)jrGXO??vX;TA(^=PvqjkC?l9@DP1)%J8zY
z0=J^?hv?Q-k(e{=9kfizTioS6ENBUFA3GWc9iY7`Ze>9Wk7m~pad?2zDD7vqc4W{p
zC3A5(xLnSBT+pIUho>ETc&bX~H-i=tXTDm1VW-10g1jhb0dz+MUSd`Q|8Ik-Ps05O
zTHp?M(T{t?-1VsH#IcLO9imV4Q5^H1mnFF448`_m;JFeUBo0xW7{Fq)_1!{+mi|MY
zM$Yab&lowBZz%ojSNl9hU7RSlW0Y5x;Mm7Wojpbm;^J~fQEwgn933C9)h^g)365tc
zooS&dQJ1pa$R|P$H<63%y`c<w+Q_ZxImTkP^Hb8Sh-@I<&`iPh*&%U3oa_MDo^WHY
zSe=;%8zHXD9M(^S_aTPfMbiImvh+E)Z#N^j$DQk}trv5Tn7euE6y<h&Tg4%!a9OfA
zPSN+7+%xyGd<$QllfWvU^*a;_jr~VGM_t^co-uV;I-aH2L<ZC+kBta^?To1?T_igC
zd1B)XY`3Cl8Xa4Q`1+r*g&uBo4vV_L4$36K<6;zC=YhYkj)vRy^Lh9Jpuy%Rzz@L$
zQ7oHYh2N&1uNHsW_^shptrsHQda<CpSv-E;;BqjRplb61n{1!BDk3pWyw+!<x1g@^
zbAa^DC5zD$qk#dz)=vh$5rdg})1LzVc4vaCN>T-UX42<T75s?d2Qp}yL;s^zHE)T8
z_VUK{mPmETMdepS=87)(cPny_Kh(TQ9W;YFXVkk|lq@+*PuHc3`4MHQNfcJk!YL(c
zD$ECHd^d(#UOE(4LE>9}Aof^zq}!KVm}~nd;LCdgdPz6Z0Xd)rr(5jH=@q+oW?C$K
z0`6hT5pHk?-VuDp-bLT_2g|!>d7!ZlHYx3^)p?v|q`fwpp=?&H5hJ}ek6~&LzYzMB
zm#NrRI2&)V^M+fzp$G4bc}q6Rt#I#F;30RuQ5TWHGVc8f_7H-?9%)G@s4`U^9dPw2
zc^14wtuKylg0|74&w&1vU%!Vw<J9Zee_Fi?BrlaxW1Y+cjYpwVk2W4z>9Z4ulZh3o
zM>+M`c!y5?4(~xuJ;bd!>)cmI%@}ajbRFGSck*}<!AqAAqfNr1sUg5A{oy~A>bdi=
zKC<b}tn+uzJnNiU%Z_PW>3ivdZ-@NI$TaRrq&Rx>#ETCtuy%@;yPuP?<|M~+a=+=<
z-a6++P68s0$RT6i<;c@U4pbcJSgfFiVK<2@nkKn;ea9#}jVeY8bPB^aOxe1geXEf9
z$0S#JFcj0X7!Goa1Lv+jVe3tN65yf-aGtJ*76OkLcp%oQDt5JtqFB&w1?b08wc!7E
z6$|d6Af?x^u}I3c<T&U2^x^)EEl!gE$mhw6`{Z*bZ;EgFBIpsk5D<ZvTwdCxHQh=B
z0IwNbEMd9cqOncC=CaQ=8FU}K@TjPtRG7V8UJ`3^Z2dEKNmE`|q4YwrcQ@D-Enb%4
zQwoFL27l$S-in%Rf1XzWfAke(eh8HAs-ojBN>smiM(<Aq9ROD|3qrdS)`_<^TuP<W
zX_K%Yu`SmAV_njoUdB3O)>>3#ae2nEV2dW*j}#qV<XCu>JaP1*o%1U^=pDW2+jaS5
zye3IHV!7`kHSaD(=Mr4(Mc<U6KeZb8Jk&)O>dIuFuYh{Q)B|1OMf0x0^IPlalY5-m
zp&xp&TUfg);U+uZvd7t9jjGd%Q?Z7iW$PB}bf8|sI%n3Ve+JimD-TYgAEq5e?VE@2
zR^$c&+7>wr-wmhQ?Ro~-hi$jR&gaYXup@>oLe}zU*h39_I@sT0*y<OEj0{AkV*R%R
z5gF#FU?A!zO39&F^XOA)niJ!Gs$5+(NenUSsYr)LeS`F9lh#7~5>X?Qem~ZaCH>^7
zW~@5OIw`CkxLq+MEsbI@bw%SQT_+xFXo~NGe+h|Amw=fu?AKKCXlyGkBk=WWpeMo)
zqv&_vjL~4^GmwY3Q}PD+bXQ6p`JBlcRnaEFv#me~KD^(!)TZchX!689xKrHy30@e=
z0`JZFLa17MC&xsmvuTe|X2K0OakCD%BgVZvm~9<CbaK8>##?|En$_iA6(MZI8y<U4
z#rk}qyuo@%^nF6D$L6FS5rscpDkHiFZoemXxKU1u_IuP>b$bGEI@qUsWh3lC2|yLH
z7C*xtYS`1k{uaYlzd&SUATkx}za5C^QN^*JS^sZp)?Z}S%P$NW8iq^<`wxd9CS(mi
z!yanb)4~20!#2M_WMm*R73;qph}cnA^j|~N|E6aBw;Q7DgCXC4zJYZ**nhWyRkH^}
zzW=&m&j<Tk3|s#Kk%588T&(|eAfkhDQ_Ger74?$Mb~J7(yj&yRi)Doj5?rB9iKwT0
zakyKBwBE}N;LN|=*707gLb_hz$ViD@Za+tbracvJctNJstdO_t!aHN$LU&w%1hnW4
zHy|nB3oj~pCnS(k8yZ;fXrH{DSSaS7#75fC7LOYHwocc|SaK(}(Yj~AE&AYAY0q7R
zJ8j%xkBvuN7TNiZVVte-E05|9%BJ-%%quiFm4=9j9g5MQ%nQoCtY1N||2eL(Kv`h?
z{k#AMbXw?Z{r>P<Q|s4T*-Ki%y8fot5A%{*)Z6?FZ{gS&-~=Va-M6695<v}bA@ZZZ
z!(&xdE$9_l$7Apfpxn@Fjnf1=9(XOq?_m9_FWusJHm#EAxw`&KK`R3+ZiQK|LF{T5
z3{Ojy;0q9|oh@$aWM!}Y_MbBIpOHN4PF~z3pD}r1I!2PH*+mP26v~jdOhu70do6h8
zWn!*&_3GDxs*JcXL;0<apU<VzLplpCT;~dP&G3`eWn1O~4&K9vd%&R+@U($f9jv0{
zU}gKk+Bo;e>%*HP2M`~KS`R*f`y6S*7ejIq2LQQ=uJ}qX5|HbQlc;F7#wT35PYkHX
zw|XkEKFR|1RzKTYxcF)O*KZ;6qYy|H*kfb0C>agRxE`@(n@q6fu|^bZITeqKT+ika
z_v`HEV_`N7_o=VG2Ug!fTTZuX`1%^c)Pa!693;45t1WvVB#D^WVy{0J`px;kcD22S
zK7HKQpwAe+TskgzwA+$)yMJq@N}*knLUc8F*hi70;1`$DpbYT(P;R*+EHnsSXY*Xr
z0!q3sYA@EVnk;?_?jl&&ev^A<2)vkk+T1(m5#)Bz%2#8%T+>Pdcx?-vAimIaJy!X8
zW!z3$bSHS!u1D;4+=eMjyCiQ@5^amtLkY7U+4vo=H!3=4bwxI3!neTuwF;uUt7_ju
zI#u8B79u|iGCXtT@H3ZJq>*ojJF#~_+l4WYVAgk}x25iGR~`zZ*0_EpKh9kIE_I>(
z&xQUR?%YP7$u3l&&ltT_qmNx);dgF_J5lfkT$$3>O&oFV^*`!t-W|L2Dz|*!`e_?1
zehTg)RL{T1y(ru%;GQ=3&Upp7l}+SPHmTd+-jG)aHqTzHD%5PxE1)7sc+Qf)IiW8(
zXYrCoe_3vM1tC%Y#^OGNdgGt%Ezl&!-+K#@AB8|)!D`#Hgd(YgLe&$uHMO>cvQnyd
zL2g;<_WC~G0TxdLx(u8tz<w2WSwfMS<>TusHtRD2?*E`q>VT+1^PiPG>q=hSB%d~U
z;J|x!in#fd<)vXgov@mWLo2Hbs^}C^wZ#;^Z}RlrezEP6e0kw=G2Blkd^!zy41Ex1
zMl+fUD@6j_qRRC%;vb#hnW?w?8St|pqv<NBxA3Q<o=W@~;~#wJK2cH$58e2_PhpQ!
z7xyh0ma3@$WD`A@oda6-B*U7DTvl(ypy7vLveyvb0s8M>L*$1c&?>Qpb*!oze*!B*
z8!D-FYIH;FwxRO+1eWHt_$kWONaV}MotQeP=+I;@jhpNd!1@U}y3F!EhRKK@3!Ux}
zmwkw*O?*9VMc<}xY^A2!IXN3ydB;l3Gl-1fCBN)rpjqLS7AW89jn9Y61K;~%rO7ZC
zYX4%a&BA}cL*UDDA9%*V#}`e8x4^R3w%pk}q)$&rJ1w`833k9z5`p`}^z9%`cfjI7
zO6ymxSwD-SO_Z(!7F$F(TN;dhl9#}J8bNe;2|63i)V_qs4}uOI4>KL_Rc3QMiywd_
zw^KF$&~U5ezD1B-B$H{8prWe}zN+;<(&{K|o^xqILLoi{Yh2&ScEGx9a;eLokNj3J
z>_9$u%odZ+nLMbfilHc&Xp`h|u%_&M&a37UC10wx4f#mr#4`z&kdv~H-e!JQ*CW`w
z9EwQWyT)tb%3BLW?pD_`T6o!D@Y8VL;{Q9`MbgvPaL<_gz;@WZKV)#h#C3-7ecB{4
z?W2J1_L#u-?ICV_Gg2YX_UKsQ+F==14DFUP!1djnt-ovAVEmK41reWo``2$F@}po*
zN3I=x<jSgB*3DoizI9&G!(iTwj$DvtZxwlKlPU;yu<Il^a`7{l20QbSKYagf^7&w=
zkbKVML61FjRb|HbX0RjTPld=)W<_rU8n|dpzdu`5u!F!Yeby#}pN9J`o^XSEO|X;Z
zo-z0Fqs_ycVPRj@<0lP29Sts%VtDD_yF>gj`#JrPYYySdLc6V8s|lJJ(Ecr9upK})
zSpEdB;HVPzc?Ic6r~Va0eh32fIAv9Tk*!C?KG}<%dRJm+t=UCvn}t>BrwnU@)zVMX
z(T0q)Y7y<crdghL+O##>yFg@F7@68&iCsa8mJM$0AC#i1Xn(>~vwi!P!Uv28lCbxC
zL%a<HTd|gxT(C)-k>Ui$TNR`3R~aJb)+S9H|JwSWNREX;j3?KtgYq+cOM|t~@B)tZ
z17AG3^8!RLTifLYWPSiR>*{S5CsDZlG}|Wx6c3Atw;+R+e)dA{PY0G)s#U5Z+*PX0
zwa)<iaO-dbcFwbxz|I-ADt0W}y4-|gQMi;Ce~RfkL8U>OYp59G@fC|o&%RY<A$nty
zlHg)h1cyp-t*qOi{9Xw(I^A696!e5!oxFZlbX6#8ggLebJD-C+-z(y=kiDFJx}~g=
z{ioTRKsZzxKGMaQetjP~7qeelBYhwEI)zcr#Yh>|4aJVv^rNAZazUiqE(@}FT6{L-
zB0w%~Am^Qsr;S{5n8e80HaYd#wQ9oM$yetnCI~VMl*RF2u4p1#jC=;<!Tmq#S4xpD
zosg%E9N<`{++j<&tMJh|6G%YUoT3d|!b9cOxS8YZ@rs>Rtsr+y_d4(LMm?h{XFYX$
z*PG9P9Ztira0@%nNS&8r&l$UseUrS*C%s5vi&sw~u(opcmI&Z+w?}#u8pAz~6*<9^
z(sB?NcU1d;9526y&ITKNvg;;nmUQJsup@>YXyd8{eoGSuE=`z=^`Bmva7L{w(zb66
z7*TOqQaPun&`;3RObz3wm9MJ%J@_v7eaIm4RCIc-w{n7P*ALS1x9>9kkoF>S!5<!K
zW#ZDGk@)8Ye{Zq!IneWjz<fFSq)(|OpRsu(hFpQfgM~SfU0fl9D-hSbsR{}{6f`${
z`2?^byOpH`b}m(30y}5ewxdVEbS<ZJEp=8HYA#w`r0F35Bs0x)V$;%&=&Bpi?N???
z*W%5^(nO?WVS9y5-|w;HO#TwRlcChKX|?ewxcjvgx48$YEOC!}#M}ct=f(1gQdz7x
zd-yT>n|0$Nd@lNbg+@LZ?QlFBT4`tfcoFTKX_v2M7DcdK?~rJN4Q;St?;e7vaP6K$
z^W8(o$$3RQZV8g+D31>cWl_mxF)eofLtk#}b?75TFGBM2=g-Ib^T}xcZGV1(t-5Bk
zmZKMRc?Pz4ZK`os%KH*0%~8oAa4R^LZcMF(1NQv~A1wT}#nQhW{^8Hz!qRKtrwzUq
ze#G!)nB?O9*&o+``viNjx2uY{;cLepy^X*@bQI<E9ij5QP$6Yz>;hIts_`GREQ7kV
z_-CPuEq^Ndn-VAZ-nrZKmyYyvrZ0OcaxSD!McW2lV`i-|Ax?%>PkOOavH~JCL(Whc
zU%P#Bv{!E1Jn`=H(+%lLP=a@%Wn%Ov{DuMZX|l!gCxGuVMZ7b7b{~Gm@a^*TUPtU*
zqw$_mA;o^)ZeGXVp#&)kp4#bx#?jalI*)_C=j3%HYx4PDPagv9Du~~r>gcnM^wXvf
zIO5t*%|X+QBk9qqO&-U3ZOk(KqD8st&}yTAGlE~c{cqg04beFJHsJWC=75rgNymuY
z*Zu>QD=ZcFB)yLY>!0Zbu*>=CfB6C;KLATxmRJ-GJ(?|h)}}+-H1x<`K}_)ZR8Ggl
zciREaZ5EAAf4SF-z6<wG+n1|r7aIJez@Zaxb_;mU!1eS7E?v(lCtR*uqt?FZ=ul2w
z8Kv2<M%ZfLvjB%)z}Y?E5d&8tZ}IinG7)Suh{liBy4l?zTjnKsKC)#teRHBTnH2j6
zrXAc7DvGUrD*9sYArMzt`5OABEB&15tB$TlIK_tj>hy%GIr8(@P2Qx9g?c2^iPzA&
zu8{ERqA9<;wVJe;`Yg1e7j1TfcEq%GTea_J+D)cCCGD>;?WO;;0Kta%MPtxpMv!X%
z3=r*h12TA2He5LO4Tt+5n(X@9QA4PC(TqA*K`lWYF=`W%hTk=F_%(A%;D7j<X$H61
zsr{m3pK7z?34IH2av<A1$85Kp*t$ZN%U((DK3rv+p=-hayMB!pW1j~;?+RaZfFCh@
z+jhhMwf5d`?fs$uSFOEvRN(k)?akTw@@wrK+1hJaTj2O>?d{OoI~V-#YVAF<*FT>=
z)Thrz`)~X7V4&AB-F2@lU+?5@5dx)_xT1vD$i1?GC`0Oggc}3>Q(5Yp!|S{Y7{iHP
znHI*N-6o2f_2{b!Ls^320_e=>#a;BeANq{ZOWk$TEG3$-aSr=4am@&_*JC%$vW$n3
zxH$ngAzPOSpt^;58GO+9WwV*OKYm;Ifh&BrVu@IqOnx%(;wJc9!(s*bw8ewvykoPd
zq-Iea$avFS%Glj&hcby@91u~OlCDwODK_AUfTSeu=Ry+6An9#{+w>rvJ~Hi?b!&OJ
z;`Mg_!#@^(#Q1r5(3&c*lifpQXb)AOUyqxmYEpf*12UT=>86kQxi15k@K{RsQpe}w
zCd9ZGJwEMM&UJYaXXW0Td*6$b2QM@GslbbU3Dwn>*$VI~S4%AipD}n@w^q4;yGyK^
zS4)Kt^);8;V-|Lqp14*f#khu!SB1Fa6+V_x6;!kY5omK2pdP*`uc^*T{Hmr}NIavN
zSxh`_;*}?APV-nDWj*E9V4+tPJEaH9LJ|9@guQFhp!1aNZsmRMYstD6N;tTGMBrOg
zy{S(?UUVd%>)Nd$A2Inr+`+=q@$!V_Eqsob+$z~H{`SQ8=<#xE18T47^+y8(TA^JH
z`$9=Glh0Uzudk4H(Bdj9=MP~i-X$<8dvU#_q=LQf$UbBC!d7jOElHCtTbgX4;dWV}
zZLinABWjOUzLz~NtX@lZT@vp34Anef+2(vtH>dO>S?(4%(Be#-ZCofc#YN<J6_X97
zKLP)+!#6hOTg5-4t5MBAZT_8)Te*$-N*ePO{y3_50S)Kv(IDwwK>WNF`x-WCxpSFf
zd=KXrzzg=ZldJLD9fai-x7X>&^I)^7xJRB9>}xM0A2E3u9=57V(In?_fKpO)l_CxL
z%FER9dMk~ToV8n_n_paCQCk*+$_4GgU8+8xOQsjdNc_92yITLc<?hp!UtXu=eLYrC
z#(PO?vzPMDn73pdvtm2$W&05xpB3YqSd3pD6Y(l*BuODI5+~hqN*PF$Lk`2p;QAEZ
zL*OcY!fm$|vN{<#9ri;nhTXxgGlpJ)J#FlrD<Avfo^U>_GF{NPxCavH0uW*0gJjuA
z`MWkzBNw-@5ce)`Rgbzv%@6$}=p#lS2sr=;)-fIIe2sp&R=tK3wILn6ZJODKY(BxG
zZ=qGPq}gv(d@eFLQ`yCJiMcT}gKNR@a4ipF=3{>BCb+{~c4D42b6J%dD5>uWCqLy%
zX;5{fLR)?BFoswpgC5UPXC5x9*pwSARYC+W7k$LxUtE4g`z^qYOxDFRGm_t{O}EJF
zq-U=qpE3E~jU4tZB~V@bXz1hE)CPS%IGPeLM?zqqpsYJk*;e_$ayTXgOl2rDCwBNt
z*dxZSPF@CjRy_oTk9vbHeUs|HZj@Y5To!}IH3G!s?@{$IAKJ3%vWIX<Z6W<?S)k%J
zHUpLhG*i<TH|cZUk$%?nm%h<ts4MF_;&{c%LOfn|J$wE-Dy|WSgO_|9voV;eQ$Atf
z*1DZrm$=O23nX3?6n#lW;+ldI$W2!N10R52x`EFae9Z}4v|t&+fnnbnS2cFikSquf
z*cf=yW5eMxWA_$SZq?SKdSVX-@*`#<oG_ynZL2Fn`pI5^*zZ#OqS{pV0$5%Vui^zn
zegFc&A8VjvnHy-krBHjF0h^h<NtUW9SC8X}UG2v`U<ALx`;>lRU!*WDMXb!8G7BC~
zh;(LNkWC5Y+OuVSW_~X8NAU?RqWcQ;!3-MQMV~hM^|Up8iz0gK&=#)1Q9EndP!tin
zG>W*KwOmPKvTVyDtb{+KOKH-LH8f(x{5%44{jU`huCrl>0K2$>eSzFqVlnoNvG+Y;
z<yH^j!9+r(s9RGOVH?7U`x(Eq*4IPO+cXwLu=5EQ4XI!Pr!IjrA$!q_z0QeXRj`kk
zy$MfO-q+WteasmAk2X|f5jfp=8ZJ~v7iA<>Z2Um6?>lw<dyyfWjAVy2PH%$JgIwvC
z<W2@|{i3Y&Hai`AwzC(pslQV8JU!lB%|31RK!a`_XN_@zH!jA~uy<_pmm1x%&4LTn
z=NY@glIRJS&BxHFu~=WlN5gieJjEroyHd+5yo5VrRB>=KBlshga0@(7kDyh6&lr5)
z8j0H4Rr%4bsw&%68!|ZjlrN4KNkD2B;O?V2TfeF*9}mGkdai{Z%@MQ=2*(xHo0(o3
ztbQW;yf1y;fqumFZQCL^QKXG!K67V7)ea%34nox9*h3mihGK`p4IGpwH*ler)YR7(
z{)xRT6q@~ye3rbpPd;t(n(a9=S+@04q;h6!v<1}ZB;-re0SkBvRk#~UIMXi?_%fL=
zW{F+|tPe`<&PO_Nu|ZEuI(cbURGo%%luD=0aB<3dc8g_wry9K$=8f^+pia@!@B=W@
zd*FZhJ!F0ygy^anC(km^wKK^LnsGdo>c`(B6?{$;6|}q4ot*45wO}DrF=X#;iPa`Q
z1#8iRHOtKB<XPv;+7^44<0tsiyHInqKUk#;;<lccQr19m8mn<G+^;p?sYhr#sVu4j
zn$;Wx-v)=?{fbS7l?MICdY-yVlxnr_X`qWf(9`Y2WzatiU9mv(QyI~J-O8RHer~gk
zI4)418+L`;Bjk2_s+Ofqj<K!u-jk8u$GGp2&L{&Fkj|NOT_aPbs?E2m_I5@tl@$+J
zKUNuRSaJUQlQgF9G`h59uX&J8=i8&DXXb^=CP)%;#50pVZIf|-J@aGd!Ik4KWuECG
zC}y5Eb1h{5Z9<POfIFIlulxy+STjAEVL5M-@^Z#66>9R_Khj02*d?UXCcS=5(YF=v
zRIE1D;|5Kwc!%re7x5oW5_9V^%zW1&uL(#N{L4!yrd4m(GvE%r_AT7$w0RNkh;au}
zv`VR;7a8ZTf21Gs*CA-lD=+Lk1sY|CNl_fj4}=<jSZhWGAWY>|CBnCYKSX8*Tz4PG
zSxCUn={10}PPWQ%uL`%N#Ly3WW67f!=0CY?u=DT755fLlh*v&q@SAMpU4uVk{6~w?
z059Wynn!PXW5JD{MYl-oUglWwR#WucyO{K57N8mo{fD~Tp=VI%jM|KKDOhLbk9qXC
zOTpaK`a{3o<R#;Do2SWL#@hY4Z$PEXJUJB2Tg?3H;fMY_ew<doFZJeS@FRvFh$}1L
zLv~*^x|kcA#>AzIL9xwa_tlk`$*vl68iW3~@&J7@*pTt(Ww5iG#tLBP4BPZC8lNut
z<5{y)_eO-ZGHwpxSY6m++1OR&l-F)p_6)Qk$elOS&POYG+7Z(hA#C|G?Xjjk9qq3%
zZPmY6tWHa3)##1CM>qKeY~$8v?e{UiZnnm<Met=ryJdenY<Qh7n60ogeY8ceBZe)*
z+^ink!#14txnD5uMc7ubPOu)*FE}A<(S!AXe!(}?w(m+=wqX{ob&Xc^j2*oS_uR!%
zOSf481u!WG>n2bP>FI<z3M!)u=<YN2pwMF5-w*s~6ub>Q-EvX{JY(Qijfno>9REEL
zYxC=;^1)xQbgH&buszbAjx~g*WE<;2ads%xjRHnJrMm4V3F7DU7F#tu`1vJ@8&3R!
z(pW?)1&xrP`V9%YTCaSDz6ICqSYDz2ggSAY3-^HwwMYSKb(~VP82dDDfDd^Cyu%xa
z{0J-$CSzf|w|VOUkL-O@Uf-2&KQg{ka8%}dGT3iz;Ek{cWxh|W_1J_JJQcDe#-*gY
zjACCKX>F?}%We%?rlWmY4ckh4P}rhE*kWwP3Z9wTVaEt^q#?q|j_et$=p^8%^x#ym
z&*{N-*n`r8YE&xr=d*K`t$sdxsL$39*3W*XJss_@G416SjtmV)rh@&)!x0m*hM&(K
z>$9h${g-{V8P}=yOZ!a@`%kC+?1R_!|9tDzRIvYe>y#Z8`2E^lbC$jQ+FeHmBfuVv
z{QmQ%Js<6_F>U=DEE^eT&j$N150*hNt!gA2)m^-?*5kcM_`i5}F@)X4?&;2Z2CAQ{
z$f|#&KS{%F(rJ^nMptP{rw6d{n^@e=81BV1XeC~cRy3Jhpm8+1eu7>|CrP=bWvD&s
zn~Kk*m-NySFy28)`;w;Bu79|9+)EGKY2yYfMAudBZqF%6EHw2MH!RBFFZMbl1|arW
z%BiGd0l~Q7jV|kWXFoHS!B*?&nprd+91Fl*k?U{xxfc538aLt8oBLcZfM0EOZ+ZdH
z<po530D{?U!)?X3)7*k<cjZ}L`lT5SjmXONNK5^KYxhhW`<S~~$*dP2TmyzWyoSFl
z-?zlP?{rVE1rzJ{hFbzG?M4C|k<zq@tkCeM1kXBy7dOFY3|_E~OYi`j&GGH1R`7T%
z%la*NB0VG}Xov)NcHl}2_YN+=L%OY=ycF$L(hGi%G@H_9@!wCL(=^~AtA3As+T?4<
zr%k@<jO8Ea-^Wk&i$>?%6<gC$CaR8De!bE9dfVx?+raspPYET-0Jl-%FbNgi+!-s~
zzSB4IHoZ+87vMP&C7@wLjeo>p5?8mYHvCEWyS*83v5c*XzwXOFV*Y`W0Wb+w5@I5K
zrJ|&+X0L5OMSZG3UF|)U3H<5Zn^cR#?3Z5v30rpeEm;68mvE%PVC8&G%^mhfJWd=%
zHSQD7m^f#$qlb~Fy?287)GF_h4dVs1qBwBvPEmA2YgDPX9Rru?u)d|D`DjD1wWO6c
zA5$t4!x99V5(IR5t~ZK@5(MmYL5*f;Rxcs!%d4_)TiW%zGr`j}soAj_rd%UpsVU)y
zYwc)ZyDg5_CndivYv(=4!)@{rlb7K|2|A_*@LV!9`)yw+`>$zdHB@L=ufFMB2_}C<
z-41oQ$PKJ90$$;<qlqmqZr8uT++N{N_*|wXXECY~IMTj`!veDy>sz4oKxwc(BYZXh
zzPJlNXZXA)`}N0OP*My#Flh~`6F#U&it$?ZK>2|q8ysVg%D#A~2fQ*ZE<b>3HJ|J=
zYFHRFV9rm_qW0Ci{A#`ytDk~A3?R>Ml24m_=iGpgB|}x4;kkh=R|nU*ne}XB#+5&W
z3kjv%Y9Mdttjf50#oTx0w$-ff&E*CJl*@}x$lqmUE^{+A{8eB65%XV8nF8K(z3GuD
zz$gsM4tRwrFLxV~II}I80_M|`k!2|ymutAn`^FFCe%x|?&KL0H6I#lx(FKvVo6-)a
zg+A~4H41+K=6eHtk9cms0c-odfXq+8axAPVxMdY3hxaxnvG)&EG<-ly{hI|%AF+VI
zzVIEa-ZmIttiArJ<IAkT={?xu{LNg*!~Y!aAkVjZlp)U;`M^|yFM-s>myM|ev3nX3
zpVV3J`))FZx;)6YER<1L58NpAXpe`)0?&Gp^2r2PzeP#;1o}6nTd`(+0nEPu-sJ^|
zPA?$x1E9kDm8iI1<&;@LYz{~HO<m6E$cp<Ft6c@m_cWS&4I)|*p*`*kHeUhWiTog@
ze4lvaGW{cfsb{mTnRlKC^Aozz^5-Idj&E+0m+6L&a`HKommS+ZTywU3?ThcQccVs(
zI3j0V!X0)2%NTd$O<}I@@=(4!NrS!%uQ2!(v-CAe5?aPbMLpvNd!GUO7IndG?CC^K
zIrg-%k53~|s_Ka}&Snx3><pVQ_(dK8umAOV9Nbt58pj(1qud?fzp6L;NnU`{e(^n(
zH(!A2`vM|A06HAUSvqdb-b&(2>(XpqFIXI`vA(#)V%eYMNnU=lFk_jm*;mzi?Xn|u
z#2WgXrPtUAk*994rN|-Mhfsz*ZRFN26|*@!*VaU{Ia+Ps;5NKil{Ww$_OO->=Nwn4
zXs%34cYQ+0j0SY5y~+CY!D-3DlAb;T->J2JgP48O;&>73m#H`TDP92I2Zy1<3($RE
zK>7z@+_cW&c1EWWf&{`<9><#3;>sm7SL|{K{*+zM&EV;j%}(oJ538`uwX`z#4X)QS
zl%_WgUVpAvz^*bmO|L+7dIgam0u$b_mWmse$Zpv|H)Qsm#H6WHQ!rsvFlk8TFkdf>
z-LNQcps=!y(INGk%l#Fc`Ae4j8F)Fh2}J=0`5#K06x#lD<PYzEmpt%Hh+j@VXY#6J
zQo;CTB%1Am_R{y}m4cU7{oJX=Qp}tEg~<yC9f67C#>Y3Q%?gu80NTl{_;{1vLyN(G
zKlh`h8*X!l%nq1h?rC!$Kd>`AnQ#nD@r!H@NbLL*R4xf7c6_<y9A)Mvrl??o$u|b>
zuw|=hQQNm%Ll9=_Eq{_%0DB5Kmd~ks1-kbui2M))T5tQXrYS3%xL<ix29stPoy1CB
zbSm0(K?I{+A?9*C`ADeI|306}J=BLv7Z1C0O*(D=`COHlp}$n*<6G^H#Mwnl5YCQZ
z;oy3!ofx7Q^y7Tp@6k^!h(n9l;IFgah<rn?ztFjEj1X$QMpV%&=Qp+|+A4pMK4M%p
zijSqpm2GaroYvK;4#I9})G$!h?MaK?t@`7su*i;&gRBh;SceI)5su@B`Teov2)`lQ
zqm9FJ#MY>qqvZ{I^K1P^RG7Fd-Uwoj&tked9xG6CwmLiqc?W&!G-?<qPW?v=no^lN
zYpb3LIDVKPi8q3}zhLEx)S}2g+fZxWRw@lZo46_LNx^6llzNH<ce%h_Z9OvkE^}g#
zC@+Q|q?>0H>2u)k>z63B@M+oee(a$G`?T5jol-TV!g#9xpp(%R=v8fEFmx^?suV>p
zFz{#8$c|I0*sNl_5<&5pBwt^g#E9Maucrik0BMSudb|I@SH+W(_3$%>zd*<8C(VPp
z%O!O<Lbdir!)9~{#<O{JUQb|;m$lT+>jsV3PX68Pi1Y<W@-=o?7WyFmm}*3^H2im5
zG#LNy1zf%W-sJ^EegO2~L$^JX)pY2-ImL)oSjyI$cSY`Ur@#K!>#N1V)WbIx8vBH>
zp&xA44m)kwM%vDT?jKu|1`E3L(~7F7*o;d^97~gyh&*1VaaSB)2HRuYKx>0-&%_%p
z+K9?{>pr~G<_(;ws;H6YBsRRTjM_%6u}7prSY~<g+Ce07lIn|2W*F=ckl=(MQPhqd
z+)t;b%;mXo+=O!eZsv4XP^~uf8OXz%Na7vx*`;jd<Rd0;!qZca^f30Bl}hZz5}Gnj
zBTrF#t$Vs<?^Ud6B%={4swFEY9aiemC*>{f@rEwE)8<__Sz7N_X#C<ihtA_}g=3fF
zHdlIbD{sVWJUYq2BlY#u*W397;0yeDIrs{Po&ldR_(gS;%{Z+za(m6|TCy5sGvKYJ
z5yS47zXgr&$kRy|d}F(8hNLS$5{Cv;|9a%&lxmDlHI^Yy%P3bMj~KZP4^c5_4<tO;
zDRc-|M~6P7%Y3czBJ+x;wfU81A?5j4dy&mMtjBEJ3{jh9z-?bY+sAU~kHqWI+V|U%
zd%J36QF*&IH_dt$*5Wqnyj`1nW(^Ef<+{9_dY#<0UHn!$^Rg9v%KWNNStc^HJaE^M
zHgPPHxWxjlKiP?~%k#yai*z9l4|=zE&uP0bU(8tQ4SWLX{6w8MQ-}2QVHNdHQx_~e
zEKSE+gm9gRIt&I!cUx@BWA+?*WZd6fcd*|=1}m!T>z=|cFZ^IHxj4fRmeZftuTf_4
z^TOvH;X?=bX~XZkDG$e;?b{d-Ui|e)ZR)UfKi+SFvMa=&xn+5nj9`B76W>Cyc%WSW
z27aJY1~yu3O&8Q~A)wy$fB3KP^Dg)^#xJ3x$cy&V{&?I{8!4VmmAhtmi>}de)W!uD
zh&~B7S~_&m`^adUoych7<9<{epAKBl((d;sz`r~E?KRxPpOJg3#2+z!7<}rUMgm5+
zUx;1f;`*u9$6092qiO7QSzXIQbCs0l6*bq^IcY;L+Uy4Hv}qe*yUNu89Hlyb%+ZhB
zA;yE|3x09fOZ0W?f$yh_q9X!10hevhJLtNU%%r%*P24)Y0kRBt+PJMTl`>tq^nh?{
z=<uclK0N@u%9VU1P;(iAaKrM293w%-{D8Cw-sx7H^8-5F9=(w667wx2VoMK{Dqv0u
zogcA!6ZDKnsev9bbRHg=V=}!#THuk6i_{`W5)fK2JtsF+7E#~gvNc?2pX7uJKRzLF
z(E&Jg0iHJS8pW-AtA(r1slchY`+wD_3vX$0VY@3Av6zrM2_olFHo+}d(kK`Eb8ZEk
z&qNl)zqrF?KI}nR^cMD|z?+w0&ltPx*=(^*GoJ4H>cx9pfOzuwJXX!dR%DRQ7F~jr
zA^#G0F4`8{IoD66T~<M>Hite7^J6i|9p<{==2^fzV&>w(GZdZ~O^2haC?YDS_A~U*
zjIO<<-3eMI1TH!N9~QKT(5J}3KBZS8tIUt{Xd;XDy=*=Ok;i$D^y3pU7rR2}9p;bt
zackAc3%~KI%TH!m;9C2{ZgC>)$7g+-g*0@xbRBCl^ogkRt@ovsdSRZWgnGo(Wq5+h
zQEEC5ouKE=bAGX~5tlX65vqA>$g;Q-)K9lmg)CD67u|qE7vO0FH%bm{8TEY@@Kk#)
zyUc6(p3!abZcGSvP=oG_v_%KnLt1o0*uc0P*(_>aw#t{>ZqbFPRH<tg#RHQJU~3kA
zQ$tJl=+Yq@c8k)<X+?{TPk=q_(dBorXPR`Yut$tN*t4sosaU3-jSihq=yL4iaym4;
z%C%HShkPGtx#~z4(vPxW9d2<#QLhh$MV;;v#d-Cu#_VLb*MnFV>Tyj7UF@dL<CV`c
z=;_tQ<<QfH4!UX$Q9(xq+t!`DL`%C+<KFrsSAH=YEF?8DC5E>+WQebSSCIR}-ngom
zWlG>dKU^d5^eI{jJYwL1&Y2Qsl$b(G$Nx>m_=~~>_uH#?;pfkePwWcKMTl&>|Ck!%
zo)$LTfNipupFHfeVe6xxzt0Xujz4VhBB_2%kW!~m)jsr#cK-AVMW>b<XDyv9vB15K
zVn@x{+vR6T2PoiPrgY-y?bbaPadC%u=5k+5JYwQH3<%i}cOo9{5<0ddM%;<tic1?y
z-R1rhHxzjj!)jgkl&s;}b(gSaMaN{Cb=s`8<W+uzXSd%{ea)4%@b*iY9@!%Tl*tGX
zyzpwY$fn$#ehu9i`YG%W!Z7YVab*gk?$r~m@!v`t+U<K9=we?w*$&+<`N+Endc@EJ
z)f=U2+TZeP4_D0KL|0|YO($_+ih=|4QWwM>-;}?)xao+};}Tz7)y?upJ94kIJ!q#*
z8$k7Kl-Mf|>bXV<7NpR4yx|l#5$c!np2Q_oKg!2CGs%o~Img?!8uui;p$qSfRD2Qd
zPxF?+ysTPm)xz5BhGy;O2i+tS$`bHbm%6b?Cck;2vbLUU7z8TJQ-OSK`)c1OWqEqT
zP?(6Vu<hAkpS#!FVawaF(}unJ5k4UOD#E>n&!k^dVr4E4+~U7G32zq#vQ6}+!Mf)m
zo~kw#5*MX$canI-#7$&jS(kGXX<J9T_xN{uLN<B*dP%+?k(ab(T2J*XJ6~?wGofak
zP^*lNY60quQA^ob)Zl%G^>|T(oCN@Oof(h0O+o@-Pk*syqyC{TX&5X*oiS>qyOO@C
zo7zB{zuxv)M@Z8-oz_j|DkBQq!Bu}fYu24L@93-Ts8jKLQKxUmjGY90H)?*d(L8`1
zT}Y$Zm;huV)T|R~WrhSG0cj5M=c~`Ud83T_`%$yrs7D#KfX<{(MPKuT9O~N@Ch9=8
zl?1!U%$xfVX=wud1SilhXt3%Z>vz_?nf0exFQ<g6?5g%?>0Tbz3ZBv0+$0~b#2&$k
zJ)$SEd^;OSjpJ%DUR-KZt#>s16?J|EHCtNxSieA-ozDgTkeKZOUuA?g>)>Y$Ux|ti
zdQs3pe{6wNR8gTh)AE%{sAPv3O%SzhYQoz-k1pWEUVe_P4Q{pdveII{joz4xHv0JN
z0%z;rvGmpK`iYqP9dp(Is=@l_c>~~wisK_Y<!>OD^R9gZkskpFUjXYlE`?JSFAZ*`
zHKUyd)~_fnZG!+OGbwBN^F6;5TWyVnVtP8<*vqLS0wo{SUNjC9Sw`hLA|&p2=gVs~
zU;Lxu)Et4)Y3UEagzsQm80p>v+<ON$^K)AJ4$?mc>yOUTwV%_kynb{xR-7DUY>A}W
z_ROO<!hK;E<FUC0S`qwHl{lY{Ir#tGXP#@MEn^-ra~^scsPZ)F;})M~^)ybyL(+w6
z{qs_Dt6E<BKNYU#Tu6vVoa=#rK5%^|&TuV<p!q>zoK?IXy6H9wjt?l;x5&i{UnjK+
z(Z9gQE;RfZ-vZyeDtO<wz<a!f^pC>oeN@K;!-w~&)%t*Y9$#G921dgc)v=Xpy=EpS
z_W^N*GLE}canc-p8ON7yH2I?XAArf&LqGQHKKqE-%P`%bJ1gASher<2&OdhB#l!$U
z2H$4bFZMZQjKX5;ocoo&5;h6q|0}fjsi2E+nTNkjv_Xe%&@+Z!)c`FDi+w!I9`mXd
z!lGqsbLg2qFI399<CN1}5tkwMur87j=HrTvaRu)J35#g3^{KeWB`N+1_lUWxXbz#@
zPT@VB_QdkluvI(0=tG(Hpr_g&@s6(f0GVsjeH-K{Gw>hjPtrM=n>^{9Ne^hO)1k`E
z=nCNb*cgx0YsjJD4}OpyKs|(yLZD4sHg4NPSF&y2bN|yV_Wk|X*%0jP7WRm->u64(
zUlWIVJ2;1zyCL00D)9PGo1<3JfmF$R$6ejA={MSl(qLs`>bwtixJf-{>io;0zdM*X
z^v~PSC-fyFnQd?)(f#V7D`++Kxv29#)Zr%eh^d?CsN#qU#{(CC9#l6jDjW+2i&$-U
z=cx>}Lf-EF%ZS;~*?@~o@KOVO#C+(9_tC%c#Ri_?t?;?1gqPzzX83tF;3DTyDuDA5
z25!fWEJCyRWQXaDi;+cAo)oHaIMkf?4;LHuOrTjG(CPli63`igmc0M<UOhQ2P%^G4
zXtZ1?7X-E~7l)R?j34Tj&En87m~kSl>~92yNUI^^Msu;|-C1{>H&Se{Uc%Bk8Zc@!
zblLYp;$#4~+t!Yc(EvVV>Uk>QtSfLfV)QxWjlEnyUovi@e=gR4dZPb?S_~_pwOrDh
z$_n|w5624LOK8zcdPdF@KhOCQp~1R;$S;tyX5<kghnBOFmuV>&Puq1!iYjly+eFG(
z_@f@*lt;p;%q<K7wcT;f&$d8562wo!yv8ej(ozpTEpc&&xHNr;XH0xiqiSZ0Uk^I?
z$UOfQ9uHH|yV2tiYsB`!Tcz`VSa@UfiMB7bG#U65ym?>V>;~_QdD~IKAwKScCn7?~
z;--CO=uBMNHC7VN<W0ai6d`Wf_tyjG1Awy|z#|6EA3HFqx&65VGu8o4-41wI;zX4b
zR|rZAl_3g#61L0Gub;Ni!Y3v!+KHEhC?&)*CcfygM`qm&?d=dHma<y5rk=$Y8GNJW
z+m5ANe=MENOIQwG8Vr02-n=hwc7u1uyzMgf#2k+MtzLV9Tlt<fT3@Z=Gx;iG-|VeF
zv(3K09ylKWoZSE(F>o=m;-G!SLHwJF1G}g=@NMSXt3O364m@My{<u7Trb;t~GZE)q
ziD$fc5%IK%bIyK+2in~>q&7bnYTg@l&(eHIT0-Y~g9)dk{#d<1o@S&zy@=6+Dm*{p
zdE#9QJo1sdyr_01H}CRsiH`NfD}&RmuGYXP6#RU$lH7?^{vxkTh3lS_wzxyPByW<Z
zoiXiY8F-6-;+%xnTTl`)0=2k}PuDZtnVgBj`hr@H3~ZBOPr;h^WX+mcXUy7)ftUBE
zB5lZ_MxVC+;OlK0O?4YAc@1T6+V$7N=G|elX4nzKUc#v-`}NyQH+AN#Wz-98GnKT5
zQaCjkW@7DYOyu^*D%y$)xQBZEUU`LmPs!X34&P%AxgD})%rj=LO;0s!tOw)Tbw$Nk
z?iP5}Y0Gfh`NeBwAvfyReN{N!hoPV4Xb-3g9Ca(1%?Co02K>ui|9$afeS0mYJ`;ED
zb;#SfXBI(LaF3XKs5GNhCHB<jMNT@X$~BO2+MH`BJzIg@$z|734_BRDY45M!wOdw=
z!tKQ0)s59T`EAn%&%h(+R?}zkpL2a`TWIvt(LcuJc~q9Lf<Eg?KW+L@vtO@467m7<
z>%7Vm=_1ACIBLYkm%TlrYP5JV*pMx17Q#-ejF-TU7<MQ#qji;6$?q~?TL-?=wss3W
z>b%Oa9lCUt0c;_oTdWeHEy)Mqak_@GmUMn)MASN`0cl>e%f?-g=#QlaJ|}eO1Dz**
zc^UMyp#!$2_f_IBXHj1mtpoWc=^HZzEB$5d&^X06P%}xt5x!;NQ_w!CRyWhm?TIL%
z9WiYix)VNxwP?$1-DDllY#AzPD<Z8fZbDfnXWsVvm6`Qqq(ukPaG!L}q;1Fgn%vrc
zI9>8-o}*g`$TLD!eEYb%>rnd1^=@MJ)|mHrTZoKCG8l>iZyELkyhX6y<Q8w4QA#f0
z{b}ABqIdZLex!P^gxzVex)yh2-lfs$=+al8qnNc1R$|#d)G^fZHtL*F+s;Dk`!0dy
znOi$Qx*;xa?U+m8{uXoDYOf2_*X%v3o`W^qXPs8!C}ABjYu+Zr`&Vx=l@8?MCNsuY
z|4>Iz5AoGJnt>Xy6yquXkxOUO-rn3;l+Fa#P3i3USVIriDic_@WV5vhQ7`>b>n95b
zb!MHKhO$HKdOFz91-2P(*rtEHr<xZqjyV~nq(mz{8#nQTQHUWy$PaY{H6Ia#1Ra@z
z=^>=~HX-sLX>gr9k>VV4=~U(AV>p)$dEV7@l-urZaY18+Wlzdm+~W;hc&E+VEb_~7
z^8k0e1cr2RiOcqIlo0#yB&t}!(P}>{Qg7We;f9O)ZXs^n19#fEfgjF9l<W=V=|MV9
z15nh2>9vSxr9?UJ<@GiMb?_FK9Z|=F#TTL@TXZ3~7aI4*y*P^xLFH-&xYKL>BIvUe
z*%P`c%UkSx2J&#~PrOM!U0|;vA2Io5ln}x5?e*tT?dajT)eiP??WljzY{+2zOsrWi
z)@sOPe2AI@|7j3V7us;E{(jV~H|kMFEqV|8-MYlz7#QXW@d1!a_7cCOg)-%GR*Pve
z>mTe7*t{8b#IV&s*#S+l-=CAnlwPorTdynKCXu;GHd-&(C=0E7V&bBmxHNr;XH0w<
z;7;`4lE}1v_9N5Vkdw&tI;4SUqirzoNqF;~yx9%jY4hf628qmc>y9l`Y&043mfnXf
zcg*|ydGr3f*$v(i^VWmq8n^!VKa(a|AH+At?-!lOoQ)iFqnwF0>qmRcr80zVe%sGR
zW=f_){iib}I+STN{bd^4doBmbG=j+YT<Xk95jfqwpvA0zus>n*X4nzKHe&@E<!MfD
z?7f}6>Hc3Y6CpQ3m-ma+7Qz;YMtfhfUvUbpdt&0^265Ggc*ew)`0}ew-7=9o+ZLL)
ziOdI_cLv^foydu|v0uKurEZ<bjcqy2+eGH#&HMB2yG%se@wa!iotS?!S0ZI(zucf)
z$xO6aKiXril_6|xez}r?xss_+|LI&wK$>^1l-<-4c;fngp(QXXS4_PHR~&7yH5wp5
z@DSVy?(P~OxD4*@?(QV`;O;KL-QC^Y26uOdZ{BmxUF-gUnVvOW-Bq=pEjNEN12<UJ
z40};k#s)2ckXgwG%qC0CS(PmHW@E?xkWkt)wH1x-w`4dLYWl89b0!ErxNRQ*mZ<F3
z@%h8P?0DCTo~hOy0G^<~Db&7Lw){POgU)WLZW(uTBG!S#C`C~o4^5j~FmA0hcDQ`>
zv<v$-dRb5u12nl9cMJObjpDzZun?^l@t>mAg_HSLI-1HcMxQc6kWLIH<g$Wqr+!A}
z>0?8vmb0tm{~jx;C4YA0koEzjJZFH^^|vcWbw2OVAD75JW3RJ-^p6u`&&Cx$8GFI+
z+*yn?*W61+{;wp~bWT1`O~-C3XVZS=Xyu~3r=c2*Q<7|d#(*DMk}^c3m7P-3O<4#;
zqvwa7zkWFJfVd^c4M8Gg%z)-doU%DCZQ0-sl?+l#mNdDG0iDN^tjvVBOKKxNJgb?Y
z`|m%E^0R+fdhhh2g&Phs@}+rYimA~@*(u?ZgmIHvfCCN#i4WlFO$0?Z9R8#T&I7`*
z@X(~9M`LI6iyXC{ZDwak9j+Pq<{M+}fTKgpchPs0$J-P>WVtX$Q35W+rn9TgZX<M#
zgn3syL>A2e&%n+yxFux?-Vu+KVGc<ZdqPvjFx#@2uC4^F`-JKN+2v^n*THIfB5Ix&
zZ~zu4>w8<Q(FY2Maqmzh7PbKr+jM1aI=HP~l)_=dbk*I)<Cma_GEpSwJu9&<8v|o|
zO1v+jkuKlv?a1hzRQa0oKibCbDJiY>T%977xO{MThK8Xr<D2n-V@%S3Jxs@$r7m{9
zZFJpiOU9^<4CaTk0!6c1nPzfWO^V5J^DoIGTFlShADR2E6vQu5I>_zrhjFIeKh_;|
zXw;c5qSgh6)U!0x7Tg>b*%%6C)4IcPwqtROW%qRo^>HZmm~QB!;7D`TaE#e4ny!~m
zX#e}XDVLQ<lV(?>$$y9vFn{~Y$e~6dVODjG)}5Yb+Mx2OjwQRAP!pBH?q~n4p|tp{
zgg9{3OVHB}M)W7^jOn|1^z}0MiSRQR?q)KknfK#C+}=i~A>s{s@!yf&m<a`uF4Az*
zAV2rW^<LnH2J&}@pzCah#z{m|8KnMFGUJUr-{O4y<JeKjj{BWU<ZGU-6g9q2V5me|
zw-m$$2gz(iXW$+i+etx=hP%X{VObhDU^diY^}3ev#a#JjM@;GTUa=3-I?5-=7wMS9
zzRybHlj+M5gscUFs`J<`;lFPPf@O!uZBr5o-z-~luF<esEGZ2`E_W*!GH|+08Krk5
z%Me6xi;C2_@mz_=HrJ<R&!(Zh`j=If{i#c}k*8YlTej>=bFu|0tLcC%ACAd&EY8Vg
zg^Pz*)kq|@B9rA)jRM)iem`dphX(>LiIuItrrvYUmy~A|5PT3dg1#bDd<+SWZ9eQ|
zb9^ow|Et9PIwtvdD@-)k0Q<WhI{cz6P|4~2#dt}$-C_b3iSaS|)$ju4o<b19$(?|O
z*FN6EQ?ohYIV9C;FfYKQD{D`_^e(`qnU9y}k9eovU)p&CR6B}J<9XCQkF@IHPQPkK
z{r`b7DtIrQJe<f;sE`BI7N3+_5Hd(7`W!_k-f%+im9elf@ef;VYc6m?Z$bUrnAf3U
zB5cBE$8uYAZ2YU4zZ`Q(+``%Zb<r|r18*VndC~GP3FLtvb-a|bX+Ezy*<jr-FMq~s
zeq?yEnhz}y-3UyIiGB=wjKiU|NNJp>o421Y`uvHr<NFk|w;~ev=U0NGGM(el2=-IQ
zmNCnPHKN-h@9*tgH&i1#zCLne_;#S7^X`aEZ%it2;koDYUxJ_x<KBd#(?aYO7Gs~W
z7<)X7Y+G$pEP8Of-0(f(HfDYW(_@iB4087dVg8)lt?+497}up#28MOiC@LVG>+tH7
zkVYMMVY!4I#|o6`(xqC#YMC2cP=d?I_qQ!%{Uz@dAzChZPV=?Fw_iH6&R15;Ig+T&
zK%xFQ4i67=8@I{Vp-WF8ZOL(4h6RCszf;HI-B~*EH0yg~GlJH=e<t&p$uM&MBHLM{
zq-R#RtP2NH`kE13lv7NE4bvI5{%vKo2J2ab0Uo<?ex5tq2inM!-O8@uUth8pb(W18
z>gvBrNBTszK%M^popg3PQv&AG{Th|2oszn1_0)R@4#%cnVfIR;DmZ>ECE=p}96>N;
zS=VUExR3Sy1N1wkDAy5Tv;wY6tbEiLXpD4ETB?o3;wF~dhWYIky*9O1)c&`V-7832
zI8dCXXSIjos!hL=n$rERW%-Zr1?<bTE8=W9h1csZs}8}v&Xm(#d|a!6QAMU{rHfwW
zt7d7lZ-_jr2K4-I#0D*TQLeoQi*NN4+O00(&8jm%{vAzGi#*S{89BT2IBiv~MDmyV
z#ZPGk%Zs^dSWDxzkW#~2{=&Ch*3bH9EB$vf3zumJK|W5rw2n~m2&*%CE^Do$s9NTZ
zKXvd*t=8@3*~1KE-wZc0C0hLIe8a$I20;EhqbVLRx6%hJOHK45P+-w+@J(N>uoy%Y
zkgQpg2FrwWL6^g=D>Pgb@Fj{@*Tzp41D-6Eu9QghdfMxVbeNQryY(c~!X4NZEGH(a
zP^<_aaFjh)kPRSsddB(>IK2ROA!2JP+fK+-kh%6V{H);Dw0l+CE|p}f6RaO>CW+W(
ziBH<=Q)opej*2N{UdJ=6uvxwa_ojkS&N)Ow{og#Go!6kj=w{yl-jI4Oog~l%tJp~<
zqIF<`)}6>ql{wkrpyX*b^<^Ouer$4m?T>>_P8ndiRj|*9gTIckyv+DpTZ`5!O{7hc
z2r^il1jG&MpW~>6fT@)6%X_}{0nsnM!R>*X?P~qk8wY(~k136is%~*-O&6gs=jY&B
z@{@Qi6@HKx4L#~#W04^Vw9)9b(hwBsJ#|r8#a3G-A?vCM)|Jae_JDdAsV`~WbvmG#
zt^=ao-r)Qi<gNGXat{Nx<QebmiF{U%AP}qm?S|#q9+HZ&G5D9!?1ilg6Iv^31qx{L
zh+eFrNuv93o}uyX$>`2)ieID&T-i2s&J_;qnSJS6X}==Tn%MejbfvN-h(xIF>?oQr
zl3rL{by(bO{lz!L@Mi@c-;nV@K&fu&<Xm8$)wOcOTs^by<8DwXXUdqS$Xen@`f#Kn
zw-2|nC=~TkAJO)zPGxw6FUM2J8N3Vh`d^e5d>N#-`t2&@;zMoVYJZ3cSCYA&;hr{-
zi+&2YAW)4>x?qXv{qrCYMC|z*`!zVix%Y*>!U4|K=JDz}{?yP;5by2XeM6JrvU{qY
zN~I=x*@w$zQdZRZd9f7T0<QP-YxM?__Vtw6H=4Mv!&mu$IqpMPL&9t;(WT-A1X~l{
zLmQGXrdU<S0Ze2!()_6=ZUPnaJEvH;5ph&RiS?gd1-vD+V9t{7Jx6)(+Mc0wB=_Hi
zmgz>F^HD;TNwN8mq_d17AUf|AH6oY(>X}lj!_AlDJ;qKUS-;Ov*hTj|&;g~;)L@QT
z)3kU5NK8!^%hl~FB9uJQ=h|L}gE{(sxnjlL`+|vHm0sXSPxcYUcHzii(2lghKQn-D
zy*6vQ?ay6Xi@^J0+BH3$)Cqt%p>FO}i>U5FrSibu97Puo9=EZLy^+>XWJ3=_Wr&14
zbxqv6;&xJogh<F1PNt#Dyz!SrJ$lBd-9vIY?mX3<Jd|qy+M&Uq|62GWlJ0ctw&%l<
zz|YJtZ)3`VF`+Q(nN}+d6_xcgB;6y$`o=&}{-#Cs>2C#m>}RRuZHQlV!nzLxAL1(U
z`l)YHSd6k`-d+FI9^v{sKIGAYPtdD;iw-eW3AOw=+^>h%bZAu{y;@B9H56}wUf`+p
zkWtZQUvQp$e}QElH6J;VehI-bQV_L;3$+VLT4$+NNR3jFd9p3OVwjR4t-C<_Uh$Ng
zYb1O5nED132(z8RD5Uay^AO+>+eg2rxfgeC0=C}(1B<a^PX7PIU_;LeywNOLcfGM%
z*0Z8ikCdM;hy|?KFI)71c-6U3XQ2jTG551xTWY+|s2?$Jq04<&(g@X5lf({$iZ#-)
z!SzJ3Ks-~h`9^s>atZ?HnZhIgdO5;HhC_O3uXB;|wk9)X@*%3PaD<9V(KE({@+H>S
z=s}~3iX?4Vc9X4}uNWQ6jFMaMN8k0B*lpG-yx>832$#-#I)l81pfRrfbHCUI!&F-2
z%rM3*IZX$xSAEf>cM$?18{7OzZ1yI-E~<cg^@K03{c_>Y@^0#%5T@O7@RfO352&2D
zxAPw(B5~W6;*d#Gd-uBO)?t8l>5&ADd*gCZl*Q?Q|IT#ul~P^ql>0re%#!XM>aqeF
zj(R*}G)~PAMY{9>oTsnsS-@iAJ=Tu!CTwpuHFTiBVqBIwv+sO02V`mt+d4VYh<a6^
z^J>B0^yekd==FDU?OAlb4V606sq`K2cx}PGlV=VCuOg5kv46<^6{~h7j%P*}p{u=}
zPQLc)iy*Lk{7m+n)_NelEXp!YUs7Y8?`DNajl<lsB-iV1iMi8c$Cb#R%_(2}NF-PA
z#Jd;`Zi<=AR#siwNCN7kzG1lLwt<DUvK0J`J5sIQ+&djGbswIK?VMJN<2;6ouJfuj
zKKIneCZE7UL%vqmu#O7daE$i77;-h%8q*E+TU6;v;d%UVyKL<9GD6#h&FHjyG5*ni
z&;I5B{*q)*hF<O1NmU1E<8oY3D|Bwpe><i=c*o2Rre7XjD7vJ~e|c2+MmUAHJrVs|
zlVT|Fr_z6eFUs`_<uXRTN7t{tEO0A7>B0{UENGd34_aH}U5904lXYo6b!I7W@j63s
z#pSqc=28unzll{VeJ~A{er|MwNlrED4w?L|n%L#<yp9(f?|SYZN*3qEA~rhzu%8i{
zBPyMn2eEYQxvRR&{*+$gu;#=P!Z1FU2VpWkXNs(!^z*%Y=Nh#z@P^-lrNvC-Un(5A
z1m6<<Yt}bc;p@(?uC^&nU%^|xNwZRZ@exq3$Qa+abrV}z2dq$ub>=Tc^Wh%z7qKoG
zfyWDxBKvM7Z<_;^z(^Jd`dvs~6sQCn57eWUJRf}GR)A1PA7veXfZ1|MINDvsX1CK<
zu(*Fc;f(n}^-sI+Y|o=uZzhUsSPT?3^dqE^ZbOP?X(3{f1U0gMk%PgL)8XUPFYaiw
zIe|dmo`v8TV@^AgnS0|BO9ooSd?!u&;`h%8d@C5b(JV&9$C>z#1fQt2!(LG?f>T(=
zyh9KpCSdVey9t?DD6H9#Gk$%|Z;yVO3qiD4`N)mRC7h`vh`ZqLcXndGx3|kwm#qll
zIz9dmF0%BmN}|Iz+7TH{$r8<MW2O-t`i(Mgx)@1n#9ABtTE1|8-CnN&``Xr;1>C8j
zcWF4xn`-y{M}-V0<O}{m;(^3J!~iVZ%ueOv{Olw3Sm-3Q?B!i8)23L-iY^t%^zlYd
z78yi608PuaxgS_=p~;ca`(a>=ds`$p4L5o?Ju~^5be0fjVIDQr7RFf%6UV32#=#aC
z0O(DB+?%kyl1t|_%U_*OtCi=38JTT%K*wO@3ZqLHNol$nqq-xw{qO~~3;qW@_qRV^
z{iM7v)@;$aYPvUQz3CBe!o{1t=0USs1U9gcYU+y2<M&rZdubCrg4a1mqQ|iMEfLd<
z{=XFil#|zshV->Apz$BS=|S^yIsd=f?g;Gjat&oWY8-m|*`c-Um1#sf99ZbI8uO2>
z;<11|yT&F&yLMcYt{pX(GOsY~LVDEjke|q-rfLq;ZA66g#v-0G&P^BF_-{|A<#uI}
zlG0b{J)<z1o_09*yVH2dL0rwxqgQ6j&lqC<mwj@uw1nen8bRRnKZoEiVrs(=W}G}#
zn}|b*Hq8UtVaXTUPQM+!1IfLS%?`-#Ph65P;=0X~?AFEw7gNj>hl2;T3S5bRQx^24
z0~=FcKVSY;1XS_%ezJKFtVXTw^mOyr-1qatJ%q(c2SNT4$*IVmHv=>^kHXH4NgMqQ
zbk+IsWq)aw=z`7G;XkY{5<P#_k8u7cQn7@g=S%`$(XO+VrBfR>0GJsu9vBmG)A>;u
zNH|!E36%}?JoEJ{XUzY|$i4ab$2gJ0&IWTk8m-sEZ!EKG+d(H|<ROO#Do;Ux+&O&q
z3yF@IejWHJGJVzVC%2`k>KLvP>)UNK2&`necEn~`-I(wIaYTHv%+%apJi#G=a8un~
z4hF1hfwXG~gAQBXt%*(SWC$jVMt*Xuqkhf$I=S?QEz3}{q4?T1K1M2f%-MCHROyWk
z=OmMrIP<t#obriEziMDDO%Pa2Fd=SYH;^^tX$!z_*Pq(Z4fJ1(J0sBD;kJ2d$Ltz2
zR!s5ThAj_Z{kW*&ee#n&_ojI;fVtioRO%u0tOcZZY`q8?JUn4*eKc;I#a=(u<Z@Q1
ze!d@#m3N}^JOBQ)xZ{~FL`8gQ()cF=cN6BVN-T*MZAhIxa7|$(uT=EY%bY3F<*k>t
zHbiiBVcUcHKiUrSYzbdY^68nfA)v4Vuuxf#*0L%?;M}od^Qj#5IX>{}4R$-r<hWD>
zV~8+JjWj^=THq)WNN`Vjn>f_HLVUp!N{ePz{iM(eD-q};B&My1cxsHGJKq$ZE<M*O
z26T#to{~_mawDzr^~0off8wtMK@+LXYrV)EX_(#ZP`rfBj1?n;5B8QtsnpzE{CR|2
zdzexE^E^|DnM<j}PNRDDT3!pM*ZrpPNN#bDEJQeay?r{Rjc;@yiOdW-<$AQ@fMrS=
zRQQFR+zJ@2GLm?nGp3yX(G<FCqc()KVkAguZJ*$(mTHICY(};{$mtH4s!$*qSD^`9
zC`oW?w`wG@i0@J+2KgZ_^Ors1o6dT`Enj-gVrBZ5!H|_#hL>t3nblETGyzHlH%8Ec
zaZm&2i;{|*2@fa__J2JFGu1>sX>XBTS;ZXw7H5u@f=^@QOz>?UW=m%}i@*3P3)(>(
z^81S;YV#if2o-AJit9;=$xjIBUTub+(L5^=N*+KTUjKdFrNIYp|HL`^!30_=ZGXqc
zzMI>R9{x!`04(2`ZVQBW%;(^Bd|!6x2aR!b($6UE1rr>|Y_g@C>@`csJ1FIfCl0*R
zb++HAr`Bx-5U2GT=|PX1%va`mA0B8H-spx7^gnv$7NUjmdu7D+I?Zb?F2xz-hPPpE
z3ej%rW1-ZKmQyd0rFPR$S8>Va*OI9uRBTR0?OW{Bq~_ncgDs_$B+)#o$t#4#{>HMA
zhUxtt#j5wXk_^2i?AIXLK}F-V5jQRTzH&1j)4aTP%UDRJ@bNbTUR=#kG90l_2tAQ+
z-zZY{(uSmqq`U|vL8beS?qls<8Xfnw;Q!2&SI;I`pggbPX-0?u<Qoc7c^1oC7Sy_X
zwo-+qr6U=;{hRMr`shWKSt<<ou7Y^pN6^{#{@EPf{vxLx()UQb7;GcAa5M)|$zt{@
zVSU?vVzG(_lq?tiZtPq?vG*ZW?}Akt6P?Pp4ED9rTzG688VJjpUM-f1G}RxM!LIG3
zrglRF4Tt01to$P1_hv+$84GzWYdGbKUY|`UCN<7ZYA|{1bO2OYjZb!9(w_O_-2ajG
zaQdp2)o;~Sh>pckqnQVoM}_nE$>Zr}ewjf>5&a`+Sf)P(ewx1jKynqt@H!gGa?$^^
zc;Lv`Iw`Mux0}&B*|9bP-bBqH@EMilN_OW)K?P;D2%gv+=nC=MoQRzWA&{k~iKZiX
zlH|(B99LwpI8=7`OYBE1VWu1y5rk^g*G^)jNU0Z3;4+zPUe=-?4I6!Vlt`!Y%3RAa
zN+u7KvFu+)s8~)SD6<$Fi11gVDgZ2*uPJ>IM0d1<NY?qUF!@~6KN5cUH4~{yAzI*B
zyr67e02RT4Ib_dB5~sMGl+HpfCYtwzHpk9&!MjB3#M`X!N9Gg6M|U%hb@Us#^hZzC
z(JZv4o1oO$d%V7I2*+-O`<Ik`xf^oO<9U)O<y$B$X*YS+7A?8{Sk`c1s@A&SZ4q@g
zvf`I3yx*eKz)kX+rBJ;EyjQ-vl`k(l4DX@GV~tMrxd_JrA2Uw7YTjj~MbaP7WEHj&
zdfKP|E{Q7OwTmDbS|LIhx>;cu^l_mM)d-HW9zmvNDiMu3j_pm1fvw4{Go4*oO<eb}
zply1utEiO65^>MtbyA<zpxe+K4)=2{2bE88m+w{9rr=`}PQ46(9CT{XrT@N*b!(9v
zN@1fO0+J8Q&5lcg@HWMB#E~k}bNvY3z^C+t?jPsC{RvaXGj_*JF|DpxI@^ad9D%z(
zQ=Z^x7=dXxP|NmknK1vd{nu9~9d@tnoC}bBzm5|%C;f!3p-*IZ#>tF*eZBju<T4S#
zgMIve5_7``(<`B}EW#E9ad%Q9{qe{Eo096H*tYwsu2R?waEM9q_MO;li>G-Oc*>7F
z>3|vf`n*xRxOEmqb}{U5y5}I;yIW^-9rMXD8tLo6pe5r)v9n{iS{d^+8|J>+4}lVQ
z1I3!W;1czF)@K08PlX5V?ME%SdH|_$7{RU_9V`K4mpW!`K?fXtXHP+cPDdemyrm;(
z?h9aIH4y?plrYdOh`3&@gjavj72VJw2J41AM!Vjdfil)OAQCYbf~Pp7DP9xs>Cb6H
zL<610VPAKry3Wy~@>!DinWfrJC4AaM2n^2a(k3AAjonSAcm+>S-zm^8ujI7csW0n2
zstyY;XzM0QzPEiG{ZT){FKe3xzCg_-zKKei;w_mWpu<AIIOi5WaFOZi+^M;~E8mE^
zc|L|JI|svPWkU<#LF%msep)<rXYq(<o1dDkm@@E)Z@{0Q7d6gLDVAsZG2aR4A$(e!
z`<IPx`As`bugLz_Nr1;w+H;RjF&7+O9nYQ7#fncdr%vAHp9vw1!D-nwG!DiMV1_T|
z@-zyERY)es+5KI)26G0j*cT_kGW3S+N9B!mM$O+%&yvUFvnBz?CCCA##5ayC;8@PB
zxN793`8_)@=MLteSDJp^tda#NjF9S=#*NZc%QE*VT#%((GZ44`&1F4A6G70f$Dzbw
zN))%(2kyLpb>jdUEDyC|yVMJw284gq*h5|zVvs+YeB0!nDX2T@ijr?TA{vchTYjJ$
z7InO~#QEPhc$Iiz1rLpA&rvQJKjaIc)dpNvLZX}3MV)#z!Cv;T#rPK@$vinolRAMc
zAmj1u)Jxn|Rh6IHb#~=QKP9AZhe#P>vs|*T6nOs0KoMXdvUy)u1%-|Y&?TG@lYf`Z
zX^wmK?2HBh@b{%EzYLTln+Og4h9vD|`)OTM1Az8hyZo9QsqS*+;i>)){=Ym8Oj3sD
zwMv0oWlY*-!pD&;1p!%XQ7jh2=oL-fHBafxY<082sXambmxT#-><{a!TrBTJDDVd%
zNOOJ9v)${8NL4%8))x07E<X3Rt3Boqcl*QVe_aUMZ+i;jRFu`1);=y?#w=a*@e-Ut
zR&c&?Z^6?1R>;<a(sK(WVt$+ZV11qQ_Z0Rx6@Mq9vdhfDEBs`YcG!?T8C2Bn-c7hI
z?Z}P)zmOM;IbDGKQD;G7XTEsyPL|laAgShdnh1_u7TxSmJFW1sYg)SV|3(BGsz(mH
zmH&qR1*M^VfY)irtHyZ+noYipnNZNx>Zc6G-H}m?`6-rdKw;jzwJ(GNTNCiy9(#3G
z(4}y?#NI9up*f6~wNWt?Y*%<HG~(r|VjmHAR9=7qeb3+s2h}<|Y)nM%MyY;QGybCP
zuOs;4+0!Vq`gkH5F)+sGOIX*I=!uXW!2QJ0AL+&FlocU2nkqidXYSTGh>VJhX|s`y
zB)88m(E*y33WCpW8u$YZ9eRkszjq(3g{$e?%@}YvP>=VbDGW-AR9{$KeP8Kcb0NF2
z5)WxG>kf?>8$0{~#`tU0tXSsr5Kd(LXXnewdy@dFxh51R(i72z1|Ge@FPMUh`Z1L}
zxxI76c-zOqtl`#<tM>ufrr9KnGJXKKEEm|Ri-0LyzE1#l`=)*TE^-->lxDl8APQXd
z%>byu{Uf{j3FhXE@HuoOq{1m8jByjfu^iC83PB=|6{x5lMnH^n8AYOUe<RFVi%Fmk
zl;LAIg$@QOpv2&OSYZ)6QdnMkb-Gf9M>pGl`0GJoK`~^IoWU99bY(npKqPNRM)%$P
z%##qvDwH$xw?xZEXj#TgcN3btB%Q)-N$nku?@vtDnn1&PfFtEp!sd1swhhK^;mXXA
z{`@Bo?K8oo>k^j@%TMa1LM>J}q(LMxYA#(jEh2pNtS^GHZ223}*R-O`8>9DCPckHM
zZEi-ObB^Y#!mB=#>$}mr?u_v}iJb?}&vOatg|2|rl=uXi5sr>{)v@n&A2m@mNqrM(
zeKFkEW&klv_(*X%v2i(tWpThfZixJ}+gvSW4-$d>AxSLcI_j=&ZyGaV*vrTKF?PL(
zc6O9&=oomR&fy^CdkCvP+Wdwp)!K&^`JK)wQ7A;Nul(XzKH<GDfXb&0jl^nUa|-vR
zTD1w!o5Zw2u5gRF48H$w`BWTx4URT$?>&lmpWnSJ(%L(|bD_yp7~aJWIO_`MqTGRz
zbRp$q_?n87ox(c>xQluhBfkgB3$GRVO{}-W-E*Gn)XD2wE)t1ZB`uypHkWL|q%X}i
zjt$;~;@v^Pd`IxiM(P*F^4y?p<S{j<v%T5g6JLP3u(ZaHZjT1XZlk&n!}YqBiXlg`
zfOuNplQy<cNojp+>~Ava6N-)CLg~aR<#s1~+TAXL?SByi&Ac+{v1%{kZXpZW$Ab8X
zct2|1B*e9!L+u9wvwpkbL#*cu@4L?N=bB7Rr6(9h^#h`rC~>HFZ@!ZM$VB`UVCYGz
z_@B5Tf@1V*WSD}d|A-FAW(D;rziuCg$qU*10$@3_QN(+1X~xu3mU)kYXgDt6JVXqc
zU4C8`f|<)6M4-TA_joqjKQ?c7jh8Az4&8*HKuY@%0wt1K8B<ZK4Pm9#UP2~Dl+Mf;
zb`Ocq!Z*A!&THzF5WkX4kIwYYnCIfuG5f*@(}7{Z+l%ZmtuKw2V&LqB_x5j9CJcX+
zZVl-nDz*GHq|r#tF}}xBO8`|NtXCzgK~DB5YRMtgbEsH4p=Q4mfnmk6?FV90z@$;G
zT<%>L*#XvGYr22Gyt6Wbw~;b_G|<wu$$o}CVz~1V;PO!Oy|Ea}1~;rceI4#Iq1?fA
zByR(&XSf4ra`79Ml?AAir{ZRwZaCIg6GVR2xEgfGvzIN5WCLHg1E??LLu}_+i+qnJ
zui_AGa9?gf+Lx_<q6?~Xqqk_Fb=2QMUXk8tjG=*HjwPz}#6%{^Fh<#duY@e07#FBc
zhtY|f)+U$z=QnuK0vP<E%AIeG4FK;8wb4ZWnU)x0FLgh(fzJ1#4*$01A%2?+*ABes
z@~)Y%7e&AV|E_KDiJf;OA^Al)N99jJf4wa4fPq;O$Z~F_4UbKZ0-25p0OV)0;@w}y
zi@s>=PWN(#M|;v4(T&uxKSc*`e@iN=gjKAa(y<zwA@F#*<?tFC#zI>&Gyux$$74sP
zz2Y>vwyi;1W1=&y8TR5-3;Xkl3<7k|qwAwyj1vv3k9^|;4Xo5AmA4CrBnPOh$p#F+
zP=4roO3lA0pF|hCY@p}5#!1V*Jasz$w9-;P5TU=w4}Sf}D(3Tqsv9>vp|W?T8he|W
z{XQv~mGTL90Gm&`3B!!wi7CpT?Mnn&b1$Ee`?A4t24^qAMc@V1WV-S*2XhyBiS*dy
ztb5^#_)0e6>QAFcN2G6C<v|lMQ=N9BL#qwPavqwsz%OMDh8ZhwEY2MX*e3T~#zm-&
zZ-S9pqUyV&*tw0dW&D35gkg($`B2a+at;I6GWtbPc1rtX4Ep<3up!g*>iL;gvyktz
zBO6tmA-!dumTY7i=~g?_z7$`fWDf`V>DKMq$h*qd^W$7Ft#<zPlCSr{C9Nl2==&I4
zm;B9tmI{|mbR0tAEj-=bYWwWCIrImE<$it`j+b1+s9;9Ry@9Fx)KH{2tUx0f|7^iW
zpZa@OMnXjqKb!+7$X)KUEdor&@3Ro<<8f<V*;@S=H<fX>Nt?&=l1O#eh@_}aQ?o4e
zH#wGdt-3Fj44`+KACvW_+4&_zEO^1m87hLZV}YheH0XNfSv`NJf1Hj+CEcWqHOADY
za;&7^B|Qi<sm@VnlxJ7V`GzK_Try=#UIA(ZK@Ys#H0w;;v1q@VUt?CCAo)OEcppyk
zI%09Qh>!DQ*X}f$>EXG36#6s~)c+3Ial!ozmmS#BiSX;M*e{F1vDL<)3_1};`>d%1
zWF}P0rMo0@ZbO6mH}|O-?vVJ)0Mw@RTJ2A%4WS^<gj4yVpn~PbmSh~cvJRF;`fuEi
z?M=(ItDVJvCog|Z*{stCeOMfgSsWN26A@jEv1UmQ^_Gx*J}alWMpC<21Da@VjA<%7
zsuri^mx>il|I*7rKf5l!aezf8A!VnXu5Y|_pm5-|onrB|qP%T|vvDsODa|&Sax}=?
zAjuI+;HS&cZ+_A#4H<sJleZegbE4z>;6Jjs$FNF5JrMk+EhyQT|KCHw!KAMOVIb*?
zDQz*@Zainnc>h2Se{m-+_6E;Et{jvn^2Q@XOYBojc?+jhUx6tAcTZ1?%vn+lm~=cr
zRl)-7TV$J?Be3pbsc>Yxb98<V+n&0XINWxW*{IukGaMM$z6sn4tz7Td-%HoVYG^L4
zHu5DBbYZ^^(pBjDdiP5ynyxO6WTdan9y?Ullp*c=HH^*ebP>CmTZ7|5x&_8#+>9A7
z>cFSV(_xIwPbRjorXzmkL}PJ`wKMr_WY#(hvi!-_7&Rv>8#fAl{@?B3wD2!|cXi?^
zD3gsn!04@5=4OFzJS9LOI_0IrM&rGGR08G0=sg8i?V7%w;EpsoS#3!qd)ggt=N@j2
z)!J9V2{^w73i(=gk|Epp4&{scXM#@??kY4OWMd3Q%;JQ9+2IIryLDIo^@B5`*s!)?
z*B(i~AjbeB$MSb#Bw%3Oq?UNaNqrRmg$a<(%_P5Z`EXOXy;9j{B-$_fi08?>`7ziu
zFjv%YZr`!!WcBxf)12u6ZumBn?^05Cog7RcR5D{FYB7Je8!z-`(DXC?as>O5`kcK#
z-$R#cv@!9LYZpOuWn7viw!IYhk7R`x0!{%6xSeDFGuLs=%&?E@SejoP^_RMc?rZJ2
zD?gH5EYq1V2<K-F3%J=4E_UE^$aRY}d45Y)7|Itu8(8a*=u---WASUz`TV6Pm}m~2
z$#Eq0*>mfmzJFW2mOD(lmZ;$~KJmDZ$G2KZw**XP@#<o!5!*+;kF$4}2m?Cfd(a3+
zZ|Zu4Y<ti5skoodJ1~o#h*xF26ql6EM2?|M`G>GPU;BLTJVvV03U82G|Jz;Xmm6(l
zwybzEY?jX;M=;L$PlWTtLP_uPmLIKtO}G7E;A^`tb5C1qXs9il=wYq#OR~-2{Rq=T
zInHZp8dsOlI$89LA{b&i1niq-pRlhx?x^|Lxn6pq(b|@2dLdmJ4;<zZnhsnl5hY=%
z73-QZh?|-bopA2;1mbBMn?)CKE*<__1K{ByUz06Vb9Pi@cQo(Xv%DDCwp04d{O6@K
zU}Uk@#f(vZ^;mB+2Kh~}fW$$$X1xh81_pS8k;~^yJ3yb$Y#KLZ(BFwPw8{+Ys5O&{
zZS2$^*@i{)`ZdDwM`_U##RSSjo|9=m13q9|9LdvlBt#aIc*wKH5{Dc$G8k<c*4^l{
zZC^6RZk$_G3_wYZCy9^YfZ_Ke_|_5rcqYa}LgvRo<by68lp7^B_XQSIo+P0E^r*2?
z#kbCwe>XevJHhGA$@R31y_p;r_o^raiIvH9gCQG@<B`g(0^Z!(R61I+0n}0}%_XQp
zC3INm!DU_^QI92GmW)C1UqW)Gy`i}F-XtNwwVnNvEb8Z$_nETO5ck26z1$;E&~PRG
z^3%q_<wOy){1sl@k$8u?@YHFle*j+GFQgbF>QrO^o&PCLZ;Pr1R6Sj6Reu)d50su`
zfMOu-Dy;wF-ro(79d(rW_LNbt+gv~+;AEIWgj>K~$k2w4gKMlo?zaDl+ED2wwY9@x
zpM@jD00mZH-j^+RuFYqPJM6Pn8LK&|bJ!>e%Dfp)|2B%8+WA+x+;$a|PUwA0b1eI?
zuFv<(a)-i6<|vD{)e4$76Po&a;zN12!vF@5*RBj1J3%AWkd*oF9Ur3uR2v4+y5pn8
z#z>FqWylDGbEX7535@6NUVi*b1a<;#_6ygTXG&A)LORjg<NeP_J2YsO38<fJ4(l(N
zP#;8HtEZ?M2}Gw<R_w&lj$-u7j3hYNu`=+lfMBv0HY<{l@_h_(xN``s-nlvo-(fFa
zJcV|DTh5G*SJW2cDG6`cp?{JNF21Hm_Gqo+WR;^i#YjFbH1ajM#8_~a*7C4G{x<lk
z4z3Af{?OTRYb7eGxE{_ZmF<7og~5B@URzV+?aN2SQ|}iA5IiJcwm$>C`}dxWR2l_q
ziF&;QLu@Lxd>sM~FoeeHs|S$&<36rdt3?|YQPp1iWK|Rl7a9E^6kg3^S$mmi;n6A!
z0DRTaZi`nuYW<gz5dv1pUMts}hpqHfw|Y4AEb)~$&Wt>NK1@2xI-;xfaiR<Uq6-F|
zdf7oW_POf!Q<#0-H<P=cA5V>N?o@@(-B*%fjjQhDrf{5r;8qE8;)zHN4XYnNuoGeQ
zQ46{?)SgaW(U1BOSQbwoOpJ58x;W$@R4_QA)6VO+Snx(vS;UU;Wi>(Tjq1(dl>Ka2
z&v}c8*{=lvBl8&*oh)4}-x2b-IgI}D_|pMsx{d=P7yws#huv{C)-3HxAm#ym?3&dy
zJOexBL$eY6IA1-}6sIeM7K&5oha7<jhsCC4B2ApD^l=j2(_igFwQZJI@d)jKu(|bj
z?swl!qgZa?_51zTHo?s#tmdC3B<l^LQ?Rb+9Fhx4166N=Uh1_OeU26VI)q8aE>p}7
zx2o&E6Q}yFh?%W@%?_V}h#aKYtcbC-;eZ*j#tx4$&7!QfdCjj(JXGio-;aD<E)gKB
zc#?H2WGZ$RD|aZ2I0<T-Uxj>wGH5P9Q<@cm(c?;7-%H9>sKl@zfv2Taw}LvsX1+2i
z)9c5e_}8v)P8#&9+@y+f_cG%|?F;eXe_S!tnS7Yei+6pA<yd9#7p#F>5330%c(3cD
zEK%^rec%oC)=bg)tZdqM0SFwA%Eb6nTP55cl_*ST(GvV@!0|kP%0Lo@2s6>R_epj7
zX}wexrl$Tue1!6jq4$T7{iTH0!|hOS-e&!vC9gv|anED+$iOu)-VGTfNp?(XIB|i|
zDmdwJoEco5RXXnb?TN(V!4F!{5bRc4&Hp+-)~D(@g1GNg%n-#2{ipOr8T$9siW}Zi
z;%ww=qI$p0?`4ng$L(7b1nR+6#tamh^pc69w@}-@da9y$7tS)Nk$B9u6ei+@crA2%
z%Lx?H?@~dt6RRp;!z7amYpAL_)kpf>MuoB7wfRD!k|}1ycPBQ>6w=*qk=qq+IS7=X
zXfLL@)$(&ZHh5rDY3S%yc_>BJGTK4b^jDoN3+evWOqUAoK&zP<IuN`a^28Pavz?Zk
zDx|Awa6;v4q)S=B*wpB8^;IzyTMOnkf=zDO4QLhzHx~N`yo1xaT1g?mahT<m5T45!
z5*f2fd+!Sv6O&xHZ|1vb=-h4A_L^8}2w#NPf)%2~!J66mX76FULCbN$tPe!4E);?n
z<+7fywpsc+YyJ4#hCJG>e#TZRm?ib1b3O^hl_-Jc$JEWEcEH<iW$Ch6(c=^if$#Z6
zE#-6)^21^)cp*E%gdBd`b*Y6;wI}IU*T~pnMv^^!3k%%lgk297wYP(Tq}D)f0~&?S
zX{UTJNywT-^*mL#DMxbj1EjvgzE+p$DS~`Tg3SoRFJFk1c>-vAXL~L!mDVS=ptOkd
z)fL9dtEu%vD?al}C+|$z<L_))+W?7|nCqDGOxeg5JIds5Dr@j-MA04QhS`|JG)B>>
z9fmsT%#fab3V-0kg2J6JIlU+mF4Kg~9{qEZdB)B*^b!1|&8HX}22Wsx7=Nhh{n0hm
z@WBMXnQvF?RE_89dLNGW%Uxhm6CxbKo)=2`!a$6RsN+xU@xuxTe3Xk0L_ZY2UgmQs
z9T_rxSjGGe=1G0K70%TD2z^c_L%uq>TlGIAh;A<CdIvpwxHR4PpmQYTn@I$8bnKu=
zzTD;#>rm0@tjJ+jlwe2j#yDUhtus4adQQp}J2mD(m*fpYNRUSGnl-FWu9#>Odrrdd
zU1xNsot{>2yQ=`RXV_srZ}+Bfq-KN(V_9jyk`9l5R$LgVu;skOJ`=6=7uy-}rPOTK
z{mv2TR*0!pskJQ(nzXT<#~u*shb5-4DoNo)z{i^F=B%dQoRy~6V&iRedND3ejteb?
zT;AgQf3x{Ktv5><y~o9>>9v3>O`^DY+6}eM<80VxxAb|qjkdv&xUK+<3zyiHbXS9g
ze5oL>jg5?D#ZO%l?|bc>+of+!DG%7qqK@Pi$QRUp3a+sZ2%~ZeIE~vrYDNraJfgBL
zMi;G@l8GA}u)UcpVBBWXVtk@I65DMgXUvVmsQuJcf;Cu*!^l1e*ccujvll=R#9zp&
zhEuK3cL5?fNuTemAb0D^uWBW4vSr-KX`iES;j$C0$DA2nomp>Jnr){*qd_f%E0yp0
zURe0e)xBDR+Wg@MDBt2>$|g2#Vm~8)Zst^`ZPqR|<gE8|`OX8+r|h*yoUY5bo_urW
z8)veY(la+#gBv>uODaO{lKBb@(UV>Ze~~icBEtgWq4S=jEug&jY)FJLZQ5vb9r{Qi
zKijvx;!X!acvT8|Q7ui5045+5C%Jkcvt5M5?0i_%lZqJ6qkmXsPZ`5w;ak!;p^X#c
zTE{R3WvxS7Q^6=(_{xW_GtTr=VcD3j(6<|f;EprGM=}=7XL>wLnU#zFYxk=8+yKtI
z?Z^~PrS^Q`v}N?!i?xFxKyT7_a)yI!+$exr0VTqN%PNAB!CDuJ)?L5^Z?_nd7Lv*G
zOnuUBd66BHHG6`AS|0_AwT{~_NXK8cg29@|!&h^%(C4Tp+J*Go#8t^vFUXvA3<fSs
z_-?xj_S0(09=zFs0CRd;@#b+PsbCXAG}H;xESyARCh_qM>S0&vyk8Dl^DXGQWz8Mw
zO3~Kz0f~)x<_2^pN?*sAotd_$TE)FS&frCeB6*y1C-F-1iz-9>8GfjQbKXrX{LcA1
z8hevG{v>#c@Q?kz=AQ`GNqa2V@1c10FZzw$<CfjyN2jiRo0%Fe38X@rSu$Ssn>5xX
zrqAP)KJp~Zox#sC331@qeinU5i5gv&AjjN1Y!O4+zrSa{37B1qz9v4r$+l_GE~@vt
z)xpcv4H?RV+EY16HH;m4WgAfsix%K9@Emr^FeDaH_^WrTsTWajoOTUL;M2C#P^1a1
z?wvcwpV^wY`d>UVkm$d!0uq-3sV<z_1s#aethW0Uu_EW4M9>p>3{PYvHJcnyU!G2_
zcMN>Iz3Is#QT+794dP$zix6$--1|V3Np+7FwBr6P>PzC7UeP1zoVOI=9X1mN)YFdr
zAJunm_*e*|c^xaY&UPI5q&>qvSs}=ryT!)cB~{#hJ5Ci|;w*(KwvA4XVS(YEiZDBo
zj|F=-!2<25w-hZS05{cmz~j@N<Z<|SmBQEk^w0%dnZ{E>)JF55|EYmBL~spoz_l@Q
zzm*uI=OVV@azq+viOmrixCLaZbNuuX0)$)5slSkdpkdH736Qt5>B||=*$X2O_*WC+
zkaP|Q$Z@7oMHpN9fq%rBUc(39l#N4moaZb5-j)hN(uqG@+ECuyG=0%gQGYR?&qZ(n
zNf5B#9}ndMmEKv9-#6wo))GlpUhGdd+jUI}OQJ;yTICNT=Shnu?dSxq)FiKH0h@W|
zgOs4eT1+DE_hp;_zh-k_adl&LMPm-FiSbDuxO(!UQam?N6S|J#mfefn$a*UzC|b!1
zMvqJmJhc>(ybuTyIPDJTSz8gALH|5XC;w7CaE0C=MgFKHtZj)OQ$QC|nDN#hGJp~i
zo$HMZF-b+U;G=sM4IXIvGV-opPFu~rOl&2bFiiweTR>}~eUg{>zn2_AluFck4i<xB
zKX)ezAsF#_g5rfwUk`cAjC%(%gc+UrtdQ3X{#nxbVO;Z=((b`(m$$4Hvp@<CezN+-
z+7)O@qb))zxSxMrnUHy=wcZBtc=*6$yyM9!@-ZqMM&O*{db5Zhf0>fg-5o-T+!0zF
zRCN<dN->#mo|dU{nJT1`%dV;ty44oL^r7qvEslMrnM4O&(vDKWY|L1vReGol^@s$O
z*E>#hqBgGq<uX3s@Z@l0z=RoaAuQ4rLKu+6;cW5_Bk3xST)}h~;^Dd}#c&&%DqV}`
zYmNfX>0PtVY1}jVN1C0#J@G+G+|T!Ub_rfrwW}Pi_cpfSQhT4RQvLkY#=uFaC<rA?
zi*3iW2-dd0In^|flybl_cERR(Cv)gU+n6K%;W2yqi<!$_jf^L`!8BX-fJXwV!maAO
zMd~pA{67WhQLT3ypUjbn1yzN$!FCb94*^bzczkcLN;AFy=2#i<E~|^@$6)Cf&&Z8c
zrVQAwo~Eo_QSgYgqR3qPb`7!(xpXjU6a9031u@<r502-q|I{vC7cjwnmOoMpA(+0U
zxGSRd>_1AShyf=uUnrM|^=?BtDtJv>riaOHoX$m?0rIiRdl&t(|C4oaqKV6DBN^-*
z=U%$;n&CD}+T|V_ZCidrxcsWk0TqqiTuBfKErYZ0H`v~{RW`z;*o;Ik2$o^n4s}@?
z$nuErDjZ>c&wl96?Zk<zrFe!D&UPw{i!i_{K}s>f_V%RmG0x+ec(|;R6}!$zG#h(v
zjlMKSYW}XhckD=ka?<8Vp|lY|b*0%m`@Ute;`1niYI^^NW271ZBY{aUulHrP@V;lG
z15klN(Q#|_?AdtMqJ_M5W<Bz2dWE|A;C`Cj`EL}q=cd-{<~(MOh>d~aL<97AySUJX
zCUd&G(*Pp7<)7`?V<v1-UvP5Z6e`1s)$X<2AO0kulxMs^BR`A-D6H9<f{@ukNlRmx
zm$u`V_|XAfTTNZGNeqD_>EeD)k}m9aJlssj$t>{-DnwP^KdB-Ilz}uC!^rdS5&g&%
z7x1+`jQ4nL&oynN+)vwwb>QM)?{#o~h^TV9vyh>j2#&_6r^WT;HUxw$!kGBXlAzqy
zZw9J*Qt4KNyRsuTEi45~1;86*6Jb1`*`$D7J~wS}G#L(?h7iWRh>xbRJUzoSIh^~a
zr73=AAxhRf5~AL_nM%+ZJQjM|;C|(7VCl9vqh2gGTE8FNSbjHm%}e}Q!S9o1SI&A4
z;Scof7H!31f_e%G&>9>L7J8G!;lcgmjQGwpycQiwbtc(f6caEzIU(z*B+jF|Dn!!R
z&&f{rCn|oN;}XK*mY&U`J92``cv~!@?eSNr8wJrUt{YE$=#xLIx7nAH!=2idX#FI9
zNGniKgQWnOLLKJRekKjzCa04YV2D#ZGxIGOXS3^Q6xJ4IO)m+^H0GIF<$m35JuB{8
zBE39uKci(Kn?)5(&33XaU*|f{{d(|yK2(8q!^`X_q;_eu4dr~`YhPpD<6NeCy!#2P
z%h!h7hk5IrOwx{Xv*)xZ14{F)X@<jln~oKf<8;qDdZ^K7C7csz!xF57jL-|M;l}5=
zr=u#Dfen+*ipy~aYDxzI3~2EoK;M=Hwy?`?@gjPCEi%jpm(zq+cU{&N>R+=}XB$iT
z%ekAzREgjsjXtAxv<mGdB+>9G8I794PXPx|BDh?lQlGvG+U;mKEsh?184_D-TYj1%
zJ@kpa{m;b#E8+g@dA&I0rgO>BDcl)!2#hVEq})UobY)(3Jty6x$9Da!;GQ_Q`0t{{
zd#6)NhHUL@<DwFjZ&`ZC0vLaqjveI$-21mu8{ey*=Q{4U^Mwkko~>Tr5<^BLv66W2
zL!Q_j(tpxy?9Hu^y==bdV69dp*7tG0Xh=E{eAk8@xhp$_l%2L^A^cD6`FqBK!~!65
z`D+}jq&?hTchc?M#B+h#$sv=AUdg8VLq7>f=aprH0;gRM6++mJ3T1}oMf2TxAPZc=
z16iaN&%5NI?=vnMf4-~385)uiDCg%M@XI@e!_bI&v$PVO6)}vnFSmhUPK4!miTYg(
zg45f&CcW_^ju8`A>f4{{=|e~A&LBL1t{|C*E%3ZH68R4In{eI@mL&Yex&6Ipa@Foc
zqO^hI2TmmWW$&uIu_)X1jJXenf#<Oo!|`h$vtl>%19Vcw(w$3C#&nIs!uvBe)J3Of
zTS*(>-sP(itBtqB)my2*($}owzZZ~Kp*`{18`+SPB5!sGTxqTU>|aF*R~c`T$jn%9
zEoYz_a)(o88sc!dGt+uqEEmI~S_e}{F*Q0fQnC*VQ~Q)^XgpKxZ3k7vV=*<BR&nmc
zHj?p*1@+w(Le74z8>q1X-G&dGVAo=K4KI9#B>Qzkwm5RdVizh)MAGkyet*ZXTz9Dz
z5?2$zbpXY3S^ZC)h|J^VT%VCCu;ZXK90jEPp6Z_-Z-jZQK}s0D#3pT=+u<(Pz2L3G
zz*c1yJ2R1xja5JiNo&ZT#32=vCl%XpbKRpp;`{gcFUM#&SZhF1bGOaeWuxwy@M&!@
zlxUVS5>;y_t=H4d0TRz?ORah^sllc%K%IGro3W=c_xsTDsdq~o=hB%x51RVaz86*C
zb7b3Xv8m=`_p~V5o#bOc6gE#f`nC^+^ZojvLObA@?mI#wSJS}e^)$%In@M!1gJ_X?
zF>ckbF04MCa?dxE*5u57Asp841pSR(*W^;-cPk+s*5!=pGU@bzj(Kq#(8=5{jl+yH
zE3R~_7UV5;qmFQJLsbd&ckS1Db{x}CufB|h`Hp}QKlz54speDjv?%Fa#xxl$kKvK^
zY`t#KT(RbggYi#C?U$bpe)_hrnvlMpL;}P%pdgMG6tmzNu|IpTred~I^bp6maIFkk
zF+BNEtwf6oi|7iR#Yv<-hnksy)LQP-XHnUEmq4q@j~m;9%K&605)eLmKk&?9o<Xur
z2P9J0cb36Y;ibOEoSg~8*8!$P;xjvP?7MM>{^`I>bb;1g0>p7ZFDdrBbs(+XW){Gp
zt1_c;ysdz$VV0_t4UX~+LIjpQNL|O5kv=_64hwZ0PI|d2AmVc>Ytjny&pxc@JAfrD
z4?Wc)L}%@&V8v?*xy)v=w_8%uJkgf-2-OA?ewE;p>iE4U(F5p(y&3lN4^iQzU47-m
zMBPoU`z0xs`4;`_mDqT?Y;b|Qx1PvXaVTeldCX?rR`mXr0RBQMjUby(0qYr9j>|82
ztkzH>I2_uciJl-o+hxK3HXd2y<(<J&D8EE9<NaeTbZD|`hJ^F-#ax^npN`}k=PoRn
zgnecBR(Y{t2F;u{FmRSb8m#Ns!gy)*8aMe(4GN-;2ZK6aH^>-uwU5WQp<p-!p|<XZ
z@r7iW+RA(3Px(yew}5qrJ?SRghwt?sSgZbfGWKA<_9XC)Hz~jaNcy5ey_j;KR<2jd
z;p38I5JL>lPVa4e&jq&12L~~%=9mRhaDxZwORv~ZU}tDPO4kX{UKjclm~*|oI|Hty
z_}8mA8W9z;CyY$gu^;)#-c#m&&SKNQH&9Not>XS^p#thUp}MP%gi{-nzA?f)5R#yV
zB!%|2WY#hy7{m^>$+N`P?V)P;<1^pHY5a)Y2V7Ks2hRD6oaLZP`{b4&h`K|hUQIO+
z{AoMB1Mg%=ymvj5cr`|Yy3@VSne)%$Q@#<N|G0_Izgrl&ML-=J@%~P%K?x>!(Lap*
zFE%91q!*OzP5G)K&+^u8oDh-L-zF~{lFlocEX&wQ+gm-C0$0l_HD&}^{13r|803y6
z#bCD*!f6QVIFy+`zu%3gjOGwKDvYjcRiE-EJi|^%T6_3bEef`dfC7V0=kmcw$xake
zPuX~l1f$hu252}Bzg=4%+mzdRQg}~{p^q$oa!Bkcot0`?ZisMSx80hqOB#Qxp)W3=
z9{z#+KktuJWfAcEV*)X9y&i3`!;E<l$8~QIgQBSYHKu6J2xIL|Bu%dF<g4e)_2l^M
zkG`O-%;ugVqIu^5e3Ac0)mKNg)iryU;_gsfLV=>i-HNw3#odd$6DaOb+}+*Xix+oy
zw*ZA;0s5uS^WOK~@2{+tm6e=xviHnSX3w|@<ZxT6a6zzvIhrrr7~sd>3(s{?%+mQi
zWff+7!Myf8NhdUk24}k>gRQE{$18LnhE1E7<Ny>%FTN8Tv0J2HrYo|Ku?sAu;$6hn
z>2BUJ34dU>?ZgXJ7!{;O)weQJ91>?<Rn9OECYmorUr>MJx|Q}}RtJVN)&^d4fLEcs
zle!H*H`X>*G}9e`F);w3RbVzOe-8hkU!Lmb=ywPyt5z64cmiQefNO6yuwt5ow|3hG
z^2Pr&(T0_EOf`aP_~&Lr;V2F>b^0R92>&KiWf4EG?lmq}Ma8A6G(n+*`SptMw1;=4
zk^)v6>p@Y(O&5M`f0~&iJH~)sW7Hqz>y~~~Wm5`cpEto7^UZ}bmrsfM>DSNR%qo_3
zuPYe)b}u_`r>5dmHiaDEHbnc#9j5ge#q%AivZn#eC!=UrQc!u4$rU;dMY^)?EQ%S0
zKT7jI=^E1SCctRjU{o@TeRq<uT~P&6GTsW7UNYQ%r|$lFc2D^M{F~5ioiM^?T}!_^
zXWgwR<mTO|Z<A*u>DvyBFf&NxuXR~LcGnphvL_{JxhyROkE9+Gf?5~8(S!A({OKkN
zEGTNz!5LZ2(ZprqO?N9fNMYvP^|jS#WKED*di5s@m8Y`7d>S%|_jnn*P91OqF{x7P
z$M?QurPXiKgxQ_P$kqg>SpFsS6Z3hPt^@OF@Y*fE&Cb|K&tIaW)<Z>V3u;G!ybbBx
zSkK+ADjLLroXYnewVs&EG|D{S=`dgKSk@T<&)C{_>sH87e8nnV8SU+BH;D=U&Jk>e
z<yJp?51!ztaW**#i(yPEUqgNcvDn^-K@u^HboMXiCub|Tk!gx!mqU`oNXGlO^J3B8
zHK06tIS<oqGmMPu?qs+uhuck8$zUVOChp$R_+rk#y^8y;?th~!qWss9C)UuDEyir7
zRU<n@Ii*Y23lU-EjviQ;wEa<;-Ub@Q-`_bHCK6!n&EFT5pV&q}$Tqzt(*`H7e|~WG
zOxip!V27OYk=x8*WVnBiCT=GBRlE1ZF1+@Gpuc0dc0wsc4?Sb3Hn>!X%K0;<m1Tpw
z*UM{3f>3_%`VSfvFORfoKS2&|8!fpKVPdX0*!Z)1uY!2p9htxFWPTP>Fo$v(FOIKH
zvh14>K5ex$FteC$1a&u3Q)pVp&rSyNhotA%I#W()+54xxw0YF@jvtsNV%Sc5wXkoK
zGv^?3t<xL=OgHlA*)aznrR!hg$(=-$9OzG*)mRDn;y!kx*x<i+MNjjkIo%d@^Q3R3
z|JYh%@P}wpdOB^R79b`9J%ZqMobC>#Ozk9~6Oc;rMP{ej-KC3BtnLyxUf5~ocoq(u
z;&qP!S@?M4+KE+|+G!KH%|<$gxb2(*O~D=0zTw4VepprB&MTsU^2CFyiy4ibbYZY_
z_&amDk&fwU&15a(k+hSdT#fpE#Mgux`f!`+?e2UKXtKtj$JvZSb6E4?tfPjB>4}KW
zKkZhEzrp2G>y!htNG9RC2c_vex?2}{VG<}9$h@9R+9~E}C};OcUk!gJer!0x#}Q}y
zZVm^lTW8HCI8S7nHMarbxHPYV?rR>JnpDtBRUXO-XSjAEG8_{;qn3l!@89v0Brdu)
zrZ_dSUQ0WJm$Y4nri%Ilg@crxPdLsL2i*%aD01Gs>(5zhrNcr-LbQCX*n5X)*;cT6
zMn_^m4WlC&?LQt(JB=O!`nFgeO;keSZz-ypxzt}Em7au)Cp)F2(3T+CBML*7X=K><
zSy988vV~hlUVTpN>`PCz%-I66zZ`-u=`eWQ?|F0#S73JuCR)=@{7KkA@r)4MFuaa)
zD9rXBk?`Ps9puW|S#p5{+%oIcxm0uQXA(zyq0M*Vb18;U@s$FkZ0V&nTg(x6tlp**
z%KDAYVyp9hv({C^hWk$O>`+4Wus9~~e!py*&q3p!g6kCUc8xrS_m<i&uG|~LabVy}
z_36r<54e4HVbAA>4@1foX1`B&ghLr)^pefbD~2ss+a!|5{?1C%gnm*kXYk$#q3j8#
z6Hh}qSB$Qs&u1M)X~$v)alg{xvIYcbAxVpALIq?Iace}0mr+HCVLU~ou33{!Ck?rz
z7!%{bdvC1nno1}KeT=HJQHhsskFa~+eF$R!sCuBc(&C^&)&@A-^bV7F=`%+2*Sk(p
zkbnNDMv6?tC-B(dBu?SadnujSgexuA>E3c^kjA@><DoT7f9FAF;{&(f32@qsd7c}2
z4<K;_^Lt!5z33ZoDs-~w!5J8s;Li=vwME<Pkt1`R1!<e&d(W0)7l4GMekXd7&-*E#
z^2HH|===53=>nx`Rs0NjmZ3S&DpAuZ9U&~bb~Cx0cQM`VdR_QA!gdik7Dt=%XXJe-
zR}f=sGGbrN2iO)7vabEIKgmO;>G!?!k|eH+;ZVIZQ$9$~W~&*u|C+mnh0@b-tL6Lt
zNP5EE({cv^{CS8Z4vgV)b!+mESns#3Ux^@LU9TxNwHN*#H&UDI1zd0Upw3q7b?y9o
zhvR+d`<~CzkML49bYHepx<0Cs<+s+{U$ShCgch-Amo+HNW2+vGPkSY2C`>FQNGncA
zX1joyUY{GU*cL<&Mx_rXNIbW;NBIy}bFV76iL*>U+iOyQd%Nv{iFlk784$swP@CsV
zP>%fyn{`V++WOX>k)vB^0uJqXZOd-JpC4v5S(98>MtQ?a=lh=!_bbOkq1?ct*~Eb4
z+}*I$+s&{uv}j=A6dPR!F-QxZCxRz-{D_99;#cDz5>5BlPr*g8QvZsXY^q1QM|n4U
zyod0&8|Hu$;Fy*l?8g!iC9ChaT}AY%9Ps1mbTGetAvv3?>|C#B_nE-zEu+DkmAVF`
zj3;N#aS!P15Vt?3v=CCWu}|Q0d;yc|A@%e9-{wFMz@bo14$a`cx4TK<d--6!iqTN6
z_Jb9~6dY7Pj+LcJY@<l^e=*d7QV7|WISt`r_LBi|GwHu5s=2-H;f-W}?eKf0!MFEy
z)rn0HSifw}7B)-Fiv%}8gLdz@S&LL=lh{AH&Pb8*D@)6D?b{h_p4>4<<9InTGM<$h
zq{%q#VxH66$j9Mo%pV<0=;25Miz--<sqTTJanP3^-jmI73L{=?<Y7Ga`{*)<G@;OX
zb8vKM5rZb;oR8*EyUHTLq>_jmzKI>!Ew%<-dHo1UYd(pc$#v%QKR=nZ|Jlzu1upjh
z(d~+f5UQqT`+VK(jJrqA?kwC_!pHL!FBovEGtiT*R1Bbh`;WRVv5l)0IKYPY98;ZW
z_LByW*k_f2+lX2ePa!pts|amO5Gr1eWt!dEAF@f0cbd*iB)&JdXC$i08+BET;8Q1M
z@K*6L2uis^{{wfHoAJLMg-P+G5z?{XN`i3=SD1%;&<L9=q8Fs3oEzNtUxz~eg1qA=
zdAP%mWITW_KpFfzDybOZl!1_J;&Nh$k+3~Xj-2fs)2^+frTELCGePJ>TBjDpW|-%F
zwxDte=w6_FG&M2x%t4^hWib(y1y2T;by_2bX+DPen}3Pij&_!NxNTZV1y;BmUek;)
z-{{<ahmxCQIRP6rK78wy2bMJMR(<@vyZ+Wl1zvokIE=uA@!3L4msJGgiT1i=noqWf
zUDDO`LvW9dN>?#KOuEAO_tc!LM%*vi70cxm^NHo^(z9-1`V-F#{cbGTh2$k9l}|?U
z8q>;AZno7u1p;ZVWT2D84NQmAl8DB^bfqIKx$fj<#GRT`_F|DN{jt4nLoJu;7euEX
z!(LNRIt8wvfg2;I|I!I<7!FjBaITi+rwVun1~N{s=)^y9=nRqOUfHb9#geAV(b#6y
zY~1-U-0TO=5=1x7Ie+(TWSc`+6nU440XBBZauv1XllF|!LuaOL?Cv-X^NsrzC>X43
zhUXjsOQ7!_OW1Z)yk<STVSwUTL7146A^o;4TJTCcrTw9SJuyPh`tXA$+o&1Q*iwz^
zdSoXgvCYeh=5Ux`<$*g}?vU6Ex)?HVPLNe)`V-kK{VY?RzM~5<qCrRbocofEGq-q)
zx)o0K-0TdjPma4%jUSO2yx03o2TKvccllG-%@Ep%xAekygoT%P(fASD491?Gm6vo(
zAgA-<76l%W1Vg^dtUd;EW*SZ{-R=30WIEwI>|U(}FrR2Uxs>&}OW4wNT-KjIQboQO
z-2TWq>*0>?4%LS6-D3)2vIAiC9FL5E296fg6>M-rc|+TPN^iHHojUq}d$$xSowr@J
zoPogy(!yLt+tU`A1+nMdlR0sDW%?G)T`_WcoXUuEf8#SL+z$F{H<hT2J_Ap5?S1`m
zELCqM$S$QXDOkZrZoLzqXKcj7q*Zw@yB#5bLMUx3mu)X(gvY{ZCFz6AZo=OZ6D2tM
z!=ZxT$<ZG#$G=v(aR*0#baJHXPTM33z@>eoMVi}MqZ9kNChT9}96jIgHj(r+tjzgG
zqul|cn}wXfW=aRgH=qBwB?6>{dE2(Au>)Yw4+jExw^MkuFEN->1fH?s87;fC5uMD@
zcSEnGx`HDbHaltDM&Mli_R82hkf{hyzSE)9qSS=ss^YO6Dn+uV53(YQ^GI6cFC!?H
zMqE&i5p6s)W!y)4kew8!HRc!jp`41x)oh32@(y6|2RH-3QiTTT|8Q7klNJ#Lz05`A
zfiiEN1bzDNWe}teAI1)|_j-v+mggq_>Kk{8CQDJ~tmEAro-^B&Td2;720h<WvV2mC
zw@~(I+f#%U=(4&~fSm6+h9vXp05HRniuL|y!cZOYNR->i$(b+B;0)g;DeSR)N)z0T
zbI4&l))c1p?w+?+64z!EmfL(e0BXwCt(EL`)cZ!JzXls&!s>AL6|>t&dVc!lKJ%dS
z31`BMu25i&R<pSHPN2}Ag@y>pLtQ2wF*7chCbWqtz}=1Z&JDRJ!B|a#gegoQJGn5W
z-Hv7RjcM}{IcD>>(EnP$*Fe{uM3?bD%e4#tfcTMGF0Ii%QWuY&lJSCZb*Jgsipq@G
zcvv~jw4<uQoeWkV0`8^mP%~ex!%<_Fx>}kPKI22*d)Z+;n}TK&H57G9#e-e{B%kso
z^f4b2jppSwxYCtzxSHDAnSc3+fYtfaaM?`)sZ(Y<V>OjZaqb+mMob-~p`^MZ8pw1$
zjVNG0K+bj-t|BjIA9|w4LHA?buCuCQ#+Pf4-*&e{5Nvr2hsHhFjGpOn;EE~i9N9lI
zF9~p6427<1UnBjcvSn4W$H=FfmtT5$_GBR*hFd&nj>baDdJpy)Wp8N`@L8Uz#I4=V
zVq=8HR;i;KDfsqL`pIFS9C3}(wviXwmL-EEc9i5$p0aI;cRV9VaGo0GkWQYUth2ut
znLN{`pLQqp)*FGH*+=s<KaKxP9BL)A&{XNPnN3wgEpuUZa4ast#ZdcAxX;5sByeAN
z{eDUrAz+JB*%h?eY2<U^58Qf4ZyuPyJ}fG4ln=HqF4ab9t?G%QXOd?HqzpQBlT#(5
z&r+Ngvu9;;Sx5ZxYjTNx0QIkoeJYN_g!5(fo7z)@yuB(1KuLUCZI*?}g;x7sayvVX
zy|7OKc{(ji5hcFjXEFW?C47*N;BF_0<DwiXhvNq%*naPQpRL|Kr|!+AN7%X0U}Zjo
zu>`xKNLx&Q?ZyIy7J@}0@IV;kedgP!8@hT2qw(2qsx4i-MUJP0rz~s6K0GCy7U8P&
zTE!W*^Lu&b7p2baeb`WQ!g<u!ca7e6PV3%+)M~IqJZ@LzF*hbJ8BXIDuI0*~C(vHk
z<=h2WRpn4Bct7-3{_Q9(9SiM)dWyXcE)qertt(bD5|XX3I=ARhwkU~8H3(O2G`*Lt
z&&2vIN8ehMkiQnxhB%5hM1S%&8j_FfqJ%WA*NnB=CasDKie(xntRlBQJyr;uH(4;$
zfD(#E;?csO_rr~+g+nRKdU3W<A?2&jB0hM=P&37)zw_Z|<ypO6ulJ7zSeRbIlE<+Q
z$Ek0o{+5_X&+SnOn7TV1bL`)t?VaBXE_t*^jRrndM~%icg8YOhZDN@*Z`FeI##WD1
z+5ChN#Ag5c3OJEb!|CpZLdtM}fYw1VNXPgSqj$nAvhF2=eh|;PV{2Gds7gTc<7YbK
zE&Z`yi3(D0edQ27p*k!g@)~dJD#TL4<xviNukBIC+8xmr!V$hFYWAY>p-0#0)(Tv~
zQU1}u$P>-ae~TAWB{-k6wcGQuHy9YdC({z9Z~2Verf1FF)Db9b`8!Auy&hkZCh%JL
zv&h$*kN`SH6q)^<D9+g9e&&2kag#sVGob)i@W|sj;E03st|sXwZT^)qNe^?jiks<@
zUuNoNmD=mk5%Gk-p^GAtUz9bqk||O*1eRqs?hCC$I0nyI`}9HXeW|8&%iFcY5un|m
z9xvbS1euL{04?i7EeUxHE+YEt)HPbw$D5u1Zuj3uWvDcPq@_KG`3&NOEeN#FE2UHR
zxr@ugKQVx{H&W-=CQD6pA1J4Rjo*CCKC#%^dMV3UE7%`o7iwseMq&)tYiswsx7g(v
zB6Fo0+MDpcPKKMsN~jhT`;vZjnW(~`3?(Bf)XE_qn$lXTNaC4Fs1d^9Iz^YC3w=~(
z-7{A$Fh6Cu=S|QHayQwPA#3Y?LC@Vco~n_FgtJWk8mXtM5z~sqe8=e0w_o<rpV<d}
zB0IFnh`|}=5E@uWz*(khxKPc<n@7HMYEVDjt6akL)<G)5{%BhQA5ZWm>)~6iC&ltf
zsQ@B0aHIIX_DUpqN@@;<k)|foocltnJV+v1*XG^iL=}dE_-rcYB7+!LE?(BzV6f+z
zZXLV7P)%YKKGO@Oh7VX`4rSc$$?vwvn^j08F+PTnJkJh#R+nXA$P)Lw^v3)wzFXVq
z;1vlFQ4rAxXpyW`7$_-LM|9F3%Pq~i!}@y}G~{cun`?BSFUY^PXlS*m!1t=xk;oeN
zNN%*_%R0XOdOca=5EpXitdG+5r$ip_W3I~1i~ib0pk3p{j;M~~K{7UXbG(_fQTq%`
z-K?>q;`qDp<;S$bEn{*ZOJBxKZEARIpSFwPL^>l{s+Nvae%Y(uZ+2;Uu(c<VVY<Zh
z5tXmJ4>i^;TU2ZBwz~1?)t)j%YUOjU?!5U!C_!l7e8Mwr2Nph?pT7CpL+VI_N&lC9
z0_UBy5o~~kR00}mNXC><d@Pa5XVA!PA^Oem<FJYA@mXJ#H<b31HBloeC=@cQ=}ZxR
zn8;l9GXBf~HQz8#-&sMexBk(u^WggJ!K~<dkG?MnhA-5^*!Dk7Z8olUX)evDL-e-R
zYs78+*wd*i$YZ$9dikZxQH-Kfxj1%@6bBPdU7o)N-ImGZgI<1g%Wgp6Rs}7n^&YOF
zp6&A+cIJ<J8zEZFV`UHmi0vFOht&YtJraX1f9=DO4yo>LIB?mOKdI}ux}nH-TUhg3
zP1rAXR31RwmUV%i&D|IsW;31Vz<yesgxU_|7xHuMdj?~$!Z)eHB_sL;UECokg`dwy
zv|3p|`%Vm&XcAK1RF&fW&@ZJZN3xQAyml-?0DF!=??2w^N5OX)uFC_6edlSz4d)ai
zXJhEP#&^Gou9TlYX|4USF4{TL;e=MZ-79g<QmYU*!+sq$&%8?s;HZjWHBibNO|N-?
zJ!%~zW5Y*iz*`bCLSplDB-=1q7%oR_YH-5p+2K2Mtr-<~*O5uM<ml*qbP{ej{Y)b=
zHdgiI|AI_XZUhLioqvPV`565>rBc=$hkO=$77rGAXdcdskNRU~mn-|Wkj%WvHZf-T
ziX?)AFF{p`%JOOwu2y?dt;x)(?X>pU+XnKa=5KlELf-(zRZK~5EhqTfekHK!y}QxN
z*6vn0+jrrAETp@KPLa^ITZXL->8{k`vL2{J2ec1;UGVm_T}2kVaQ{_!+C>dC$?VZq
zoG^d6sm$ZCR-b@&<w}0|c6(N3#d4%3z1Phwz<+0J!0^VcabfTW;%q%}XZ|JmZwd_@
z!`LuyRoALPAtMNVg9Bh_LrwW>rA~%*%cxp-Ucc})9+2T)!q>vtID@p_ZUNJr>~7#|
z>fM`KEsJF(bP~36S*6-)vWdN#5XZZ*x0lJP@==FWAr}z?r@3=#CQzd(!!;Cr0Xo}d
zLjY#sSc2GvxH>D0@mG`A`Rb=9!%|Pe`GDLn1MI8i)h>BGS8pR*G+b9C)s`lb1I!>@
zIdRH!w>CA9C=)8C23`&vhhr4oeC=f3t44p=7RB)U+K5gIHXzgNbehYs@e@qr*O#*n
z@Y9=p@J6HX8|hn^@-L^Dze)EiO^jYdGi7!Tgt4QX;M?&WlRCG)E-q1QFZG&nKu=5D
zc%$@ylyKY$d|&J#CDJe?ri<b_X482yIVvt5c^kl=kUNkt$I{Q?_bl3B;uO1K;nq@`
zZ&?U*Y?xYx2ML1jZ8Mhh@3w_K0PyZDT=T&3>jP+s`kT%?9{a^!5;psO<S%{h+vcUo
zrJAM_TH0Umux{MQgLpFTr*1-CJGEe;{SgvqjLy17$=U}rHiIPOd^s08F|Fk(zt{{4
zIm;Q3y8G^oq;~9P67<cCFGUTcyPC+ebGnJzme4^yb8~VNoUoD;uLUA}pg&5r*};ie
zJ4_YcKwOw#7AMKuaJD&rli`*+>bvHfWW7w|Z1PWp=wqt@Mc#RlMS8}$-l8;AALH$a
z-i88N95yHyxR8j#xXy;sY3nx&nxDcePpHrGWc-{>tM2Nu3!}kyAI1&q$O(<h#;YuL
zOCX}u*7w*D&Df<>u($w6{bWIODz|Ivy%~u`jnSOMBIYTQRs4wd)>7N{0q^CRuHkDp
z-ds1=7l9ZN@+|t}VSa^9jr|R-PB{Vk1j{u5E+Kdz4-+a!a+O@@wZ4Bz>@E&H2nUHJ
zqol&#_mQ07BR@sXo&5ig7q+nrb-#6G6mifIQBUbn9sZ>^`ZmHNw$P@*^N*nY@l*!a
z)$2$5$#?TvDb#13x6bklyShqHTUepNp!6p6URc%QvaU<@=wowJ$l08!VT>cDbcSnw
zbd~r>Zgg5RC@m>~^3<oo<BfO{ab^RbBMTYTnF(|^ngg{|)3{_Hd!^ToZb*Pd%lT9(
zz82^fgw{+<SZfWBYhzJF+g$<=@KkSRMsTDHatzWN0lsyDX#n9h;LmHy$wpA!4{_=J
z<2^G<=_pb|ub5Gj-6ne(_IK9DW9`;5PT#~#MEvA_lMmBaNU)8<3Ls}N(EC?^sYyNv
z-s0Bj($P=Nu2Ro5On!mMelz(rRX^4FUcODvu3YN*y<I#8@Q?4!fC3L$jI3pKk$9bC
z>1>emtbGJaJ&4LOl6$oh(RRF%F8<+CJzO$|vxsm0XU-4gaLMX8L!DIohH9P*s&C>N
ztCi{8=BpuZ?k--ENkh>mGj#8DsNc&Tc5A1qkCDIOz73xE8wb&|QpSIAv;I8QjBI48
z4y?jv4LJO>kJ7eUJ#083P^+*7aMpxAj}5gu<{Z=ZsuA+EnS%2A*x(HCPx-IrTXT!2
zqYWy_D~Kj96J~e7gid3{la%`L*V^u?@#-+#$}MiSt}nIvifX6<Y#E`hnOwIy4Qa}X
zjcIDvpbEU(G__t%tuF3N5z?Yt23?eVV&@KqiG!76VdJji4$O&WkWpMD!T#*6SPao)
zVHmseR)J0#AyuH6U5!G^EOxRO#O*Pqn&X=4ySTx2B@D0mb}}wLHfRsH8b*9{QS`}T
znEDnX%F47FRFeWdF!{#uSRs=OOIj|I=1luiC7pf!WW_qVEis&SP>2-DSeuJS9G%?^
zW}EO_O=3t`B%b>59$u*_l*cH4Ibw$Vz2k&E;pxTSqmH<Tt<okhgM1(%E2Zbr4xGbQ
zip7?L);8L4Ir+62dXQy<;D<q=zU8g86NSz4*ofN3@gCGT@E->vxNm)s<2lg2%Wai}
zwX<yB9*Xil)ni=a-#>6t?q)+qa#ZHO7nxCbG4rME-))^C-QLHo{xX!bKzvWxng_5`
zkA)u2FpT<0=4x<0th~x$y_fYXn4=GYrVEm4n&BAxorHhS9NcO$B&4jrQdJSJhVXrX
z2uCLEd%|d-5+k&Qvmc_#M0;&BXUd4sX*Gn-_rVx2Ju=_C28M;eHXnON3)XTg&Q7^s
zzAN;Y?uROJ8LlDd6676z2I=S`S{Empqx`P?+9j387(>~yYBmd)Cq)wCGk=EB9XsiI
zw1li)bBNvYNWLd8S}znJh+~k&Srdaxg&e;hMUC6Ul%vTY1fpjdxp#d6X`zB;h&>lW
zO0gb$q5aLZ!y8)?hq|qp#A<|o&+0a59O46BLYcPY_gflc#&n?viYjExKMs%k>;_5J
zU%r#Oa)p!j^~`@7h1(Oe@A+Ce`3q4DLocp@U_UGlmc)p6C-;M^80lq_G$Zd%0Rp4d
zD5$?MO~z*}M$YC`!X;jp?It8BdCYQkX1Sr3?k2>{@O78<s>3^W>ln;d$B*sW9s{4@
z8X!N{*JXkJtcCDtrB8_Xj1{ykoQtp^g63l%*x+7G7YJunYqJJV=t{L}{K4Kkowtnb
zJoFCHwzN1p&Fy}ti*}jwl<3t34z8KHOjWqjr1HIF5zf9XwD0Om<IyJ_8$j)K`=QTT
zTYU{0VF}zu=+#A&RhsoCEC(TY{6-~!Xq=5B=R3Cu7~Wg;WkIO&TGx62KT?&<kSv+C
z$FEE?Itep?w4K_58Hzd)5gH%MNWyaPzEp=zRdS)S(1JA4toDC5IoW^wjr~L1eZLak
zb9^NH)Ux6YPAe(?I>)Aax#7?dBr(IQ{>iLg>hL&dBr)da;FIlPY}&;rp5!i6wM2(D
zdV<E9qSJO8-R_j=3h%=l1+_6vppg?MZnaQ@NG(5ie3k-AI=Ew;Vu1AW^Bj2y_ig^f
zsU@HoecUa$YO~fpt8hIyNO_qZtvY?IO>LlY>2kMBBjfIJE@ZP&O9=Yq(bTf)YERhe
zm^!*YxydnirDydveb6CqkF>|g5xDIGvyz!d1IgHI`o5j^S)bG0XQJB*z0*G`{1b|K
z?T$l-&74Bwv&`*sTBNx3eo&U|{aUrO@q}01qNl%G1k{i1MVr|fvA5<mmsyCi&#fW+
z2GgbXN7!nSh$~Gwvh0u9VQOglw;LtWtaE2_8eQ{bN%5VN7>uA2)XQyqHi!>lP2JhQ
ze<>M<twK_OHUi{pE1~ladq#4zu3L=w<KQAn!}xDoPxU@i(?-mx=eF3DqRw^cBjU%A
zbxDBxaX*xaygBwUUj?p=&q4?~RX%*;>mv+bX?F3^T5v)^nlp;{gJ!09*|xsym&1>x
zY=J({rb-wE$3H(|!*keClc#ues^w!&BI_-%4Qfc22fjHK{glO}G%VNUyjhOzrMCGw
zx1%N5aRBWYmpX-}+zUw>Fe!jD>=Gj>PnRb^C$lH%p$4+AjvzEb-W*VC$O4urSx&RU
zv#J&;;#aGHNP=P+*{`rYZ<sHXhjkn(uYL@YaM(*a*qjQK$iVT}0iJauDFAFs{P66y
zn{LefVH$ysn4%f3#pnxAHG47SZS!{$j@`Gia}n?58C^!GmQtG`POhyx8fkY^bLJbC
z;#?Q0mXY44R_^1C>Wd!%XTfC=sjz>iDd4KH4R$wj3#rNdWH?kR?P-r_qhm%h)4K@q
zUu<t*EkVp<G!br{YlSSbEihNzwjlXu9Wt?U(}XPS+u30*x;<fDq^_^P|KXdXMozwH
z3zcNi{vl4cpBnc?e)+3ksKo4tBjQUzj1JM4{zqW$c>=G>gyS3{s#C2_g?V%|ra0*n
zwgvM5HZI~MQpVXOuKwD^hX`1n$mNZuc{20eGpFD9z@l(yRp_x|W)s%1TxR3gYmDT9
zgUvuVjC;vp&=X#HUdTU(5x<(C&)JGmwLM9h3+&)M&8S}#F88|Gk%Ee>-d;bNIHUU*
z?&p(3+u6hrwPk)Q_?c0CC)<_q!R7HG^k&q^L^#|;Pi;<pY`NX%;j77BKUS#kfEFqg
zN%=dkmR`{|C1fG!leX&PnU5EBqnYonk!(zBq&-~XhQ9v&*!Vyhthf_drwJ+fg^}~B
zeybu?WPj+ugpQ-?;Lc&Um1B(nG!Y4V9bGdVTN_OfeP4?<no^WfPp3fQK10YT<?Pw|
zHgKz&PRBHX8T?f7<tCI%FS%LWM>UN~kMWS2G@456!248K5J@H7ouW=8z%$E8r1j?W
zjVCn6$hQ@Y@e<-37F`|}ZaH^P<IS^P{O%oMJWWSU>mY?UWli7T6|w!Cd6(NL341|$
zVUh`jBnjuNN?r|D#L}GbuA1xxs-F!@Pp=2`GuX?jo6e~W#TAz;iJ=liGB(5ICjOIS
zW|K<~WUhUx(-=|<aay!mft?PSY}Dei9cYBq^n7yyRAMyC^t&Aa4y9_lu74L<7YBuk
zPpm1I;QIcx)|pqBmA5pQiH*i)QANTh$_b-`Z~`{n^!JJHM@A%terIY5Ao7{-C(xq3
z=`ooI(^uDTm1bksk=m}kGNv_v_P~7;+TE)K>oDGXfy5}~fne{l0Z;56S`(^{+5)h7
zcOw5Upx~zIEI{du?Pe|SeI1`q{gM~nGaNYK-CG>qYrlHw6FcOxz<z-_qf)N7Y62Z@
zuQ^van;Z(BoNM@;;gEFqt+K}>=?;cV=GVdGp#s@*z`-O1d5}%Q9TYfroKf3)ZaG<q
zvyN*vtv@DkO^{zeYo)nHiEWYZ2fXiZHQurZqKlDi1390Hvtr%I>bJe<mn(5?@{ft{
zuyefft$!VReO%lk)w@&<EJk}cC!@yTgV`!a?gs~>iuGGp@63A|7%gL7j6d*)LjRsd
zv790eT*Fp4#nMOW+VHpMp{_w(@<CmMgh_Y9X3m3k4eTr#B#F*C5)ny|AH;FHGv68}
z8}t5x&DGb|Wxmc}x9Y*kCTmKo_+<C&lF!<{Oskaw(3A*`pKbR5QTAaPyF0)MA1%@3
zFwyP8cXCDI=KZx}g%zg#K>pzLh5VtY)m4jAJo)gim=7_*#QX&yzHLVQg}T=DnG)}4
z;*Nrj_tO3@KmBsEDrSM54xb}CKcWy}@wg03oI08e*)l8R9(0js6g0lLO4W}+qWYrN
zSbqgb?UBFXaT$VsWH?Gk72elRnfp7T^ccchRuYE<^=pGmjzO+;L^mAnnqX*I5b)GU
zs{o;CaJbJ<++ta;BGx;P4@;ywpv`>P`(^j+iR{uu8Ik%l%e|8#PY36Cx69-h)xDEd
zoIGbbZp>^f=6<FW78yJ#uz8^05Sc-zAz1?9Avm>Pd=dCT5HGPv`a0m(|NcZTH1Ip6
zt%Cy<=?XhYc&C<(*&DDWE+9`*ZaFNsrotCj(&Xy0xV64&RaVUxYW~IZ&jAjLGHS0+
znCST`@TZu1`%o>#Dh2e}yA3qr7ql-v*A62DhQWVrKc6vdn5@k!m=dlffDST6$(L3W
z%cVAM-l(Nmrl^%1#)(-yGc4^ssCQS@UKVmp!Sx@wZk^2G_m{k@Z!iA7*A(&d_au(i
z1-5d7U8xo`RC5svqo6|{J}6b5C3v4DOc*%3UjL_jv6Nz-Z}5(3o~>XrmYq#jQhSrD
zz+Gkj)rX<&0kef+L^;Mj^G(7|RaS>9#a>U!I1h*_4$7J;;h{S&^LNy9%*KWNF4kSx
zFc0$>DT%v5Rqp5zA{B;Ecmu&M8!q8j1<6K+bRIRTnlDH()d{OT>YR!iR4H#9df4ga
znnOQL@E4djm9iBO1Xz(R%Ig;zlc~=~{;;L+b^x??*iop)pYHlDllq=jw-ko;;zbbc
z>{tQpSr$-;&zrw<FZG5>K;h{>fbl*WcCcjnhEQTNyVWsoH;P{(fC{Y59<bMK6%DTz
z8T~&=AU5s6_f$5VZb?4%j2sJ`a@f8gj2A=)^Ck7nS7|HhY!MRKkuTr5SwDC<-Rhi`
z7~nu!opoK3#Gut?*P@2n>@7H=yGM@0=OQtw{li3R65jR@OuO3=uMp6R0$E!xog21F
zs?>FVuv#?T3&aY|hQ{~n)NsYGMuz*uiWsC6EPJY{&c87=E{2U(7whZ-6?}d*UH{J`
zHQonyMSRnXliVGCWFI+_eynykHRA5>nnedD{hvE%%|pS+Nk5o|=38^i((0Qy>Q#9<
zv-U8AoBqn3ZECKowiXV(1{Vs)&WYc|{k{%I3rsf-!%>ircLQZ`2zCakNi{`v9haHK
zIh<($qnh*nVO|#S39v4GvW3%ww)Jd9D75C{uOEv1^*KrK<fIBPXyyeNQ;%Ov@lsyQ
zxSI9$4Ddp&g>v$6D;beNC<DV#tkwV`3a3y)l}~G6zxQ;I2@Xl%Ev^)v{F2A+9Mt&{
z!_Sb;NSy0D)yTPA9LG&Z8)O~$9qk(CNK&pg@Y|@z><I7kWTa?#4|x>V*%+~vR)Kky
zA1PNST!i*^X<Y7QQ3(c=*bCPYG*z0IqkqNTy7aQHBsMs!L=>NB&o>tWaw!!R8kP)r
zXtWNq-%jiG(#`E`25B}yzMHJH{j8)|{wtRWm@h-P93v=Uno{oCEw^ZBa(+Fn{FpZ}
z5_o(V18EE#be#2RHgs3!C3BfCI+KbwEZ=nFQ4m~)zrScCkDh77HC_UZZDHq>a-HXt
zOtjC1Sgo?n2{VZ%2H|gabjgr51DWBsbI&QzpU`NSy=4WN)eLovS73jdzZi;h*$mYB
zBj>C1-P^D>WUP7`XQ)3N()YVxlL*^tF|p&>9HVEb^~Vr3=Q~mRCHU-;#Vcw9BFC(7
zftY7_)|(tNC8gCIJsH5+uW8+Vn&JkFdaA(mQ+8NL47}@+8A80`pn>pXBGMzTip^~s
z9eoS*D9#ScJrmRpyGOtGUD6<-))0DUbsW)NQL>47BHzOr3sWOrMadA`r=|T_)UXRh
zLBx<Dh1ye-PU}W{F;#173!)6{bCXd=J&y__ZqEaKs4bXyeG3Rx0`AzBv&x_pY8xJj
z>7~Pz;V<*WH^-Jt;*pnK&%@@2*p+s8S$&c8sz6(B<w3f%A$$#AACNM($6~)2c~PQT
zb7$CJ1sgWzaoDQMlW<(fVqK`dc2{GiDZyiflz%XVrahkXY9T7z0+h!AU!fygTa@n&
z>KH9@O)U+LMvB&vpURA45i-ERP+60$ALJ$WCnNiZDld*_c@#H1&AYT7-BO`b{;^lj
z)#)tm3TVQ*c%c@z&L%<6in$9b?NOEXRwRBvT5=H`$Re}E_%Kfy7as)>JfW@d)%2@9
z{JXrma%AGCd<_tTVI$fnwJ=B0!6xWJU0|3dufhkiQy2B7c7~f;g?a+AG4_O9{&#+w
z&N8#d0?~uS&^=Ig=_1OE%&jNy&Uh>KyDamzM1VL@J5$bb@Iw;FVd>cwuV<g@@a1EV
z;beK*@VKsu-Xeu-cb%4B6aN;u>(;|%l?+A;%Fux~&W&$-0`5+joLkeD?>9P2agEq6
z3WeEBoI8#466LY#M4|JD7f$kf<)7*Y>Guu;c^r<5qEKH|0KGOVq@ed&?SqU?GsO4~
zWj=%H`N&_~4=SyAjQ8FbcpzkNa0ZFpL$SIi&qOw-jM#FS^He>aXm&(T07JLFw`=~G
z3av{<-}R11u%1Yx$iLuU@v8!yLcGpBQ~ID=;Wv%<s>N)FZlQpODNjGvEbGmF?9j;p
zEm$a!y^!FQdHGA1y6vRee$yR)mtUrW`>WeH9HVD)y@@4i&1)YN`MeTX@Ty;QE_BkZ
zynV@Vfoqv1RH|C){W(h>qD9-EbB<)>W=cPAkVUp~NuC&g*FAYjEF{0N)P}?gY^!m;
zz-*hNQT3W$0{+By|9h1;^#IRCK(Xyzpj`UQ;_!nW$9V<`6nyy1_U>)sjWTCKnB&fo
z2th~gIgR+3^%LHLyVGgB)|4@6tqYCt?7qW%qsrSuFgapVm^2#T@6>tp_k%Y)IQa`d
z{m6N55hsbi52IzO!Ux3pF!tEr-bb{INjdfr16u=`Uyf`>OMOr&Vt8F>CyB#MXzjRc
ze}YkcTJ>4<BEPhSA<v+-K%9m<XMQ5S!RYdDK-gx3MJzA98g;;odGh91M<})Xtr!9k
zdyyuxbJpA`&OvtP=ZeQx_A4PC&F1XA9oOyfCW}74g5s+7lH*#wC~l$OS3$q80Qs*9
zo(}*^$hYLF!uN3{zDjgT?%??dkep943wrdEcM1!cjJq2}PrG3PNB-?_KmTC6^{e=t
z-me@vFf?)Ss#cwVSQU$(#9nyPPWx#;@eR;^lDi{VlNgzSvpQHEMsy=?K5o6g9`W+3
zmk*-u2h_i+#2GbEbaBjKu^*61W+i{f`7VX?YLsQVp^EeReO1`(-Or6!=ygqQ#174p
zMV?}YTyACz>=x?z72bLKRfk^EG^-dJgE*QeM|>K{F}TnEx;Q2wwnW%xkh?H4?jqe<
zH!o&|cFFVyle`cizow7&v#udRZ)_F`xxe<uylXadA#`a%O5AFrR3zmY8Pb9%7Y_X5
z{+Mc(u{1lWZ@#iOW3C5Xu24N<LIMubeS;m-x_4BdSXMkR$~Na_Fv*Y~_aC6^Hr{ye
zER*1MD{*`)G4$zW!i(B_HkWsYJ^WI&b^BA#u+Akmp66c(!Vt0C?~(O<ee%axGETcK
z*h?(#`ma)%1(v|*Wd7p_lVU6sXEmA$eZMXY7Up^~f?9pLEwP7}jg5lkXU4FCTwxYf
zX1m*cmqd3srW9#At_Au48}6mgnlfZU#eg~;K;VhmTt2Sm<#-r4W{&&Eb5~Rp%12_;
zS_=iZb6$P`8eUIdet6G!)!g_2x7yk#QE$5gnZk5I0$eKzi0;HZU-x2&?u`uco~~`}
zib$v{mW~!!!$>iCZ{asRMfUw$f+-9}wAv}^ec`QM0!IG5ND}G`UmN>b#fkWj=j140
zjU}dg6Yq!_+R|<t3#!)P*_pt2E6M#plD-XB>B6kzfZm?mXvqy~IRAIHG+Shw%PtT4
z)Jxrn0E~_B287+zaChMkBK0)}wFqiK^h#-ZcTLowJ8L1^j_^N%j+B(peK9PzKCS1H
z?Q=g;*(0!Jd;F=dXG%#@Tx?<n4L|-8gV0?c*HZ+l6XX%QkGJ0AD(Ue!N6gVC2|S05
zv>qK>vLfPw0fKyOAN}6c+^qafiRxp-9B1J|o*z2HR4F3R{)xWtA{?42fbqo~r}75d
z+?YRON=)FuG;VKU@h81zejXI5zvQyqEoeb&juGx2taN=^7u7IB{*sf^GCsY^`xX#D
zVU=HvcmPPByjOlS<@m?^%ea^5awUaLX-M=tH+#Z*n(T)<7tzZq_k%zr>z1hLgRf%x
z!W!BNC;^x-;QC8CM(*>iQ1mXN2CHSZeuVb#m-hBY4%c6ASVg=9QZyM%uPHO4#H!6O
zrT#~I$=38+4s|*eil2g3eeX3o@)c&Ivf18)pPQCYD%dan7iVnRJMYao7f><sVT3$I
zdcVXJ`cvLF8oXXSY1vtY2AtufB3INrH?)0Tj#7BnwuCLo{}Lq>KUu{iTsv2rN9;CU
zd*2{ONnw9c&0)E4<mE1e_jmT*?d_8H{3mei1NX|2x2}wDLv6;a!$o4XElkwoEsfLX
z8uc>UY2Q=}HVd+jMm|*+ax*&Eu47bX0IQ`DdVw6H!_rqz8inN{{&%jF`I{|CV7QIv
zPWMp?8PP7(4W*wB^Zr3zTYYeooEuHAC#&RXU><i{3T0HV?wPDJJ?1&YiGHq|7L7(A
zWSb0glXBbPhsm=C!)Wq*@v-G>@50|=^#^lRzQKWuFLY@a&4`j18$X~}KQ+!-zE$Qd
zhU&*0Ofn59pwAsklcvAn4Uc)hzV-jX+?R9@v>tAQc^YG@O+MoJ<{L`xx?}E?=(*X<
z<HE+G>J9U@oxYkSS~tF^HGB;&7!qWcJX=(olwCN5D+Uf$#&)%9_ew@)nLpYVh3K7*
zLo%D7K2fJTT&wlyb9$;bRrS^<*BLCVCPx$XZPX_Q5@=!kE$yUs7}T5KXpelxegI0F
zGhhYTx@MM;39;9yEqA~%;YrXH<eBR!H)zkND!a$PE*L$XkhA`b^EHts_E9$KY9EH<
z_-^96W^b|ig0S%JE)atIpAG(j+OM9*MeA>But+vlBo-CnasSCQ+W*wdgd7SS8MYiV
zeXgF_K7$w6K{nFLJs|vsSL34H9n0;jm3fCB<a0)j$LAvcFK5BG&5GJ`|Ll~=8)VC*
z+pr5RXT0LM(<Y$^;=QGT-odb(?lgP=McI<Q=EM=?VAFfo>V<bn=dD~&<=5_L%m~tU
zs(%FQ%L_GOry7Ip;lWkBcIKw&cKr3B7W@4fjnxOFfjl0^#ZQ9fyYVc%KJ^>o1+Tj{
zErlIZeuW11{2%IW841k^F@_eY@>lHcu`li6Tti;ACnwyFwxQ9?_f15ag>beVo(0qV
zR;9TUCG)#*{yhcP<K!JIQMi|dMeR;Y>a4>@rg~wqEChf@^k1Oz?H`r$@+kWaIo&5Z
z4v}|fHOXlrxdgbQq}=PYd`bmXb&bW6oQRp7AH#D;VTDk=G$e6_mC2HOylt1heu)1U
zRy)(+Ld#uH=e<W$8Ry?hSItr7uBpx2En=SGTI-MTn=gi({(9YSK$LzNe6$gFt@2-{
zK0N7I4QB<NxlF8KUeH{0cddm2LnA)5frc*d`5+i=e)JA{2`QhBEf+jHwsO>VYbh3s
zAiwH0P0XuusL_kUt~D!rv<KeZp<?0#X0F<6l=VqTrj1KWTqBby#G*rd7HK9{D=`nx
z5PcXvp0imt=r`tNa~rR2hg8dUBK5dhtk}h=qurhJ9cHwz(X+@ux6NkxI+4{SyNT(U
zt@bFAc+HuE8%>HQ$}mRU_pY+`<Vz%*W>BMLJFsKWdHPOFM>x+yU9^0%B#GHhx?lI)
zofSi9CwPeevIUED%<reZuRLaNXY%AeQvH5udY=~R8sBuR8PAuiuBg0Juqg9J1xmwA
zCZ6g;vNyd%V(7pH{GUqr*{M%2zmlyaAQ<^&a(1Rr8pJo#Thi?9ivV%trCxG{3l5t~
zO{9SDI_Jd0U<)~=MM3Z%*Et5wKhKa0|FOkmIwibm`9-lumcV-pfUZar+DRgO2hWnB
zv106WxYz97isS{y-$W?sHa=MU)A)ZqAr2==d<5Sp<_*#3!WuG929nh)js5n?kv60j
zw|lJ}?-d^siXXf#@1fZUK)ZRrjhEA9VSrV>EcqPJb<l3yFppE`&^6K_Cr|JS>CF>y
zSbQUBzMXzL@53z{Gx1cxBTKG?`enJ?Ih2GCl-K&LD$%-P@&Gu@>?zk~TNcxSeuf6g
zdlCCb_<__eI}jV6=vbxfyG_A#jie3VDVmxo_I9=qw?`^edt%D|t6Q_-9%bG!_^qjv
zWWzjHEgE#OEYwJv%5w`NIUPqp!%ZyFqi<hcW;V1-Ntcu8yn%Mj`qU}%4c-jWSrW80
z$7xdXFQ7zy^}fa4;}^>K1Si#6Y0v844yO3WPB~4!tQpp8usEUBe}VbH07TzW!e;1c
ziZv-REY4t~ZRFh`x2f#F&;G|&r<$g#Ekul$zvvVjmN4qn_h!Fs*!*R|69j8z^o^sY
zC78BsoDo_I(W!4<{6mmOZZ|P*hb!b|dh(a^(M(L*ov+(e`LKzq*Lj|%U(4`j?4@hZ
z>Ux*RbD^0_9{9Xo8Khjj6zUu!vHI+~jy%Z71nDE|LtlWZ&%k%?)U6B0m%kFj9PBl`
z1iCBO-~S>9oeSe8TW<wohl2iP717U+a>!F}vK<|zKl6aj$Zr2Xpp^TTT<hr$p0*mO
z7$-I<*Vqro`4H>r$Cw4}d<649(l2w`GPF|$hG3vO)<q4b>N52c=KtEsf6-P1D#gY{
zpR!*K=q{Uc<ODn1v4mzKA_&nH#dQiD*;r)G;vnIuc-$Ft@Tucw9U>-d`3<+GWjx3*
zT!U~Qp?fK^KTfa(64w8@pJB|`!Q!y(ujHb0DK0FZ;rbFV>W)ngH_mdV&G9(t&awQZ
z$D$hezi^Oe_lR!G6X7aK%!X#_qI*-!p8Gn74g(H)_y34T!Uv;qXfaQb(CDN_`LHho
zJuQ_4VEZa<QYd-{-xtP6@es)D*&)Ul&k}hgY+gaOpK<5Vo5u=W!=xMzjFx96Eyr?>
znJuxexjUampO*xVqyOuq|JB2ar=lo{yHqVYNq-*xAl6Jmi~HohuqR76g&<OyQ0d8R
zJziPm(Fkv@fzHW}0r<=Dy?^nJ^cRbRzoB~2j~<mTI(k5rgUFaq7}E2Hj+DMQWI_ZL
znc%QWEs@3PIUQ$)`J>fKJ#R~@aP8oxM(yHcw9#89>kd$%>mQZ(ZcyWX5f=*ahtSp{
zVBFqN6dF=jUKcgWI9w#<5)yq=Ykcd$v^-71T@gaYVUrv2NU%8f+)ojb4!T-i`t<gf
zP~4>`tmmWd_j!zmb}`*93g)T$(1MBfS*SphYDppw137e4_s@!*&5EU6F;3&Qy$BGp
zwa$;r`_=&ZE4)Iv0Ld<mUo~f1{Tf%xFpRP|&pcFKL7eppyT!HtB4R0Du>6#(kOwMT
zX1E7<N(q4i6?D8M=C{hKy6Dh*eX}`pg99GLG>N$k;a!H^tr|{4!HEARiwG33@a3%;
zhbLA$y~X?tNmL$@A1NxAi`0hm)3vDfY$cm+;-|p)g{pd8<rO|NLM@gau8|rEHvOAV
z?>u=)OI*?wR}u^{YwAFukMPdw6N2W4=?o7Lz0gmb?ZO051JqSxtE$XNk)ojZaP4^n
zbP~g2`U#(jF$?NCz>~CloxNaXv(Z#uR$bMb1}_mF1l<<aFm%drk?EIQ0HM=I@&0<K
z6_U~Kxah?+VIaagk@NGMNz)_!BzqfbmJ*=hL{2QecmYSk6MY$?qG(RBCZy;n1X3^9
z%SsNXZ6TuaH%h>QNg41r`^fPTO=#4-nq&aXs_-S6P2Vnp8pO$dt33T|%C7r*PsHC=
z4K;V?n*T`^=1rB@4ImQ4S9q&sjbWBSR;BsWX{3LucP76Qj~bG(Sr3*f45NcJMzb%1
zSx?QTv<sz%0MG%U?u*2HZ+JNCC3mH^gS7#!8ovn2;%2^!+izzjNzMDlk1o?q$)_BV
zqk?&k+U^U*U~D(RV+2IS&4$X%F+Lt9ogH>DUm;?&%-`m!4O;kSn?M8K0AjLZyCeU8
z$-NZ0hhj4K#gmygpd#h8sWO@r6{-MidRiCae8o5zb&j2Uio99(o(Jyr(oI2&jXDHd
z3i-(ZT1%{J*E&5z?PjBw9#A>vdQ!(1vp2d(zQcDTdFvOW*;xG6zrW!AT&}03xpvW-
z_|D$_y!W-`o`Z;UE51wW^E+1*jfltM{(6579tE!vzOL}GeKP3>5&iVDy|zMkK=nt;
zpbDmO<-G9N5TuqyN;9n4iNw}RdZ3%<YwSl^3UblvHq20w+tPqPu&*r@#D5aW30MYV
z-~D-hxw#bmA&~!a$6drYs3l+fPA)(IVNz81@}64ohg-aBwF8>|+weyV+}cokd7M{v
zr+Owu7eWA-9n>J_TPREml-}&}=YArnXiA!nP3_)XNT@moPTHN@Zwd^kjy2MTj;stu
zv9JWiRA$eEV4qv+f_1Wo3Ynp^;=oXYS-n!^{AALxH%plgM`xRm)0={j0ue4I<oxLh
zm^;+?um8bqwc6<{_Gq{KJczZ7(eztI7I}G{`oJ5^ukYiTWGT`(_1B=XTAil2tCB7h
zB`lj{_45Y;B|t2qGx!8&fu4u@-&z<biT+!>FySvg92xUX?X3w{<BGNX#*n3=aRD$|
zr+DK|B~FP|Rr3vT6t}^r3-#5LGamxm^+rE~YYMj^;Es&Ls9&}|DYeGPEQ@d9VymBD
zmZbfr(i91g{o~D9nlrIVEqJ_R9q+7d3&^`%$!fFd*bfPBI!*UhYoUm@`5>TcQOM+7
zQdq4h+h2#4%Np*`{1~Tw_6pq1n;g;!2XJM}L7kB;u-$1urnRgq%;rLHcyoL2m7RlO
zWaaIXO?Rb3YbT+IdbXuVp@__l`D~c1qTvTr^FtC*$kXy${`nE%8|7QtmmkHPCwd*l
z+4GdSOS;y?jiyZe3+eZocC?FsykD`dQ~z^>$9Op*C=X5GP>ghIBGAUx#?Nqhua`i+
zb`(tqR3Ieo6zkuPhF6glz8mgnyEAJ%TSwrlr|YAyLm9cz&m5A1NF6vs0O^i{K6!tr
zKlls7X!XM~hXqL@5>9QK7<Za0+Xc)w)PcDDnP#$Y!*V(oM)tmNSL@}XhF@|rXFzmw
z2^zS+aY^8%_mA!$?Em;^G^2lc8g0?_CBP`W#oRq?nt#^VGn(Qd-f|qh=-!xRsKl3d
z5-}LmOK}_#mqh?6R#(M_<=hWrUOcev`F-J!$Yk-3Q}6uI4cut$JYx|7r`MmHE#0R7
zzW~S|H{jy*MWV9so-2u|C;3?^DQ4{IC9Lq=g$eKAlYjaF!40Qa_hU-V{a^ieb>BhB
z8uK6F1^ANWR@#Ba7l7%Zl)Zr1FM!^=A6?*nuw4{tNzDu8`r4hmE%@Po(WA5mmmMhK
zU)TKo(}>v`th@DxhBkLYGUlArGLW8gaKi2GqttxS3Wu+2|53SyKN@)M58W={(`y$C
zz@r9lvmK6j0pf7X3SIdjCU{MS2?6J)iv7)ds4b{zd|aC}c-(?HLB}xfYL-;4f)jd`
zt|{~R+s(X%p5HVNlT}U##5F9>-=fO!M|lCT*gkK30qIRh#V;WC3ozB4xO=x6=kHIV
zrPA#0S99Q5*h`^L-vZ??widW`@kP|{xS-Pw6k6Xe6itc=k#5ZjQar+i5bk4?|4iTo
zx7xwLzvCSLi&+gG((RsQ;4y=rMD|Gw=nYH10(lwQEXxH_*~ej?anP>r<|@Q@ThEm5
z)pKh%LQX--Pw+^1Gr7B?^s%#fsj~ddki<nZ@pLLUmw3#?%^o=K7)(l+Q3|aLAzvm~
zkZ~+XBJfh;>r2{(2|tOu$KZaTSq9C$=%6?{#%{wmGXC%gdpxp@d^G0!I$i^FROvdC
zIcnyrAX$(RI-0cw)F;X&e}<M6^W6WwI9bD%GzLV6^8Maj9+0hDl)NMeGcJbQL*EHf
zL<fQbZtpx<5QulLp~}?9;QmfgwsA*BgR;5D%zZBb@?Of@B}K4xh3c&<)VzQ;Ljb$L
zMMN_Mu6ixQ0)r4Ox)Szh;G$K2#5kYBekw~A^b8EieH+ed;GSL`Tf!YPcWT8O|0eDb
z9NHSbVx<rk8c4J+T5#dKL}-UTjc7@Mr3Hj>1{Iu@|Av!GE9)AI9|FDDjmE{qhO*I%
zbdkFVeZ=S|woeL3%A|l#xW43HXJdTrFJuLL?PF_`*0M4k<32_$mB0CuGi`n}^82z=
z{B+GEUyzT%$zvw}7V?9fXcD_P8K(&o8uEM-K)>z|K%&XSJpb%!ysXm;)?t^Z>J6Iu
zW!}w{Hq(rVTXeu}uu=z(J7(PRiI;9yrD?q?$yFXQo3>mEWffOczRq(+X}beY8&6#M
zVMS*S6P%PPCDKY0I-k@l=>EB&!IW6}aNJ>`-ppO2HN8ykn7Ny2fUDBJu>>MVyKkzV
zmb8UrYZ?2b^0d1tv5PZQ2YJf*gKU{U9}+olN3PI-F$a0f$PdFYrs#Hb=u-Nu4Rc3(
zdf$%tvM0Udb|jboE4m+@2L3;vY<?c@do08pGr;`E#fo<2A8k>JV%M%TB7>-zU*F^x
zLAgIXch|~z{NMXOmN(JBA31yq`6K2(|0hMHEK)VaTe-|>P0aA<9o4C)2osKb*P6GD
zh)MY&o+Hw_073>o>i(VW{^@cCb-w`58@PT0(B%!peg$>|2@`{kXRcQ<SZW~CyPjQe
z=vLJF)^MJ0LVQs{VhH_HPK|pJp%3%F$M|we=O(B5=b2qBUlL=h7n;98uJMn>UMylH
z>pVys`*eSN5qs3^%Ti=Wb9NAS4=qAlW*A<opjQv-ZdLo`k)M9&<wk>CLMwO;>6`ZS
zB74aW*Q#`g@3X=}cs~<D*6`2Cd7moNAAmn>Vs+4yKkvXlX8vlApLZP1nU>7i=6Im6
zjj3WXXK(u=+TZ~`D4avtAQ>;c`V^QYOPoIyWqfmoFMLm4rP~&D8$8%??9hfCHFni`
z5NBEjao$ZHB{638BvkUT+@nnMW7x^Znn9_@`0*K6*ElwMC^lg>@4hHBH3_l&(=Rd+
zb%sC8D_D!L(EJK?*H;kxCD8jfz&gg7eo$p8mZ<H>g+3Q8Y!;SX>Y&Wb+4R0@h4Qyg
zxIvgn%Xf|Q*H6~3-I*4l?~-w-!N{{M#_vHs-BMXV9yNK<(do>P=l_unK1YVZmpNq2
zKW*IrkFE(ZdE&Hnq#bcT8aG4J+xYRqeqSTh9IKr;cQpqSA)oBVe8Oi}S^XIBMK}1Y
zAN+{nn?wHxd(>)3)oMng{nctUd)Pa-@~G92sMU-{`>WMzoDTE57N~!G^Nu*Exy5g(
zArb6%@9g&+pFD{|vXOTAR(87$_{d<&wef+mLm%wC5j$e+lN@8s6i1BR=K-8=v2aO!
zQiv{%+E_2tUHZ7n*hj+-eX#RJ>@j2C_cd8YLOs;D?^!&Bd3I3ia-M0wv-Q-aip1mL
z>NEe_B*K=Sg0N*s-q4LVZ{UrX_XOt0apS(+ZH(f(-BVHADlJ7jg&%$rVV6m@d5^;z
zy7A@>ykq9Q*I9<C>y*JFXSFWqDV~OBb(wR%FIGoneO}zU=@*~Ag|LGvat~tZO^x#9
z8}!O|A`J&z>{i(|0Y?VMa)4t7E?ALl6=V$<aMyWXqxPVVuDDD$j9)aMO1X{$yV|t%
z4kZd4pX<=RyU=&uIpv;OBOd_zI)~j3U0}KKJm@h)uWUNXs6q#~B16-W@xWajS{01a
z6gM3mM^a-7d9EC&!bD`4q>*c8O8|?fv@QgbSWxc?<38)=pG-?1nL4ykH|gSMHg(L@
zL6eL|E@Ox{PNH7Nh?;Gak!~*kVrM4RAnJ&;MLTVpIaH(SPEJ6l+vgvEZIV5(WJ&p}
z1a|RsJM1J*FQhbl(=_w#KA{(4gMDfo6?Q_TlDt-reTA8s34Coi+sFsw&JVf6HtuM(
zGm|@J?vnKtV`IDhu*(6e3)GaW#Mt;@cdLl$s`$<}KeL-L9uPMO_rCn%dby1V%>Px5
zsgJ<?ttt@jPS0a5khQ$o%wuN0?-vrL>k(?#T@h=Gs4i-ft2{#AyCULi+Cuw(n9Jcy
zO3RJ7Yj#pCLDbs4JsJNIrZjFD5V}b2#><D!F|o%S=$N6uOK>z=$$p-kS{7+9Gr=QI
zrS&@JF2Xr4*%C08sUrDz<|Tf>9j41UDol;B4*(wa!o87mG#5NBic|nTX7D@7WNZ7@
zoYiqt@+~!Ijy#oHOW|tHZanL-$@wffm@a_2y%z4zZiB6_Ip<E;jf@@oVCRk4QDfIX
zP92{+^E+7FeNCApb*zcYxIT^PK;2dw`&iha4|d*&J!b4?PhE80Kx<p5S8kx?$%Wy5
znUy<t{n+{ibNsnnjIe$anIEeU2V1nm<{e<8hOLG&?C8BnhwOR~B>7XrRzn$fHEb%w
z-l-v5WBRk64#SAVtl?A(zh>>T4|<!$3iqMoYBtW03;)OC<yrSb{E|3F@>)1?%)~9h
zIF^3558X2%1c#QMk6PUPJbqnTcs3hTgmr2w3ETc$PE=vr1E3Z?P$Qk>8K@&hZQ0(7
zOcaAy{BTO%Fo?wx1!k8|^QC3C0r~2=0Gd(9ta>!oybEj5>_JeowgZHIEc<ZWg?`6#
z(Uv|}g;hVO{d1XS)G?#p%~)~9dR}P6G1+qqYL21~`Zi&ru=4ikg4g{w;rVtw7H!do
zHt#?iHEqs@GVSPHUA^ZA|JbyDp0?;io65A|;76v8B?K4t*_%rU?=67Wl^gjATEWRg
z6lg3S@d7*=PW7_f?(m_xLm%$EkvnSclKnh(bXGuw^(H1=P{0b6PVgZ7*|2M<Huu4}
zLm%$Ek$cSC#lgz}NgDP(B^&lSrBI?Hg)hDI{9KAOVLfgi3uyCfd_35^18jyEI1U>(
zZ299cV#dARcRlEHjCj1)3z`(l!#ctmNOCChfSRV;p;F_ZvTVlFr3K?%h<2b2yHM~j
zH12vl)}o!YCGpk=)WY`nAm3IE-g%I8HCO{l`TZe&O<Yiv->o_%t!(ED&fOAY>@X%6
zzgU{(K95L@O=un^Y%<e_`+V+n!_eHJ4|m?k9W{55KaX9Ys-0%J&o`-dy1Tre543W-
z&)1v#VBDb(cizZ7X72icop+8E&1p3DzAF&FI8LSCthzlL1O>9X5Y`PD`fxKlco~(p
zXrRq|&_+#L!ce9it+p)<_RF)$khuC2(;kSnXrN7I+S4I6)SWLu+YSH5OVEA=R_YS8
zY?!?L+W8Q_`Pz8|Zu<L^>Fy*J+gBYvcRzV~37?0O^%+B_UBH{odkos5nKqU)%%B}J
zZF7J<4Rcgp`jX>O>7^9TRR^tTN<0ti2y01F;yIv}y#En-uBT~w)R0sO@w@q;>tj_|
z^@F-7*e)|_dnh*ul7sQ?5;0G8BU@PfM<OYe^IT4rDg4dk+x3XFMJsLIfi`a1W+>B+
z&uPmAcA~s+lWCiwOuL#kjcEg82iU6rMvbil;=Z*=JHH)Snyq$?_L8x9Ey1RF!?eB7
z<!`=pCNmc!kBuF=VCRk4abur;oVs|Oj?F0b_rR1F#H%P+O13`S`Zq_v+Std!4qdSG
zM(i<TKa5a`-Vy~q5Brsa^WcuZ%d3y17@QvuHtzyk5lqgXS;G+VVS1i>jSqwVdbAgr
zPZar+2X-8`Cdi-wI}AvH?e9dk^<Vc?&W=t5qT6D`BA3M0d;NuC5>l<KcHE;e7d@E^
z0zsb>azWGDBW~1Af?cmkbjOF^)fAp><{i~e!WP`|^=8kfCJP@1w`jzjb|-nbW5zAx
z-47l13i#H{5Nz#tev$4K2m^rdUZD}~e$ZiS#$m4H<Vs*_9x90%_jtHP7u>RWUJ5gA
zVEV^<AHvqD=1vpM+j}2S+a85>bEk=B?R`Bl)7I33+xl+U9VP)MimA&HS$CLl)dW+Q
zC)5-(fX|Hl!}{(Sd0-QnJlNTTtXmK7^42LyN4-cozAFmHeMVINdOX^^2W=XUJyohC
zRd^8_w!z)!MWV$r_Za?q^?o|16?HluX<YULI|iG^XYV^P3pVIN)&@H5Z|MS-g>5ta
zY|wDMRa7Kg$bQNU;-KB`M;-Rg*<~#NV~anz*ai@-QCkRmMc2BsS9;7f@nNxxR_sjn
z!HyX_v*PEE%redCt0U9Wc<~2z47MTn;>;R~6#?%{4!^6bBqcr&e)XOBfZv~c(Vl5(
z%9Eqv=ACdGlFFpL@vM{ui_e?SN{DPHUY98H<=PI+a~IAKq$~?j+!r6tO4pe=<r?|G
z*hL$5Bt*%^ju|_%lGe45pPJ`i`Bdk_X@=yq6q?ABkA|Cf!cFhVnVo1u!f&|Pi%_U{
zkFz?G&tsD){(fM`V3Wk(oYkC_;*?;%Ix9u!b+Fr6S+MKlGu?@umB*8kMb65g`X!89
z==#=&wK#m(7?AYYyCaeX`|(AJJnJ5b_-PAC3vt<pIA-F^a;n{mx7E=&y8GoV=UBah
z*j=2CUaP{qN1!cw(B>Uz<EE{LGVS=rF1<-N{<UfAp-j7)HkE1f+DkloOwK=tKaPB2
ze>o<nY|?suRa5;jnP`2`Y&$6ZHQpWP`glxAf!^PDH+U6(Jg~V2J}mQC)Sb;d-62@O
z95Zufq4O;3-Ajy43g6MYj#vh_k)2)X`7_XdK0@=;&Mr}7>Z5UoKHPaDcii07k7GY6
zd|zM>quWip(u8rl7{fnTt!Z9w?qhL>KHPaD_n5gu-GM5y?)u7Ird{r6dWGq`{ALMv
z+^O11L|DuCdDj=pWhq>Z!D@e)!rCq|od-&$w7#Ri-}`e_D6if*e<o*Pw?J+cXe{<?
zPAjnIP3%oq_L$l8uF{Wxu_;F6N%m^Bjd@>7_L}shw>_!Eu^MCled4?)@u`_OYT^Jx
zn0UHJ=&eDM2F~T%xdWMv|2%Tu6}f3f9y4-LTdGJmQf#QT@5&MW(rjMPBV^2Jq_`M`
zUCYXT8|pF?YxUWkU@G^!QU#P)_fV`^AJ&*!at3S6tT~0``mG8EXWDTE14O`pL@oIt
zeUn)72{greqesK)f&B*>R$P+xa_Y5PLb&_5EIbzFN2a@=KjmsgnoC;EVCQJgYJZ()
z@ihV<(q3dc7w3<WW)YpqweBH_i&o+wyAa1roOAW_f=aA|pprF2@>PS<Zc_`hmPWnm
z2piaQQc{K`5A6HG5=Gg>>5B`~a!i&L7aH1T*BWxHiBkykS~5?@jlKpg1D}k#O1AQg
zUJ3Vw%y(HBC#~d5YXw!EfxvI0R4e=z@Twzt%-}iKB;zLHW?fT2#!a~2=!_*_6_%yq
z=N(HGral64-VeEIM~)l09m2@dC+NGu6RR*x$qGX+E4M>fc`xR=oq5d6HQ5b+TJ=pu
zXuJVx36G-{Tq~yp&Q5}ZTlw0iQD*S_OFmaQmwfjr{;D4qB;^|Vu+&8(b!Pfd$4s3A
z<!%2<q&z0rDiCX=_^C8Tqki?kj>0BUzdEuOq?dhrhmgl{sa>q0Q_sKp?%Dj%?uF7A
z-zCOlnJlxokT%mE1UK)1n<cNEIk;oSJ>7Uz5({{ontZNwQ{0=ELA^r&grhQ$XXOD(
zXx|Lr=TFYH@qwv}ChB<s3Qip}bq<==vD_fzf$iOO%<U;@yJ*(j;m1eB%{$<x_v5_t
zGNg}y@Ee3Yq}&3+#gBZ>oKQvI59}Chn&{h*&6d26N*4Mf=ATd9Gh1?{n&OVipyA;!
zIX-h0Bs}aM^(2ta*xj70DHTl_4tPp5B^NmK0gf3s2l3;(2TnQJi+PgwKItl92`}e+
zNJg?6>;8S(q7QA}fi`a1W+>B+t9b0UNB^y9o1sj*nl_bbTN?e2?dMS2DftbWDGqCx
zZe8NQMgCN%gXXDK8CI|<pTcre5<1tyhlL&$P059x6Px5g#|+&sC+sF?a9(A1hn&HF
zto}kqLamhsF_V>yMcs;EIi?OK{Mp1i<~LVi>Z4(YF4%b^cHG#fA*k;zW(n$>x2cd!
z37;;R@qgAgP;KmEVTUf*c_a3Sv76m&)x=cCt3LPb>rRDisY5I}qNI2IAXKv({E0Tb
zDKCfWZ6Rp?Ml!T%!4xt1uaRm=^oAi{_n{`!+y?~@iL6#0c#~FtD*}%h{CmkG<g_$n
z3#S+IVdiRUn&>k64VT>c!QdhCSTN1F7hzx@;w}?cC-6ywpMkrE?a6yARg@?nj=1PV
zJYAQ_B>rjQO6|nQEbF_+RJCc3RV7^bL255{F%8;dPChlMK9+tqH;1sl!DS284hCEt
zPM9X(yaRB|z&RVrz@s@X%R~CsOS_vtHt?SZE>0m-1Mpi6oOe}^RG$m+$ge_s1CREM
z3$>Nrf<t*<hfb@%(|Imo=TOkSJp2BJ?(g$As513mM-MdUSu=Xn=zGhJ+2bzXTNK_z
zvSr_?oVv$Y_f)@|g-&BBB3<Zr|9|N{&Gw$>|EA8h|2lPk*bUB`s6$#2A)7jC>f)b>
z(AV>{AwmzQ=~P}89SnG0gq{VQcL0tWxcny~^z}y65TW-naQRO}=vlyTF>pl^Cc=C4
z>eh7z*J0umLdDggEb~{#gHuZ+Lg!xJy;p?(`{;oJJ!?jf8hvkpgu7$KV<jaTp<A}f
zw<57(dV0deiRV~RR=W1zr;go7^QotYDDtVtOnoPQZLFYDNw{^<TXJs2_%flZTZGOD
z6_<BXB1Z{?7mrg62V7utS-HTW18~&9`?eMxPtjsoK3?a`kIEdMPbC)VYwuB_vV2A$
zbCG(g(HehPr&;q_)~H#lK|1Cj)wLR0h!QSD+Kk>%_W@@4Hm1t1AJ`|@Pz@V3Y~6pM
z*fvOej}L*jEc3;rnBNiU^Z{YjL-^Eomq{lwg;zO=_c(2pW&b*D)}1y~(?(5u>I~c5
zTyo?4Lo42(H-~*<Cu0*WwyC7ghDjWx&0VKsjb%TuPq3jHHfq?WKkMnvxNpBC?9z*<
zbw=ef?n7L5_}R5;blGFTX8mA8HEh(ddpEo_Ig!fp4kkRNf*bMI^@Jm_=>+UaAhgc3
ze;v2LWm0o-n`YdIaa+dv)2??U)wEMyd%kGT4>QTMD@nJ9ix=lLa<qfN<~z;h7T7FZ
zLd$_2G3;r-(2>2z2_a{A7VE?}zFR#gd#qlhpb?*yH{u5=cSv+W_=1M^6DC`~&(ht-
z?O}Wtupz4tvH2|P9+0@`MO-3DDV#WF;=m>ny|LX<NiK;Bhw|{%P7cm?;?`TA#=bJl
z5&JfERhuDsiw?XQV%?^uXfui3D3z8yN2zw=8LK;S+0J~?NO3J135fcExD<_ass~cP
zWyh9@@biSM$+81K3%<!u=1O4=%6$F8YUVnlrjW%PF>}tfAd%L)ujOHXj~CIF2Pw_Q
z+pM@h7Avug%EBt}!AuZvuQ2k#i1TP`PabjJhxn(7`zgT{I83%+vy#Z)tfYNUy3^g|
z1=HUFOR<g(Y}4O7dTzSO5Ehm{F2}i$i*HaL?nNNgVIFji<$RrT{)zi;3uEX1V*chV
zQ%Y#CmjJu*dml7*d<oF!C1Ae@hIM=geEtEg8=&@zPF^sexFAvS65hKwVL8mtj|C2u
zu=7*#kd<)ky%IuLH+G@x6nh8K%m=hvX5-{?Cg0Dg+!-^!60oY~*I=|)AbP$6(c={$
zzXY1w&Tqhr5G-%NJ=zz%0q21{elfGNjlTq(JC`>9WV7G#Z@|4<=ZEGqUMgAfTQI~s
zSg*3--+8}xAiBH*?AHKz-}BgdNgQ_`PyR%{At-`{{?&Qx`o_2Oc)tE|7T$n1k(@B_
zbdHiwGif~s*DyyM^U=J#T4#J}_Hm}>*Wl;h!7(NhJ>LQJc?XeS0|45vRJd0l{R>bp
zD6C{x9R_^&YrtcAIm#^eFf(7sc6E_Gdy`H%m=Mnz<-Xd-qN|W+?sZ@+?(3%8)%1IC
zhi2}Wxf?#bxpQ&kZlTKFEv($N^7>HD(bU`f&x2pff!Fq40UnycBL?3&(u94a>9BKp
z@O&5L#4UcwY|ogO3go>SnlxuYG&ZG!OcpL{{$q3?-{Rzlfd39};#OY+A3DIt4F6pX
z@4<f4yfl8w&#koPe{cAU=H<&yY4SG9?B`GMsb<yY>W3f?`-LuD$U{5%h{^8@D}8fo
zc1f+NFl<%Rm0H1l?Qr5D!4r8Z>5AjCgWybroS1a-#9p14A2jPhDI~2kf3x{#bpH-E
zoZas4!Ui?`TxIE@-vRIU4tTG3fc_fv4>fg|U*Ru#$17M1=zIw{MdB4m=HGx~Y<Uak
zSFqnYAMN(@QL6K<J}Ealq4@yzFL&7jQS(di>u&%y7ZlzA@AU>)pErQ~3Up7b`4<pc
zN?&l#uK-`<?IGt^K)R0C<wZnZ0Hzt^J7ngciOKm^>6D(`N4wUm+^sQ#(GNG>^&CLW
zKc7Bpr;nPxB!Le%9>DuK;dBr*HO4^NXVu(~D3{ztOYk!Sdsupq0S$hp#@MHf{fF5D
zGio>6pr(T6Z;{#jEu2b1P3Iu{Xih{s2l+NcEUtD{nVI<HvdG+B2wfr3*BF`h77}0b
z5S6}{u6W4jbM^(U|5v?0`2RHjz}#jT{%G{YYi+(?PTUsy>D?y9^ik6{9p@gVr72wP
z=N_QXc6&%Do-8Szi%PDX??!y~Ct&OfpSz=SG9U1fDwZo8&hOC9z~`9N*_ZVHQEHaG
zByT+atKSzFRonvpY2&ZpkD9;j=zCWDa$TY9a&5K<zo;4eVXt?#Gt$oEntErl3;r;#
z=>-b)M^mjtlnvY)nE6TL;!Gz_XqWo@{EcU?JHP3w-+^C$39v<-OJ%X`C8R_Cx|e|c
zB52m}9q4cfbMJ{<k+Jk0R2{;rf8-ax2vW}f3lMJk&*FyG^Y`Noq%+STXV){^n4>Rd
z7c@DiB*M#J^M56v=C@#gH}FpS$A1e7-hfH>nAf}k<X3>hTfej845+FNL@Ul>zP0*a
z#X{~JR<11c4n*Bq91BF#v5>O<1@PG!$(f>i0S><VkJZ7@0B=BSZ{R8#DtH6wXsG55
z;J*S>#~HfgQCty@@|rPdu_XVmZo<Mn#C#vyg`<9OG!l-cm#PZ2^piU=jF)sf<=m`>
zaM!V_oA3bmgXa<N<Z}ytWX)$Oe%$yC0ew*$hl-lJ*gpFiOZ@Zs5hN4)IFtj#<IpMH
z`5@h1T<y<X5N@8rX)kj3Q_tU+vpW0#^*3-91>kLOAl>y-{s!=0fxat1?I{;`&kI2A
z!|oa;eM!`s?Isq^-y?rWhd^A-?#2b7^T+siF!A?AY>q-z?JvQvzk`hHaQ-_;Uxw@6
z!N;$GuyQZt531``%td?qIJ9)as3If5mk>x?ie<PB=YHt~a9@M;+bh^I3tm(yvi4=e
z@RZX{cYm0_aEcjYZY^xk7r@`bt}QPhy}_d51)#qGx@$(x-An8~5T)l2TT=Q;OGEOR
zmrEK*_h`$eqMBa-A*COsbM0%~{ak8VUVwK*qUsmm=U>1oWx{*Bfb=gw#S1`x0jBQ!
z_lIy;KMvHt0BrjOhz+~DIKV}t&H*|8UJ;C~vPngYqrhb`YzRfAn^_Hd126ZAC9gXI
ze*O(Ccd+dZ@U}Og($81?2GC!Do|Q@IU%+-5tB6CPE)ErG7vyF_LoI#X;N`oh^e2Cj
z9)AJt2WDZu%Dr8X`#f-xO^Q|h3JmcE_F*V*dILyJp!^LWzXIIp2KCHG+fzQSxF*Bu
z!qC)4FXtd!DC$n(rh9-5IcVq7Tr-LY{)f*mwZ`}dU@y=eb_MK3NA|ec+pcN2CHfTW
z-p10iw<-m(5C3B-Cw@t(nYOdHI{cRtY|*Ey^4stY-A7wqXZb&m{}}u?;zuNY3h|@H
z&wJM4w^LW{^KWGed(aa1K-}@nr|#?swZ+5EbP>P}UbrD`<#aWe|HDGF7eJ-oAAvvY
zq8{GHKi!R6%pW&@-tpMgOZHjTX5Okoo_Fq<#~VUj<xqxe7aDY?y$@I~ENR`iwU-;P
h?uE!&)Bkn$A@10v9@^NaX8_Xd{|9zIv}4gXAOP}a_Dlc(

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md
new file mode 100644
index 0000000000..cc71e69b34
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md
@@ -0,0 +1,73 @@
+# Conditional source-compatible admission argument
+
+**Complete first cold replay passed all required stages. Final committed-head replay/publication preflights remain separate gates.** This is a source-specific written argument, supported by exact finite computation. It is not a Lean theorem or an unconditional multiplier proof.
+
+## Statement and attribution
+
+Fix the canonical merged source commit `ec2780e8aeb1c88acaf5e9e470ef8c68e7fbbb6c` and final PR4610 payload SHA256 `cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`. Assume exactly the five generic framework contracts in selected PR4470's `certificates/selected-result.json`. Under those same contracts, the complete final PR4610 construction supports `κ=15108879/5000000000=.0030217758`, exceeding selected `.00302015` by `8129/5000000000=.0000016258`.
+
+This is Cao Yifan's existing construction and final compiler choice. The audit's new contribution is a closed independent verification and specialization chain. The candidate differs from selected PR4470 in its complete paid profile, not merely in the decimal enclosure of the selected root. No selected record is changed.
+
+## 1. Finite operator semantics and complete changed coverage
+
+`checks/frame.py` verifies each of the 480 signed actual warp events against its exact source/target binary subspaces, using the map declared for its operator. Negative occurrences use the inverse relation. This closes a condition that formal free-warp row reduction alone cannot check; a source-bound issue4571 mutation keeps an unchanged formal cancellation but fails physical frame transport.
+
+`checks/native.py` independently reconstructs all 72 finite native maps, binds all 20 changed maps, and checks all 180 actual signed frame classes in both orientations. It imports no retained Clifford compiler. Each exact phase-bearing circuit is compared on every Pauli generator and an exact Gaussian-dyadic state anchor. Equal conjugation on the full Pauli generators makes the discrepancy a scalar; equality on the nonzero anchor makes that scalar one. A phase-only mutation preserving the tableau is rejected. Thus binary rank equality is never used to discard absolute phase.
+
+All 408 actual helper roles are grouped by their actual ordered entrance/exit bases. `checks/all_helpers.py` independently checks all 17 endpoint pairs and 34 oriented classes, with both normalizer factors, actual positive Fourier rank and exact phase. No receipt's PASS status is proof. The selected source receipt supplies candidate normalizer coefficients for unchanged classes; those coefficients are freshly checked against the final bases. The separate lineage stage reconstructs the selected PR4470 bases through its exact patches and attributes 382 source-identical helpers plus 26 changed helpers; lineage is provenance, not a substitute for the fresh phase proof.
+
+Every final paid pair, including owned-center descents, must likewise have a candidate circuit verified against its actual ordered bases in both orientations. The complete paid-phase stage passed on every actual pair in the first cold replay; the master continues to require it on every complete execution. A 105-new-pair receipt alone is insufficient: the final emitted word has 2,855 distinct paid pairs per orientation. Candidate recipe generation can use the pinned source compiler, but acceptance must use the separate independent Clifford checker. Its frozen catalogue is data; its mathematical correctness does not depend on trusting generation.
+
+`checks/helpers.py` independently follows the complete chronological word over formal rational group-ring rows. All 632 persistent inputs are arbitrary, all 408 helpers are independent, and the owned center initially has its own arbitrary symbol. Every scalar contact has its actual frame, every paid edge its actual rank, and only the owned center may be cleared or overwritten. The completed endpoint is the required main shear and identity on every helper, with the owned center zero. This is a field-level free-group identity, stronger than testing one physical numerical input. It is not permission to erase a borrowed field.
+
+## 2. Quantified algebraic lift, without distributing tensor power over addition
+
+Let `V=Q(i)^(F2^9)`. For each positive f use the fixed column-to-axis shuffle J_f and define `Lift_f(A)=J_f A^(tensor f) J_f^-1`. For every additional spectator space S, append its identity operator. This fixes the generated frame and absolute-phase convention rather than asking an unrelated 9f-dimensional canonical-basis routine to make identical choices.
+
+Tensor power preserves composition, identity, inverse, transpose, adjoint and entrywise conjugation. A source identity `F_V K_j F_U^-1=M` therefore lifts as a **product** identity, including its phase. A signed occurrence -j uses the true phase-bearing inverse; no native homomorphism `K_G K_H=K_GH` is assumed. A source two-sided factorization `L C_r R` lifts to its two lifted monomials and `C_(rf)` after a fixed axis shuffle. Global phases occur once per column, not once per entire lifted array. The rank-zero normalizers remain phase-bearing monomials, even when the two factors are not inverse conjugates.
+
+The scalar endpoint uses a different argument. The completed formal row certificate is an equality over the rational group algebra of free invertible generators, with backward generators named separately. Substitute each generator by its lifted actual invertible operator. The group-algebra evaluation is additive and multiplicative, so the *same* ADD/SCALE/copy/clear algorithm has the asserted endpoint on every vector in `V_f tensor S`, including nonseparable arrays. This is not the false assertion that `Lift_f(A+B)=Lift_f(A)+Lift_f(B)`.
+
+The rank histogram consequently relabels r to rf algebraically. `checks/lift.py` supplies f=2,3 phase/shuffle and two-term arbitrary-state controls, including a counterexample showing a genuine one-column relation need not survive tensor substitution. These fixtures corroborate the displayed quantified proof; they do not establish it by extrapolation or price a physical implementation.
+
+## 3. Specialization of the selected generic realization contract
+
+The selected assumptions concern a generic fixed finite template, rather than only one numerical list of charts. The source `notes/general-clifford-frames.tex` supplies two-sided monomial normal form for arbitrary nested frames; the source PR4359 and PR4416 reviews retain complete whole-job normalization, fixed-route and finite-template contracts. The final catalogue must be shown to belong to that same class, with no new primitive or stronger oracle.
+
+The specialization checker/proof must bind every actual borrowed climb, owned-center transport, signed warp, helper residual and scalar instruction to that class. Every actual new monomial must have an invertible binary affine address map and fixed Z4 quadratic phase, with its tensor/spectator extension. It must charge scalar decomposition, address/phase movement, storage and return, not merely label a rank zero. A constant bound on finite primitive records is not a claim of constant literal tape time at arbitrary f. The original selected physical movement/precision assumptions remain the source of those uniform tariffs.
+
+The detailed source-bound implication is [SPECIALIZATION.md](SPECIALIZATION.md), with executable class/decomposition/tariff checks in `checks/specialization.py`. Gaussian row elimination uses at most 72 XOR additions and eight swaps; expressing each swap as three XORs gives 96 address operations. At most nine translations, 27 unit linear phases, 36 quadratic controlled signs and three global unit phases yield 171 retained primitive records per monomial, or 342 for two adapters, within the retained 1000-record allowance. This is a record-count comparison in the selected physical tariff unit, not 1000 literal tape instructions at arbitrary f. Full dirty-control restoration, descriptor work and actual f-dependent movement retain their source charge. The new expanded template substitutes its own W,P,O,R,G,N into the selected stock/precision bounds. The ideal algebraic identities quantify over every positive f. Physical cost specialization retains the source domain: f<=p, address bound A=O(p), K/log p tending to infinity and the superpolynomial record fiber; in the actual layer f<=e<=floor(b_in^epsilon) and p=6*b_in eventually. It does not extrapolate that physical asymptotic tariff to arbitrary unrelated choices of f,p or record geometry. A claim with a new candidate-specific physical implementation premise would not prove the statement above.
+
+## 4. Complete productive and paid invoice
+
+The independent literal census first derives all local costs from actual chronological events and all helper target ranks from strict endpoints. It then independently emits and checks the p16 controller schedule and its scalar boundary programs. Its complete totals are 18 FULL calls, 15 paid thin query shears and 15 complete idle windows, plus diagonal main targets. No removed stage retains productive credit.
+
+The local paid profile is `{1:2201,2:412,3:510,4:127,5:40,8:8}`. The helper targets are `{4:28,7:7,8:47,9:326}`. Every one of the eight owned rank-eight center jobs remains paid without productive input credit. Complete controller totals are 64,404 paid calls, 10,928 productive fields, target rank mass 239,886, paid rank mass 239,134 and surplus 752.
+
+The scalar/native-route allowance is derived from actual events and boundary lengths. The fixed local routing groups count all 3,298 local paid jobs, two boundaries for 408 helpers, 240 native warp occurrences and 448 main adapters. Whole-job and normalizer movement is charged under the retained finite record tariff and physical execution contract. Controller-level scalar bounds remain finite fixed constants before input growth; none is an unbounded-cost operation declared free.
+
+Omitting a center, climb, query, idle, FULL or scalar normalizer changes or invalidates the independent census. These mutations test the semantics, not only a digest match. The arithmetic stage derives the paid difference against selected PR4470, verifies that the productive profile is the same, and verifies the old selected profile fails at the candidate κ.
+
+## 5. Charged completion, finite compiler and outer transfer
+
+Two independent standard-library directed interval engines recompute moments and source inequalities from the freshly derived invoice. One uses integer fixed-point atanh/log and exponential series; the other uses directed rational enclosures with a different scale and truncation. Acceptance does not inherit an author's numerical PASS flag.
+
+The unchanged final raw crossing lies in `(.00302177587077,.00302177587078)`. Admission uses the lower tested saving `.00302177581`, strictly above the claim `.0030217758`. At tensor power 1024 with cutoff 20, productive completion floor 21, tail offset 1/5 and reserve `10^-11`, the check proves alpha below `1-10^-11`, both paid and target-completion tails below `97/100`, and complete normalized cost
+
+`1/(1+1024*10^-11)+4/2^32 < 1`.
+
+The added target-completion bill is included. The old `10^-9` reserve fails at this tested saving and is explicitly rejected. Separation `20^64<21^63`, shifted exit capacity, the retained logarithmic majorant and initial range are checked. With outer strict gap `1/700000000000`, the sufficient integer test succeeds at j=55099, H=38,569,300,000,000,000, N=`2^H`; the preceding point on that test grid fails. No expanded uniform word is materialized and no algorithmic minimality beyond that particular sufficient grid is claimed.
+
+The retained ordinary BIT saving .0034 exceeds the required effective saving. Its source implementation is inherited with its selected coverage, not newly proved by a complex arithmetic test. The final parameters independently satisfy all nine outer cost rows, all 54 strict predicates and all four functional predicates. Closed uniform/epsilon endpoints, insufficient BIT and unfunded target mutations fail. The historical a/(1+a) formula is not used as a universal transfer.
+
+## 6. Same premises, finite envelopes and limits
+
+The source selected PR4470 review explicitly permits a new fixed finite scalar/route/storage/normalizer envelope and forbids reusing an old p3 numerical cap. The PR4359/4416 completed-child precision recurrence and symbolic fixed-template envelope provide the inherited form; its constants must be updated to the actual expanded template before multiplication input growth. Source-specific Gaussian conditioning, stock, prime avoidance and exact integer recovery remain in the same selected analytic/physical framework.
+
+Thus the conditional conclusion requires the finite source semantics, actual class membership, chronological product/completion/splitting and complete invoice verified above. It does not require inventing a new primitive for final helper charts. Conversely finite replays alone do not prove uniform physical realization, a usable practical cutoff, numerical implementation stability or the analytic integer-recovery theorem. Those are precisely the selected conditions, copied without relaxation into CLAIM.json.
+
+The master preauthenticates every external working file before executing a checker module and rechecks every read and final source stability. It has no historical Git-blob fallback hiding a working mutation. Canonical ancestry is checked separately, and a temporary live-file corruption must fail. Mathematical mutations recompute changed objects rather than weakening their expected hashes. A publication preflight must still establish committed bytes and source-history availability after root commits the completed package.
+
+## Credit and review status
+
+Credit Cao Yifan's PR4610, Cinna Davis's selected PR4470 and cumulative native/controller work, Dugongue's transported and physical interfaces, zxv's native/compiler lineage, Jacob Alan Sussman's mixed-target flow, the ordinary BIT contributors and all geometry, Clifford, semantic precision and outer-source authors. New independent integration/checks use substantial OpenAI Codex assistance, Apache-2.0. No independent human or formal-kernel acceptance is claimed.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/NATIVE.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..0910f74138decf498e7fc445cc2daff4390169d6
GIT binary patch
literal 35042
zcmX6@Wk8eP+a{Ed2I=l@BqSA;4gu-z?uOAJIXVPEq@)|9M#tz-Lb^qIFa~U}cfbF;
zZ~O3^^E~I==Q>y1j7d0X|NSs9PkW~`=#?^RJNvZItNa8If-*Ap0S^AG*Ux;)pGR>F
z2q?EG6ORA;m&5ybp2=i{mS?ZByl2I*!%$L?b67Pse1CQK7WgIq5Auo8V-s;u&<BF=
zY;7VDxyZd~WZ2W}5%$y3HIf#w=z+Wn4|@O_h9Mg~K;g*q_&(&#ZEgS~DEx^L(TsSK
z??LY50x!bu4j-?hi^K08!^7?l?)w%W5XH#H<EB0Y^bscCi@f_SpDp(Y4SzyBAQ(?B
zkm2`G%5Ws`Y|(<?{<`>nXG4(jY40(&57KY}x`&1L!0*nEl!_QbU{@CMGV<j>B=mMH
z9C7)y)`83ofggjzLy^aoVfS}1m=+QNCXx?@KUKnJkw@_sVaQc2!Nb1Iu<JcoIC71s
zxTw}3{C1J|{_<L|_-RW}{)^2WVrUEAfxNq%B)SNHy0789JqFwZkGAfi4jqV_gB_rJ
z81nelW5X;^M*bFwI5@6B;#=J#ERYa561G*0?Ck4>&vwjeosRVZ0>i??5O>Fn%Hem6
zeekQjtxW*(wi0;J2fr-#=!4D5Ur`o!%p!*^!h&HtYe&fYu?x9S<P%WqesMOAc)6j-
z{SI0xU?EE?53o0R_?NE5*q~*BT!I{TfWm$k%l&0BpKO@jzgKvKuc2mzo|#zRAsn6{
zSC7||clQMWTYd1m+YQ(j@(#GARb-JkTU<PkT7rZNIS_meUc41{y$stzbR%xU!;sTJ
z)H2<|iTZkwcjs_<(7&U;M~Zt^WRKA1)7C6<DBuEwyeC3V0_72ir@e4Qu<cgZ<5c*=
z-Hr!i7~lrFe2IW>h27mf6<Ek2?uIIXC)X;-2kfVljSfaokX$tCo6m<N7>j0?W<9oK
z`^x%|mpi!@$U6Cu&Ay_Mqpe5ywa4SmNO<u576^WPZ+3rERRMuYAtohe`)*E<m%BR`
z@`y7Fc|iYstUQ89{t>z{+Xs?_#m9$-u*%7TD%hWP!h^%o<pHmKz<{uuzP_+O$os|X
z0!V08SSa%P+9>=f9AtWdwEflh^w@n77M%iL+(KZK?@us>L*PfS>)Z=@*8Q^p#?5f#
z*{nt6a5(gO3xL{<v&y5#+p(iQ*fD7+7Pv$H@owjy;AySfqDVff_yCT4rTqjQ12Tpq
z#;)aWcH)blo+dAlD~$P&W7Vh2>xS^NGdMC7)=>;XLV-^W;rIWr!vc{Wee~@|nXpMw
zy-hi?om{PkJ9vOR5^}$BkJ#*!X^;;?TzbqtyMH?CxCje^9jL@yLSr9!xb^fMTjv5x
zNEEF`@thG?wm<goI4z#W4CEhk9q2Rz7cUFo57sf~G{+^~qXt@sZQUP?ms~bpMHL|H
zN!DEgQo@UTH^l-Mw>3)7Dy|MD$Kc^T0OXm6MP9~aF(drA0SUd1KY|@~Ag`8_jxCBC
z(mb{Rh|9IL$CIu5(3+s9Z25JzFvQbZ1JQ<soNU1nc6-AmbUMCxv+pM_*H&m)cTx}X
zJeLv(2)-F2nsvB5Ll&5?3x)Nn$q+#L8K2-5Pj~Y2TWP4X8A=%}cO}o;FkpZT4!&0i
zx{sI@WK7s?u)T5!B@XA}yVtUq0B!+b*QjT3zQ}uC9PA;twzdFp_0JB@eGtgTA`=nf
z$}b#hfqaZVxjG<0o(&KoZw(kWz(Dt&?fFk0bP(xhS852-KAA2hx{VRI0bxU*Si~#o
zqw>aEH4S5UX_+70buZvA1_@_S(0xCL=Iw)C_e6zNcX8%fnBbZjl(kl#SW~V`?ssvE
zjP)*ej4!<(eE~zd$G-ZDf|nezDpopyg%|Oqx>RYaC1qcx1S+LguCB28K=H2^FG_0e
zPKTG(FREv&?z@jymp_NH_p@>ef%3Y!o~{;8;sQQKNyam;pqmYnNrOrXl2|;P#_tJo
zy_*xPtn;Wi;!dbEud*@e>Itotodt)K-SDEuGN~Dt${(^Kz60}nz1wqH8qywC-S59H
zl3aw)nFomMF5cd)rX-Q?Py)Z2w|Ltn15z7`SLZllaIN0v5!ZuHe;R{NSA~+tPu*(3
zr(&L3{&aP=-14SDj?FS?B#j2Pb-H2K)4LrD1Ia`{#&eN~%#2%7kbqWC<g!k90E{@y
z%Wt@kO8cXHp9W4AX+-HiyGK!qOT-r=?)N>V1>T)l+ns{DW`?Sdr20>{>SlkQiA2g^
zrO|r2%sY_c?pw@yG(+U<pNlYoO0S1Ldn7d<tkxPlB<wFw6Wn)kpA<KhP+nOscmTEh
z?$lH-;s$dP@_!!vb<Y4nuCqK<cd0mVr}F+KR*p+g&(lYL>?-AcVPDy^B(HIwn--u8
zCpQ11&Pu(>CXyf%f9uZF+;Im9(qf@(>Dudg7q=f!26J<2`)tExmQ_en!;Ze8*8ITU
zw{_n_i>nLO?WtH^*p9<a>T8OJy(gXM?1E`W_;79Hup55iU!8coeWPF$tj&%-Yt|X}
zb+?KKkVyOJ@it$(z2iOK=^2*6W4*Tc$x{L4L>i9PO+SB-U_tXRdn*t2kO6jB>qqQu
zEYDz|6(-VQ7@*kVGURlA5;ghHgpU@jiR*KAxfk=N)MvKF*#qCAwLB*vQhd$#IzbH-
zTSBr#prdqg$r5$0f>{HsXs%4qhr20lai2lXI1#qN+=O?5R7J3fz@|X*nuaAoR?A5)
zfT{P3J=gVk?x>oKAkXX(qua6Dh@;?7W~sG7?{j~h<$QX|Ikl4kVVZV^MIg|agjknn
z;~}EDM5d&}&#uzUKVJyT(BbY{<cb>6Z&9n@SDj_&bR1Cr;_K5-WUZgVM=P&6U9}D5
zZ3B3&1!SN%EYN?RSgi{$OKi)q%`8E{I<BLw59n2cxVSykf-ziaR}HE{aa_J{X|QCD
z_eOVj6R&P$j+dL%pUC{TBPFXFeuL&q{MqM79A6?9So9+H>4kIi@K`(#|7CdN8ok6l
ze&}MvW0Yjf*xJS>^RXB0c7(Y4U#IZcFbN}d3KL*IoZ(QJEy<1kg4+t;={zMTV7W8c
zsgY~o%Y4TjcRJSOkGzYP<dTMiv$VN#0?F<PQveS%lc^h5S4!si-Dn^<o=(WIc<@C}
z00f{T7h_j)@ZXz`a!0#|PKKDX&~kiLSF^R1Mc`eX0d_^c%DTmRf02|aiWRIWgM7p9
z8n>#E_hG^bmu9%TrCn6dfqm@(zo8I3sgxjZiFHx}mcF-yn>_AwR~*|1hjnVj({aSl
zo0Bb<8Y>d=j!6u=a&$YedMzHRzISgB1-s$BZ>g!SqTh-;(Cz1<Z*97B?DSS2&wI6N
z;8S&m|58<k;wnj$n5#}<*%p7rOh>=vh9}9-VWPUzTeMCChiowB@+(tMV7LJeD?dB)
zZ@b%Z4R+C5RZP`a#<)I4j2`ltPR)C-h=RA%UG#-%b(9HHt9X>-bl$cX-5V0+{cf+%
zUQBUg%)0C#cZBgb710tO8Jnx1Rs+W2&6cjRpSs4|CpO<F&_5)J=c{=i_Ot@~6>MTr
zZ$nq5_rdO?qLeiIk}L|~ZEA^FZ-_BIZPrI;sVWwTVYkOoSq|eTOSg+j)<{j*{3<i}
z@U1;xd^B^g>@w|TdtRLvP;2MC&WiUJ!0Q)^Z@aY}3s~eZEee+&%4ySS=Ea9pTf2GA
z=7x^2ZV*LI^qpL6<J?(kl$HdaTa5>4?0>Hf@Dlwt;1_#JzID;tcqfwX`qh+_Ao+YH
zAi~?7ZLENmI(>UhKX>~{4EOwS573&o80iUYb0dM_ocDHO1Yl{lOShBh6LzXKONdcX
z*w&X1t)>tyiy0&ld7Xs>6X~zB3E|3MNAly(D`RvNnsxi1cjDmVobDqOFr>{%E|PFJ
z0Vk%zt98)<BO#~EjYM)?5GsLwjN@NayOuMsvH0oXwk|X~>`q#K6FtRvr)?A%@4yu#
zNe7P-Pmh`K!Kd#S*ZhY(p`<H+4%bRtqU<I!al+F+pZ{s8Q=dY^3$~4HUZK0(;AfkE
zx_nrP{m444LW<gJJLdHRX<N1!0=rvZVl3O+-Bkf^u^qfQ0p&r9)Jrqpj=HH$nyx9b
z#^Tf0B5Q4YVlHsrtkoDH=5^XZFUfpa?iix1)#x`=>8loBHo05iF9B$*b_c{Wr!gIQ
zPB)yKX=Q%THD6knb7jf9@j<Mb=rQIP1jDgHeq0HD^d$qoYxaX>zAv)dlFaB#cjf4<
zd@sT_z{-9X!5<xIBbBLkDe%Y&81vqr>ZY3nuiBovPJzd9b7HhT$@-sNIxP#JuYYpZ
zdTyy;?r?#f_>@FBo{vE&-RN5qH1coNUp17*_TABT9(Pjc>9xu8gDSQ2tLBOY?;qJp
zL@R@orz0xk&jWuPl<I9gTE(#@Sbx9c;Yy8f&HQQdU6O8DTZAc*1Wdm%o*_LmcApdb
zg5+*9kzX$J#30_pdbCZv0Wxn1zhnT@@852IOAe$A8ZSg}msLwSuH3Q&<djci4qZSX
zcrLP|M(|e$%zY`{rWuADIf6-cT70nn=5DeaW^TC*IAD3hJ|!pV$h{>$|AN4|pyF|(
zxxGq~UE^S8w5o_(UwzXuEdzClZ<+dy*oyUgvc=7A3QHll4!S;wf4MPpTv~dSXS7jh
z;><{9wa_<jo4(z)(wSCB+c?WsOA+V3XfeMPdYhj%%yt!#<gWQwG(U3K-i<>ygNk%L
zAqtN0A6ycuemg}Jb)QL!-i>$8U(iY>?({Wl!ZT$<m@SDmSXpbXKx;sQG;<hp)N5?$
zIqW5yTw_Cs0x4!xcT8*)+;PgG<(}R;jA6=z>vHIMfaeSobGuit!@Gex;_f^|#?zs$
zXXbyi53I-Iol7axX{sN}6%VIv&%9g*;N@>pvwv*LkP<n1lxpbi9^pS4%u==I`-)MM
z>cJB^>hKVn^{-nCtU-}EqO1PoFVT5q*<@w{PUgdU*8!vcET~dBtv*`mQ(sAMkW~08
z70TJmqkBoX-9=i%UH`MC(l6rZ?+{w8*5OlPc<8>caZJ&vWN!_2d-O|NDy4M-ee6Ji
z_gBn>_5fTCOzG!TU(71M6tX4b?m1cFC%+;c-LP~Omyu#kCfVSB2ZQMN=H|Z(5DK)U
zJc{gMz5FejA0*=7V;;nfB4ZJtylBwDU!y{Y#XY=X&GIn+5_v$<=UEM483;QtbU=fc
zY`8Sy=OhMQl;JCRoxbUd(o(9lwUV-~ZF6jjb+dP=+(&KKh0z0rS0rusk9o7du|IG*
z)IW~2OCNd`h=A&~@e_)SsTn1ffmi(|MJE!Vq#8G!JQQ=h(AXJ)ck57*{4uG*JM%Rr
zgC&zsk>?E?MMl}Z!w?&*v3yw57dkl@kBcgoZ;v`YaceL}*VP<y_&6>Yfy<24jG`y!
zotSh0B~bF!Z%s2l4nmlT5Ob2HnZv?fq0DqjyLpo5(KZUfV?UGmdKHIM<ny7bR!Yt0
zuh}8-Y32iZTUVY!|2l%7g+rw*Fm9f_oTZZrVz0(ib?xU~HrT$$3Q0TZFJD|!4JGFE
z*6@z8kb^#8SN8<`k>)Gz?+3G^fHsu;jGke6vq(7%isMidckYy)tbF<0QFKS(4qJc*
zZNLR^?D;H5)R9cC(nGHMWWg$c@WPE!J5iqEMB<3)$ZYV1ByZyT7Kgn{7xtOE%e&Oj
z?~u-h1qz-fW3X0Y!86&H);kP=EcwdkDYi;%Fs0@`k_=|tBBh+|9gd!c4j!)GGg5&U
z<8T9pOIdfciXN@1UqQtutnzc;cbK6a-YK!ctIeAqPO|UT`PKIUWGII7NnxG64W7f)
zJ}I0}JRGsE=~Xl77XHVwyZ{JkT6QHA<7z50+wt|$*#tIXZ(1+TfTqr$OMcw>fk~*i
zX;kG_*BUrACaGP3%dC#0^<pQpS~#6p{HCKaT8O13vvTTO?XLX1o{6#_qwoc37+wAu
zk#LiSoj(un+rW{g%puN$%hwh8D}>(9pWhM_zg|LAa(5-zvUI}q8c&4XeJt1tR4$y-
z@l`J0;krvt>K*{lUle`@N7+3~hs9rltk$|E##3I&cDXzzA3XePX>;211P;-{lnl@<
zGE?P1S?lkFNY;PpSU2Gm;hgidb1Dk4G#Q9z(oMsrf268_wAh>Y|7g6v-gtFsmfDkh
zqI`Nan8MwNYl(69!%79?&Nfn3B!VQ!?1M8)f<!soSc~3Sv-9ZP%nx5!DgB12d{sH9
zWT5fbk8@+=N%&5iasH}llHW3~N?9ZiAH)~UN-dK&Sd=o5Hf~>_?9fk}!oycMlK<k;
zY?K~O_>RMl-#u4_&P{O$?K%x0H?)2$+S&xR6uAq<8nZcK=Ct#arwsAM!eo&SzbEWZ
z>yxv1Uk9>x{;1RGp38uL7mfI{(_D^_Vp$8^HZyYGj!ePj_+{WO7_w|BU&v3cnwt=?
zKl{%^PWMUKI^zzZqpoHGqgQclH}zH}WsQ=?|5^=*<$p0zKUc>-o$c~6?l3f0yzhFM
z3(cv%rrAK!%&}#fCAX%WU!v~giq4wix~n2bCOA5W2E4xqS2?sovF(n?cY!}6mYaVa
z*^sxexA_?~)l1c%0o0$VTr|4H9zv4+XcM<K%&nVL?|x9<m0)(LSZ4(4ufg-!GL%UR
z+&fT69<goScRFoVkbryGO)k;aJ}|g@_#+rjHC7%{0Hy%)xKAW8m3ud?r|#s<e!LI3
zktlZKU=vo6*&g<g>6x~DL0Zt3udZUP?Ag-L9iY-u+A!!pXeAl0K7M<ZveEpbin#i`
zW|+Sf{56`r!?)QRutI-Nz5Gi{Qac0}MV4nLb_Ez<S9Kdcjgr2!WrdL=5q|~TOaIEz
z-HZsd#(yjR;0sq=r|_BoYOKJhCJdpPrQARd9EV~6zW?P&0`HQL{nR4f&~5x#`In)1
z<n!OBDCWd-xo;Oz60=c<jfL{|{*@hvgv|7r#^vhMj9W$vm4Thl_L-r*mAf3Dad**M
zFo-Vr@-c?3{x<e+GGXnv8-`}Ct2OneW}1`I98%JNHqL))XH|s6j`Z85xt<dUN~d+{
zn%@?Hb6F}A4_Hkeeg1rZb+X)Bdm-XQ!4Ph_Oj3{ZsS&w5H@2}rZ<#BFQ)a9V_dM|J
z(~?BQ%Rore@n83idg-c<+cyU}iZfoHeZTkz&R;DA+pA}UXA?acWrx(4u3tmjUIf{$
zdKUVvUYZ${j4&juV>6m{W(ayfq1}EYy6aMtaf}v9oxg_As*4rSyAaE=N4Y0lsLK6$
z{P%;%oh25$MwCi>)hehnRV0+$83I4n+B4kR6LiaFG&ijo`=Ayv{kw%-;wu()Wgnf!
zUHMZ_?gOtBIt09K?4*3y?m4knw0EK(^rMV3gSqt01Lj0el9%DB!MhNzEXLH!)MhVj
z2EBv$g+yQ8&#(c^#kXOmM+J@?U*g~UC|)(r@)6F5x`?r6gqE{O9ESDcX?y9t=zlC{
zC<zbqueA*hMfgqO0FZZJ*Pr}ot}A<#JTCHO8QSNVG&er)&M`;l0;)_-PB~JKmzG}F
z;y<c5;=9I>O~gR_N?e806uHPIfY9P+1~G(Mrj<6G!&aC}mHBl7w?F{p5n()8faJ}w
z%6h5(clD%C-c?zzuqRfh>aCuXq~`y&_68cCIRw^8f9~Ab(;$!^@OzCa<n@pSY86-2
z-M{Xt*6Lm!ti0#A5)=*nqr1?-Z;Ushr-Toezjjh^fXLw@?@H@ruD`jOMIuv&2kGb2
zK`j-E#~wUDSN;>F+%vBw`7P)8`Hg+yAQ@cX*8!Z=k(U*H{J=9vi2c5B8R-2!)9((y
zc30Z7lcefjSD#Z_D<9ltyS*|m(|>n7kLZm$!}#_7_nXkxE+@YzGV531ZYEL&yyWG{
z@RNJiZwQVw-2JZ(%U^9`wkXCot1m)ym~0-_h|2mJ(!{#k^`s)_A5<JKJd6+M%DY@l
z4{oS^OhmK~^o+>>;?F=GnS2FN&Z~3XZDJ`OEEz0y!`!S85-14|W9UEKjo6}^7*UPU
zn%o~%$ckOeZP$h2iP!>tU4F-_*qU({YJ?tWehS|wRfL@rudTKIqpra<P?afAPyVDn
zY|5B<CGe`!ygXydSX)Q-&V`rXt4R&I@hOa3iqJe`Y~KspW}nJBb1Y!r%jO1mq~j{<
zQAg0hy0O7Sg!Obbx>w>e4L%mpX(ZsQ7V&9sl7?)Xw4)#*js8T{c3fbtbnYEo8LGiV
zHok|kO8xWiGYEfV^7zFrcV9>de^pqZa!Bx2il;>OR#M9H_gVy|y(89@an`WZ(LYkc
z5<tcOR;^{~!luVv2{lF@VkYvuL-;IR^KJRBV-wY{k*$n|Ve$9t7mhaVt|wRKNk%m#
z0q8$t3LF_DSGgxVF!B``Mu?==9y!t~pNp{cJx<;X{FOO?6%BuTmd9T%N5s}5lU_PV
zPUO(EDes5#PAYh0=u7&?V7o+z?E1*{`=m3UIi>`lC00w6!`h=WIt@=WOTa=ArUro~
zPv!*J9+IWUk)2Yt{wt2O?*{MV=Z+Nt<=>*1++W|U{xGilJ{|%d7~iUfh?-^GnJvvS
zx<*aXs#g~Yj`)1ct4o1pz1B?{(!3y@X3?hD&*vFcuU9fYcv!31Jg4CCL=i3VbA{t5
z8znlju^%_)<=91Bz0xgV{7_XpzE8@*<*L<mze^t}5|YcqCLX<k0x$7)VP{f$eBC%k
z0z4oR(f0{PpLQLsChe~Dm5f?+%N#fc8W35S0_gp!lfHvs6oBPr%h-ypBB%-q9tOE5
z0&*0Vb4VT0XP$d{Fx|~Q?+btZ-2f4I*-ehtm!VO^*1@xGz{I$YV>ib%cD1N~F{u|;
z5eu1+^(klL%vU+Id96nWRu?JA=;UUV32T$ij9MQ~cq8HzNimFO8eE7+vl@p>IgVq{
zA&zqi_Q83nkh?CIjr1Px1Mq~WdvrGNN;!yNlxaLKe@m{3`eK`US5Ho*7_u?N-Jjgd
zg$wXPg+FnUy3Ju+OJkLUPm`XwJH#h@Sab3P&0&B8wD|arH+<0NiB&S2!OF)Pr~wRy
znxv%|3ndvy$J}~%vNkJY<};wVEk+#4oTjd>6zn2uUwCrFldPz6bR4qR>$gS=+Uq|C
zlZ_2u^}iqAX&y+}WA<97&`>@Gd?0pPVbE%3JrNuWmIxJ*v~L+6a-(Q@Q7PiX3CCI<
zbIbYv8IN`X2is(ZugWB`$~uTFHX*ZrOopT4OIri}dUev_!^>y3FxCmn$jDxJirF&$
z8mJA>ik7*gI*twkEV6{R9~?F+Rq~N4yJQN?YuXRTh3rp1r#mw`V`=;c(|x|^U0+!;
z%#XZuqUMSbwvypaHW82+Tp=Aj7!?}zg}qKYPo-3NG*$xatrJB(c#8kqV^*Lgf>M-E
zI&KdP%l?ROm*8T(86VL5UaBL)_GoX{{A}ASw|4;2k+H_7jSOv}AHC*CP1uw2biFF%
z&%k{&^Kw0kQcti^5219vxV9o<8^`|qL~9k!d`3^Ww3%TAZkso+H^3uaEm*8=clC?P
zeduPuYb1KDQt&=V!mRf|r0ebf&VBFifWKGz_uUw)wW}feD9j5feL6Qetfh?2Dth;=
z!9{%?UXUZD#C<`NEA<$aQuean6usul^st2PHu!ht;p6w@KSA5f!xJAf@>$s>^VK<E
zsZ{u8AAHXz_ifn+EA2$S5B5D2LAA)A*z*oU$r+AVLCxkR>^5YzLGI8_M2lH&;G+A`
z-A^z*t*M6^tqk{&q<5Z7Il)^{D8!qH+LtmS9x&LRM*wG&s$vT;<su5|l-0cFKHhVM
z1U|dpER#IP;aF7{-^!nMcQ}$?4aF8$tPV9hsg@}c2L|N`w;WBnqABz(bu@BkQs8N4
zlP){Sg<x?JT~RNMGr|Q2YYh?}_kQav9%gMT%C>4859&JqP!-l=+29>B_ve&r@!g^h
zqk?lYb?@5Bih<vJi|Pr7#P9d@xeejlXH1kq*z{5f7Vf=d8M<%dwKNY#c<@5ac@$N9
ze&(vm2xrfUWAXB9;I<kET_1Z59bHn@9)S1L)!s#gMDzRzM?}gVN!YOusunqoFdCw{
zWxhz$DA*6wK#z9(x+;}ZoaL&ElNewu=rueVzy5PcvPqq9HrY;zk8D!5DH&S*tYqX-
z(ip*~Xuq8Gyph1VDm*1sp`v`LnX5i`ha)EIC=f_KzS;l13i(dx6%lKO0<EpIg)F1y
zo9^0Nj+Zd@FVLjrV#jCVpm#y&mH3FXr`yyuK~0qRx6JG<gywl_GLs)SzIK+7%<U=o
zGVpbsAiMcDj4t%<Dwbwi>PCH^4O0z=S?ngXKlSyr=Tw`JzdZDbFEX=(!!p~xtG^sL
zSrPZpe>AOje)mOX*N3~_cu~(#el3w<Ay2F*Yn0+S{njfXJ8K%smexTjr(|f!a2Mn-
zu1M*{2YxkX9cZje#YEf<i#PXhf$oA%)Ei{L(4#f*n%)jnT_~R^s93esnd8WJFawFW
zA=LM|C!`u|S>^hXOmNTd^`6K{od#CXG_tJP=R*t|6caB17iNs+K`2`Ck{BH*MAaps
zrDAN<bsuhjUxX)KWZ=RjDyOU;7}5;@(Jx9{F~pCNZWEt@BIUc^t{xr+ZDlIw`11Y9
z1s&=-9(gtf(asM9!KP7>Z4yE13|iJ9N{~BCh6a5|$Oi_Se<8HWfZ|unHmV^+&t?*d
zeEqcdKZVh8pA57%NN5S<mi0=<9hiwWet*d^FjDQ87nu?@z;0{PtV92Nui^By=03eL
zc>B|CkN0HUV(t1XiYmg#cP+Un)veA(1|Hzcb2ewQp)qxxFvXz1q^Hzy+5wo;K7?d@
zG>X7Q=RKujU;}6uP3RXDy15F}=1JA>2_=R0OOL64x#1=mwJk2=^>oVR92$IE$&Y;C
zJo6aL6Ov;XrC`kui1iYwc|U_=qa5Jj&a?rTzGsk1EGP)ZktJ;k_b<u3mKDl20|waV
z&SIzsbJ|%o-1WXUVm7S~n=Tq5nsk02?Bp{}K-DR8<{|Q_?90L-x4VB~J6np%9wv`C
zh4`I@Q(^BaO%b<KGPg&%PxHIin-v^Mkl#(_q^eLhqZwGTYqJ>D`nm0xiLkbaP<QF@
zTc$;skzcmBo2tRAR$e6xC&|e$)KmWfD@Jl}Y%ptbcyyDX{zS+JDw{58!m{p$?Is1<
zCDOU1*c+O|*YY_##(0mi_WW9}r@Ga1bPT8_Kzm#PDPU1XVuIGOYw;R)9;aDI(Fwz{
zJt48nO%K=xa>ur~wkw1UxeHicLm{CiYA;PrmyJlxJSI^$iD4i5)~CozCc-5m*Va3q
z2aQ`Qen=Tl_aXwzQo0u6THndw*EZ%tLOw+QVDi945{N@xrq!?5e2}&zk)Y0UA=5Q>
zQ<yexL9$wVVXMhv^FoH8tiM6X7&s-zrwlCFtrx3xG>ShFo+_;M5Z8UsT;i?qwNX${
zN1IwY3eGH<o%T;!4gSjH@wQ5GyQD%m*t0o|8(*3^UB#9(D2xS8OG2%?ous{uCwn=Q
znzX*~?BD=1b@KT6Z1-yc{z<MeyxeS)-}~f$(>_^RVLlKH*;5OgO!IjPTC}O>W+za&
zC^{EFv{Yc(gp#O|zS#E)?a3^V*&MMEC6HqW3PXDd%Rqu8{N2CeS+k-X&_RB65Ro<i
znXr{T&{KMO!7c6U=%Lf@TUzH*>j{PYOze-xg(eZq4?oJ9+5`>M=G`Yl(_E5<5@i6E
zL(ved5A1XLMz}3=*#FUzb6tG4>yNg#0W6{w<1O0zL3Hv6(kg?_^S)nr1*);W<3CqD
z7rq8dBFhJ!<YeI?b-=H@m=EO)zF1<bXLto>(=#5`-GwC#uACRqM)%TA)od?ORSn`x
z9`an>x*l9{rSQ>2)kwE?0Ap(Kvwb&PMi0nQy;Dnx(zfLm(@S>BPA0R!l1*10L5xnA
zmC~A3tIJ!X>K_)2NWH9B!qt?oQEyRhriTEjDtYie!7ag?{QMD@j+e!_hRId#oo-?D
zmB@Y4k1f2!0om#zyVyd8yDG=}dz{}4Ye6!hi*{J}IfjCIs-GJM#BZf<eQ<IgPBNDp
zLXUEuohmVa&pA*>gm&>~$*;dEdt2Up2BLi-sx+(<(vtFN5Kz>Z&KH>+@9Z<@0H|RU
zI+*`3)c^Uky<_i}GDE1S!E3w@%M~N4-h4=XuDH!3DAv~8?qS1L*hmH|iQirT(+EME
z)bi=f>jQ;NwTXM4pt`j1*ME_GInVR{UE$}^Q$jble>`N4ogDm&D^tG=ycd%os&h^Y
zH#^r*o)%XVD+Q1UzE<1F{zpF3jJ5~mZ4}P;;zT98u4eUKSl8muAjN1wP0hWP&qONv
zh7=y)q`FYTMq_bX^D$=bw@{UDJGV9b5+l9grr{Fr%1+lBuznq7XVOHn6Hn}9m%dT$
zp!W}Lkw{X?fyp$8VNEaz;f8#xE#Z$euly7EU;flWDn&!w=`jO-o^X1hX!~PNdUAN+
ztQ>=APjcHmaC35Uprh9R6CIV^p5h}d{O!>5UBF*?-3$CcA_Q-UcU_rbdJ@eSe<Zl{
z<i-B{sdTRu>=;ULqHNnxadt1e2K_INIeCkUW85kwHeU{=&6sy|%~UKtes0)}d{3w*
zOK#5Em7Fv!-RH1qAmyINN#{+rlFi6Fnb)kzD1m)Sq=MI6A;}f?9Z{k)r=Mw=bK3iC
zTeCv!iKj)gzp`44Sa5=9{(>VHe1QI86KqE-0Ec^0>+HS1`5H=1dw)cpj&%+vEd3~t
zrc33r7z6ZnyXW~hIWVUsTf6Zzr^U%;e9v$n-OX{LyRmTX_1y94_d~tBuCRA=4=V7G
z4s5#W!uYKsb;vrcNu=(`eU_x#0mvNNzrvAmcYK{7D}v)OwP*V(PLwmPsUnkYze8Rl
zOd?NUXvaMNI5IIm<J_C}6JUz7I0YWu?g+v@H&cAK4TjK;ztxY*ZB?jlv)Y&AF2V{7
zj-~Ci0fCsc#e=pt+uy+YMBK-jP?nNK?1)*Sl<idm-%O3!d+)atHWe@yy#SiZ-_kS7
zc7}|WmnLc;*JqlEjE!KS^-}O9+d_djH4pm83&csA>%BuL*21Q@vmD4C&ktdY)GJe;
zgi00X6jMo<rJ;fo&XGpWxNfTz6a>G<w;}9sgqgqZMty-x_dOFML$SM~X>|pZe&RJL
zb};dH$aN$`z_?y{RZWKJ(2AT;PYXsz<a&|CL2XPs*dZ@tT9AOX^*_H+4nLLRI2vZt
zXcVyJi$5C2V`gS2+OwZNxj)_+RPK7S!mc%p`tLFvpYtMkal6M`dj99^WyYeNILh+f
z!Wm2_c8?YsQhQQ&$nBc34+OLNF&YJ4LA6)N9jCKPp(hdgs<m?9P%v|lgAkd=d|0!G
zoD#*l9l&h0pQ&;%BFa{e=Ggy~CDp#rz}@AI%Oiik&dURSKWLIg=kmjTzS&z8r(=D+
zJ`CA2ybTx>`8HzE+0=}mW$L}8(eH2S@Mfu`GiQ3JeA6b-*E}1WqHOGeRf2jI*NkCB
zH`Ag#fA^nBOm=UV9BX^B5>Jt*b+!>elsiB?2(G63@~dfL#i4Hyn}>pz>9Ut}_kY6D
zP+Wpdt#iJs`^dh<jB56m>nJ|N(BR-nEE>U47sos2{CRq#*nRk}pq)lMCf$&)OUw;M
z$gr~XExC*Jhsmo#Oc>Eh!s>$`AUF7pfw1n<L%Md@hoHarHq@guoG2e<5@VHQTnTM;
z<Jq`jYXajqIgoN3_zBd^9<jl_)G>siNIvlrJt+M1*@D9LTxp>57i)3}yWWV}KIvm|
zR}!bZ?A+^A<G+)Ls#{UI4E@h9XJ3t13Z4{A2)fTP0{86kNGFFOY=-9xcL4vN+j@qn
zNk;J#J%(7VfdbYgp;w}>eyBH2yuq@YkfdWb;u?R|Jh}I;zEGB6|D=><Cu4*A>1ybd
zA8{i)?>au0+9Nzp`0hex&Y^PHvXh>~V8-?9mjDyMu#$Q5M4gAm?+y=4_taU&p?4|V
zwj%j59GSFCZcUWe?dpVU-T@po_t9QV<nB$`|8Df(SuS20_x@VW5vhLN7JjS07yQAY
zvy5?5sMx6~+F@BeELi4Pl{<g*^=eX!Opn^>vXV(hSDA|r+I&1d9Ox23HZ&|Gtd5T)
z8S+m=6~BZ%K&@`N_5!;;E4a<u<;8F{rEGiz!pz4W0Q~$WfN#J27~9ojyqsN0iq0!=
z5B<f#-=WEG9vFFO?fLPX5h;WXt8558G<W)Xb-H>P`inUR>=}runnkhvBv~XGc?2T9
z-Hb5gL(r6%KSq18AA<Uz<WhttdMFzO^6E@lxV8bbC^abk8!7=CmG_+H>%X~jZr`@r
zSlyXS8PUgMK<qiTZ}&QFTB`SN8L&Oi0xyN)Ne0eqz7aW6-EeSvNEfRA{a+H8+4!?W
zc9;cHz}J4;&1ozAt*b+0Kh(qeU`Axdc`|y?4ra=iu?m?mBqhdVyXH6%m6_<D8~A2W
zQ8J>mZ_IE^1TPPVTe@n`6F7%y9o3j>Hgnk+G*b$^cOvHj#F_w#6*Ksg{|2{Z>9+{H
zl`3Q942qiUSNsSr%=Upztkoj;ks|muW#zfUqE|AaMZE)FXFXvK-ZGrL9=7f>tP4Fo
zr!Y-{X}0Mh&r>C9E7r@wtPL%K6tj@C;m1=L6rSmFmwq*V!I-;2L7S=}su?8))oCkg
zaMk0jl7lxZ;Pni|ZtQ0KnfLvBl4RU^w;o)q__(*U8JR0B5Vy4ZpIM0mqy<qtFwk$q
z_PrAAbtQEnRL3811(tpX&=~@V4A9@-ijSYLE7rwAw*mLLvjPzn1?MvDf7x7(9Quy_
zPE2Z~1lGxU1QotYbn7pZeE~OU3s_+s<!JbucQRV#p`57wZ}dCd+wn|;CUaDAVa57u
zXf%np0ZoBj;gpKayC7*;Gm*^5wXqIgyA=N4mi>17y4URJ#Ul+$vyZh{RZS4!l;PD4
zR=cXq5-ewz8M9>k^X&Jzu=H>hTmXg@<FvjMR|k7gCzeA0?=7h*2P6B<dPRoJv7^fs
z=wBdY>|t{ea`$_wKah;U284=T0h|GUUfTEc?`vUkgsU!M*#ym|aT&Icfr8f-!{%l$
z@3^M~;7Sk1{3-&}gcHnbw%oqD#vjZ8^_=+vuWkoiUy9mM7d7!|jcc{7FXTS3T0w_C
zds^okf&_Btn?i|mHryJMrFOn!vzO-=UhY(ci(HQU8hf@K9MlsHE@p^ePiljd*F(`u
z8qG=$gs5b;fnTTfMuTnrbf}|MASGPatr@4%SwkO2+Gd`Ht&id-$^K@;-hdaizi=F|
zGa<XgjoHGT@yI%NQO=vpivrrXZT>?c4Q$aP`|B=aYIfZgYLq3`Qy5+iv7@dOl`$`&
zY~uG7Uoru;T0QgnmZ}M@)sI~YxnVI@ziG9#JEO+XafW;bH0#Ox*qsfrcqA?0yiLF8
zn4Y3-;LX+O1h8B78CMl2ynIO-V--B~p9~q5xg{6|aRb#lFi|$QFqB{BN)Ttq)P9IP
zx;9jK{2Rz6GK41ecJHj|b=)n%p}$O!fT;T}b=K&IA$(sxV@(YH5xz?8)cdkv!Cm`w
z){>YfZ@x?+j^r~dI!3Jw*`M5Y_EZI(Te^c(iyQC%o<qep=miskzafbYxoN8n7KtZ;
zj~bkpv=x3)u~pVzNX+G9RmUtJg?Kx)E8>@>Ti6C4&J2S7dB1M>wWV@#U8ET5zlZxq
zop=j-nBWJ9^Ye7hOD!C0b&sT*3&EWE2)Tef;_Gr%5En=XO#b7`GK&&yL|8WX?^CVW
z7@7Vneul;~epB`XaU;7$7OQj>#J8!=gV*n`f{JY`KG}jlbrNvPw^7}FHn(5v^6GU*
z*~J`bNcHM1%JH?jpk(j`LMN;NZ%v($sPO%l7i7&zw@o$0kuCbIM6$sjXjH$3@D!M@
zg=3%bkIG~^+ne}8Ua!oJujXEvN`DBcZV=3_xLk=VMIzi=W@E%SQc|uh&47{`3wL-a
z)1>{JWx^Fb1|>bK+p>ZuL#xqH+sBfLHUAzR0Xf|d+FA42pIzD0?+gUUrw8+OgIsD}
zo+w!a`Os%epv;HaZ#^n|AG2XiVxw6dhCMCydYd7jYK)VdtVDZ^nZyPP?bf>Sp=`-T
zb}Pp2;ViLG{w>j&%t*}g;R-3Xy*CVA<!b_B%MvZ0d`hs}lYjB%Zn6gXocuJ~M6vr&
zGm4PrpR7rgE%Oui|A~+$PX~U?G2FO&Itn|oOi3;m`dw`rH^QMh@fpR?7|a`ThL#7b
zWovAwf85l%5X|gCi}VG1y`LbP2E{;Xo$jGatQ?(p{OXi<%m)O|<USdUro3d!1n*09
zfL}QU)*w>y3#VK!RPyob{-j@VoQ$g-?FkFFY%EJLX{rFeVqQK!NB9xe+XW51H#i$+
z=s;ilBt6leGNq;~Zq)tU>bozEtoDtdWt}LWeVe8Qf^56&gKfcgY=*aCZWXO$-ub3Q
zd6Pw^;s@ShHR>}HcIqif43`=9I(t@P|7`eUpRSTjsF~1~l)h=0Jhs!r<Ho1A1#lnZ
zwl8u%<%iG^k?%cIwvAqJ=y-jZeVv45R^Dt#5?*y}E`X!=U5J?Mg$htpPOEI_Kb1_(
z5)$1+>mfYpqs8K3PtTo6O8rmOtE#>qI}uJOddtXCL;r1MdOb}q_{KSY<Qvfisc;L0
zr+n~iYT3;f^hNfZa)v~{)N2}iFF~QzR5(s+M%)AIgdloR8U7DhuSG(XaGssmivt%p
z_U|b$AV>FHJEE*q85ExaLOZR)u8#alV|ah^H-W_XF-qnBFwNq-t9@I8{KMo}lm$Fq
z7$Uh;GgnzozT!21BQUGwsQ>2wM-a3rL`R%!>oh*{aWm4b0`UftC&LgkMv=s~v3d?`
zmC>{(;PQb`>25uhKM;Bqo@Y90C(CyoX`kCBLe1Y0g$gTT6+Ygs1YEFwAuOf+?$auL
z#-I9KK8Q=y9kQ1>NtqQAwV=iYC(SH$N+RSgk7_coPuWf+(3{wc7q11g;2-te{g==b
zQI4DW7j)WiiX34z_q|F-M+emj8dwN;QCGs)%$a@sYr=yjPjq{?aGlH`4j#tWzmMUe
zi|<~-d}GYF+RonKcB%F^WA`b)1@8jJ=aj=lPp2W;S>(<t0=?P{Iu!IgM6dWw@YsPh
z1Gsjm?pls4#t2l;M-~b76Z@aX7W`Sv$xF`^oIiRV<2tw&9IjIM5^m@h3s!$q-O&x4
zJxTsbuB$%AxJ0pcK;#NWBGoz;6M$B3C!Dp|!&T6|1oi)t8U~E9D>^#t-Mi)M?$^AJ
zvYe?++MZRtO6DV?R%mr1XDuv?a%+3}t-7w^p1HOFp}aPaH1P_T<(}oP4K!zX@LlH8
zM_$Z!?+}D5j{YvKV^fx(B!-I!aWT7AYf?N4T^lfLl2DD+R7k?T+|!mR3`U00ymN}W
zttRb&3m$TGcxng7QsqOe-1cF7LE|Q)wE%kkWNHg93^=UOPRtYSLVBBMLYy{Gv;ex_
zIgtHf7E~F$7>OVOCLdwSXVR7b=QJ`FKWZ?nK~~g5XUA>$d@m13i|mY6yqfnCSJ76E
z9@s#@di2|g>eZcKd`#X#`nKtMX2yQjtgn8M(}|rNG*^Xro}!Y7$JkZZzdG&k`ex@o
z^hhREAvgED?kx;jO=X*fp8>lnRP~P@)-(;U3KaT{j2{e|Ul<u}70swD%~thj7}TQI
z!WOWbtb64^;$@KAiLcc&!NvbXA0{mP^)}0don)dRsbyEV6CpA*ii$bkcWkMD%uAb>
zbP&JkZ4T!DZGwAH?)4C66QKJ`qD<e2Z&0kxgQu?Q#pzcUVL01qE<XFO?|{t{FY@4W
zY+apoX*+E}^l<0xFf!B@f?lNdM%JeeU-3$&+AHSx>{4ZHT7zdqyc+^~-gz)Lv-{WK
ziLL@9Sxy&aS?ap*f5D^IGzw+>yu-|k99E5~%<5ar2wI&l`0?xWf?`b`7xmuOmnH4)
zOYhOnAg|@c=fBg7<f}7ef+=|S_XadLeMDD7YS0T+@{@gw?)ZX1eXg^QN56?jh5I)y
zhi9SSb%M{G)eeKvZ(1BM<<*6^$qrXsP9I(iczfMqt)r)5brYyII-iS(sY!h#KC2Gq
zcZEtloLvFEX_xOf;u3aLgijN8+^JIa;S?1^LKST-bAOJ->gdPVhULb2r5D%^Y&Oh3
zeq+Ec>nZm6B9~WL;A`|{Dd3B_k#i1<$m`<BR$lNW#<1CrqO5&M)C5c1^PnHL+m*)t
zCn<|Z8Yp_!Qhgq`puq&3UEauqQ0Z*hu|eqt6yVS17*=VY*J&$Ozn^M;9dk>unIXSw
zlOTfs%HdmPqu$A?&W~Z&&%q9{!3KT$k-(-K***t}JYrPmsUI^P?oKB3)|S|PjiC>9
z66z@ie>HQu)e(()C_LGYS6--?)G)4k1F4JRydGNY+7}M6#fT@`KiO$`Wo61Q(Z@J7
zK|1X&y}3{##6$0Joae#<bMU8B5$Z};Li1)yBZ#1LN4Is2)ud7mx3G#aALy0&Epjnt
z&{rnVpY`~emsU~{Ni$_bG-)@B16(S2p<e#X%}*F3fKfe&aXOjeAmdX}Z%-t<W8B!Z
ztbq!ujUiKEm8G1mQ07EVI;-VVJGfRGwIah<_pgWw-9>CN$Su2Unap%%rg@VV_vzpR
z{TI!BULVLex4nwZj<Pbh)i8{o9q?vXS29h~__G<6yJydQ3Tv*{WWLwOT2A8{AkTRw
z{APXak)i&?!<u*u9!1sC%L?^B`byCG1SL~VC4h3RqDR-PYX~#qV{r~OmC8(9;VQdU
z+ZUlJnZ95d@p>cG$G4%t=mVTx`snsQ@fXUCU+JxdFL9n=(J3~zr1PdeqTGBXaZV?$
zg`b>4bSIaZfG^u})oPc#&<=aJR8@Bb-6d$CwT(ZbUR7yklG9lA@f9oR#U+V@`!q8U
zym!7u2>=#WNnZyZw@W%;FxY4YFen4Y7)qd+?wp!m+sRzse{WH&Iq&+uLj`sFv(<}k
zX&}Ujxg??kGCdeM^N$(%P;;zmN9{$w=TaL@ud?em0he`;V?t3Ji=0u4Ein%@8_^wE
z_7veQlMe+iQBvT6FJUdg;~+$7jhz5j(hu|#t9XQST<@budNl1E>~_@;Vw4q72>M@g
zvJ-+*5qFz=S5()%%aOk%zUBZlla_AYR~}4&0!~AG$s5(Cm^G84ypCJ%+8)ugwnKR7
zwjw%~=VAZZrqrPx3xNz<-JB^U(^55`U-Ds|eJ=KN8o~%Yn(8kS+xLD0xyGyv-YjhH
zXtuHiS!sRg5Hr?ikLAHEVrp!A!yKa8uWyqFWi}iL!}K-iHLfzPj{s+gNc<%pjcICw
zxZ`9vM|iO%hsQUqQtaSbCA-zCv!0v>YW!;GFXH-Ufk&GqNekVn=;~&EH)kz>Rn$WJ
zZ|m9qYPJc@+g>>;BB>rCi7$LmN{6NZHuWrrx6jB1azC!6<DAD>dK?5##ad3SQ7mR1
z^weEmVMJIIP>^DBs`X;D2iFV^M4;MYWWt!6q}c$|t!dN;!3|Whq<VBE6>n^7mEOp|
zmKC&i3dq_kUyhb#+lqI?G<|tLb7!}HOZuNmBFUkZJWH^%zTYAAXcBdx4f3-q^ej>e
zTQsdP2*IK$h`TZVmow)L3}WyQ+Foon3DZi=ZXmMY{%FuIHk$+Q;s+<+qUS9pK)?82
zK_%*c=DT@h<gpcH4HFQs^0(x|*si>7NNp0O3CeypNR8-5EDhj?=KkhLJrNZx+zs-X
zcnOrYjoK9JRpsvX_yZETN?=j?v>MtT`}%>!xv5saH|Bl*k4b`j^zyLET#ug%x!mIV
zp4AyL9Kf?6x_C86QT|xLr%7;`%;>KU%6|pYya9kuDGGwjb0x9(^OGH%N#TG4uGs?J
z_Hz2`h+{4-<Ndr;U5<GQux-P>CODq7@$K|0LG=*7R>+lVFX=w{$w#X3yHrSgRyP`@
zVFuV1Ql@@u>%BqViI*u%4oa>a6#RJNN>{v<R#+WucXeu9seazaeW?hHWbiod<l@E3
zvSqi6A6oF%1LU-6Nck6AJ$I+D%dS@CWkJ`|f+m|||CHtw_{E%>V1v4%+y}k7UZtX+
z^^!Y90DC69F<M5@p)>0*&B{%aoQ_7q`?G+3@v95$UDeFNo<yhFI`(|tuG8FM<57At
zcKhUM*KrGS91ic{I9v@lzM2!0ZK?288f|41c~xf#Q1N&B$#kx^@7TWUiVBbp1E`fF
z<MG7kaw=XCR+azBkNoOf*`VF6GE_1$ULMl(e!Ug*eNrla|CFX~cgefQqQlIQ0*!}p
zUXnZS=b<^?64!AzlKAT(Z>h*eefm)Z$p%GUUhEkJ;EkE|Q;C2^K76gy_74#7W;v<&
z?$P-jv8oZbbA>@wfNynt?q8AriS8}fxcu}7elMHlPmQV+EXyQJ)BV<F!z@DqcK>g#
z{Y2n4Z(Jj@!h`IK7b6m={1SF9-K5a$v<0407RQ4ZQGxTIy&B~ML*({n*;O_JPFyRx
z3{9T5wU1`l0KNq)jirmzd7j-E_Hs|4A-A({ZH81jx*)c{X<_~j%fT{fMEuK?CGDeG
zx*j%ETf~spy3j8LI!2N(5!TeEI%z@LzLq`vN%W=aR|3L^#%&+|5H+nX*y=crt$xC&
ziP*L=`kD#-I2_d~-vgI0;SsD?lk?8w+AF~4h#s@`lwtdmjeq{nUu)D--A?eWoli$O
z_fAIz))2X*%Q#`1=PjQW+qMPV5kIkLw1$7ASWQ($m+;)Nq=i;Yv%!@pvs^1Q$yj)C
zZGyCgm<5t%fS(`SrnqUML-!#lb8;U-d!EIaJKcHeK4kY}Yj`Br8Bv3{Sd_gGVuUU(
z?vc-a4y}8CN+Fd)Yq%ZiGx5R3V=ltmH&PVMiV(z*Si9ZJWJ34HM5Fe#MuZ{$whbR(
z_F`3o!&Zn|20Oa+%`z@^XycJAbu>x#S;k+!tE=(}P0Y%m_#KSeh>Qc{KHv23_W4$E
za$3TpnNzrohc2vosaii^{ckm55_i)0NiMAA$1$g;JLO8m+7>wC!B*aRboJgV-QC_)
z*R8r{Zi|bXdzDNi`c2$}iD47{VTmX6%Nw~6mk$$(P;td8>1MirBxLqzTC|oRBJ5&|
z;6JDrTfgb*uKmmz4G;cfBZ?X(T6=Y}zv%W&i_B37w>h<GTKUuiG?$Pgv?_jCf3j=&
zMu#u8{^AP-SG!EuYoBpvVmsD6eOo1UN_ITnXP3kt1;4rVNlh?WD!sAXNoeQ3e{=ml
ziRn?zmXmNWX}nHgwl)l5e32SyI?CrEtVccE6&U_UyS!l5y$ZYBo&Oa>U8N^&W8?8r
zt4S!5oxrTM<M>iDE!8}k_{4N5ujh;1Z&2mV!OykSN5|$#1@{JRhU)MlmHL9Ar<-d|
z(J2LXRFg|43Q8C_#^6HKx;sWcE+fUq#_kuav#XWSKOFjG(qh)S7!rPXvTlstCN0=Q
zrO=}xiR{3aJ|9<g_-0#Nx^Vl~Xuccycl1nhACp59m9W^pU{+7Do~3Z2Zf%u7y4f8s
zCSdrHSM$Gj`I%!859ULY(^680iw_@Z{uS;`-~MXiHz>ak2Iee8;iL!_Pe0gXNN5R$
z#xcas<{THxPB$N4rHk5aL;<zA__o{b&=|H{JGkqtLVO|OF8Lcj-$bFPi#oA9B=(?)
z$vg)|T_&z(K=mC%lEEQ^J%%;7j9d!0H@J-9i@3#(+BNtTt5G>7kFDN&#;-`SAWZ!~
zWy$1(^N!D2^)6gp@D4j%z;382Dasn6s0d(-_ajuQxt6AnC-E^MG#T}?^pRHoTgBx!
zS^jh;WzQs7`OASQmEj~oE7}t2syk99dU<7aYqm!14X7-}c-sFrO8xe!>>T46Ha}&}
zt$ROVdi}=<zt8Zb`?dev4{8edm<lb}`Vm3l@q1r_IY~Ilgl{Z?Hu@P{z<!*vU7yPO
z_y1A#R#9zrZMZ0I#jQ96f;+{%#U*HQcXzkqR@@y*u~OV6xH}Yg3r^7D((ds6XYVo2
zMeedjR_0oBzVgWXSKPbfmP=QcSuMHvi?UtRt*e!j-Qb#yW6U(?QiEye9AP&nF!2Lj
zlogE2>+=Ng6WRGYQ*oz5DR<|<M_EkD0^xC)x?+Fz9b9d;{owB}iTg7!jQ<XzZ1PkI
zV<3ecF9$UUa&lp;x3RzAcrcsQMF9=+mQ5<4{D801ns4trbR&}H+HtjJ^<Jf;4=J9h
zXstljHo+w$r_v^(95XP>te-&1+Fil}ignhs0?!cY{qfSi;^_e8i;6I@iX?=e2K7!k
zP}!i&c5UGLJ{@#L6BZ?1$s#$MSVP+02kLTowc4QAueB<Pca``)F*?Pg1UFe@+|WNW
z7S7{M)}k+eucS&}R2)bh@51W{q_p7nHMh0O0nkO$)4Fhb2LXoU)}5I5j{rmXEhsyN
za9TSPy^k2JOdk(-*av*JmNZ>@>Jxwzk`{WIT>5k%uxag$X2$}K=DDi;P=)^pb4!m(
zMzt$}1ljU2-5UepvG84(<R){c6)jh3&r$}Ou$AwoA6qtk%vGLvnFZUX-@9A?=DB2%
zT6y+mhzRN2W&VfmOiMl-MTE65INV;az=k>%(cH3>H6)D$R8eN?`6P4mMSBv$SpIwf
zYx@;7u|H7}vy}_G>-pyVf^oEMcsS}s<C{HHfxvs$1oV7N?ls`KGe;jHY=1}Z2h=|j
z9fdP7>dYZa@Md!tyWx=08(3P}j`;rNW6>nsjzReN6<<5Ehw-s^Tq?ZmTd8#YkQsg+
zES&FE<fla;L2-X#`0E1q$VFLofXr1qKL8*CyqLK?I;fhW_u+_%>zv)Wtd9wUp$l4(
zGClIf>oIseJH1V;q(-fkRFc<SWX~BBa=^RF9T&j3Fc6f~^>%6xt=VjV%RNukogat6
z0I*V;$YXS;3J}Y|rSt$Un@}LtO2&#NWf^GC<6OLg%Y^>Of(S{Y_lQT>Un1!EBiwMe
zUg!R<JRsp&E^XGMFd#WhBXeMuN-Bk`1&It?$|G`0nzwe?!z0D*<zZ&}V!1b<n)S8v
z#hN9+I6{LuYV3xCN$jy>5^O7H@Ia$;n>%UXq4^a5Pcb@m(7pR!1X=x25aFT^JwWS<
zjwXTIKeM9jh%Q>r)C`w0r5u{{p9cWul8DsT+5gCDW(=<|5g&qugKjY{)lS|`r=9|1
zy2SjlbaF%f6#n~O%y-!r%vfe{@QuHtd<3^Bw?Fz_;ueWHzJ16YYSH<a!n37}z-II~
z`{;C^-0?napyKWZJ>!gdPG8TT<YKOJVa7C?a(~>k{(zt83|F~%*t^t392jIeT<hQL
z_ha@o|NYvhQB#)pK!}oAY>?UObhVfdJV1cZ|C#K&I*$4+|2Tav&^0zp+cdZf<L|e>
zxSbect-4MUNe<3TCcZC;P7RhqwJ86W{W8B#ibs0`CZt1Sr-HIjOhzG~#^;5aKSC*O
z+B&;)$;1sqOYPKUJb!z_Y1Zn=W~?$#*kV_$S{I}~7-YKXXBz+3b+xzFNT#`RN#d)i
zXOu=YEgOOIgz$?@0@sddMOlVJ-Q^`NZxw{Xw6z2<u|KP^%#zTj$yxkyXH<LSW&(j!
zi0g)=v>u);jE;5|y}e(;B6pC2g2vq)MiIWrOInGDdUn8m=cc|=4<tXwh}!a6HC%Bd
z)FrVQM*>J#zi2gl!E%&}U3>EWsj<!y7U#XzY?9rFY8vvu^dTO>MHxFMiwgSC+`3xY
zw@d%L_6*j;QN+B&x5M;{%B$jEYRCWeJSjlRIucwqLlv>j!1%uP(UtwNL);Z!F7%cY
z{+Z-1u?wL>PO+*%D?9%aNLn3h-70(YjsAhLC;p)T-aPQ#2Z<+8M=Yg&cTW^21FMnd
zGsG!8;v&m?LEi6qpn}b6<)Q<mC7)ZK?~T~l%bRy0;wH9BXrAej23ihTWjYF8)J*Q*
z;}CeE$AZa!WECJgA2(5S7|yVLR?vw*b!TDdb}tg<`URQ3(<HhJI6B2lmsx_hfzsg=
z1^n{juWgkdvD<)=&|QeSJqiP1!!%YjVrRegh;?r`)J|{4i1KP@h%mg}c_wYQS5VjF
z8-THQBoa5_6IN0D8YayPJ$on<w*TB`O-36x9A}MU$J*F)QWN9xH1D?~!CY1(h4*=2
zl)-M^C(g^T1L9TiC2oTxI)lur!?(~^9|b9mZ0)HtQJNWhB&nCtdM%m!m=MfJ^!8xc
zelQEg<4NE~Aa_jsMlYn`PRqW-WL~Mef{-oCp;AspI`>hH@Hrr(D``@tP3%fx2Fgek
zeUOe0duldg4%IpTQhvz%+(?bZYS(YY)TzSf_yHA~Ivc$o-3;30ldcB|By(c0EoxYL
zWg{ifBP!{@b#q&ErrU;6)khZQI@PmafI8Sl{bJ5iS<OWKUV7UxQOlo-_qCOg7E8|r
zI@r@xK*P8vSp?UEBkwCA^okgt?D47wsG$9*3gcxx|FaI7i1!t?V1J^a#%5VqeQ=Mi
zP`p$1h+WJ4$5Ox@--mN6scWO@QvYhvQw5c-ou8h^5-Voa41^(MOw0~bV-e^b%zA{z
zc2f4At*ttn4L=(;<kWQQwHcnX+@4a!SG1#=!#%c(V<Na>eTdY9A)ejJSw`umyUWQ$
zvVuDcsiU~2sgb1Zld-g<Fnmv9F8pG>>Q&dAKoMgEt1LyxkW!O_Uhecab%n$`{Exz`
zi1GqmKfjwEAEP4L90FCi-7w!~T3_bu9ebLm&WeWVnD_pXrjcf~5$)Fz*V39NrX31-
zkcmt|_@DZ5JbWvq9|G{N)i5(@k}Kq8UYtT*y7z1|2>So@)ofb_8>+&f@i$HYGP2`H
zrgXp0QQ91;vKHReOuHY7+>A0lx_d<7M7cLHWs~Y9GJn@=mMTY4u)QbNM$M~`ddMe#
z_-P6<^1T#1%+Oivd41c#-wpR#*n`o_+@$Qg4)v;7&l%~G`LP`r4RKU5R}7Ac<1?~x
zWx5<@Co%UgD+wdknalll-!-i0zm;v7EHqAryT&A+?JBsrurW*}sIYhH!OBR~Lpr*M
z3$+Y6kKb9QVf{w5nBdgG8o^n`>e=R$`-40Fr>nSyY{c3?yKc&>;kc&F!-djg(^C>_
zvH!<?A*{33FYf`Wnr9ocmQ~hfLSs<Ik3GFqg@F7;T8t)zgHM}<F@ns?tS;r*C|U6v
zAat&XX@31l5%b=dtF&(rbIhRxywTQ&iZRyEC%|*rPi0Ww>8I2&;eg1TOSLqfrRs@?
zx$5?#vT7tKd{ui#-}-CH2*A~e`kBH?AbBM6CU-*o?T=%mt%)0K;rX(S*ei>8&9$IE
z$8xNx|3ks^Nyy(1wesWbVMV_M=LHM=u@_u5YbM8#_0$kvs1lU!hF#l1Iv03*cgIba
zy;M)U25MLGw;wrTZO$@sm}1tJ-AqaFNrTWL&08}}1U#B}gW7PN<R2r7NFo)^Ju!*&
zl9b1MdUSu2AQRLl{C1<BochWCgIQ&<N(|-;U#Hpl+s5-s*r!TP`0Uz>2;FyoUDYkF
z;2nPDy6|vv48zn4&sRv8DcwsV4gauOy7#W|L>y+aL{=I9;%Q00P0ay}pX^#|#>ujz
zh4)M&{yuw;P07;vrVqr$eU|WTliOXgcWUVD{a<Lk*GOk4cZO#=_l|b)HD+{qts-h@
z)ER!^Ay1DW3XVumDaycAC|$y`h10~YX;z3{g7@kl&!9J&n7x*s0<=J_V;<^>D4h6S
z07Rm$d@sgC(v5do(TN33ym$x>^hY>jG02*u2>TVx!(Kxr{t7Q!qwr})7GwdUnHBZU
zTAaGnTopz53Lj@&y!ymTxTA}G<(RKk#;tzEJ~)3*mZeJuy>og8kfClHmfTO39pY|%
zPvT#QbkUL3`WKj*6HO29<a2IN-clq>(xK2QV9St}IM!Pbb{F&i8Ho1ozW>eiAt+!Y
zAOBo>$6E`{OkN13ByVNB^YGN>Cp`#$9$8Z^oXRd+A>kJOqrAhCS@tlczh{gv=vpYe
z@lPTO)7r06f;}yluj8663aNZ0hV}aI?_8lWbr-L;Ghb)k<N>TKioZwzB>a2LflG6J
zV&nQlwIriHQwi3O?BcBIS+ePasYR#a3-nn|Ck}er5dmfUX0Jz%W0r>Hx^NsWr4CjM
zB^z3DmT_THY@$hI>~(*mYQVNtMi@yuv`}5OeVkd$BJS>k2^mOl8wxv63vm$oZsZMn
z1zlU@Hs<>*nfSyAItsVtm&aa+cLv>}X3V$c9#>U58h;&LFgjN|aRNvvM46a+OQP$s
z%(T%)V38M*z3Y#fCuDY!M{{qZuhZauUsB(l+B`PT##eh?SW|^t?30)(yBs3f$F!ip
zuJLWF@3&}+5wEd1{fKSxbz%acnReUE3A7B|!>MxQdPHgP)1;H2_Q#<Xp1lxVw`N>G
z4MMPI!W`oh=EcV}Z48sp#dL@xWJTlUA!2R2e~CB3YScB)Yo4?l4bSIORm8`NGIipJ
zbko9TM<%3{k>KP~KHd|y&@FERe%h)}G+E7h1QGIWfMxjZTItVW1Cr6FVV(j4C_{yR
zm1mxtMQN%FSBuscX%~C2(DG&__U~Q7ka_Moi(x)HMrRbc5vi@ILhT#E9q7_gHRPq-
zDkKazfocoB#J@FBm9a?Kml`!l{L`H)`&lcluC>Q*zskeef1%qeJkBHci{xXD(ZhU^
zq2E7jo^Q&jutK%ByUpMtRfGao-USDDBCE}E;7A*Y<0r7@erH_DOaS8I_&N#gH?&&y
zM#Db+Zc4I=C&|SknWa8v^fao|;d&Dbr(c#nA7-X*#WfOQC#@21Hg!;)kXZ<-*Sat;
z8lt-0O%>nP1aB}w*jWqz*^y`XN)_G4k)2na&BS;zATHaooHF$Z!pT45c1PGKJRsxU
zv9?jtQtT$?1tafLKT$rBO>Q_JyJ^p<q!gLP^QXt=jh5@LL#TI?AzA;xLztsM0VP5e
zx2JsBND`rQ`@+*ieXw$e=BH>pNQORi1S~rU{$=StGZLq7N><|W130Nb(x?8%@+a2V
zu9F3sXbpx3aNh}j^`|}LBa{NZ2m7ojy9ZAKw4`;dfK!I>WEJ&9bCXyS@^9&v^`Lqm
zf(VNiT7rbZ?^moBzifX|tJsDYHfo6W1f@7tn>G9=6P~gEOsKr(U^-%I|FL5^y@7>Y
z!;2s25lJ;vL)orBAQPJ^Oryf{O_oNDsJidCH1j*w!D$q0JCMZuAs@|3<(uCMd~!cc
z{0A;j(F~R&3wp1-*Z6o{KI^_gMrE@JH=mp$?)0bKhy~Pq055G_)=7TsfOcSuc6Ng^
zkN-t`X)D^^FZHSE>HRA1uz{zmIYmHcE$mYe#473={YPMKbfrmz!|6xy3-V{h5wq*%
z*6HGLCWY&VV)2w6?^us4@4~KkWz0b4oHnIr->F~Mh~6Uu%g(c}J}=N;84<!$4F4tp
zXLkC0@%gZ6AZ8;Z;%WD@KsCUjtm*>wK%W+xKdh;=DmUD-GTJX5@sWn>rQM0I1n;1U
zgte7Ks@P2=r(Bu5^e}m;8<oVw;kF}b(zdlIub3jyYC?TIRDWf01x|*thOw80da_VW
zc}O%+#WTUxAzwdHFbXHK(8bjBnWpS-8@TDyTV5Sh;orxyM0~l=sKNdBWkaAAWFBuz
zS9UN=^~$+HE2BK=w<O4$fc{I;0?j)A1D-|A&IxenU>`IEz<Yxy8~Vc(Dd@+{#p%p8
zTb8j3Xh4eETjl|7L2N0ZejQkqPL3<wJf62j@A*Go64w3>gEl#2?72~gk-U}Bce#DL
zjl{59PR<4lQ*=&pdbF`lbDXN@?BKqL-%m_MB4T4|n-YY$cxW0~N|Y3>0h|35!_^h2
zhy+9uq4b!o+O@qTr;?VEI)nbvFzzAVftdMoVU=vT%xU8!Dh=kIr<(^0(b8UAzb}_;
zznx}rpM4>K1mTRte%#aX={;4R%>>JX8rg?MqrB9QJ){Dc;<Qk<;}%grAzpgRfV1|*
zNnC>o(dpS{*diO`tl41*jv>LF5H9NxzLMtdHaK2Et*elG#o6qLOrvQr$Cz)0oF-5<
z=QK%>jtSH)5876;EM~uEN-nJHp(&gP4iGGF)z;VLK+(mjV0%?dKq4h_JqS6Gvj)^L
zzh(D*378U2r{I-RQh0sLZdPAeTBpHTRkq4<{Uqg|&NFjC_bqxCRu!Urewt4_xK<uM
z?4}xP<5*YV8h6t{U#HD2BbEC}m*xF+hY;2@JfT9O(&sNM(LrC>QrvoYO})K0r*7}Y
zHTiTxa?7+RuE$rmn?|vy-;->;)wn;dfJ~I80m=#%lF{#o*;YH|df?Mt__t~9<jb8n
zly313Q(RH@<4gtoQVrX@7AOT^pGMc+kFSGHbB<V5TIT!bf4sb;23YBm&(RM2W{e#E
zgl`?3a}C*-khj$s!C)r;u|=2N1js}^i0<)MB-m~?j<@uD=rEQZ@J6Yw9)7j)UB^%r
z_On-N^Nq6)lA!U<hsNsz;{y<<SRct%K;Z7P#5pQR8d5?AJMkBiXyXf^s||hlYq976
zV#Fi@+*Wk_p%T>&{GYQ1)Hkf_!&jjHvt20B+*-bGPA2`qBu&+NtnXTraTj{9k4zJ=
z35br@&(n}hbpETkylF=|#Z|XR4r=x@TjnM5QG`N?5tTBDW6Jfex=~ot?Fhd_F~;<@
zI{N7;9~3K2tn<lUU=bXnLyqTjUM+e=lR?yc^S<3hr~}%W_Ljxe6Si{teHEa9S!4O9
zcg}^Vp-BSTqh9>Ftro2zoIxmtxROyir8J`~Fra*eWOg(4xesDP7JKW468l|FjoR%{
zMCk&oo_1|^6B$-LH%Avbx}Asa=*&D~Trp>NV5K~?O()?;Iy{4kN5V+_Q*5zYyIMoS
zRFTHwYzK3~x;TttYV0wG_yhA`i@DaB?j&}zBZ0yoBGawRUXX$ON4-@5r<^~fLJq)@
z&PBgHK%FdqfYlY$nzeUVb+}XX0{6?F(^JMueemi1x$V*(&{wwoXQs%`7n8JM#eA+d
zDy^)jCF%ac&0d4Jkgs*Pn>bll$|F(T9ho^uyZxGU$y<PrqyDrX0l8#fxWuw1?-(ZJ
zEh~osiv$9GiWHCMy5WX96I0I3F#!R80HgIzmR7Jz_=#+uQ!`2<nz|iRdum!15N@hy
zxn0=y*LHiQ57GZ(2P{|p*l_uXx4#<03mcj`(=T`dOn76iZ&`D@a;P+GqV^&2m8!1o
z8>xT2+`nBVI~@lyv*VU~^R~0t=>N+xrpvSmEU*tuKtI^VYU)NtaI1JdQ*P)6vkv(+
zGbh}8XR{r__s88=0_Q}uNa|vDS5p&;Z?AfOmCq@nytx(9g(V1fHhgLwy}<-mmc{a2
zX`Wbyx_&|zSXIX=({&Uy_nDCHHuiNFNsRubO_e-feqo)UJZk?>=hyTd!(#G{3EP6{
zXQ+LTQ?;PkipA4S=?B9fD_jdJ;_HBB8k+V5OMgpl$X;x>9Ml`=TLdefjJtxJY$=8;
z!F%H0K+KeWc-u2#ns(&<%R-zDGnZDEInb9i2&K=qnhm4D!BhB;1z%~hRg>fT3L{tN
zV=nK<L^xk#HrD&QW(-6q|L6l2kAMDccU^s481&p9-DR%j-wYazi*Zr<vJqVT?=``h
zv43ASaOP+#zX;UijxKMWVFPMjV)~}+g+#3R8QKrz4JXE3KDo)R8qE6E17ro*<bFMK
zPMIy?U$Xloy;BmV*E~#DB*f3ygB{o*BO5Jrcyo@%sG3|xNb9l;tMLcLLb=Uc;9a*x
zL)Y1Cv*>4^5mN=-ku{Fw9H<apZXcO4im$Z({_m#tP_Co+w}$TGhUvcF52XAXWO0;R
z$CjdR7B_F6a?xe?n2&%QYx-#L!-k7@my@{Xff`n*hxp8?pz$?xqMH!)78r$;F>jFX
zT4WaB-J==Yr%T}XiR}fxh4Xv$SiMdb6UHGc9}A&jzhnTdB&Vvs4!+QjWx_$r(-Are
zmy~TK_;=?VRQp=Sm@?HU@fb05skrKbnb*TCH`zhg$e%V`c@3ZFM`6v={Ro?96Orny
zROmbO|JBmSR>3amb$T;yjXGF1y*;t}om%?HPng~9VUTMw$K=&<el?-Z0hLiiaepNA
zv^kuD6IJO9N&gJg`-t8rk+^l2@(L7o&<kLDJ_5AJYQ=D{WV&Bwtz0?ZP__%_|AP(w
z;^!<^D<%zS)SSyljV{uy9u6Fk)v=L33d9vIpz8%A>Zi}nk`ZD5eQrN<6+NeSpp2yf
z^y>b+6Jb*bI5OzvoLS0FT3@Q#Fk>v#o0W(;oTW0fFFrem8uj>74gwL(P?R*yxZS8)
zKN&l*)#nvA6eORDgfJV|vapybN#4&C+1dyZcFT9x(rqW&<V+@t_Ax~I-MM4<cI%jQ
zeW=0dc_6{?jmQ^6;7v~)0bK7$##;@`0G0QQEnKH%_vjuc9nbqs3f>#*W*UUS_y5h_
zSjYL)*(mj$@KZ_bp&RlH=?xB?K}b(zmZ!3@s^^>A7wdDI74?;;7H-Rk!$p?nY+HI3
zNx#qH$#V*mU2?lbR~NRAg;4YceDC#<X>?6p@yVntC$;MwTO+OUAzvE&covX1rh*sV
zj<1i1Nb5~6_px@lxyIa(ko|AZdDo8iI-m_cl0oR13HyK#0N?%XF&tjViEX`?-1ou&
z=0gpw3M^|FB1tdu;a-{32T3(JegQe?7EZZw*}@+f5BRiB-Q2C11zjmTu*Jo9WTNi*
zitKCZTdNvEr8kDFWRGr`)9_UOm~KMGHRcK07d4Z#>K=&VA=s=%y>jZAk4)j{)jf^O
z$}<gn1mT)kriH3{Z&94h3&}O+;qPpN(p3QdDM2W0>F@@A{a54AealKGM(Zcfspm=Z
zRm0g!6TzSt$iaVZI6A@&IIi3=<FgKUQ<p4`$?K5A=0SfX+ib)hf4KI<p??3oXL~jq
z_VC-Gjy^hoHJbMP2RR*mP+fAoP<M6k<KPWULsHJ$A*Y)nj&i}uH)JQ#DrX)U{IRv>
zH$M?h7rQdnbPsyZy>^o+9z7WOwka*`ot{lEsNNqYrtX`oF2$CoWwWb^gr#*hZbhmW
zzol_Yl2BDu7_>xZZ1bX8*&rPKy+u9>g!2zzgnBl@tz#%Z@0Y{=gB|%5VtG7n77|NJ
zWJqyUsDJJZDej2G#u(6&;~m@RM`R%0CEc1F7-PUOgLmqsg2q8AVzQBKJYup+;qx}4
zbwFLq9Kf@cdb3mFv)9S9J{01-?)5L={>yViIe)xslas#zu<D2D8V9q`khpHm<!CZ@
zJ=^~#jp|5JzfXRv2t5SslSkbYFzK1q{RA;vWX~plPl~R}CFKR#-P+#&{w-ISV(RUV
zLobzufknzyi3ga+<FbrjW3&ud8?zH0Rld4ueCwW!weQBs<yOTejLNP9THcSHF`{MQ
zph0DBHRz8s1lMC|cE!%+-ZbJnvrcEj85=ZTR>Po{s-GVeQ5pge2v#=R_?7<2c35uI
z&!48_=x}sQav)GTGBxybE=HeOjy74m3re0O(R@@dXBEB;lXd_E++`}e<#r~&9bq)X
zp$wbhrdzBj=Jxn4jOPRKXCfP#bb|^;!=j{!hd(-`4vn{pm=g*osPDuJj0HMWYt6(t
zYxi2ai23R6?B3cSsrYxr9RGDe_>S$nXIIYc%j}i0mh6+PpQx~vh4!`Y2NspeL5$@}
z!hsLR8|`_9L5DJ}rj7r}*x~{_lF*w4J4<r1M7Tq9xIK-ZWDoDe&0EyJ3a_NIjYWHl
z9TX2$%V=p1?yJEQdobY{o%)TY{(dBn^umzvupVz2sk!A#H{^v@Jj$O;l+o<)4ILGB
z=<>)#JnnWx$J8zmQr}CZ;*G_;%t^k4V`Is>fEUGSB?@5%7A^PFGBquLeenl9`5|kT
zXkEQTU;iTfY=vqTyp<@Pp&YX|_Jp;@d-*ewP|%M+O4<{~PFB_Ki00OE!bqtqJ0%-8
z=8GhE?I5uRq%p@InGB^T`6z?qajNU3tt%R?5B5r(b}EmSW4;ICnPR21wQgE+Na<Qj
z%x-E!sZ)rPUoau-Nb*TNH%ca2sBgC~_jdbbURPcv9N!xx<br1J$`~E^D8c=6;F)QU
zqr<1~FPUHgw*k=8-`M+MbG0)Q|Gc9fe!p^w-|3f}dQ~hHYo8w>{eHD0ZxBKS3_os9
z9!!TPX#yE>4^Y(8^`_3sSw*|Lqabt^<W>wb`IUmfM!pRfd*I@y7KN<^&0{rTOYosr
zfh8}rRiGSg8mNv>d18eXu`4a3XX_}qDnY`8eI$aB_D*0GtL$9N(;fDg)%FAdOl)at
zSs73{2Zb(V7^Sv@KIGUITz%)G1Gu8l9Mdgpt5M$n>CK*CaITN)-^6OstCnTm00{cM
z9fV;q!WE9kC7W3RL`vy(YHiFw|C-tx-L{(Wu$(XIsfAa<J=w*My`z=Q5SqzAFH#$G
z2{QwXZ(-eXYyZ7d5(9*JGvQQ$F?2-T=EV}4>Cf*Ii@s%d98TDn5fhm2$29PWMz&3N
z_#6F0@n!L=zm4hKz?)3gP0{{yCYxty4Ed4iw8;<q+nNqCr|#xx({J8kM|8t$M3;?q
zHfB&HlLOVCB>32@Nc2vN@=7e>t02&5NhFPfWP>17viWpe_s3pa2aJEfU=|l^66S%Q
z&kM~p{G~`%jU<Z5XPtm0uKngkc76-MP~_8{UI|(>KKqWEg||m-KzAH<f#2L;qeot!
z0=n7NH<~eP9EgP}s`!c-%D2Jz9!WYwG_#?%3bTKveEOj+q^7>{feGhQBLdy=mhV=B
z#c~xq+FMm<XvvPz^$oC}4h+?sG<{9gK*8{GZrk?zcj#>jk4mhFv=!N#kIrl1+#v`h
z&vf$tg8V`4=0!R~=MMwxbaD^ej>>2)vRRZdarI%Q9j=u*hg=+#Ft9&lPIIbQr1ZYw
z{z9SPL1OfBd*w6-zpQ}>Iwst&zJ1RrLp+KK=gCgvV3CkvyuT$bzpLxh-b1F!+x>pM
zq1bexR#wg({Gn87<Ui}D>4huO=I}%*xXvjs9qk>cUUnA77OLwOc5mSLP#>im%)+1-
zARE`xgaV1lYNm|MDYzaA%{{*-aS82`$Kl^F4*fR2BLQLu@`H^GTK``D9j@A`)^n0E
zK0tXxy=v-7g;l6qae6Hc@AOfIBt45W0=Rc_G+&+;^SW<TH)HE|Ti#v!MRL!l(3%GH
zJ23@d)hKI{(~O2p+1OnHtu5cuLs1mu&)&i)&lM6xc&pK$pO1EOCK<ZYVkxt(9HXoQ
zz&oU)2l^x@SItUe%{o+@0EID5^DqRu;Ic0(fLhkzjV9DsIY>AL4b4<bgRTH5<BZaY
zNI*!+){U1_Ei!{SrU7?lj2F4*uPa>_YK}Ctb-GN{f93K=5Vt>$=<ap*1!<V$L-U_s
z)(+F1r|HarX*4P)OMW7-?lajI{v-p20^WyCp*g!4u8j`U)fG<n%RxnGv2APln@5#`
zG9<R?<$nd}*bM34eB2*q@i8qWxKdP!>Y4(Sg62!BI){}xNj#MGUxd;MxWKzxsqHL(
z({9rFB1B>WjsEgf8`1~M8RKRmh{pCLRV*2CHZ&0=2BST@cSX{5VPUVxcNL(&h!mOi
zdh7@}cigi)-Oew~FYU2ED*VmwGm`PBsyO9QF_=Eh$Dhq}=PUNpmcVMa+vDAc6!!pn
z0RJX;?_Dsyl(c^>#t~98NI5TlzH(1MY8r(-&d;?g6rv#KnO)I10rjw3puHiGqLjV)
zD2|_MLChgI$U=y=_Hg+@1sY~Kf(&TUKr(!vt?xsnLv$h0+sxL`uai7a`_;zGFGrI+
z-^~9^|E^dnorm&p*=ihbu&aB21G9Lzs7`)4wsIyi;>f$Nt;<y;EF?8z%;hbP<OdG~
zBAKDb^I35GsLzOF$_b<2nO0fp$1&XXt3Z~;5clr(cz0Gb_Etfk{({INk#e@Kr}id}
zX?8%M3{;5sr1qkIw{ty<khEM-$(KTB_a@gjHK6vQZ{9TN7v}vn2U4OEGEPR>7wSN)
zZ*ff5wxdeX$#7cnteV9cTGq)KE{V#9oB#Ct*~0chu4g!OR>HUn{S6poK0gvMfI#BJ
zzjp*+1cmbtJPQUB3^ITLq@P)CrOc`X)YvJtv820NwHHs|X+DVE86~KQZR|jPdkw<M
zUF#6KXoCr1bB9CLk?+K}^iZ!p#Jh~>z4j^1da8cKdcaP@GL`Em+8*Gl6J}1|nERUW
zvMqdeTxak3t!$8MFWRbn@Z)>w^H%5d^t?jV7tQq3eACx=0dIQ8_%$Q8uT%Ahj?X3M
zB?H44*`ZDR&S*uc6ggb*1wjl<7M5kHcPu@o&D>mLk8R&OaAI=5*fM0Z-4<*g$U@nq
z&DDDYJ5@<-E@YL>GE-6D#p(<HY%Gd`yZhOEjOW=fPoJ154@wVmXYVdYvW)>Jn<IX7
zq}}z4tkY509#8jKbd_x)m}I+^S_SKa*YUZ3kNCrp1TilRfEKg#ty19`;@sjab=TL%
zFz#w3`ZwmB=?b+K(<bqFP8wRl`|&Cf#?v=<A$rT<H2756)J!IXr>?O%|Gzg0HDYB7
zpT#I<gW;mScXh?g{>&7veb0Z;<q~4jki28_>52Xnh&+~43v*$42}U==g?e^rI72W6
z#`F3A5)9WkdfoH&ayBy4!>tO%&S8mu{ryplXGUz{m@+ZH3YPw&A8414QJX-2Pws1j
z$l_7>Bey>+7CcV5`pK^$j2RK^N``WT%a-t-4_Qf^Dspt^*?Bpoe^NEnGLF8%1qwA7
z{yOW6cbW_K!$M!@+t-ycR#@E0Oi&KJA)|<WO!4H+)ZJK(zP`08Unf6_Av5K`NNwV3
zCpS)-7fXZlUqo!pC(rp0r=yP!MbwnrZRlo?SKeJTxU|UaNKxR%hm+A~wiNtsP-{3P
z93ZFr%D8D>y-AKMWKHJv!{loP@{FzFyBQ#nzUnIWr%3~7|HY<<cROEjn`G&nslRm{
z8ovB>NMu5{o!*3oMQO-fRB<@_os0$>YYO{$L&q$r!`>WzT_s~qIlC9k$Naj68n3>v
zcT%l$-9OsP+<xUJ{1%O??XIVK&#XPA?HdW1ni41Zm3y9anbMM8)rrF^)i8-^m_;|X
zP$M^jfz^tyNsG#oux9!h>d)5zvvSYC3%8~0gtmwOjL|U-V=f-(SHqKIuWxVD_NB`3
zOqH#Cxi!L;e9FFURIMq6DR*<$UJkSNu*mNvD3ZsW9E`fc0$$5f(L2tN{L1LoNegZ4
z7bx#G#3bUSEN^5Es3gkae)ID{=gKm3HB{Kge@{h!xTQ}&Qp|q%-aLzhOR&bl8HU7W
zA$7$jMKP7HP;{ioM}v`bGz`iB&obx2Nf?gd6385mdSWB}-qp`vwTTyhGxE;Tj#DGZ
zpj9GXa@{<jpYzW1NH05MVKOr~cR9Vi#GUY-Y)dN#h^}U~0ZyBoLVkc?Izd}WU1(t<
zRQ5<a@uURO5ggoV<wy2nm$DYE1K886+ym<Wl1nG0u&<nyh<61_tJd6s*&*J8TERcN
zONUB7A-*i58Vbof7*P!Sw>B@nd71LP*GUJXnkry>K@KTM1`=xwU^*vfdPGV-ShKqz
z{J5;U_-^Hv?-#v;+@9;W)|^c6Q|EIFT&?AbqEADtV@cGCT0i<n8TS-uDP+M98Qp;w
zfC%xXpii1eI?xYpV4|bv_J6s8|J)^7RJ+dogGu-+sdW^7Bd-R&S20ZKH{mGK9(RjU
z<e``GPw&;egqGN~El~Agueru12;U^9-EFqU#_;)a;Aw8di7p<foNMIJ5OyC};5Y3x
z?^@icW?h4BTEl%r7+Bv~Pc?UDr|{t73Otu*K_yQy5`1F5wZnmZl`hKpA1e|NmGh~?
zlZ8JX!}Mo@-Z67DJhJ<+*+e?|lKhQFR85>uZ5P!QQ{INyk@`5zN4h>;fI4C*vM0Hb
z59WR_rYoLHQa3%N+P7>{PX+!}s)^hE@v-R<tNeiRX=|)Uen)w}az!RAg?+Y<s5{$W
zp^s^2x<JbkF2aRQ7`62R%K&8}Y|;wj%}O}a7Fc-GS0MDG9{D>zeK6gxKF*?(i?A4m
zQlb187Hxp0i>2E0p8q#XpAAl`zopmeQ%6>*8rbx<E>JN9U3#>I8Ot!K2{AUfBE^q+
zX@EDCTuTXQ$Um`akl7g`4H1CM>bp#G79gF#Kg#<d#PH@fz|B%iqn<)e6vzmT$xsR^
zj4GkYBs+`E4>-!jY(<vr!-Vix1}KB0Lp^esLU2841R0PwA!jZdOfMdc)hKQCQb>u_
zNIi&n#AmN(z=G_Lb?`cCvFF`aUNA%3{EPX*qDehjgrNcnJB3=nhD@4ag-OUA#jS}c
z*fu8G3}FJNcpCRHOXJFN$e>gL>S39pvXb{FE%{6H1Cs!A8Wk;@)=1#OFW2_>6o+nx
zi|G!S4nyx6P0#GXw443j0uh%zAiHl+U)YoVpNgvKUl*8v=*n?&Q*KXAps>$!!cn+r
z*p7q#(CJY%bDV3_nJ7Zp|6x~{L?EFaqS=ji-$CG>qAaivD{5vdJFrblzMN4*dHHu<
z<ZVqHb0;CF0Hw4|Yb;A|KYCU3yO?T)C1D9$c2IbCVUX1H;QrSEt$d;&|G}b9U!}{b
z!~zBJfL6E@2p@sY6%9gSnM-S-#Is<fldFk*XN6O#V{yqv5_X5dnI5_CpE@$UW%~=u
zDKa3Qc3^AlMrokjI$8;L%Lk-}PahsbGzZxUl)pMKoIXEYus~3tBx$qLg$x6(^HDIx
zZ7!-0die#)Pp9@BEPc-8?rRN)s6*;*--AnUt*zhT(<)8cTx-2K)2>^6Wg*sxd&J9b
zWD?RRxwIxP$X>>lOHRxQrbMF$VG$!MM7THkbIA0`(R-V+cars-$*-MBvDTNx?jbc0
zgo`!*%wU`EB_)p>^^eX(@awm--!TG;YVn5$X@-mfEQ}`t{IJ}HH~XL9r5G*XCL^z{
zLiEFjm7M?Qvc?*k0ktnfmk!N<L2(Mqehe5zUu{0Kmqj{*Q5QQeC2kDJg_!Z(JV;GF
z*k8HSBNOvgh%3gmaTy_A@t=}Ha36(wj8Mm+di&b_H+y=g19W&V!qH8Hs~u!-LF^XZ
zoYcA4b7xp5+9q%2DrO4T4Mzb`J+afO&JpJEO?*PYCV>+oNy|!*yne`TMNo4edNo$8
zWm~8$Nl=5fJ$jgB^!_vrPZsu|<dudBS+uDTzE#6z`J+l~);b0D26x-NH?zX4noiDv
zU&M>8d<uyESYk_8SVb#?FO)?o&mJ|Epqo{XVv98^uIO=?@%*)yJ`?kenC0c#D!20o
zj7VR^Vd@m<W7N%X7I)`)IO=0u6)JN;OU5N1$h!ychm3(^_>Z)-GZfdzBrd9jp07N7
z7Y0vi1(zx}TuV>>bNv|CZ?@tNn6%N^l27w<`)|DCQ=PGNHXPhXD(al*3*zY5tPRY>
z?Z1txW2g@4Py9kEhc`W?k=(_TyH2(ZWadA}{M>`{f^M1q>d5e&r!#e-UlHf?i^#oY
z-0Y8jQ(A+CkMBlKb4%L)$~!lt?Gd%t^q}-tW{d!jHn$Om*nTdn2iEYRls+ZKyL!59
z^^=CI#42sPv!Hpa9H)DYon~Y||1Uvy2B!ivcu|%6D8JW7(sT^8tP3V00ba(#>C)W<
zzN|p&M1P$$@=;?Nq>LOcqO1DuRo6c{7Ji=Jaw!BBbT<S7R%#Em0Z;fKdx5nUdvEAG
z4s3xEvc+}R0T+4;&T;B!y>XegEdR{a`m{6$nm128_*in2mqQNEmLL~!J?V+#kNlsM
zZrFdFH>z0hkeD*{_(^V0O-n#YqonudR|=SNhd<8gpmP%hj3FpsvB)|QVk}O#pSo`g
zyvIF0Ga-ML8)wY^%_!N2pkJ6z1jemrzTrfZAuYf==1TD@-yMGd^tsL*b%};=>@%(t
z!ONBahf=PrGMT`PXS<YE9nF-5?BMrKC5=l+a8*4`@+CmDl)lDhCpi-@A2bPhzchI$
zMY5Irz|0?R*C5H2wpNk~F1V0vuJ;4wQ-Zv7D9m!#BtSKNy7^0<p!!sy@HAKHuT0Dn
z{*OjN3!!NlW_=5h#OVMi?@Nahf`N`{N;Fifb9bT-r964M2Q9{zwXIsI1`b2X(SxXV
z0h^r^g#vWoj1>E@yx4@-l4dDKxuda%uw2f4Y3yLV(19-2{gkZ5yFw+OW3SSux^yR}
z%#qbM^jA*R9!KdjKA53-jZT34TOptaz~dzdbmQ|5>kp>5Rt;izS}jK&a@o7z4wW+!
zn;fT=qntkeot`mKO>J5JRlBZO@GkXJ$~?XnLFihR<ZW#owMC}nomwYk9b9JUGdFP1
zoTMq2JP4(Ryp;VL1L|~SAxcjUoBpf-!2ilIpiS_Xsp3O(yj3VsLbUAG4cY9<7T75^
zcf3}EF)W+CzZsgHKB)FHTx<H%@@8>WkA7!fOAxBXyk^FR)N+@?0`IqmN5~m!XNwbC
zNc&Y?Q(~IVpJJDWtS;(UrlC1t{so;;Mm_*X;^*|$k!(iGyBQT6AFcGYi4*3~mUamy
zv5uy%tSAyT0I!@k@PA@u!zxJuR~EcvV^7x(HOENpiDS6nP@=!*8S-$&do7%`{0iA^
zi41_^x|)BD-Adk#k$&yF2o6B%IX?wdKF6$nS}5JG>jz~wxd?4nYy2Zi`u)HIn~MeJ
zePeQ60RZRM?Gj7*$u@Ew?$5LQu+daCdU6O85Qe%vsK=rxmFK%zd;BTGh8|lwM+L7s
zy}L%t>ahW(>h~rD$_QiGx@n((_9-?dt?9Kf2XQd>FtgdSP(hy}u?hr3Qc(2;aj-B4
zo{RsR-o4_1%e6dRrL|*EqQCtw>!&9+EuYc6{C~bF-z+7%B*-RpVSl-z<)#H#%i@R$
z{H(w(_FtahDkt2N)+|WU+6=2IFD4%6(ByMbB<pS)xiRNA$6wyU8}=j}p&R7<-q`~D
zy~)hCt$l8&ePT3|?OE+wRZ9gq^I|9aBTaPSecz+IqwU)7n>1w?-ariLr_SoIABOH_
zU6W}k{{R18<}3z%^x#ufo?ml%AD=O^vAVacHYD*{pDp!;z=kC4_QSl>{KnfQjQ?-@
zLoX?s-`IzGy08U3JuP2)TFirTer(<nr91TwQlzPkfunUl-N8~|_y(@;X!v5Xh&FLM
z8oenoj1ZxX1gJRGOC3Ri#IJCOZX5MMho|{$Tgg$jO5+@DetCZR4Zy;R10txK{VN}0
zlUEv*jtk(}UMl6xuf@6ShY=Ny!?|(h-);&+LR@quqa6_n<=s%9+3~&rVGJjDMKCu0
zCnlpv>aW%_oF5^JAajsu+Q_<=#t2am8I2N}Li+K-30imX%H2PSNqlj%!CZ%qiVNU*
zzP&;n<pc>cHbAFVc;BOO!L_~*N=fU=N9#$<=|l^7P1`H&5=FYOOT$PK3bPspp>{lD
zZl^MB`Uf0|6c=GRMYZe+A@ZUs!sQr(0M0bQ{j98*vL;SnmhDjhTUgd8?k(l&Bs>Ux
zv}3MC{R+YVw^6$3h-xfu<af9?1J+tu#a~V^0$lwJBEJp*bPd0|G(fdo;3|$#NaP~*
z{o-qv@Hj6_`$j9jkf@~(QI@C$F@{hjosmnu1%hd&dWYfF3<B*$@g!gp5UK^nUy<aH
z;@vZ6o?H&DuxW3GGi+Bo)+zVjkK?Bkvfbhh`*I<dCNzR1n}Fs6?Qr3`!cd$vhqJiw
zU_f)WX&5sZqJILh8?46Ys26(-9izVWoB6j_x$BV4O0D!nj9QXjXZqro4}5!6DOl>8
zpBXx!iV$yHBB8!zZ~DDdjv=y(58+<sdZWiw)wkU5FuM~bpBk=Z?^3~Tuk#DawyqvC
zq*&b`$6rDkTQEv8$xxLFK0-XenH}!g5q6aZk0@n18aKxw6hU}+>lR$(@QME<s2_Y0
z{7Ca<8G!><5vBlsd*mfa3(+$bPDs_bAfFvka?VYnPu3qxge<j)50E-co~mEw=Mwa(
z6$}}QBjiQog<kdV5k4R09AW!2@-t5`IUgG24+g&DQzz_JzXN)zI`8YjNcd^$%6}$l
z1<^Y_0jD)cuZ*UCI}Cd(rz89UA4&H&z?;#OPWbhWv7O^wV8ZzPE}f-#V!-3*t`*7f
z<~tdxw{<{*uEWE$3B(cBOx8P6atFAWa*G_>2{L<<7i=&j_LG66m4B3-O&OeSO&3B6
z=Yy`eG8}Zp@25WyQx0Wb-l=(8HD|axP}-9kY4aC+BsgWIh#FqxNvTQb$suzpDHiCn
z%n@bA<GK_;ZcfMUmAni>xs$xSv1*|SsS7)Uz5;zImkr<S*Y+(+$Rr-Z5R_HT)y?ss
z-#entK`9-nzHzi-tk?Pmsm2p@2))dmA<n+UfEU=I#uFSlK){rDRe75*1*PnpWril#
z#GHMu3+T$L=khp-NKGgzQL4HvX2C-ESn_WFZ(6&-=fbzw&5e2)uU8u7JmZCrJA^Z-
zQ$ERnp<br}u;bJ!wDU8&#B>Itop*Vy)z%U5rl^1phhczW*EjrQYt&rUBigOG;-W{)
znriY$AuZId*SW_qz5Zymq;8~cl=7B5jW-A_pO9Ga?MeFt_=YEg0&5cP`LhFlAl78t
zD<0)idz5zF{ibejQZae^lRMDGsKp4`0OG_(Lq7k%#pw0?zSQ`&BVjA)|L&2)C}_))
z8bn>6kwGoQKYYuL?DTIE*uc9U#eu!^Di>W@N{TZ}4Z0!>)$G~R*BXeN)WZ;tSl9z8
zj~o5wO)3drvl%h1_eLTVs((<{fjIV>DtgwWZb*u#c9Y&-9pg8ES|E$NB@|-Y^2zf*
z6{u1g_<MnYQf*=?o+*RoR{$1I^SU#o5k{TZQAc`<7Apn0rPprpu!=+Le)FGL!+X-V
zQUT?g{;4>3zAn|z`g^8nECl&TI0X;}s$jY802#jIo=6=2EDcgCY7V+Ocv@aPBvfxY
zh0Z!#;(1#aAZw^|<NUbTGz16QOs0cg(T~!>6|lz>{c4f5@IIQHp$_X#WwH5Ela0D4
z(i9X`>G;DsXLOI6%lc)*8!xM64MpzbTe+^I1c+J_Cv()%7!Y<)?iJZ>Mlk=w9+OVv
zCVF#(4FM%8vSI!qd<{;1)Z?wv5&YQW7n9}rSgL9Vg)A=dp;?17Y3Ss7{3sFn2&A5A
zawUlgRFPxaloA`(omaJyaVel>6jtmJ6GW_OF*gmpPvfT*z@-k!v#s=<CffJfej7BQ
ziQ#*?aR5&my~SEO3qRsD`Ho-fw*+!U5&Ww2)@<%~)I(_cztB17M$gOY-+Jz%P!QCa
zIh@aTrKTm;-v?+^?D=DU)1?Gv3Y7~5Jz&M$Zkr>q<_|v!+4)Qxj|y3VKDO}^D%)R0
z*ja<C>Yl{P;^vCYy6Z{E8+y`(7Aiu#p3rMaRiVxa9c<T2#g!vMlb}ye*KjWD$;_PY
z8Fl}P6F5`57heQgbW)%YH@5A4%<s=J;7c+%`43+(ruJ4s@S|Qv>FvrHq9Ey&T^jjS
z8Ktk(P!A?>!1sZ}r=)ELHjUeTeo@>D33Kzu|K~m?)G#db+jf`Kv>1j~!QwTzqtH6^
zqBX;m5OV+G1a}d7tujYwLR?IsxxY(kX@dcs1)>bM-(K^(<ctq{>`rRPrV#x$)qkPl
zwH-SFjB>><{AcY6q1Pw;<S608`ER9hwa%v{oFq!+pH{jZ6A#O*T_G>5Fsf?ufYdG1
zrjxRRFSO=r7(%@<dA2KkR8qjIXYoz<f~|8GT7GC^qWldkOLjlt!c;@H<NS`yY*%l^
zE@j1LwrQe`XJ5H)VkPD7E9TXP4{z7}phQ_$uZY$CLa*Gkqa)Nkk}l|Mj~BKQ*1L0`
zAA_*IQ`LCQ5bztYon|*~dH5V_H@<ge^UIKg+}WQg-;d_MQBs*OqR2f-b~HwD0M+Xz
zEi?!tI{wcea$QEFz2}|pmqpIML#Ly`Oa^}sDU1Y0za2<mZ)i4Q06~`W{4tWhB>8F9
zP^YA$F&dX8q1y9DQ1Qnc_-YTpkFpG2UY@tWozi24lPP*<hpTsT>bi<<?k!wz#ozAK
zlj?^Q;b<!Ul610k<Ib_6eC<e2)b0|AzM-AaDT6$*!!T<m5%1)T$)z`=VNnhyD)x^v
z5Ea}1NW^cN!~Zr;LG0Pr!;H)?(1=Xp;EoXX3h4HnM1nn@(WtpOu|kEC%HAKfKmOS*
z=iq;LL675I)b{#ofGu@74;G7sQ!g&US-Vph<I?KZJV%qA<~qFl3qfo~yop{gg=klo
zwuemtftgIw8(=$x9&dgbjJ{d9+E`}ltcNu^M3HP0lYR_YKxNUT@Kp=7aIO$MG7L&7
zM=xhSuKu(V$@<S%9{whgLHXbJA0>nrV-&bhR3IOB`0o&Z^C?vp)^KKT9?TUm)DPD!
zoL~Y(ygtOJUb6XtErF=MxKcni4v7!L5xPGpmbd9bZJd|P@8q)r@}xg4awto@(3WnS
zd3UI)2t;J6n`-x&SMWj;mH%&@t5%({MztPS*9ZST(1zf%($v3rePq<70D6gi#XsPb
z8aFd`T$R`jPPSk{?Yma@n9DM4wDueCDegAkFT7z?5|oV6XpwTp5Q6rGv91W}{?@Fg
z4Lo)MhFBaVUFT*u&3>|Mgc!6H*c(gi7uS)2f0dwrWPbd)XX?*Twzi{zl%{kwcx3Yy
zDvI9XrYedjpA-jO{m1{CN&)rY34Cdg-bq348JciyeSyYK{1q(E_=n&*8Outou?CD(
z|HjIvbl-j7OM>JIua>ktnqe1{`&N*m#~@RB&kIOxc)IF#Y_IYpZ4B@1<5Sm%C9mb7
zI0~wmQPcX?l==Lu!8)^(kxQ1L*fW?B$3WfwJK7~UCoNBn7oY*bKlg8wro!=fv`ZO+
zg9-v`TBtre?<huZvCtl~(y`P{0%H4b?4f-%P80w6-<{NNX<97mMR;FMCH<*agQ#fU
ztm&+tw_WqQ?S8VUr$I&U;ra!!v47p2ZpU$8q>xL4Zqqs|@{t2G%lLSz9yGGi+SEUN
zvSB^2*FiKiWiR)#@nkeq7I&`MWUe|gsMmc$<Bz4y?G-s!d;*k~4=BNxNU^YBCF4pM
za81891}wOP4bQf0d?447X|v>Gf0CTII+qbe+rGWUOqrcNX4>Q-zT0f7$pgO~_cw)v
z5){Hw;au-&2D8~d9bDWs2H}qhmjFK7HJ44*sKDU|$^P-OG%I1aRULPDDAosZdB0)K
zu@XDJXW>of#@)JzClNuT#CX!;%*z@Et{}7XC#V-DePn&|-cx^%5pn#vY|>0%@*{ku
z{qD4B{5bWc{Sb?zF%gkt&mB?(v)M9Mv`P9hUC1)h{-;OQ0Z%`he3V(@!AV|*nlrb2
zzE2LJ{o5S#y!`s%{o{#bQ>W~l7#H1z2gC(3mp9&%vKbj>irCcLxaUgV|KeD{4W6*4
z?h@Y*SwM#VT{)&Pa;aPjL_ZDkFpxrfg>F)UdWX3(iw|UP2aOH?jZ7r2)HW`y)9Vy*
z3234*_k_~+c~quqn%^;b^lA5cyd2-fQuOo4Xkod#@0i1P_po2CVSimneAvH@v5q=D
zI~Fzh4R^HpId2wiTZC7Ekr{28UDfx<?#K?C2mvXWkNOfJdh#5n4#TOv5cAKuXqhPS
zC`f21uE{50wprk;(L11iq?g;{m?DdZfNN>W<|80E`7oB-0M?tjju$8Co4GfTMPi<(
zvf-0yqPH=wU1Fw!X;CCCXN}PSCxDOTtS<r$Eq#NO=}Y+O!n<^JWP)*vBwLhu!(H{<
zZ5#Mrapw#aUU6r_kU{Bc&j@3~t*DR@=>^;{nFZI#E}WaVpq>vLDClsMK;xUZ%V%l*
z{syUtl@yNsRCdzkl<z5C-NW`tR+udV5j#8}J9q27aKAtSiGt6}5p>g8Tm(KIp3NK4
zXR!b!8=jl)SY@NiOSO_n4TsiNByprfFK}~$EX)e}yFDA{4}aQag(ZUew++o|_|cuo
zdkhPyS*e<qXeVs^!a3m`Qedm62!#4{9scO_9Uw*anj9OHZ9D5=u5k)Xq^!N$<K@7b
zaH47<t+XtSY?P)ztb!<9sy*X=Z-F%p@+RxVz#b3rCczu<*`TFRmy?Xi%AFEdA{15o
zrC3zr$=N`#;Df945Gy-PG9qIh%1dT=N_)+m!)B*v7@R^Jsr4t_<za-!Sn_~)i8Mt{
z+-#=x9f{q{gAs`xA6uMHuiS9rCP(|y1M}dIs{tK&#K4mHZdcs8yl4bdAveQ*WA2P0
zp^gab{}WXOs`{LS!wmw1z##BO1U3jxJ}0q_g2e7N8NV<JPMAJb2k=y7jw_>bw#H8h
zzsxVk13n@=ILY{kAHm-lX_Qn>XBIF;AhN+=Ft`f_8!%Xm!CGn#YgY`;>mZrXLDFr_
z(jFI&M$NMGnk7lb;Uit9v4K?9a@zZdGHRC5XM^gZgCuedBpwY99{@T?Kx5FjOB(BO
zX}oO*$+k4+b&z<5^oG6NiM4|I<!JVH>A|l{wZX3uSh5S4u(x4vgTY|%Hug3c40}5z
zvlqzh(`ge#1#>gRt42JPRTWHYOSB2bjS^Nw2aVbg*&r|o3<5V!U^Hs;J4ohsI!MeZ
zEL6y>St`bipY*-vD%0I2|BDVAZscHIx`QOP;D8geVT_{+aUSkrSeSgDNXkOV_)u~x
zoSdvuFk@>&nGFyF#JgcujY<5IK|yTB1u@UiHVnZHL;HxE#faD`SQy-yonjiXQ%IKc
zW_IUA{6Z46Q?%InJz5%>76wNf2nK?WJGvSO-VDKNPz3Wt_6(5?!h`U=ifqxwz!=UW
z;T(u;h-@Gj2!_Z8f+4cgB0E&rOT&{#+Amk;oo$y_uGGm}ZK`~S_+)i*Lb<Y_hoWSo
zH<5|1k%DDL@1SP|<{dFL_OfN;NaTOcC}9#Sv}Am{gGT^kz!)$tq_um7vD@&=;`T7+
zS=*K&ysKH;2ATJ#3t@WoRW#x_*<Ysh)^Qvsu{XhlvstZDMU54soYdTroX6|T`4!`J
zBB=lW!>*q028+RBuz0hhdx9)hL$H`9yC=wQpdP5-0`(Hvvj$~1)2NX|eQ@rp%5JM>
z#;>v-8IavzF<9IQixpV>RTiruSj>^#Hk|(V#ijpz8_;H|+w@2J@Jo`)ipfvu@8c#i
zYiikgrGh?hq%-t5)RTB4H&qG2i=JJZEJD*_7z=;H<2<wAuadd&XDgd>D?t{`dDCvL
zGSPQxMsx$kKyj}qRzNXOTm{7(&F!JNg>M#@oVl(UHwFj%;Cw@zPq)2N5v)rd-6`#y
zgm|Wj(LOt~o(}n(7prMT-VIHhI8%|88Bp8+F+jZ1<_3rX;wm6!=xvG&1SAc;T^aL~
z74L~HF>9}y3B6tQLQq-EM`pZw$_UB}V}5z={L;~!58qBiJW+T%+7h281UE<w64w{p
zATdZ>N^vhx+zpg613DT;zL>d<0ifS?+f`B-^o&xb*9`X0Sq+4%oE0Mm`WV&2HytiV
zf#e2?f#Th%c9j6dK(UPG*5O2MB4}<&ZzTeHpHa=!nJFF*&~IaNQ-5byXPAE4A0JYa
zJ-XUSL7wyOGI~C>=;?*l27-ZL+s`QSkrAv;9KjroZ7ei)X~63oz_Wt!C}6e&c-_d^
zrNV$W5`>Qk8paCUX9;g+sSzcS_h-yfB3qR{9tJua7zT!c;qEbPP9DR#JtPKNTe9Jb
z6^BoEAjArnNayrqrs)14&na9+8UZ5_o>`TxTv{t7w`0Zs@KC2uwHNp>HRLu(3=*#-
zF@eM&aSamZy4z6PqMYZ%;cZT_5}0op^Btyh7?=+a*vVnutMjakd=b#2Ya1vAiltGk
zfMTGy2#Wu!xzC<1)Bg8&@4qm4um71)^7N7J>CylHoL1eN$4j_8UBkWoG_d>gU%JP?
ze0neY`QeB8?CB=j|8f8B{^R3C+`oBob94Ci`ts`b@ap3An~S%H*Dr2wFJE39yrIL(
z>(}3ZcXf04=KA*4;ri|6#ntVL+so^#oBgMk`SZhXzy5T%`{n)p{oRj;$2;=y;qK?V
aA0B>sc<uWSAMeioI{O>729@G=`w{@8rYQda

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md
new file mode 100644
index 0000000000..e41106031d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md
@@ -0,0 +1,102 @@
+# Construction and proof obligations
+
+## 1. Exact predecessor and changed object
+
+The input is PR4447 at commit `322e0ec764aa7ef7801383feb1f656e460dd8bed`, with its credited THREE-base native word, PR4441 helper-boundary retiming, and the added three-dimensional frame at B/480. `SOURCES.json` binds all external proof inputs by Git blob and SHA-256.
+
+There are 632 persistent local fields: 224 main fields and 408 helpers. Each helper is an arbitrary independent input, not initialized scratch. The separate owned center is initialized and erased under the inherited native contract. None of its eight uses receives productive-input credit.
+
+The patch retains the scalar order and coefficients in each orientation. It retains all native warp events and every main-field boundary. It changes 38 helper entrance frames, 47 helper terminal frames, and 414 scalar contact frames. A source pin accompanies every changed boundary or contact. The two orientations retain their exact inverse-transpose scalar correspondence.
+
+The optional search jointly optimized both helper boundaries and every mutable scalar contact over the finite intervals of subspaces of F2^9. Fixed main and warp events bound those intervals. The largest quotient dimension was five, so its interval has 374 subspaces. The discovery model used one-hot frame choices and edge marginals, with negative whole-helper credit. Its floating-point solution is a proposal, not a certificate. The following construction and exact tests do not use its claimed optimum.
+
+## 2. Frame-coordinate invariant
+
+Let C_F be the source's exact canonical frame operator for subspace F. Interpret a field at frame F as C_F applied to its logical arbitrary value. For nested frames E contained in F, the paid transport is C_F C_E^{-1}. Its Fourier rank is dim(F)-dim(E). The implementation follows the source's `adjoint().then(...)` composition convention and lowers the operator itself, not only that rank formula.
+
+At each scalar operation, all participating persistent fields are first moved into its declared common frame. A scalar linear combination commutes with the common frame operator. Therefore the operation implements the unchanged logical scalar step. A native warp is run only at its original pinned input frame, and leaves the original pinned output frame. This proves the invariant by induction through the complete chronological word.
+
+At the end of the word, main fields have their unchanged original endpoints. Helper r has the whole residual C_{T_r} C_{S_r}^{-1}, where S_r and T_r are its new entrance and exit. Every checked S_r is a proper subspace of T_r. Its positive productive rank is dim(T_r)-dim(S_r). There is no duplicate field, discarded helper, clean-input assumption, or free temporary productive input.
+
+The helper normalizers are recomputed on these whole-job boundaries. Every new transport and each distinct helper boundary is lowered in both orientations with exact Clifford tableaux and absolute phases. The receipt contains 423 distinct transport/boundary pairs, including 406 newly occurring transport pairs relative to PR4447. Two retained literal interpreters check the complete 632-column endpoint. The argument is the frame-coordinate invariant; the finite replay independently checks its application to the submitted circuit.
+
+## 3. Complete local bill and uniform moment gain
+
+Write H_r for productive helpers of rank r and P_r for paid jobs of rank r. The predecessor has
+
+    H_old = {4:26, 5:2, 7:29, 8:42, 9:309}
+    P_old = {1:2254, 2:514, 3:444, 4:103, 5:40, 8:8}.
+
+The new word has
+
+    H_new = {4:28, 7:7, 8:47, 9:326}
+    P_new = {1:2237, 2:388, 3:494, 4:147, 5:36, 8:8}.
+
+There are 408 helpers in both words. The new paid list has 3,310 entries, 53 fewer than the predecessor. Helper rank mass increases from 3,434 to 3,471, and paid rank mass from 5,290 to 5,327. Their difference remains 1,856. In particular, the improvement is not obtained by keeping old productive credit after removing paid work.
+
+For 0<t<1, define the local surplus as sum H_r r^t minus sum P_r r^t. The new-minus-old surplus is exactly
+
+    D(t) = 17 + 126*2^t - 50*3^t - 42*4^t + 2*5^t
+           - 22*7^t + 5*8^t + 17*9^t.
+
+The verifier first checks D(1)=0. It then encloses D'(t) on 128 rational subintervals covering [0,1]. On [l,r], positive terms use the upper bound for rank^r log(rank), and negative terms use the lower bound for rank^l log(rank). Every resulting upper bound is strictly negative. Thus D is strictly decreasing on [0,1], and D(t)>D(1)=0 for every 0<t<1. This proves a uniform local improvement, not just a favorable rounded score at the chosen saving.
+
+The whole rank-eight center jobs are included in both profiles. Scalar work, helper normalizers, fixed monomial routes and owned allocation/erasure are included under the explicit finite nonrecursive allowances in RESULT.json. These allowances do not claim those operations are free.
+
+## 4. The new p16 controller
+
+Use the PR4440 constructor with p=16 and prefix length a=7, hence suffix length 8. Keep the thick stages {0,32,1,3,...,31}. There are 18 full native calls and 15 query-only shears. Each full call receives a fresh, disjoint set of 408 helper fields. Each query-only shear costs one rank-one job per port and contributes no helper or scratch productive credit.
+
+CONTROLLER.json contains the complete emitted native/query/idle word and its rational scalar boundary programs. A separate literal Laurent replay checks every coefficient. The left and right boundary matrices transform it to the declared diagonal, with central exponents exactly +1 or -1. Changed query orientation and replacing a paid thin query by an unpaid full stage both change the operator and are rejected.
+
+There are 112 port copies. Main productive ranks are 145 with multiplicity 224; ranks 17,25,33,41,49,57,65 each with multiplicity 448; and rank 73 with multiplicity 224. The matching whole-idle paid ranks are 16,24,32,40,48,56,64 with multiplicity 448, and rank 72 with multiplicity 224.
+
+Add 18 copies of H_new to the targets, 18 copies of P_new to the paid list, and 112*15 additional rank-one paid queries. This gives the complete profiles recorded in RESULT.json. They have 10,928 independent productive fields, 64,620 paid jobs, target rank mass 239,886, and paid rank mass 239,134. Their surplus is 752 = 48*18-112. Literal event counting and independent whole-call substitution give exactly the same invoice.
+
+The source contact and phase proof is local to one old nine-axis block and one fresh eight-axis block. It therefore applies at every thick p16 stage after embedding, with all other axes as spectators. The new helper boundaries do not change those main contacts. Their actual residual operators are supplied by Section 2. The BIT controller and its native rational charts remain unchanged.
+
+## 5. Exact root, paid completion and splitting
+
+Let T_t and P_t be the complete target and paid moments. The new root is enclosed strictly between 0.0030201659770 and 0.0030201659771, using t=1-C. An exact interval argument verifies that the surplus is decreasing for 0<=C<=1/20 and negative on the remainder 1/20<=C<=1. This is a fixed-invoice ceiling, not a global bound for other words.
+
+Take TESTED = 0.003020155, tensor power v=1024, tail offset u=1/5, paid cutoff 20^v and productive floor 21^v. Define
+
+    alpha = P_t/T_t,
+    gamma = P_(t+u)/(20^u T_t),
+    delta = 21 * (# productive fields)/(20^TESTED T_t).
+
+Two independent rational interval implementations verify the positive raw margin. The first also certifies
+
+    alpha < 1 - 10^-9,   gamma < 97/100,   delta < 97/100.
+
+The p16 completion tail is larger than the predecessor's 19/20 limit; this package explicitly replaces that limit with 97/100. No old tail allowance is silently reused. The same exact block inequality (97/100)^128 < 1/16 handles both tails. The inherited paid-completion and higher-moment splitting theorem consequently bounds the normalized final paid moment by
+
+    1/(1 + 1024*10^-9) + 4/2^32 < 1.
+
+Every short productive job is completed on additional disjoint axes of its same arbitrary field. Every original or added large paid job is split with its full rounding surcharge. The strict inequality 20^64 < 21^63 gives paid/target separation. These are paid operations; no padded target appears without its completion charge.
+
+## 6. Effective finite compiler and outer transfer
+
+The raw ambient rank is 145, so the tensor ambient rank is 145^1024. Use theta=63/64 and logarithm power 1000 in the credited logarithmic compiler majorant. The verifier checks
+
+    2*(20^1024)^64 <= (145^1024)^63,
+    (1-TESTED)*145^(-1024*TESTED) > theta^1000,
+    145^(1024*TESTED) < 2^1000.
+
+Set kappa=0.00302015 and d=(TESTED-kappa)/7=1/1,400,000,000. The integer test
+
+    (1,400,000,000*j + 1)^1000 < 2^j
+
+passes at j=45,868 and fails at j-1. Thus the retained theorem supplies the sufficient uniform rank N=2^64,215,200,000,000. This is an existence construction with explicit finite constants. The resulting word is not materialized and no practical implementation claim follows.
+
+The new local scalar and fixed-route bound remains below 10^7 per full call. Eighteen such calls, all 15 thin-query charges, every scalar controller and boundary operation fit the complete raw bound 10^9. The number of roles, private storage, coefficient matrices and tapes is finite for the compiled template. Their sizes affect the eventual threshold and are not claimed uniform while changing that template.
+
+Retain the source BIT ordinary saving 0.0034, with atom exponent 0.004. Its delayed-cover, weighted-child, row-stock and conversion conditions are rechecked through the source package. Use complex uniform saving kappa+6d, followed by b=kappa+5d, a=kappa+4d, q=kappa+3d, epsilon=1-d, beta=1-3d, r0=d/10, stop=d and layout=d. All nine outer cost rows, 54 strict predicates and four functional guards pass exactly. The old BIT cap and closed exponent gaps are explicit rejected controls.
+
+## 7. Status of the conclusion
+
+Subject to the retained all-column/native and physical-operation contracts, owned erasure, whole-job matching, finite-template compiler closure, precision and fixed-tape bounds, analytic decomposition, prime avoidance and exact recovery, this construction gives the source framework's conditional multiplication saving kappa=0.00302015.
+
+The submitted change establishes an exact finite native word and a fully charged conditional parameter transfer. It does not remove the inherited analytic or physical premises. It does not promote the selected frontier, certify global optimality, claim a runtime speedup, or claim independent human or proof-assistant acceptance.
+
+Credits: zxv's native and higher-moment/logarithmic work; Jacob Alan Sussman's finite mixed-flow theorem; Cinna Davis's prior p7 padding, query-thinned and retimed constructions; and the unchanged credited scalar, Clifford, geometry and outer-ledger sources. New material was prepared for Cinna Davis with substantial OpenAI assistance, Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..ac77b78547d6dbf2e6bd102e1047c5b16c1bca88
GIT binary patch
literal 23356
zcmYhib8uzN_dOijHYT=hTN7Io+qSKVZDS_M#P%dNwr%?+H_30F@2Bdm_pCp<`&4&T
zpFX>~_g;H7X&fBbe-FghRe)hL5ufYU`)4e&usRAErYLxzz5q9+z;ebQL(gh)yNlfR
znyGaLksI%Ng6eBumsQlEl$YhsUvY3vQO)ZxPW6SYwl4aIAKyf#fk``{=e9<Yoxo4v
zT~t(`VBp)`-W6(+$j9U3LhTo5<I4@G()V!{1iJb%GJ1SLbrSi!eJB(W{Hiqmv@#BQ
zm+}4_dj%zN|7gtGeCR8h_~i3zY+dUMjx+uQ8uuCbKYb1*i3Iif$2bMOEsc>D3JV2(
zzMi?>-B5e?f*wvbv;%#8-#^FtK03c%pLvXWeEi>?GIu_&&(DwEP*rvUdOMycmtIH<
zNJNA{PF^0Qfgi@tX=S)3Kz-*=iN?<l<HoOtS`m@J&&SV3)I#CUBbsBL)iozPCzivR
zET8#DpM}b4!FPSc-Jq$lo8I@cGbhxwEzpFvNZ{A&!opGCrvGv6*ZadkS6okbklzi?
z>^uIq9?1sQKGu1^h{uG;?m37acQ?}CLGM98JL3Rf(5+J@sYL@z@7Kah-)1?g$k*+V
zQ`Sq*+x0<Zihq9%Y89%+UC7Si*Vkkv67FLijF5-7hc~kCIpjH{K1`3`A6;&o&Pyv5
zpZKX8g76m3!)#&+5)J2L`sBIAt!kPLT}kKRahg#~JP`$Pt0?cWwX5$|Rz(PcavaX=
zp$f}s433`&5n@CXo7EpLR$o=meY#a~KvSl;U^+w(I#drJ&0Bdfb6JCm*X*~Y2nP;*
zo{Lq{IWlx@mBpg7oo8`vueLSQj#`17ME1<O;x^Nq9<~KR9931mztzePL3SH$w(lEx
z$4EgrlYy?cPvQobXPh**;{--M&AAJVKlu^ZZg*=tJ8Clkosxk?68rwl0Ao{jZ4vz#
zLayQJs~4+xEr+0oPzxi8f?Z{U$)tb*CS;d|IbZkLzTC7I-uoPQC?kM7c-|C%ZPU%I
zc@a>L+IYg^b6%K+?fvB67WE3u&ULc|*@B3nIs`R-h5UU`r}IJNw!G=CVF^Q32s6OD
zAkt>HWKW`I01;U>Gnr)v_A;mtUZ?m%tBQO*gRDRx9O=ITw{x0Vq0tX4zZT}lyo)dm
zCQM@Vdh`NhFf+Wwbw43#rjlHMl9s;}hH`e;>P+Jd7IA+1{K;p+Z0F!Qfu}Op-YNKs
z4}%o1f5f&4g2I><p?)Kn1m$fg*a+u8nM?9)48E!*7$*ePv8DN0@z@Ra4C#0FNtwLT
zo>>3nAl9Z;ii5Y+UzkIOvLHZ<*DR$W#WDaGEHB=BSgz_fZK^#JAcaB(1P^J^DaCOS
zXuzt%@@lj+?_0MSi=aH?b8!f$WXQ#GYomVjmR5S3$ap=>EGH10EIuwhzH@x!e>3RS
zb0OaCjc~bhK|u}5+gP2<w#O+>tVGS5k_Y*Iif08y6dWwxFWt}JZrAa4d$<RNt>h{e
zBPS2DZ<NG`!J;Mp46zw~E*em}GP*L7&{wmLJ2SG5^E{hCZb5IWL61^pXHn|GblHUZ
zGaiPR0+yfIEsg4|&$Yh@uDlOM0WH9Q;z?YOWS@4II2#`=w|_iGvI-bLG;;mf3f}79
z3hH6%i@MElE9q%L_c~#;n(@kL*336xrMrZhsxjGbs;*O_vLApq!u3a)9dJEPoon7y
zfWkWmI|qwG@zf%^d}QR2mR6`XM!h~ZN<KK(Rc10~3Oc>Tspz_-wmH+CK9xM8r?Fbc
zNJTED0HkwWv^L(bo=KML_3C}%59VS=wS~!@6Pf>JRQv|3lB<$o<E-AL-L*37X@T)@
zhxFSx{Xy&GvY2NBLZL&+|NQLKvhA!>Q^}<IH*{(Ecv*o<L846-QbyvGl2P(9Bvnm0
zkC<x^GBz&ZBV5!*%hn>~A|wjQO&#yHM;SNkP3Ir+u@YNl{nSB-kNiUfO+3q$@Ng{D
zaGGiZwXua_2)&__@Qb`3_n-xAv|W<Ou}Nla4YdPfE09(~&_$>PGkR77mPdtvnu{LM
zq1g(<ZhH*x;kJ?&J@kZoxeLbb2&MbO#%BBG<kc{3*c|6igrE?Me!$dUiSPEM!|hSU
zcfV~vH*!R3fJvmM&KOahC+@bgo$>|+PYwGO$VfiCAKw*=2eag#2rP583<f)xBI@9L
zLxk(_pu@YS?C}?lz?3o5Ot~MM!My2V6uP>>%$5l0hx<8vBo1Ux$>O~4V$T`2;3Hh<
zt}+Wp_1LP|VjXf_TW~3Rv{7?}9gmB50KTQkU*qex5dcJEW^DCrsD0fuva=CNRcg1E
zUoPnO!k53rkV*S1#EDDagEdKcrKh^QK;|Vz?8Jz*IJ}(Ph7@Dt_C2iiFdU76iVG4s
zH~hA@%k1!_Q+HeS8|ebV-|OWX_-;-FZere?QbE?ory*xedbQAN`3{}RfvPg19^nBH
zCc}bwo!n8qtnFH;8d;7T0(%Lv>bxu5d-W@4kdr^_Q^|G`LfgpOq7<AmDuE3GDkGTm
z@w}y-{jtBtYz$25qP=d$$A-J%B%E?L9I}UkbM)!u-EFic%X&R9w`?&tM8WAb|GK)A
zWS!HB^TVKQ#qi9y=)bW(g>v`|MCzY%2fdvc;X#Qo30(pU`2GKgM^u7gzUhy(F0Q3f
zz65Xwcbr|F)?6LTucLf4^xHedFzd!*w!oU<msE?z<+aBk>Ue;Agbc}a`$Y*+A1fW}
zL<udp7Xj2_mqh^?D2=)jJ%e-Fb0FS!AYc0xu6s5}0PednHGTy?hqSMel_kts)BDld
zsgKj#aWa1>|6l?5E&aLS#rrEra}9RQ|FqI1bLPtXy!N-f5e4iv_mKs=f%3{QBEbqb
z5ak(|Y%>d$6F#pmHMV{l*WQbge|>Cg7bYokIgF^<V{-IkQn%Zreb(#dbqrc0Orr3s
zX;)My(<GCixRmZ%5<D~;B2G>8ahPiG-R+Wn!3HU%yA0n9S;{N1B}Qvrnd!q85heT_
z?i{WMN~|ydJ~Ihu;3P1tSt)Xv(@+<DQEpP>_tL#W$UlyhN>!<o_oQWTQHn~(=0W?0
zNik$2yM20gn^);;J9TwWO~m~y7LqXY9^*TZgE1b{ZPL{5b#pluA#DCOXBdn_;i&18
zM>aPYk*(t6g7G7qogHp$ZUs?0XJ5mqnrEt!Nqx5@Y#omh0HR%kBRsxr1E|Jn%II9f
zRV6m5!*%Ojv?F+MgQ*x?#T)v*h85@qLD${?8J)k`wqa=-7}8*cm~wj+&h0nY&MjK*
z-Z*l?3DCAwPJE~3-x|FIafC;C&Mq5=biys~2CK5Dvhe;m?DBduH`{S5bP4}^vYjAe
za%ywdPsl!nRZ@pMgoliJtk0I&?$2Eg1PWE)3~#FWz91D;zIJ#Ws1Wb{NSqCP8`*{r
z*?t&NjaT5Z>e;%x)F$KCkeC{|o-&<5?$#AszWDIRJzRr0PTk&^VPWy(FFfw6DV?{-
zF#Tl}D=yu?95+?7KpS2FeJ;WE*sa>LOT{Ak6j}<^>n9^Z{pjOYS4zrh=o37yiZn-*
zs5_T_%kNB;Lc){Ji-QtF<N-B+fH&kAqQy>eQnFII^KC~>Mpb5&1LAm0$Lc{e^P>V3
z?~jeoqSvF46j)*RT}5AP2i4Ec+Zoi&Sy-<BORnSuLOiN%sVqKgkE6(gesY!#zcW`r
z&0}6J7-9;!+ka8bTj*ElRN+-UaH|cs$alaLVyCB+6!Wd%y@HtJ17Q>#3U~QOcY$8H
z1ssCmTpbR99IEL^oqkVVCb?OOe_a31s_s(^DY4{P(e)pwes2tTXzIqQ#&`@U(q1f^
zM~#2Womh}65mAF@epVS`1gs;xt3a0Zs+BEGxX)q^xpX~&&yKKu^#muDu?<#CsTvej
zl4e3p^`gwHRSEwZq`w5yOfJX+TY^u-c)lk3YVUvP4qe#0L)Dk{&sj!B?aUvRRpu}U
z`zB@G&`d@Ne0tIlq}rL35_5_^)7N3yg)0syoD>`|O$yZdFhLX%eG1Fp-+3wtd+-6v
zyEnyeu6TF>QI5_!M<FPooid-aGK!!BzNo=jqq|7LmAs@j!gL+}JZR6-fL9imDke@v
zEieiwMQOT3At1Y)Hh|``adrOv$?#skC=u#cpv~zJsr}Xs8k`OXBW}MlA8(9?)ks;J
zQL{ve5y07imtl|1Qfu(ElH;h<dB3#KH^f(rgJre;Hrs7%JrBhn*ie|;N%A^Oz{uQl
z^@jb2pVqvoT;q11iH7y*PhQn@ti>=l{$C?3R?k`Te)lq^J_3oErslk>yZ`)LB8t;3
zfm=3H)UgWhUmNm-Y*RSPSb(;*khWYXPRuEL!sb6v7z5n8W&y{<BAZ%kviZA`%CkC)
z+@yHZbfFENlCB&b?t+;l&*CdW!tb4862p(wrdL$oi`-eFt3MS7|Dw=grn}+mb!H;|
zbPIidn<AuRV^<d`rC)iRCMxfV`p;ts;1!KCIcW}>uJpJMGgNkS!@exhC%E)qxtE&V
z$8K`d97|(xr)NOGv+vM~N(1_Gwi@K0O|XhHyYp_y89_h1M69Lq|D90&=gjp%9ys}z
zbd@wj3ScsKNRvYu5F8q)&~y@<GZNmMEz4SWaOn>u6S6P%x3^N#P_R*VY8-T=Tzc{U
zqEA`xS??*>xu1>n4P3y|Qr8jctG=tfYeRPRfts8#*DWg`3d-tQpKaf)Emvz`$QN1-
zxAZcXNqWF`FQUsX!Uiy&2om-)E=Y1|x4ExHsY#lS9#XQHb?;1zxWb0XUk*@*U;OvA
z#L`{ieEG3^2V2;2bp8u7*kfG{EfFS|Ha!Wr_Egser=s4eNSSP*=4}{%0d_o&CD+P9
zN%_`p#90b*{bZz6Q%chnVy*uM81^Jg;4C609zZk2W@iO?P0_eCj9WBlp&5Mc8tN(j
zGV|rX&~({@z{qfj;~!VOESKx28D=EqJAavxZrXw)pnw4QYwMMQzg^)E!b?;$&_Z;I
z{xZReWwTG6!@g~*qNt+CV}vl9|F^$3CN`q05{nV<{X}QAh0++)9$WeMwkWZwZ}5$4
zz*4yTtbrT<Hr9#iozW>%y1)7Yh3pUB^|rogG}R&(grkr`x-?!%u@yy@i@!GDrXvIT
zXwmCu*aW*d(k2xHn941$0*|00?(Co2@E(iEMa;<OaB2=#V2;tVZQ+O8Hcn)%+U$rQ
zGG3?A8V6H%;0rvSba-lf&_Aod0i$-5k)^H2Fl;Sbf#>{gohw2)uwkF0lCC>S#ryYu
zo0}x~9Q+)-GTO`NAb(Wg$uq(0zcx*@m-7F=Eifi9Uajd?6Pg#kwC>-BiUTWn>04HA
zGFtwl+{?)eR=z}`nvVAAda1duHMoQO6RH)IAIO$9*q!_B>T_XRvI6{GaZMrJ0?#I+
z6sZ|YvF+z9e-&aCVhf6o*Z$@ck;3$$Te&j0=ikf~w_}_>4Mp%`yFhkzb3q6FLfm%V
zmEOv3rTA|XOKDaGU-j7bV@3lln?j|&;?+6H_nK-&m8zl~`fq={b>NFrZ7iN3o<c)H
z3;P6yvjc|wAzs)ex;UTL8Y04N7oAM>-?qLtzLd;yaj=L!+e5k0v9#+A{!$!tJR{34
zA0f*X%<oQ{dSgQ{&%lR!lu^U_uCh9US?4RhgqQW;z>F9LbiVWeYw-aykl%>0tQ#`U
z-Mi-co87pv3q~Ay>|b#Igiq&STBCJayhO~w0y_%GQy;KKAv-(IJaWB$h#o8H4DRgb
zW}db5*=jCk&0HDh>uXerv7vLJDJxihwjFo=sS)^Rd*!J)S#(K*c23{~QBGFp^gP|$
zS{zZ8tVw)Q@6iqaxAE?29PHMTo!MvAapUpMktpJ3amlom&Xmv~4&1`LDsI=dY81j{
zw_jWw+gVPqS7ydtLU_&ozq9mE+cw=Txp)gZdSW;HA^dU5$usm0+3#nodzI*1!*Sm*
zNDUBFtLjzH`19rTUgrdq-+yvBFHWr(c7ZzJJv|LyJ<B{ijCCM2O~!Z-?h8Pa#~YcG
z-}4{KNB`-f5tjBQK;YXp7{eKD(jDIDMkDGG%Iz}4bg|RnuX<uj#;t97A2(!lS{)RH
zecY_@Ok(TXUAxfjyqTktrM-K<!NYRu#Twdpja<Kj2QEZTjkd|a6Cp<E{bw*od1628
zE%>cpS?s39?(E*rbwoJ8Yo23wzG?*<JI*k$SX$lbplYn8f|x5P(p8)D3CH>1Z-oUX
z$Jt-jCF)X<<YzX#8nI(7wl@nn%h?bmgMTBeW@=FDc+d04U=z`w@}z|ld<mX7&#O_b
z7X_3SCH~j4SyU&Tt!m5cR(+0Q>v|Du>1-1`9@y3Q*<w0CfYP*1iV#($HTaS0`|f~h
zB84l$#!2u~1FdNg=^AwT;$C1O*b3^*a9X-=i+1vwvCH~UP*y?%EwMS<1UDPPwi7h3
ze{^)vvPrqdV0?#~Df7$aVA72|4q2-zXY9yGrDJb|2ywMVLed^nGt1`>;TMxpp8a;Y
z#n%&YxpXG~<2lya?T)|TOivY@yEtvf`$;SL56nH?1iW;1Vd0mj{k`m1CEbd{8a4uK
zyUvG~0UdN}K<mecL!V3Zq!)JsyyiUdTtxd%h4qSpX%D|SgzL*=cODvfPd7Z0H`>D)
zrD8qd$>i<%R@w=><U3OaUX<DWxguEp*1*<J=K3!%Q)b&Nbs24$71qk-#^oKcfqPpG
zDk~j1?L0<Po4kuy4QTx)DHA7R1i7V1n?3cv;lrw$P}#LRb}CsT1<HMy3eQjeHc>tl
zSM`1aR_ayR(&<CZOtfKj>wW8eqn!$Mhy)jlD@!X}%heyXA5KIUuAbNa1;@4+m^JAv
zA38@03qLR%^tHV-Iw+@xz$KV<jQX?Je^HSS-A~4+=aP9-5PvJ|>w;}Cs`+<LIXQut
zLJfMqPOkrPE-COU=O+qbc>*Ax27!Fi&b>3JK;^WRej8E5Rz?O#3^sy=N51c*(ls+9
zoK$(c!bl9(y#ODSrBB>dk(v)Dob!8F-VT8-j}CWJ`3^E8J%Wp-N*yab>lTEpvbHCW
z^U^fQhOBeVieWejgf;S-D|9|Z2s6)4UCE<@Gb4>6XE5p8H5`{&Yb!n376k9IrGN2u
zXRH^HO(f{Awx!x^ZCJxdU=AZ{Hh6cwmPeHxM>N^B=Bllg0E{amLQ8K|+X4}nV(5&p
za;-8T$m>Cd>r3d{7MHqwAori`V*r0M{pwo5@@TH}$J!^V7m*TFeWZbq*YO#Phj-Oz
zh#YoKihLexCL?ymG4rn~>1?{qDm7H@y?~L=B=3A6cnv9$5C|VR==_=BlM_@;YW;c<
zO~c`o<a@Z`yCOK7W{mg#eI?xV`H8x#!w(Z`p1XYvSO6mv`F;g-s<2MHq#OX<6e|XA
z(#(+xiHtiesPPV|0)ou{n`IbGXH|%@kRfC~3_n*8vilXJ;i2Y*D`I=jdR_y4mK|?V
zWdp3XVnj9Pst>KeG=q+siWSTXUg9^}<ADe~J3#foaJ)qqFvM;yF3VVnCz}ZAFJuA}
z5!e#=BKRfV0CP|<aLXCEyk&^rg@p^##hNj$A{J(L)51O7Mce9&dotG9-oh<q+BGO%
z-<=_j=1@9&WLDJjyqWPmM2eTUu2V%USFb)O<w?KwGhk?Q$^0oM$tNqLruD5LHnU=+
zgzr+Y==<SmJf`2k^Yp_*p_}{3`4tJ<&h~UyXQ_V6X5_WMQJS>{T&38>zwR~vy62RT
zI3uB2&(#i{0$ERQ;K>cx8W^vZt|n@~?{-v3g>PnQ@1Mi(Kti#Qhg+@EgaZ(?9TsqG
zNFn-}f*f1a#Y8f-yp!4K4ZZKjqCGq@|E*!rf9n<$MR2;fu(ZH6TMeuQ-cScPkNk8k
zmnOLm@3FBdyneN(|Klgb;^+}MXNCfCQ@Fo8b@Qmtr$S07Z!}V8Kt3I(QEGb5qlT}E
z^VF~ey$J1z>a9(9%x96+@rJ6teXZ~NyV+b#0vAm3>pM++y83U*q3-B;#E>1mfqDE1
zS}qz7_QJ{U%T%~$TcrVc?mD)op+x9QpG%)J*ym*6xR+Tvurq+^kIW0jIK-cFW)W=y
zo!6m?XVlY#><F$xG~e>uXS*l;KQm%V1V=pFEn>47;vg`PWvp&lzn}X{RN}^4FcVwM
zG{n%XW~+HTK|O_+YVh1hidJ;{0M&`%x4Fo}#&Qx>Y6+9Gp2#}+b10ja6hjK-h?yY2
zvCoXzT98=sakH2DNZ-<5PtO|j7Vj>%gUO`y*_9xf*;$62BUHLY6kF<&`7p!nJB!V>
zRK3-~hl(n&#9wq_C|OYl{D2b2m>M^2ees1E!HcSB6N1wyse=;AB3j=Vk``Ggxlj6!
z<fei5Qywaa6!P#v_9J*+ghgpjNgQ=CP12PcQ{-$ExyH7hJJ&h58*kdC3JEL4oMMrg
zxFkF<*f)Yr$z=5M8^vUjq8MfsNrw%2m%<PZa9n31&WMH9bMLR`591#)g&+UDw<3rV
zc`zboPyk%dDRta5LLMq-I7`;2#V}YKx=WxGvlu0c&#gQYZOEr!4M$TZ0>8Td23JE^
zMM#uv!_T06_{(V@M#Nm?*Nnz2R_;!`jwbN%bQ{{gi%d45qeU$k(yX#ku6>dTPk|Yn
z*utEdtxcL0$Hj+RCMK{Vbo>w`4N>#Y!zKFu9q#-7K4~dk_^3P4mm*>cK+}S>(*p7*
zZ2^uzmUuEHdPDBhaxIWGf?z^a;H5XZB|@xX?>I>T9hLB15pl#qgGQBxS7B3u;Dz(L
zdeUxlp}kVM$$S&><=CLXH;3DJvSqIZgl}a1@@trRrUb|5GAuA-YtJKWTXqTCIMQfP
zz42v9Fo({XHI@2%AF596vP9HYGCLPrW)_LCgs*iEw!!}O@Q=jb*W1ImH5ejQEO|4y
zi5T$p(&7o>=N|;{To^Sh?)dNzX5v$hD)KL{rbb9%m!QfB!=YX2cx9!y;-5DV)za*g
z1DttKNLhMnxE^H3xiAyS{15as-PyW_JSVpgBSMfT)sf4zNhSXUmtMs;=L5$9{emcF
ziVE6bOe8Fi4oY69v=oh{F$Szuetmfo8>((M)j1m+j1kLxa)}Bth%|HWr`_b#^7*76
zF_62<l<nt;l@Ad(rmTg*6IUm($44kK&*hA_;#fa`#&v`VpX-0{K8-YCsf29rp-X;b
z)8GI?8?!*86U#O4!@%;RaeHbts6UD#g+}Zc+h~YURK24(xuR9VMZ!($i<1g}?vxiN
z5h1lXO3`s-gc84wfRUc79}K!D4g^niCa+BLvVr+*(6mjKdlPS#7rj&eOtTY7?Wad5
z396e2J{ulf)YW^svjAs;-#N6^edw|o>fW?$eD*cbr_uH6FZ~<tOW$1q@wK$H-<(qP
zEEq|i-+<>NzQlDpaiWJKaKh2^f_x@<BrUrgngi-RyNX86(X%`@rwg-{%8kV;5{15E
zEX6EerYnC@s>`<V*T!*WYQ1oN2Cml#O3GD_!6UrH^IEQ<<>l=-*Jz!`r0OLda!nvy
zBf8DdRgrXT>(0Vh*FF>(Ia9OniXSQv06FigXY39a#w(3xEjl>-p3?jMNT7{N+Ipk)
zn`*8tSH``<ZBNqi4l@6RcjvP#raw{_9ry}l&&vH<5~}xSuLIVwIYSv9`HHT&?X_<-
zM0hhvTP%Uy$KC@5`z-GvKIvQdZM>grz23sPO?oX$ug&l$A0%RwYxr?_dFaw9l|60m
zzmIHKINYYaS)&(?v#yNGOyqg|vZF${^JMmy7j@E9tyHa6g)ok%EY@b=)X<p7yNf(>
z7yK+k&^(dDx#$c0+&%^+GwH<9X7y!>3{^q8<&KuM4!mq0M2Ru6x)PR-IBp8+VpyWN
zDEd&XJ?MS4q<NF5%MpD7hJAw59fIW(Jm0TLaS<WNh8|r_32%ur#qBP?G&9~5Al{!{
z3ciHpf8^Vw7ygzAPUGv1d--nMWw0Cn`2*ZO#mTv2ST<9Q4DBf`k>b%&j}c4@=S`r9
zu&8t3*FoXJYvrBFLE)%KLJ+~1GTvAB|7x6{HlT&qHZM>Y;aXlF#vro)*z6eYqhkni
zkm=4XY-3w=)a)N1%bHzznX&<<!Tw9$&1^x};*CT7trgVdUoCC~(c2+bC^aNV9EqkI
zn5!?Yn5bD#vdd`4;B%PzO5+A^{p*OnyfZ4?&sJ(usMg5?Qi=CewV7)XINMHADCpZo
zM(E=yJo*C$GJ?QTx)y_-I=ur@O2a@xMSPOrY}za6qn@H>Cr4Kqd?>Ch)X*A^yjgs`
z@IilUYMx93h<*CkEyYk}7D@4pXM%m}lv(cLLE~nGBeh+S;)e_?E{W2HRF!SP47|5%
ziKVnNVHTnJX;Dw`)#k3L1Q|EFl-fV`bJYQU-!`31gyhXHk5wB&Hqhntz}qCXnW7#N
zhf#Sk|FeRAC4Qv~BT>RpE|!3YLz~$Eyg}M`{MWL2rIqA1lsvRnDmI4<jMGdrv`!PJ
znir;Qz%Hk-D%#8a{_*eY9j=q?Jt`-bs~y}(W1R@ELu(WEr9SYQLg@Dp4=JP2qFRVh
zCX$MFOubA$y+2=B>nJj_l=LsE^%~dO9Ds7Vyvj%2CUPC^$BV3j;B$C~>A=)}E4OLf
zi~Sx}Z!RudW4N$OAnH|vX%l?U$nuy-XEpu$TKV&3li~wGCG$R6^XH_jfdF+ODpJv$
zB}O@LH_*Ez$R!6w009!)%-l{sTEZK$hUbz9r4f3oIp~+}8Tcl)z-fSyeXh4JXLv8f
zx0cnI;EI-LB={8M&|ln^r)$tLt_U=7>};A8<S?(*T9Q9#i-}5I{w_M4QmGs@W)oV{
zg)~);P@D{!a_u5|QWVkYUz=`$FA@JKh@apgzfW^C8lEm(!LDZv)+a&1Pt2N}z<T2&
za}0y4sA0^>j2~em8$b$-D;vRc|1}@K%CjgH2SM<|GS9K(#H)rcn0d~S*0+fF?}T%%
zpxTz`R#Dn()LL!8^Ni05P(Jq142>mR#Keno_KD>4k1mc;+ShkTC>k`-kIhUM*K87`
zFyvfq8RF(*`{O837Orm2fUj$k&0dsELh`$F4b?#Co~nk3jvt(00x1y%m@jfL0T>sU
zE!ZMh75HsDIIH#l)l?yiU__CFiK{3Lkw*^O4lSjz9@;Zq`MJ6T;gs#sS}2r87SVo2
zaZRiAkcRjMaV}{z*>sJhcl9;m!tmXi>EVm9G6YY(61mxwv=yvr6IvKM6FQ-}!~RQV
zK@I&&X5}UTFT0FC(5!A;h7A&Mx|}q83`8XZ{aCLF(d=lAB_a^*j==?w*iylQG3!xB
z#NnK$;mFA%^uSZ_KhnU!h#esFtlvqq3weVEW%rs6*R+UD3IEGIl|~JenX2{}4;4j<
zc|akDRU(H?TjOcmtgu#@{-eBxOmNNFg{@R4^+SNpQ`jAzBv1puBe7)D)Co@hXD4)=
z$M>e-H1G7-ocx!7QDvr{;VVp78eNi#s=YGB*ftCchAJ#Ra*q3EI<e@d7Vtq{kq`S$
zjFDt#MVT{H9L{%paJin&&`xm~7uNSDZS`X9zY2T-ioPM5Sg&MoT`&U#z{Ywu>9$Db
zFxOKnkiZMyqeF5$f-HBUcJe7^?~p4&fP&5AoIJBGKg5_pDr>TH5=5dO)-ZzJyvGvP
z687{l0+VeCpWC`Sjq))RyEY>SOPykoDV-Ft1b*0VlrS95qDt-GbLA-{jwe6Ml7!+B
zmc89fzks@o*Hk}czB;^7KUOhkV?0;sYa9;uguP*_{?L888r&+}OB~=e6N+WybWlFP
zMvHtGF(rvg!Od}H+{)<2wU}OaKmBuQMM0620*ANdhpNBQsJ@bHWVO@;^OAR-EFo>C
zLX^;>W`~7lI_DCk@;<l>?}d-h#hI>3v%&urJw=(#M#AFhjc*(N=O^^{O1GiT%t6bD
z`7*)_;zV6FGYdE(RL+&cGviU&zWRfMbUby^u!>#pa>2@*ilRAvxsDk9gGZhuo~YXz
zvaq$5LFbSscOf`xEPYIOBua{bm<_aU%)_iND*m95B=gXTQ&SYRefwJ2Ays1?=?Vr`
zGir$6v<?2|RGo_(xITF2h|1)VlisDf&i$TuXWe8>+u3DH)AcQbi}=c?NMX?82W2T}
z$kvnwtcOZo`SkoE2lV-G!Y6qS0i@Iw7wBi-vYtP<<HFC8Xxt;0Q*I-fIOAUNDg<Kh
zXWZ&Jao%E(BkrK0#24HbH`e3^qsE(nYz{8TXkYV-S-KTHiZM?4uyN8$d}~g}njvPq
z6e`n;DT0Q=xtv(c=Tuc3RUAZoSS7#ab=voSHASjg59rre4ie!zV0rhYHSN1mkyB^>
zScz`SKu{_HP@)~RYX~p$vw%U#@WkaOou~nrycL!RV)%#P^G(|z=#Co)4Y&rkSdx`P
zki%_OBup_!E)x{QHQ3&5Jzr|G<*f_qhW%#w#N=f2V0NAYbQ-e(d~d@|J83(-a*j|#
z!h@SWf~~%w(H@AWhzH=Hjwu>|G9k?H3I07PY)T$$fxtAc(5@!VRhnNvlH{+<aB;?i
zo3(T<Mf?j#CLRoOBxd-hP+4p5!6W=T>i@T1u|xtp+)8Ig(f-Ap1Z$$FfV<9cPknO3
z3d#`7(pY?`iNZ7uc~(}WxJ}2oWeEtyz)3}ERwDoz?vp8^m}|`O-@PeA@l7oy?fkv)
zX;v*V$*_4@-nY}!(UjzjFuWbF)Bw`~Wh~`lg$$(Q-0yunp(~=X5G4~6GeLhm2*BD9
zg8$EYsK4I>Z3R~a?f@s?bK_dnf&v5wSGTaDtJ&yTbe~Yt)KVI_=-5GZRmk(uVj9WL
zYa9~$v;^oa1^B!#mD|MO`PutR|Cx(9^q@djm;vSR$;kq_gPvE)EPg0e%BK{~FQ4Q(
zg<lCN*q5)%%eG;xi2!$dYd~BF<`hJey>YDRw(}fmhH!nCYSp&0w39V4Vq^Pb!wZeL
za&f-hS>Qz=yMtJU+UO9zN<@OyL6+dE0`(wS`)@kChN9m-6qK^_CTg`&giq#_%Y&5d
zfN4G<%xfO@`UYobZ9GPVZG6n5!QDuiL4sU0zlDj}dea<8eVXiaOX+P%zT2FRcC?y_
z@(3VO7O6pz+#Mx;Tq)G>ltZtg3K9W~sUSPPN5n#h_yy}}Gt1t6a@NiqgGBIIZ(svJ
zT%QE`&RZdjDi+hO^IPQF4~xG~sp;f2av|!;s!GG{PbEL&p^Q06q7^+AaGPB)SeXxg
zDtB}0ln4~}7WF!>@_IXoV+lB+<tQCeYXJjgF?Li^*K8bLnOf4n=hmQG-9FLEWk=zE
ztJH0RwnTEtQE{0ql(87R%*U)@$(zPqNBw(9&P+P;o1C;*&dB%MAw{tOMO&2vfJq)(
zsvf-_h_k?&t&<1KbEIC@>?Su4xu=tvpT4-7RUKM%Sd#k-v4$saj!-%-(rZ<!!@Aun
z(^=Bhw1)S9Q6kKm64Ei1Tj1oA0S{ZBewr7ZD<fVlC0m3uet(Mda^M!N<>4IZ#4U34
zyi41ZjVH}rsx1S5Tk7plxPx|w=5b5_+fk7bi4BnSSC{(T{HJt%xNa7B*lfrNhb#^y
zgZWhX@S{q!0xY$<<?hoIK{(+9pq3^NfEgJZY@NypWqBZ@hsTs^P)do`|Dz5mP59t-
zpv56B*-Q!OA8h?IWWp|6VG0fko3RLLFvDiZn<>r_7itMt`2;ax$Ycs>aiC{56ILPG
zImi!fl@>2j1a3XQdNDQ%vLxJW5U~P!6=!Ifh@d<T-2I&=<^4=88HFQgT8ZYLnkD~i
zaS?U;2v$N$gj0>+lUopKxoEoo$gN~HOFh@c?+4{je7Jc`HUV0-n*yeBQ!jZED-WE?
z*b(MXXGEwjymV0HU4Y`rUdpe@9!LT=+gc8yEqnsl!8pC!9;%p7(X7|NUC#AwGL7gk
zj|JnV)W^&m8`Fcl<%ANtV?b3q9o0IFIkVb&HCa2G!KZ?o9d6|iGqQLDo=zJ{Nuo2e
z3?BXGmH?b`DKS(oRKFogC|m5Mz|Yz1Njj{`4|QXhwr>d607`r|k$b)-IV8y^=%<Ll
zK@;Xuzmcj8*w0$p*Lh#4J_fuf5onyp&l>)~pNGBU&PVJ|qzu+R8c*-O6HZuap?Gpb
zJM#?~^`Sm;_i+<>Cs;bOpxPYd8j8FrbZLa3<W$bjCm{?yw67u?$RE~iZK@7PqL91W
z1;LXWyG7utLZ*#yynP7Z+0YdCQ)?@Jk9&b|ha15$FrsdMbXA)zNqOaX!KDxfrRYly
zWn=l__j;_0Zp58meV<V{UeauePl--TN{jwW7R-rn_o$O%J~Ed)5;MqP<-I{o+{hVj
z?+N|!*QmVF<t*79wpv2O@e9#pS@nYz4tnMDd-XVcuvs%@$r?cQ(_~&Gc9$rk7;83n
zv}ny^o;Oe)g#M$uTwu3x{=4h{v{)q@`EJCxJ80Ai&gUoRCj@(o_gsTlXnU>=g1I*j
zA|fVdKmf@ni28K99v!Iops7Yf#`I(SG|I&_(ogkPN0KP=QCRH=?4Ll4tgXtU5~T>m
zxlG4PrXwWI^VMGTeXNUs-|GDO1#7CtgNAe0;|e_Ij_C<Z1ND@1-%x>IEuvC@cjv5u
z4|$}nkz!bW@=s5OGnAaH?iTESdNvg=KMag&NTOMA=~#~!Wv~AH>-hl{uk-6x6)%F@
zQT{EPQSEp4O7up<;oPaMdPp7bPKo>;1MLZP_Y*$fa>%C>JD)pH1nU=q&~o)r?NK31
zXR(-#zXazP{|x-!oyx}t-!VR97u&Zn)&Px#8}d<I%xmb5mSl#bHRl$wm8nUpBZAS%
zj}-Pby~Y7Dv^0bwnvQz<=W{R`m*C=1L+KH2+-o!kk<D2pUdW}Lpr;p32cNQq=(b!~
z>%VP_kg7sO7UPozt39llLfHnML&pvVvMf_&WDE%;f(hQ4{cET!cvx^fI8|`<XXEMv
zW^fOk#@z4-JV<f&hDmJ`8VeAmr%+RwN@VT&c@P9WfW&EWXD<(VnPS*l({l)Xat|1f
z$Wa$oR0n&a$IvxJzf75<2!MbQHmx(k*|LYhc?<S9RPFO6-Cb8cZeO1Eu<aHgdda`Q
z-y`Ibs>kMWW$pwoLwFoglUMDZ#4u2y%Sml@IFF3KOV}{x^ETx!Ri+zl>$Q`b1{51e
z2`CI@x6}lX)_6>e3#p5ERj5H4U!Htwd6ac0iGAdt_m&MZ_aD|sJ6F=G1w$V@oT$Ci
z(f-iVd{-moO+w|2@r_&&p0Ujx*ntmbaWS{-V$@b+NyK@wPiw0)^{a$1PP8;lT<t1k
z0k%v#v32UfH<Ye*nEU75ov?nDNG``^<qG@w9tqNP(>whazMh&UQ}tPNY}+wI{vx|q
zvOiP^km{x8r>Ur)hCg^nv0V7cP3Os4tTbzru!-tn?Hj{QP;xkmcdr^Ix_TvOCh})6
zL?yo{a(xCqugD{xL*&lF%l2=S-~;Bj@XURq!~N|ao(X=crik$Lw1y4UZsKHeIAp}y
zr46wQpKA?I)mr&cXUmWuZ?YBu!6&O@&E5P%4E853kyBb4dki!OKxpNE-d6F5#!33-
zg?lBXFV{_Wrq96E&X4vf#$SV?m=aVD4y+%;gVeQ%4!X46MGC0!P#yteaI(@g7|B@7
zXWSbWMLR^+S{HcUvRK>JU(p?iNLdhBrIG{G?}+Cx9RCpwut`BhcPhlj|M43hkO@IY
zcQ-u7j@PwgZG}OBpuIg7Qjs1%@AucegQyoLman&km!!-}H(<QBQ=i{E$`GLy+F;k&
zoXkbxWfu<#6aNXbAFk7F7f%|hlZo%iz-pVYjz~uv^;?@0pv$ZA^I3b_9|Zas$`pCJ
zTX?TTEo4DGI*5uQCEW??6r3w0DPUGPkDA<h2c4Z%_VpZGy(E!-K0aRW-H`T5_nnNr
z932PwtQudRW~Pp2<^nxf&+POudO;_RBM*&wzl{;mje#|N!mEuJSjLFIjrDVk9kv4Q
z3K~!5;Cr{`8h1eNm88r&pgq7?p-8u1H|Y4}=8Ng-^@(c5^Xz_rp->w;bYjW#0Yh>e
zb|7@3Mu5Dr1!`QLhI~d1B9@Z5*Mex~Y_t(3i@!mttwR;ld!}4zoi62sXp|bqe90Y_
z+fcCR%yZ>Kl~C(d^Hr$%%-1eglgSrm7ndQ?;QU6yQ^Ma};rqS9%q=(FPW&}gCQGw;
zM4KqU7H*c#fYG_ZrXW)M*g;=`F0By_F@t;m*@e6z0r5}7T~7W%sKTTJZh#FQS%f45
z(NPsOafHLv3d+wM2Dtx$1=_T~nm}ODgtePj%**FxQh(};s<D5gyQQEoP<;Cf6$l#+
zvVzUUJ%30z2YW$$TJ{yI7QWW1VZj4N=0jo#Ilt?mB^$I#yl#(tJFbLl$O4!6j=gZv
zYb3cw(7#lRn*Qg7aNUWvb00;sMVm~Ej07(_H@T7ltvL#ErNMni0E>lX=Y)oi)Ks?w
zWp1nDTz#zCH|?>?Hhfo*yx)?zr3X?{rvbZ7!aZxf^30O(pn-t6L{zs_kI}h&4*Uiq
zPCFVURG;Kn;&|Y}UCQ(y_S{OHC+~8m)!NCVf=rK4>Wln^uedc9C<R+A@LH137agj)
z$}qGQ^~WIJxGG};tAPxUhL)d7A5swxk5d<kl-{lv_=6~spfFPvHV6+eM-}D<6GV=u
zNPE%e5z0)w-X_kkqU@?ObDjt8*qPWF^SuY|=6MIyywZbarP!Gl&$OLD&@FIbj5KRx
z&3KK!fqG9w@DrH1@qErwC>;2@F!YZ4_4#=A@XjM5DCB?i>^*X4Be-A#0_~kOiU{|7
z_^)mD*i-fSz3%^*VR^k6Q$gMNY_LcoTG`oiB7Jy0uAKA}{&&sc&7dz}T_rP9*gvq_
ze_*VTbQ=T$?ybCl&Z3f>m<8sI6LvE_PIGhbKZjma3b()Rx%%E8C#^uQXJ=h;eu5uQ
zzm4))RKI|CA5l@2s5gP2*UzDos4=f3k-*-(NRq(MTMH4spsT1j!;klcHYGdp$nWa6
zf+EPqOn{BNbmmID{L}2KyC_nU?uf>n<Gs6~tNc&8_kb7Dw??b>3ksq%gzn%H9;2pX
z<GYcdo`JADqz42;qv1*YeUbM1-TkXQV#hOMIlcoN3V8AL4SI-wG2u*<w{ZWA*!~qR
zMU}K<<^;oOQr`z%+dkXjN*6=SagasYclm?<6yC-1ri6kgmF|OZ?W8Sg<29;ZDw&)t
zZ$;I6sm`^^%KrDu`GfIa1M%qxOi>D(!^H5ZXii-{8+%9Z0s1dx*ZzKXn@g%KZ{Kd>
zlmpZP?lgMweE#$rydD2NaYfiSSS7&JdX^FiXPKt_E!7*{Hn_tL;3eJ0NZHEStWQYO
z$nYL`;_J;9!SEu-IM2o-Vi^Pr34F<&ap!fDnJY{2XFsu>+`84{5?T@#jzmvN(%h#2
z_win%*vr^R93I*z-K(Gcj=MEZ0Wc8kS{kEV8q(k6EE_ZN2I5CFHS%-{(9;0>4*S-9
z3kY8Ljgec;DK9;}!?8(pXiO7qs6)5@xXI#W#}V*+ZDnupv^%hC-49t7MbPqhxa+qM
zZWz1zu{foD^$Z=*qMR*~Fa5*2i)<rGHHwc>RQHALv@sp;AqxkPS=%9q=m2i5q|V%G
z-C}Rlnz%Y^Fi+&WK%c|;l}jk)lgjtrlD@~$LMLdsy=7yjY7t`xQFq<hj_0wuPe(%%
zMz`;7R<#0$?(6&v{UF8u_;mDz$PRjxYD-7WW$-LQgr>G;vxh{4;|hmE$LwT-&K_2e
zvn-z&`k+hJEtipt?{-<X?-rYrEG{>C48D1H3aM?=oTQ~^Ez7Ya$J8F7*}z|iV>|Nh
z71>cgRAnHKKiJOfgQsDLg1ALpJzF|5ZkAMn^Fpv(31n|o{hS*zO|=ZrMI6@D?s4WF
zviR^*A)>k*au)6Y8w;hm&)Jq#nBdpTD#R|O8;ILE*@R|kJppk&J><ocQ(P>E27trE
zh`h4`ESmQ9z!(Z;_)YGzTBPjvjt9y+{qF-VZjSO%hJ(x;$8E+xr+U*MPu&TboHQZt
zGGww6`JS>nlz}FjKQo=KiOCF&aGZC}-Ix4-FDxAXPLxkk*>;@h&?lu#2k~k{XM2dL
z(3nk8E6WWEyZp+<-GmVuj7exKb(4I2e0D4=Ql@kJTc%w74{Pb_{H6a&AO6aCP#MZ$
zL?pxfP%Vkvb?R=7lf{~{fhzzhi79XI7t1^4FE&5Fkc?2vm5dnDu7vYO_p0OLu`O<u
z`o60MjLPnh;SCDPvl-<rT%UV4_U*fgi*HG_Lfout=qKKa3Ez?owGKi!Pkw(adt2@c
z*(CAKuaW24EfBr#I_yHTo~J-0K|RSnjk5{e6OPP8RrZ18N!)=Vg?KmxxIcp3Fw_T4
zTDp*KnfIsSPKRmVH@XFhj|dST*fSUzoDD{;x<eqSkjPO`m$Gj!UD;*yLm>UIgSfaf
zWrAQn(k5EUCo$;(n{1{A%4f1p&Ba6^a_%v`YW-nj{;Dd1<*|SN2RqfZ0{C=eL7u+k
zIIGQu+>?E0u*FLI-+yGGsDBO!e?0j8i;<w79U^WFsD3n*l;g0{rfvOTwnMibRUk8F
z)U~yv+9&EI>;tj=91v=aUTkd0H2Y<CN2Y@mJF;Qw!u3Fm5f}I1cv=O6a$wrSQvIjj
zzcoS{>8G{qrI7<0O~e}z@xN<B_#U-P<KtE4DP~AZQfA%#8e_gXwtWSgX1-LzYh$82
zl1>e~=8Ao92C>7j!(rdpv_#D`C>;$RNzh{c@s@>7NY>L^5N8r{QR?B3Bj+BmkAReI
z#+kpxMPTaKX9HOnWtAQnNDs0q-stqJPHB0$n`!X!$$=1n4(u50m=_tdx@0#7jGJUP
zugKvezP2S`YK@SR`r<;Kyl;+YP}NF-<w#bWi^>8&52|W-)=j2DQ+Ksoaltd^$g#dd
z@38VCtO^xiJQ!L?>6nV&xJ0K;r&|ao%<S&EauoenJLe6GXD6WRSD_w{d(zX?DOto7
z>&{+N^6|_{OWavYy>9r^YGD4D7OiJ)y#ixF;xM0j%bvN7_z;%SD*BLzCXSA<3La%?
z2y2kV>zSj}52-^nbo^)CCJo6?%fSY%Ek9LB=IH^qt*`_)XYVaJaLa_1SyEH^WiLh#
z3YOKPHb06_(3VG(B!~c##`1>TNzX|v8X(U)l`16Q)ZPF>CQLW5UihxzX1cxX0&W1V
z3l3}#HgMjTgg$)6qA`bX^?^yu2}weHo!ye|fe4&L>b3<yQ==&o#AaM(mnhsl?v3K}
zc4>%Ug9(@MFGLcn<<XKcklDfXt{uM21|vP$?n*$o+Q0|{7gb;qAt8j7O0B=*vYsey
zFyK3XJQj65%`OY#W{Obmn$v(nJtMBZu?DLwAidH54b@ZTQh)^;9{#Q4gpl{9S2nS9
z2%X71zYLwPavjF_D1g+^U)L`P$9f~l9Zdss9D8)@64Jp*(YBqIuDGM3=3hz=$T{-k
zmzBz;x3+4dJbf)GtCtM?XkokMST$8ZB5i{W+93g%`Yd$?%h@SWV9_cYhMSyG<#Cx<
zMxs+s41XK@O*Imz&OiryoI5Y5VN#JOEtNSAxR3Oqc%T&TJ93Gzj5wB%;Lyrq<T;5r
z){i;Cjud3&&OAOcDd_`D8jh8_p4NYpsO&g3V|S^D(H-jdA&#NseeA5q4YyW0{io{7
zzbc|UsJXEpynwk<U%+~UY~B|~A73y*qnq_ZuV<2VCqG;@PN+Z&es-XH)wdMPGICX<
zL!cgjDzo~7EFcfS&d1J|5wo%mnWpmpO(Sik;hb@D{0t;|$jdK{2z=F$w$Jnx>(Wr|
z0T<(|9Gj0fPW+^?$y{Cq;HpB@$r&c+kW-~NgG*^<@y_7GrjW=8YOrME!cnH}9Ask`
zQf77is6vU~rRLZHGaLK;gfR6#)T3rXLb~}V7Z8*6c1CQ~n>dahG>;rj6?_ZSrzzSz
zPnq^a5@*^7a}P+zAJYuiqh)2cHs57h^v6kR40jl{qYA3X{oQWXWOj>(*A3`E!w$=2
zT-gXSzs*tHu&wAhF5>SZq`(vVS?sUz^9JTf36TK1nazV~6eC@9f<I9ATXR5-!*LuX
z6-%{Ue~#^cuC_uTk5<-)I@&h>3JFs9q}!D}o}t?nHEW@*rbdY<&mjGjSE`+p`ioI(
z4nCBUPGoul%Dg56!Dx@$6|0{ZheL!(#4b6zg9e-<%)k}<RROuTQb9e}RSlVOwc8n$
z5*0MiQM7lWNmk#5#L{wx`%GW_kdu^u>bIRi5#a-!bwNE^9hx8n)WIKD!BTPOF2*h=
zIHNQx0YEb>w2y;+0n<!F?W-v6#zt^Aa>XRM1E3i@^gn2Sf5}4&<(e_dv4T}Ng)Ao3
zyZIC|VnxP-j=O7U@|^Gc<B~~+diC$>6#9@sxdRbiM6%BBJc<QJwBjJ04yZnZ^Y5Z-
za1Yv9(61?DGFbn%vN2IJd$m$&DKj>V1Dh0YspSvBkP2O|kfC<qME`GMqR7@!nUOc;
zrrwDbPcaWa?B#_#iTR};jA?UVjMw&#dG0*;I7Hop^{jQQg0x60S*y%d&V|^KcV(>I
z-*%)cfu4YMgsl_{z03w@Y^(2OH?31!;jv{dgG%s~WKe49EC^N6hUBPAqxfF8gbstK
zQXiG7b*h54`Cahj@bp+bGo4Xk`}f^`zFO?_-Cd;x)L5Z?W*_YfRI15Qjk-%Q!`}I6
zwDf3x73-#<@idDou~A3+0o6(}>S)YaBK5j$5WgVqK8ODGjwr;4z8e<p{&u4LezfVG
z3Zalw$d-zX;TiqZjtaRA*6LWLiu_Msc~J()3iLz6(}jcZF;$C*u(Nk8@DXU3mCQ%(
z5zSbIGaB0TI@Uy~aO9-H&ce=;fwuJD5@j>}yk38R;8<L*B_hbuKJBNm^1=))Z0r;L
z@*Vn9wY_hZueS`NG@07+wu)+Q_GQ~+s$=x}XVNbxRJ$%aHQzdgb`3a9>B<)Nb}d<6
zDK-nYWdK7$O)-n}r=YW{7-4t;BwK7QURl|g)3npszW;mwo~%87l4TV^@BX=^U2w@P
zmw+JCf{srwCsjuE+f5C|uvDitt!dkQqV*WY@T+eo6+n}C?vUzZCT3Zea`Fj@4@%uv
zcMhi&#@4h?3g)yYm^ru?6+tush-X2hp{S+k*jv8v!~9_}E57xdGR(}?hZ=>N9(Ipl
zwNQTf)}?o0xJXc5qaN#-=Pb@qJq-O(Yh}@d_FUktzQ@|HpoAx_e3k%7eHXnnkZTt9
zuTcMzoHg~Rfolvr6sJs4IrCV0KuKZ(13Lq|*J>-)rC$MVwqfi2>*_e8{N$a_;s+m-
zm9&<7VmGj)H?zrHcLL~nvwW&MhFv@&tvbM<l~AXOsPGM7FQ268pu<*YAJ059LFben
zrW)c=9B#NuLrkpAsKwZzgts9r-+P|*w_oS77NDCDHDbr^H0$fF+0vFy`<vHj{d3mH
z$0kUBbEr<Nq_qO|?^MgW+z$_kSjM>GYAi`>9xcLSo>$^UZ+Kd#Sn*%tch9Pu;d;+4
zs+TH=BX;+Wmozt{3!y^T(OIK9Fzf*^mm~wdN^2HM=@DA*yiJ8gaF>KCq~Dg=O(z)-
zW}3&>>0-YffiNFGEO!vb5ynd)*e@4C1zE^eHfHfLl2;CQl`ECkF_v(+`K1!j9o#+H
z-652$t#eWGgNxmqHcyMPXLSA&<l8+5HR)XurkS9n)-)(V_%c$o_dSNqmQEMYeq;F7
zHa(z(>C(FJ&9yE)EGc%}?zeNJu6Ln>N<NRE7C~YUAdo{qsKjT;)^JAHvJY^1UO<;E
zoA-s~+ZeV2(*LFNt33?;XM$Cq%;<h>^Ujdz-Tw=F8ieJV%sc4pcb}U+I&e4=+Sh2;
zZ$0}ReA&QZwN;-UX1`;>q@WF0W8g6A?6*R(LUE5vmsX*8`^<YdC|;9yPdfYE7VJTw
z)~2I|I{Ur->^F!OeL~B9`r<xksyF)0%nX9y#?1FQOJ1RK-wMVG#wVQn9vO^dy|M4%
zz<5pW9d+7d^A0EIh@lRB?>_WxsqTYgBm^0i2SJO|nYJT_p`HoHP%u9zm_p=64C(#V
zp>Ks`h2(w8A<)~@_t=nJZS!(eNS5W{&niF9dHD1!=&5;lf#U=L=ud)4L#E1-BpAQ9
z+=D%7!_yWF1-6(pTw}YD>BLh_ikQlJ@yrH|bxu%=u}NseHdX_EU`nA01wRP@1#dKh
z*U$(YgQnw(%!<s-Z5M0QzZIEtWUgk$10%C6E6>PJzGdYBwK~2^$f{)j9*Q*BIL6Su
zp<gR8zul6OwyyMpqXiXH@Ezt|z%ex!rmh&I^jG%?31N>R+9;Ux#~=unm*=5bxFWG4
z@#aX3HL&`WNNj7BMMgwoS=Jr6toyl9p;>nu)~hn*<FbZm(1Oc81sAhig1$!9UDb5K
z#CcPtBeqTe<V>x_rgHnO2KG432P!(_;O6n(7lZ_(Nw)&A0&!~~#tPzS3dCRX?ppPa
z@qk#Cb5Gp-i8ac7(s<!M&38GiU<#3|xWv5+EO62Si!G>1SJ-m1Rms1ni4MiN`Ba57
zyD11(fh5DW;;}<h3+^G%hsjJ;TG^{y!9(Tl=cF_!ipq-0D>Lx<WVuF%0IL#!4~@#G
zs4UCIGt%+rY&=p9aO@`=$L?`I7EKri(S%``?JI?4FtEW6{`^<$0rqhR_AA>0_E)iA
zO>_d#Na`b25D2&|#YlwR5LSw>tsg$2YdXwQKFq(1elSy!N+U_pD;_HzkAcTED&uCk
zKb#nkeJxdnA@Nw2fk!3-x7kD9JOwY{f#?qMnMWVWFh2?ih~~Y|Z;bhV6UBr6Fn^nr
zTd+&CM*1NV!=x1y$K){4&+B(fU^5gqKS@5cqWvit{1hO*5oB>ju=GSqPd&||C>|>w
z_ld_%Qf{*?QPs$Je3ul(o&%3XDY&03lY*xmIZ=*DMQa7!Pl3yLfeG3D=MOu5hCOcH
zn+gq6tO@yUO7oL-0F*7u&@V~>9h`(yi&;F9lVRC<qV&{B84sjwQlPv9j(H=}7tz>C
zqokWqX~Gqo6`Py$RY8RjLtAwrb9ii?s_p8GjLpK-96C$Q@f<1<Metubskr-U5a_sg
zLl)b*l|<@*v~b8&V}RPYr%U<_Ni9eMf*Ae5RGU#@^fH(cL!79!JIOtyH`+2JV#rKB
z+HNZ4ip`46ip|R?4HcVDkIll=9JOlRo++zrXGm0;i4s*?t<3Z)os1PKGj$uK6rsU{
zGW>TK1Ob3)&GIopIIoyowE)1(Hwe^_G19olAONk*aPU8A)m*Vzv3Ub*E@)4}wlszZ
zz-C{oY(6qJ3sZBaRr3wt-!_APX47ce8~&|oD;G;im<p-+n##;%$|^I6u^Rew8H`j)
zqHSi*Xk2h#-xXD6&@uD})W1#As<~pbVsnq!+?MQ6vH2L-EKJS4rsgBVzcx)z2mfuE
zwlEdqe`MC%%?@2tYa143tY?;rOfCFpx~7im$2g-CEeg&G&Rv2tG+hKza6Sk)3zPGp
zBQ3{jo9ePrKlqOoHit@X<{IiaH@|BnYnn2<MqFtIL=iy_|5HQw2cXe7(V7&ku_RNp
zYs3sRg7G@hqR_0++?*QGwwP!+H8fXS(H|O`g^Bs3Rr6t1jfC@z+BEHjp~cqN8!C|d
zT$8!bt#+oUKuN1)<BZJ2o@knJLC>__G-E=^s*$1YMu`+ebr~>Bhm^i*(t#GmX2s?%
zvDr3NbW?0T1~v;*^QblRV-a-es!_+{%}`-lQ4nO-XjT9UR*ewL<{3rs&sgvti$>r*
z{Tfy@+Bq*-L%}~V6vUJ(4V_lZ6_^#6SJJaU1=(Z;=AE|l2L@(QQXZaVoSu{N5Id6f
z#6xIU(DqNL(+Zsr7~3~X-Rn;Do%hxhYC_f3c*kh|*gyrJtzkG}X;d?2UdwrfhJ~r7
zU@-}Pjq~#o9cI>B1-IMun}sVBD-;hRCuCb3N323IZ@<2pxZ8M8EX=zZ;*}6mKY90n
z+Hs6X?Yxz9boNfr=M3}6y0?6@8KUB{8tb7#`2;E~d#<XuFeJ;)3HqM2I*{C~j5kwU
ziJX?2u-p==W!|wshdDI?s&0~Q#bL$aL2(!>a9Jr1FTmkyJ3M3Iuq@-Ytac}&PKGyL
z*`Jo5#hLJ+A{0G!IiZ3~b-}%>+U0aX!qQ4d6e$*Rdd6|yf+cFj_bk{!HNj>Z7*1P;
zNq{cY(-$#!!V4^ck+%ps6t1wWu-pMG7u3Ox!t&}Id|+4>CgjjrLJobR#<Hf->*Yr|
z5a9eIS!wQYPv0tqRy{Rl)09H%LeTVjw*7~Z)(L6E5FtOa4NrrCd`&-1wVIv`Sr)B9
zIYz&ksa;L;@1wZy-K;0~R1sHHR#YAom9c_AkZHR=KR7B!MP*?+&Z%@lHm9QLc!fet
zoUg;s)d9wYP*5B7aap-kTcOQ>-?SJFZ`%r;f}k)mf2yFPc#~|>upIMiRbT{95$3O$
zV~?XK1}g>+iorEHJ&M7s_1ap^$-yvqMXIf%D3xn0)|M1m{OqmJp6BSfHq_8qt~!cB
zsh2Pbc(4RmD5$2u1jRs4DnI2=?~Iek)G-@Df}+{{{Gw&<xXz#`9xEPikH=NURuqp{
zauSY-$HElc>F`Mxl@?oR$WYsy{Y)J~g-MdFhfgThnJAe$L`gxyxuQu#IqHW{tIf%b
z9dh0l=G~SFW0E!}BM>ox*1r{%6_qQSZVfG;#=|Frqq0|27N+A~E8@dcU_@hw;M21F
zOe-)uc0Ow;E@RD#IF&=7<p79D&~LXA2xNMlEEB-S6DZb2kvg=b24kt)IzbtR`|#kj
zFs`tyu)IAiLj_ni3d?IZ=0}EQVL~3XK7Oc53^&cCm6&1b<2CNxno0~BW+4UkF2#@<
zL^lO;Nc2b2X--<fF@jFFW&W5J$Q70qmNzeu*HAgaGsCi1SQaMajIe!lUd1!F-VE|(
zI4@Wg3M$doNg>9x5QnH*hylawqlE&}7sgbXm?CK`O6}Kfx1Y(ZIblJ9O82Ljdu>!L
zQ;}GaxHS^P>lS;S=S1QScZ|D3;_|Fp=TiD$r!9nkZGiU6PKy;@(ReN;5sUJYiA0#3
zpaaUtc1!9lm)eKSghOh`PRlS|VKNfZEF<w!+5)wn>B8z{iUP9&a|gf-8&9Sj6PWF(
zfLWN7N1aVM6h*BzL61co4%^PASh~Oh2?b+`r5v@Qu|%<MTSew@ZZMI;I@8VMLWH4%
zi2`OVM-yQabvi|XS%G<f?r_+4I%RlZjtb1uq#T)n@$fvz{?#w+ZaKLb5BlNt@-}HG
z8%#_Bsbv*X7D2!5VLqh>rPiuCITX--&6{^LqV{JwcX*83G1m&(oo@CeaU}L|#bCu?
z#o$E)=4Zs<wB3YYR~RhJw3(Td;EZP4yQ4f7qI^)49~b5A-kEmEu;ILUb0oCP6>jNf
zo$>Ah^3iCbtq`mbJSGI=-ih|05Nvy@b!-U1!aSQ9GYJ#fxWwH?zxUc2S>Y-3ol39;
ztM+aXO^A7-P2VHPWBXP6ZAQUORW90jGqgBwyAnl+HO33|Mhgp?3U2=J<3<w1R1j7W
zRuEPYUTC~%&kDljxwg$_U-sX#9B^{b*AYIRKie{7LeQZA+ew6vo5(tpbURm=ZjwyP
z5#tr~-JOIb%BFJjy~}8|*na8oB)J7s0n(>KW!s9vio%1UFe(bSL*c2KD)Cq-EK9eu
zX_4pB_VZ@v=A~_T-O1uk&8mt7)~x{Nsb|nbaG(Q*+P~bVs)Da~Nn+OYFRc-@9%(^@
zZg~rOnqCkd#G`^1T(xX_HjGVs+wb1Hl8V8K!DC>seZ32_%Ska9Pl>_hnf9fy4O-Z)
z%2Q<oz%STZ7^H)Vs@Sk)WxJ~FGNXd?{bx}HrS%*M)>?*lf*(VL=ED5LH(J_O99A6e
z5r=IHV()X}a5epe;c!@%atB6BK7^zhw>B}giP?PG6`D}T)-+v?=u}VxM2Yf(iB+NA
z*mlDtLD0&z^BXu689<Y6g<^%`4xzYURb8R@D->h9iIU!-SeSPwZeJ3Vm!#%Wyl=G>
z-(`VCm*QKNv7v1*9ts-m^UX^JE1{<C+Ge&(X_}j;-6<=H0<Z#bZ2-0kz#9RuIVS+G
z$+43v-)!E+1j*E3k`z#sd8(5xCbno=Ler^1plV;#4h3}q#tfrKNuiv33SG5=$~@5f
zlV#cp!wSQr!f?S1pTclC3}dr#lCEJ`mTyO|`S!>_Zv`F(3iO(93vD+rb&YwHV>E_C
z(V9*Qnr~~qtuU-GeC~XEWEj?bduhHMRYh`)7N$s$RqHB8njvYs6we^G6(E156?oRd
zb&5o%NECt<g8P{wQ3%#Kl7)HpWEi#f$?m5ii3b3Ad|hKxXIQ0Rds2|cO+*s}MVd9_
zQ<$hBN?@KT#4z?6+6o3&T#}@>AxXA%Qh{Pfko>L7gXv~hQXyF(Ss{7RUr|V2zbrW@
zBn$I!M$3INN$cHBi!G_B*y6_k{j(NZ3i_JRotC?sH(mzvC1ZmOn=CUo$fya6G2dZo
z#t<0k51glhjiJU%wD7H1tXSN9)DOB7bsrmx<7u&2n0Ygsl#{dlsJr8M!ot><R8yvT
zERg6gO#5#fPp=nWIE4NJR!|m(owwyJC1CLMOBySgb`@BwMOg)Aodqv0w}7R;2Iq~o
z@NLX%lI@o)P!U-Xc~nF;ulE@bR775B!J{H_c@}PMgnkw*@c<05*3>Gp#DXI0_Ab-s
zGwgsOwuS~Vv~7F(`ClP2Oqz|rJcH^Az_+$u4n7HfAA|Ul;1Ycsy_w$kTLV`(RyZC6
zj%|f0zk-c;t8n}a>Q+p^$An{90&WdAfP(!f!4Ft;q5U5EBa*<2&<iw%r&<4WdpAA9
z?1i(c5ZeliB(SW>JwpoNC7bn(G6)q4vq?l9Yv#kir8g=wVGOob*VEG5>X=I?xKy&R
zHO;qvdrHC;lNFQ4z~m-P9f2O^i7~m}I>VrtT%L(vO5s*@E7uSO6_H%IqIpARIfL#K
z=mt<HwHIiSi&q^$w2aztVAQj{0KhqvkMk&>$~S;gH4~<JnWZ9e3`;=?>NEFz@+x1c
zh^&Y_#6-$`b>zH=T(3hpC?t#W@aPx{!ub3bbtQ8*{;RUilk#76yau!landUOD_Uwn
zfr+^S17~)C)=&@{sKqopKnGt}F%^RqgNwS7iop#rxSDGGP#9dEX{YA{j*9ElP<4=i
zx+~nTk1J;p6y=+VI>1ilmQ_r%AlS*Vg64WzM#9OcC7~(_+<wvWWZTy0#M?>bbrgsd
zh=&AXt3bR0h*PyH_gFwI%DJs&738DWDU+HTJ`z@06ey{Q{3q_Mq^2!R@fjUjP=P~D
z({+aYLE745h7CpA^OJx|S-j!{VXDS)B`IRk)p&YeoLerzW?j$;6GdZ1<NeXtR;Zes
z7L9#1VapNGSeAZ+am<vrv0C(QjQFuk$#}l7qAat!A-<`A_<Ij|Gv*T{HIh)EWGq>*
zmroOdtA+Pwwr&(oHeR9_tQdS047Q5F?J#(%RqP%LgV*HRV1kZv*Bm2sb;>QStlSb5
z=l78^hS&QHd#^CvNx;w|z(H4n>1&Ml?gst(OnaWk%IYMyLa;*cm=J6gf-6C=ZI)<v
z4Z*TZJ8?ALFeMe!S>Y;4P(ShW=T=%!p~z1sxdL%ZzjqsRKI$Elu?ku!<+NpuWy}YY
z5y%p|AQ>4%X9TT2^yTcafLLp^1So421RCPPBxwCwfhJx|^s}iinV_mV3e5`5>k{x1
z`jHCI3<}Magciny<~51=^I=I7^AZ*y>Ii9mI!VMO>qcmGYGz(>rLv%mj;m}J=8+2%
zwN)#r1v0qKFkjgzl*>A#YNRHPZW%F`Fj4ECU+H1)AZ4YcaRrjsv|NE%fq4jEwhGJ=
zV21Mm^NOTASgn><#{M|J6d}TXFW??h>>sCG-Xtlvt7<Y%g7ipHF&!-_x0b0zQ3s@D
z6DQF&mQ-XM4L;s!R<6jb$b7zX$#IbxPK3;B(sHnxmRIeRCIRWye5Z60v`)2CdbS~!
zx=Qp|+9{=Dh7>zF?5B3WW@M454X?odi9&CnG;}}*8fb@A6hE1q(bGCt)U;fYS&_N&
z5V_f8hDDLN4oBg@$Sh3DpW#DCShfWJX?e9}lntV@f`1J``hp!J+thR&voOT4)f$v^
z5b5|LcZEg+FQupTz8ds1onPw4%&Q=wL{Hk<d4co`Q^D-5(6n5US&_L<WJX2id1Quj
zA@i!VT&v}+_lg9hL-Ro36#R#(mKPwoEf{Fr9{imVV83TbaO;9UA$=`3Vup7h%$HHw
zCa<A4!b<`wa5XJW$`zLtmn-jk7Suipa2XYs*H0FXjLR!havfmV0s37*`2`gEdrryi
z@?dUj>=^X`{cdssoac%*YoI^4b}2cfnWnyG=;$ZTYr-)1m~x(7K1kDX#bm|gb?JCP
zRRk+AwxD8ii*$SpOkS0WJ59xRhkel2=-{nUs37|TLkz7<N1It;w)*B#A30UJIQupo
zR#8M&MBW6EOEimXY=<f$ubx#I6p=+~IG9Y={#zQJo>#*67u&>>2))sP#Hmb8c_Hc2
z2I>=VQhDVX>YF9ym^JJCk-|5vqgaL_*9jK&IkEr~1lf*sm%mmP?i{mkPdD=D4`f7S
z2pRwiK8fOiP2DI0DJCl>kAcayMp>f*35z)`CdXPPJT4}$O2wn<-mg*9D$#xOWtz*B
zNDKCc{Tgy-Bf>tsZcrk}ZP`^EU3IaZ0#{5$uy2{J;1oMd#UrzrPh(%A=uL+)ndHq0
zKFS5|?sb!lD=I504~oiIfl}OV%d9dsDp#8o9~qTbrQ=B}<68s2697L7`e{CO2mE+a
z;IGjRE#cT&Q-uLa8bw#uMZkaQ!_!z0=X?Cr?l0{@>6%crS#e;nKho`<$P5|M5W%eF
zb3A3V6ho`Em&mLIa)oAv=GJV7wgn#|o*0^at*m@-XkL?;2cwDk3Kt3m?NKWz(a@6|
z_K5yEvQkmN8MjT$9o2;cpn4N!-BDR9bOrXuYEsQqMZ(gIjRAV3<(7%5<)9>H82af5
znw2XqD=x3Y<r-ZdyKPoJHZG@H<KtuF@`{w)!gISpXIHiwS@ee)Sv+f(w1&hR>^!@|
zv_w7K9x5GKWV)n%j*<H$fPPDhHjWl;80cqkp7|&pUQt+9SZ**$UIUgl9$pz6ma7e~
z3=PZcGV=WvJMpY@i|#OUi+dscfYapIglB7o=^|rKbg!s%Zjo6c>T{YLnXMiw>c;3X
z(uxhOT!C}*pG3dFev6%o$%@HGnOngMMB^JTc8-n7Q#JD0VKI4KE*>=(-x~MvF!PFd
z(lU&B-9Q?s;DTLMhN0Um25ZeLT7b6miqll9H%hS?sG0=R&jc#)2#J0copWSFs_FQm
z(R5s4Sz&qq4WEKxL_9Gpr&{&#fnj-FMxHbyuh|$)?I^Ys`gOUp=5i;qF60Dyg(;RT
z5J~!?V&sQvtDV-<VhJ;=NPjgK3?^H+KSYNWz2@W!%nHnBT<shhn5#{!3=YhqtQ^yG
z^*&qd1h0#oH5Z7Od9PaIiYRE9THWj4XI!zy1+#5`^rCb?k&4-qu>$Eg2G63I7j{4>
z7E!U)z(0`~NZX^9;k1n)xMT#IfC#=LT_A;Jh2;~$aud}nI4vyKo4gtrmRBX@K@;+t
z4N_)bAk`XJROIis8e=L9EEas|s+E3A(TrI@cZ~fqjm<b}LXM76mZr|f{2a#p=p_mC
za|IivKU7#&SgyX244Wk6=Y{2ZeV&0~c~wHLYMrf-zgBzH3O4*fk-w9Kyb1E#s&gyM
zDm&9~2P;5+ra>ARF*TTnesO~|_-aPX&=Dlb%%Za>xHP|Q#>8M}wM4GCthn5sBd7^3
z<B4(ERbwO{7nfJ1<f_`aN@Pm_{bgH3V@xcnK%5+<TSUoKbmVl$-bqA>8JOp0@EC!(
zP!ajD9v?aLb7-1Hm!b-bG0eS!=$I#=)Q5`8ip#Ze8T;>Dj*ZJxwTygVTwalq+so3Y
z=HzXch^BV^(f*Vu%t_hEag(wX)*M)5Y5>d(Bhw%4Vqg(#nQ)S@*D{4Gn!qua1Q`Jh
zq?(K?AS)m@pCGToccp+_-Gm1P<aJrNa;$7WrbsI=e$b|<?(%OsJ&rXiFwBw=#Hp+)
zy8W0URAbkgplnQ$QMpb9PmsCg$tt~yVzOfL5ToOY$@NWmSWI4(i$Cw2>)`li-B4GH
zS8Ml`p|grJ7ch=D8Bm0}-B4Ny45`!c#8}IOLljIWG9?&htdY6IEE;)1r`71xxPr2R
za*rb_(6&!GG$>c2A0HQ#*Ja~Y=TmAjYDq|L-C+o|bUsBsO44M(XbtW&0%%UME!4?u
zqOUeHPJK3!@0F;0+w28q35f|ZPUlk;kQI<C&!;p|e-PyECkEtdy~-g0`8o^#&6gYX
z>Zhl-A3wbN<yQjyCz~)OgXZ!-Fb;lw!N;FJy?uK4^W%s2-#z{G`QfMUA1}}I^7>aE
z@m+Yt$M`lP`gnPy$-FV<?Yp<`vg-MmQh0oNo8CRX^OslHN0=U`>B%9&+wl0-gr`@(
ze*Wjj&p-e2_h0?f@BaA5hyVVM|LuSN^TR*<{ty53`~UUuKYsU5e|-4eAO7(0yZ`#n
z|MI)b|NAe0{Kr51%Rm4A;h+BDcYpl-AAkLTe}DS){=4^2pR#XeE`QkKcNa0y@7`Vb
zXx;>Lmmd|}+v)8)u<*uRgkc}!<b!*f{9AO7=+l#l-`OW{$(Z!&H~;T9{~x{@E2dK>
F3IM0wtBe2u

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md
new file mode 100644
index 0000000000..97f1d19ad4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md
@@ -0,0 +1,69 @@
+# Construction and scope of the new invoice
+
+Let `F_U` denote the canonical nine-coordinate frame attached to an explicit
+binary subspace U. A scalar contact is conjugated by the same frame at every
+persistent role it touches. A paid frame change U<V contributes Fourier rank
+`dim(V)-dim(U)`. A native warp K_G is free between U and V when the explicit
+invertible binary map G transports U onto V; its exact phase is independently
+lowered as part of admission. These are the retained PR4610 model contracts.
+
+The frozen patch changes helper entrance frames and scalar contact frames
+jointly with native maps. Resynthesis inserts every positive paid frame change
+required before a scalar/warp contact and before every final endpoint. There is
+no uncharged removal or merge. All scalar instructions and logical warp
+identities remain in their old order. The exact all-column interpreters check
+the new word, including all arbitrary helper inputs, owned storage, and main
+endpoints. The old main operator interfaces remain unchanged.
+
+A helper whose arbitrary input enters in frame U and leaves in frame V now
+supplies the whole operator `F_U.adjoint().then(F_V)`. The new input chart is
+part of that helper's interface. Strict U<V is checked for each of all 408
+helpers; none is silently treated as initialized storage or duplicated credit.
+Each changed helper operator is lowered with absolute phase in both orientations.
+The inherited whole-job normalization/adapter contract makes these jobs usable
+by the same mixed-target recursion; its hypotheses remain explicit premises.
+
+The complete native profile comparison is
+
+```
+PR4610 paid P0 = {1:2201,2:412,3:506,4:135,5:36,8:8}
+new paid  P1 = {1:2201,2:412,3:510,4:127,5:40,8:8}
+helpers H0=H1 = {4:28,7:7,8:47,9:326}.
+```
+
+All paid jobs are included, in particular eight owned-center rank-eight jobs.
+There are 3298 paid jobs and paid rank mass 5327 in either profile. This step
+improves their concave moment without changing either total. For 0<t<1,
+strict concavity of x↦x^t on positive reals gives
+
+```
+4^t > (3^t + 5^t)/2,
+P0(t) - P1(t) = 4 * (2*4^t - 3^t - 5^t) > 0.
+```
+
+The productive moment is identical because the helper rank census is identical,
+despite 26 distinct helper operators changing their input charts. The retained
+p16 controller invokes the local supplier eighteen times. Thus its complete
+paid moment decreases by 72 times the bracketed expression. Every retained
+query-shear, idle, diagonal and completion bill is still required. The companion
+round-three whole-profile package rebuilds those terms, tensor tail/completion,
+the uniform compiler and outer inequalities at the stated new kappa.
+
+Discovery uses a contact graph with scalar nodes and native-map edges. For the
+twelve operators with extra prelude occurrences, a fixed line a must map to b
+as well as the late input subspace A mapping into the next cap B. Feasibility
+requires equal membership of a and b in the selected equal-dimensional source
+and target subspaces. `constrained_map.py` constructs and checks the complete
+invertible map on all 512 inputs. In the admitted witness all twelve prelude
+operators retain their old G; the actual changes affect twenty other maps.
+
+The mathematical certificate trusts neither solver optimality nor floating
+objective values. `regenerate.py` authenticates the exact predecessor and
+reconstructs the frozen word by guarded edits. `verify_candidate.py` checks its
+native identities and full invoice through two retained interpreters.
+`phase_check.py` checks exact Clifford lowering, including absolute phases of
+all changed data. Lean verification and numerical/outer certification are stated
+with their own scoped coverage in the companion package. None alone is a
+formal proof of the full integer-multiplication theorem.
+
+Prepared by Cao Yifan, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py
new file mode 100644
index 0000000000..82beaa9c1d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py
@@ -0,0 +1,165 @@
+"""Paid residual wrappers for entering helpers (Lemma A): generation and independent decoding.  Apache-2.0.
+Prepared by DreamingOfClouds with Claude Opus 5.5 (Anthropic), via Claude Code.  The wrapper construction follows PR #458
+(chafreaky): a helper that starts at frame E and ends at FULL has the physical residual S_E = T_FULL T_E^-1 (apply T_E^-1 first);
+S_E = L_E (C_[w] x I) R_E with R_E applied first; the wrappers  R_E^-1  before the whole local invocation and  L_E^-1  after its
+full-frame cleanup turn the residual into the coordinate factor C_[w] x I and restore the other 9 - w coordinates identically.
+usage: adapters_gk.py CANONICAL-WORD.json.gz RESIDUAL-ADAPTERS.json OUT-LEMMA-A.json
+Writes the recipes (generation uses clifford_exact.lower_child) and then DECODES the serialized monomials with the primitive
+constructors of clifford_exact (not lower_child) and checks, for every entrance frame, that  L_E^-1 S_E R_E^-1  has exactly the
+tableau and zero-state vector (global phase included) of  fourier(9, range(w)); mutated recipes (wrong phase, swapped sides, wrong
+translation, wrong width) must be rejected."""
+if not __debug__:
+    raise RuntimeError('assertions must remain enabled')   # every check of this stage is an assert
+import copy, gzip, json, sys
+from pathlib import Path
+# Package-path adaptation only; the exact wrapper mathematics is unchanged.
+HERE = Path(__file__).resolve().parent
+sys.path.insert(0, str(HERE / 'vendor/clifford'))   # BW: the pinned vendor531 clifford_exact (byte copy)
+sys.path.insert(0, str(HERE))
+from clifford_exact import canonical_frame, lower_child, fourier, diag, perm, xgate, Op, identity, transpose, inv, parity, monomial as mono_of, mv
+import bw_gauss
+n = 9; FULL = tuple(1 << i for i in range(n))
+def monomial_op(rec):
+    """decode a serialized monomial (matrix rows, quadratic rows, Z4 linear part, translation, phase)"""
+    out = diag(n, tuple(rec['quadratic_rows']), tuple(rec['linear_Z4'])).then(perm(n, tuple(rec['matrix_rows']))).then(xgate(n, rec['offset']))
+    return out.then(Op(n, identity(n), [('phase', rec['phase'])]))
+def S_of(U, END=FULL):
+    # HPE: a helper that starts at E=U and ends at END has residual T_END T_E^-1 (END = FULL is the inherited case)
+    return canonical_frame(n, tuple(U)).adjoint().then(canonical_frame(n, tuple(END)))
+def wrapped_ok(U, rec, END=FULL):
+    """exactly: L^-1 S R^-1 = C_[w] x I  (apply order: R^-1, S, L^-1), w = dim END - dim E"""
+    w = len(END) - len(U); S = S_of(U, END); Rm = monomial_op(rec['right']); Lm = monomial_op(rec['left'])
+    net = Rm.adjoint().then(S).then(Lm.adjoint()); target = fourier(n, range(w))
+    return rec['rank'] == w and net.tab == target.tab and net.zero_state() == target.zero_state()
+def _contains(a, b):
+    a = list(a)
+    for x in b:
+        for y in sorted(a, reverse=True):
+            if x >> (y.bit_length() - 1) & 1: x ^= y
+        if x: return False
+    return True
+def Kop(G_cols):
+    """BW: K_G = perm(G) then diag(Q), Q = I + G^-T G^-1: PR2226's monomial() and the conjugator inside clifford_exact.canonical_frame."""
+    G = transpose(tuple(G_cols), n); gi = inv(G, n)
+    Q = tuple((1 << i) ^ sum(parity(gi_i & gi_j) << j for j, gi_j in enumerate(transpose(gi, n))) for i, gi_i in enumerate(transpose(gi, n)))
+    return perm(n, G).then(diag(n, Q))
+def numeric_K(G_cols):
+    import numpy as np
+    pv, ph = bw_gauss.monomial(list(G_cols), n)
+    N = 1 << n; re = np.zeros((N, N), dtype=np.int64); im = np.zeros((N, N), dtype=np.int64)
+    unit = [(1, 0), (0, 1), (-1, 0), (0, -1)]
+    for x in range(N): re[pv[x], x], im[pv[x], x] = unit[ph[x]]
+    return re, im, 0
+def warp_ok(G_cols, rec):
+    """BW: the serialized monomial equals PR2226's exact numpy K_G on all 512 columns (indep. decode) and its op decodes to K_G exactly."""
+    m = bw_gauss.recipe_matrix(rec, n)
+    if not bw_gauss.equal_scaled(numeric_K(G_cols), m): return False
+    dec = monomial_op(rec); ref = Kop(G_cols)
+    return dec.tab == ref.tab and dec.zero_state() == ref.zero_state()
+
+def main():
+    c = json.load(gzip.open(sys.argv[1])); frames = c['frames']; v = c['v']
+    starts = sorted({c['start'][r] for r in range(2 * v, len(c['start'])) if c['start'][r] != 0 and c['final'][r] == 1})
+    # HPE: (entrance, terminal) pairs of helpers ending at a proper subspace; key 'E:U'.  Inherited words have none.
+    ends = sorted({(c['start'][r], c['final'][r]) for r in range(2 * v, len(c['start'])) if c['final'][r] != 1})
+    # COLD-HPE: e == 0 (a cold helper, entrance = bottom, T_0 = I) is allowed: the (0, U) recipe is keyed '0:U'
+    assert all(len(frames[u]) < n and _contains(frames[u], frames[e]) for e, u in ends)
+    cold_ends = [(e, u) for e, u in ends if e == 0]
+    recipes = {}
+    for f in starts:
+        U = frames[f]; rec, compiled = lower_child(S_of(U))
+        recipes[str(f)] = dict(frame=f, vectors=list(U), entrance_rank=len(U), rank=rec['rank'], left=rec['left'], right=rec['right'])
+    for e, u in ends:
+        E, U = frames[e], frames[u]; rec, compiled = lower_child(S_of(E, U))
+        recipes['%d:%d' % (e, u)] = dict(frame=e, terminal=u, vectors=list(E), terminal_vectors=list(U), entrance_rank=len(E),
+                                         terminal_rank=len(U), rank=rec['rank'], left=rec['left'], right=rec['right'])
+    # BW: monomial recipes of the warps K_G (anticipatory dirty borrowing, PR2226): one per operator, serialized like a wrapper monomial
+    warp_recipes = {}
+    for w in c.get('warps', []):
+        _, rec_k = mono_of(Kop(w['G_columns']))
+        warp_recipes[str(w['op'])] = dict(op=w['op'], from_frame=w['from_frame'], to_frame=w['to_frame'], G_columns=list(w['G_columns']), K=rec_k)
+    Path(sys.argv[2]).write_text(json.dumps(dict(status='RESIDUAL_ADAPTER_RECIPES', recipes=recipes, warps=warp_recipes), sort_keys=True, separators=(',', ':')) + '\n')
+    # ---- independent decode of the serialized file
+    data_all = json.loads(Path(sys.argv[2]).read_text()); data = data_all['recipes']
+    dot = lambda a, b: bin(a & b).count('1') & 1
+    detail = []
+    for f in starts:
+        rec = data[str(f)]; U = frames[f]
+        assert wrapped_ok(U, rec), ('wrapper product is not C_[w] x I', f)
+        detail.append(dict(frame=f, entrance_rank=len(U), residual_width=n - len(U), vectors=list(U), all_even_weight=all(bin(x).count('1') % 2 == 0 for x in U),
+                           totally_isotropic=all(dot(a, b) == 0 for a in U for b in U)))
+    hdetail = []
+    for e, u in ends:   # HPE: independent decode, residual width = dim U - dim E
+        rec = data['%d:%d' % (e, u)]; E, U = frames[e], frames[u]
+        assert wrapped_ok(E, rec, U), ('HPE wrapper product is not C_[w] x I', e, u)
+        hdetail.append(dict(frame=e, terminal=u, entrance_rank=len(E), terminal_rank=len(U), residual_width=len(U) - len(E)))
+    controls = []
+    def reject(name, fn):
+        f = starts[0]; rec = copy.deepcopy(data[str(f)]); fn(rec)
+        if wrapped_ok(frames[f], rec): raise AssertionError('mutated wrapper accepted: ' + name)
+        controls.append(name)
+    reject('wrong global phase', lambda r: r['right'].__setitem__('phase', (r['right']['phase'] + 1) % 4))
+    reject('wrong translation', lambda r: r['left'].__setitem__('offset', r['left']['offset'] ^ 1))
+    reject('wrong quadratic form', lambda r: r['right'].__setitem__('quadratic_rows', [x ^ 2 if i == 0 else x for i, x in enumerate(r['right']['quadratic_rows'])]) if False else r['right']['linear_Z4'].__setitem__(0, (r['right']['linear_Z4'][0] + 2) % 4))
+    reject('sides swapped', lambda r: (r.__setitem__('left', r['right']), r.__setitem__('right', r['left'])))
+    reject('wrong width', lambda r: r.__setitem__('rank', r['rank'] + 1))
+    if ends:   # HPE controls on the first (E, U) pair
+        e, u = next((p for p in ends if p[0] != 0), ends[0]); rec0 = data['%d:%d' % (e, u)]   # COLD-HPE: an entering pair if any (= ends[0] without cold ends)
+        def hreject(name, ok):
+            if ok: raise AssertionError('HPE mutation accepted: ' + name)
+            controls.append(name)
+        hreject('hpe: U-wrapper decoded against a FULL ending', wrapped_ok(frames[e], rec0))
+        hreject('hpe: width misreported as 9 - dim E', wrapped_ok(frames[e], dict(rec0, rank=n - len(frames[e])), frames[u]))
+        other = next(f for f in range(len(frames)) if f != u and len(frames[f]) == len(frames[u]) and _contains(frames[f], frames[e]))
+        hreject('hpe: wrong terminal hyperplane', wrapped_ok(frames[e], rec0, frames[other]))
+        fe = next(((e2, u2) for e2, u2 in ends if str(e2) in data), None)
+        if fe:   # an entrance shared with FULL-ended helpers: R_{E,FULL} must not serve as R_{E,U}
+            r2 = data['%d:%d' % fe]
+            hreject('hpe: pre wrapper resolved to the FULL recipe R_{E,FULL}', wrapped_ok(frames[fe[0]], dict(r2, right=data[str(fe[0])]['right']), frames[fe[1]]))
+        hreject('hpe: wrong global phase', wrapped_ok(frames[e], dict(rec0, left=dict(rec0['left'], phase=(rec0['left']['phase'] + 1) % 4)), frames[u]))
+    if cold_ends:   # COLD-HPE controls on the first cold pair (0, U): factor_iff_pre says only R_{0,U} itself may precede
+        e, u = cold_ends[0]; recc = data['%d:%d' % (e, u)]; E, U = frames[e], frames[u]
+        ID = dict(matrix_rows=[1 << i for i in range(n)], offset=0, quadratic_rows=[0] * n, linear_Z4=[0] * n, phase=0)
+        assert monomial_op(ID).tab == identity(n)   # the control's wrapper really is the identity
+        def creject(name, ok):
+            if ok: raise AssertionError('cold HPE mutation accepted: ' + name)
+            controls.append(name)
+        creject('cold hpe: identity pre wrapper instead of R_{0,U}', wrapped_ok(E, dict(recc, right=ID), U))
+        creject('cold hpe: identity post wrapper instead of L_{0,U}', wrapped_ok(E, dict(recc, left=ID), U))
+        creject('cold hpe: no wrappers (cold FULL convention L = R = I)', wrapped_ok(E, dict(recc, left=ID, right=ID), U))
+        creject('cold hpe: U-wrapper decoded against a FULL ending', wrapped_ok(E, recc))
+        creject('cold hpe: width misreported as 9', wrapped_ok(E, dict(recc, rank=n), U))
+        other = next(f for f in range(len(frames)) if f != u and len(frames[f]) == len(frames[u]))
+        creject('cold hpe: wrong terminal hyperplane', wrapped_ok(E, recc, frames[other]))
+        creject('cold hpe: wrong global phase', wrapped_ok(E, dict(recc, right=dict(recc['right'], phase=(recc['right']['phase'] + 1) % 4)), U))
+        ent = next((p for p in ends if p[0] != 0 and p[1] == u), None)
+        same = lambda x, y: monomial_op(x).tab == monomial_op(y).tab and monomial_op(x).zero_state() == monomial_op(y).zero_state()
+        if ent and not same(data['%d:%d' % ent]['right'], recc['right']):   # an entering helper ending at the same U: its R_{E,U} must not serve as R_{0,U}
+            creject('cold hpe: pre wrapper resolved to an entering recipe R_{E,U}', wrapped_ok(E, dict(recc, right=data['%d:%d' % ent]['right']), U))
+    wdetail = []
+    for w in c.get('warps', []):   # BW: independent decode of every warp recipe, then mutation controls on the first warp
+        rec = data_all['warps'][str(w['op'])]
+        assert rec['G_columns'] == w['G_columns']
+        assert warp_ok(w['G_columns'], rec['K']), ('warp recipe differs from the exact monomial K_G', w['op'])
+        wdetail.append(dict(op=w['op'], from_frame=w['from_frame'], to_frame=w['to_frame'], columns_checked=1 << n))
+    if c.get('warps'):
+        w0 = c['warps'][0]; k0 = data_all['warps'][str(w0['op'])]['K']
+        def wreject(name, ok):
+            if ok: raise AssertionError('warp mutation accepted: ' + name)
+            controls.append(name)
+        wreject('warp: wrong global phase', warp_ok(w0['G_columns'], dict(k0, phase=(k0['phase'] + 1) % 4)))
+        wreject('warp: wrong translation', warp_ok(w0['G_columns'], dict(k0, offset=k0['offset'] ^ 1)))
+        wreject('warp: wrong linear phase', warp_ok(w0['G_columns'], dict(k0, linear_Z4=[(k0['linear_Z4'][0] + 2) % 4] + k0['linear_Z4'][1:])))
+        wreject('warp: wrong quadratic form', warp_ok(w0['G_columns'], dict(k0, quadratic_rows=[k0['quadratic_rows'][0] ^ 2, k0['quadratic_rows'][1] ^ 1] + k0['quadratic_rows'][2:])))
+        wreject('warp: recipe of another operator', warp_ok(w0['G_columns'], data_all['warps'][str(c['warps'][1]['op'])]['K']))
+        wreject('warp: inverse recipe used as the warp', warp_ok(w0['G_columns'], mono_of(Kop(w0['G_columns']).adjoint())[1]))
+        G2 = list(w0['G_columns']); G2[0] ^= G2[1]
+        wreject('warp: wrong G (frame-changed column)', warp_ok(G2, k0))
+        sing = list(w0['G_columns']); sing[1] = sing[0]
+        try: Kop(sing); raise SystemExit('non-invertible G accepted')
+        except (AssertionError, StopIteration, ValueError): controls.append('warp: non-invertible G')
+    res = dict(status='PASS_RESIDUAL_WRAPPERS_ARE_EXACT', frames=len(detail), **({'hyperplane_end_pairs': hdetail} if ends else {}), **({'cold_hyperplane_end_pairs': len(cold_ends)} if cold_ends else {}), wrappers_reject=controls, all_even_weight=all(d['all_even_weight'] for d in detail), **({'warp_recipes_exact_on_all_512_columns': wdetail} if wdetail else {}),
+               all_totally_isotropic=all(d['totally_isotropic'] for d in detail), detail=detail)
+    Path(sys.argv[3]).write_text(json.dumps(res, indent=1) + '\n')
+    print('Lemma A (exact): L^-1 S_E R^-1 = C_[w] x I for', len(detail), 'entrance frames, global phase included;', len(controls), 'wrapper mutations rejected; all-even-weight:', res['all_even_weight'])
+if __name__ == '__main__': main()
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py
new file mode 100644
index 0000000000..99f351785e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py
@@ -0,0 +1,59 @@
+# Warp-aware copy of phases_full.py (PR425 / icekylinx with Codex assistance, heterogeneous centres).
+# BW: exact lowering of every anticipatory-dirty-borrowing warp (PR2226, Cinna Davis @1337isnot1337, with OpenAI Codex assistance):
+# each distinct physical warp product T_to K_G^{+-1} T_from^-1 is lowered with the unchanged lower_child and must have rank ZERO
+# (a monomial Clifford); its serialized monomial is then compared with an independent exact numpy column product on all 512 columns.
+"""Exact phase-aware lowering of every used edge of a BORROW canonical word, warps included.  usage: bw_phases.py OUT_DIR"""
+if not __debug__:
+    raise RuntimeError('assertions must remain enabled')   # every check of this stage is an assert
+import gzip,hashlib,json,sys,time
+from collections import Counter
+from pathlib import Path
+HERE=Path(__file__).resolve().parent
+sys.path.insert(0,str(HERE/'vendor/clifford'));sys.path.insert(0,str(HERE))
+from clifford_exact import *
+import bw_gauss
+from bw_adapters import Kop
+
+OUT=Path(sys.argv[1]);P=OUT/'CANONICAL-WORD.json.gz'
+c=json.load(gzip.open(P));n=c['h'];frames=c['frames'];start=time.monotonic();ops=[]
+for U in frames:
+    op=canonical_frame(n,U)
+    L=[u|(u<<n) for u in U]+[v<<n for v in nullspace(U,n)]
+    pre=[x|(z<<n) for x,z,p in inverse(op.tab)[n:]]
+    assert rank(L)==n and rank(L+pre)==n
+    assert rank([x for x,z,p in op.tab[n:]])==len(U)
+    ops.append(op)
+edges=set(map(tuple,c['edges']))|{(a,b) for f in c['center_frames'] for a,b in ((f,0),(0,f))};recipes=[];hist=Counter()
+for i,(a,b) in enumerate(sorted(edges)):
+    op=ops[a].adjoint().then(ops[b]);rec,compiled=lower_child(op)
+    assert rec['rank']==abs(len(frames[a])-len(frames[b]))
+    hist[rec['rank']]+=1;recipes.append({'old':a,'new':b,**rec})
+    if i%200==0:print('exact phase edges',i,'/',len(edges),'seconds',time.monotonic()-start,flush=True)
+adapters=[];F=fourier(n)
+for i,q in enumerate(c['ports']):
+    for role,old,f in [('source',cgate(n,q),c['start'][i]),
+                       ('target',cgate(n,q).adjoint().then(F),c['final'][c['v']+i])]:
+        rec,compiled=lower_child(old.adjoint().then(ops[f]));assert rec['rank']==0
+        adapters.append({'port':i,'role':role,'frame':f,**rec})
+# BW: warps.  Edge classes are (sign, operator, from frame, to frame); the physical product is T_to K^{+-1} T_from^-1.
+G_of={w['op']:w['G_columns'] for w in c.get('warps',[])}
+warps=[]
+for sign,op_id,f0,f1 in sorted(map(tuple,c.get('warp_edges',[]))):
+    G=G_of[op_id];K=Kop(G);Ks=K if sign>0 else K.adjoint()
+    op=ops[f0].adjoint().then(Ks).then(ops[f1]);rec,compiled=lower_child(op)
+    assert rec['rank']==0 and rec['right'] is None,('warp is not a monomial Clifford',sign,op_id,f0,f1)
+    Z=bw_gauss.warp_product(G,frames[f0],frames[f1],sign*op_id,n)
+    assert bw_gauss.equal_scaled(Z,bw_gauss.recipe_matrix(rec['left'],n)),('recipe differs from the exact column product',sign,op_id,f0,f1)
+    hist['warp']+=1;warps.append({'sign':sign,'op':op_id,'old':f0,'new':f1,'G_columns':G,**rec})
+raw=json.dumps({'children':recipes,'endpoint_adapters':adapters,'warps':warps},sort_keys=True,separators=(',',':')).encode()
+(OUT/'CLIFFORD-RECIPES.json').write_bytes(raw)
+result={'status':'PASS_NEW_WORD_EXACT_LOCAL_PHASE_RECIPES',
+        'canonical_word_sha256':hashlib.sha256(P.read_bytes()).hexdigest(),
+        'frames':len(frames),'directed_edges':len(edges),'ranks':{str(k):x for k,x in hist.items()},
+        'endpoint_adapters':len(adapters),'warp_recipes':len(warps),'warp_recipes_rank_zero':all(w['rank']==0 for w in warps),
+        'warp_recipes_equal_exact_512_column_product':True,
+        'all_child_equalities_include_global_phase':True,
+        'recipe_sha256':hashlib.sha256(raw).hexdigest(),'seconds':time.monotonic()-start,
+        'scope':'Every local frame, centre transition and warp. Expanded scalar-interface integration and global emitted program are separate obligations.'}
+(OUT/'CLIFFORD-REVIEW.json').write_text(json.dumps(result,indent=2)+'\n')
+print('PASS exact local phases',result['seconds'],'seconds',flush=True)
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json
new file mode 100644
index 0000000000..c35482cd90
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/certificates/selected-result.json
@@ -0,0 +1,85 @@
+{
+  "status": "Selected maintainer-reviewed conditional joint-helper construction; source-bound foundation reuse is explicit",
+  "kappa": "60403/20000000",
+  "decimal": "0.00302015",
+  "source_prs": [
+    4470,
+    4447,
+    4441,
+    4440,
+    4416,
+    4433,
+    4359,
+    4268,
+    3945,
+    4085,
+    2979,
+    4076,
+    4088,
+    1673,
+    1758,
+    1786,
+    23,
+    555,
+    589
+  ],
+  "source_manifest": "certificates/frontier4470-source.json",
+  "certificate": "certificates/frontier4470/CLAIM.json",
+  "certificate_sha256": "d962932a6971b8f0054462c59f4ad699dcf3d1fbf886e1f856a6fa9e97491232",
+  "proof": "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md",
+  "proof_supplements": {
+    "notes/batched-bit-rows.tex": "ef72c0ead19373cbc19c8a3aacb44dd0f75353ee5f4d055f775a986a4878022c",
+    "notes/batched-complex-rows.tex": "64c70926a8705874f1c9b42a2f703e42cad4e90f927f544458cfdf729540236c",
+    "notes/compact-control-movement.tex": "b963c3d2f4e1b7059aa289bb4b4ac89b688920bcf42f5b20d7698cdef0132cc6",
+    "notes/general-clifford-frames.tex": "c9bb9655b594583c6b4bab8cb485233f1d1e588f83858cf1e4c3530cee8fed54",
+    "notes/stopped-product-complex.tex": "4738089103a4b263b3b0ef458f5ef35519c696f1ea871ae79e508d3720f5870a",
+    "notes/three-stage-cover-bit.tex": "47123a756f823c83a0d48cca2bf5add6472cd88410b13aed345e70c8834fb511",
+    "notes/three-stage-cover-rows.tex": "6ad97a5cd7d6aecf978a81226e1c2763d37840caca130c61f3bf5c4ac111c5c8",
+    "references/semantic-bulk/pr23/semantic-bulk-17-note.tex": "652242b05174bb776ffc6165af170df9c8cf220dbd0fc26c24d778f320dbabc8",
+    "research/e8-bit-carrier-skeleton/code/bit/export_records.py": "8a5999601f917dbb492bb9ae9a344611f18cc7cedc53dc3c76496a369e530eb3",
+    "research/e8-bit-carrier-skeleton/code/nine/geometry.py": "36eeda3184bd009e89462b65c8725d10860c444f8da8f1f87e5f6e50120011ca",
+    "research/e8-bit-p111-tuned/code/gen_p3.py": "438b83f10d70ceca7cf78049420204b7de2dc61682f913c50a62596106ad84cd",
+    "research/e8-bit-p111-tuned/code/xcheck_p.py": "af3decc877e27c00001cf56f50c6c09566e8e101297ab34c7860aed96a06d80e",
+    "research/e8-bit-p111-tuned/tune/EXPECTED.json": "b9f0e5ca038abe837b0007c8fe006f366a6f02009244ac57705a8a200e2301f4",
+    "research/e8-bit-p111-tuned/tune/apply.py": "806ae4cb2648e4f05dcf56bd089891fd3ba33a6ee5fe76d3329e322c6770c1a1",
+    "research/e8-bit-p111-tuned/tune/wlib.py": "a37fdf3cdf5f62945c2a90193401c0e9edc9dd3cda8d8cb36a3b9c329ebe4dbc",
+    "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+    "docs/research/pr-intake-evidence/pr4359/PROOF-REVIEW.md": "7d67bb814285f7634029fbd378c6457156545f0b38858cc1c6ec34b68cd9d162",
+    "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md": "5c111dd56beb53dc44ab727d96e1af03aaf50f3023d4342e2b0a89ede6cf585b",
+    "docs/research/pr-intake-evidence/pr4416/PROOF-REVIEW.md": "2c2bbe6fe1bab44778192118f27e59a0d23dbe02c47aa8a42845093f1ce46f49"
+  },
+  "review": "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md",
+  "validation": "docs/research/pr-intake-evidence/pr4470/VALIDATION.json",
+  "integration": "docs/research/pr-intake-evidence/pr4470/INTEGRATION.json",
+  "reproduce": "make frontier4470-verify",
+  "scope": "Maintainer-reviewed conditional PR4470 construction. Inherited native/all-column, owned-erasure, whole-job, compiler, precision/tape, analytic, prime and recovery hypotheses remain. Uniform words are not materialized.",
+  "previous_kappa": "23/10000",
+  "previous_record": "certificates/checkpoints/frontier4359.json",
+  "audited_source_head": "b9a13c1673e0e9697de410de16e8bbf3207a7363",
+  "source_certificate": "research/joint-helper-lattice/RESULT.json",
+  "source_certificate_sha256": "c7b2388f6511c19976b337d8c8ac374610af616866a249d75dace704eb5d9e21",
+  "replay_mode": "fresh changed-construction replay with exact-source prior foundation review reuse",
+  "contributors": "docs/research/community-joint4470-contributors.md",
+  "assumptions": [
+    {
+      "id": "native_all_columns",
+      "statement": "Retained native operators, phase conventions, spectators and whole-job adapters work at every positive column multiplicity."
+    },
+    {
+      "id": "owned_erasure",
+      "statement": "Owned streams and suspended centers obey the retained allocation, erasure and ownership contracts."
+    },
+    {
+      "id": "compiler",
+      "statement": "The finite mixed-target compiler and chronological product, completion and splitting satisfy the retained uniform closure contract."
+    },
+    {
+      "id": "precision_tape",
+      "statement": "Retained fixed-tape movement and precision/storage prescriptions apply to the new fixed finite template."
+    },
+    {
+      "id": "analytic_recovery",
+      "statement": "Analytic decomposition, fine-prime avoidance and exact integer recovery follow the retained upstream/outer framework."
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json
new file mode 100644
index 0000000000..f126dd2e2d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/docs/research/agent-task-catalog.json
@@ -0,0 +1,1242 @@
+{
+  "schema_version": 1,
+  "priority_revision": 7,
+  "priority_log": "docs/research/research-priority-log.md",
+  "assessed_on": "2026-10-20",
+  "status": "Research suggestions, not reservations or assertions that these questions are unclaimed. Check current main and live PRs.",
+  "tracks": [
+    {
+      "id": "bit-mechanisms",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "bit-helper-contract",
+          "question": "Can one precisely specified helper-mixing word satisfy a replacement for the inherited H2/K interface?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/r439-bsection-stars-seed01/README.md",
+            "research/r439-copy-path-sharing-barrier/README.md"
+          ],
+          "methods": [
+            "Derive a replacement interface lemma and price its implementation.",
+            "Seek an exact dirty-input or chronological-cut counterexample to the proposed replacement."
+          ],
+          "acceptance_gate": "A full boundary contract and paid profile; unchanged scalar counts alone are insufficient. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/r439-bsection-stars-seed01/verify.py"
+            ],
+            "expected": "PASS_R439_BSECTION_STARS",
+            "inspect": "Compare the two false H2/K flags with the unchanged paid profile in its README.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Write one replacement H2/K implication for a single helper-star operation, then try to falsify it on dirty inputs.",
+          "bottleneck_link": "A legitimate replacement could admit a cheaper bit circuit; scalar savings alone do not alter the selected moment.",
+          "allowed_variations": [
+            "Choose one helper-star or quartet instance; narrow to one boundary implication."
+          ],
+          "scope_change_triggers": [
+            "Changing only source count or scalar addition count without an interface argument."
+          ],
+          "overlap_terms": [
+            "H2_D_frame0_targets_from_helpers",
+            "K_equals_D",
+            "helper-star"
+          ]
+        },
+        {
+          "id": "bit-new-register-model",
+          "question": "Can an explicitly larger or nonabelian register model escape the scoped three-register obstruction?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/bit-three-register-lower-bound/README.md",
+            "certificates/selected-result.json",
+            "research/bit-gl3-mixed-targets-length10/README.md",
+            "docs/research/community-efficient1000-review.md"
+          ],
+          "methods": [
+            "Construct the smallest exact identity in a newly specified legal operation alphabet.",
+            "Derive a target-specific relaxation bound for that same explicit alphabet."
+          ],
+          "acceptance_gate": "Name the changed hypothesis, all counted roles and a uniform identity; finite column tests alone do not certify it. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read Model section 1 of the three-register bound and identify the exact excluded free operations.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "First compare the alphabet, role count and length with the fully replayed #1974 census and #2027 mixed-root tariff. Identify a changed premise and a legal native implementation; then price one smallest completed instance before searching larger words.",
+          "bottleneck_link": "A small-width completed saving changes the bit primitive; a finite-address identity alone is insufficient.",
+          "allowed_variations": [
+            "Choose a fixed larger register count or a specified nonabelian operation family."
+          ],
+          "scope_change_triggers": [
+            "Remaining inside the already-excluded three-register abelian model.",
+            "Repeating the two-register GL3 census or a covered three-register length without changing a hypothesis; a formal group-algebra word without native conversion is a partial result."
+          ],
+          "overlap_terms": [
+            "three-register",
+            "nonabelian",
+            "group algebra"
+          ]
+        },
+        {
+          "id": "r437-carrier-integration",
+          "question": "Can the paid R437 two-window carrier improvement be admitted by the actual pooled compiler and physical caller?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/r437-two-window-carrier/README.md",
+            "research/r437-reverse-row-coefficient/README.md"
+          ],
+          "methods": [
+            "Close one compiler/request, caller or precision/stock implication for the pinned paid exchange.",
+            "Falsify that exact interface with an arbitrary-dirty-state or chronology counterexample."
+          ],
+          "acceptance_gate": "Pin the complete source and destination contracts, exact paid and scalar deltas, and all remaining assumptions. A local moment gain is not a physical or all-size supplier admission.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4067 paid profile and open integration obligations; #4147 covers the reverse row coefficient. Three additional ADDs per call and all helpers remain charged. This is not a selected supplier.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Choose one unclaimed obligation: pooled compiler codebook/request alignment, actual physical caller, or precision/stock envelope using the already reported reverse coefficient. Pin the input and receiver, preserve dirty/source windows, and test one binding with a rejection control. Stop at unresolved dependencies; do not rederive the coefficient or quote the local moment as a completed bound.",
+          "bottleneck_link": "The exchange changes the paid profile; integration must establish that its gain survives the complete caller.",
+          "allowed_variations": [
+            "One compiler rebind, one actual caller boundary, or one precision/stock implication."
+          ],
+          "scope_change_triggers": [
+            "Ignoring added ADDs, retaining an obsolete reverse coefficient, or declaring global admission from the local histogram."
+          ],
+          "overlap_terms": [
+            "R437",
+            "two-window carrier",
+            "4067",
+            "4147",
+            "pooled compiler",
+            "request alignment",
+            "reverse row coefficient"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4067: source-bound two-window carrier with (2,2) to (1,3) paid exchange and fixed OQ4 host.",
+              "evidence": "research/r437-two-window-carrier/README.md",
+              "remaining": "Pooled compiler/request rebind, physical caller and precision/stock admission.",
+              "status": "author-checked",
+              "source_commit": "a95f11c52e3ca1e4c5171b3c20d8f4b0815aee2e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4147: reverse row coefficient follow-up.",
+              "evidence": "research/r437-reverse-row-coefficient/README.md",
+              "remaining": "Use the exact coefficient in a caller-bound precision/stock proof rather than repeat the arithmetic.",
+              "status": "author-checked",
+              "source_commit": "72e7bb797adf82aeb525a399f56ab8adbab8e93c",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "complex-mechanisms",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "p104-side-correction",
+          "question": "Can a changed P104 producer/consumer contract escape the scoped slot, chart and completion obstructions with a favorable full bill?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/p104-literal-slot-defect/README.md",
+            "research/p104-uniform-commutation-gap/README.md",
+            "research/p104-uniform-encoding-gap/README.md",
+            "research/p104-source-chart-shortcut/README.md",
+            "research/p104-fiber-tag-seam/README.md"
+          ],
+          "methods": [
+            "Construct one side-correction word at an explicit chronological cut with the needed frames still available.",
+            "Derive a lower bound on the side correction and hosting costs that decides whether this channel can beat the selected budget."
+          ],
+          "acceptance_gate": "An exact arbitrary-input identity, source/target frame availability and restoration at the chosen cut, plus the complete channel+correction+idle/hosting bill or an explicit favorable bound. The native channel alone is not a supplier. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the named successor obstructions before extending #2981 static flags. Distinguish literal-slot action, commutation, uniform encoding, source-chart shortcut and fiber-tag seam scopes; none excludes all P104 mechanisms.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Name one hypothesis changed from these exact interfaces. Write a literal producer-to-consumer timeline and an arbitrary-dirty-input positive/control pair, then charge acquisition, coefficients, completion, hosting and restoration. Stop if the same slot/fiber mismatch persists or the favorable full budget already fails. A scoped independent audit remains useful; another static count is not a new completion.",
+          "bottleneck_link": "Completing an already realized changed channel tests a concrete construction opportunity, instead of refining the incumbent packing. A positive local result still needs global and all-size admission.",
+          "allowed_variations": [
+            "One correction factorization, one chronological cut, or one explicit hosting obstruction.",
+            "A changed correction schedule with an updated full bill and native frame contract."
+          ],
+          "scope_change_triggers": [
+            "Recompiling the already certified low-rank channel without closing a new obligation.",
+            "Treating a pending ancestor, local histogram or unpriced side correction as an admitted global supplier.",
+            "Repeating a correction or physical conversion already supplied by a pending follow-up without adding independent coverage or a different unresolved obligation.",
+            "Repeating the 208-flag static matching or calling a static nested cover a chronological correction program. Independent audit of that certificate is distinct and remains useful.",
+            "Repeating a static cover, source-chart shortcut or fiber-tag seam without changing the hypothesis responsible for its obstruction."
+          ],
+          "overlap_terms": [
+            "P104",
+            "I-G/2",
+            "side correction",
+            "native channel",
+            "1972",
+            "1991",
+            "2586",
+            "endpoint transport",
+            "physical dual",
+            "relay composition",
+            "2981",
+            "joint unit flags",
+            "acquisition delivery",
+            "static nesting",
+            "4133",
+            "4136",
+            "4140",
+            "4153",
+            "4154",
+            "p104-literal-slot-defect",
+            "p104-uniform-commutation-gap",
+            "p104-uniform-encoding-gap",
+            "p104-source-chart-shortcut",
+            "p104-fiber-tag-seam"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4133: literal-slot defect",
+              "evidence": "research/p104-literal-slot-defect/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "88666f1dee93fbd85b31fd5d6f91a219e111b5f4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4136: uniform commutation gap",
+              "evidence": "research/p104-uniform-commutation-gap/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "281ce601a8be9db470de630759179c23e1dfaa88",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4140: uniform encoding gap",
+              "evidence": "research/p104-uniform-encoding-gap/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "de25c6525aa866962309df5d107b32d55e6e5628",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4153: source-chart shortcut exhausts its optimistic allowance",
+              "evidence": "research/p104-source-chart-shortcut/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "9123241fea53df77e51ffe30d9aca1625d4bf3a8",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4154: fiber-tag seam mismatch",
+              "evidence": "research/p104-fiber-tag-seam/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "4ffcdaee5d6255a9cea1fe53a5424435068089d0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "complex-rank-shape-decoder",
+          "question": "Can a decoder deliver the local paid mass in fewer, larger-rank children (block frame climbs instead of rank-1 to rank-3 steps)?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/complex-decoder-field-extension-seed44/README.md",
+            "research/complex-frame-pair-decoders/README.md",
+            "research/selected-k8-unrestricted-ends/README.md",
+            "research/eisenstein-reduction-copy-floor/README.md"
+          ],
+          "methods": [
+            "Find one exact small decoding identity whose frame path climbs in blocks, and price its complete per-call profile.",
+            "Bound the best effective child rank achievable for one fixed support alphabet, including copies, frames and restoration."
+          ],
+          "acceptance_gate": "A per-call local profile, with all copied information, frames and restoration counted, whose ceiling exceeds the selected word's by at least 5%; masked or overcomplete supports must change an assumption of the eight-term all-pairs bound. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Before any synthesis, write the candidate per-call local profile (and centre charge / unpaid coordinates if changed) and screen it with ceiling.ceiling(); reject it if even the ideal ceiling does not beat the selected word's by your stated margin. Ideal budget: rank-16 delivery is 2.31x (levers.py).",
+          "bottleneck_link": "Rank-1 children are about half of recursive cost; the selected word's effective child rank is about 3.9. Larger-rank delivery lowers recursive cost per unit of paid mass.",
+          "allowed_variations": [
+            "One masked, overcomplete or block decoder family with exact labels and supports.",
+            "A scoped lower bound on effective rank for one alphabet.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Repacking idle remainders of an unchanged word (covered by the packing ceiling).",
+            "Repeating the eight-term all-pairs search inside its proved scope.",
+            "Only changing helper terminal subspaces and monotone frames within the fixed scalar word, entrances and cleanup contract already covered by #1995/#2013.",
+            "Searching below C=40 in the #2017 Eisenstein binary scalar-rectangle or fixed-support block-linear additive pairing model; specify a changed premise instead. This bound does not cover every complex decoder.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "rank shape",
+            "block climb",
+            "masked decoder",
+            "overcomplete",
+            "effective rank"
+          ]
+        },
+        {
+          "id": "complex-new-helper-inventory",
+          "question": "Can a new local cost interface change the deficit-to-recursive-cost ratio beyond current packing?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/heterogeneous-owner-assembly/README.md",
+            "certificates/selected-result.json",
+            "research/selected-k8-unrestricted-ends/README.md"
+          ],
+          "methods": [
+            "Propose a changed helper inventory and derive an optimistic exact moment.",
+            "Design a small completed instance and independently verify its endpoint and rank bill."
+          ],
+          "acceptance_gate": "A new physically realizable contract outside the frozen catalogue whose per-call profile, screened with ceiling.ceiling(), beats the selected word's packing ceiling; a lower cap does not establish identical circuitry or order attainable optima, and is insufficient to pass the stronger-budget target under this model. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Before any synthesis, write the candidate per-call local profile (and centre charge / unpaid coordinates if changed) and screen it with ceiling.ceiling(); reject it if even the ideal ceiling does not beat the selected word's by your stated margin.",
+          "bottleneck_link": "Packing of the selected word is capped at +0.87% (ceiling model); only a lower local excess spend or a changed coverage law raises the cap.",
+          "allowed_variations": [
+            "Narrow to one changed boundary or helper type with explicit counts.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Mixing only providers already inside the pinned catalogue.",
+            "Only changing helper terminal subspaces and monotone frames within the fixed scalar word, entrances and cleanup contract already covered by #1995/#2013.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "helper inventory",
+            "heterogeneous-owner",
+            "mutable leaver"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "recursive-interfaces",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "joint-query-controller",
+          "question": "Can the installed QQ16 caller win a complete matched protocol bill, or can a changed demand eliminate actual paid work?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/qq16-caller-install/README.md"
+          ],
+          "methods": [
+            "Derive the matched whole-caller physical bill for installed and baseline protocols.",
+            "Change the actual demanded observations and prove a cheaper legal producer/consumer contract."
+          ],
+          "acceptance_gate": "Name the changed premise of the fixed F0/B1 observation obstruction. Show exactly which query is recovered, legal native reads and restoration, and a full favorable budget including cover maps, helpers and endpoints. Local inverse identities alone do not close the global controller. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4166 COST.md and ADMISSION.json. An actual caller connection is now proposed. Its native-component profile loses; parent park/restore versus external-call costs remain unresolved. Retain the producer and recovery lineage rather than rebuild it.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "At the actual installed cut, compare matched complete parent park/restore and external input/return protocols at the same bank/packet geometry, including every later root call and service cost. Alternatively pin both bridge observations and derive a genuinely smaller source-compatible demand. Stop if the complete necessary inequality fails or an essential cost is unknown; no larger decoder scan from a local tape-action saving.",
+          "bottleneck_link": "The native local words exist; retained query information and its physical access are the missing link to a composed recursive interface.",
+          "allowed_variations": [
+            "One paid query, one changed first pair, or one precisely specified affine helper state.",
+            "A counterexample or lower bound for that exact proposed repair.",
+            "One unresolved obligation of a newer local decoder, with exact source heads and a distinct claim/domain."
+          ],
+          "scope_change_triggers": [
+            "Retaining the fixed first pair and ordinary schedule while allowing only homogeneous selected-only control, already excluded by the witness.",
+            "Treating cover-map counts as zero-cost physical address operations.",
+            "Recreating the pending complete local decoder or early-record/output-bank coalescing already under investigation without a distinct audit or changed premise.",
+            "Treating a completed-output defect inequality as a producer-interior, dirty-range or physical-cost certificate.",
+            "Recreating completed-output recovery or caller wiring already supplied by #4166 without new independent coverage.",
+            "Dropping retained later root calls or claiming native-profile dominance from the isolated publication saving."
+          ],
+          "overlap_terms": [
+            "QQ16",
+            "joint-query",
+            "changing-chart controller",
+            "selected observation",
+            "1969",
+            "2540",
+            "early record",
+            "output-bank retention",
+            "complete native decoder",
+            "2965",
+            "producer defect",
+            "dirty-helper range",
+            "F17 consumer",
+            "4166",
+            "qq16-caller-install"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4166: author-checked installed producer/service/return/bridge connection; native-component comparison loses.",
+              "evidence": "research/qq16-caller-install/README.md",
+              "remaining": "Complete matched physical protocol bill, or changed source-compatible demand/circuit; no affordable supplier yet.",
+              "status": "author-checked",
+              "source_commit": "0b082d22a0e9a442d264ab0633e35ef26c790630",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "centre-path-sharing",
+          "question": "Can the 64-per-call centre path (eight rank-8 COPY/ERASE totals through the private temporary) be shared across calls or shrunk?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/split-centres-global/proofs/PR386-BIT-GEOMETRY.txt",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Derive a fully charged favorable relaxation for sharing one centre path across k calls, including restoration, hosting and precision.",
+            "Prove a lower bound on copied information per call for the selected decoder contract."
+          ],
+          "acceptance_gate": "Show the changed centre charge and copy profile per call with every added restoration or hosting cost charged, and its ceiling via ceiling.ceiling(centre=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Write the per-call centre charge and copy children for sharing across k = 2 calls, charge the sharing overhead, and screen it; stop this route if even the ideal sharing gains under 10%. Ideal budgets: free 2.80x, shared by two 1.90x (levers.py).",
+          "bottleneck_link": "The centre path consumes 64 of about 99.6 unpaid coordinates per call, i.e. about 64% of the raw deficit.",
+          "allowed_variations": [
+            "One sharing pattern across a fixed number of calls.",
+            "One reduced copied-total contract for the existing decoder.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Removing copies without a replacement contract for the decoder's copied totals.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "centre path",
+            "copied totals",
+            "private temporary",
+            "shared centre",
+            "batching"
+          ]
+        },
+        {
+          "id": "coverage-law-change",
+          "question": "Can a template or call contract leave two or more unpaid coordinates per live family?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/idle-axis-hosting/PROOF.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "State a replacement for the coverage identity (mass = 72W + 64N) and the contract change that realizes it, with its implementation cost.",
+            "Find an obstruction: show which data-endpoint obligation forces exactly one unpaid coordinate in the current template."
+          ],
+          "acceptance_gate": "An explicit replacement identity, verified on a small complete instance with dirty inputs, priced with ceiling.ceiling(unpaid=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Explain where the single unpaid coordinate per family comes from in the hosted template; propose one change and price it. Ideal budget: two unpaid coordinates per family is 3.77x (levers.py).",
+          "bottleneck_link": "The deficit is one coordinate per family minus the centre charge; doubling unpaid coordinates per family scales it directly.",
+          "allowed_variations": [
+            "One template change or one endpoint-contract change.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Counting a coordinate as unpaid while leaving it unadvanced in the data endpoint.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "coverage identity",
+            "unpaid coordinate",
+            "deficit law",
+            "W - 64N"
+          ]
+        },
+        {
+          "id": "connector-alphabet-change",
+          "question": "Does one explicit extension of the connector alphabet offer a favorable completed budget?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/universal-connector-boundary/README.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Construct and charge a legal extra operation on a minimal instance.",
+            "Prove a target-specific bound after adding one specified operation family."
+          ],
+          "acceptance_gate": "State which fixed-alphabet premise changes and charge its implementation; do not declare it free. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/universal-connector-boundary/verify.py"
+            ],
+            "expected": "PASS_UNIVERSAL_CONNECTOR_BOUNDARY",
+            "inspect": "Reproduce the 945-pairing control, then read Exact interface to list the allowed calls.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Add exactly one legally priced operation and test a tiny dirty-input instance before enumerating larger cases.",
+          "bottleneck_link": "A new legal connector operation could change recursive interface cost; a larger census in the same alphabet is a separate side result.",
+          "allowed_variations": [
+            "Choose one additional operation and a small source count for its first counterexample."
+          ],
+          "scope_change_triggers": [
+            "Keeping the alphabet and only increasing the source count; record this as a changed assignment.",
+            "Extending a source-count census without naming a supplier/interface decision it could change; audit #2973 pruning concerns before relying on the affected predecessor exclusions."
+          ],
+          "overlap_terms": [
+            "universal connector",
+            "source-toggle",
+            "connector alphabet"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "adversarial-audit",
+      "weight": 15,
+      "tasks": [
+        {
+          "id": "selected-stock-envelope",
+          "question": "What explicit uniform stock envelope does the actual selected stopped producer supply at one bootstrap stage?",
+          "starting_points": [
+            "research/selected-bootstrap-stock-audit/README.md",
+            "research/bootstrap-cutoff-time-space-split/README.md",
+            "certificates/selected-result.json",
+            "docs/research/community-efficient1000-review.md",
+            "research/stock-margin-chain/README.md"
+          ],
+          "methods": [
+            "Derive a source-bound reserve recurrence at the actual selected atom widths, separating parent stock from completed inner borrowing.",
+            "Find an exact missing implication or counterexample to a proposed selected-stage stock envelope."
+          ],
+          "acceptance_gate": "Bind every coefficient and depth factor to the selected producer and state the width domain. Compare a proved envelope with the sufficient cutoff guard; a large numerical headroom or a historical m=120 coefficient is not a selected m=73 proof.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #2972 stock-margin chain and the selected stock audit. The new source archive reports the remaining cutoff comparisons, but leaves every actual stock coefficient unresolved; it is not an independently validated reserve envelope.",
+            "scope": "Source-bound orientation only. Read the named package and review before relying on its local evidence; this command is not its replay or supplier admission."
+          },
+          "first_experiment": "Choose one actual selected producer/stage and derive its parent reserve and depth coefficient from source. Check whether newer handoffs already cover that exact obligation. Stop with the missing implementation lemma if it cannot be bounded; do not rerun #2972 cutoff/headroom arithmetic as a new contribution.",
+          "bottleneck_link": "This reduces a concrete inherited implementation obligation without confusing unchanged kappa arithmetic with a completed theorem.",
+          "allowed_variations": [
+            "One stage or one explicit reserve/depth implication.",
+            "An independently checked same-domain proof repair, retaining all remaining assumptions."
+          ],
+          "scope_change_triggers": [
+            "Importing the historical 57604 or 252 allowance without a selected-producer binding.",
+            "Calling a conditional fit lemma a full outer-proof adoption.",
+            "Replacing an actual selected stock coefficient with cutoff comparisons or a conditional fit inequality."
+          ],
+          "overlap_terms": [
+            "selected stock",
+            "stock envelope",
+            "bootstrap cutoff",
+            "1956",
+            "1965",
+            "1990",
+            "2972",
+            "stock-margin-chain",
+            "actual_stock_coefficient"
+          ],
+          "existing_checks": [
+            {
+              "scope": "Retained stock audit identifies missing actual selected-stage coefficients; later cutoff-chain arithmetic does not supply them.",
+              "evidence": "docs/research/research-family-status.md#revision-6-handoffs-source-archives-awaiting-independent-validation",
+              "remaining": "Derive one actual reserve/depth coefficient from the selected producer.",
+              "status": "reviewed",
+              "source_commit": "836b19bfa309ceafbc8ee32a15e8c4b10dde7e11",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "supplier-boundary-audit",
+          "question": "Can the #4088 four-provider dispatch satisfy the complete ordinary/outer admission contract?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-mixed-fourth-entry/README.md",
+            "research/scatter-boundary-decision/README.md"
+          ],
+          "methods": [
+            "Trace one hypothesis through the source, checker and complete caller.",
+            "Construct one semantically invalid but superficially well-formed fixture and test rejection."
+          ],
+          "acceptance_gate": "Pin the current sources and one obligation; the historical owner audit is an example, not evidence of a current bug.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4088 Scope and Open next questions: local words, native receipts and literal fill do not include a rerun of the mixed four-provider ordinary/outer engine. #3801 is the newer scatter-boundary decision; do not restart #2977 as if untouched.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Pin the provider registry, four native source closures and dispatch. Make a bounded acceptance coverage map or one registry adapter preserving every inherited admission predicate and rejection control (including an omitted fourth provider). Record remaining ordinary/outer obligations and a resource estimate before heavy execution. Stop at unresolved source/caller dependencies; no selected-result promotion from a local pass.",
+          "bottleneck_link": "Closing a current acceptance gap or proof obligation strengthens reliability even without changing kappa.",
+          "allowed_variations": [
+            "One provider-registry, dispatch, native-closure or admission-predicate obligation; separate branches must name distinct coverage."
+          ],
+          "scope_change_triggers": [
+            "Reporting the historical timing-only diagnostic as a new current acceptance bug.",
+            "Calling a malformed mutant a failure of the selected construction, or importing an opt-in repair without testing the exporter boundary.",
+            "Running another root enclosure instead of validating dispatch or weakening an inherited predicate to make mixed admission pass."
+          ],
+          "overlap_terms": [
+            "owner boundary",
+            "bridge omission",
+            "hosting",
+            "2977",
+            "scatter export",
+            "duplicate index",
+            "parity semantics",
+            "4088",
+            "3801",
+            "staged544-mixed-fourth-entry",
+            "scatter-boundary-decision"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4088: author-checked local words, native receipts, owner/phase fill and exact moment.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Rebind and validate ordinary/outer admission with all four providers; full mixed release not established.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #3801: successor scatter-boundary decision package.",
+              "evidence": "research/scatter-boundary-decision/README.md",
+              "remaining": "Consult its exact acceptance scope before any new exporter audit; not proof of a selected failure.",
+              "status": "author-checked",
+              "source_commit": "911f8800ba7a4b03603ef62c5ffc6240e53cb5fd",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "uniform-transfer-audit",
+          "question": "Does one quantified step of the proposed #4100 all-size construction hold at its actual caller?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/unconditional-batched-crt/README.md"
+          ],
+          "methods": [
+            "Prove one missing implication with explicit quantified hypotheses.",
+            "Find an exact counterexample at the claimed interface boundary."
+          ],
+          "acceptance_gate": "Identify the proposition and what would change downstream; do not equate a finite replay with a universal proof.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read PROOF.md and AUDIT.md in #4100. Select one distinct obligation: CRT total repair, native/free-algebra lifting, precision/conditioning, or complete fixed-tape cost. This is an author-submitted proof, not an accepted unconditional theorem.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Check live handoffs; name one proposition, its caller, quantified domain and dependency closure. Independently prove the implication or exhibit a precise gap/counterexample. Prioritize CRT.md total repair or COMPLEX.md free-algebra lift only if unclaimed. Stop at the chosen obligation; do not substitute finite samples or root arithmetic for an all-size proof, or launch the complete package by default.",
+          "bottleneck_link": "Finite supplier improvements are useful only under the retained transfer obligations.",
+          "allowed_variations": [
+            "One CRT repair, native lift, precision/conditioning or tape-cost proposition, with its exact caller."
+          ],
+          "scope_change_triggers": [
+            "Replacing a quantified obligation with another finite smoke test.",
+            "Treating archive intake, an author PASS receipt or a finite composed fixture as discharge of the universal hypotheses."
+          ],
+          "overlap_terms": [
+            "uniform transfer",
+            "all-size",
+            "precision",
+            "4100",
+            "unconditional-batched-crt"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4100: proposed unconditional construction and finite checks, without independent acceptance.",
+              "evidence": "research/unconditional-batched-crt/README.md",
+              "remaining": "Independent proof audit of one caller-bound all-size implication; all other premises remain explicit.",
+              "status": "author-checked",
+              "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "census-pruning-audit",
+          "question": "Does the reported word-census parity-pruning error invalidate a specific exclusion we still rely on, and what bounded repair is justified?",
+          "starting_points": [
+            "research/f7-weight-parity-census-correction/README.md",
+            "docs/research/research-family-status.md"
+          ],
+          "methods": [
+            "Independently reconstruct the tiny counterexample and trace one affected exclusion to its exact pruning code.",
+            "Compare corrected and unpruned enumeration on a small exhaustive domain, then audit the changed pruning implication."
+          ],
+          "acceptance_gate": "Pin the old and proposed corrected engines, distinguish a disproved pruning rule from a disproved final bound, and state exactly which downstream exclusions need revalidation. #2973 is an author-checked source archive; neither its new f(7) claim nor all old conclusions are automatically accepted or rejected.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #2973 error description and MATH.md; manually reconstruct the prefix states of 01021323 before running any large census.",
+            "scope": "Source-binding orientation only; no full enumeration or mathematical validation."
+          },
+          "first_experiment": "Reconstruct the eight prefix states of 01021323 and compare bit-0 versus Hamming-weight parity budgets independently. Trace the reported false prune to one pinned predecessor (#2542, #2634 or #2691), then test a small exhaustive domain. Stop after a source-impact handoff or corrected-prune proof; a full seven-label replay needs a separate resource budget and a named research decision it can change.",
+          "bottleneck_link": "An unsound exclusion can wrongly close a mechanism; correcting its dependency boundary is more useful than extending the same census.",
+          "allowed_variations": [
+            "One predecessor pruning rule, one independently exhaustive small domain, or one downstream dependency audit."
+          ],
+          "scope_change_triggers": [
+            "Launching a larger census before validating the prune and explaining which active decision it changes.",
+            "Treating a small-domain counterexample to the old rule as a counterexample to every reported seven-label bound."
+          ],
+          "overlap_terms": [
+            "2973",
+            "2542",
+            "2634",
+            "2691",
+            "weight parity",
+            "bit-0",
+            "01021323",
+            "census pruning"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "independent-verification",
+      "weight": 10,
+      "tasks": [
+        {
+          "id": "independent-moment",
+          "question": "Does a new paid-profile or mixture-ceiling claim have independent source-bound coverage of its actual changed ledger?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-mixed-fourth-entry/README.md",
+            "research/staged-fourth-mixture-ceiling/README.md",
+            "research/r437-two-window-carrier/README.md"
+          ],
+          "methods": [
+            "Independently reconstruct one changed paid ledger or pooled dual with exact source and model binding.",
+            "Check a genuinely uncovered moment implication with a different enclosure method and semantic controls."
+          ],
+          "acceptance_gate": "Demonstrate independence, source binding, positive cases and semantic failure controls. Name the existing checks and the missing coverage. More digits or another equivalent evaluation of an unchanged root is not by itself new verification coverage.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Choose one uncovered implication in #4088 literal mixed fill, #4091 pooled dual/model binding or #4067 changed frame/host bill. #4091 pins an earlier #4088 head: validate word, capacity and stock equivalence before applying that ceiling to the later fill.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Independently reconstruct one changed ledger or pooled certificate with a positive case and a semantic failure control. Compare exact sources and name what existing checks miss. Keep this separate from supplier-boundary-audit (ordinary/outer dispatch) and uniform-transfer-audit (all-size proof). Stop after the chosen implication; more digits of an unchanged root are not additional mechanism coverage.",
+          "bottleneck_link": "Independent pricing prevents unsupported frontier claims and can reveal genuine accounting slack.",
+          "allowed_variations": [
+            "Reconstruct either a source ledger or a numeric enclosure with a different method."
+          ],
+          "scope_change_triggers": [
+            "Importing the primary function and calling its output independent verification.",
+            "Calling an aggregate histogram or source archive an independently accepted physical supplier."
+          ],
+          "overlap_terms": [
+            "independent moment",
+            "rank histogram",
+            "exact enclosure",
+            "2979",
+            "rank7 joint endframes",
+            "paired extraction",
+            "joint lowering",
+            "4088",
+            "4091",
+            "4067",
+            "staged544-mixed-fourth-entry",
+            "staged-fourth-mixture-ceiling",
+            "r437-two-window-carrier"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4088: mixed local/owner/phase ledger and moment reported.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Independent binding of changed construction to paid histogram, distinct from full admission.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4091: sharp pooled ceiling proposed for fixed THREE/FOUR words and inventory.",
+              "evidence": "research/staged-fourth-mixture-ceiling/README.md",
+              "remaining": "Validate dual, exhaustive pattern scope and exact source equivalence before applying to newer fills.",
+              "status": "author-checked",
+              "source_commit": "a29bdd8f56cd18b805917775cdec09ff935eddc4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4067: paid (2,2) to (1,3) exchange and fixed OQ4 host reported.",
+              "evidence": "research/r437-two-window-carrier/README.md",
+              "remaining": "Independent full cost delta; remaining caller/precision/stock obligations are separate.",
+              "status": "author-checked",
+              "source_commit": "a95f11c52e3ca1e4c5171b3c20d8f4b0815aee2e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "formal-interface-lemma",
+          "question": "Can one uncovered interface implication be formalized with exact caller and certificate bindings?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/gate-operand-parity-lean/README.md",
+            "research/staged544-certified-endpoint/README.md",
+            "research/unconditional-batched-crt/README.md"
+          ],
+          "methods": [
+            "Formalize a missing boundary lemma identified by the selected review.",
+            "Audit a formal theorem-to-certificate binding independently."
+          ],
+          "acceptance_gate": "State the exact formalized proposition and remaining assumptions; avoid duplicate arithmetic formalizations already present.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Inventory the gate-operand parity lemma (#3807) and certified endpoint arithmetic (#3857). Neither is a full multiplication proof. For #4100, audit the compact-switch statement and its hypotheses before formalizing it.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Write one missing statement with quantified hypotheses, actual caller and existing coverage. A compact-switch lemma is a candidate only after its mathematical contract is reviewed. Establish a bounded proof plan before a separately budgeted proof-assistant build; do not rerun large Lean jobs as orientation.",
+          "bottleneck_link": "A missing interface proof can reduce the conditional gap even if it does not change kappa.",
+          "allowed_variations": [
+            "Narrow to one formal lemma or one theorem-to-certificate binding."
+          ],
+          "scope_change_triggers": [
+            "Formalizing already-covered arithmetic and claiming the full multiplication theorem."
+          ],
+          "overlap_terms": [
+            "hyperplane end",
+            "formal interface",
+            "Lean binding",
+            "3807",
+            "3857",
+            "4100",
+            "gate-operand-parity-lean",
+            "staged544-certified-endpoint",
+            "unconditional-batched-crt"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #3807: scoped gate-operand parity formalization.",
+              "evidence": "research/gate-operand-parity-lean/README.md",
+              "remaining": "Exact theorem-to-caller binding and genuinely uncovered interface lemmas.",
+              "status": "author-checked",
+              "source_commit": "4c3530f42a6abcc48e7a6bcffd6c901911dc8269",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #3857: certified real-power moment/endpoint arithmetic.",
+              "evidence": "research/staged544-certified-endpoint/README.md",
+              "remaining": "Uniform algorithmic implications, not another endpoint digit.",
+              "status": "author-checked",
+              "source_commit": "ef4315b8caa605e47a2515004845eb2d2ed71a86",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4100: compact-switch formalization proposed as future validation.",
+              "evidence": "research/unconditional-batched-crt/README.md",
+              "remaining": "Audit the statement and assumptions before a formal proof campaign.",
+              "status": "author-checked",
+              "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "verifier-engineering",
+      "weight": 8,
+      "tasks": [
+        {
+          "id": "replay-runtime",
+          "question": "Can one measured replay bottleneck be sped up without dropping coverage?",
+          "starting_points": [
+            "scripts/run_isolated_tests.py",
+            "scripts/verify_replay_coverage.py",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Profile one isolated replay and optimize the measured bottleneck.",
+            "Design source-bound reuse with explicit dependency invalidation and negative controls."
+          ],
+          "acceptance_gate": "Report before/after wall time on the same fixture, retained checks and invalidation behavior.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the selected reproduction command and choose a single replay stage for profiling.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Measure one unchanged fixture, preserve check coverage, and test one optimization with invalidation controls.",
+          "bottleneck_link": "Faster trustworthy replays increase review throughput and let mechanism candidates be checked sooner.",
+          "allowed_variations": [
+            "Profile one stage or design one source-bound cache boundary."
+          ],
+          "scope_change_triggers": [
+            "Skipping coverage or comparing different fixtures to claim speedup."
+          ],
+          "overlap_terms": [
+            "replay runtime",
+            "cache invalidation",
+            "isolated tests"
+          ]
+        },
+        {
+          "id": "portable-replay",
+          "question": "Can one reproducible environment or artifact-comparison failure be repaired?",
+          "starting_points": [
+            "research/gzip-container-reproducibility/README.md",
+            "docs/ci-verification.md"
+          ],
+          "methods": [
+            "Reproduce one portability failure and add a minimal cross-environment fix.",
+            "Audit one canonical-payload comparison for omitted proof-relevant fields."
+          ],
+          "acceptance_gate": "Preserve immutable source hashes and proof-relevant content; a different compressed byte stream alone is not a mathematical mismatch.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the gzip-container reproducibility examples and distinguish frozen source bytes from regenerated payloads.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Reproduce one specific mismatch or audit one canonical comparison for omitted proof-relevant fields.",
+          "bottleneck_link": "Portable exact checks prevent environment failures from blocking valid contributions.",
+          "allowed_variations": [
+            "One interpreter/version mismatch or one payload field comparison."
+          ],
+          "scope_change_triggers": [
+            "Removing immutable-source pins because generated compressed bytes differ."
+          ],
+          "overlap_terms": [
+            "gzip container",
+            "reproducibility",
+            "canonical payload"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "consolidation",
+      "weight": 5,
+      "tasks": [
+        {
+          "id": "overlap-receipt",
+          "question": "What exact content and credit of a small named PR set has already been retained?",
+          "starting_points": [
+            "docs/research/pr-ledger.md",
+            "CONTRIBUTORS.md"
+          ],
+          "methods": [
+            "Compare exact heads and retained artifacts to write a source-bound disposition receipt.",
+            "Audit an existing receipt for missing content or predecessor attribution."
+          ],
+          "acceptance_gate": "Separate complete integration, partial retention and changed heads; make no autonomous closures.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read one small PR set in the ledger and identify exact reviewed heads and unresolved content.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Compare that set to retained artifacts; produce a complete or explicitly partial disposition receipt.",
+          "bottleneck_link": "Reliable overlap evidence preserves credit and prevents repeated review of already-retained material.",
+          "allowed_variations": [
+            "One small related PR family or one existing integration receipt."
+          ],
+          "scope_change_triggers": [
+            "Treating matching titles or one shared blob as proof of full incorporation."
+          ],
+          "overlap_terms": [
+            "overlap receipt",
+            "partial integration",
+            "attribution"
+          ]
+        },
+        {
+          "id": "scope-navigation",
+          "question": "Can one misleading historical-current claim or missing research cross-reference be corrected?",
+          "starting_points": [
+            "docs/research/current-status.md",
+            "docs/research/pr-ledger.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Trace one confusing path from onboarding to its authoritative source.",
+            "Index one tightly related family of obstructions with explicit excluded and open hypotheses."
+          ],
+          "acceptance_gate": "Produce evidence-backed navigation, preserve historical records and avoid a duplicate global survey.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Follow one link from the selected record to its review and compare a potentially stale historical claim.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Repair one confusing path or produce a scoped map of one related obstruction family.",
+          "bottleneck_link": "Clear navigation lowers entry cost for central research; a global survey without a concrete fix is not required.",
+          "allowed_variations": [
+            "One historical-current ambiguity or one bounded family index."
+          ],
+          "scope_change_triggers": [
+            "Rewriting frozen scientific packages just to change their historical wording."
+          ],
+          "overlap_terms": [
+            "current status",
+            "historical checkpoint",
+            "scope navigation"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "incumbent-optimization",
+      "weight": 2,
+      "tasks": [
+        {
+          "id": "selected-packing",
+          "question": "Does a named residual packing task have meaningful uncovered headroom after its exact fixed-inventory ceiling?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged-fourth-mixture-ceiling/README.md",
+            "research/staged544-mixed-fourth-entry/README.md"
+          ],
+          "methods": [
+            "Check a fixed-inventory ceiling and source equivalence before any explicitly bounded residual search.",
+            "Price a genuinely changed word/interface under a newly applicable model."
+          ],
+          "acceptance_gate": "Check live overlap and exact model/source binding first. Distinguish a chronological construction from a pooled optimum. State the applicable fixed-inventory ceiling and remaining headroom; changed words or interfaces require a new fully charged model. Do not launch a residual search without an explicit scope and time cap.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4091 fixed-word pooled ceiling and #4088 later 1090-call literal fill. Bind the unchanged local invoices/capacities/stock before transferring the ceiling; its earlier 1080-call residual-bin recipe is historical.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Default to a bounded headroom/source-equivalence check. Only start residual search with an explicit unclaimed domain, time cap and reason the tiny remaining gain matters. Otherwise hand off or select a changed-word mechanism. A changed word or interface needs a fresh cost model, not the old ceiling. Stop at the fixed-inventory cap; do not extend by new random seeds.",
+          "bottleneck_link": "An actual paid-profile gain can improve the frontier up to the other supplier cap.",
+          "allowed_variations": [
+            "One bounded residual packing instance or exact relaxation.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Rerunning an existing search with only a different seed as a separate mathematical contribution."
+          ],
+          "overlap_terms": [
+            "T16",
+            "owner exchange",
+            "packing",
+            "4091",
+            "4088",
+            "staged-fourth-mixture-ceiling",
+            "staged544-mixed-fourth-entry"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4091: pooled optimum at one-third staging for pinned fixed words; not a chronological fill.",
+              "evidence": "research/staged-fourth-mixture-ceiling/README.md",
+              "remaining": "Independent scope/source check; any residual optimization is explicitly bounded and optional.",
+              "status": "author-checked",
+              "source_commit": "a29bdd8f56cd18b805917775cdec09ff935eddc4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4088: later 1090-call literal fill improves the earlier 1080-call witness.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Complete admission remains separate; old residual-bin instructions must not be copied blindly.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "scalar-to-moment",
+          "question": "Can a changed frame itinerary remove a paid transition beyond the already covered scalar A2 contractions?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-a2-graph-rewrite/README.md",
+            "research/staged544-separated-a2/README.md",
+            "research/staged544-a2-composition-audit/README.md",
+            "research/staged544-a1858-contraction-audit/README.md"
+          ],
+          "methods": [
+            "Derive the changed legal frame itinerary and exact child histogram.",
+            "Prove a scoped obstruction showing why that scalar gain cannot change the paid contract."
+          ],
+          "acceptance_gate": "An unchanged histogram is not a kappa gain; record any separate runtime or proof benefit explicitly.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the A2 and separated-A2 constructions and their composition/contraction audits. Scalar contractions can preserve the complete recursive histogram; fewer ADDs alone do not justify further scans.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Identify an actual paid transition to remove and construct a legal replacement frame itinerary, charging restoration, source windows and changed helpers. Compare complete before/after histograms. Stop if only scalar count changes; report that benefit honestly, without expanding the same scalar-only census.",
+          "bottleneck_link": "A legal change to the histogram, not addition count alone, is the bridge to an exponent gain.",
+          "allowed_variations": [
+            "One existing scalar simplification and one proposed frame-path change."
+          ],
+          "scope_change_triggers": [
+            "Submitting only another scalar count as completion of a paid-profile task."
+          ],
+          "overlap_terms": [
+            "scalar simplification",
+            "paid profile",
+            "R439",
+            "3998",
+            "4019",
+            "4112",
+            "4152",
+            "staged544-a2-graph-rewrite",
+            "staged544-separated-a2",
+            "staged544-a2-composition-audit",
+            "staged544-a1858-contraction-audit"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #3998: consecutive A2 scalar contraction",
+              "evidence": "research/staged544-a2-graph-rewrite/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "389268a6b5e0373a3125d5c6fcd6995f4ea324f5",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4019: separated A2 sites with unchanged recursive histogram",
+              "evidence": "research/staged544-separated-a2/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "f408e09df300b575235f7f77f81948071397e16d",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4112: composition audit",
+              "evidence": "research/staged544-a2-composition-audit/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "205b7380656ba4b6316a8a493b1a3c679b8f7a0e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4152: A1858 contraction audit",
+              "evidence": "research/staged544-a1858-contraction-audit/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "caaa14cde5962adc372fdca71f63d0f29e73c8b2",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "selection_context": {
+    "refreshed_on": "2026-10-22",
+    "kappa": "60403/20000000",
+    "source_pr": 4470,
+    "record": "certificates/selected-result.json",
+    "review": "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md",
+    "orientation_command": "python3 -B scripts/research_selected_baseline.py",
+    "scope": "Metadata refresh only. Revision-7 weights and cards remain historical suggestions pending separate strategic reassessment; check current contracts and overlap before adopting them."
+  }
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md
new file mode 100644
index 0000000000..d2433c24ca
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/inverse-dirty-certificates/PROOF.md
@@ -0,0 +1,246 @@
+# Compact certificates with actual inverse calls
+
+This is a scoped written proof for the register grammar below. The implementation
+and finite tests corroborate it; there is no proof-assistant or independent human
+verification claim. The contribution answers the inverse-frontend question in
+[zxv's PR5235](https://github.com/CrocSwap/integer-mult-bounds/pull/5235), pinned at
+`48976daa4dce59b4867ef046da72a370e389925d`. That package supplies the
+independent-operator register bridge, invariant certificates and unipotent
+witness method. Here inverse occurrences denote the **actual inverse of the
+same generator**, and therefore need a different, cyclic realization and a
+sound passage from formal series to arbitrary invertible substitutions.
+
+Recognizable rational series, the Magnus substitution and weighted-automata
+equivalence are classical. See Stefan Kiefer,
+[Notes on Equivalence and Minimization of Weighted Automata](https://arxiv.org/abs/2009.01217),
+and Retakh, Reutenauer and Vaintrob,
+[Noncommutative rational functions and Farber's invariants of boundary links](https://arxiv.org/abs/math/0004112),
+Remark 2.3 and Proposition 2.4, which recall the Magnus embedding and the
+Schutzenberger/Fliess characterization. We claim a project-specific interface,
+explicit state bound and executable certificate bridge, not a new general
+automata/PIT algorithm or a new Magnus theorem. The argument below is
+self-contained and does not require the injectivity theorem for the group
+algebra embedding.
+
+## 1. Grammar and statement
+
+Fix a field K, a finite alphabet of independently chosen invertible operators
+G_a on a common finite-dimensional K-vector space, and r >= 1 named registers.
+All r initial vectors are independent; no dirty helper is assumed zero.
+A program is a finite sequence of:
+
+1. scalar linear assignment to a register, with all sources read before the
+   assignment, including when the destination is also a source;
+2. `dst <- G_a^s dst`, where s is +1 or -1;
+3. `dst <- dst + c G_a^s src`, with the old source and destination, also when
+   `src == dst`.
+
+All scalar coefficients lie in K. Compare two such programs on the same
+ordered roles and alphabet, returning **every** final register. Let q be the
+total number of unary occurrences in both programs, including queries, inverse
+occurrences, and queries with coefficient zero. Put D = r + q.
+
+**Theorem.** There are effectively constructed scalar matrices
+U in K^(r x D), V in K^(D x r), and T_a in K^(D x D) such that:
+
+- the complete endpoint difference, expanded at G_a = I + Y_a, has coefficient
+  matrix U T_a1 ... T_ak V at every word a1...ak, including k=0;
+- the programs have equal complete endpoints for every payload dimension and
+  every invertible substitution if and only if all these coefficients vanish;
+- equality has a finite certificate consisting of at most D path rows, their
+  initial-span coordinates and transition-closure coordinates;
+- failure has a nonzero coefficient word of length k < D and an explicit
+  simultaneous unipotent substitution in dimension k+1 <= D witnessing it.
+
+The search below finds a shortest nonzero coefficient word. The independent
+certificate checker certifies its nonzeroness, **not shortestness**. It does
+not claim a least-dimensional witness among arbitrary invertible matrices.
+
+The executable supports K=Q and prime fields F_p with p <= 2^31-1. Rational
+input denominators must be nonzero in F_p. The written theorem holds over any
+field. There are no commutation, involution, Clifford, adjoint or other
+relations; a failure need not persist after imposing such extra relations.
+Only inverses of named generators are in the grammar, not inverses of arbitrary
+operator sums or matrices of operators.
+
+## 2. One atom per unary occurrence
+
+Create r leaf atoms x_i. Maintain each register as a scalar row in the atom
+list. Each linear instruction updates that row. Each unary occurrence with
+pre-instruction source row e creates a fresh atom z_j = G_a^s (e z).
+An apply instruction replaces the destination by z_j; a query adds c z_j to
+the old destination. Even a self-source query takes e before the update.
+
+Compile the two programs with separate mutable register tables but the same r
+leaf atoms. Append all unary atoms from both sides to one list. Their source
+rows use earlier atoms only. Thus there are exactly D atoms. U is the
+left-minus-right matrix of all final role expressions; it retains each input
+role and each output role independently. An atom is an algebraic compiler
+record, not a clean physical register or a free allocation.
+
+Work in noncommutative formal series K<<Y_a>> and put G_a=1+Y_a. Its inverse
+is the formal geometric series, well-defined over every characteristic. For a
+forward occurrence and an inverse occurrence, respectively, the defining
+equations are
+
+    z_j = e z + Y_a e z,
+    z_j = e z - Y_a z_j.
+
+The second equation follows by multiplying z_j=(1+Y_a)^(-1)e z by 1+Y_a.
+It is the inverse-aware step: a negative diagonal feedback term, not a new
+independent operator label and not a truncated polynomial expansion.
+
+Let E have row e at every unary atom and zero leaf rows. Let V0 embed the r
+input roles at the leaf rows. For each a, let A_a have row e at a forward
+a-occurrence, row -unit_j at an inverse a-occurrence, and zero elsewhere.
+Then, with scalar matrices commuting entrywise with the series letters,
+
+    z = E z + V0 x + sum_a Y_a A_a z.
+
+E is strictly lower triangular. Consequently H=(I-E)^(-1) is the finite
+scalar matrix I+E+...+E^(D-1). Set V=H V0 and T_a=H A_a. The equations become
+
+    z = V x + sum_a Y_a T_a z.
+
+This system has a unique formal solution: each coefficient of positive length
+is determined by shorter coefficients. Iterating gives exactly
+
+    [a1 ... ak](U z) = U T_a1 ... T_ak V.
+
+Word order is matrix-product order: `[B,A]` means BA and applies A first.
+The inverse feedback means T_a need not be nilpotent. Infinite nonzero tails
+are allowed even though D is finite.
+
+The producer uses the equivalent triangular recurrences
+
+    V_j = e V,
+    (T_b)_j = e T_b + 1_(b=a) e                 (forward),
+    (T_b)_j = e T_b - 1_(b=a) unit_j            (inverse),
+
+where e only reads earlier rows. The checker instead reconstructs E,A_a and
+the triangular inverse H. These are separately transcribed compilers.
+
+## 3. Finite closure certificates
+
+A positive certificate provides b <= D path rows B_l=U_o T_w and scalar
+coordinate matrices L and C_a satisfying
+
+    U = L B,          B T_a = C_a B for every a,          B V = 0.
+
+These finite equations imply U T_w V=0 for every word by induction.
+Independence, minimality and reachability of B are unnecessary for soundness;
+the supplied paths merely specify B compactly and bind it to the program.
+
+Conversely, if every coefficient is zero, the reachable space
+R=span{U_o T_w} has dimension at most D, is transition-stable and annihilates V.
+Choose a basis from reachable path rows. Its initial and closure coordinates
+give the displayed certificate. A basis of paths shorter than D exists:
+R_k, the span of paths of length at most k, cannot stop increasing and later
+increase again, since R_(k+1)=R_k+sum_a R_k T_a. If R_0=0, everything is zero;
+otherwise at most D-1 strict increases are possible.
+
+Breadth-first search tests output projections of accepted independent path
+rows and appends their independent successors. Rejected dependent rows add no
+possible earlier distinguishing length: their expression uses accepted rows
+of no greater length, whose successors span their successors. Hence a first
+nonzero projection occurs at a shortest coefficient word, of length < D.
+Exact elimination is in the producer only. The checker rebuilds the path rows
+and verifies the displayed equations, or verifies one claimed nonzero
+coefficient on failure. No acceptance check relies on Python `assert`.
+
+With alphabet size s, dense production takes polynomially many field
+operations (O(s D^3) for reachable-space search and coordinates, plus parsing
+and compilation). Coordinate storage is O(s D^2+rD), with at most O(D^2)
+path letters. The simple checker may rebuild each path from scratch, costing
+O(D^4+sD^3) field operations. These are arithmetic bounds, not bounds on
+rational coefficient bit lengths or a practical scaling guarantee.
+
+## 4. Why zero series implies every invertible substitution
+
+Formal series cannot be evaluated directly at arbitrary matrices by summing an
+infinite series. The following argument supplies the missing step.
+
+Fix any dimension n and any tuple of invertible matrices M_a over K. Introduce
+one central indeterminate t and substitute
+
+    G_a(t) = I + t(M_a-I).
+
+Each G_a(t) has determinant with constant term 1, so is invertible over K(t)
+and its inverse has a well-defined expansion in K[[t]]. The program endpoint
+is therefore a matrix of rational functions regular at t=0. Its formal
+expansion is precisely the specialization Y_a -> t(M_a-I) of the series from
+Section 2: in each degree there are only finitely many words, so substitution
+is legitimate.
+
+If the noncommutative endpoint series is zero, this matrix has identically
+zero power series at t=0. A rational function regular at zero with zero formal
+expansion is zero in K(t): multiply by its denominator, whose constant term is
+nonzero. Finally every inverse occurrence is regular at t=1, since
+det G_a(1)=det M_a != 0. Evaluating the zero rational endpoint at t=1 proves
+equality for this arbitrary invertible tuple M_a. This is valid over finite
+fields as well; it uses a formal indeterminate, not sampling field elements.
+
+Thus a finite closure certificate proves the complete universal invertible
+endpoint claim, without assuming convergence, generic numerical invertibility
+or an infinite-field polynomial identity heuristic.
+
+## 5. Nonzero series gives an explicit invertible witness
+
+Suppose c=(U T_a1 ... T_ak V)_(o,i) is nonzero. On the basis e_0,...,e_k let
+
+    N_a = sum_(j=0 to k-1, a_(j+1)=a) E_(j,j+1),
+    G_a = I + N_a.
+
+All N_a share the same strictly upper-triangular flag. All products of more
+than k such matrices vanish, and each inverse G_a^(-1) is the finite sum
+I-N_a+N_a^2-...+(-N_a)^k. Therefore the formal-series substitution now really
+is a finite calculation, also for programs containing inverse calls.
+
+In matrix entry (0,k), shorter words give zero, longer words give zero, and a
+word of length k gives one exactly when its labels are a1,...,ak in order.
+The literal endpoint difference in block (o,i), entry (0,k), equals c.
+Use input e_k in role i and zero vectors in other roles to exhibit a concrete
+failure. The universal check had kept all roles independent; this choice of
+one witness input imposes no clean-state assumption on the theorem.
+For k=0 take dimension one and all G_a=I.
+
+This proves the converse in Section 1 and the constructive dimension bound.
+The literal matrix oracle computes inverses by Gaussian elimination and
+executes the original instructions; it does not reuse T_a or the producer.
+
+## 6. Boundaries and discriminating examples
+
+The dirty-sandwich example has roles x,h,y, all arbitrary. It temporarily
+changes h to h+A x, adds B h to y, restores h, and subtracts B h. Its complete
+endpoint is (x,h,y+B A x). The reference program temporarily applies A to x,
+queries B x into y, and applies A^(-1) to x. Both full endpoints agree.
+Deleting any one of the eight left-side instructions yields a detectable
+failure in each tested field. This example certifies the stated algebraic
+boundary; it is not a proposed faster physical implementation or a new echo
+construction.
+
+A false commutator identity B^(-1)A^(-1)BA=I has a nonzero degree-two
+coefficient. Scalar/one-dimensional substitutions cannot reveal that error;
+the certificate's unipotent witness does. Self-source queries, omitted helper
+returns and wrong inverse signs have distinct rejecting fixtures.
+
+The family G^(-1)(I-G)^d expands to (-Y)^d/(1+Y), so its first coefficient
+occurs at degree d and its tail continues indefinitely. The replay checks
+coefficients beyond the program's number of unary occurrences. In F_p,
+G^p-I=Y^p supplies a characteristic-sensitive delayed witness.
+
+The stress example computes (A+B)^64 x, which has 2^64 distinct noncommutative
+words, on both sides, and inserts a C^(-1),C cancellation on one side.
+The complete two-role comparison uses D=260 states and no expanded words.
+The helper is explicitly overwritten on both sides in this stress program;
+the separate dirty-sandwich example tests actual helper restoration.
+
+For a termwise tensor substitution choose the new generators G_a^(tensor f)
+and their actual inverses. The theorem then applies at the enlarged payload
+dimension. Scalar coefficients stay scalar; no tensor power of a sum or of
+the whole register-role matrix is taken. This is only an algebraic interface
+lemma. Native realizations, phases, rounding, rectangular typing, precision,
+stock, hosting, fixed-tape cost, complete paid invoices and supplier admission
+are not proved here. No selected frontier or kappa changes.
+
+Prepared by Krzysztof Wójt with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md
new file mode 100644
index 0000000000..d742381500
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md
@@ -0,0 +1,11 @@
+# Uniform finite alphabet for the large-width argument
+
+This clarification leaves the six-file freeze and its manifest unchanged. Independent reviewer B requested that the finite-alphabet premise be explicit.
+
+All one-column literal address maps in this gate lie in the Clifford group on the **fixed 17-axis ambient space**. Its projective quotient is finite. Scalar root phases are absorbed into the coefficients after tensor lift; they do not change Fourier grade. The finite universe of projective one-column Clifford maps is therefore independent of column width f.
+
+The Gram argument in `PROOF.md` can be applied once to representatives of this whole finite projective universe, rather than merely to the words appearing in a single chosen decoder. For sufficiently large f its tensor-power Gram matrix is positive definite. This gives a uniform threshold even when scalar reconstruction coefficients, selections of allowed controls, or numbers of passive scalar operations depend on f. The source one-column C1/C3 entries and all their allowed left expansions remain in the monomial subset and preserve the grade support proved in the frozen packet.
+
+This does not include f-dependent payload permutations outside the fixed columnwise Clifford alphabet. Such maps are not granted by this gate's scalar-owner/actual finite-code contract. It also does not turn the source's finite coefficients into coefficients raised to tensor powers.
+
+No new scan, emitter, cost claim, or κ result is added.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md
new file mode 100644
index 0000000000..1d8c9f7b1b
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md
@@ -0,0 +1,191 @@
+# Independent check of #4628's block-5 and block-6 bounds (2.99172, 2.97290, 2.9447)
+
+No new κ. Nothing here is about integer multiplication. This is an independent check of one hand-argued claim of
+open PR #4628 (Jacob Alan Sussman, head `ee4fd87f064017c23e5a86fc1dcfe0a5237caed3`):
+
+> m ≥ 4: at least 2.9447 calls per array (2.99172 at m = 5, 2.97290 at m = 6), engine game, argued by hand
+> (two AI reviewers reproduced the numbers).
+
+PROOF.md §7 of #4628 says only "The block-4 hook is carried upward through projections between the frame graphs of
+the engine, controlled by a coupling argument", and refers to the author's repository for the argument.
+
+## Result
+
+| Item | Verdict | How |
+|---|---|---|
+| Projection counts N_r(s) | **correct** | own derivation (section 3); brute force over **all** 15, 135 and 2,295 Lagrangians at m = 2, 3, 4 and every nonzero p, plus 60 sampled Lagrangians at m = 5 |
+| T_5 = 834241/278850 = 2.991720, T_6 = 1188222/399685 = 2.972896 | **reproduced exactly** | own recursion in exact fractions |
+| ≥ 2.9447 for every m ≥ 4 | **reproduced** | exact for m = 4..60 (minimum 2.944709234, decreasing in m); for m ≥ 60 by a monotone coupling whose transition inequalities I prove for every k (section 4; the author's `tail.py` checks them for k ≤ 80 only), c* = 2.944709234 |
+| Soundness of the recursion | **a sound route exists** (my reconstruction, argued by hand, section 2) | induced representations over the nonzero Paulis plus Bruhat transitivity for the engine's frame group |
+| Inputs | **the numbers rest on two block-4 values that nobody re-checked**: a_3 ≥ 68,320 (enters T_5) and a_2 ≥ 48,576 (enters T_6) | section 5 |
+
+Gaps found, none of which refutes the claim:
+
+1. **The written argument is not public.** #4628 says "The programs and the written argument are in my repository".
+   At commit `86e575e2` of jacobalansussman/wht-power-saving-lean only the programs and their outputs are public
+   (`research/block-bounds-and-new-rules/programs/engine-bounds-blocks-5-and-6/`). The proof they cite ("PROOF.md,
+   Theorem 3", "Lemma 1(c)", "Lemma 2", "Theorems 4 and 5") is in the folder `proofs/induction/` of a private archive
+   (that repository's `block-bounds-and-new-rules/README.md`, Sources). So the hand argument cannot be read by
+   reviewers. Section 2 gives an independent route.
+2. **Two inputs come from one program.** T_5 = (N_5(4)·a_4 + N_5(3)·a_3)/(N_5,1(1)·a_1) uses the block-4 hook values
+   a_1 = 27,456 (cap, proved in Lean), a_4 ≥ 86,592 (demand, determinant certificate, C author evidence) and
+   **a_3 ≥ 68,320**; T_6 also uses **a_2 ≥ 48,576**. The last two are mod-p rank lower bounds printed by the author's
+   `hookG.py` (`data/block4-hook/out_rank2_blocks.txt`). Mod-p rank is the safe direction, but no certificate is
+   stored, and #4628's `verify.py` does not check them. The author's README calls the three-move value "computed
+   modulo a prime but not certified" (that remark is about using it as an upper bound; here it is used as a lower
+   bound). With only the triangle bounds a_2 ≥ a_4 − 2a_1 = 31,680 and a_3 ≥ a_4 − a_1 = 59,136 the route gives
+   T_5 ≥ 2.83219, T_6 ≥ 2.77245, T_60 ≥ 2.70821.
+3. **The tail was checked numerically only up to k = 80.** The coupling needs two inequalities at every block k.
+   They hold for all k (section 4), so this gap is closed here.
+4. **Status of the soundness step.** My reconstruction in section 2 is argued by hand, like the original. It is
+   independent: I did not see the author's proof.
+
+Bearing on the open shapes: with T_5 and T_6 and the bound W + m (not checked here), the smallest shapes left open are
+2 in 7 and 3 in 9 at block 5, and 2 in 8 and 3 in 9 at block 6. These match #4628's table. 3 in 9 needs more than
+3 calls per array. This route cannot give that: its limit is 2.94471, and it falls with m. Excluded by T_m alone:
+3 in 8 and 4 in 11 at blocks 5 and 6, 5 in 14 at block 6, and W in 3W − 1 for W ≤ 120 (block 5) and W ≤ 36 (block 6).
+All of these match #4628.
+
+## 1. The claim, in the form checked
+
+Frames are Lagrangian subspaces of F_2^(2m), the symplectic space of the m-qubit Paulis. The engine's free letters
+are shifts (X Paulis), invertible XOR-linear address maps, and phases i^(z·x + c). Conjugating S-phases by address
+maps gives CZ. Together these generate every Pauli and every Clifford that fixes the Z-frame L_0. Their image in
+Sp(2m, 2) is the whole Siegel parabolic P = {[[A, B], [0, A^(-T)]]}. A call C_v = (1+i)/2·I + (1−i)/2·X_v is √X_v,
+a Clifford at frame distance 1 from L_0, and the target C^(⊗m) is at distance m.
+For a subspace N kept by every free letter, raise(f g f′) = raise(g) for free f, f′. So the double cosets P\Sp/P,
+which are the distances d = m − dim(L_0 ∩ gL_0), make raise a function a_d of the distance alone (with a_0 = 0).
+The brute-force count confirms that every Lagrangian at the same distance gives the same projection counts.
+
+The recursion (author's `induct.py`, re-implemented here) is a^(m)_r = Σ_s N^(m)_r(s)·a^(m−1)_s. Here N^(m)_r(s)
+is the number of nonzero p ∈ F_2^(2m) for which the reductions π_p L = (L ∩ p^⊥) + ⟨p⟩ of a distance-r pair have
+distance s in p^⊥/⟨p⟩. The bound at block m is T_m = a^(m)_m / a^(m)_1, by Theorem R (#4628 PROOF.md §1).
+
+## 2. Why the recursion is a valid lower bound (independent reconstruction; argued by hand)
+
+Let N′ be a block-(m−1) certificate kept by the block-(m−1) frame group, with profile a′. The steps:
+
+- **Copies of N′ for each p.** For each nonzero p, pick a Clifford h_p with h_p p = z_1 and h_p(π_p L_0) = L_0.
+  This is possible because the stabiliser of z_1 acts transitively on the Lagrangians containing z_1. Let U_p be
+  the sum of the two eigenspaces of P taken in all f columns at once (V_+(P)^(⊗f) ⊕ V_−(P)^(⊗f)). Put the copy
+  N_p = h_p^(−1)(N′ ⊗ both Z_1-eigenspaces) inside U_p; the X_1 Pauli identifies the two eigenspaces.
+- **The new space.** Set U = ⊕_p U_p. A Clifford g maps U_p to U_(gp), and the eigenvalue signs cancel because all
+  f columns carry the same sign. U is a representation of the finite group G generated by the letters.
+- **The program identity holds on U.** A program right at every width f ≥ 1 is an identity in C[G]. Burnside–Brauer
+  (faithful V, the Vandermonde argument run with exponents n ≥ 1) puts every irreducible of G into some V^(⊗f) with
+  f ≥ 1. So Theorem R applies on U, with any linear (complex) mixing.
+- **Free letters keep N = ⊕_p N_p.** For a free b, the map h_(bp)·b·h_p^(−1) fixes z_1 and L_0. Its reduction is
+  therefore a block-(m−1) free element, which keeps N′.
+- **Raise splits over p.** raise_U(g) = Σ_q raise_(N′)(h_q g h_(g⁻¹q)^(−1)). The reduced map sends the standard
+  frame to h_q(π_q gL_0). Its distance from the standard frame h_q(π_q L_0) is d(π_q L_0, π_q gL_0). So raise_U(g)
+  = Σ_q a′_(d(π_q L_0, π_q gL_0)), which is the recursion, up to a uniform factor 2 that cancels in T_m.
+
+In which direction each input is needed: the cap at block m is N_1(1)·a′_1 and needs a′_1 as an upper bound, with
+a′_0 = 0. The demands need a′_(m−1) and a′_(m−2) as lower bounds. The optional triangle step a_r ≥ a_m − (m−r)·a_1
+is valid (raise is subadditive) and changes nothing here. The checks agree: with and without it the tops are
+identical.
+
+This route uses the frame group of the engine (Lagrangians, the Siegel parabolic). As #4628 says, it does not carry
+over to the widened game (Toffoli is not Clifford).
+
+## 3. The projection counts (own derivation)
+
+Let L, M be at distance r, so I = L ∩ M has dim m − r and L + M = I^⊥. The cases for p:
+
+| p | number of such p | reduced distance s |
+|---|---|---|
+| in I | 2^(m−r) − 1 | r |
+| outside L + M | 4^m − 2^(m+r) | r (π_pL ∩ π_pM = (I ∩ p^⊥) + p) |
+| in exactly one of L, M | 2(2^m − 2^(m−r)) | r − 1 (the intersection is I + p) |
+| p = l + m′ (l ∈ L∖I, m′ ∈ M∖I), ω(l, m′) = 1 | (2^r − 1)·2^(r−1)·2^(m−r) | r − 1 |
+| same, ω(l, m′) = 0 | (2^r − 1)(2^(r−1) − 1)·2^(m−r) | r − 2 (l also lies in the intersection) |
+
+ω(l, m′) is well defined modulo I. The pairing L/I × M/I → F_2 is nondegenerate, which gives the split
+(2^r − 1)·2^(r−1) against (2^r − 1)(2^(r−1) − 1). This is the author's closed form. `verify.py` confirms it against
+brute force.
+
+## 4. The tail for m > 60 (independent proof of the coupling inequalities)
+
+Write j = k − r for the deficit. A random p moves block k to block k − 1, and the deficit
+- goes up with probability p_up = N_r(r−2)/(4^k − 1) = (2^r − 1)(2^(r−1) − 1)·2^j/(4^k − 1);
+- goes down with probability p_down = N_r(r)/(4^k − 1) = (2^j − 1 + 4^k − 2^(2k−j))/(4^k − 1).
+
+R^(k)_r = a^(k)_r/a^(k)_1 = (1/q_k)·E[R^(k−1)_s] with q_k = N_1(1)/(4^k − 1) ≤ 1. Hence
+T_m ≥ E[R^(60)_(60 − J)], where J is the deficit at block 60.
+
+- **Up-probability.** The numerator equals 2^(2k−j−1) − 3·2^(k−1) + 2^j ≤ 2^(2k−j−1) − 2^k. This is less than
+  2^(−(j+1))·(4^k − 1), so p_up ≤ 2^(−(j+1)).
+- **Down-probability.** p_down ≥ 1 − 2^(−j) is equivalent to 2^j ≥ 2^(−j). Once r = 0 the chain only goes down.
+- **The dominating chain.** It moves up with probability 2^(−(j+1)) and down with probability 1 − 2^(−j). It is
+  monotone, since Q_up(j) + Q_down(j+1) = 1, and its stationary law is π*(j) ∝ Π_(i≤j) 1/(2^i − 1).
+- **Comparison.** Started at deficit 0, J ≤_st π*. The block-60 profile is nondecreasing in r (checked), so T_m ≥
+  Σ_j π*(j)·R^(60)_(60−j). The tail of the normaliser is bounded by 2w_J with J = 80 (w_(j+1)/w_j ≤ 1/3). This gives
+  c* = 2.944709234 > 2.9447, the same constant as the author's.
+
+## 5. Inputs, and what each number rests on
+
+| input (block-4 hook, k = 8, f = 9) | used in | status |
+|---|---|---|
+| a_1 = 27,456 (cap) | all | proved in Lean (`hook_cap`), as an upper bound |
+| a_4 ≥ 86,592 (demand) | all | 5,412 × 5,412 minor, C checker (author evidence in #4628; about an hour) |
+| a_3 ≥ 68,320 | T_5 and later | mod-p rank in the author's `hookG.py`; no stored certificate; not re-checked by #4628 |
+| a_2 ≥ 48,576 | T_6 and later | as above. The README of #4628 also cites 48,576 as a certified **upper** bound (two calls in a row); the induction needs it as a **lower** bound, which is again only the mod-p rank |
+
+## Reproduce
+
+```sh
+python3.12 -B research/projection-recursion-check/verify.py       # PASS_PROJECTION_RECURSION_CHECK, about 35 s, stdlib
+python3 scripts/research_package.py --package research/projection-recursion-check --check-only
+python3.12 scripts/research_package.py --package research/projection-recursion-check
+```
+
+`verify.py` imports nothing from #4628 or from the author's repository. Ten controls must be rejected, and are:
+
+- a closed form with one count moved;
+- T_5 and T_6 off by one in the denominator;
+- a_3 + 1 reproducing T_5;
+- two weakened dominating chains;
+- 3 in 9 at block 6 claimed excluded;
+- 3 in 8 at block 5 claimed allowed;
+- 2.99172 claimed from the triangle inputs alone;
+- a nonmonotone profile.
+
+## NOT covered
+
+- The block-4 hook values themselves. I did not recompute a_2, a_3 or a_4 (dimension 102,960), or the Lean proofs
+  of the cap.
+- The author's private written proof. Section 2 is my own reconstruction; it is argued by hand, and no person has
+  checked it.
+- The other claims of #4628: W + m and 2W, one array, no-phase block 3, the widened-game keptness, and section 7.
+  The shapes above use W + m as stated in #4628.
+- Whether #288's or Harvey's models lie inside the engine game.
+
+## Open next questions
+
+See `open_questions` in [TASK.json](TASK.json):
+
+1. Certify a_3 ≥ 68,320 and a_2 ≥ 48,576 with a stored minor and a separate checker.
+2. Write section 2 as a full proof, or in Lean.
+3. Exclude 3 in 9 at block 5 or 6. That needs a certificate above 3 calls per array, which this route cannot give.
+
+## Sources (pins in SOURCES.json; external files by sha256)
+
+- #4628 at head `ee4fd87f064017c23e5a86fc1dcfe0a5237caed3`: `research/complex-small-m-lower-bounds/README.md`
+  (table of section 1, section 6) and `PROOF.md` §7.
+- jacobalansussman/wht-power-saving-lean at `86e575e28ed94890872dcff1bb2621d7ff559cbd`, read only to locate the
+  claim and its inputs; no code reused. Files under `research/block-bounds-and-new-rules/`:
+  - `README.md`, sha256 `47c99107…54f50a`;
+  - `data/engine-bounds-blocks-5-and-6/out_induct.txt`, `e4cf4402…bb4072`;
+  - `data/engine-bounds-blocks-5-and-6/out_tail.txt`, `9861aa2c…778c2b`;
+  - `programs/engine-bounds-blocks-5-and-6/induct.py`, `dabe7190…2c428c`;
+  - `programs/engine-bounds-blocks-5-and-6/nrs_closed.py`, `54ba1ab4…71eeb`;
+  - `programs/engine-bounds-blocks-5-and-6/tail.py`, `2ac28e4c…12e717d5d4`;
+  - `data/block4-hook/out_rank2_blocks.txt` (the a_2, a_3 values).
+
+## Credit
+
+The claim, the projection recursion, the block-4 hook and its numbers are Jacob Alan Sussman's (#4628 and his
+repository, written with AI agents). The certificate method (Theorem R / the FO lemma) is eumemic's (#288), with
+Swapnil Jain's P1/P2 as cited there. The engine and cost model are OpenAI's.
+
+Prepared by lm1909 with Claude Code (Claude Opus 5.5) assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE
new file mode 100644
index 0000000000..261eeb9e9f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE
new file mode 100644
index 0000000000..380e979f0e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/NATIVE-LINEAGE-NOTICE
@@ -0,0 +1,14 @@
+Anticipatory dirty borrowing: PR2226 (Cinna Davis / 1337isnot1337, with substantial OpenAI Codex assistance) is credited first. Its alias rule, changed-reference K_G handoffs, initial compensation and exact free-operator replay (vendored under new/code/borrow/vendor, see new/code/borrow/NOTICE-PR2226.md) are applied here to the T74 pivot-566+554 words; the native lowering, window-exact owner fill and independent audit of the borrow words are new in this package. Bootstrap carried-cutoff repair: PR1956 (Josie Elliston); Lemma G label/adapter checks and X/Y/Z mutants: PR1964 (thakrarsagar), extended here with borrow warp/zero-buffer controls.
+
+New research prepared by Rohan Arun with substantial OpenAI Codex assistance. Apache-2.0. Parent words and build recipe method derive from Jeremy Kothe PR1274 and Rohan Arun PR1218, with lineage credited in README.md. All inherited mathematical qualifications are retained.
+Additional pivot555 and567 composition by Rohan Arun with substantial OpenAI Codex assistance.
+
+T74 exact-fill owner construction by Rohan Arun with substantial OpenAI Codex assistance.
+
+PR1377 grid refinement credited to Jeremy Kothe. Outer witness refinement by Rohan Arun with OpenAI Codex assistance; construction unchanged.
+
+Pivot-566 kernel, words, edits, rebuild.py and rebind.py: PR1625 (mdumitrean). Endpoint/outer-witness stacking, fine_cache.py and oracle stage by jeremykothe2 with oh-my-pi assistance.
+
+The preceding paragraphs are inherited source notices, not attribution of this derivative.
+This joint twelve-source construction, generator, independent replay, hosting composition and package: Tekalign (@tekuuu), with substantial OpenAI Codex assistance. No independent human review claimed.
+Credits: Cinna Davis/PR2226 anticipatory dirty borrowing; Tekalign/PR2436 four lifted targets; Jeremy Kothe/PR2462,2588,2673 source pipeline, source-label swap and order/fill; zxv/PR2530 eight aliases; Mason Hale/PR2696 concentrated source-partner assignment and independent local interpreter; Philippe Van Velzen/PR2559,2679 evacuation, six pre-life hosts and refit/alias; themilkman216/PR2621 priority order; Marius-Paul Dumitrean/PR2733 independent concentrated/pre-life composition; Vlado Vojdanovski/PR2322 generator utilities. PR2720's fixed-old-path cut obstruction motivates the changed premise. The retained owner/native/bit/modern outer lineage and their notices remain in the pinned source. New work Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md
new file mode 100644
index 0000000000..85eb3ade56
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md
@@ -0,0 +1,236 @@
+# Retaining simultaneous helper jobs does not rescue two FULLs in the separated algebra
+
+This outputs-only gate answers the four-owner correction to the original
+three-owner question. It proves a scoped obstruction, not a new construction
+or kappa. It keeps every original helper job distinct and counts its transform
+once in its own paid invocation. Full central/fresh address mixing remains
+outside the theorem and is the next constructive question.
+
+## Literal simultaneous source contract
+
+Freeze the native source at `20bb93cd990d2ff683e4d0fc56b87a42cd5d3296`.
+Its authenticated main interface has form
+
+    F_s = diag(d_sx,d_sy) [[1,0],[Q_s^-1,1]],
+    B_s = diag(d_sx,d_sy) [[1,-Q_s],[0,1]].
+
+The d factors include the real transverse operations and their raw phase
+translations. They are not silently set to identity or commuted through
+central wrappers. Two source invocations also act on two DISTINCT original
+helper inputs. For a forward first call and backward second call, write
+
+    T1=diag(d_1x,d_1y,H1,I) E21(Q1^-1),
+    T2=diag(d_2x,d_2y,I,bar(H2)) E12(-Q2).
+
+Here H1 is the first call's helper job and bar(H2) is the second call's raw
+dual job. The helper on which the other invocation has already acted is an
+identity spectator at that invocation. Eij(a)=I+e_i a e_j^T. Products act
+on column vectors from right to left. No H1/H2 equality is assumed.
+
+For arbitrary interstage W let D1,D2 be these four-owner diagonal factors,
+and N=W D1. The exact noncommutative expansion is
+
+    Mij = (D2)ii [ Nij + delta(j,1) Ni2 Q1^-1
+                   -delta(i,1) Q2 N2j
+                   -delta(i,1)delta(j,1) Q2 N22 Q1^-1 ].
+
+This is a source contract, not an emitted consumer. It preserves the order
+of every raw d, Q and H factor. A candidate would need legal pre/post
+boundaries L,R producing the two desired main jobs and BOTH original
+helper jobs; replacing the helpers by one twice-transformed owner changes
+the inventory and the question.
+
+The frozen `phase_check.py` explicitly uses
+`P.conjugate(ce,op)` for backward helpers. `prune_native.conjugate` negates
+the primitive C signs, diagonal phases and global phase while retaining
+circuit order. Thus bar(H) is entrywise complex conjugation, equivalently
+H^(-T) for these unitary operators, and is generally NOT H.adjoint().
+It does not reverse the entry/output charts. The earlier low-rank adjoint
+matching is not used here. Full H9 is a special case: its C_ej factors
+commute, so bar(F9)=F9.adjoint.
+
+## Exact fullH9 source normalizers, with absolute phase
+
+Actual helper224 has empty entry frame0 and full exit frame1. The frozen
+canonical-frame engine therefore gives the literal native job
+
+    H9=F9=product(j=0,...,8) C_ej,
+    C_v=((1+i)I+(1-i)X_v)/2.
+
+For each of the112 actual ports, let q and a_1,...,a_8 be its source
+`DATA-PHASES.json` directions. They form an orthonormal nine-dimensional
+binary basis. Put Q=C_q, D_A=product C_ai, and u=xor_i a_i. The portable
+checker derives and verifies the literal identities
+
+    F9 Q^-1 = X_t D_A,
+    H9 = X_t D_A Q,
+    bar(H9) = X_(t xor u) D_A Q^-1.                 (1)
+
+In a Fourier character k, C_v has exact eigenvalue i^parity(v.k).
+The checker derives t from the nine single-bit characters and verifies
+both identities for ALL512 characters at each of112 ports:114688 exact
+modulo-four phase equalities, including k=0. This proves absolute phase,
+not just a binary symplectic action. No numerical matrix tolerance, zero
+phase omission or tensor power of a sum is used. Pure word identities
+lift columnwise to every positive width.
+
+For example port0 has q=11,
+`a=[13,14,7,16,32,64,128,256]`, t=15 and u=500. Thus
+
+    H9 = X15 D_A Q11,
+    bar(H9) = X507 D_A Q11^-1.
+
+There is no additional global phase. In these coordinates X_t is a product
+of a central Pauli translation and transverse Pauli translations. Hence
+`rawD0=X_t D_A` lies in the separated free subgroup below. It need not
+commute with the central phase wrapper `S|x>=i^parity(q.x)|x>`; port0 is
+an actual noncommuting control because parity(q.t)=1. Conjugating the
+literal words by an admitted central monomial keeps rawD0 in that subgroup
+and H9 outside it, even when the resulting central queries do not commute.
+This uses subgroup membership, not a false commutation identity.
+
+These calculations reuse the actual recipe and normalizer observation of
+the independent source/accounting agent, with exact source bytes retained.
+They do not rerun the whole native632-field execution or the outer compiler.
+
+## Algebraic statement, including all retained pure helper jobs
+
+Let G be a fixed finite-phase Clifford group for one column, and H a
+subgroup. At width f work in a finite-dimensional central-character twisted
+group algebra A_f with subgroup algebra B_f on H/Z, over a characteristic-
+zero splitting field K. Write d=dim_K B_f. Let pi:A_f->B_f retain only
+subgroup basis classes. It is a B_f-bimodule map. Membership and this
+projection are unchanged by scalar phases. No domain assumption is made.
+
+For the source application, H grants all transverse Clifford operations
+and central monomial operations, retaining their tensor-factor separation.
+It includes the raw d_s, their translations and admitted central monomial
+wrappers. A full rank17 main target is outside H. Equation(1) shows the
+literal fullH9 helpers are outside H: their central factor is Q or Q^-1,
+which is not monomial, while D_A is purely transverse. This is an exact
+factor statement; it does not homogenize a rank4 helper to rank9.
+
+Consider two main owners, m1 non-H helper jobs emitted in the first call,
+m2 other non-H helper jobs emitted in the second call, and s further owners
+whose desired maps lie in H (including restored identity scratch). Thus
+
+    n=2+m1+m2+s.
+
+Each call has ONE elementary main shear with a pure query outside H.
+Its diagonal factors on the main owners are units in B_f. On its own
+helper owners it performs the specified pure group jobs; other helpers are
+identity spectators. Any H-valued helper factors are units in B_f and
+included among the s ordinary owners. Helper owner sets are disjoint.
+Allow arbitrary L,W,R in GL_n(B_f), and arbitrary noncommuting queries and
+helper group words outside H. Suppose the endpoint is the two independent
+non-H main jobs together with every original helper job and its required
+H-valued spectators. Then no such endpoint exists.
+
+### Compression proof
+
+Write M=T2 W T1, with diagonal factors before the source shears as above.
+Let U contain all output rows except the second shear's destination main
+row and the m2 non-H helpers transformed in the second call. Let C contain
+all input columns except the m1 non-H first-call helper owners. Thus
+
+    |U|=n-m2-1,       |C|=n-m1.
+
+For rows in U the second shear contributes no non-H term and its diagonal
+factor is a unit in B_f. For columns in C, T1's diagonal is a unit in B_f;
+its only other possible term contains the SINGLE first query outside H.
+Multiplication by B_f on either side keeps that term outside H. Therefore
+
+    (pi(M))_(U,C) = (D2)_U W_(U,C) (D1)_C.          (2)
+
+No product of two non-H words is evaluated or assumed to lie in H. In
+particular Q2, Q1 and the helpers need not commute or normalize B_f.
+
+View W as an invertible K-linear map on the regular right module B_f^n.
+Restricting its input to C gives an injective map on a |C|d-dimensional
+space. Projecting its output to U can destroy at most (n-|U|)d dimensions.
+Consequently
+
+    rank_K W_(U,C) >= (|U|+|C|-n)d = (s+1)d.
+
+The B_f-unit diagonal factors in(2) preserve this rank. A compression
+cannot have greater rank than the whole matrix, so
+
+    rank_K pi(M) >= (s+1)d.                         (3)
+
+The desired diagonal endpoint instead projects to zero on its two main
+jobs and all m1+m2 non-H helper jobs. Its s H-valued target words are group
+units, so its projected rank is exactly s*d. Because pi is a bimodule map,
+invertible outer L,R preserve projected rank. This contradicts(3).
+Zero divisors in B_f do not affect this finite vector-space argument.
+
+For the natural four-owner case, m1=m2=1,s=0. The two U rows are the source
+main row of the second shear and the FIRST helper row. If pi(M)=0, both
+rows of W must be supported on the first helper's single column. They
+cannot jointly surject onto two independent B_f output modules. This is
+the shortest form of the obstruction. It does not depend on a common Q,
+the first shear orientation, or the quadratic double-query product.
+
+## All-width faithfulness and exact free-control boundary
+
+Let Z be the scalar subgroup of the chosen finite-phase group G; H contains
+Z. At width f specialize every scalar z=ζI as ζ^f. The quotient A_f has
+one basis class per projective group element G/Z. The proof of injective
+tensor evaluation is short. Choose representatives v_t. For each t and
+each other u choose a linear functional vanishing on v_u and nonzero at
+v_t. Their product isolates v_t in degree |G/Z|-1. Multiplying by a power
+of a functional nonzero at v_t extends this to every larger degree f.
+Applying it to the tensor vectors proves independence for every
+f>=|G/Z|-1. Thus the operator endpoint would give a forbidden A_f identity
+at all sufficiently large widths. Width-dependent scalar coefficients and
+free choices within this same finite alphabet are allowed. Accidental
+small-width linear relations between Clifford matrices are not used.
+
+The theorem grants a large but SPECIFIC free grammar: central monomials
+and transverse Cliffords, with their separation preserved. Arbitrary
+central/fresh address mixing is outside B_f. The theorem also retains
+invertible global owner controls and restored spectator contracts. It
+does not inherit the separate4856 maximal-grade proof's arbitrary
+rectangular COPY/DROP conclusion. Discarding or erasing main-dependent
+garbage can lower projected rank and is a different endpoint. Zero clean
+work fields cleared at exit can be included by the equivalent kernel
+form: (3) gives nullity at most (m1+m2+1)d, while the 2+m1+m2 required
+non-H original input columns would all have zero projected output.
+This requires a reversible global B_f extension and full cleanup, not an
+unproved permission to erase arbitrary dirty state.
+
+## Invoice, nearest predecessor and next actual lever
+
+Retaining all816 autonomous helper rewards leaves the hypothetical invoice
+`224H17+2H-2P`, with supplied optimistic margin39.063938114801903 at
+C=.0030217758. That positive budget motivates testing a changed resource;
+it is not an endpoint certificate. This gate closes the separated-resource
+realization even with retained transformed helper operations. No kappa gain
+or complete native obstruction is claimed.
+
+PR4712, head b75a27bf07f1584b20babfddf887493981cd5949, already gives the
+dirty-helper word `h+=x; h=Fh; y+=h; h=F^-1h; h-=x; h=Fh; y-=h`.
+It returns `(x,y+Fx,Fh)`, with three F/F^-1 calls and four scalar ADDs.
+Its paid-minus-helper bill is2*r^t against one replaced owned centre's
+r^t. It is not a new saving and is credited here rather than rediscovered.
+
+The nearest method is PR4920 at7eb4ef5251f7ba96c7e5d78c42fc98e66b7be4ba:
+its separated theorem allowed identity scratch, while its full-monomial
+grade theorem allowed exactly two owners. The present compression argument
+adds simultaneously transformed productive helper operations to the first
+scope; it does not combine the two old scopes into a universal result.
+The parent independently checked the rank argument and supplied the
+commuting-Q row-kill precursor. Native operators and source interfaces are
+credited to Cinna Davis/1337isnot1337 and the upstream contributors. Source
+normalizer reuse and backward-ABI correction are credited to the independent
+accounting/source agent and shared-producer agent. New derivation and
+portable corroboration: OpenAI Codex gpt-6.1-sol/high. Apache-2.0.
+
+The smallest constructive change is a literal central/fresh monomial route
+on the actual native role boundaries. It must preserve both distinct helper
+jobs and pay for any entrance-chart conversion. X begins in a rank1 chart;
+Y and the full helper begin empty. Common full exit charts do not make
+swapping X and helper inputs free. An already transformed arbitrary value
+Hh, supplied before all controls and returned unchanged, is just an arbitrary
+dirty coordinate after renaming w=Hh; useful resource access must involve
+the producer H itself or a correlated saved original input. No routing
+family search or native word was emitted for this gate.
diff --git a/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py
new file mode 100644
index 0000000000..f1b6dc83e2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/provenance-sources/7c472563474e60185e6ca101a17622133d047e56/research/universal-dirty-certificates/fields.py
@@ -0,0 +1,140 @@
+"""Small exact scalar layer shared by producer and checker (part of their trust base).
+
+Prepared for zxv with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from fractions import Fraction
+from math import isqrt
+from functools import lru_cache
+import re
+
+
+class Gaussian:
+    """Q(i); input strings use a+bi with rational a,b, or just i/-i."""
+    def __init__(self, value=0):
+        if isinstance(value, Gaussian):
+            self.real, self.imag = value.real, value.imag
+        elif type(value) is str and value.endswith("i"):
+            body = value[:-1]
+            rational = r"\d+(?:/\d+)?"
+            match = re.fullmatch(r"([+-]?"+rational+r")([+-](?:"+rational+r")?)", body)
+            if match:
+                self.real = Fraction(match[1])
+                self.imag = Fraction(match[2]+"1" if match[2] in ("+", "-") else match[2])
+            else:
+                if body in ("", "+", "-"):
+                    body += "1"
+                self.real, self.imag = Fraction(0), Fraction(body)
+        else:
+            self.real, self.imag = Fraction(value), Fraction(0)
+
+    @classmethod
+    def pair(cls, real, imag):
+        out = cls()
+        out.real, out.imag = real, imag
+        return out
+
+    def __add__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real+z.real, self.imag+z.imag)
+
+    __radd__ = __add__
+
+    def __mul__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real*z.real-self.imag*z.imag, self.real*z.imag+self.imag*z.real)
+
+    __rmul__ = __mul__
+
+    def __neg__(self):
+        return self.pair(-self.real, -self.imag)
+
+    def __sub__(self, other):
+        return self+-Gaussian(other)
+
+    def __rsub__(self, other):
+        return Gaussian(other)+-self
+
+    def __truediv__(self, other):
+        z = Gaussian(other)
+        norm = z.real*z.real+z.imag*z.imag
+        return self*self.pair(z.real/norm, -z.imag/norm)
+
+    def __rtruediv__(self, other):
+        return Gaussian(other)/self
+
+    def __eq__(self, other):
+        z = Gaussian(other)
+        return self.real == z.real and self.imag == z.imag
+
+    def __bool__(self):
+        return bool(self.real or self.imag)
+
+    def __str__(self):
+        if not self.imag:
+            return str(self.real)
+        return str(self.real)+("+" if self.imag >= 0 else "")+str(self.imag)+"i"
+
+    __repr__ = __str__
+
+
+def scalars(problem):
+    p = problem.get("field", "Q")
+    if p == "Q":
+        return Fraction
+    if p == "Qi":
+        return Gaussian
+    if type(p) is not int:
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+    return prime_scalars(p)
+
+
+@lru_cache(maxsize=32)
+def prime_scalars(p):
+    if not 2 <= p <= 2**31-1 or any(p % d == 0 for d in range(2, isqrt(p)+1)):
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+
+    class Prime:
+        def __init__(self, x=0):
+            if isinstance(x, Prime):
+                self.value = x.value
+            else:
+                q = Fraction(x)
+                self.value = q.numerator*pow(q.denominator, -1, p) % p
+
+        def __add__(self, other):
+            return Prime(self.value+Prime(other).value)
+
+        __radd__ = __add__
+
+        def __mul__(self, other):
+            return Prime(self.value*Prime(other).value)
+
+        __rmul__ = __mul__
+
+        def __neg__(self):
+            return Prime(-self.value)
+
+        def __sub__(self, other):
+            return self+-Prime(other)
+
+        def __rsub__(self, other):
+            return Prime(other)+-self
+
+        def __truediv__(self, other):
+            return Prime(self.value*pow(Prime(other).value, -1, p))
+
+        def __rtruediv__(self, other):
+            return Prime(other)/self
+
+        def __eq__(self, other):
+            return self.value == Prime(other).value
+
+        def __bool__(self):
+            return bool(self.value)
+
+        def __str__(self):
+            return str(self.value)
+
+        __repr__ = __str__
+
+    return Prime
diff --git a/research/coupled-provider-independent-audit/custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit b/research/coupled-provider-independent-audit/custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
new file mode 100644
index 0000000000..3a10165169
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/registered-driver/848cdce9003262c4b6e02ec4558f302e4fae56ad.commit
@@ -0,0 +1,6 @@
+tree eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697
+parent aef3c2f91a10d4c41e814ea264a9d64c9423bcb2
+author Ali Romman <226877337+aliromman@users.noreply.github.com> 1792796110 -0500
+committer Ali Romman <226877337+aliromman@users.noreply.github.com> 1792796110 -0500
+
+Allocate provider replay time within the fixed package budget
diff --git a/research/coupled-provider-independent-audit/custody/5376/registered-driver/d50934faea13c2c1d72a4edd7f53875541ceae5e.tree b/research/coupled-provider-independent-audit/custody/5376/registered-driver/d50934faea13c2c1d72a4edd7f53875541ceae5e.tree
new file mode 100644
index 0000000000000000000000000000000000000000..27368f25271d4c33b7b75ca7d7c1c3e24489533c
GIT binary patch
literal 10009
zcmZ`<X+TVE6izB3Ws4H6LZwwJLb4U1(4sV^nLEvBw(iWdASzUrHffQHY^9{M=#$76
zZIm_@i55$C(W?61duQ&L8S#T3&hwt-J?}ZsId=>V3`~uURq-qqMDw8f;|LIiN}+q|
zG5y8VzKNNw_Ays6u{@Cm`-ojLQVmcs<cV{L6gCb|1b<U}ARHC%0Z~~9Cce?%Ygc1e
zMs<IIiF4kM6;nPh{UVGZktlQs=K~Sg3>bx+b+;UK-!HM|+3t}CX{=$U&g4>xFa)!W
z$e`gVbVQBU#{@=*qSiXM_tN&V9{S7?=e89>7!P0`fk9)!5Q{}&pqOG!wSJH5-ji*I
zq~s<P-zkXgJN{G{LuC-Wa0EOI`y)Ceb!`>m*GK-Qj%>X4t<nf`dU;G|EO`bDA>!-Y
ztS44Q;@meV`{aGO@KyC=aeKuW;(tQrz?@E0JAdwi%i2p*o|6do_FvxlTL?hF(+Loj
zif3aEScv_KT4L5b=hTmI`_=K=A3n^VEev1~AtLGk1wuocl(7aEBpJ*wH3@u()3aZy
z^H?H41VN*5=oB`%cRZa)A>!GnFIKa?#_8KE%(GMd{T3(f_Nh>xm?4T|;t5EI>1>$6
zy?XVQ9qh_ka@m<CiIc2K-qQ*$6dV5qqC$Qk#prB^d-s+J?j0Xh>X#N&O-Of|Y<>J&
zVCO{<3=GnXLZh%zhhjIXWIa|F%ig(d$D#v;_rIGakt2oWIUW$O3S2vKCl9XZkY+i0
zEx0$le*Xr4O9Ns;xJbnO2~-LJ$7V1YRE8&d?S8Dl)gPsbj!(=Pags0Ad!o|Ykt?Kv
zNMY?^Q0QzN8=|uqFrr7gGU#w-<-s6p>)6m~4xLfD{ndwsFc2OFZ;M67!@Re(<mvt?
z)g$p&Gacf^9&BiTVm+yeErcN9=?pZ3sStMmjvZ!`x~2TO>7D9<hX$P{CBB%x`ELvp
zf@vH!KWQp+lGaWrA1`aGR2>I*&go?C&`1ylF{o6AFNZ0d0jW_<>)LJGmMk<Q2XLl3
z(dS(;UndOXut2VPAWsH~fR*~Ztn%c*SZ%RM*GZp^z1#2-l0x#Hcs3b=aV!EEB66tQ
z>luHe`J;iNiO=QpL48N}?QGe7i1Jn#1koWFPsMq1@Guck(;Bd?C}K)q%DwH^R}&<q
zjGYQxT!j!6I+KbgKsXkKh-R{0wDjzV_SXTkf9dY;OPP=oU4;861mIq!Q1-jasBca@
zp7E*k(l{gI%Cj!R{i=;)U`Q~Y#`Pn5S!e3E%l17Pefggi$3;^ViWYwz0{}y84vdzf
zyT_%IH5ZyYMN0+rmY(VxO=`O({4Qw}KM-9el4gk8+s?n<B^%s!@T0<)TJHs0q@>wP
zb_po}kI@SNXbc~S23{9}A-t>0_Hb@d3>fV!KfZT;)Ip}jED;O^7QS?e79Uca)3tS%
zPFSQDO?Y(lL+6S?5eSUb3M{zzn!dvQ{a#8<6KnGqky%=9M~SzE<ryq)gTN3S(^dyx
z58Yp3PFK90-|o_@PcBjV2f~ZO#6f<b$RN&$dz|uQ+|r-B;oPJ9a+g#SF4ae<3*%r4
z4ct1%g9Wh#>V=o*P1_SYF0Vd)EQlz+p#Ssx+gjy9IByP~2!qE$z~RxxgeW^Rx3%=W
z>4ou;g>QD<a-LCrZ*JTpArOqGd*PTcgUCTkAh-T|ya`!8J=|>0uXFo92fi^|Rpa7c
zCWK-UfFc4J+$sa>u&3To>Tp59vtlV0fii<nU&&eh=n=+%iUIBwDQJjgs*kcdl<pW7
z(meXYVf*o$a#tQ56_IDaZ0>VG3t(62;$tJydvs+^DI8k9Lng$%Bt%{qK=Gsl1uP~W
zW}zxzKh<BhwnsL%$CSgJ%QrdX23iUyKMPbaDue@>32Hd#;=JZ$+Zz8NR_oP&sjq*9
zYE5Cx(Pp@v71o5Rz>zpuKhCOX)ok+WN>1}r*BI{@b<$~5y}t;8igfWm-C{=nU{Pp=
zW#Ofk3(cD$ofpySc2dF!Hr^A$G4T|%DnGdry2eK7Htdkxw{pj1=XP1umvcqLVFuk3
ztx7Niia8Qu6XIll;=})9UW}7Wc%f<1(3zMkqJx`b{2sH~=7IW`K!Vw)q^N_@oWm`X
zy)&;0X#sJf<KaKA=10arfJL>THmPdOmV%tj+F5#Rj3Rj;2?DMIVJ~Qs(HPiscG=Xj
zY02wVB^Rb!9N&Fjcc0=Xh9*x9hN44kUj~ep<I<>g(nHE_;?qp1)8&n5UAt^ju|DYm
z(FtT49`?e4CJFiyl95zAT9!tXugL_8?LM$-%Q3BoZ~oi6{ICZO(?LOfV3P4H2=}M*
zm30n!kL=zte*Qq`@_7wev@<{3e_{xfO`&uL$Hv2+5VwQRHgtFze*3iCN@&ZmD<>ra
z!$QP1U<eKs&@VvR5R$+z`I<et_6GU>lO0Cf)hn`fSC1xWFnIt11hXk5v}>oa43%KU
zv#$x~9DDnAPkj$Rk2;1)ks(0qs1Tlx!~0PfH1wLQ0)yoUEdOy=_u-!J>QB|X8|>5|
zB+m~HFbJ>@BsKQt%FYZenBbaD)RcVtc&kZ!nA=?;3=5)y2Z6j-3V0t(4%g$Srv0wB
zBW&yj_qw*oeS0mNeeeUuRS9GU1H_ZBi;ZWY*XO2JQ<ST#98)$NINz0cZsh3Gj>VWJ
z5FY{N1*o?_gl7A++;{dRxkEFRoOiFj(L3_6GvP5o0D}@Q3QXW|eMvc#D&^Kt&|{XD
z+!c;5dSEhAh>>CJ21Mv{L|%1I&5Z7mpK)-UXISL0`TTaW$oT>Zn0@BP^E?#;DTR1^
z^O@G@<n(op>3nIFGg8OSbFoD|=X)3KUo0KRh*`ZR_cU!+{b6GR@JE%vU{a9Sa_fQE
zDYsc|Q0~2aa{u;~g{w&y^8*)I@ihoa;snfM`_t(1zWI%8H{T{*XWCr9mS09=gSh3L
z8`^PSWg2dFtJltPb~K-O(OQ|lcq7)XiFi-J^V<VUV~O3DgQpn`USIXhg|>+Jio~@Z
zq7%_}j`PHGJRz~K>W(Q}_L|OXEzQh~+dFV=*N{5Ku!SWBPY;QvPV^=?RE|2thn3E*
zbk&qQ@|tJ82uRTS1EwvWW;=D|E={_!#h!5a`o_}aP7LKoprZ8{WGp{5a@u=dTL!#~
zu85%xpM2UrV^cu=FP;y6fLww;OJ}ph*fx%-b>n(ElBFygscCU-!&f`8aR>5aB3+1|
z)d)EObs2d=4cC_*c%&IWW6G$5_~qeW?<bg5f8g0d!m~i<!gIj9#;r!bjBma_Wj?RX
zU|x7jvaQ_mo9EkYFj)v`q#P!T4MTVua`3Rn2{VbnJ*j8IlUdVM$MuE8e1$P#3Y~}p
z#0aM1nTTka{LZKxnOZ$oxJ0UK+ue{4atiDIh*H=PT7J>VhQ~gZIk)&f^s8S=PwM{o
z{HL1am%9lMc?eG)L*?bzpR%>GSVPA1%B6iXEv{%b>V~XX)YjL?jUt)C0;4a5fT!vb
zD7xG_A$C2@Xx@m?rJAYNW>l5uG&pB<oL<ROL7@`>nFXVuU@BzFgq3amwqs_WHQDF3
zV`h2X-Im(F<Y7>a@JP2tOP&UKzO~uNNn?k?TXjaW&Pk|UZO7(p8r}<d&1*hP<X<FE
z2OTdfe-F4)wIW7*aEXa-@c?bo1fC8QfD{P9Qp5+I*sGc(*%)7Dx3a^|O(xh)@4prA
zMS%kK2sCV-My<zZc5NLEyQq-g)UFh8TlY<x|G=2QKa>3*@B{fZQ_NkD|6rv=c88DV
z?0fdLc1RG6JXOA?%AZ!QB#m_ywsJ9r-*xKuDNZ7p3knNm;~!Xn?^m;1helN83kU8-
z-dY}XPfY<MY-mXS+!bHbaDTauadQ~eC$u@aGQG$mBD3_Jpe8zljwkK`GYgm~`5@}{
z_?gq|bbhQ~=>CdzSkhvh;p8Ym5JGW4E#%AJd9%TA18t?>TE#sFf{5RJd^b2_0|IIn
zUvO6`u60)VSvd)7sdl>%%Y7XSnOF(o3ZgukM1iORr%P=)W9;@hPh-5I_(JLA7bg=Y
zr)daU14CdK{A0`uo6A$E1v&N&KZ-w&AK0YQy~7hPD2|N5i1FwU&9`jPOg)_4(WBuq
zRrc4-e5dr^y;+A%YN%xxjp75kduNu-qh-JoPfdiHFH}06J7R~$hz|LVS$;k$wMG8)
zO00dQawJ3Yn0Tm3;P_acWdhfL<o*WPitB6l3}~%zSZP>M)LLzj*uvpS@?y_xlZY_&
zyWcv0s~3@BIXU&LU^{J%aao$&w~onzt%TTy{+Du+X&T?+$L)KX5c)MxAyz?G<Va+B
z0k|J>ri=36!{2WMG$uOasNGn6dD-4f#<Ve{1$rBy<wkwS+=wT7(S*~M7TfB@lbpwo
zfe>sBOSZ>vk0u_AvbBHg9DL%}la`lFCxju;SRKOj+2CSvlbd-H<}VF3={UBsB-VR|
zFigO#XbGEEdzqsZ^D`Wy?9^RDGKZF7`Ok|E8>RrtC)k3#rglaZ?w+fr+kZ5BM2bbx
z{O%Bh1r$&|WFvrf(aYxRml%0gr+HQd%k);<`<XXWtBY@lfFKssykkxYi3*o*P^)Lp
z+g#KhQeA()cT9N!`?nRo_KN%Y!+TAHjdboN+wsYvtxjWN1OuxZ-K-Na8hthCdE4ua
zABMciDTRT;4zPUjOtDtdom`30H5!KRvo^=>5FhN>c>RpX*@&EA;nzEMXhVppj?<o|
z>VZ9k6uQ;9Nqu8M1g%M2D<?mcI#;_sxo6#l*L6>FT~*vM3<Gps4ij7aZDgLid!<WH
zr!Xu1nr;B(EOWjJTT3xvWaa~n0?AJQ?QbtA-__2Kj9!=)RH~x9?UueHb|NMR#KG_n
z?urcIiD(BZsoq~Vaq~y}s+Zc&0v2u$XjW(QQvt?#b07|c^Mo0ouOm8cki@pwtebTI
zfg+=Z;-hZkm0E?7U|<Uj`B1<sM;9OHgL#m?FX5*NJs>gEGh=gb>PX#lHH=Y#Eif29
zku^2o%IMh<vkUZNSu?gTcwR(?%F2tw(+P=u`%z);5C*0(uvkI)wXIcuz$oK+em-u_
zn#o-kRvBb&e9MO*%Li`JL=mWtt2Xs^KM!c%>%FdRUHrK2?C2eG*jRu+%&U_!ZPp1X
z2g}cj)@k1se5x+dCu8G1Q=l#jB&YGo+)ud<MP~0L-YzgQtd}25<Y0VC5W(Uw5lY6=
zBQTj_YZ<jATMp4+R|WQ|{sorrn_uUz=h=nMoD2^@tH5Rh4ECrWH)r(SGkrQG*8M;w
zYeq<6amoSZ7kqg{3S2SRAJ7HHLJrR5((llc!7e4I?aL-L$je=^#MnQwY(XJ^wx{OH
zvTPr3C;NIIe7Z{img(01>gREo0toOh0tHkDaOG%%Aer&PAc@j%Q5PjiZfGi2SP)*T
z6nKXZAOYS<#&OqrK6om!(*_Db1pxbPx+m&U$?7o6jh(|;4%$-Y=99WF!0-w>9}k9M
zf53&nhKJ9oNq8ECijJA{r<{1}@p86qP(od<&XFXSlToT$M3I2Y7#bLx;n;?zh_R*z
z)y$G+NAyH|O|hTk{>-iE{=GH;F*7ky1!;*W`$GtEX!al|<&&d7{Ir-~z0D$BwrFgv
zU3>Ax0=^>N*zN&laj;23AEejreWqWAA@3m7td24TpP=tb{n#>v&%-f!fo)H@_P$el
z=jaE>kl8CYC7O<#SkE~ts)oQ|z#w$|jq)?CHs5pk%T8Y`sLpPiI*^~1KIkoq;iV`V
z?f0gMRz6Xioya{GD~N84-z$D5R*T9Dj0j)PI6OFMw8X<hDVzQ#>^!4%x(>zx`JV6x
zZOkPkWW^dwm%YY!vt-OasU3LA%6nMW;>p*85EOxTv-SPdi*hM1ueUy8y=!wUFFEaO
zjxB9K{b7Sd!Lev)Sy8Jt%Rm39jauVMUH%G3zn?ERZ8>%-hmNDL7~lg9U^8rp#U1zO
zIn{mN_&~hT+q|f5c2&}r{$K9d0sv5m@Kh>9MJ#TfcK&8l=!vH2p$GRC#oU_}>X)*U
zC(65GK|Trk8UIb@c9q>?Y+clK!R@oE<w~o#?8f3OVWfbw-z?pf76)ZF-v3@#lrp>i
zU2&Zf)@68Vc)~az@O=UgraQzqhpxn`n}LQpoe{|%?Dfmi9?aYpjHwVLZ~~KKO~`8R
zFzbZ+&2N4)zcrt^8Eh4Vbp;{LCt#cG<9A!vjd<ITA4dB<Ie6&3?Ahc~m=+oc6!!}Q
z&X>ZbgD-iAUF;v`@oyV#rBxGshOC^Xl}qifnZa$XV60*?5n{>R%!=JxtoCMP?x$kA
z<)b^BTJ7zZ)G8QYXA6r8rUuS9ae<Fj%2e^3dU;|~wSB9;3da0I6z~*r+rzcr(amYB
z{KYQm6MlDS3=LJUpX-5{g;Y}xLU}#FhD*#RZ=TG9$pZyCZ3{gem@|xz#cU1an<XTQ
z!@kNQeit&53NAVf5e_ar_G!X~7MgBQ9Jb-&)@!~7L2ryI1D3I*I9*z^UMYFKarZm@
zRUNAfq9{Se;M$VhN|*5S@{+!qJ-s34SE5k_k!K^u!v$@Vby)UHruS&|wTCi`QZ+`q
z&+Mw$$QK6$g9#fNn}Zb`5m~l^&mdsd0W}%%O1p?e)0A+Q?{)v0eL{;fPQ`PtGdFB(
zGT6!DSm;KVfQ;{AA6`y{WBl`nHa)$dT9#1LvNCQyRvG>h7L391b364irxic;OiJpH
z>}u?FqKjbz|KB*lD5UIFOLMNJeJVUIiBB(;&y-QWxCnEL13qH&N(JIagUzi+!=IBa
z8Y;^;IPc7T)6P%FC>AgsEGfZalS(u-G~+JLNnqYXV16e{Omt869&&e%?>@0VLHo=^
z64v_oFmxYkW^4$!&Y#k;KC4a9HL!fDs^%4cZPS`xk!{hoJkxkU64-6CDG=C#7#ks~
zI=^e>I7vfGWG${u>mD5O_U!AxsNG)(3u6Qk_x7H-SB=BX;_Ml;m^D&8-yZb&j;+IZ
ziHQY*h>^Efc{aPPF<|P&gX^chxa_JaU-J)yv6%safb<)fc51|@+k-zjPd}VxDisxr
zO&}sxnJh6x09T^a87h|^Eyx^BXZWQoUC3y%TsF1}01)c>UskklZv2k}Cr(x$lJML_
z6d#!3_HU#wj0eR8e6R%k8`0}gP-G+<o^hTuVks%JP_^pk+60W7{bi^L0yr?iWXE{N
zH%II~l}SboH0gi#{(k&l>P&<TO+CJK=VIJ=hbanPtN_Ny)tN_bV!K&URp#c1s#opx
zee?CLo+%H%{i#x<qLB{Ymi~t-b8{h8VMjw(S}WzN6rb_+`oxI~wfC?5^be#3%4Tq>
zUv@9-@{=KSL=I1Q!m+6x*edZ)fRHM};EETA6SW_<Zk@R!5v~cc&JJUZjRda*@oLaa
zb2Nv(CiZ09V1MsHv-2Av-NJtYgjC7@Y<ZWRv+HB)d#an-eua^yS<3&2hp7?j)$=Ro
zqyBqEYMEp-TEC1vXJEYKRqUaQL>vHwR4Lmx7#hfX$Y$6OnxzKhE0Tw3Rbv|oUNGX-
z3fCh$=hN_^PR-Qc8#gFFIz1fG`%i$7s+alViQU<6<?N1VD{^v_#jTITV!sy=F%l^j
z9xw$|TTpet|M8Zuc4V3N1+Qkk?Rj-$PV}boiuDIlX#ZA?5N{3)gHnx{{mkQ4jHZ$M
z_N++5i;S5{uL$PuhyH=JKuf{hrktAcQoUz;>-Lufl!ckMbgM4?CqT&0(Wv=SkFP%7
zUAeTNyqdL;eEZcb)v=N07HADAIy8S-xCco;B-J;fJtolDG2jZeIT8ts1-BG_T#~4k
zn%ufMdDLo7wtsDo)PIiu$a>!ADDJOfVnW6<tM<4OydEA53e7mQ<_0MZ<541dK#xP1
zJrcNi8g-vZ36onNySP>5?9H3ez4~2@us38TWNLuE<M{jPt1j%MB<-A8v{5T>g0yX4
z%hA7NxnHt);|!u9;Pte$jR#%y)11f^zh*8?8PUzE5Jm|$j?t@$I*}Fm1rctlQ<rVa
zuvYoZ*e4<lW1SlLN=Rh*qK!Jc=gYIR^djl7?de5R?=bh=s;|Me$2{lJp`1IeQTW4x
zJgbK)JFVk+h?d2iJ5?@DA2S|{ye!@jB$%kA@{1qBaV2HiXLU#LvrDtZ<uBz4+sGdP
zz(~NMq8UmKzQ~ldn)1o<jQuse>^X{6<Dz3lKwt`{f{q9-75s1qn+%Z<;u9xl)Fc+m
S>^ZFXq`)D{IN9{zyZ-@hf6=)B

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/registered-driver/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree b/research/coupled-provider-independent-audit/custody/5376/registered-driver/eb1a7e9f6b14f6a651f679fbfd9dfb2c23382697.tree
new file mode 100644
index 0000000000000000000000000000000000000000..b07cce843148512e6c0080d9676d6473a8d0ff49
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P8ozcW7yy{9%il9g+#ZeKFf519wyh6uAV)ARC+QW<#Set*0YwcKlQ>({mo!N>W;
zxtdj=svO;2{X&BEa#I-AEe*GoPCfVi=7XNMZZ|TY$F2~GhAMLQ3~>zc^!L+CPD^9B
z!JplhaP8Eprqh!Chjcl_uQ^?ChN<)S3kmXc3Jvk}a|apuFXWTG<c6k|KknPE-1La`
z`y+!jpV5{22Z3$xPYSzh{lK&<C7`l;Qq0T+y4{mtN_{+?UHyVx8Pw!n&zs+^?aeDV
zIqmMsIr-Nw$D}|_^G(c7P0P$lWw5-tupn|qX3sibn>Bv(EVgO-ZP^M{<L4g&G>9Sc
z#)I>QOb??k%5E`eZcYuB)2)|)st9llarS^ZeSw}bQ`pW(6|o&X{KmT9J{~#d8wgbv
z<m%|+>k9JURYB+4;5nUI)0G2%YW~&rNzwnd8>%SSKQzeMHCQjJI6sf!^29#^X_=2S
zV%riJx@u#)&ivZ;9}<s=MJ1VOiOD6!47G(-V!{gdZSLucDQ)9jrEse-xE^X&VrdC5
z7K>98i;^=y*6P3Tsy5j8C@<k0-;wf&DX%3Ak6wcqmz)YRFEcq2lzLWf;R(9+ndRDI
z^=tvz;LYqSXFHWbl%?b+7c*#a#m~NWH$r*p3ck9^$?Y0H7qxUjq|@??auahH3MKUW
z*mI^Ro5tULwck~mXYGrl>mUkpOLIzq3AG?qH@_$|Ju^?YD7B=tD39Sy1n&YBsmoPA
zU->!Sy>s_yyWHj$h>pB`kc*VEzL&=ZzRuZhpWzuXt-oAP<XJLAz96wAIRmI-%Kl%G
z&3|9^KfU_+Ymdj_H;J2;_(N0_rKY78rRF6A6+OB4P<H1ZOP6!y*Ej24JiJ!vqSOJH
zB1kAPJo7*5I9<Gfqa;lFtbOKVSC9DhA0SGKlZ!G7fZ=_W)8yAH;X?<nYx&)+4{i^2
zJhv_mq5|krpuF*)>W12vFV-j9eLUj2=;Oh!4OuJ@`O<>olA_eaT!tsUmPyhPk2VMX
P6sVrRu;AK?EB|Bwx}$^h

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/registered-driver/research_package.py b/research/coupled-provider-independent-audit/custody/5376/registered-driver/research_package.py
new file mode 100644
index 0000000000..ef9b52c392
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/registered-driver/research_package.py
@@ -0,0 +1,1022 @@
+#!/usr/bin/env python3
+"""Validate and replay explicitly registered research packages, never every verify.py.
+
+Douglas Colkitt, with OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import errno
+from contextlib import closing, contextmanager
+from itertools import chain
+import hashlib
+import importlib.metadata
+import json
+import os
+from pathlib import Path, PurePosixPath
+import re
+import signal
+import stat
+import subprocess
+import sys
+import tempfile
+import threading
+
+ROOT = Path(__file__).resolve().parents[1]
+GIT_BLOB_RESPONSE_TIMEOUT = 90
+
+
+def require(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def canonical_relative_path(name):
+    # Git's changed paths use one repository-relative POSIX spelling. Accepting
+    # aliases here would let a declared input evade the planner's exact match.
+    require(isinstance(name, str), "canonical relative path must be a string")
+    path = PurePosixPath(name)
+    require(bool(path.parts) and not path.is_absolute() and ".." not in path.parts
+            and "\\" not in name and path.as_posix() == name,
+            "use a canonical repository-relative POSIX path: " + name)
+    return path
+
+
+def symlink_free_relative_path(root, name):
+    """Reject symlink components without requiring a deleted input to exist.
+
+    Git reports changes under the target's path, not a symlink alias declared
+    by its consumer. Inspect existing components below the repository root;
+    the checkout must remain stable during planning, validation and replay.
+    """
+    parts = canonical_relative_path(name).parts
+    current = root
+    for part in parts:
+        current = current / part
+        try:
+            mode = current.lstat().st_mode
+        except (FileNotFoundError, NotADirectoryError):
+            break
+        require(not stat.S_ISLNK(mode), "symlink in repository-relative path: " + name)
+    return root / name
+
+
+def relative_file(root, name):
+    result = symlink_free_relative_path(root, name)
+    require(result.resolve().is_relative_to(root.resolve()) and result.is_file(),
+            "missing or external file: " + name)
+    return result
+
+
+# Adapted from the package-local policy in
+# research/t74-2530-source-partner-audit/audit_common.py (Apache-2.0).
+# Keep repository configuration and linked-worktree .git discovery intact;
+# inherited shell overrides must not choose a different repository or index.
+_GIT_REDIRECT_VARS = frozenset((
+    "GIT_DIR", "GIT_WORK_TREE", "GIT_INDEX_FILE", "GIT_OBJECT_DIRECTORY",
+    "GIT_ALTERNATE_OBJECT_DIRECTORIES", "GIT_NAMESPACE", "GIT_CEILING_DIRECTORIES",
+    "GIT_COMMON_DIR", "GIT_CONFIG_PARAMETERS", "GIT_CONFIG_COUNT",
+))
+_GIT_CONFIG_PREFIXES = ("GIT_CONFIG_KEY_", "GIT_CONFIG_VALUE_")
+
+
+def git_source_env():
+    """Use cwd's repository and stored objects, without changing the parent.
+
+    Git can ignore cwd when inherited selection variables point elsewhere.
+    Config-injection variables can also redirect worktree/index operations.
+    This policy is only for Git metadata/source subprocesses, not verifiers.
+    """
+    env = {name: value for name, value in os.environ.items()
+           if name not in _GIT_REDIRECT_VARS and not name.startswith(_GIT_CONFIG_PREFIXES)}
+    # Replacement refs can report an original ID while returning other bytes.
+    env["GIT_NO_REPLACE_OBJECTS"] = "1"
+    return env
+
+
+def git(root, *args):
+    return subprocess.run(["git", *args], cwd=root, env=git_source_env(),
+                          capture_output=True, check=True).stdout
+
+
+def tracked_input_paths(root):
+    """Use HEAD spelling, never case folding, filesystem resolution or the index.
+
+    Staged/untracked files are not replay inputs until committed. NUL framing
+    preserves Git filenames containing whitespace, including CR and LF.
+    """
+    raw = subprocess.run(
+        ["git", "ls-tree", "-r", "--name-only", "-z", "HEAD"], cwd=root, env=git_source_env(),
+        capture_output=True, check=True, timeout=30).stdout
+    return frozenset(name.decode("utf-8") for name in raw.split(b"\0") if name)
+
+
+def require_tracked_input(name, paths):
+    canonical_relative_path(name)
+    require(name in paths, "use an exact Git-tracked input path from HEAD: " + name)
+
+
+def git_source_rows(root, base, names):
+    """Read one pinned object at a time through one Git process; no persistent cache.
+
+    Each request is consumed before the next is sent. This avoids pipe deadlocks
+    and retains the old one-blob memory bound, even for large source archives.
+    Newline paths and non-blob objects retain the legacy Git-show semantics.
+    The caller must close this generator if source validation fails mid-stream.
+    """
+    with subprocess.Popen(["git", "cat-file", "--batch"], cwd=root, env=git_source_env(),
+                          stdin=subprocess.PIPE, stdout=subprocess.PIPE,
+                          stderr=subprocess.PIPE) as process:
+        try:
+            for name in names:
+                expression = base + ":" + name
+                if "\n" in expression or "\r" in expression:
+                    yield git(root, "rev-parse", expression).decode().strip(), git(root, "show", expression)
+                    continue
+                process.stdin.write(expression.encode("utf-8") + b"\n")
+                process.stdin.flush()
+                header = process.stdout.readline().rstrip(b"\n").split(b" ")
+                require(len(header) == 3 and re.fullmatch(rb"[0-9a-f]{40,64}", header[0])
+                        and header[2].isdigit(), "missing or invalid Git source: " + name)
+                size = int(header[2])
+                payload = process.stdout.read(size)
+                require(len(payload) == size and process.stdout.read(1) == b"\n",
+                        "truncated Git source: " + name)
+                if header[1] != b"blob":
+                    payload = git(root, "show", expression)
+                yield header[0].decode("ascii"), payload
+            process.stdin.close()
+            code = process.wait(timeout=90)
+            require(code == 0, "Git source reader failed: " + process.stderr.read().decode("utf-8", errors="replace"))
+        finally:
+            if not process.stdin.closed:
+                process.stdin.close()
+            if process.poll() is None:
+                try:
+                    process.wait(timeout=5)
+                except subprocess.TimeoutExpired:
+                    process.kill()
+                    process.wait()
+
+
+class _UnsupportedNulBatch(Exception):
+    """Git rejected the initial NUL-mode request before yielding any source."""
+
+
+def _closed_stdin_error(error):
+    # Windows can report EINVAL instead of EPIPE when a child closes stdin.
+    # This classifies the pipe error only; the retry still requires exit 129.
+    return (isinstance(error, BrokenPipeError)
+            or (os.name == "nt" and error.errno == errno.EINVAL))
+
+
+def _stop_git_blob_process(process):
+    """Stop this reader's owned POSIX group even after its leader exits."""
+    try:
+        if os.name == "posix":
+            # Reap an exited leader first: signaling a group containing only
+            # its unreaped zombie can report EPERM on macOS. A surviving
+            # descendant keeps the group alive after the leader is reaped.
+            process.poll()
+            os.killpg(process.pid, signal.SIGKILL)
+        else:
+            process.kill()
+    except ProcessLookupError:
+        pass
+
+
+@contextmanager
+def _git_blob_response_deadline(stop):
+    """Bound one response, excluding time spent by its consumer.
+
+    On POSIX the reader owns a session: ordinary descendants retaining a pipe
+    are stopped with the leader. Escaped sessions and separate git() calls are
+    outside this contract; non-POSIX retains the direct-child deadline.
+    """
+    expired = threading.Event()
+
+    def terminate():
+        expired.set()
+        stop()
+
+    timer = threading.Timer(GIT_BLOB_RESPONSE_TIMEOUT, terminate)
+    timer.start()
+    try:
+        yield
+    finally:
+        timer.cancel()
+        timer.join()
+        if expired.is_set():
+            raise subprocess.TimeoutExpired("git cat-file blob response", GIT_BLOB_RESPONSE_TIMEOUT)
+
+
+def _git_blob_batch(root, specs, nul):
+    argv = ["git", "cat-file", "--batch"] + (["-z"] if nul else [])
+    # Usage diagnostics from the unsupported-option probe are expected. Avoid
+    # a second pipe that could block while we consume the framed stdout reply.
+    with subprocess.Popen(argv, cwd=root, env=git_source_env(), stdin=subprocess.PIPE,
+                          stdout=subprocess.PIPE, stderr=subprocess.DEVNULL,
+                          start_new_session=(os.name == "posix")) as process:
+        stopped = False
+
+        def stop():
+            nonlocal stopped
+            if not stopped:
+                _stop_git_blob_process(process)
+                stopped = True
+
+        try:
+            for index, spec in enumerate(specs):
+                require("\0" not in spec, "invalid Git object request")
+                request = spec
+                if not nul and ("\n" in spec or "\r" in spec):
+                    # Resolve one literal argument, never split a path into requests.
+                    request = git(root, "rev-parse", "--verify", "--end-of-options", spec).decode("ascii").strip()
+                    require(re.fullmatch(r"[0-9a-f]{40,64}", request), "invalid Git object ID")
+                with _git_blob_response_deadline(stop):
+                    try:
+                        process.stdin.write(request.encode("utf-8") + (b"\0" if nul else b"\n"))
+                        process.stdin.flush()
+                    except OSError as exc:
+                        if not _closed_stdin_error(exc):
+                            raise
+                        header = b""
+                    else:
+                        header = process.stdout.readline()
+                    if nul and index == 0 and not header and process.wait(timeout=90) == 129:
+                        raise _UnsupportedNulBatch(spec)
+                    fields = header.rstrip(b"\n").split(b" ")
+                    require(len(fields) == 3 and re.fullmatch(rb"[0-9a-f]{40,64}", fields[0])
+                            and fields[1] == b"blob" and fields[2].isdigit(),
+                            "missing or non-blob Git source: " + spec)
+                    size = int(fields[2])
+                    pinned = process.stdout.read(size)
+                    require(len(pinned) == size and process.stdout.read(1) == b"\n",
+                            "incomplete Git blob response: " + spec)
+                yield fields[0].decode("ascii"), pinned
+            process.stdin.close()
+            require(process.wait(timeout=90) == 0, "Git source reader failed")
+        finally:
+            # Terminate ordinary descendants before closing buffered pipes. This
+            # also covers successful leader exit and an early generator close.
+            if os.name == "posix":
+                stop()
+            # Option rejection can close stdin before our first write/flush.
+            try:
+                process.stdin.close()
+            except OSError as exc:
+                if not _closed_stdin_error(exc):
+                    raise
+            process.stdout.close()
+            if process.poll() is None:
+                try:
+                    process.wait(timeout=5)
+                except subprocess.TimeoutExpired:
+                    process.kill()
+                    process.wait()
+
+
+def git_blobs(root, specs):
+    """Stream exact blobs, retaining the one-process NUL protocol on newer Git.
+
+    Git without -z rejects it with usage status 129. Retry only before any
+    response, replaying the consumed first request through the line protocol.
+    The fallback resolves CR/LF paths to object IDs before requesting content.
+    The caller must close this iterator if validation stops before exhaustion.
+    """
+    specs = iter(specs)
+    sentinel = object()
+    first = next(specs, sentinel)
+    if first is sentinel:
+        return
+    with closing(_git_blob_batch(root, chain((first,), specs), nul=True)) as rows:
+        try:
+            yield from rows
+        except _UnsupportedNulBatch as exc:
+            with closing(_git_blob_batch(root, chain((exc.args[0],), specs), nul=False)) as legacy:
+                yield from legacy
+
+
+def meaningful(value):
+    return isinstance(value, str) and bool(value.strip()) and not re.search(r"\bTODO\b", value, re.I)
+
+
+def brief(value):
+    text = json.dumps(value, ensure_ascii=True, sort_keys=True)
+    return text if len(text) <= 120 else text[:117] + "..."
+
+
+def require_key(mapping, key, where, shape=None):
+    """Name the missing key and its expected shape instead of a bare KeyError."""
+    require(isinstance(mapping, dict),
+            where + " must be a JSON object; found " + type(mapping).__name__ + ": " + brief(mapping))
+    require(key in mapping, where + "." + key + " is missing"
+            + ("; expected " + shape if shape else ""))
+    return mapping[key]
+
+
+def require_text(mapping, key, where, shape="a non-empty string without TODO"):
+    """Name the key and distinguish missing, wrong-shaped and weak values."""
+    require(isinstance(mapping, dict),
+            where + " must be a JSON object; found " + type(mapping).__name__ + ": " + brief(mapping))
+    require(key in mapping, where + "." + key + " is missing; expected " + shape)
+    value = mapping[key]
+    require(isinstance(value, str) and meaningful(value),
+            where + "." + key + " must be " + shape + "; found " + type(value).__name__ + ": " + brief(value))
+
+
+def card_differences(own, pinned):
+    """Name every key by which a TASK.json original_card differs from its pin."""
+    if not isinstance(own, dict):
+        return "TASK.json original_card is " + type(own).__name__ + ", expected a JSON object"
+    details = []
+    missing = [key for key in pinned if key not in own]
+    extra = [key for key in own if key not in pinned]
+    if missing:
+        details.append("missing keys: " + ", ".join(missing))
+    if extra:
+        details.append("unexpected keys: " + ", ".join(extra))
+    for key in (key for key in pinned if key in own and own[key] != pinned[key]):
+        details.append(key + " differs (TASK.json: " + brief(own[key]) + "; pinned: " + brief(pinned[key]) + ")")
+    return "; ".join(details) or "cards compare unequal without a key difference"
+
+
+def source_pin(row, base):
+    """Resolve one SOURCES.json row to its exact Git object expression.
+
+    Rows without an explicit pin keep the historical base_commit:<path> form.
+    A file vendored from a pull-request head is pinned exactly with
+    head:<40-hex sha>:<path>, so its bytes resolve at that commit, not at the
+    package base. An explicit but unparseable pin fails closed.
+    """
+    name = row["path"]
+    pin = row.get("pin")
+    if pin is None:
+        return base + ":" + name
+    if pin == "base_commit:" + name:
+        return base + ":" + name
+    # Git filenames can contain LF; it is part of the exact path, not a delimiter.
+    match = re.fullmatch(r"head:([0-9a-f]{40}):(.+)", pin, re.DOTALL) if isinstance(pin, str) else None
+    if match is not None and match.group(2) == name:
+        return match.group(1) + ":" + name
+    raise ValueError("SOURCES.json pin for " + name + " is not a supported pin form: " + brief(pin)
+                     + "; accepted pin forms are base_commit:<path> and head:<40-hex sha>:<path>")
+
+
+def validate(root, package, check_pins=True):
+    parts = PurePosixPath(package).parts
+    require(len(parts) == 2 and parts[0] == "research" and re.fullmatch(r"[a-z0-9][a-z0-9-]*", parts[1]),
+            "package must be research/<slug>")
+    data = {}
+    for name in ("TASK.json", "SOURCES.json", "VERIFY.json"):
+        data[name] = json.loads(relative_file(root, package + "/" + name).read_text(encoding="utf-8"))
+        version = require_key(data[name], "schema_version", name)
+        require(version == 1, name + ".schema_version must be 1; found " + brief(version))
+    task, sources, manifest = (data[n] for n in ("TASK.json", "SOURCES.json", "VERIFY.json"))
+    scope_status = require_key(task, "scope_status", "TASK.json", "unchanged, refined or changed")
+    require(scope_status in ("unchanged", "refined", "changed"),
+            "TASK.json.scope_status must be unchanged, refined or changed; found " + brief(scope_status))
+    for field in ("actual_scope", "bottleneck_link", "stop_rule", "evidence", "author", "ai_assistance"):
+        require_text(task, field, "TASK.json")
+    if scope_status == "unchanged":
+        question = require_key(require_key(task, "original_card", "TASK.json",
+                                           "the pinned catalogue card object"),
+                               "question", "TASK.json.original_card")
+        require(task["actual_scope"] == question,
+                "different wording/scope requires refined or changed plus a reason"
+                + " (TASK.json.actual_scope " + brief(task["actual_scope"])
+                + " differs from TASK.json.original_card.question " + brief(question) + ")")
+    else:
+        require_text(task, "scope_change_reason", "TASK.json",
+                     "a non-empty string without TODO explaining the scope refinement/change")
+    outcome = require_key(task, "outcome", "TASK.json",
+                          "partial, completed, blocked or negative-result")
+    require(outcome in ("partial", "completed", "blocked", "negative-result"),
+            "TASK.json.outcome must be partial, completed, blocked or negative-result; found " + brief(outcome))
+    questions = task.get("open_questions")
+    require(isinstance(questions, list),
+            "TASK.json.open_questions must be a list; found " + type(questions).__name__ + ": " + brief(questions))
+    if not questions:
+        require_text(task, "no_open_questions_reason", "TASK.json",
+                     "a non-empty string without TODO explaining an empty next-question list")
+    for position, question in enumerate(questions):
+        for field in ("question", "why_it_matters", "first_step", "blocked_by"):
+            require_text(question, field, "TASK.json.open_questions[" + str(position) + "]")
+    readme = relative_file(root, package + "/README.md").read_text(encoding="utf-8")
+    require("## Open next questions" in readme, "README.md needs an \"## Open next questions\" section")
+    status = require_key(manifest, "status", "VERIFY.json")
+    require(status == "ready",
+            "VERIFY.json.status must be \"ready\"; complete the draft before requesting replay; found " + brief(status))
+    python = require_key(manifest, "python", "VERIFY.json")
+    require(python == "3.12",
+            "VERIFY.json.python must be \"3.12\" (generic replay currently uses Python 3.12); found " + brief(python))
+    requirements = manifest.get("requirements", [])
+    require(isinstance(requirements, list),
+            "VERIFY.json.requirements must be a list of exact \"name==version\" pins; found "
+            + type(requirements).__name__ + ": " + brief(requirements))
+    require(len(requirements) == len(set(requirements)), "VERIFY.json.requirements must not repeat a pin")
+    for item in requirements:
+        require(isinstance(item, str)
+                and re.fullmatch(r"(?:numpy|sympy|scipy)==[0-9]+(?:\.[0-9]+){1,2}", item),
+                "generic CI supports exact numpy/sympy/scipy pins; use a dedicated workflow for other environments"
+                + "; offending entry: " + brief(item))
+    names = [item.split("==")[0] for item in requirements]
+    require(len(names) == len(set(names)), "declare only one version per dependency")
+    # Validation already treats an omitted list as empty; execution must receive
+    # that same default without rewriting the contributor's manifest on disk.
+    manifest["requirements"] = requirements
+    commands = manifest.get("commands")
+    require(isinstance(commands, list) and 1 <= len(commands) <= 8,
+            "VERIFY.json.commands must be a list of 1..8 explicit verification commands; found "
+            + type(commands).__name__ + ": " + brief(commands))
+    total = 0
+    for position, command in enumerate(commands):
+        path = "VERIFY.json.commands[" + str(position) + "]"
+        require(isinstance(command, dict),
+                path + " must be a JSON object; found " + type(command).__name__ + ": " + brief(command))
+        argv = command.get("argv")
+        require(isinstance(argv, list) and len(argv) >= 2 and all(isinstance(a, str) for a in argv),
+                path + ".argv must be a list of at least 2 strings; found " + brief(argv))
+        require(argv[0] == "{python}", path + ".argv must explicitly use {python}; no implicit shell")
+        require_text(command, "checks", path, "a non-empty string without TODO describing command coverage")
+        seconds = command.get("timeout_seconds")
+        require(type(seconds) is int,
+                path + ".timeout_seconds must be an integer number of seconds; found "
+                + type(seconds).__name__ + ": " + brief(seconds))
+        require(1 <= seconds <= 600,
+                path + ".timeout_seconds " + str(seconds)
+                + (" exceeds the 600 s per-command cap" if seconds > 600
+                   else " is below the 1 s per-command minimum"))
+        total += seconds
+    require(total <= 1200, "declared replay budget " + str(total)
+            + " s (sum of timeout_seconds) exceeds the 1200 s total cap"
+            + "; use a dedicated job for larger checks")
+    inputs = manifest.get("inputs")
+    require(isinstance(inputs, list),
+            "VERIFY.json.inputs must be a list of canonical repository-relative paths; found "
+            + type(inputs).__name__ + ": " + brief(inputs))
+    tracked = tracked_input_paths(root)
+    for name in inputs:
+        symlink_free_relative_path(root, name)
+        require_tracked_input(name, tracked)
+        relative_file(root, name)
+    files = require_key(sources, "files", "SOURCES.json")
+    require(files, "SOURCES.json.files is empty; declare the source inventory")
+    base = require_key(sources, "base_commit", "SOURCES.json", "a 40-64 hex string pinning an exact base commit")
+    require(isinstance(base, str) and re.fullmatch(r"[0-9a-f]{40,64}", base),
+            "SOURCES.json.base_commit must be a 40-64 hex string pinning an exact base commit; found " + brief(base))
+    task_base = require_key(task, "base_commit", "TASK.json",
+                            "a 40-64 hex string equal to SOURCES.json.base_commit")
+    require(task_base == base, "TASK.json.base_commit " + brief(task_base)
+            + " must equal SOURCES.json.base_commit " + brief(base))
+    for row in files:
+        require(isinstance(row, dict) and isinstance(row.get("path"), str),
+                "SOURCES.json.files rows must be JSON objects with a string path; offending row: " + brief(row))
+        require(row.get("usage") in ("input", "provenance"),
+                "SOURCES.json.files row " + row["path"] + " must declare usage \"input\" or \"provenance\"; found "
+                + brief(row.get("usage")))
+    undeclared = sorted({r["path"] for r in sources["files"] if r["usage"] == "input"} - set(inputs))
+    require(not undeclared,
+            "every SOURCES.json files row with usage \"input\" must also be declared in VERIFY.json inputs"
+            + " (they drive CI invalidation); undeclared: " + ", ".join(undeclared))
+    if check_pins:
+        catalog_name = "docs/research/agent-task-catalog.json"
+        require(catalog_name in {r["path"] for r in sources["files"]},
+                "SOURCES.json.files must pin the originating task catalogue " + catalog_name
+                + " (a provenance row pinned at base_commit)")
+        names = [r["path"] for r in sources["files"]]
+        for name in names:
+            p = PurePosixPath(name)
+            require(not p.is_absolute() and ".." not in p.parts, "invalid source path")
+        specs = [source_pin(row, sources["base_commit"]) for row in sources["files"]]
+        require(all(spec == sources["base_commit"] + ":" + catalog_name
+                    for name, spec in zip(names, specs) if name == catalog_name),
+                "originating task catalogue must be pinned at base_commit")
+        with closing(git_blobs(root, specs)) as objects:
+            for index, (obj, pinned) in enumerate(objects):
+                row = sources["files"][index]
+                name = row["path"]
+                require(obj == row["git_blob"], "source blob provenance mismatch: " + name)
+                require(hashlib.sha256(pinned).hexdigest() == row["sha256"], "source SHA256 provenance mismatch: " + name)
+                if row["usage"] == "input":
+                    require(pinned == relative_file(root, name).read_bytes(), "working source drift: " + name)
+                if name == catalog_name:
+                    catalog = json.loads(pinned)
+        cards = [t for tr in catalog["tracks"] for t in tr["tasks"] if t["id"] == task["task_id"]]
+        require(len(cards) == 1,
+                "TASK.json task_id " + brief(task["task_id"]) + " matches " + str(len(cards))
+                + " cards in pinned " + catalog_name + " at base_commit " + sources["base_commit"]
+                + "; need exactly one")
+        original_card = require_key(task, "original_card", "TASK.json",
+                                    "the pinned catalogue card object (copy --print-card output verbatim)")
+        if original_card != cards[0]:
+            raise ValueError("original card in TASK.json must equal the pinned catalogue card object exactly; "
+                             "copy it verbatim from " + catalog_name + " at base_commit " + sources["base_commit"]
+                             + ": " + card_differences(original_card, cards[0]))
+    return task, manifest
+
+
+def catalogue_card(root, package, task_id):
+    """The exact original_card object a hand-authored TASK.json must copy.
+
+    Reads the catalogue blob pinned at the package base commit, never the
+    working tree, because validate() compares original_card against that pin.
+    """
+    sources = json.loads(relative_file(root, package + "/SOURCES.json").read_text(encoding="utf-8"))
+    name = "docs/research/agent-task-catalog.json"
+    rows = require_key(sources, "files", "SOURCES.json")
+    row = next((r for r in rows if isinstance(r, dict) and r.get("path") == name), None)
+    require(row is not None, "SOURCES.json.files must pin the originating task catalogue " + name)
+    base = require_key(sources, "base_commit", "SOURCES.json", "a 40-64 hex string pinning an exact base commit")
+    spec = source_pin(row, base)
+    require(spec == base + ":" + name, "originating task catalogue must be pinned at base_commit")
+    catalog = json.loads(git(root, "show", spec))
+    cards = [t for tr in catalog["tracks"] for t in tr["tasks"] if t["id"] == task_id]
+    require(len(cards) == 1,
+            "task_id " + brief(task_id) + " matches " + str(len(cards))
+            + " cards in pinned " + name + " at base_commit " + base + "; need exactly one")
+    return cards[0]
+
+
+_WINDOWS_GATE = r"""
+import ctypes
+from ctypes import wintypes
+import json
+import subprocess
+import sys
+api = ctypes.WinDLL('kernel32', use_last_error=True)
+api.OpenEventW.argtypes = [wintypes.DWORD, wintypes.BOOL, wintypes.LPCWSTR]
+api.OpenEventW.restype = wintypes.HANDLE
+api.WaitForSingleObject.argtypes = [wintypes.HANDLE, wintypes.DWORD]
+api.WaitForSingleObject.restype = wintypes.DWORD
+api.CloseHandle.argtypes = [wintypes.HANDLE]
+api.CloseHandle.restype = wintypes.BOOL
+event = api.OpenEventW(0x00100000, False, sys.argv[1])
+if not event:
+    raise ctypes.WinError(ctypes.get_last_error())
+try:
+    if api.WaitForSingleObject(event, 30000) != 0:
+        raise RuntimeError('replay ownership gate was not released')
+finally:
+    api.CloseHandle(event)
+# No verification command or descendant starts until the parent owns this job.
+sys.exit(subprocess.call(json.loads(sys.argv[2])))
+"""
+
+def run_windows_command(argv, cwd, timeout, env):
+    """Own ordinary verification descendants even after their leader exits.
+
+    The gated launcher joins a kill-on-close Job Object before it may spawn
+    the requested command. A late taskkill cannot recover an exited leader's
+    tree. Job handles are not inherited and breakaway is not enabled.
+    """
+    import ctypes
+    from ctypes import wintypes
+    import time
+    import uuid
+
+    class BasicLimits(ctypes.Structure):
+        _fields_ = [("ProcessTime", ctypes.c_int64), ("JobTime", ctypes.c_int64),
+                    ("Flags", wintypes.DWORD), ("MinWorkingSet", ctypes.c_size_t),
+                    ("MaxWorkingSet", ctypes.c_size_t), ("ActiveProcessLimit", wintypes.DWORD),
+                    ("Affinity", ctypes.c_size_t), ("Priority", wintypes.DWORD),
+                    ("Scheduling", wintypes.DWORD)]
+
+    class IOCounts(ctypes.Structure):
+        _fields_ = [(name, ctypes.c_uint64) for name in
+                    ("ReadOps", "WriteOps", "OtherOps", "ReadBytes", "WriteBytes", "OtherBytes")]
+
+    class ExtendedLimits(ctypes.Structure):
+        _fields_ = [("Basic", BasicLimits), ("IO", IOCounts),
+                    ("ProcessMemory", ctypes.c_size_t), ("JobMemory", ctypes.c_size_t),
+                    ("PeakProcessMemory", ctypes.c_size_t), ("PeakJobMemory", ctypes.c_size_t)]
+
+    class Accounting(ctypes.Structure):
+        _fields_ = [(name, ctypes.c_int64) for name in
+                    ("UserTime", "KernelTime", "PeriodUserTime", "PeriodKernelTime")] + [
+                    (name, wintypes.DWORD) for name in
+                    ("PageFaults", "TotalProcesses", "ActiveProcesses", "TerminatedProcesses")]
+
+    api = ctypes.WinDLL("kernel32", use_last_error=True)
+
+    def native(name, result, *arguments):
+        fn = getattr(api, name)
+        fn.restype, fn.argtypes = result, arguments
+        return fn
+
+    handle, dword, boolean = wintypes.HANDLE, wintypes.DWORD, wintypes.BOOL
+    create_job = native("CreateJobObjectW", handle, ctypes.c_void_p, wintypes.LPCWSTR)
+    set_info = native("SetInformationJobObject", boolean, handle, ctypes.c_int, ctypes.c_void_p, dword)
+    assign = native("AssignProcessToJobObject", boolean, handle, handle)
+    terminate = native("TerminateJobObject", boolean, handle, wintypes.UINT)
+    query = native("QueryInformationJobObject", boolean, handle, ctypes.c_int,
+                   ctypes.c_void_p, dword, ctypes.c_void_p)
+    create_event = native("CreateEventW", handle, ctypes.c_void_p, boolean, boolean, wintypes.LPCWSTR)
+    set_event = native("SetEvent", boolean, handle)
+    close = native("CloseHandle", boolean, handle)
+
+    def checked(ok):
+        if not ok:
+            raise ctypes.WinError(ctypes.get_last_error())
+        return ok
+
+    job = checked(create_job(None, None))
+    event, process, assigned = None, None, False
+    try:
+        limits = ExtendedLimits()
+        limits.Basic.Flags = 0x2000  # JOB_OBJECT_LIMIT_KILL_ON_JOB_CLOSE
+        checked(set_info(job, 9, ctypes.byref(limits), ctypes.sizeof(limits)))
+        name = "Local\\research-replay-" + uuid.uuid4().hex
+        event = checked(create_event(None, True, False, name))
+        # A name collision must not attach to an already-signaled event.
+        if ctypes.get_last_error() == 183:
+            raise ValueError("replay ownership gate name already exists")
+        process = subprocess.Popen(
+            # The gate itself must not run sitecustomize/PYTHONPATH startup
+            # code before ownership. The requested command retains env/argv.
+            # Windows accepts Unicode argv directly. ASCII JSON escaping can
+            # expand an otherwise valid command past its UTF-16 launch limit.
+            [sys.executable, "-I", "-S", "-c", _WINDOWS_GATE, name,
+             json.dumps(argv, ensure_ascii=False)],
+            cwd=cwd, env=env, start_new_session=True)
+        checked(assign(job, int(process._handle)))
+        assigned = True
+        checked(set_event(event))
+        try:
+            return process.wait(timeout=timeout)
+        except subprocess.TimeoutExpired:
+            raise ValueError("verification timed out") from None
+    finally:
+        try:
+            if process is not None:
+                if assigned:
+                    checked(terminate(job, 1))
+                    # Termination is asynchronous. Require the job to report
+                    # no active processes before releasing its ownership handle.
+                    deadline = time.monotonic() + 10
+                    while True:
+                        state = Accounting()
+                        checked(query(job, 1, ctypes.byref(state), ctypes.sizeof(state), None))
+                        if not state.ActiveProcesses:
+                            break
+                        if time.monotonic() >= deadline:
+                            raise ValueError("verification process cleanup timed out")
+                        time.sleep(0.01)
+                elif process.poll() is None:
+                    # Assignment failed before the gate opened: no command child
+                    # exists, so only this known gated launcher needs stopping.
+                    process.kill()
+                process.wait(timeout=10)
+        finally:
+            try:
+                if event:
+                    checked(close(event))
+            finally:
+                checked(close(job))
+
+def run_command(argv, cwd, timeout):
+    # Assertion checks must not disappear because of the caller's environment.
+    # Keep explicit manifest options (including deliberate -O controls) intact.
+    # PYTHONPATH precedes the standard library on a child's sys.path, so a stray
+    # same-named module could end a verifier with exit code 0 before any check.
+    env = os.environ.copy()
+    env.pop("PYTHONOPTIMIZE", None)
+    # Ambient inspection can turn a verifier exception into a successful REPL
+    # exit at terminal EOF. Keep explicit -i and the caller's stdin unchanged.
+    env.pop("PYTHONINSPECT", None)
+    env.pop("PYTHONPATH", None)
+    if os.name == "nt":
+        code = run_windows_command(argv, cwd, timeout, env)
+        require(code == 0, f"verification command exited {code}")
+        return
+    previous_handler = None
+    terminating = False
+    waiting = False
+    process = None
+
+    def terminate(signum, frame):
+        nonlocal terminating
+        if not terminating:
+            terminating = True
+            # Only interrupt the protected wait. Launch/assignment and cleanup
+            # defer delivery; repeated signals cannot interrupt group cleanup.
+            if waiting:
+                raise SystemExit(128 + signum)
+
+    # Own a group for POSIX cleanup of this command and its descendants.
+    try:
+        if (threading.current_thread() is threading.main_thread()
+                and signal.getsignal(signal.SIGTERM) == signal.SIG_DFL):
+            previous_handler = signal.SIG_DFL
+            signal.signal(signal.SIGTERM, terminate)
+        if terminating:
+            raise SystemExit(143)
+        process = subprocess.Popen(argv, cwd=cwd, env=env, start_new_session=True)
+        try:
+            try:
+                waiting = True
+                if terminating:
+                    raise SystemExit(143)
+                code = process.wait(timeout=timeout)
+            finally:
+                waiting = False
+        except subprocess.TimeoutExpired:
+            raise ValueError("verification timed out") from None
+        require(code == 0, f"verification command exited {code}")
+    finally:
+        try:
+            if process is not None:
+                if hasattr(os, "killpg"):
+                    # The leader may have exited while descendants hold its group.
+                    try:
+                        os.killpg(process.pid, signal.SIGKILL)
+                    except ProcessLookupError:
+                        pass
+                elif process.poll() is None:
+                    subprocess.run(["taskkill", "/F", "/T", "/PID", str(process.pid)], capture_output=True)
+                process.wait()
+        finally:
+            if previous_handler is not None:
+                signal.signal(signal.SIGTERM, previous_handler)
+    if terminating:
+        raise SystemExit(143)
+
+
+def isolated_python_argv(argv, cache_directory):
+    """Place our cache option after interpreter flags, before the entry point.
+
+    -B prevents writes, not reads of existing .pyc files. A fresh namespace
+    keeps preexisting source-adjacent and externally configured caches out of
+    this registered interpreter. It is not inherited by child interpreters.
+    """
+    require(argv and argv[0] == sys.executable, "cache isolation requires the registered Python interpreter")
+    index = 1
+    options = [argv[0]]
+    while index < len(argv):
+        option = argv[index]
+        if option in ("-", "--") or not option.startswith("-"):
+            break
+        if option == "--check-hash-based-pycs":
+            require(index + 1 < len(argv), "missing Python hash-cache option argument")
+            options.extend(argv[index:index + 2])
+            index += 2
+            continue
+        if option.startswith("--"):
+            options.append(option)
+            index += 1
+            continue
+        # Python permits combined short flags, attached -c/-m payloads, and
+        # attached or separate -W/-X arguments. Stop scanning an option once
+        # its argument begins: letters inside that argument are not flags.
+        entry = False
+        consumed = 1
+        replace_cache = False
+        for offset, flag in enumerate(option[1:], start=1):
+            if flag in "cm":
+                entry = True
+                break
+            if flag in "WX":
+                if offset == len(option) - 1:
+                    require(index + 1 < len(argv), "missing Python interpreter option argument")
+                    consumed = 2
+                value = argv[index + 1] if consumed == 2 else option[offset + 1:]
+                if flag == "X" and value.split("=", 1)[0] == "pycache_prefix":
+                    replace_cache = True
+                    if offset > 1:
+                        options.append(option[:offset])
+                break
+        if entry:
+            break
+        if not replace_cache:
+            options.extend(argv[index:index + consumed])
+        index += consumed
+    # CPython's effective prefix can use the first duplicate -X value even
+    # when sys._xoptions shows the last. Remove only earlier cache-prefix
+    # settings; script arguments remain untouched, even when spelled -X.
+    return [*options, "-X", "pycache_prefix=" + str(cache_directory), *argv[index:]]
+
+
+def run_python_replay(argv, cwd, timeout):
+    with tempfile.TemporaryDirectory(prefix="research-replay-pycache-") as cache:
+        run_command(isolated_python_argv(argv, cache), cwd, timeout)
+
+
+def run_package(root, package, install=False):
+    task, manifest = validate(root, package)
+    require(sys.version_info[:2] == (3, 12), "run replay with Python 3.12 (metadata check is version-independent)")
+    if install and manifest["requirements"]:
+        run_command([sys.executable, "-m", "pip", "install", "--disable-pip-version-check", *manifest["requirements"]], root, 300)
+    for requirement in manifest["requirements"]:
+        name, version = requirement.split("==")
+        require(importlib.metadata.version(name) == version, "dependency version mismatch: " + requirement)
+    # Coverage labels are UTF-8 metadata but a redirected Windows stdout may
+    # use cp1252. Escape unrepresentable display characters instead of aborting
+    # before replay. This changes only our stream, not child encoding or env.
+    if hasattr(sys.stdout, "reconfigure"):
+        sys.stdout.reconfigure(errors="backslashreplace")
+    for command in manifest["commands"]:
+        argv = [sys.executable if item == "{python}" else item.replace("{package}", package) for item in command["argv"]]
+        print("CHECK " + command["checks"], flush=True)
+        run_python_replay(argv, root, command["timeout_seconds"])
+    print("PASS_REGISTERED_RESEARCH_PACKAGE " + package + " outcome=" + task["outcome"])
+
+
+def planning_manifests(root, tracked):
+    """Include deliberate sparse omissions without disguising deletions or drift.
+
+    The fallback follows the chooser's PR3102 contract: one stage-zero regular
+    skip-worktree index entry must match the exact HEAD mode and blob. This is
+    declaration discovery only, not permission to replay absent package code.
+    """
+    committed = {name for name in tracked
+                 if name.startswith("research/") and name.count("/") == 2
+                 and name.endswith("/VERIFY.json")}
+    # Explicit scandir retains error detection; only an absent directory is OK.
+    try:
+        with os.scandir(root / "research") as entries:
+            local = {Path(entry.path) / "VERIFY.json" for entry in entries}
+    except FileNotFoundError:
+        local = set()
+    present, missing = {}, set()
+    for path in sorted(local | {root / name for name in committed}):
+        name = path.relative_to(root).as_posix()
+        symlink_free_relative_path(root, name)
+        try:
+            mode = path.lstat().st_mode
+        except (FileNotFoundError, NotADirectoryError):
+            if name in committed:
+                missing.add(name)
+            continue
+        require(stat.S_ISREG(mode), "non-regular replay manifest: " + name)
+        present[name] = path
+    fallback = {}
+    if missing:
+        indexed, objects = {}, {}
+        for record in git(root, "ls-files", "-t", "--stage", "-z", "--", "research").split(b"\0"):
+            if not record:
+                continue
+            header, raw_name = record.split(b"\t", 1)
+            name = raw_name.decode("utf-8")
+            if name in missing:
+                indexed.setdefault(name, []).append(header.split())
+        for record in git(root, "ls-tree", "-r", "-z", "HEAD", "--", "research").split(b"\0"):
+            if not record:
+                continue
+            header, raw_name = record.split(b"\t", 1)
+            name = raw_name.decode("utf-8")
+            if name in missing:
+                objects[name] = header.split()
+        for name in sorted(missing):
+            metadata = objects.get(name, [])
+            require(len(metadata) == 3 and metadata[0] in (b"100644", b"100755")
+                    and metadata[1] == b"blob"
+                    and indexed.get(name) == [[b"S", metadata[0], metadata[2], b"0"]],
+                    "missing replay manifest is not an unchanged sparse HEAD input: " + name
+                    + "; materialize it or commit its intended deletion")
+            # A regular file occupying the package directory is not an omission.
+            require(not (root / name).parent.exists() or (root / name).parent.is_dir(),
+                    "non-directory replay package: " + name)
+        names = sorted(missing)
+        with closing(git_blobs(root, [objects[n][2].decode("ascii") for n in names])) as rows:
+            for (oid, raw), name in zip(rows, names):
+                require(oid.encode("ascii") == objects[name][2], "sparse manifest blob mismatch: " + name)
+                fallback[name] = raw
+    # Preserve Path's component ordering: package "a" precedes "a-extra".
+    for name in sorted(present.keys() | fallback.keys(), key=lambda name: PurePosixPath(name).parts):
+        yield root / name, fallback[name] if name in fallback else present[name].read_bytes(), name in fallback
+
+
+def plan_details(root, changed):
+    """One selection pass with exact causes; no replay or acceptance decision."""
+    changed = set(changed)
+    # A removed input is absent from HEAD, including an old case-only rename
+    # spelling on case-insensitive filesystems. Git's exact changed paths remain
+    # eligible so its consumer is selected, rather than rejected or skipped.
+    head_tracked = tracked_input_paths(root)
+    tracked = head_tracked | changed
+    replay_changed = sorted(changed.intersection({
+        "scripts/research_package.py", ".github/workflows/research-packages.yml",
+        ".github/workflows/research-package-batch.yml"}))
+    # Group literal Git paths once. Keep removed paths and exact spellings.
+    changed_packages = {}
+    for name in sorted(changed):
+        parts = name.split("/", 2)
+        if len(parts) == 3 and parts[0] == "research":
+            changed_packages.setdefault("/".join(parts[:2]), []).append(name)
+    packages = []
+    sparse_count = 0
+    for path, raw, sparse in planning_manifests(root, head_tracked):
+        sparse_count += sparse
+        package = path.parent.relative_to(root).as_posix()
+        manifest = json.loads(raw.decode("utf-8"))
+        # Parse only for selection; validate fully in the isolated replay job.
+        inputs = manifest.get("inputs", [])
+        require(isinstance(inputs, list), "declare input paths for CI invalidation")
+        for name in inputs:
+            # Do not require existence: a deleted input must still trigger replay.
+            symlink_free_relative_path(root, name)
+            require_tracked_input(name, tracked)
+        causes = {
+            "declared_inputs": sorted(changed.intersection(inputs)),
+            "package_files": changed_packages.get(package, []),
+            "shared_controls": replay_changed,
+        }
+        if any(causes.values()):
+            packages.append({"package": package, "causes": causes,
+                             "manifest_sha256": hashlib.sha256(raw).hexdigest()})
+    if sparse_count:
+        print(f"Planning includes {sparse_count} unchanged sparse manifests from HEAD; "
+              "materialize packages and inputs before replay.", file=sys.stderr)
+    return packages
+
+
+def plan(root, changed):
+    return [row["package"] for row in plan_details(root, changed)]
+
+
+def write_plan_explanation(path, base, head, changed, details):
+    """Publish a complete sidecar before stdout/GitHub matrix publication."""
+    matched = {name for row in details for names in row["causes"].values() for name in names}
+    report = {
+        "schema_version": 1, "base": base, "head": head,
+        "mode": "all-tracked" if base is None else "commit-diff",
+        "scope": "Selection from working or authenticated sparse HEAD manifests, not replay or mathematical acceptance. "
+                 "Manifest hashes bind the declarations read; checkout must remain stable.",
+        "changed_paths": sorted(set(changed) - {""}), "selected": details,
+        "unmatched_paths": sorted(set(changed) - matched - {""}),
+    }
+    fd, temporary = tempfile.mkstemp(prefix=".replay-plan-", dir=path.parent)
+    try:
+        with os.fdopen(fd, "w", encoding="utf-8") as stream:
+            json.dump(report, stream, indent=2)
+            stream.write("\n")
+        os.replace(temporary, path)
+    finally:
+        Path(temporary).unlink(missing_ok=True)
+
+
+def replay_matrix(packages, batch_size=None):
+    """Retain the flat CLI format, or group complete coverage into bounded matrices."""
+    if batch_size is None:
+        return {"include": [{"package": p} for p in packages]}
+    require(type(batch_size) is int and 1 <= batch_size <= 256,
+            "matrix batch size must be 1..256")
+    batches = [packages[i:i + batch_size] for i in range(0, len(packages), batch_size)]
+    require(len(batches) <= 256,
+            "more than 256 matrix batches required; no packages were truncated")
+    return {"include": [{"packages": batch} for batch in batches]}
+
+
+def main():
+    ap = argparse.ArgumentParser(description=__doc__)
+    ap.add_argument("--package")
+    ap.add_argument("--check-only", action="store_true")
+    ap.add_argument("--print-card", metavar="TASK_ID",
+                    help="print the exact pinned catalogue card object to copy into TASK.json original_card")
+    ap.add_argument("--install-deps", action="store_true", help="explicit opt-in to install manifest's allowed pinned dependencies")
+    ap.add_argument("--changed-since", help="plan affected opt-in packages relative to this Git commit")
+    ap.add_argument("--github-output", type=Path)
+    ap.add_argument("--explain-plan", type=Path,
+                    help="write exact replay-selection causes to JSON; matrix output stays unchanged")
+    ap.add_argument("--matrix-batch-size", type=int,
+                    help="group planned packages for bounded reusable-workflow matrices (1..256)")
+    args = ap.parse_args()
+    if args.explain_plan and (not args.changed_since or args.package or args.print_card):
+        ap.error("--explain-plan requires --changed-since without --package or --print-card")
+    if args.explain_plan and args.github_output and args.explain_plan.resolve() == args.github_output.resolve():
+        ap.error("--explain-plan and --github-output must use different files")
+    try:
+        if args.print_card:
+            require(args.package,
+                    "--print-card needs --package research/<slug> to resolve its pinned catalogue")
+            sys.stdout.write(json.dumps(catalogue_card(ROOT, args.package, args.print_card), indent=2) + "\n")
+        elif args.changed_since:
+            if set(args.changed_since) == {"0"}:
+                base = None
+                changed = git(ROOT, "ls-files", "-z").decode().split("\0")
+            else:
+                base = git(ROOT, "rev-parse", "--verify", args.changed_since + "^{commit}").decode().strip()
+                # A rename must invalidate both the removed input and its new path.
+                changed = git(ROOT, "diff", "--no-renames", "--name-only", "-z", base, "HEAD").decode().split("\0")
+            details = plan_details(ROOT, changed)
+            packages = [row["package"] for row in details]
+            matrix = json.dumps(replay_matrix(packages, args.matrix_batch_size))
+            if args.explain_plan:
+                head = git(ROOT, "rev-parse", "--verify", "HEAD^{commit}").decode().strip()
+                write_plan_explanation(args.explain_plan, base, head, changed, details)
+            print(matrix)
+            if args.github_output:
+                with args.github_output.open("a", encoding="utf-8") as out:
+                    out.write(f"matrix={matrix}\ncount={len(packages)}\n")
+        elif args.package:
+            if args.check_only:
+                validate(ROOT, args.package)
+                print("PASS_PACKAGE_METADATA_AND_PINS (not a mathematical acceptance check)")
+            else:
+                run_package(ROOT, args.package, args.install_deps)
+        else:
+            ap.error("use --package, --print-card or --changed-since")
+    except (OSError, ValueError, KeyError, TypeError, subprocess.SubprocessError, importlib.metadata.PackageNotFoundError) as exc:
+        ap.exit(1, str(exc) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
new file mode 100644
index 0000000000..cadc0398be
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-MUTATIONS.json
@@ -0,0 +1,45 @@
+{
+  "cases": [
+    {
+      "mutation": "conjugate native C factor",
+      "optimized": false,
+      "rejection": "Native trace phase"
+    },
+    {
+      "mutation": "conjugate native C factor",
+      "optimized": true,
+      "rejection": "Native trace phase"
+    },
+    {
+      "mutation": "ignore native inverse sign",
+      "optimized": false,
+      "rejection": "Native entry phase"
+    },
+    {
+      "mutation": "ignore native inverse sign",
+      "optimized": true,
+      "rejection": "Native entry phase"
+    },
+    {
+      "mutation": "omit output prefix constraint",
+      "optimized": false,
+      "rejection": "Native partial inner product"
+    },
+    {
+      "mutation": "omit output prefix constraint",
+      "optimized": true,
+      "rejection": "Native partial inner product"
+    },
+    {
+      "mutation": "omit final native return",
+      "optimized": false,
+      "rejection": "Compact complete endpoint"
+    },
+    {
+      "mutation": "omit final native return",
+      "optimized": true,
+      "rejection": "Compact complete endpoint"
+    }
+  ],
+  "status": "PASS_CLIFFORD_ADVANCE_MUTATIONS"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json
new file mode 100644
index 0000000000..2e8e73ba23
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES-RESULT.json
@@ -0,0 +1,50 @@
+{
+  "code_fourier_values": 256,
+  "complete_programs": 48,
+  "controls": [
+    "singular permutation",
+    "diagonal parity",
+    "asymmetric diagonal",
+    "wrong C sign",
+    "unknown gate",
+    "coordinate out of range",
+    "invalid prefix",
+    "negative axes"
+  ],
+  "exact_native_relations": 9,
+  "exhaustive_quadratic_forms": 640,
+  "filter_axis_counts": 65,
+  "general_test_widths": "8n-3 through 8n+4 for n>=2",
+  "large_native_programs": [
+    {
+      "axes": 64,
+      "base_dimension": "18446744073709551616",
+      "equivalent": false
+    },
+    {
+      "axes": 65,
+      "base_dimension": "36893488147419103232",
+      "equivalent": true
+    }
+  ],
+  "literal_witnesses": 48,
+  "native_entries": 3328,
+  "native_traces": 128,
+  "native_words": 128,
+  "one_axis": {
+    "group_sha256": "32481fd502c5f388244bcd56d20fbc0e0ca3933f47dbbdbbd8215397cea0238d",
+    "image_of_i": 256,
+    "prime": 65537,
+    "rank": 96,
+    "widths": [
+      5,
+      6,
+      7,
+      8
+    ]
+  },
+  "partial_inner_products": 304,
+  "scalar_phase_traps": 1,
+  "stable_separation": "75/76",
+  "status": "PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md
new file mode 100644
index 0000000000..340c54f752
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ADVANCES.md
@@ -0,0 +1,251 @@
+# Fewer widths and exact computation without dense matrices
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+
+This note extends [PROOF.md](PROOF.md). It uses the same group C_n, exact
+global phases, complete register endpoints and coefficients that do not
+depend on the positive tensor width f. Set D=2^n. No result changes kappa.
+
+## 1. Eight widths suffice for every axis count
+
+For n>=1, a fixed residual vanishes at every positive width if and only if
+it vanishes at the eight widths
+
+    8n-3, 8n-2, ..., 8n+4.
+
+For n=0, use widths 1,2,3,4. For n=1, Section 3 improves the test to
+widths 5,6,7,8. The number of tests and the largest tested width are
+different quantities. The general maximum 8n+4 has not decreased.
+
+Let E be the binary code generated by the four length-eight rows
+11111111, 11110000, 11001100 and 10101010. It has dimension four. Its
+weights are 0,4,8, and E=E-perp for the binary dot product. Define T_n
+in (C^D) tensor-power 8 by summing the basis vectors whose n binary rows
+all belong to E. This vector is nonzero.
+
+The vector T_n is fixed by the eighth tensor power of each native generator:
+
+- S on one axis contributes i to the power of that row's weight. This is 1.
+- CNOT adds one code row to another. It permutes the summands.
+- The native Hadamard is ((1+i)/2) times the binary Fourier matrix.
+  Its eighth tensor power has coefficient 1/16. The Fourier sum of E
+  is 16 times the indicator of E-perp=E. Thus it fixes T_n, with phase 1.
+- The scalar iI has eighth power 1.
+
+These gates generate C_n. Here is a direct reduction argument. The image
+of Z_1 under a Clifford is a nonidentity Pauli. Single-axis H and S gates
+convert each nonzero component to Z. CNOT gates reduce the resulting
+nonempty Z string to Z_1. An X gate corrects its sign. The image of X_1
+then anticommutes with Z_1. CNOT and controlled-Z gates with control 1
+remove its components on the other axes. An S gate removes its remaining
+Z_1 component, and Z_1 corrects its sign. These changes preserve Z_1.
+The remaining operator fixes X_1 and Z_1, so it has the form I tensor V.
+Repeat on V. The final scalar is a dyadic Gaussian unit of absolute value
+one, hence one of 1,i,-1,-i, as proved in PROOF.md. Replace each ordinary
+H in this argument by the native Hadamard. The Pauli action is unchanged;
+the final scalar still belongs to the same four-element group.
+
+Normalize T_n to a unit vector tau. The injection J_f(v)=v tensor tau
+satisfies
+
+    (sum_g c_g g^(tensor(f+8))) J_f
+      = J_f (sum_g c_g g^(tensor f)).
+
+Thus vanishing at f+8 implies vanishing at f. Every integer from 1 to
+F=8n+4 can be increased by a multiple of eight to a member of F-7,...,F.
+The first theorem in PROOF.md now gives the stated eight-width test.
+Apply the argument separately to every input and output role.
+
+This argument does not transfer the dimension-free stability constant
+to the eight selected widths. The bound in Section 2 uses all widths
+1,...,8n+4. A direct restriction argument loses powers of D.
+
+The code invariant is classical. See Runge's prior results as credited in
+[Nebe, Rains and Sloane, The invariants of the Clifford groups, Sections 4
+and 6](https://arxiv.org/pdf/math/0001038). The contribution here is its
+use in the fixed-coefficient endpoint test, with the native phase checked.
+
+## 2. Uniform separation improves from 14/15 to 75/76
+
+For distinct exact operators and M=sum_g |c_g|^2, let
+E_f=D^(-f)||sum_g c_g g^(tensor f)||_HS^2. Then
+
+    max_(1<=f<=8n+4) E_f >= (75/76) M.
+
+Use the same filter as PROOF.md. Write r=-1/4, m=2n and
+
+    P_m(t) = product_(j=1..m) (t-r^j)/(1-r^j),
+    q_n(z) = (z+z^2+z^3+z^4) P_m(z^4)/4.
+
+The four residue classes of coefficients do not overlap. Therefore the
+sum of absolute coefficients of q_n equals that of P_m.
+
+In descending degree, the coefficient with index l has sign
+s_l=(-1)^(l(l+3)/2), namely ++--++--. To check this, the elementary
+symmetric function in r,...,r^m equals
+
+    r^(l(l+1)/2) product_(k=1..l) (1-r^(m-l+k))/(1-r^k).
+
+This identity follows by separating subsets that contain the last root;
+the empty product gives the initial case. Every factor in the product
+is positive. Include the coefficient sign (-1)^l to get s_l.
+
+Let u_l be the absolute coefficients of P_(2n), L their sum, and U_odd
+their sum over odd l. Add the next two roots -a,b, where
+b=16^(-(n+1)) and a=4b. The new factor is
+(t^2+(a-b)t-ab)/((1+a)(1-b)). The sign rule gives
+
+    L_new - L = [2ab L - 2(a-b) U_odd]/((1+a)(1-b)).
+
+For n>=1, the unnormalized coefficient of t^(2n-1) has magnitude
+(1-16^(-n))/5 >=3/16. The sum of the unnormalized absolute coefficients
+is at most product_j(1+4^(-j)) <=3/2. The last inequality follows by
+expanding the product and bounding it by the geometric series whose
+ratio is sum_j 4^(-j)<=1/3. Hence U_odd/L>=1/8. On the other hand,
+ab/(a-b)=4b/3<=1/192. Thus L_new<L for n>=1.
+
+For n=1, P_2(t)=(64t^2+12t-1)/75, so L=77/75. For n=0, L=1.
+Consequently the positive coefficient mass of q_n is at most
+(1+77/75)/2=76/75. The exact identity sum_f b_f E_f=M and E_f>=0
+give the claimed bound. This is a bound for this filter; optimality of
+the operator stability constant is not claimed.
+
+The implementation forms the integer numerator
+product_j(4^j t-(-1)^j) and the common denominator
+product_j(4^j-(-1)^j) first. It reduces fractions only when it emits q_n.
+This gives the same polynomial and avoids repeated large rational reductions.
+
+## 3. The one-axis maximum cutoff is exactly eight
+
+The frozen native C and S gates generate all 96 exact operators of C_1.
+Their closure and phases are checked in verify.py. Let
+
+    K[g,h] = sum_(f=5..8) (tr(g* h)/2)^f.
+
+The file [ONE-AXIS-RANK.json](ONE-AXIS-RANK.json) contains an inverse of K
+after reduction to F_65537 with i mapped to 256. The checker reconstructs
+K, checks that 65537 is prime and 256^2=-1, and multiplies K by this
+inverse. It does not use the elimination routine to check the inverse.
+All original denominators are powers of two. A nonzero reduced determinant
+therefore proves that the characteristic-zero determinant is nonzero.
+The positive semidefinite Gram sum K has zero kernel. This proves that
+widths 5,6,7,8 suffice for every fixed residual on C_1.
+
+The Reynolds example in PROOF.md vanishes at widths 1 through 7 and is
+nonzero at width 8. The maximum cutoff eight is therefore sharp.
+At least four tested widths are required: for each residue r modulo four,
+the four scalar operators give the residual
+
+    sum_(k=0..3) i^(-rk) (i^k I)^(tensor f).
+
+It vanishes unless f is congruent to r modulo four. A test set that omits
+one residue cannot detect this residual. Thus four is also the minimum
+number of widths for a fixed universal test on C_1. Neither conclusion
+establishes a sharp cutoff for n>=2.
+
+## 4. A phase-exact quadratic path calculation
+
+[quadratic.py](quadratic.py) accepts the frozen native P, X, D, C and
+phase gate grammar. It keeps a list of binary affine output bits and a
+phase polynomial modulo four. The polynomial has arbitrary linear
+coefficients and even cross coefficients. It also keeps an exact Gaussian
+scalar factor. It never allocates an array indexed by the 2^n base states.
+
+Start with n input variables. P and X change only the affine output bits.
+D adds its stated linear and even quadratic phase. For C(q,s), use
+
+    C(q,s) = ((1+s i)/2) (I + i^(-s) X_q).
+
+Add one binary path variable a, multiply the scalar factor by (1+s i)/2,
+add -s a to the phase and add a q to the output bits. Keep the literal
+phase gate. The formula also covers q=0. The number of variables is
+m=n+h, where h is the number of C gates in the literal word.
+
+An affine parity has, modulo four, its constant and linear terms plus
+even pair terms. Terms of degree at least three vanish modulo four.
+Twice a product of parities needs only the product over F_2. Thus every
+gate preserves this representation, including affine translations.
+
+An entry fixes the input and output bits. A trace equates them. Binary
+elimination either rejects inconsistent equations or gives an affine
+parametrization with one assignment per solution. Substitute this map
+in the phase. The remaining unconstrained sum is evaluated as follows:
+
+- For an odd linear coefficient a of variable x, write its part as
+  a x+2 x L. Summing x gives (1+i^a) i^(-a L). Remove x and add the
+  indicated parity phase. This keeps the same quadratic form class.
+- If every linear coefficient is even and a cross term remains, sum one
+  variable x. The result is twice the sum subject to a binary affine
+  constraint on its neighbors. Eliminate that constraint.
+- If no cross terms remain, a linear coefficient 2 makes the sum zero.
+  Otherwise each remaining variable supplies a factor two.
+
+Each step removes at least one variable. The code uses direct polynomial
+substitution. A conservative bound is O(m^5) arithmetic operations per
+sum, plus O(L m^4) to build a path form for L native gates. It uses
+polynomial space. This bound is not a
+claim of optimal stabilizer simulation or constant-time integer arithmetic.
+Coefficient bit lengths are polynomial in the literal word length.
+
+The use of binary quadratic forms for Clifford operations is classical;
+see [Dehaene and De Moor, Sections III-V](https://arxiv.org/pdf/quant-ph/0304125).
+The new implementation derives its phases directly from the pinned native
+kernel. The dense frozen kernel remains a separate finite test oracle.
+
+## 5. Bitwise witness extraction removes the D^2 scan
+
+For two operators g,h and fixed prefixes of the output and input bits,
+define B(g,h) as the sum of conjugate(g[x,y])h[x,y] over the unspecified
+bits. Combine two path sums, negate the left phase, equate their input
+and output bits, and impose the prefix equations. Section 4 computes B
+in polynomial time, with at most the sum of both path-variable counts.
+
+With r tensor factors still after the current factor, the conditional
+squared norm is
+
+    sum_(g,h) conjugate(c_g)c_h B(g,h) (tr(g* h)/D)^r.
+
+It is real and nonnegative. The two choices for the next coordinate bit
+partition its sum. Choose the larger child. After 2n choices, the current
+base coordinate pair is fixed; multiply each coefficient by g[x,y] and
+continue with the next tensor factor. There are 2nf bit choices, each
+with two children, instead of fD^2 coordinate trials.
+
+At the start of one factor the conditional norm is D E. The 2n splits
+lose at most D^2. Induction gives the same final entry bound as PROOF.md:
+
+    |entry|^2 >= E_f D^(-f).
+
+[compact.py](compact.py) also expands complete register endpoints as
+signed native words. It retains every input and return role. It merges
+two unitary words exactly when tr(g* h)/D=1; the identity
+||g-h||_HS^2=2D-2 Re tr(g* h) proves this test. Global phases stay inside
+the operator keys, not in coefficients outside the tensor power.
+
+For expanded support s and a maximum literal path size m, pair traces
+cost O(s^2 poly(m)). A witness costs O(n f s^2 poly(m)) arithmetic
+operations, with polynomial space in these parameters. No 2^n matrix or
+2^(nf) tensor is built. The symbolic support s can still grow exponentially
+in the register-program length. This result does not remove that obstacle.
+
+## Verification and limits
+
+[verify_advances.py](verify_advances.py) checks the code invariant, exact
+filter bounds, modular inverse certificate, exhaustive small quadratic
+sums, frozen native entries and traces, conditional inner products, and
+complete programs against the original dense compiler. It checks larger
+native examples without a dense matrix. ADVANCES-RESULT.json records the
+executed counts. Normal and optimized Python must produce the same receipt.
+
+The proofs above are written arguments, not proof-kernel certificates.
+The code invariant and quadratic-form method have classical predecessors.
+The sparse full-program adapter, finite-width refinements and native phase
+bindings are the present contribution. No complete current provider or
+physical cost invoice has been run. No selected frontier changes here.
+
+## Open next questions
+
+1. Prove a sharper maximum cutoff for n>=2, or give a matching obstruction.
+2. Bound support growth on one complete current provider before a large run.
+3. Derive a useful stability constant for the eight selected widths.
+4. Improve the quadratic elimination cost after a measured provider needs it.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE
new file mode 100644
index 0000000000..261eeb9e9f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json
new file mode 100644
index 0000000000..9263be8739
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/MUTATIONS.json
@@ -0,0 +1,45 @@
+{
+  "cases": [
+    {
+      "mutation": "omit final trace root",
+      "optimized": false,
+      "rejection": "Polynomial endpoints"
+    },
+    {
+      "mutation": "omit final trace root",
+      "optimized": true,
+      "rejection": "Polynomial endpoints"
+    },
+    {
+      "mutation": "ignore inverse",
+      "optimized": false,
+      "rejection": "Signed-word complete endpoint"
+    },
+    {
+      "mutation": "ignore inverse",
+      "optimized": true,
+      "rejection": "Signed-word complete endpoint"
+    },
+    {
+      "mutation": "omit final return",
+      "optimized": false,
+      "rejection": "Zero-axis scalar group"
+    },
+    {
+      "mutation": "omit final return",
+      "optimized": true,
+      "rejection": "Zero-axis scalar group"
+    },
+    {
+      "mutation": "remove Gram normalization",
+      "optimized": false,
+      "rejection": "Independent dense norm"
+    },
+    {
+      "mutation": "remove Gram normalization",
+      "optimized": true,
+      "rejection": "Independent dense norm"
+    }
+  ],
+  "status": "PASS_CLIFFORD_GRAM_MUTATIONS"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json
new file mode 100644
index 0000000000..6138b717d1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/ONE-AXIS-RANK.json
@@ -0,0 +1,9422 @@
+{
+  "group_sha256": "32481fd502c5f388244bcd56d20fbc0e0ca3933f47dbbdbbd8215397cea0238d",
+  "image_of_i": 256,
+  "inverse": [
+    [
+      32344,
+      51075,
+      51075,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      41134,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      4446,
+      18453,
+      4446,
+      38637
+    ],
+    [
+      60702,
+      32344,
+      7672,
+      51075,
+      51075,
+      51075,
+      59027,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      32344,
+      59027,
+      51075,
+      51075,
+      51075,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      39000,
+      39000,
+      39000,
+      4446
+    ],
+    [
+      43700,
+      60702,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      60702,
+      7672,
+      32344,
+      7672,
+      7672,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      38637,
+      57865,
+      41134,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      60702,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      41134,
+      41134,
+      57865,
+      39000
+    ],
+    [
+      43700,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      39000
+    ],
+    [
+      51075,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      41134,
+      57865,
+      7672,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      60702,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      43700,
+      60702,
+      60702,
+      38637,
+      38637,
+      7672,
+      32344,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      38637,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      4446,
+      60702,
+      60702,
+      60702,
+      60702,
+      7672,
+      7672,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      57865
+    ],
+    [
+      59027,
+      43700,
+      4446,
+      38637,
+      60702,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      41134
+    ],
+    [
+      59027,
+      4446,
+      43700,
+      60702,
+      38637,
+      60702,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      59027,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      4446,
+      38637,
+      38637,
+      60702,
+      60702,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      6061,
+      41134
+    ],
+    [
+      51075,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      41134
+    ],
+    [
+      7672,
+      59027,
+      51075,
+      4446,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      43700,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      17417,
+      53551,
+      4446,
+      43700,
+      18453,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      39000,
+      43700,
+      4446,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      7672,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      4446,
+      43700,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      17417,
+      53551,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      17417,
+      43700,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      4446,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      59027,
+      43700,
+      4446,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      6061
+    ],
+    [
+      7672,
+      51075,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      38637
+    ],
+    [
+      7672,
+      59027,
+      51075,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      4446,
+      4446,
+      43700,
+      38637
+    ],
+    [
+      24403,
+      39000,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      4446,
+      43700,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      38637
+    ],
+    [
+      60702,
+      7672,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      53551,
+      4446,
+      17417,
+      18453,
+      17417,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      39000,
+      39000,
+      43700
+    ],
+    [
+      38637,
+      24403,
+      7672,
+      59027,
+      59027,
+      51075,
+      51075,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      17417,
+      60702,
+      38637,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      32344,
+      41134,
+      24403,
+      7672,
+      41134,
+      24403,
+      57865,
+      41134,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      41134,
+      59027,
+      39000,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      43700,
+      53551,
+      17417,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      24403,
+      51075,
+      59027,
+      51075,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      38637,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      4446
+    ],
+    [
+      60702,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      59027,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      39000,
+      39000,
+      59027,
+      43700
+    ],
+    [
+      60702,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      39000,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      41134,
+      59027,
+      59027,
+      39000,
+      39000,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      41134,
+      51075,
+      59027,
+      59027,
+      39000,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      7672,
+      39000,
+      59027,
+      59027,
+      51075,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      24403,
+      39000,
+      39000,
+      59027,
+      59027,
+      4446,
+      18453,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      59027,
+      59027,
+      17417
+    ],
+    [
+      38637,
+      24403,
+      7672,
+      59027,
+      51075,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      4446
+    ],
+    [
+      38637,
+      41134,
+      24403,
+      39000,
+      59027,
+      39000,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      38637,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      24403,
+      51075,
+      51075,
+      59027,
+      59027,
+      17417,
+      53551,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      59027,
+      59027,
+      4446
+    ],
+    [
+      4446,
+      60702,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      18453,
+      17417,
+      17417,
+      17417,
+      4446,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      32344,
+      7672,
+      24403,
+      7672,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      17417,
+      43700,
+      17417,
+      53551,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      4446,
+      4446,
+      18453,
+      17417,
+      43700,
+      4446,
+      17417,
+      43700,
+      53551,
+      17417,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      7672,
+      32344,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      57865,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      7672,
+      24403,
+      41134,
+      59027
+    ],
+    [
+      17417,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      7672,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      43700,
+      17417,
+      17417,
+      17417,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      24403,
+      7672,
+      32344,
+      41134,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      38637,
+      24403,
+      7672,
+      41134,
+      39000
+    ],
+    [
+      4446,
+      60702,
+      38637,
+      7672,
+      7672,
+      24403,
+      41134,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      59027
+    ],
+    [
+      18453,
+      60702,
+      60702,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      17417,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      41134,
+      57865,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      57865,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      7672,
+      24403,
+      41134,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      6061,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      7672,
+      7672,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      60702,
+      41134,
+      7672,
+      24403,
+      7672,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      41134,
+      41134,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      60702,
+      41134,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      6061,
+      24403,
+      41134,
+      41134,
+      59027
+    ],
+    [
+      43700,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      41134,
+      24403,
+      7672,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      41134,
+      39000,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      38637,
+      24403,
+      41134,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      6061,
+      7672,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      60702,
+      24403,
+      7672,
+      7672,
+      59027
+    ],
+    [
+      17417,
+      6061,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      59027
+    ],
+    [
+      4446,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      4446,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      41134,
+      24403,
+      51075
+    ],
+    [
+      17417,
+      6061,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      24403,
+      7672,
+      7672,
+      59027
+    ],
+    [
+      43700,
+      6061,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      51075
+    ],
+    [
+      17417,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      17417,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      7672,
+      24403,
+      39000
+    ],
+    [
+      59027,
+      4446,
+      17417,
+      60702,
+      38637,
+      38637,
+      6061,
+      7672,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      39000,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      53551,
+      17417,
+      17417,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      32344,
+      7672,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      57865,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      18453,
+      4446,
+      60702,
+      60702,
+      60702,
+      38637,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      39000,
+      4446,
+      43700,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      60702,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      57865,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      53551,
+      4446,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      17417,
+      38637,
+      6061,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      57865,
+      7672,
+      24403,
+      41134,
+      59027,
+      39000,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      18453,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      24403,
+      32344,
+      7672,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      51075,
+      51075,
+      51075,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      17417,
+      60702,
+      38637,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      38637,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      38637,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      32344,
+      57865,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      41134,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      18453,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      43700,
+      60702,
+      60702,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      38637,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      57865,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      6061,
+      6061,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      18453,
+      38637,
+      60702,
+      60702,
+      60702,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      7672,
+      41134,
+      41134,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      6061,
+      6061,
+      6061,
+      41134
+    ],
+    [
+      59027,
+      43700,
+      17417,
+      38637,
+      38637,
+      6061,
+      6061,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      17417,
+      53551,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      38637,
+      6061,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      38637,
+      38637,
+      60702,
+      7672
+    ],
+    [
+      39000,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      53551,
+      38637,
+      6061,
+      6061,
+      6061,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      41134,
+      7672,
+      7672,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      18453,
+      4446,
+      4446,
+      60702,
+      60702,
+      60702,
+      7672
+    ],
+    [
+      59027,
+      17417,
+      4446,
+      6061,
+      38637,
+      38637,
+      60702,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      39000,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      43700,
+      38637,
+      38637,
+      38637,
+      24403
+    ],
+    [
+      39000,
+      4446,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      6061,
+      6061,
+      24403
+    ],
+    [
+      59027,
+      17417,
+      43700,
+      6061,
+      38637,
+      6061,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      59027,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      38637,
+      60702,
+      7672
+    ],
+    [
+      39000,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      39000,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      6061,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      17417,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      51075,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      18453,
+      38637,
+      60702,
+      60702,
+      24403
+    ],
+    [
+      59027,
+      17417,
+      43700,
+      6061,
+      6061,
+      38637,
+      38637,
+      41134,
+      57865,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      38637,
+      38637,
+      7672
+    ],
+    [
+      51075,
+      53551,
+      17417,
+      6061,
+      6061,
+      6061,
+      38637,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      4446,
+      60702,
+      60702,
+      60702,
+      7672
+    ],
+    [
+      41134,
+      39000,
+      59027,
+      4446,
+      4446,
+      43700,
+      17417,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      51075,
+      51075,
+      59027,
+      59027,
+      39000,
+      4446,
+      17417,
+      17417,
+      18453,
+      4446,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      53551,
+      43700,
+      17417,
+      17417,
+      43700,
+      60702,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      32344,
+      7672,
+      7672,
+      7672,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      38637
+    ],
+    [
+      41134,
+      39000,
+      39000,
+      4446,
+      18453,
+      4446,
+      4446,
+      38637,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      24403,
+      41134,
+      7672,
+      41134,
+      41134,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      43700,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      17417,
+      4446,
+      43700,
+      4446,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      38637,
+      60702,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      6061,
+      7672,
+      32344,
+      41134,
+      24403,
+      57865,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      41134,
+      51075,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      59027,
+      53551,
+      17417,
+      17417,
+      6061
+    ],
+    [
+      24403,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      53551,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      6061,
+      6061,
+      7672,
+      41134,
+      24403,
+      41134,
+      57865,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      43700,
+      18453,
+      4446,
+      17417,
+      17417,
+      43700,
+      4446,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      60702,
+      60702,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      39000,
+      59027,
+      59027,
+      4446,
+      43700,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      39000,
+      59027,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      6061,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      57865,
+      7672,
+      7672,
+      7672,
+      41134,
+      39000,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      18453,
+      4446,
+      43700,
+      4446,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      53551,
+      17417,
+      17417,
+      60702,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      7672,
+      24403,
+      7672,
+      32344,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      59027,
+      59027,
+      51075,
+      43700,
+      17417,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      51075,
+      17417,
+      53551,
+      17417,
+      17417,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      24403,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      43700,
+      17417,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      6061,
+      60702,
+      60702,
+      6061,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      41134,
+      57865,
+      7672,
+      24403,
+      32344,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      59027,
+      18453,
+      4446,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      39000,
+      17417,
+      4446,
+      43700,
+      4446,
+      6061,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      6061,
+      6061,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      59027,
+      17417,
+      17417,
+      43700,
+      38637
+    ],
+    [
+      41134,
+      39000,
+      39000,
+      4446,
+      4446,
+      18453,
+      4446,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      4446,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      24403,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      17417,
+      17417,
+      53551,
+      6061
+    ],
+    [
+      41134,
+      59027,
+      59027,
+      17417,
+      43700,
+      17417,
+      17417,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      24403,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      59027,
+      51075,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      43700,
+      17417,
+      53551,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      59027,
+      43700,
+      17417,
+      4446,
+      60702
+    ],
+    [
+      57865,
+      39000,
+      39000,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      39000,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      4446,
+      43700,
+      17417,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      7672,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      51075,
+      51075,
+      51075,
+      17417,
+      53551,
+      17417,
+      38637
+    ],
+    [
+      7672,
+      51075,
+      51075,
+      17417,
+      17417,
+      53551,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      7672,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      39000,
+      59027,
+      39000,
+      4446,
+      4446,
+      18453,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      39000,
+      17417,
+      43700,
+      4446,
+      4446,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      51075,
+      43700,
+      17417,
+      17417,
+      38637
+    ],
+    [
+      24403,
+      51075,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      6061,
+      6061,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      4446,
+      43700,
+      4446,
+      60702
+    ],
+    [
+      41134,
+      59027,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      41134,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      4446,
+      17417,
+      43700,
+      60702
+    ],
+    [
+      6061,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      59027,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      24403,
+      7672,
+      41134,
+      7672,
+      7672,
+      57865,
+      41134,
+      41134,
+      24403,
+      24403,
+      7672,
+      41134,
+      41134,
+      41134,
+      59027,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      51075,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      17417,
+      53551,
+      18453,
+      4446,
+      4446,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      32344,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      24403,
+      51075,
+      51075,
+      59027,
+      43700
+    ],
+    [
+      38637,
+      41134,
+      41134,
+      39000,
+      39000,
+      39000,
+      39000,
+      4446,
+      4446,
+      18453,
+      4446,
+      4446,
+      4446,
+      4446,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      41134,
+      7672,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      39000,
+      43700,
+      4446,
+      17417,
+      43700,
+      43700,
+      4446,
+      17417,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      24403,
+      32344,
+      41134,
+      7672,
+      57865,
+      7672,
+      41134,
+      24403,
+      51075,
+      59027,
+      51075,
+      53551
+    ],
+    [
+      6061,
+      41134,
+      24403,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      17417,
+      53551,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      6061,
+      41134,
+      7672,
+      57865,
+      41134,
+      24403,
+      41134,
+      41134,
+      41134,
+      41134,
+      7672,
+      24403,
+      7672,
+      24403,
+      24403,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      4446,
+      17417,
+      4446,
+      43700,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      60702,
+      38637,
+      38637,
+      38637,
+      60702,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      59027,
+      51075,
+      59027,
+      4446
+    ],
+    [
+      6061,
+      57865,
+      41134,
+      39000,
+      39000,
+      39000,
+      59027,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      6061,
+      38637,
+      60702,
+      38637,
+      6061,
+      41134,
+      24403,
+      41134,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      39000,
+      59027,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      59027,
+      4446,
+      18453,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      17417,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      53551,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      38637,
+      7672,
+      7672,
+      7672,
+      32344,
+      41134,
+      7672,
+      24403,
+      7672,
+      51075,
+      51075,
+      51075,
+      17417
+    ],
+    [
+      38637,
+      7672,
+      7672,
+      51075,
+      51075,
+      51075,
+      51075,
+      17417,
+      17417,
+      53551,
+      17417,
+      17417,
+      17417,
+      17417,
+      38637,
+      6061,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      24403,
+      7672,
+      41134,
+      41134,
+      7672,
+      24403,
+      41134,
+      41134,
+      24403,
+      24403,
+      41134,
+      7672,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      43700,
+      17417,
+      4446,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      4446,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      6061,
+      60702,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      24403,
+      57865,
+      7672,
+      41134,
+      32344,
+      41134,
+      7672,
+      24403,
+      39000,
+      59027,
+      39000,
+      18453
+    ],
+    [
+      6061,
+      41134,
+      57865,
+      59027,
+      39000,
+      39000,
+      39000,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      6061,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      41134,
+      41134,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      59027,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      17417,
+      4446,
+      17417,
+      17417,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      38637,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      32344,
+      7672,
+      7672,
+      51075,
+      51075,
+      51075,
+      17417
+    ],
+    [
+      6061,
+      24403,
+      41134,
+      51075,
+      59027,
+      59027,
+      59027,
+      53551,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      6061,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      41134,
+      24403,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      59027,
+      59027,
+      51075,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      17417,
+      43700,
+      43700,
+      17417,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      7672,
+      59027,
+      51075,
+      59027,
+      4446
+    ],
+    [
+      6061,
+      41134,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      17417,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      6061,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      32344,
+      59027,
+      51075,
+      51075,
+      43700
+    ],
+    [
+      17417,
+      6061,
+      6061,
+      41134,
+      57865,
+      41134,
+      41134,
+      59027,
+      39000,
+      39000,
+      39000,
+      59027,
+      59027,
+      59027,
+      43700,
+      4446,
+      4446,
+      43700,
+      4446,
+      43700,
+      17417,
+      4446,
+      17417,
+      17417,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      6061,
+      38637,
+      6061,
+      24403,
+      7672,
+      24403,
+      41134,
+      41134,
+      7672,
+      7672,
+      41134,
+      24403,
+      41134,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      41134,
+      59027,
+      39000,
+      51075,
+      51075,
+      39000,
+      39000,
+      59027,
+      59027,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      51075,
+      4446,
+      18453,
+      17417,
+      43700,
+      53551,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      43700,
+      17417,
+      17417,
+      60702,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      38637,
+      32344,
+      7672,
+      7672,
+      51075
+    ],
+    [
+      53551,
+      6061,
+      6061,
+      24403,
+      41134,
+      41134,
+      24403,
+      51075,
+      59027,
+      59027,
+      59027,
+      59027,
+      59027,
+      51075,
+      17417,
+      17417,
+      43700,
+      17417,
+      43700,
+      17417,
+      17417,
+      43700,
+      43700,
+      17417,
+      6061,
+      38637,
+      6061,
+      38637,
+      38637,
+      6061,
+      6061,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      38637,
+      41134,
+      24403,
+      7672,
+      41134,
+      57865,
+      24403,
+      7672,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      7672,
+      41134,
+      7672,
+      24403,
+      7672,
+      59027,
+      39000,
+      59027,
+      51075,
+      39000,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      39000,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      4446,
+      4446,
+      43700,
+      4446,
+      17417,
+      4446,
+      4446,
+      4446,
+      18453,
+      17417,
+      4446,
+      43700,
+      4446,
+      60702,
+      38637,
+      60702,
+      60702,
+      38637,
+      60702,
+      60702,
+      60702,
+      7672,
+      32344,
+      7672,
+      59027
+    ],
+    [
+      17417,
+      6061,
+      6061,
+      41134,
+      41134,
+      57865,
+      41134,
+      59027,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      17417,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      6061,
+      6061,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      41134,
+      41134,
+      41134,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      59027,
+      39000,
+      59027,
+      59027,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      43700,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      60702,
+      38637,
+      60702,
+      7672,
+      7672,
+      32344,
+      51075
+    ],
+    [
+      59027,
+      17417,
+      17417,
+      6061,
+      6061,
+      6061,
+      6061,
+      41134,
+      41134,
+      57865,
+      41134,
+      41134,
+      41134,
+      41134,
+      59027,
+      39000,
+      59027,
+      39000,
+      39000,
+      59027,
+      59027,
+      39000,
+      59027,
+      59027,
+      43700,
+      17417,
+      4446,
+      4446,
+      17417,
+      43700,
+      4446,
+      4446,
+      43700,
+      43700,
+      4446,
+      17417,
+      4446,
+      17417,
+      38637,
+      38637,
+      6061,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      38637,
+      38637,
+      60702,
+      38637,
+      38637,
+      60702,
+      38637,
+      60702,
+      6061,
+      24403,
+      41134,
+      7672,
+      24403,
+      24403,
+      41134,
+      7672,
+      7672,
+      7672,
+      24403,
+      24403,
+      7672,
+      7672,
+      24403,
+      7672,
+      7672,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      39000,
+      51075,
+      59027,
+      51075,
+      59027,
+      51075,
+      51075,
+      43700,
+      18453,
+      17417,
+      4446,
+      53551,
+      4446,
+      17417,
+      43700,
+      60702,
+      38637,
+      60702,
+      32344
+    ]
+  ],
+  "prime": 65537,
+  "rank": 96,
+  "widths": [
+    5,
+    6,
+    7,
+    8
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md
new file mode 100644
index 0000000000..cb8b75a33d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROOF.md
@@ -0,0 +1,268 @@
+# A finite and stable tensor test for dyadic Clifford programs
+
+The [continuation](ADVANCES.md) reduces the number of tested widths,
+improves 14/15 to 75/76, proves the sharp one-axis cutoff, and supplies
+a compact native implementation. This note retains the original proof.
+
+## Result
+
+Let R = Z[i,1/2], let D = 2^n, and let C_n be the unitary matrices in
+M_D(R) that normalize the n-axis Pauli group. Keep their exact global phase.
+This class includes the source Gaussian gate
+
+    C_v = (1+i)I/2 + (1-i)X_v/2,
+
+its inverse, quadratic phase gates, affine binary permutations and the
+source Hadamard gate. It is larger than the monomial subgroup.
+
+Consider two finite scalar register programs. Each role has an independent
+arbitrary input in (C^D)^(tensor f). Instructions can add a scalar multiple
+of one role to another, scale a role, exchange roles, or apply U^(tensor f)
+for U in C_n. Queries can add c U^(tensor f) v_s to v_d. Self queries are
+permitted. Both programs and their scalar coefficients are fixed as f varies.
+Every input and return role is part of the contract.
+
+**Theorem.** The complete endpoints agree for every positive integer f if
+and only if they agree for f = 1,...,8n+4. There is no program-length or
+support-size term in this cutoff. This is not a claim that these widths are
+minimal, or that dense tensor matrices can be tested at low cost.
+
+There is a stronger quantitative statement. In one endpoint entry, combine
+equal exact native matrices and write the residual as
+
+    A_f = sum_(g in S) c_g g^(tensor f),
+
+where the matrices in S are distinct. Set
+
+    M = sum_g |c_g|^2,
+    E_f = D^(-f) ||A_f||_HS^2.
+
+Then
+
+    max_(1 <= f <= 8n+4) E_f >= (14/15) M.                 (1)
+
+The proof gives explicit rational weights b_f such that
+
+    sum_(f=1)^(8n+4) b_f E_f = M.                        (2)
+
+Each E_f can be computed from base-dimension pair traces. It does not require
+a tensor matrix. A nonzero E_f gives an exact nonzero tensor entry by a finite
+sequence of conditional norm tests. The executable uses Q(i); the theorem
+allows arbitrary complex scalar coefficients.
+
+This result changes an infinite algebraic obligation into a finite test for
+this native class. It does not supply a native layout, a physical cost bound,
+rounding, stock, a recursive supplier, or a change to the complete kappa.
+
+## 1. The exact trace alphabet
+
+Use Hermitian Paulis P_v, labelled by v in F_2^(2n), as an orthogonal basis
+of M_D(C). A Clifford U acts by
+
+    U P_v U* = epsilon(v) P_(S v),
+
+where S is symplectic and each epsilon(v) is 1 or -1. On the fixed space
+L = ker(S-I), the signs form an additive character. Indeed, multiplication
+P_u P_v = gamma(u,v) P_(u+v), followed by conjugation, cancels the same
+nonzero gamma on both sides and gives epsilon(u+v)=epsilon(u)epsilon(v).
+
+The trace of conjugation on all matrices is |tr U|^2. The Pauli basis gives
+the same trace as sum_(v in L) epsilon(v). A nontrivial sign character sums
+to zero; the trivial character sums to |L|. Thus
+
+    |tr U|^2 is zero or 2^d, with 0 <= d <= 2n.           (3)
+
+We also need the phase of this trace. C_n is a finite group. Its conjugation
+action on the finite Pauli group has finite image. Its kernel consists of
+scalar matrices: commuting with all Z generators forces a diagonal matrix,
+and commuting with all X generators makes that diagonal constant. A scalar
+in R with absolute value one is in {1,i,-1,-i}. To see this, write it as
+(a+bi)/2^k. Unique factorization in Z[i], with 2=-i(1+i)^2, shows that a
+Gaussian rational with denominator a power of two and norm one is a unit.
+The kernel therefore has four elements.
+
+Every U has finite order. Its eigenvalues are roots of unity, so its trace
+is an algebraic integer. The trace is also in Q(i). The ring of integers of
+Q(i) is Z[i], so tr U is a Gaussian integer. Factoring its norm in (3) now
+shows
+
+    tr U in {0} union {i^k (1+i)^d : 0 <= k < 4,
+                                          0 <= d <= 2n}. (4)
+
+The same statement holds for U*V. In particular, no arbitrary rational
+unit-circle phase may be admitted. For example (3+4i)I/5 is unitary and
+normalizes Paulis, but is outside the dyadic hypothesis.
+
+Finally tr(U*V)=D holds exactly when U=V. All eigenvalues of U*V have absolute
+value one. Equality in their sum being the positive real number D forces
+every eigenvalue to be one; a unitary matrix with those eigenvalues is I.
+
+## 2. An explicit polynomial that selects the identity
+
+Let z = tr U / D. In addition to zero and the four scalar values 1,i,-1,-i,
+every possible z satisfies
+
+    z^4 = (-1)^j 4^(-j),  for some 1 <= j <= 2n.
+
+Define the rational polynomial
+
+    q_n(z) = z(1+z+z^2+z^3)/4
+             * product_(j=1)^(2n)
+                 (z^4 - (-1)^j 4^(-j))/(1 - (-1)^j 4^(-j)).       (5)
+
+It has zero constant term, degree 8n+4, and q_n(1)=1. It vanishes at every
+other value in the trace alphabet. Therefore, for exact matrices U,V in C_n,
+
+    q_n(tr(U*V)/D) = 1 if U=V, and 0 otherwise.            (6)
+
+Write q_n(z)=sum_f b_f z^f. The triangle inequality for polynomial
+coefficient norms gives a dimension-independent bound. The first factor
+has coefficient norm one. Each odd-j factor has nonnegative coefficients
+whose sum is one. The norm of the even factor j=2k is
+
+    (1+16^(-k))/(1-16^(-k)).
+
+For nonnegative a,b with a+b<1,
+
+    [(1+a)/(1-a)] [(1+b)/(1-b)]
+        = (1+t)/(1-t), where t=(a+b)/(1+ab) <= a+b.
+
+Induction and sum_(k>=1) 16^(-k)=1/15 show
+
+    sum_f |b_f| <= product_(k=1)^n (1+16^(-k))/(1-16^(-k)) < 8/7. (7)
+
+For n=0 the norm is one and the same strict bound holds. Also sum_f b_f=1.
+It follows that the sum of the positive coefficients is less than 15/14.
+
+## 3. The Gram identity and stable separation
+
+The Hilbert-Schmidt inner product is multiplicative under tensor products.
+Thus
+
+    E_f = sum_(g,h in S) conjugate(c_g)c_h (tr(g^* h)/D)^f,         (8)
+
+where g* denotes the adjoint, so the trace argument is g* h. Apply (6) to
+(8) and sum against b_f. All terms with g != h vanish and the diagonal
+terms give M. This proves (2).
+
+Each E_f is a nonnegative real number. Terms with b_f<0 can be removed from
+the right side of (2) when taking an upper bound. Hence
+
+    M <= (sum_(b_f>0) b_f) max_f E_f < (15/14) max_f E_f
+
+when M>0. The weaker non-strict form (1) also covers M=0. If the first 8n+4
+residual matrices vanish, (2) forces M=0. Every exact coefficient c_g is then
+zero, so A_f vanishes at every positive width. The reverse implication is
+immediate. Apply this argument to each input/output entry to obtain the full
+dirty-register theorem.
+
+This proof uses only pair traces and a rational polynomial. It does not need
+an irreducible character table or a census of C_n. Burnside-Brauer supplies
+a related classical tensor-generation argument; (5)-(8) give the explicit
+native cutoff, quantitative bound and computational certificate used here.
+
+## 4. Extract a tensor entry without a tensor matrix
+
+Suppose E_f>0. For one output coordinate x and input coordinate y in the
+first tensor factor, put c'_g=c_g g[x,y]. The remaining tensor operator is
+sum_g c'_g g^(tensor (f-1)). Its normalized squared norm is obtained from
+the same pair-trace matrix by (8). The sum of these conditional norms over
+the D^2 choices of (x,y) is D E_f. At least one choice is positive, and a
+maximizing choice is at least E_f/D.
+
+Repeat until no tensor factors remain. The final scalar is exactly the
+chosen entry of A_f. It is nonzero and its squared absolute value is at
+least E_f/D^f. Start at a width attaining the maximum in (1) to obtain
+
+    |entry|^2 >= (14/15) M D^(-f).                         (9)
+
+The independent witness checker uses a separate signed-word interpreter,
+multiplies the base matrices in their literal order, and computes this one
+entry as a product of base entries. It does not use traces, the cutoff,
+the interpolation polynomial, or the producer's register compiler.
+
+## 5. Cost, input validation and trust
+
+For s distinct residual operators supplied as D-by-D matrices, all pair
+traces cost O(s^2 D^2) exact scalar operations. Equal traces can be collected
+into at most 8n+5 buckets, including zero. The full norm sequence then costs
+O(n^2+s^2) further scalar operations after the pair traces, apart from
+coefficient storage. Coefficient bit sizes are not bounded by this count.
+
+The direct entry extractor uses O(f D^2 s^2 log(f+1)) scalar operations in the
+worst case, with base matrices and their Gram matrix in memory. The logarithm
+accounts for repeated squaring of pair traces. It never allocates
+a D^f-by-D^f matrix. Word support can grow exponentially during compilation;
+the program compiler is not asserted to be polynomial in instruction count.
+The base dimension D itself is exponential in n. No practical full-supplier
+speedup is inferred from these bounds.
+
+The frontend checks every supplied matrix for dyadic entries, unitarity and
+Pauli normalization on all 2n generators. The last check is sufficient:
+the generators generate the Pauli group, and invertible conjugation gives
+an injective map of that finite group into itself. Products and adjoints
+remain in C_n. Exact matrix keys include global phase. Scalar coefficients
+remain outside tensor powers. The checker does not move a scalar phase
+from an operator into a coefficient.
+
+The actual source kernel uses precisely the gates in the first section.
+Its C formula has eigenvalues 1 and i. Its Hadamard convention is S C S,
+so H^2=iI, not I. The retained source bytes and the independent column
+formula are checked in verify.py. These checks bind the algebraic grammar;
+they do not run a complete native supplier or its physical implementation.
+
+The proof is written mathematics. Python, the compiler, the frozen Gaussian
+arithmetic and the native-source transcription remain trusted. The direct
+tensor, signed-word and source-column checks test different implications.
+They are not an independent human review or a proof-assistant theorem.
+
+## 6. A finite test that misses a real failure
+
+The one-axis source C and S gates generate a group G of 96 exact matrices.
+There are at most 24 signed images of an ordered anticommuting Pauli pair,
+and at most four scalar lifts of each image. Thus this group is the complete
+one-axis dyadic normalizer, not just a proper subgroup used for calibration.
+Let one dirty target receive
+
+    y <- y + (1/96) sum_(g in G) g^(tensor f) x.
+
+The source x is unchanged. The average is an orthogonal projector, so its
+trace equals its rank. Complete exact enumeration gives rank zero at widths
+1 through 7 and rank 15 at width 8. The all-zero input/output tuple has
+entry 5/24 at width 8. Thus seven full small-width checks can all accept
+a false all-width identity. The registered example and literal witness
+checker reproduce this counterexample without building its tensor matrix.
+
+## 7. Scope and credit
+
+The program must have fixed scalar coefficients and a fixed native word as
+width changes. This theorem does not cover a different program at each f,
+arbitrary continuous phases, nonunitary scaled operators, non-Clifford gates,
+positive characteristic, nonlinear leaves or physical aliasing. A caller
+with restricted clean inputs needs its own input contract. Rounded equality
+is not exact equality. No complete multiplication theorem or kappa changes.
+
+The finite-group algebra viewpoint is prior work. The repository's
+projection-recursion-check already uses positive-width Burnside-Brauer
+separation, following Jacob Alan Sussman's engine model. The free-word
+tensor audit of Cinna Davis's programs and the certificates by zxv and
+Krzysztof Wojt retain their separate contributions. Chris R's retained-helper
+and passive-query proofs already use finite Clifford alphabets and tensor
+Gram separation. For fixed scalar coefficients, this package supplies the
+explicit filter and dimension-independent stability constant above. It does
+not replace their statements about width-dependent coefficients. The
+concurrent PR #5369 targets the smaller
+affine-quadratic monomial class with four selected widths. This package does
+not claim its result. README.md links these related sources.
+
+Classical provenance: Burnside and Brauer's tensor-generation theorem, as
+reviewed by Benjamin Steinberg in
+[On the Burnside-Brauer-Steinberg theorem](https://arxiv.org/abs/1409.7632),
+the Pauli conjugation basis, Gaussian-integer factorization, polynomial
+interpolation and Gram identities. No global mathematical priority is
+claimed. The new package provides the explicit dyadic-Clifford trace
+filter, stable bound, complete program frontend, compressed failure
+certificate and source-bound checks. The exact source and credit map is
+in README.md and SOURCES.json.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md
new file mode 100644
index 0000000000..7b7dfa9e48
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/PROVIDER.md
@@ -0,0 +1,281 @@
+# Complete selected-provider check and a pair-fusion obstruction
+
+The new verifier passes the complete local provider selected from PR4610.
+It also excludes **30,328 fixed pair fusions at every positive tensor width**.
+This contribution does not increase kappa. The paid profile does not change.
+
+The provider is the exact word at main commit
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. Its author head is
+`20bb93cd990d2ff683e4d0fc56b87a42cd5d3296`. The paid catalogue comes from
+the independent PR5241 admission at
+`13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2`.
+`provider/SOURCES.json` binds each copied input to its source Git object and
+SHA-256. Frozen source files are not changed.
+
+## Result and coverage
+
+Each direction has 21,449 source events, 632 independent persistent inputs,
+and one independent owned input. Every persistent output is checked. The owned
+output must be zero. All 408 helper inputs remain arbitrary. Their outputs
+have their specified native frame changes; they are not assumed to be zero.
+
+The new quadratic-sum engine checks 7,000 oriented recipe classes:
+
+| Class | Checks | Coverage |
+| --- | ---: | --- |
+| Paid transitions | 5,710 | All 6,596 event instances across both directions |
+| Native warps | 360 | All 480 signed event instances |
+| Helper boundaries | 34 | All 408 roles in each direction |
+| Main adapters | 896 | All 448 adapter events in each direction |
+
+These counts refer to labelled classes. They do not count distinct matrices.
+For two unitary circuits U,V on D=512 coordinates, the checker requires
+`tr(U* V)/D = 1`. Here `*` is the conjugate transpose. This equality proves
+U=V, including absolute phase. Each circuit then has the same tensor power at
+every positive width. A recipe's stored PASS status is not an input to this
+test. The main adapter generator only proposes data. Acceptance does not
+import or execute that generator or its native compiler.
+
+The complete physical programs are also passed directly to `compact.certify`.
+Their references contain every input and output role. The result is equality
+at every positive width, with no nonzero endpoint entry. The complete sparse
+expansion gives these measured support counts:
+
+| Direction | Scalar/native instructions | Native symbols | Peak total terms | Peak terms in one row | Final terms |
+| --- | ---: | ---: | ---: | ---: | ---: |
+| Forward | 24,827 | 1,297 | 22,331 | 156 | 744 |
+| Backward | 24,819 | 1,297 | 12,930 | 148 | 744 |
+
+These are counts for this fixed provider. General program support can still
+grow exponentially. No dense tensor matrix is made. The separate check of
+the displayed failure witnesses uses base-space vectors with 512 entries.
+
+## Exact boundary and translation
+
+Let F_U be the source canonical frame, C_q the source Gaussian gate, and
+F_full the full frame. Write E_i for the entrance frame of persistent role i
+and H_i for its exit frame. In the forward orientation:
+
+- For 0<=i<112, E_i=C_(q_i) and H_i=F_full.
+- For 112<=i<224, E_i=I and H_i=F_full C_(q_(i-112))^-1.
+- For 224<=i<632, E_i=F_(start_i) and H_i=F_(final_i).
+
+The backward orientation uses the entrywise conjugate of each native frame
+and operator. A negative warp uses the inverse before this conjugation.
+Conjugation is not replaced by the adjoint.
+
+In these logical coordinates, the forward endpoint is
+`L_(112+j) <- L_(112+j) + L_j` for 0<=j<112. The backward endpoint is
+`L_j <- L_j - L_(112+j)`. All other persistent logical coordinates return
+unchanged. Thus the persistent physical endpoint is
+
+    diag(H_i^tensor f) T diag((E_i^-1)^tensor f).
+
+This operator is invertible for every positive f. The owned input is erased,
+and its output is zero. All scalar coefficients remain outside tensor powers.
+
+The importer expands a paid transition a->b as F_b F_a^-1. A signed warp
+becomes F_b K_signed F_a^-1. A scalar ADD retains its literal rational
+coefficient. Owned CLEAR becomes scalar multiplication by zero. Owned COPY
+becomes CLEAR followed by ADD. Borrowed CLEAR and COPY are rejected.
+
+The 448 main adapter markers are included. An entrance adapter is
+F_start E_i^-1. An exit adapter is H_i F_final^-1. There is a source detail
+that must not be hidden: some identity exit markers precede the final climb.
+The importer permits a marker at a different current frame only when the
+adapter circuit is exactly the identity. A nonidentity marker must use its
+actual current frame.
+Every nonidentity entrance adapter must precede all uses of its role. Every
+nonidentity exit adapter must follow all uses. The word audit checks both
+conditions. Thus an adapter inside a candidate interval changes its endpoint
+frame and has the identity logical map.
+
+The sparse interpreter expands all independent inputs together. The existing
+`compact.certify` interpreter expands one input at a time. Both complete
+endpoints agree with the same explicit physical reference. The earlier
+PR5241 free-group argument already proves this provider's algebraic lift.
+The new contribution here is an executable application of the new Gram
+engine, complete support measurements, and the obstruction below. It is not
+a priority claim for that earlier lift argument.
+
+## Fusion class
+
+For each persistent role, list its paid climbs in chronological order. Take
+every pair in this list, at all positive ranks. Paid events on the same role
+or on other roles may occur between the two climbs. Native warps, scalar contacts,
+adapters and complete owned-center windows may also occur between them.
+There are **7,582 pairs per direction**. No adjacency or common middle-frame
+condition is imposed. The domain includes all 2,658 adjacent pairs, including
+all 1,363 adjacent rank-one pairs, per direction.
+
+Let A and B be the literal physical operators of the first and second climb.
+Let T be the complete interval between them. The original local map is BTA.
+Two replacements are tested:
+
+- Early fusion: apply BA at the first slot and remove the second slot. The
+  local map becomes TBA.
+- Late fusion: remove the first slot and apply BA at the second slot. The
+  local map becomes BAT.
+
+Every other physical operation is fixed. In particular, no scalar contact
+is changed to a new native query. The product BA is used with its exact
+phase, even when the middle frames differ. This gives 2*2*7582=30,328 candidate
+rewrites. The domain does not include a new intermediate placement, a
+changed pair of operators, simultaneous fusions, or a pair on different roles.
+
+The initial invoice opportunity was two H1 jobs replaced by one H2 job.
+For a legal replacement in each of 18 local calls, the complete delta would
+be -36 H1 +18 H2. This is the physical-pair gap in the PR5243 handoff.
+The proof also applies to the other rank pairs. The endpoint obstruction
+rejects every candidate before a new complete pricing step.
+No such saving is charged to the complete kappa calculation.
+
+## Closed-cut lemma
+
+At every persistent climb in this source, the owned register is either
+unused and about to be initialized before any read, or is zero after a
+completed lifetime. The word audit checks this property. It also checks
+that only the owned register can be overwritten and that all reads occur
+after initialization.
+
+Set the unused owned entry to zero. At either end of each candidate interval,
+the state is therefore determined by the 632 persistent fields. Each prefix,
+interval and suffix defines a square linear map on those fields. This remains
+true when the interval contains a whole owned-center window.
+
+For a fixed positive f, write the complete baseline as S(BTA)P on persistent
+fields. The complete endpoint above is invertible. A product of square
+matrices over Q(i) can be invertible only when every factor is invertible.
+Thus P and S are invertible. It follows that
+
+    S(C-BTA)P = 0  if and only if  C-BTA = 0.
+
+A nonzero interval defect therefore survives to the complete provider's
+return. This argument does not require the persistent prefix or suffix to
+be unitary. It does not carry a numerical norm bound through those maps.
+It would fail at a cut with live owned information omitted from the state.
+
+## A quantitative contact obstruction
+
+Use the moving logical frames at the interval boundaries. Let M be the
+interval's logical matrix. Frame changes and adapter changes are identity
+maps in these coordinates. Scalar instructions remain scalar instructions.
+Each native warp is the corresponding phase-bearing K operator.
+
+For each candidate, the saved certificate gives an off-diagonal block of M
+that touches the changed role r. That block is exactly
+
+    M_(r,j) = q U^tensor f  or  M_(j,r) = q U^tensor f,  j != r,
+
+where q is a nonzero rational and U is a signed word of native unitary maps.
+The coefficient is obtained by exact free-group arithmetic. It is not a
+sampled equality and holds for all positive f. The second replay checks every
+saved coefficient with the earlier independent-input engine. A separate
+role-list census checks that the saved pairs cover the entire declared class.
+
+For early fusion, let G1 and G2 be the diagonal physical frames immediately
+after A and immediately before B. Let G3 be the frame immediately after B.
+Then the changed logical interval is L M R, where
+
+    L = G3^-1 G2,
+    R = G1^-1 B G1.
+
+Both corrections act only on role r. Their r-blocks are conjugates of B^-1
+and B. For late fusion the corresponding corrections have r-blocks conjugate
+to A and A^-1. These formulas do not require the two middle frames to agree.
+
+On the saved off-diagonal block, only one correction acts. The defect is a
+unitary left or right multiple of q(V^tensor f-I), where V is a conjugate of
+the relevant paid operator or its inverse. Let
+
+    tau = tr(V)/D,  D=512.
+
+The normalized squared Hilbert-Schmidt defect of this block is exactly
+
+    q^2 (2 - 2 Re(tau^f)).
+
+The new quadratic-sum engine calculates every required trace with exact
+Gaussian rational arithmetic. In every case it checks
+
+    Re(tau) <= 1/2,  |tau|^2 <= 1/2.
+
+For f=1, the first inequality gives Re(tau^f)<=1/2. For f>=2, the second
+gives |tau|^f<=1/2. The same bounds hold for the inverse, whose trace is the
+complex conjugate. Consequently every saved block has normalized squared
+defect at least **q^2>0 at every positive width**. The closed-cut lemma lifts
+this obstruction to the complete provider.
+The smallest saved q^2 is **1/256**, which is a uniform lower bound on the
+selected cut-block defects. It is not a lower bound on the full-provider
+defect after multiplication by its prefix and suffix.
+
+`provider/FUSIONS.json.gz` contains all 15,164 contact certificates, the exact
+event positions, ranks, four frame IDs, native word, scalar coefficient and two
+traces. Each certificate excludes the early and late replacement.
+`provider/WITNESSES.json` also gives twelve literal width-one basis witnesses
+from the complete physical programs. They cover both directions, both
+placements, equal and unequal middle frames, and nonadjacent pairs with a
+higher-rank climb. The native source
+amplitude evaluator checks each value without Gram traces or quadratic sums.
+
+## Verification and limits
+
+From the repository root, with Python 3.12 and the standard library:
+
+```sh
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_provider.py
+```
+
+Expected final line:
+
+```text
+PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS
+```
+
+The replay checks source bytes, every recipe class, both complete programs,
+the complete pair census, every contact coefficient, exact trace bounds and
+the full-program witnesses. Negative controls cover an omitted paid class,
+a wrong absolute phase, borrowed erasure, a cut with live owned data and a
+missing contact. An identity interval is a positive control: no obstruction
+is inferred merely from the presence of two paid operations.
+
+The local paid profile remains `{1:2201,2:412,3:510,4:127,5:40,8:8}`: 3,298 jobs
+and rank mass 5,327 per direction. The complete selected kappa remains
+0.0030217758. This work does not reprice the controller, run a new outer
+admission, or change the selected record. The five selected framework
+assumptions remain. The result covers this ideal finite local provider and
+its tensor substitution; it does not prove physical tape, precision, stock,
+analytic recovery or the complete multiplication theorem.
+
+The obstruction does not exclude changed contacts, joint use of several
+fields, simultaneous rewrites, interior placement, owned-center pairs,
+new operators or later source providers. In particular, it does not
+subsume the separate frozen eight-relation row argument in PR5393.
+
+## Open next questions
+
+1. Can a changed scalar contact supply the missing transformed operand at a
+   lower complete cost? Start from a saved contact certificate. Replace that
+   actual contact, retain dirty restoration, and price the replacement query.
+2. Can several coordinated fusions cancel their endpoint defects? Start with
+   a small explicit set of saved pairs. Run the complete native endpoint test;
+   individual rejection does not prove joint rejection.
+3. Can the eight-width criterion help with a complete program whose endpoint
+   cannot first be reduced by free-group identities? This provider gives a
+   manageable support example, not a bound for other programs.
+
+## Credit
+
+Cao Yifan / intqwq supplies the selected PR4610 construction. Chris R /
+Clear1nsight supplies the PR5241 independent paid catalogue, complete admission
+and earlier quantified lift proof. Cinna Davis / 1337isnot1337 supplies the
+retained controller, native warp and helper chain. zxv, Jacob Alan Sussman,
+Dugongue, Rohan Arun, Jeremy Kothe, icekylinx, DreamingOfClouds and chafreaky
+retain credit for the relevant native, frame, helper and adapter sources.
+The source notices and `provider/NOTICE.md` give the source links. The scalar
+arithmetic and frozen native kernel retain their existing notices.
+
+The new provider importer, Gram application, cut proof, complete pair census
+and receipts are by Ali Romman with substantial OpenAI Codex assistance.
+The checks are author checks. Independent human review and a proof-kernel
+verification are not claimed. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/README.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/README.md
new file mode 100644
index 0000000000..9f6cdf24c5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/README.md
@@ -0,0 +1,234 @@
+# Finite, stable tensor tests for the full dyadic Clifford group
+
+**A uniform algebraic interface theorem and an exact verifier; no new kappa.**
+For fixed scalar register programs on n binary axes, with unitary dyadic
+Clifford operators and every dirty input/return retained, equality at the
+**eight widths 8n-3 through 8n+4 implies equality at every positive width**
+for n>=2. For one axis, **widths 5,6,7,8 suffice**, and both the maximum
+cutoff eight and the number of tests four are sharp. For zero axes use
+widths 1,2,3,4. This
+covers Gaussian and Hadamard gates as well as phase-monomial maps. The cutoff
+does not depend on program length or expanded support.
+
+The [original proof](PROOF.md) and [extensions](ADVANCES.md) give a stable test.
+Let M be the squared coefficient
+norm after equal exact native operators are combined. Some tested width has
+normalized squared Hilbert-Schmidt residual at least **(75/76)M** among all
+widths 1 through 8n+4. An explicit
+rational polynomial recovers M from the finite norm sequence. Base-space pair
+traces suffice. The compact implementation uses exact quadratic sums and
+bitwise conditional norms. It builds **neither a dense base matrix nor a
+tensor matrix**, and it removes the original D^2 coordinate scan.
+
+For the source's nine binary axes, **eight tests at widths 69 through 76** suffice.
+This is an algebraic bound, not a full supplier replay or a minimal cutoff.
+The complete kappa calculation and selected frontier are unchanged.
+
+The [complete-provider application](PROVIDER.md) now passes both directions
+of the selected PR4610 local provider: all 633 inputs and returns, 7,000
+oriented native recipe classes, and the full physical programs. It also
+excludes **30,328 early/late pair fusions at every positive tensor width**.
+The domain contains every pair of paid climbs on one persistent role, at
+all ranks and without an adjacency condition. The [result](provider/RESULT.json),
+[full-program witnesses](provider/WITNESSES.json), and
+[research notes](provider/RESEARCH-NOTES.md) preserve the evidence and limits.
+No paid job is removed and kappa does not increase.
+
+## A concrete small-width trap
+
+The [Reynolds example](examples/reynolds.json) adds the average of the 96
+one-axis native group operators to a dirty target. It preserves the source.
+Its complete endpoint is the identity at widths **1 through 7**, but fails at
+width **8**, with a literal entry **5/24**. The
+[certificate](examples/reynolds.certificate.json) gives the roles and coordinates.
+This example uses the full group, not a numerical sample.
+
+## Use
+
+Python 3.12 and the standard library suffice. From the repository root:
+
+```sh
+python3.12 -B scripts/research_package.py --package research/clifford-tensor-gram
+```
+
+The registered commands print `PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA` and
+`PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA` in normal and optimized Python.
+The provider commands also print
+`PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS`.
+Direct commands also work in a Git-free export:
+
+```sh
+python3.12 -I -W error -B research/clifford-tensor-gram/verify.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify.py
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_advances.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_advances.py
+python3.12 -I -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -O -W error -B research/clifford-tensor-gram/verify_provider.py
+python3.12 -I -B research/clifford-tensor-gram/compact.py \
+  research/clifford-tensor-gram/examples/native-64.json
+python3.12 -I -B research/clifford-tensor-gram/certify.py \
+  research/clifford-tensor-gram/examples/native-relation.json
+python3.12 -I -B research/clifford-tensor-gram/check_witness.py \
+  research/clifford-tensor-gram/examples/reynolds.json \
+  research/clifford-tensor-gram/examples/reynolds.certificate.json
+python3.12 -I -B research/clifford-tensor-gram/audit_mutations.py
+python3.12 -I -B research/clifford-tensor-gram/audit_advances.py
+```
+
+The producer prints JSON. Read `equivalent_at_all_positive_widths`; a successful
+process means the decision completed, and a counterexample is a valid result.
+The independent witness checker prints `PASS_LITERAL_TENSOR_WITNESS 5/24`.
+Relative to the original dense producer, it uses a separate signed-word
+interpreter and literal matrix entries, with
+no producer import, trace calculation or interpolation argument. Only the
+frozen scalar arithmetic is shared.
+It checks the literal nonzero entry, not the claimed norms or the universal
+cutoff theorem.
+
+The compact producer reuses that signed-word expansion. Its differential
+checks use the original dense compiler, frozen source matrices and literal
+entries. It is not an independent checker of itself. The research record is
+saved in [RESEARCH-NOTES.md](RESEARCH-NOTES.md).
+
+## Input contract
+
+`compact.py` uses the same roles and instructions below, but each value in
+`operators` is a literal native circuit. See the
+[64-axis example](examples/native-64.json) and
+[65-axis phase relation](examples/native-65.json). The native gate forms are
+`["P", rows]`, `["X", offset]`, `["D", rows, alpha]`, `["C", mask, sign]`
+and `["phase", exponent]`. Binary matrix rows are integer masks. Diagonal
+alpha values belong to 0,1,2,3 and have the diagonal row parity. C signs
+are +1 or -1. The parser checks the native gate conditions.
+
+The compact certificate records the reduced decision widths. For a negative
+result it still computes all 8n+4 norm values to use the stronger stability
+bound and select its witness. The eight-width theorem alone does not give
+that dimension-free bound on the selected eight norms.
+
+The [native relation example](examples/native-relation.json) gives the format.
+`axes` is n; `roles` counts arbitrary independent inputs and returns.
+`operators` contains exact 2^n-by-2^n matrices, with integer entries or
+Gaussian-rational strings such as `1/2-1/2i`. Floats are rejected. The frontend
+checks dyadic entries, unitarity and normalization of all Pauli generators.
+`program` and `reference` are complete instruction lists. An empty reference
+is identity on every role.
+
+| Instruction | Required fields | Action |
+| --- | --- | --- |
+| `add` | `src`, `dst` | Add a scalar multiple of a role |
+| `query` | `src`, `dst`, `symbol` | Add an operator image of a role |
+| `apply` | `dst`, `symbol` | Apply an operator to a role |
+| `scale` | `dst`, `coefficient` | Scale a role |
+| `swap` | `src`, `dst` | Exchange roles |
+
+`add` and `query` accept an optional `coefficient`, default one. `query` and
+`apply` accept Boolean `inverse`, default false. Self queries read the previous
+value. Global phase stays inside the tensor power; scalar coefficients stay
+outside. The source convention has H^2=iI. Replacing that operator with scalar
+scaling by i passes width one and fails width two, as the
+[phase example](examples/phase-trap.json) shows. Scalar coefficients need not
+be dyadic.
+
+## Evidence and limits
+
+[ADVANCES-RESULT.json](ADVANCES-RESULT.json) records the continuation:
+256 code Fourier values, exact filter bounds for n=0,...,64, a rank-96
+modular inverse certificate, 640 exhaustive small quadratic sums, 3,328
+native entries, 128 native traces, 304 partial inner products, 48 complete
+program comparisons and literal witnesses, nine exact native relations,
+a scalar-phase trap and eight rejection controls. The large cases use
+64 and 65 axes. Their base dimensions are 2^64 and 2^65; no dense base
+array is allocated. The 64-axis witness is the exact entry 1/4294967296.
+The 65-axis relation retains H^2=iI as a native operator identity.
+
+[RESULT.json](RESULT.json) records 96 group elements, 689 exact trace-filter
+values, 2,124 source columns, 48 entangling trace cases, 60 explicit tensor
+norms, 72 complete endpoint comparisons, 24 full tensor program comparisons,
+16 random literal witnesses, two zero-axis boundary cases and 20 controls.
+The source columns include both
+orientations of an actual nine-axis Gaussian gate. Controls reject nonunitary
+inputs, non-dyadic phases, Toffoli, malformed instructions, wrong tensor phases,
+missing helper returns and false witnesses. Source hashes are checked before
+the replay imports the frozen files.
+
+[MUTATIONS.json](MUTATIONS.json) records four private-copy defects rejected in
+both Python modes: a missing trace factor, an ignored inverse, an omitted
+dirty return and a missing Gram normalization. The audit prints
+`PASS_CLIFFORD_GRAM_MUTATIONS`. The local runs used CPython 3.12.13 on macOS
+with no third-party packages.
+
+[ADVANCES-MUTATIONS.json](ADVANCES-MUTATIONS.json) records four additional
+defects rejected in both modes: a wrong native C phase, an ignored native
+inverse sign, a missing prefix constraint and an omitted dirty return.
+The audit prints `PASS_CLIFFORD_ADVANCE_MUTATIONS`.
+
+The written proof supplies the universal quantifiers. Finite tests corroborate
+it. This is author-checked with substantial AI assistance, not independent
+human or proof-kernel acceptance. Compilation can expand exponentially many
+terms. The compact path and witness algorithms use polynomial work in the
+axis count, literal word length, tensor width and expanded support. The
+original dense frontend still uses base dimension 2^n. No polynomial-time claim in instruction
+length or practical full-supplier speedup follows. The provider application
+checks the complete selected local word and its native recipes. A selected
+controller/compiler cold replay, new admission, Lean and Docker are not run.
+Physical storage, tapes, stock, precision and outer recovery remain separate.
+Programs that change with f, non-Clifford gates, continuous phases, nonunitary
+native operators, rounded leaves and restricted clean-input contracts are excluded.
+
+## Sources and credit
+
+Base: canonical main `7c472563474e60185e6ca101a17622133d047e56`, priority 7.
+[SOURCES.json](SOURCES.json) binds exact sources. No predecessor is modified.
+The provider application has the separate current-main pin
+`1ec1119972c9aefe42525172d07b332fcff81cb4`; its source copies and full credit
+are in [provider/SOURCES.json](provider/SOURCES.json) and
+[provider/NOTICE.md](provider/NOTICE.md).
+Rohan Arun supplies the retained native compiler, following Jeremy Kothe and
+the native lineage. Tekalign's retention and Cinna Davis's borrowing work keep
+their credit. The complete [notice](vendor/NATIVE-LINEAGE-NOTICE) accompanies
+the byte-identical kernel.
+
+zxv's [PR #5235](https://github.com/CrocSwap/integer-mult-bounds/pull/5235)
+supplies the independent-symbol interface and frozen Gaussian arithmetic.
+Krzysztof Wojt's [PR #5262](https://github.com/CrocSwap/integer-mult-bounds/pull/5262)
+supplies the inverse-aware interface and native-relation handoff. lm1909's
+[projection-recursion check](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/projection-recursion-check/README.md)
+already uses positive-width group separation, following Jacob Alan Sussman's
+engine model. Cinna Davis, ToikY, Sagar Thakrar, roger-sato and the retained
+free-word/tensor audits keep their earlier results and attribution.
+
+Chris R's [PR #4928](https://github.com/CrocSwap/integer-mult-bounds/pull/4928)
+and [PR #4978](https://github.com/CrocSwap/integer-mult-bounds/pull/4978)
+already use finite Clifford alphabets and tensor Gram separation. Their
+[general separation proof](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/two-full-retained-helper-ceiling/science/PROOF.md)
+and [passive-query clarification](https://github.com/CrocSwap/integer-mult-bounds/blob/7c472563474e60185e6ca101a17622133d047e56/research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md)
+retain that credit. This package adds an explicit linear cutoff and constant
+stability bound for fixed scalar coefficients in the full dyadic class.
+
+Concurrent [PR #5369](https://github.com/CrocSwap/integer-mult-bounds/pull/5369)
+proves a four-width criterion for affine-quadratic monomial maps.
+Its scope excludes Hadamard gates. The
+[coordination claim](https://github.com/CrocSwap/integer-mult-bounds/discussions/5236#discussioncomment-19153620)
+records this package's larger class, Gram test and stability claim. Public
+PR/Discussion bodies and relevant main notes were checked. Historical diffs
+and unpublished work remain outside coverage.
+
+Classical ingredients are credited in [PROOF.md](PROOF.md). No new general
+Burnside-Brauer theorem, general circuit identity algorithm or global priority
+is claimed. The contribution is the explicit native trace filter, stable
+cutoff, program frontend, compact witness and source-bound validation.
+The code invariant follows Runge and Nebe, Rains and Sloane. The binary
+quadratic-form method follows Dehaene and De Moor. [ADVANCES.md](ADVANCES.md)
+links those sources and derives the native phase conventions used here.
+
+## Open next questions
+
+1. Find the sharp maximum cutoff for n>=2. The one-axis maximum eight is
+   now sharp. The general eight-width test still reaches 8n+4.
+2. Prove a useful stability constant on the eight selected widths. The
+   present 75/76 bound uses the full range 1,...,8n+4.
+3. Bind a complete current provider and measure support growth. Retain every
+   input/return and native phase. Physical admission and a full bill remain open.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md
new file mode 100644
index 0000000000..dc3244e15d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESEARCH-NOTES.md
@@ -0,0 +1,133 @@
+# Continuation research record
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+
+## Starting point
+
+The first result is commit 0db0609042d3bee25028ef6515fcee40a33e958d in
+[PR #5376](https://github.com/CrocSwap/integer-mult-bounds/pull/5376).
+It proves the 8n+4 positive-width cutoff and a 14/15 separation bound.
+Both local modes, the export, mutation checks and hosted CI passed.
+The continuation refresh found main at
+1ec1119972c9aefe42525172d07b332fcff81cb4. Priority revision 7 and both
+consumed kernels are unchanged. The selected kappa is not part of this work.
+
+## Questions and acceptance tests
+
+1. Can a degree-eight invariant reduce the number of widths to eight?
+   Prove invariance under a complete native generating set. Prove the
+   resulting kernel inclusion, with all width and coefficient quantifiers.
+2. Can the filter bound improve from 14/15 to 75/76?
+   Prove the coefficient signs and control their total absolute value for
+   every n. Numerical samples do not establish the uniform bound.
+3. What is the sharp one-axis positive-width cutoff?
+   Combine an exact full-rank Gram certificate with an explicit lower-bound
+   example. Do not generalize a one-axis result to other axis counts.
+4. Can exact traces and entries avoid a dense 2^n base matrix?
+   Derive a phase-exact quadratic-sum algorithm. Compare it with the frozen
+   source and independent dense cases, including inverses and zero traces.
+   Preserve possible exponential growth in expanded circuit support.
+
+## Initial observations, not yet new accepted results
+
+For n=1,...,12, exact filter coefficient sums give reciprocal positive mass
+at least 75/76. The n=1 value is exactly 75/76. The later values increase
+toward approximately 0.9887179563. These samples suggest a monotonicity
+proof; they do not prove it.
+
+The extended binary Hamming code of length eight is self-dual and doubly
+even. Its row-code tensor is a candidate invariant for every axis count.
+The classical code-invariant construction is prior work of Runge and
+Nebe, Rains and Sloane, not a new invariant discovered here.
+
+The original direct witness search examines all D^2 coordinate pairs at
+each tensor factor. Even a compact trace routine alone does not remove
+that search. A complete scalable extractor needs a separate argument.
+
+## Results of the continuation
+
+The proofs and algorithms are saved in [ADVANCES.md](ADVANCES.md),
+[quadratic.py](quadratic.py) and [compact.py](compact.py).
+
+1. The length-eight code invariant gives kernel inclusion from f+8 to f.
+   Eight selected widths now suffice. For nine axes these are 69 through 76.
+2. The coefficient sign pattern ++-- gives a monotonicity proof for the
+   filter norm. Its maximum is 77/75 at n=1. Positive mass is at most 76/75,
+   so the stable separation improves from 14/15 to 75/76.
+3. The one-axis Gram sum at widths 5,6,7,8 has rank 96. A saved inverse
+   over F_65537 proves this rank in characteristic zero. The previous
+   Reynolds example proves that the maximum cutoff eight is sharp.
+   Central scalar characters also prove that four widths are necessary.
+4. Exact quadratic path sums retain the native global phase. Conditional
+   sums with coordinate prefixes give a bitwise witness extractor. This
+   removes both the dense base matrix and the D^2 coordinate scan.
+
+The first modular experiment gave cumulative ranks modulo 65537 of
+4,14,34,57,77,91,95,96 at widths 1 through 8. These are modular ranks;
+the lower-width values alone are not characteristic-zero rank certificates.
+The final proof uses the rank-96 inverse and the separate Reynolds obstruction.
+
+The replay includes 640 exhaustive small quadratic sums, every one-axis
+native group word, entangling two- and three-axis words, complete register
+programs and exact positive relations. The large cases certify an explicit
+64-axis entry and the phase relation on 65 axes. Full counts and literal
+certificates are saved with the package.
+
+## Performance correction
+
+The initial filter routine repeatedly reduced rational coefficients. The
+continuation instead multiplies integer numerator factors and keeps one
+denominator. A direct comparison with the function from commit
+0db0609042d3bee25028ef6515fcee40a33e958d gave identical coefficient lists
+at n=0,1,2,9,16,32. One local CPython 3.14.7 measurement at n=32 took
+0.283 seconds before and 0.0149 seconds after. This is one measurement of
+the filter builder, not a full-verifier or provider speed claim.
+The registered validation uses CPython 3.12.13 and checks the original
+receipts as well as the new results.
+
+The first read-only continuation replay found a receipt-comparison defect:
+native gate tuples serialize as JSON arrays. Comparing the loaded arrays
+with in-memory tuples fails even when the serialized bytes agree. The
+receipt check now compares canonical serialized bytes. This fixes the
+serialization boundary without changing mathematical values or certificates.
+
+## Limits and routes not established
+
+The eight-width embedding does not preserve the dimension-free stability
+constant. The 75/76 bound still uses all widths from 1 through 8n+4. A
+trace routine alone would not remove the coordinate search; the conditional
+two-path sum is needed for that step. The general maximum cutoff is not
+proved sharp, and the one-axis result cannot be extrapolated to n>=2.
+
+The code invariant and binary quadratic-form method are classical. No
+literature priority claim is made for those methods. The native phase
+derivation, program binding, width refinements and reproducible certificates
+are the contribution here. Symbolic word support can still be exponential.
+No complete current provider, physical invoice or kappa improvement follows.
+The written proofs remain author-checked with substantial AI assistance.
+
+The final upstream refresh kept main at
+1ec1119972c9aefe42525172d07b332fcff81cb4. The selected result and source
+pins did not change. The canonical Discussion claim remains the coordination
+point. This continuation updates the same focused PR.
+
+## Local verification closeout
+
+The registered runner passed all four commands on CPython 3.12.13:
+the original replay and the continuation replay, each in normal and
+optimized mode. One complete local run took 88.42 seconds. The original
+receipts remain unchanged after the integer filter optimization.
+
+Both mutation audits passed. Each of eight defects was rejected in both
+Python modes, for 16 negative runs. The new defects change a native phase,
+an inverse sign, a coordinate constraint and a dirty return. The metadata
+and pinned-source check also passed. Exact commands are in README.md.
+
+The final advisory overlap refresh at 2026-10-23 21:12 UTC covered 337
+open PRs and 4,676 Discussion records, with complete remote pagination.
+The new-term matches were this contribution and an unrelated occurrence
+of 75/76 in a prior pencil-selection note. The sparse local checkout covers
+only 16 of 7,269 note paths. Relevant predecessor proofs were read
+separately. Historical diffs and unpublished work remain outside coverage.
+The concurrent monomial PR remains at its previously reviewed head and
+has not been changed by this work.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json
new file mode 100644
index 0000000000..bd440a4b06
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/RESULT.json
@@ -0,0 +1,98 @@
+{
+  "closure_edges": 192,
+  "complete_endpoint_comparisons": 72,
+  "controls": [
+    "wrong witness value",
+    "wrong witness width",
+    "wrong certificate schema",
+    "wrong certificate problem_sha256",
+    "wrong certificate axes",
+    "wrong certificate cutoff",
+    "nonunitary",
+    "continuous rational phase",
+    "wrong shape",
+    "floating scalar",
+    "non-Clifford dyadic unitary",
+    "invalid instruction 11",
+    "invalid instruction 12",
+    "invalid instruction 13",
+    "invalid instruction 14",
+    "invalid instruction 15",
+    "invalid instruction 16",
+    "omitted helper return detected",
+    "noncommuting order detected",
+    "phase outside tensor detected"
+  ],
+  "cutoff": "8n+4",
+  "dense_norm_cases": 60,
+  "entangling_trace_cases": 48,
+  "full_tensor_programs": 24,
+  "native_source_columns": 2124,
+  "one_axis_group_order": 96,
+  "polynomial_values": 689,
+  "random_literal_witnesses": 16,
+  "reynolds": {
+    "coefficient_norm_squared": "1/96",
+    "first_nonzero_width": 8,
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "15/256",
+      "0",
+      "0",
+      "0",
+      "155/4096"
+    ],
+    "output_role": 1,
+    "support": 96,
+    "trace_buckets": 13,
+    "witness": {
+      "discrepancy": "5/24",
+      "input_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "output_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "width": 8
+    }
+  },
+  "separation": "14/15",
+  "status": "PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA",
+  "trace_histogram": {
+    "-1": 8,
+    "-1+1i": 6,
+    "-1-1i": 6,
+    "-2": 1,
+    "0": 36,
+    "0+1i": 8,
+    "0+2i": 1,
+    "0-1i": 8,
+    "0-2i": 1,
+    "1": 8,
+    "1+1i": 6,
+    "1-1i": 6,
+    "2": 1
+  },
+  "zero_axis_cases": 2
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json
new file mode 100644
index 0000000000..874eb9c3f4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/SOURCES.json
@@ -0,0 +1,141 @@
+{
+  "schema_version": 1,
+  "base_commit": "7c472563474e60185e6ca101a17622133d047e56",
+  "files": [
+    {
+      "path": "certificates/selected-result.json",
+      "usage": "provenance",
+      "git_blob": "c35482cd9035843b15a634cc8276a7e1e40e8395",
+      "sha256": "6fe0a099b89aa2aed796a13c3a21dafc63f3388ebf397464e44e0451893b9375"
+    },
+    {
+      "path": "docs/research/agent-task-catalog.json",
+      "usage": "provenance",
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "path": "research/inverse-dirty-certificates/PROOF.md",
+      "usage": "provenance",
+      "git_blob": "d2433c24ca46a1cf4af481f6ae9b281991cdafac",
+      "sha256": "de0820379f76fb4ab680c6401c852cc9ea127e447de11ca93a1453471d858f11"
+    },
+    {
+      "path": "research/projection-recursion-check/README.md",
+      "usage": "provenance",
+      "git_blob": "1d8c9f7b1b96cd098a9a00a90022143bbced8b64",
+      "sha256": "59204f11aa3aae59df44fc69228cd017660139587b2dc18ece1999a98d097996"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+      "usage": "input",
+      "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "path": "research/universal-dirty-certificates/fields.py",
+      "usage": "input",
+      "git_blob": "f1b6dc83e26bd9fd9ec67ded3fedb330ef89598d",
+      "sha256": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7"
+    },
+    {
+      "path": "research/t74-native-fast/NATIVE-LINEAGE-NOTICE",
+      "usage": "provenance",
+      "git_blob": "380e979f0e84e00a22bd890615d87cc4684ad740",
+      "sha256": "ee0c73ca35877aad0e0b6adc560a3881cb82276dba4cf2d4fc58cd19e57cc420"
+    },
+    {
+      "path": "research/t74-native-fast/LICENSE",
+      "usage": "provenance",
+      "git_blob": "261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64",
+      "sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4"
+    },
+    {
+      "path": "research/two-full-retained-helper-ceiling/science/PROOF.md",
+      "usage": "provenance",
+      "git_blob": "85eb3ade566aecd21b681085543eff617fc0f5db",
+      "sha256": "63ec5034fb526dc9243de487f97477e51221773f4b7cae21b38df719ba1362c7"
+    },
+    {
+      "path": "research/passive-saved-query-ceiling/evidence/frozen/pr4948-saved-query-macro-gate/UNIFORM-ALPHABET-ADDENDUM.md",
+      "usage": "provenance",
+      "git_blob": "d742381500d94759a3278050d86b7d1dcc726a7e",
+      "sha256": "f51448dc7551e8b61613c642d9487282f06e2ddc6274b1693276920688d5496f"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "retained_copy": "provider/WORD.json.gz"
+    },
+    {
+      "path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5",
+      "retained_copy": "provider/PAID.jsonl.gz"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b",
+      "retained_copy": "provider/PHASES.json.gz"
+    },
+    {
+      "path": "research/joint-helper-lattice/NATIVE.json.gz",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/NATIVE.json.gz",
+      "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6",
+      "retained_copy": "provider/HELPERS.json.gz"
+    },
+    {
+      "path": "research/kappa-round3-warp-20261022/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/kappa-round3-warp-20261022/PROOF.md",
+      "git_blob": "97f1d19ad423fe5540cc2986fb51af24a251d57c",
+      "sha256": "19178996b776a33f94c8df905b2ef07cc3069e4b6004180f8ec58e140f0c7f7c"
+    },
+    {
+      "path": "research/final4610-independent-admission/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/final4610-independent-admission/PROOF.md",
+      "git_blob": "cc71e69b34835eff261b6073606dd585355e442c",
+      "sha256": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8"
+    },
+    {
+      "path": "research/joint-helper-lattice/PROOF.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/joint-helper-lattice/PROOF.md",
+      "git_blob": "e41106031da41fade7a7419c17a32c1bd9aa103b",
+      "sha256": "43ef4251cc300f1b18cbe8cdb060f96f95748e6797d2478b4c04b79a8373ef91"
+    },
+    {
+      "path": "docs/research/community-native4610-contributors.md",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:docs/research/community-native4610-contributors.md",
+      "git_blob": "977eab508c183efd5f725617e30ed7ccd19a1ff2",
+      "sha256": "ecfd9d5d00a116d1f92c374b6daf0bf64dcc4274bf262f98ef34ac26de605c8f"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py",
+      "git_blob": "99f351785ebca5fbf3336bedcd7b48bac9c255e5",
+      "sha256": "9d1a620e26715f4c42fd0347ecc14ef5a4a9031867869b64e8bae4d8526a821e"
+    },
+    {
+      "path": "research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "usage": "provenance",
+      "pin": "head:1ec1119972c9aefe42525172d07b332fcff81cb4:research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py",
+      "git_blob": "82beaa9c1d13bcd5f79d0a5e10e8a10733eac347",
+      "sha256": "c5907050a9a7fa36d4fcba3ad4fe440d1bec2063360c095013891785ba65c3ce"
+    }
+  ],
+  "attribution": "Rohan Arun and the retained native lineage supply the exact kernel; Tekalign retained its source. zxv supplies fields.py. Krzysztof Wojt supplies the inverse-interface handoff. lm1909 and Jacob Alan Sussman supply the prior positive-width group-separation use. See README.md and the retained notice. New material by Ali Romman with substantial OpenAI Codex assistance; Apache-2.0. Chris R / Clear1nsight supplies the related finite-alphabet tensor separation in PR4928 and PR4978. The current provider application retains Cao Yifan / intqwq, Chris R / Clear1nsight, Cinna Davis and all source frame/helper/adapter credit in provider/NOTICE.md. Current source bytes are copied and authenticated inside the package; their source paths are provenance pins."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json
new file mode 100644
index 0000000000..220174d087
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/TASK.json
@@ -0,0 +1,133 @@
+{
+  "schema_version": 1,
+  "task_id": "formal-interface-lemma",
+  "priority_revision": 7,
+  "base_commit": "7c472563474e60185e6ca101a17622133d047e56",
+  "original_card": {
+    "id": "formal-interface-lemma",
+    "question": "Can one uncovered interface implication be formalized with exact caller and certificate bindings?",
+    "starting_points": [
+      "docs/research/research-family-status.md",
+      "certificates/selected-result.json",
+      "research/gate-operand-parity-lean/README.md",
+      "research/staged544-certified-endpoint/README.md",
+      "research/unconditional-batched-crt/README.md"
+    ],
+    "methods": [
+      "Formalize a missing boundary lemma identified by the selected review.",
+      "Audit a formal theorem-to-certificate binding independently."
+    ],
+    "acceptance_gate": "State the exact formalized proposition and remaining assumptions; avoid duplicate arithmetic formalizations already present.",
+    "first_step": {
+      "command": [
+        "python3",
+        "-B",
+        "scripts/research_baseline.py"
+      ],
+      "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+      "inspect": "Inventory the gate-operand parity lemma (#3807) and certified endpoint arithmetic (#3857). Neither is a full multiplication proof. For #4100, audit the compact-switch statement and its hypotheses before formalizing it.",
+      "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+    },
+    "first_experiment": "Write one missing statement with quantified hypotheses, actual caller and existing coverage. A compact-switch lemma is a candidate only after its mathematical contract is reviewed. Establish a bounded proof plan before a separately budgeted proof-assistant build; do not rerun large Lean jobs as orientation.",
+    "bottleneck_link": "A missing interface proof can reduce the conditional gap even if it does not change kappa.",
+    "allowed_variations": [
+      "Narrow to one formal lemma or one theorem-to-certificate binding."
+    ],
+    "scope_change_triggers": [
+      "Formalizing already-covered arithmetic and claiming the full multiplication theorem."
+    ],
+    "overlap_terms": [
+      "hyperplane end",
+      "formal interface",
+      "Lean binding",
+      "3807",
+      "3857",
+      "4100",
+      "gate-operand-parity-lean",
+      "staged544-certified-endpoint",
+      "unconditional-batched-crt"
+    ],
+    "existing_checks": [
+      {
+        "scope": "PR #3807: scoped gate-operand parity formalization.",
+        "evidence": "research/gate-operand-parity-lean/README.md",
+        "remaining": "Exact theorem-to-caller binding and genuinely uncovered interface lemmas.",
+        "status": "author-checked",
+        "source_commit": "4c3530f42a6abcc48e7a6bcffd6c901911dc8269",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      },
+      {
+        "scope": "PR #3857: certified real-power moment/endpoint arithmetic.",
+        "evidence": "research/staged544-certified-endpoint/README.md",
+        "remaining": "Uniform algorithmic implications, not another endpoint digit.",
+        "status": "author-checked",
+        "source_commit": "ef4315b8caa605e47a2515004845eb2d2ed71a86",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      },
+      {
+        "scope": "PR #4100: compact-switch formalization proposed as future validation.",
+        "evidence": "research/unconditional-batched-crt/README.md",
+        "remaining": "Audit the statement and assumptions before a formal proof campaign.",
+        "status": "author-checked",
+        "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+        "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+      }
+    ]
+  },
+  "scope_status": "changed",
+  "actual_scope": "Eight-width full dyadic Clifford tests, compact exact native certificates, complete selected-provider replay and a uniform obstruction to all 30328 early/late fusions of two paid climbs on one persistent role.",
+  "scope_change_reason": "Supply a written native-relation interface theorem and executable certificate rather than repeat a formal arithmetic endpoint.",
+  "bottleneck_link": "A fixed native program needs an all-width endpoint proof. The trace filter supplies a uniform finite test and a quantified failure certificate for the full dyadic Clifford class.",
+  "budget_minutes": 60,
+  "stop_rule": "Prove the stated cutoff and stability bound, check source and independent tensor fixtures, then publish one scoped package. No supplier or selected-frontier update.",
+  "outcome": "completed",
+  "evidence": "PROOF.md, ADVANCES.md, PROVIDER.md, all result and mutation receipts, source-bound complete provider inputs and registered normal/optimized replays.",
+  "author": "Ali Romman with substantial OpenAI Codex assistance",
+  "ai_assistance": "Substantial OpenAI Codex assistance in derivation, implementation, self-review, validation and publication. No independent human or proof-kernel review.",
+  "open_questions": [
+    {
+      "question": "What is the sharp maximum cutoff for n>=2?",
+      "why_it_matters": "Eight tests still reach width 8n+4.",
+      "first_step": "Find a smaller representation-theoretic bound or a matching explicit residual.",
+      "blocked_by": "The one-axis modular certificate does not generalize."
+    },
+    {
+      "question": "Can the eight selected widths retain a dimension-free stability constant?",
+      "why_it_matters": "The 75/76 bound uses the full range of widths.",
+      "first_step": "Bound the selected-width Gram spectrum.",
+      "blocked_by": "The invariant embedding alone loses powers of the base dimension."
+    },
+    {
+      "question": "Can a changed contact provide the transformed operand at lower complete cost?",
+      "why_it_matters": "Every fixed pair fusion retains a nonzero contact defect.",
+      "first_step": "Use one saved contact certificate and replace its literal scalar contact with a priced native query.",
+      "blocked_by": "Whole-caller endpoint, dirty restoration and full cost remain."
+    },
+    {
+      "question": "Can coordinated pair rewrites cancel their defects?",
+      "why_it_matters": "The obstruction covers one pair at a time.",
+      "first_step": "Name a small joint rewrite and run its complete native endpoint.",
+      "blocked_by": "No joint-rewrite or physical invoice certificate exists."
+    }
+  ],
+  "coordination": "https://github.com/CrocSwap/integer-mult-bounds/discussions/5236#discussioncomment-19153620",
+  "continuation": {
+    "user_requested": true,
+    "main_checkpoint": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "previous_result": "0db0609042d3bee25028ef6515fcee40a33e958d",
+    "source_pins_changed": false,
+    "notes": "RESEARCH-NOTES.md"
+  },
+  "provider_application": {
+    "user_requested": true,
+    "main_checkpoint": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "verifier_predecessor": "5370f4465388dbbfff3ba45d5d6ae99d447b1766",
+    "scope": "Complete selected local provider in both directions, then early/late fusion of every pair of paid persistent climbs on one role. All positive tensor widths.",
+    "decision": "Narrow after the full fixed pair-fusion domain fails. Changed contacts or coordinated rewrites require a new test.",
+    "outcome": "No kappa improvement; complete provider certificates and a uniform scoped obstruction.",
+    "paid_profile_changed": false,
+    "unknown_costs": "No changed physical, compiler or outer cost is assumed zero. All candidate rewrites fail the algebraic endpoint.",
+    "notes": "provider/RESEARCH-NOTES.md",
+    "sources": "provider/SOURCES.json"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json
new file mode 100644
index 0000000000..b41360ab97
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/VERIFY.json
@@ -0,0 +1,87 @@
+{
+  "schema_version": 1,
+  "status": "ready",
+  "python": "3.12",
+  "requirements": [],
+  "inputs": [
+    "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py",
+    "research/universal-dirty-certificates/fields.py"
+  ],
+  "commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Exact trace filter, complete one-axis group, source columns, independent tensor norms and endpoints, literal witnesses and rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_advances.py"
+      ],
+      "timeout_seconds": 90,
+      "checks": "Code invariant, stronger filter bound, one-axis rank certificate, quadratic sums, complete native programs, bitwise witnesses and large-axis phase cases."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "timeout_seconds": 420,
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-O",
+        "-W",
+        "error",
+        "-B",
+        "{package}/verify_provider.py"
+      ],
+      "timeout_seconds": 420,
+      "checks": "All 7000 native recipe classes, both complete selected provider directions, all 30328 pair fusions, separate contact and coverage replays, literal full-program witnesses and controls."
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py
new file mode 100644
index 0000000000..0429c569ab
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_advances.py
@@ -0,0 +1,58 @@
+"""Reject compact-computation defects in private package copies.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import json
+from pathlib import Path
+import shutil
+import subprocess
+import sys
+import tempfile
+
+HERE = Path(__file__).resolve().parent
+MUTATIONS = [
+    ("conjugate native C factor", "quadratic.py", "G.pair(1, sign)/2", "G.pair(1, -sign)/2", "Native trace phase"),
+    ("ignore native inverse sign", "quadratic.py", "out.append((kind, gate[1], -gate[2]))",
+     "out.append((kind, gate[1], gate[2]))", "Native entry phase"),
+    ("omit output prefix constraint", "quadratic.py",
+     "equations += [left.outputs[j] ^ x for j, x in enumerate(output_prefix)]",
+     "equations += []", "Native partial inner product"),
+    ("omit final native return", "compact.py", "enumerate(zip(left, right))",
+     "enumerate(zip(left[:-1], right[:-1]))", "Compact complete endpoint"),
+]
+
+
+def audit(write=False):
+    results = []
+    for label, filename, old, new, expected in MUTATIONS:
+        for optimized in (False, True):
+            with tempfile.TemporaryDirectory(prefix="clifford-advance-mutation-") as directory:
+                target = Path(directory) / "package"
+                shutil.copytree(HERE, target, ignore=shutil.ignore_patterns("__pycache__"))
+                source = target / filename
+                original = source.read_text(encoding="utf-8")
+                if original.count(old) != 1:
+                    raise ValueError("Mutation target is not unique: "+label)
+                source.write_text(original.replace(old, new), encoding="utf-8")
+                command = [sys.executable, "-I", "-W", "error", "-B"]
+                if optimized:
+                    command.append("-O")
+                command += [str(target / "verify_advances.py"), "--write"]
+                run = subprocess.run(command, text=True, capture_output=True, timeout=180)
+                if run.returncode == 0 or "ValueError: "+expected not in run.stderr:
+                    raise ValueError("Mutation did not fail at its semantic check: "+label+"\n"+run.stdout+run.stderr)
+                results.append({"mutation": label, "optimized": optimized, "rejection": expected})
+    receipt = {"status": "PASS_CLIFFORD_ADVANCE_MUTATIONS", "cases": results}
+    path = HERE / "ADVANCES-MUTATIONS.json"
+    if write:
+        path.write_text(json.dumps(receipt, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+    elif json.loads(path.read_text(encoding="utf-8")) != receipt:
+        raise ValueError("Committed advance mutation receipt mismatch")
+    print(receipt["status"])
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the advance mutation receipt")
+    audit(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py
new file mode 100644
index 0000000000..11fd235740
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/audit_mutations.py
@@ -0,0 +1,57 @@
+"""Check that semantic defects fail in private package copies.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import json
+from pathlib import Path
+import shutil
+import subprocess
+import sys
+import tempfile
+
+HERE = Path(__file__).resolve().parent
+MUTATIONS = [
+    ("omit final trace root", "range(1, 2*n+1)", "range(1, 2*n)", "Polynomial endpoints"),
+    ("ignore inverse", "adjoint(operators[symbol]) if inverse else operators[symbol]",
+     "operators[symbol]", "Signed-word complete endpoint"),
+    ("omit final return", "enumerate(zip(left, right))", "enumerate(zip(left[:-1], right[:-1]))",
+     "Zero-axis scalar group"),
+    ("remove Gram normalization", "G(0))/d\n             for right", "G(0))\n             for right",
+     "Independent dense norm"),
+]
+
+
+def audit(write=False):
+    results = []
+    for label, old, new, expected in MUTATIONS:
+        for optimized in (False, True):
+            with tempfile.TemporaryDirectory(prefix="clifford-gram-mutation-") as directory:
+                target = Path(directory) / "package"
+                shutil.copytree(HERE, target, ignore=shutil.ignore_patterns("__pycache__"))
+                source = target / "certify.py"
+                original = source.read_text(encoding="utf-8")
+                if original.count(old) != 1:
+                    raise ValueError("Mutation target is not unique: "+label)
+                source.write_text(original.replace(old, new), encoding="utf-8")
+                command = [sys.executable, "-I", "-W", "error", "-B"]
+                if optimized:
+                    command.append("-O")
+                command += [str(target / "verify.py"), "--write"]
+                run = subprocess.run(command, text=True, capture_output=True, timeout=180)
+                if run.returncode == 0 or "ValueError: "+expected not in run.stderr:
+                    raise ValueError("Mutation did not fail at its semantic check: "+label+"\n"+run.stdout+run.stderr)
+                results.append({"mutation": label, "optimized": optimized, "rejection": expected})
+    receipt = {"status": "PASS_CLIFFORD_GRAM_MUTATIONS", "cases": results}
+    path = HERE / "MUTATIONS.json"
+    if write:
+        path.write_text(json.dumps(receipt, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+    elif json.loads(path.read_text(encoding="utf-8")) != receipt:
+        raise ValueError("Committed mutation receipt mismatch")
+    print(receipt["status"])
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the mutation receipt")
+    audit(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/certify.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/certify.py
new file mode 100644
index 0000000000..95c1cbf710
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/certify.py
@@ -0,0 +1,329 @@
+"""Decide complete tensor identities for dyadic Clifford register programs.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+The trace interpolation proof is in PROOF.md. No tensor matrix is built.
+"""
+import argparse
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def require(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def conjugate(z):
+    return G.pair(z.real, -z.imag)
+
+
+def norm2(z):
+    return z.real*z.real + z.imag*z.imag
+
+
+def power(z, k):
+    result = G(1)
+    while k:
+        if k & 1:
+            result = result*z
+        z = z*z
+        k //= 2
+    return result
+
+
+def scalar(x):
+    require(type(x) in (str, int), "Use an integer or an exact Gaussian string")
+    return G(x)
+
+
+def identity(d):
+    return tuple(tuple(G(int(i == j)) for j in range(d)) for i in range(d))
+
+
+def adjoint(a):
+    return tuple(tuple(conjugate(a[j][i]) for j in range(len(a))) for i in range(len(a)))
+
+
+def multiply(a, b):
+    d = len(a)
+    out = [[G(0) for _ in range(d)] for _ in range(d)]
+    sparse_b = [[(j, x) for j, x in enumerate(row) if x] for row in b]
+    for i, row in enumerate(a):
+        for k, x in enumerate(row):
+            if x:
+                for j, y in sparse_b[k]:
+                    out[i][j] = out[i][j] + x*y
+    return tuple(tuple(row) for row in out)
+
+
+def key(a):
+    return tuple(tuple((z.real, z.imag) for z in row) for row in a)
+
+
+def pauli(n, x, z, phase=0):
+    d = 1 << n
+    unit = power(G("i"), phase % 4)
+    return tuple(
+        tuple(unit*(-1 if (z & j).bit_count() % 2 else 1) if i == j ^ x else G(0)
+              for j in range(d)) for i in range(d))
+
+
+def pauli_signature(a):
+    """Return the exact X/Z/phase label, or reject a non-Pauli matrix."""
+    d = len(a)
+    n = d.bit_length()-1
+    first = [(i, row[0]) for i, row in enumerate(a) if row[0]]
+    require(len(first) == 1, "Conjugated generator is not a Pauli")
+    x, unit = first[0]
+    units = [G(1), G("i"), G(-1), G("-i")]
+    require(unit in units, "Conjugated generator has a non-Pauli phase")
+    z = 0
+    for j in range(n):
+        value = a[x ^ (1 << j)][1 << j]
+        require(value in (unit, -unit), "Conjugated generator is not a Pauli")
+        if value == -unit:
+            z |= 1 << j
+    phase = units.index(unit)
+    require(a == pauli(n, x, z, phase), "Conjugated generator is not a Pauli")
+    return x, z, phase
+
+
+def validate_operator(a, n):
+    d = 1 << n
+    require(len(a) == d and all(len(row) == d for row in a), "Operator shape")
+    for row in a:
+        for value in row:
+            for part in (value.real, value.imag):
+                den = part.denominator
+                require(den & (den-1) == 0, "Operator entry is not dyadic")
+    star = adjoint(a)
+    require(multiply(star, a) == identity(d), "Operator is not unitary")
+    return [pauli_signature(multiply(multiply(a, pauli(n, x, z)), star))
+            for x, z in [(1 << j, 0) for j in range(n)] + [(0, 1 << j) for j in range(n)]]
+
+
+def parse_problem(problem):
+    require(type(problem) is dict and set(problem) == {"axes", "roles", "operators", "program", "reference"},
+            "Problem keys")
+    n, r = problem["axes"], problem["roles"]
+    require(type(n) is int and n >= 0 and type(r) is int and r > 0, "Axes or roles")
+    require(type(problem["operators"]) is dict, "Operators must be an object")
+    matrices = {}
+    for name, rows in problem["operators"].items():
+        require(type(name) is str and bool(name) and type(rows) is list and
+                all(type(row) is list for row in rows), "Operator format")
+        a = tuple(tuple(scalar(x) for x in row) for row in rows)
+        validate_operator(a, n)
+        matrices[name] = a
+    return n, r, matrices
+
+
+def accumulate(out, label, coefficient):
+    value = out.get(label, G(0)) + coefficient
+    if value:
+        out[label] = value
+    else:
+        out.pop(label, None)
+
+
+def compile_difference(problem):
+    """Keep phases in matrix keys and keep scalar coefficients outside them."""
+    n, roles, operators = parse_problem(problem)
+    eye = identity(1 << n)
+    bank = {key(eye): eye}
+    products = {}
+
+    def execute(instructions):
+        require(type(instructions) is list, "Instruction list")
+        rows = [{(i, key(eye)): G(1)} for i in range(roles)]
+        for instruction in instructions:
+            require(type(instruction) is dict, "Instruction object")
+            kind = instruction.get("op")
+            allowed = {"add": {"op", "src", "dst", "coefficient"},
+                       "scale": {"op", "dst", "coefficient"},
+                       "swap": {"op", "src", "dst"},
+                       "apply": {"op", "dst", "symbol", "inverse"},
+                       "query": {"op", "src", "dst", "symbol", "inverse", "coefficient"}}
+            require(kind in allowed and set(instruction) <= allowed[kind], "Instruction keys")
+            dst = instruction.get("dst")
+            require(type(dst) is int and 0 <= dst < roles, "Destination role")
+            src = instruction.get("src", dst)
+            require(type(src) is int and 0 <= src < roles, "Source role")
+            if kind in ("add", "query", "swap"):
+                require("src" in instruction, "Missing source role")
+            if kind == "swap":
+                rows[src], rows[dst] = rows[dst], rows[src]
+                continue
+            if kind == "scale":
+                coefficient = scalar(instruction["coefficient"])
+                rows[dst] = {k: coefficient*v for k, v in rows[dst].items() if coefficient*v}
+                continue
+            image = rows[src].copy()
+            if kind in ("apply", "query"):
+                symbol = instruction.get("symbol")
+                inverse = instruction.get("inverse", False)
+                require(type(inverse) is bool and type(symbol) is str and symbol in operators, "Operator reference")
+                a = adjoint(operators[symbol]) if inverse else operators[symbol]
+                image = {}
+                for (i, old), coefficient in rows[src].items():
+                    cache_key = symbol, inverse, old
+                    if cache_key not in products:
+                        product = multiply(a, bank[old])
+                        new = key(product)
+                        bank[new] = product
+                        products[cache_key] = new
+                    accumulate(image, (i, products[cache_key]), coefficient)
+            if kind == "apply":
+                rows[dst] = image
+            else:
+                coefficient = scalar(instruction.get("coefficient", 1))
+                updated = rows[dst].copy()
+                for label, value in image.items():
+                    accumulate(updated, label, coefficient*value)
+                rows[dst] = updated
+        return rows
+
+    left, right = execute(problem["program"]), execute(problem["reference"])
+    result = []
+    for output, (a, b) in enumerate(zip(left, right)):
+        row = a.copy()
+        for label, coefficient in b.items():
+            accumulate(row, label, -coefficient)
+        for input_role in range(roles):
+            terms = [(coefficient, bank[operator]) for (i, operator), coefficient in row.items() if i == input_role]
+            if terms:
+                result.append((output, input_role, terms))
+    return n, result
+
+
+def cutoff_polynomial(n):
+    require(type(n) is int and n >= 0, "Nonnegative axis count")
+    coefficients, denominator = [1], 1
+    for j in range(1, 2*n+1):
+        scale, sign = 4**j, (-1)**j
+        new = [0]*(len(coefficients)+1)
+        for degree, coefficient in enumerate(coefficients):
+            new[degree] -= sign*coefficient
+            new[degree+1] += scale*coefficient
+        coefficients = new
+        denominator *= scale-sign
+    return [Q(0)]+[Q(a, 4*denominator) for a in coefficients for _ in range(4)]
+
+
+def gram(matrices):
+    d = len(matrices[0])
+    return [[sum((conjugate(a)*b for row_a, row_b in zip(left, right)
+                  for a, b in zip(row_a, row_b)), G(0))/d
+             for right in matrices] for left in matrices]
+
+
+def energy(coefficients, inner, width):
+    value = sum((conjugate(a)*b*power(inner[i][j], width)
+                 for i, a in enumerate(coefficients) for j, b in enumerate(coefficients)), G(0))
+    require(value.imag == 0 and value.real >= 0, "Invalid squared residual norm")
+    return value.real
+
+
+def trace_buckets(coefficients, inner):
+    out = {}
+    for i, a in enumerate(coefficients):
+        for j, b in enumerate(coefficients):
+            value = inner[i][j]
+            accumulate(out, (value.real, value.imag), conjugate(a)*b)
+    return out
+
+
+def bucket_energies(buckets, cutoff):
+    powers = {label: G(1) for label in buckets}
+    answer = []
+    for _ in range(cutoff):
+        for label in powers:
+            powers[label] = powers[label]*G.pair(*label)
+        value = sum((coefficient*powers[label] for label, coefficient in buckets.items()), G(0))
+        require(value.imag == 0 and value.real >= 0, "Invalid bucket norm")
+        answer.append(value.real)
+    return answer
+
+
+def tensor_entry(coefficients, matrices, output, input_tuple):
+    answer = G(0)
+    for coefficient, a in zip(coefficients, matrices):
+        value = coefficient
+        for x, y in zip(output, input_tuple):
+            value = value*a[x][y]
+        answer = answer+value
+    return answer
+
+
+def entry_witness(coefficients, matrices, inner, width):
+    """Choose an entry by exact conditional squared norms."""
+    d = len(matrices[0])
+    initial = energy(coefficients, inner, width)
+    require(initial > 0, "The requested width has zero residual")
+    current = list(coefficients)
+    output, input_tuple = [], []
+    for remaining in range(width-1, -1, -1):
+        best = None
+        for x in range(d):
+            for y in range(d):
+                candidate = [c*a[x][y] for c, a in zip(current, matrices)]
+                value = energy(candidate, inner, remaining)
+                if best is None or value > best[0]:
+                    best = value, x, y, candidate
+        require(best[0] > 0, "Conditional tensor norm lost the witness")
+        _, x, y, current = best
+        output.append(x)
+        input_tuple.append(y)
+    value = sum(current, G(0))
+    require(norm2(value)*d**width >= initial, "Tensor entry lower bound")
+    return {"width": width, "output_tuple": output, "input_tuple": input_tuple,
+            "discrepancy": str(value)}
+
+
+def analyze(n, terms):
+    """Analyze distinct validated Clifford matrices with nonzero coefficients."""
+    coefficients, matrices = zip(*terms)
+    require(len(set(key(a) for a in matrices)) == len(matrices), "Merge equal exact operators first")
+    inner = gram(matrices)
+    polynomial = cutoff_polynomial(n)
+    buckets = trace_buckets(coefficients, inner)
+    energies = bucket_energies(buckets, len(polynomial)-1)
+    mass = sum(norm2(c) for c in coefficients)
+    require(sum(b*v for b, v in zip(polynomial[1:], energies)) == mass, "Trace interpolation failed")
+    require(max(energies) >= Q(14, 15)*mass, "Stable separation failed")
+    width = 1 + max(range(len(energies)), key=energies.__getitem__)
+    witness = entry_witness(coefficients, matrices, inner, width)
+    return {"support": len(terms), "trace_buckets": len(buckets), "coefficient_norm_squared": str(mass),
+            "normalized_squared_norms": [str(x) for x in energies],
+            "first_nonzero_width": 1+next(i for i, x in enumerate(energies) if x),
+            "witness": witness}
+
+
+def certify(problem):
+    n, residuals = compile_difference(problem)
+    digest = hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest()
+    result = {"schema": "clifford-tensor-gram/v1", "problem_sha256": digest,
+              "axes": n, "cutoff": 8*n+4, "equivalent_at_all_positive_widths": not residuals,
+              "nonzero_endpoint_entries": len(residuals)}
+    if residuals:
+        output, input_role, terms = residuals[0]
+        result["failure"] = {"output_role": output, "input_role": input_role, **analyze(n, terms)}
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    args = parser.parse_args()
+    result = certify(json.loads(args.problem.read_text(encoding="utf-8")))
+    print(json.dumps(result, indent=2, sort_keys=True))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py
new file mode 100644
index 0000000000..a3bca57b43
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/check_witness.py
@@ -0,0 +1,150 @@
+"""Check a tensor entry by a separate signed-word interpreter.
+
+This module does not import the certificate producer or use Gram traces.
+It shares only the frozen exact scalar arithmetic. Word support can grow.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def need(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def star(a):
+    return tuple(tuple(G.pair(a[j][i].real, -a[j][i].imag)
+                       for j in range(len(a))) for i in range(len(a)))
+
+
+def product(a, b):
+    return tuple(tuple(sum((x*y for x, y in zip(row, column)), G(0))
+                       for column in zip(*b)) for row in a)
+
+
+def eye(d):
+    return tuple(tuple(G(int(i == j)) for j in range(d)) for i in range(d))
+
+
+def add_term(row, word, coefficient):
+    row[word] = row.get(word, G(0))+coefficient
+    if not row[word]:
+        del row[word]
+
+
+def word_endpoint(problem, instructions, input_role):
+    r = problem["roles"]
+    rows = [{(): G(1)} if j == input_role else {} for j in range(r)]
+    for instruction in instructions:
+        kind, d = instruction["op"], instruction["dst"]
+        need(type(d) is int and 0 <= d < r, "Destination role")
+        s = instruction.get("src", d)
+        need(type(s) is int and 0 <= s < r, "Source role")
+        if kind == "swap":
+            rows[d], rows[s] = rows[s], rows[d]
+            continue
+        if kind == "scale":
+            coefficient = G(instruction["coefficient"])
+            rows[d] = {w: coefficient*c for w, c in rows[d].items() if coefficient*c}
+            continue
+        image = rows[s].copy()
+        if kind in ("query", "apply"):
+            symbol, inverse = instruction["symbol"], instruction.get("inverse", False)
+            need(symbol in problem["operators"] and type(inverse) is bool, "Operator reference")
+            letter = (symbol, inverse)
+            image = {}
+            for word, coefficient in rows[s].items():
+                if word and word[0] == (symbol, not inverse):
+                    new_word = word[1:]
+                else:
+                    new_word = (letter,)+word
+                add_term(image, new_word, coefficient)
+        if kind == "apply":
+            rows[d] = image
+        else:
+            need(kind in ("add", "query"), "Instruction kind")
+            coefficient = G(instruction.get("coefficient", 1))
+            updated = rows[d].copy()
+            for word, value in image.items():
+                add_term(updated, word, coefficient*value)
+            rows[d] = updated
+    return rows
+
+
+def matrices(problem):
+    d = 1 << problem["axes"]
+    bank = {}
+    for name, rows in problem["operators"].items():
+        a = tuple(tuple(G(x) for x in row) for row in rows)
+        need(len(a) == d and all(len(row) == d for row in a), "Matrix shape")
+        inverse = star(a)
+        need(product(a, inverse) == eye(d), "Inverse requires a unitary matrix")
+        bank[name, False], bank[name, True] = a, inverse
+    return bank
+
+
+def evaluate_word(word, bank, d):
+    out = eye(d)
+    for letter in word:
+        out = product(out, bank[letter])
+    return out
+
+
+def discrepancy(problem, output_role, input_role, output_tuple, input_tuple):
+    width = len(output_tuple)
+    d, r = 1 << problem["axes"], problem["roles"]
+    need(width > 0 and len(input_tuple) == width, "Positive tensor width")
+    need(all(type(x) is int and 0 <= x < d for x in output_tuple+input_tuple), "Tensor coordinate")
+    need(type(output_role) is int and 0 <= output_role < r and
+         type(input_role) is int and 0 <= input_role < r, "Endpoint role")
+    bank = matrices(problem)
+    left = word_endpoint(problem, problem["program"], input_role)[output_role]
+    right = word_endpoint(problem, problem["reference"], input_role)[output_role]
+    words = left.copy()
+    for word, coefficient in right.items():
+        add_term(words, word, -coefficient)
+    answer = G(0)
+    for word, coefficient in words.items():
+        a = evaluate_word(word, bank, d)
+        value = coefficient
+        for x, y in zip(output_tuple, input_tuple):
+            value = value*a[x][y]
+        answer = answer+value
+    return answer
+
+
+def check(problem, certificate):
+    need(certificate.get("schema") == "clifford-tensor-gram/v1", "Certificate schema")
+    digest = hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest()
+    need(certificate.get("problem_sha256") == digest, "Problem digest")
+    need(type(certificate.get("axes")) is int and certificate["axes"] == problem["axes"], "Axis count")
+    need(type(certificate.get("cutoff")) is int and certificate["cutoff"] == 8*problem["axes"]+4, "Cutoff")
+    need(certificate["equivalent_at_all_positive_widths"] is False, "Expected a negative certificate")
+    failure = certificate["failure"]
+    witness = failure["witness"]
+    need(type(witness["width"]) is int and 1 <= witness["width"] <= certificate["cutoff"], "Witness width")
+    need(witness["width"] == len(witness["input_tuple"]) == len(witness["output_tuple"]), "Width mismatch")
+    value = discrepancy(problem, failure["output_role"], failure["input_role"],
+                        witness["output_tuple"], witness["input_tuple"])
+    need(value != 0 and value == G(witness["discrepancy"]), "The literal discrepancy does not match")
+    return str(value)
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    parser.add_argument("certificate", type=Path)
+    args = parser.parse_args()
+    value = check(json.loads(args.problem.read_text()), json.loads(args.certificate.read_text()))
+    print("PASS_LITERAL_TENSOR_WITNESS", value)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/compact.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/compact.py
new file mode 100644
index 0000000000..aa83f0f565
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/compact.py
@@ -0,0 +1,182 @@
+"""Certify complete native programs with quadratic sums and bitwise witnesses.
+
+Program support can grow exponentially. No base or tensor matrix is built.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+import certify as c
+from check_witness import word_endpoint, add_term
+from quadratic import Paths, partial_inner, inverse_circuit
+
+
+def decision_widths(n):
+    if n == 0:
+        return list(range(1, 5))
+    if n == 1:
+        return list(range(5, 9))
+    return list(range(8*n-3, 8*n+5))
+
+
+def validate(problem):
+    c.require(type(problem) is dict and set(problem) == {"axes", "roles", "operators", "program", "reference"},
+              "Native problem keys")
+    n, roles = problem["axes"], problem["roles"]
+    c.require(type(n) is int and n >= 0 and type(roles) is int and roles > 0, "Axes or roles")
+    c.require(type(problem["operators"]) is dict, "Native operators")
+    bank = {}
+    for name, circuit in problem["operators"].items():
+        c.require(type(name) is str and bool(name) and type(circuit) is list, "Native operator format")
+        Paths(n, circuit)
+        bank[name, False] = circuit
+        bank[name, True] = inverse_circuit(n, circuit)
+    allowed = {"add": {"op", "src", "dst", "coefficient"},
+               "scale": {"op", "dst", "coefficient"}, "swap": {"op", "src", "dst"},
+               "apply": {"op", "dst", "symbol", "inverse"},
+               "query": {"op", "src", "dst", "symbol", "inverse", "coefficient"}}
+    for instructions in (problem["program"], problem["reference"]):
+        c.require(type(instructions) is list, "Native instruction list")
+        for op in instructions:
+            c.require(type(op) is dict and op.get("op") in allowed, "Instruction object")
+            kind = op["op"]
+            c.require(set(op) <= allowed[kind], "Instruction keys")
+            c.require(type(op.get("dst")) is int and 0 <= op["dst"] < roles, "Destination role")
+            if kind in ("add", "query", "swap"):
+                c.require(type(op.get("src")) is int and 0 <= op["src"] < roles, "Source role")
+            if kind in ("query", "apply"):
+                c.require(type(op.get("symbol")) is str and op["symbol"] in problem["operators"] and
+                          type(op.get("inverse", False)) is bool, "Operator reference")
+            if kind == "scale":
+                c.require("coefficient" in op, "Scale coefficient")
+            if "coefficient" in op:
+                c.scalar(op["coefficient"])
+    return bank
+
+
+def merge_terms(coefficients, paths):
+    """For unitary matrices, normalized inner product one means equality."""
+    d = 1 << paths[0].n
+    inner = [[partial_inner(a, b)/d for b in paths] for a in paths]
+    representatives, merged = [], []
+    for j, coefficient in enumerate(coefficients):
+        i = next((i for i, k in enumerate(representatives) if inner[k][j] == 1), None)
+        if i is None:
+            representatives.append(j)
+            merged.append(coefficient)
+        else:
+            merged[i] = merged[i]+coefficient
+    keep = [i for i, coefficient in enumerate(merged) if coefficient]
+    indices = [representatives[i] for i in keep]
+    return ([merged[i] for i in keep], [paths[j] for j in indices],
+            [[inner[i][j] for j in indices] for i in indices])
+
+
+def residuals(problem):
+    bank = validate(problem)
+    n = problem["axes"]
+    paths = {}
+    out = []
+    for input_role in range(problem["roles"]):
+        left = word_endpoint(problem, problem["program"], input_role)
+        right = word_endpoint(problem, problem["reference"], input_role)
+        for output_role, (a, b) in enumerate(zip(left, right)):
+            words = a.copy()
+            for word, coefficient in b.items():
+                add_term(words, word, -coefficient)
+            if not words:
+                continue
+            for word in words:
+                if word not in paths:
+                    circuit = [gate for letter in reversed(word) for gate in bank[letter]]
+                    paths[word] = Paths(n, circuit)
+            coefficients, operators, inner = merge_terms(list(words.values()), [paths[word] for word in words])
+            if coefficients:
+                out.append((output_role, input_role, coefficients, operators, inner))
+    return out
+
+
+def entry_witness(coefficients, paths, inner, width):
+    """Choose each coordinate bit from two exact conditional norms."""
+    n, d = paths[0].n, 1 << paths[0].n
+    initial = c.energy(coefficients, inner, width)
+    c.require(initial > 0, "Positive residual norm")
+    current = list(coefficients)
+    output, inputs = [], []
+    partial_cache = {}
+
+    def score(x, y, remaining):
+        key = tuple(x), tuple(y)
+        if key not in partial_cache:
+            partial_cache[key] = [[partial_inner(a, b, x, y) for b in paths] for a in paths]
+        partial = partial_cache[key]
+        value = sum((c.conjugate(a)*b*partial[i][j]*c.power(inner[i][j], remaining)
+                     for i, a in enumerate(current) for j, b in enumerate(current)), c.G(0))
+        c.require(value.imag == 0 and value.real >= 0, "Conditional squared norm")
+        return value.real
+
+    for remaining in range(width-1, -1, -1):
+        x, y = [], []
+        parent = d*c.energy(current, inner, remaining+1)
+        for coordinate in (x, y):
+            for _ in range(n):
+                children = []
+                for bit in (0, 1):
+                    coordinate.append(bit)
+                    children.append(score(x, y, remaining))
+                    coordinate.pop()
+                c.require(sum(children) == parent, "Conditional norm split")
+                bit = int(children[1] > children[0])
+                coordinate.append(bit)
+                parent = children[bit]
+                c.require(parent > 0, "Conditional witness vanished")
+        a, b = sum(bit << j for j, bit in enumerate(x)), sum(bit << j for j, bit in enumerate(y))
+        output.append(a)
+        inputs.append(b)
+        current = [coefficient*path.entry(a, b) for coefficient, path in zip(current, paths)]
+    value = sum(current, c.G(0))
+    c.require(c.norm2(value)*d**width >= initial, "Compact entry lower bound")
+    return {"width": width, "output_tuple": output, "input_tuple": inputs, "discrepancy": str(value)}
+
+
+def analyze(n, coefficients, paths, inner):
+    polynomial = c.cutoff_polynomial(n)
+    mass = sum(c.norm2(a) for a in coefficients)
+    norms = c.bucket_energies(c.trace_buckets(coefficients, inner), 8*n+4)
+    c.require(sum(b*v for b, v in zip(polynomial[1:], norms)) == mass, "Compact trace interpolation")
+    c.require(max(norms) >= Q(75, 76)*mass, "Improved stable separation")
+    c.require(any(norms[f-1] for f in decision_widths(n)), "Reduced width criterion")
+    width = 1+max(range(len(norms)), key=norms.__getitem__)
+    return {"support": len(paths), "coefficient_norm_squared": str(mass),
+            "normalized_squared_norms": [str(x) for x in norms],
+            "witness": entry_witness(coefficients, paths, inner, width)}
+
+
+def certify(problem):
+    entries = residuals(problem)
+    n = problem["axes"]
+    result = {"schema": "clifford-tensor-gram/native-v1", "axes": n,
+              "problem_sha256": hashlib.sha256(json.dumps(problem, sort_keys=True, separators=(",", ":")).encode()).hexdigest(),
+              "cutoff": 8*n+4, "decision_widths": decision_widths(n),
+              "equivalent_at_all_positive_widths": not entries, "nonzero_endpoint_entries": len(entries)}
+    if entries:
+        output, input_role, coefficients, paths, inner = entries[0]
+        result["failure"] = {"output_role": output, "input_role": input_role,
+                             **analyze(n, coefficients, paths, inner)}
+    return result
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("problem", type=Path)
+    args = parser.parse_args()
+    print(json.dumps(certify(json.loads(args.problem.read_text())), indent=2, sort_keys=True))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json
new file mode 100644
index 0000000000..e2a64e17cc
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.certificate.json
@@ -0,0 +1,552 @@
+{
+  "axes": 64,
+  "cutoff": 516,
+  "decision_widths": [
+    509,
+    510,
+    511,
+    512,
+    513,
+    514,
+    515,
+    516
+  ],
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "1",
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1",
+      "1"
+    ],
+    "output_role": 1,
+    "support": 1,
+    "witness": {
+      "discrepancy": "1/4294967296",
+      "input_tuple": [
+        0
+      ],
+      "output_tuple": [
+        0
+      ],
+      "width": 1
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "79b256e48a82a194351bda191bdf195a598cbd6bb4f855b78965216595f4ad34",
+  "schema": "clifford-tensor-gram/native-v1"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json
new file mode 100644
index 0000000000..16577e87db
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-64.json
@@ -0,0 +1,613 @@
+{
+  "axes": 64,
+  "operators": {
+    "H": [
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ],
+      [
+        "C",
+        1,
+        1
+      ],
+      [
+        "C",
+        2,
+        1
+      ],
+      [
+        "C",
+        4,
+        1
+      ],
+      [
+        "C",
+        8,
+        1
+      ],
+      [
+        "C",
+        16,
+        1
+      ],
+      [
+        "C",
+        32,
+        1
+      ],
+      [
+        "C",
+        64,
+        1
+      ],
+      [
+        "C",
+        128,
+        1
+      ],
+      [
+        "C",
+        256,
+        1
+      ],
+      [
+        "C",
+        512,
+        1
+      ],
+      [
+        "C",
+        1024,
+        1
+      ],
+      [
+        "C",
+        2048,
+        1
+      ],
+      [
+        "C",
+        4096,
+        1
+      ],
+      [
+        "C",
+        8192,
+        1
+      ],
+      [
+        "C",
+        16384,
+        1
+      ],
+      [
+        "C",
+        32768,
+        1
+      ],
+      [
+        "C",
+        65536,
+        1
+      ],
+      [
+        "C",
+        131072,
+        1
+      ],
+      [
+        "C",
+        262144,
+        1
+      ],
+      [
+        "C",
+        524288,
+        1
+      ],
+      [
+        "C",
+        1048576,
+        1
+      ],
+      [
+        "C",
+        2097152,
+        1
+      ],
+      [
+        "C",
+        4194304,
+        1
+      ],
+      [
+        "C",
+        8388608,
+        1
+      ],
+      [
+        "C",
+        16777216,
+        1
+      ],
+      [
+        "C",
+        33554432,
+        1
+      ],
+      [
+        "C",
+        67108864,
+        1
+      ],
+      [
+        "C",
+        134217728,
+        1
+      ],
+      [
+        "C",
+        268435456,
+        1
+      ],
+      [
+        "C",
+        536870912,
+        1
+      ],
+      [
+        "C",
+        1073741824,
+        1
+      ],
+      [
+        "C",
+        2147483648,
+        1
+      ],
+      [
+        "C",
+        4294967296,
+        1
+      ],
+      [
+        "C",
+        8589934592,
+        1
+      ],
+      [
+        "C",
+        17179869184,
+        1
+      ],
+      [
+        "C",
+        34359738368,
+        1
+      ],
+      [
+        "C",
+        68719476736,
+        1
+      ],
+      [
+        "C",
+        137438953472,
+        1
+      ],
+      [
+        "C",
+        274877906944,
+        1
+      ],
+      [
+        "C",
+        549755813888,
+        1
+      ],
+      [
+        "C",
+        1099511627776,
+        1
+      ],
+      [
+        "C",
+        2199023255552,
+        1
+      ],
+      [
+        "C",
+        4398046511104,
+        1
+      ],
+      [
+        "C",
+        8796093022208,
+        1
+      ],
+      [
+        "C",
+        17592186044416,
+        1
+      ],
+      [
+        "C",
+        35184372088832,
+        1
+      ],
+      [
+        "C",
+        70368744177664,
+        1
+      ],
+      [
+        "C",
+        140737488355328,
+        1
+      ],
+      [
+        "C",
+        281474976710656,
+        1
+      ],
+      [
+        "C",
+        562949953421312,
+        1
+      ],
+      [
+        "C",
+        1125899906842624,
+        1
+      ],
+      [
+        "C",
+        2251799813685248,
+        1
+      ],
+      [
+        "C",
+        4503599627370496,
+        1
+      ],
+      [
+        "C",
+        9007199254740992,
+        1
+      ],
+      [
+        "C",
+        18014398509481984,
+        1
+      ],
+      [
+        "C",
+        36028797018963968,
+        1
+      ],
+      [
+        "C",
+        72057594037927936,
+        1
+      ],
+      [
+        "C",
+        144115188075855872,
+        1
+      ],
+      [
+        "C",
+        288230376151711744,
+        1
+      ],
+      [
+        "C",
+        576460752303423488,
+        1
+      ],
+      [
+        "C",
+        1152921504606846976,
+        1
+      ],
+      [
+        "C",
+        2305843009213693952,
+        1
+      ],
+      [
+        "C",
+        4611686018427387904,
+        1
+      ],
+      [
+        "C",
+        9223372036854775808,
+        1
+      ],
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ]
+    ],
+    "iI": [
+      [
+        "phase",
+        1
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "H"
+    }
+  ],
+  "reference": [],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json
new file mode 100644
index 0000000000..583db4f717
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.certificate.json
@@ -0,0 +1,18 @@
+{
+  "axes": 65,
+  "cutoff": 524,
+  "decision_widths": [
+    517,
+    518,
+    519,
+    520,
+    521,
+    522,
+    523,
+    524
+  ],
+  "equivalent_at_all_positive_widths": true,
+  "nonzero_endpoint_entries": 0,
+  "problem_sha256": "adfd67b1b9af2f1f70c0cc32e33dd5a98979beb1592b76c11af06f61e4430a30",
+  "schema": "clifford-tensor-gram/native-v1"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json
new file mode 100644
index 0000000000..f663e259bd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-65.json
@@ -0,0 +1,632 @@
+{
+  "axes": 65,
+  "operators": {
+    "H": [
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808,
+          18446744073709551616
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ],
+      [
+        "C",
+        1,
+        1
+      ],
+      [
+        "C",
+        2,
+        1
+      ],
+      [
+        "C",
+        4,
+        1
+      ],
+      [
+        "C",
+        8,
+        1
+      ],
+      [
+        "C",
+        16,
+        1
+      ],
+      [
+        "C",
+        32,
+        1
+      ],
+      [
+        "C",
+        64,
+        1
+      ],
+      [
+        "C",
+        128,
+        1
+      ],
+      [
+        "C",
+        256,
+        1
+      ],
+      [
+        "C",
+        512,
+        1
+      ],
+      [
+        "C",
+        1024,
+        1
+      ],
+      [
+        "C",
+        2048,
+        1
+      ],
+      [
+        "C",
+        4096,
+        1
+      ],
+      [
+        "C",
+        8192,
+        1
+      ],
+      [
+        "C",
+        16384,
+        1
+      ],
+      [
+        "C",
+        32768,
+        1
+      ],
+      [
+        "C",
+        65536,
+        1
+      ],
+      [
+        "C",
+        131072,
+        1
+      ],
+      [
+        "C",
+        262144,
+        1
+      ],
+      [
+        "C",
+        524288,
+        1
+      ],
+      [
+        "C",
+        1048576,
+        1
+      ],
+      [
+        "C",
+        2097152,
+        1
+      ],
+      [
+        "C",
+        4194304,
+        1
+      ],
+      [
+        "C",
+        8388608,
+        1
+      ],
+      [
+        "C",
+        16777216,
+        1
+      ],
+      [
+        "C",
+        33554432,
+        1
+      ],
+      [
+        "C",
+        67108864,
+        1
+      ],
+      [
+        "C",
+        134217728,
+        1
+      ],
+      [
+        "C",
+        268435456,
+        1
+      ],
+      [
+        "C",
+        536870912,
+        1
+      ],
+      [
+        "C",
+        1073741824,
+        1
+      ],
+      [
+        "C",
+        2147483648,
+        1
+      ],
+      [
+        "C",
+        4294967296,
+        1
+      ],
+      [
+        "C",
+        8589934592,
+        1
+      ],
+      [
+        "C",
+        17179869184,
+        1
+      ],
+      [
+        "C",
+        34359738368,
+        1
+      ],
+      [
+        "C",
+        68719476736,
+        1
+      ],
+      [
+        "C",
+        137438953472,
+        1
+      ],
+      [
+        "C",
+        274877906944,
+        1
+      ],
+      [
+        "C",
+        549755813888,
+        1
+      ],
+      [
+        "C",
+        1099511627776,
+        1
+      ],
+      [
+        "C",
+        2199023255552,
+        1
+      ],
+      [
+        "C",
+        4398046511104,
+        1
+      ],
+      [
+        "C",
+        8796093022208,
+        1
+      ],
+      [
+        "C",
+        17592186044416,
+        1
+      ],
+      [
+        "C",
+        35184372088832,
+        1
+      ],
+      [
+        "C",
+        70368744177664,
+        1
+      ],
+      [
+        "C",
+        140737488355328,
+        1
+      ],
+      [
+        "C",
+        281474976710656,
+        1
+      ],
+      [
+        "C",
+        562949953421312,
+        1
+      ],
+      [
+        "C",
+        1125899906842624,
+        1
+      ],
+      [
+        "C",
+        2251799813685248,
+        1
+      ],
+      [
+        "C",
+        4503599627370496,
+        1
+      ],
+      [
+        "C",
+        9007199254740992,
+        1
+      ],
+      [
+        "C",
+        18014398509481984,
+        1
+      ],
+      [
+        "C",
+        36028797018963968,
+        1
+      ],
+      [
+        "C",
+        72057594037927936,
+        1
+      ],
+      [
+        "C",
+        144115188075855872,
+        1
+      ],
+      [
+        "C",
+        288230376151711744,
+        1
+      ],
+      [
+        "C",
+        576460752303423488,
+        1
+      ],
+      [
+        "C",
+        1152921504606846976,
+        1
+      ],
+      [
+        "C",
+        2305843009213693952,
+        1
+      ],
+      [
+        "C",
+        4611686018427387904,
+        1
+      ],
+      [
+        "C",
+        9223372036854775808,
+        1
+      ],
+      [
+        "C",
+        18446744073709551616,
+        1
+      ],
+      [
+        "D",
+        [
+          1,
+          2,
+          4,
+          8,
+          16,
+          32,
+          64,
+          128,
+          256,
+          512,
+          1024,
+          2048,
+          4096,
+          8192,
+          16384,
+          32768,
+          65536,
+          131072,
+          262144,
+          524288,
+          1048576,
+          2097152,
+          4194304,
+          8388608,
+          16777216,
+          33554432,
+          67108864,
+          134217728,
+          268435456,
+          536870912,
+          1073741824,
+          2147483648,
+          4294967296,
+          8589934592,
+          17179869184,
+          34359738368,
+          68719476736,
+          137438953472,
+          274877906944,
+          549755813888,
+          1099511627776,
+          2199023255552,
+          4398046511104,
+          8796093022208,
+          17592186044416,
+          35184372088832,
+          70368744177664,
+          140737488355328,
+          281474976710656,
+          562949953421312,
+          1125899906842624,
+          2251799813685248,
+          4503599627370496,
+          9007199254740992,
+          18014398509481984,
+          36028797018963968,
+          72057594037927936,
+          144115188075855872,
+          288230376151711744,
+          576460752303423488,
+          1152921504606846976,
+          2305843009213693952,
+          4611686018427387904,
+          9223372036854775808,
+          18446744073709551616
+        ],
+        [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+        ]
+      ]
+    ],
+    "iI": [
+      [
+        "phase",
+        1
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "dst": 0,
+      "op": "apply",
+      "symbol": "iI"
+    }
+  ],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json
new file mode 100644
index 0000000000..70c67084e5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/native-relation.json
@@ -0,0 +1,65 @@
+{
+  "axes": 1,
+  "operators": {
+    "C": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "H": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "S": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "iI": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "iI"
+    }
+  ],
+  "roles": 3
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json
new file mode 100644
index 0000000000..ca3a24abcd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.certificate.json
@@ -0,0 +1,44 @@
+{
+  "axes": 1,
+  "cutoff": 12,
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "2",
+    "first_nonzero_width": 2,
+    "input_role": 1,
+    "normalized_squared_norms": [
+      "0",
+      "2",
+      "4",
+      "2",
+      "0",
+      "2",
+      "4",
+      "2",
+      "0",
+      "2",
+      "4",
+      "2"
+    ],
+    "output_role": 1,
+    "support": 2,
+    "trace_buckets": 3,
+    "witness": {
+      "discrepancy": "0-2i",
+      "input_tuple": [
+        0,
+        0,
+        0
+      ],
+      "output_tuple": [
+        0,
+        0,
+        0
+      ],
+      "width": 3
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "940062ace2db113edfadf94db380b7c0c1c44d884037f9d8bb26ae63a5e1e392",
+  "schema": "clifford-tensor-gram/v1"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json
new file mode 100644
index 0000000000..a76136d600
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/phase-trap.json
@@ -0,0 +1,65 @@
+{
+  "axes": 1,
+  "operators": {
+    "C": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "H": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "S": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "iI": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    },
+    {
+      "dst": 1,
+      "op": "apply",
+      "symbol": "H"
+    }
+  ],
+  "reference": [
+    {
+      "coefficient": "i",
+      "dst": 1,
+      "op": "scale"
+    }
+  ],
+  "roles": 3
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json
new file mode 100644
index 0000000000..f9940e488f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.certificate.json
@@ -0,0 +1,54 @@
+{
+  "axes": 1,
+  "cutoff": 12,
+  "equivalent_at_all_positive_widths": false,
+  "failure": {
+    "coefficient_norm_squared": "1/96",
+    "first_nonzero_width": 8,
+    "input_role": 0,
+    "normalized_squared_norms": [
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "0",
+      "15/256",
+      "0",
+      "0",
+      "0",
+      "155/4096"
+    ],
+    "output_role": 1,
+    "support": 96,
+    "trace_buckets": 13,
+    "witness": {
+      "discrepancy": "5/24",
+      "input_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "output_tuple": [
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1
+      ],
+      "width": 8
+    }
+  },
+  "nonzero_endpoint_entries": 1,
+  "problem_sha256": "c843711bf4c635a80f4d96b711bc224598d2b8aa9c3a50f56b1fc12b18b27e1b",
+  "schema": "clifford-tensor-gram/v1"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json
new file mode 100644
index 0000000000..8ca3752efe
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/examples/reynolds.json
@@ -0,0 +1,1641 @@
+{
+  "axes": 1,
+  "operators": {
+    "0": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "1": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "10": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "11": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "12": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "13": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "14": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "15": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "16": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "17": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "18": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "19": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "2": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "20": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "21": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "22": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "23": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "24": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "25": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "26": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "27": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "28": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "29": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "3": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "30": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "31": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "32": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "33": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "34": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "35": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "36": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "37": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "1",
+        "0"
+      ]
+    ],
+    "38": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "39": [
+      [
+        "0",
+        "0+1i"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "4": [
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "40": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "41": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "42": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "43": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "44": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "45": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "46": [
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "47": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "48": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "49": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "5": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "50": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "51": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "52": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "53": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "54": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "55": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "56": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "57": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "58": [
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "59": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "6": [
+      [
+        "1",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "60": [
+      [
+        "0+1i",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "61": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "62": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "63": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "1"
+      ]
+    ],
+    "64": [
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "65": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "66": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "-1",
+        "0"
+      ]
+    ],
+    "67": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "68": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "69": [
+      [
+        "0",
+        "-1"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "7": [
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "70": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "71": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "72": [
+      [
+        "-1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "73": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "0+1i"
+      ]
+    ],
+    "74": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "75": [
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "76": [
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "77": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "78": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "79": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "8": [
+      [
+        "0",
+        "1"
+      ],
+      [
+        "0+1i",
+        "0"
+      ]
+    ],
+    "80": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ],
+    "81": [
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "82": [
+      [
+        "0",
+        "0-1i"
+      ],
+      [
+        "0-1i",
+        "0"
+      ]
+    ],
+    "83": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "84": [
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "85": [
+      [
+        "-1/2+1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "86": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "-1"
+      ]
+    ],
+    "87": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "88": [
+      [
+        "1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2+1/2i"
+      ]
+    ],
+    "89": [
+      [
+        "-1",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "9": [
+      [
+        "1/2+1/2i",
+        "1/2+1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "90": [
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ],
+      [
+        "1/2-1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "91": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "1/2+1/2i",
+        "-1/2-1/2i"
+      ]
+    ],
+    "92": [
+      [
+        "-1/2-1/2i",
+        "-1/2+1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "93": [
+      [
+        "0-1i",
+        "0"
+      ],
+      [
+        "0",
+        "0-1i"
+      ]
+    ],
+    "94": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2+1/2i",
+        "1/2-1/2i"
+      ]
+    ],
+    "95": [
+      [
+        "-1/2-1/2i",
+        "-1/2-1/2i"
+      ],
+      [
+        "-1/2-1/2i",
+        "1/2+1/2i"
+      ]
+    ]
+  },
+  "program": [
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "0"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "1"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "2"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "3"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "4"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "5"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "6"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "7"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "8"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "9"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "10"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "11"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "12"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "13"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "14"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "15"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "16"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "17"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "18"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "19"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "20"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "21"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "22"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "23"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "24"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "25"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "26"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "27"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "28"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "29"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "30"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "31"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "32"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "33"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "34"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "35"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "36"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "37"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "38"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "39"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "40"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "41"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "42"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "43"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "44"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "45"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "46"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "47"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "48"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "49"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "50"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "51"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "52"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "53"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "54"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "55"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "56"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "57"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "58"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "59"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "60"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "61"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "62"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "63"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "64"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "65"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "66"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "67"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "68"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "69"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "70"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "71"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "72"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "73"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "74"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "75"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "76"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "77"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "78"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "79"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "80"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "81"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "82"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "83"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "84"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "85"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "86"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "87"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "88"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "89"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "90"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "91"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "92"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "93"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "94"
+    },
+    {
+      "coefficient": "1/96",
+      "dst": 1,
+      "op": "query",
+      "src": 0,
+      "symbol": "95"
+    }
+  ],
+  "reference": [],
+  "roles": 2
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider.py
new file mode 100644
index 0000000000..9faabb34d0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider.py
@@ -0,0 +1,407 @@
+"""Bind the selected PR4610 local provider to exact native circuits.
+
+The source word and recipes are data. No source evaluator is imported.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from collections import Counter
+from fractions import Fraction as Q
+from functools import lru_cache
+import gzip
+import hashlib
+import json
+from pathlib import Path
+
+from check_witness import need
+from quadratic import inverse_circuit, rank
+
+HERE = Path(__file__).resolve().parent
+N, D, PERSISTENT, OWNED = 9, 512, 632, 632
+
+
+def read_inputs():
+    manifest = json.loads((HERE / "provider/SOURCES.json").read_bytes())
+    objects = {}
+    for item in manifest["inputs"]:
+        raw = (HERE / "provider" / item["file"]).read_bytes()
+        need(hashlib.sha256(raw).hexdigest() == item["sha256"], "Provider source bytes: " + item["file"])
+        payload = gzip.decompress(raw) if item["file"].endswith(".gz") else raw
+        objects[item["name"]] = ([json.loads(line) for line in payload.splitlines()]
+                                 if ".jsonl" in item["file"] else json.loads(payload))
+    return manifest, objects
+
+
+def transpose(rows):
+    return [sum(((row >> j) & 1) << k for k, row in enumerate(rows)) for j in range(N)]
+
+
+def inverse(rows):
+    work = [v | (1 << (N+j)) for j, v in enumerate(rows)]
+    for j in range(N):
+        pivot = next((k for k in range(j, N) if work[k] >> j & 1), None)
+        need(pivot is not None, "Invertible native address map")
+        work[j], work[pivot] = work[pivot], work[j]
+        for k in range(N):
+            if k != j and work[k] >> j & 1:
+                work[k] ^= work[j]
+    return [v >> N for v in work]
+
+
+def native_map(columns):
+    rows = transpose(columns)
+    inverse_columns = transpose(inverse(rows))
+    quadratic = [(1 << j) ^ sum(((a & b).bit_count() % 2) << k
+                                for k, b in enumerate(inverse_columns))
+                 for j, a in enumerate(inverse_columns)]
+    return [["P", rows], ["D", quadratic, [(quadratic[j] >> j) & 1 for j in range(N)]]]
+
+
+def conjugate(circuit):
+    out = []
+    for gate in circuit:
+        if gate[0] == "D":
+            out.append(["D", gate[1], [(-a) % 4 for a in gate[2]]])
+        elif gate[0] in ("C", "phase"):
+            out.append(list(gate[:-1]) + [-gate[-1]])
+        else:
+            out.append(gate)
+    return out
+
+
+def normalizer(rec):
+    need(set(rec) == {"matrix_rows", "quadratic_rows", "linear_Z4", "offset", "phase"},
+         "Complete monomial recipe")
+    need(type(rec["phase"]) is int and 0 <= rec["phase"] < 4, "Canonical native phase")
+    return [["D", rec["quadratic_rows"], rec["linear_Z4"]],
+            ["P", rec["matrix_rows"]], ["X", rec["offset"]], ["phase", rec["phase"]]]
+
+
+def recipe(rec):
+    need(set(rec) == {"left", "right", "rank"}, "Complete paid recipe")
+    r = rec["rank"]
+    need(type(r) is int and 0 <= r <= N, "Recipe rank")
+    if not r:
+        need(rec["right"] is None, "Rank-zero recipe shape")
+        return normalizer(rec["left"])
+    return normalizer(rec["right"]) + [["C", 1 << j, 1] for j in range(r)] + normalizer(rec["left"])
+
+
+class Provider:
+    def __init__(self, word):
+        self.word = word
+        self.c = word["canonical"]
+        c = self.c
+        need(c["h"] == N and c["v"] == 112 and len(c["start"]) == len(c["final"]) == PERSISTENT,
+             "Complete selected local boundary")
+        need(set(word["programs"]) == {"forward", "backward"}, "Both provider directions")
+        need(all(len(u) <= N and all(type(x) is int and 0 < x < D for x in u)
+                 and rank(u) == len(u) for u in c["frames"]), "Independent native frame bases")
+        self.maps = {row["op"]: native_map(row["G_columns"]) for row in c["warps"]}
+        need(set(self.maps) == set(range(1, 73)) and len(c["warps"]) == 72, "All 72 native maps")
+
+    @lru_cache(None)
+    def frame(self, index):
+        basis = self.c["frames"][index]
+        r = len(basis)
+        if not r:
+            return []
+        if r == N:
+            return [["C", 1 << j, 1] for j in range(N)]
+        extended = []
+        for v in basis + [1 << j for j in range(N)]:
+            if rank(extended + [v]) > len(extended):
+                extended.append(v)
+        change = native_map(extended)
+        return inverse_circuit(N, change) + [["C", 1 << j, 1] for j in range(r)] + change
+
+    def edge(self, a, b, direction):
+        circuit = inverse_circuit(N, self.frame(a)) + self.frame(b)
+        return conjugate(circuit) if direction == "backward" else circuit
+
+    def warp(self, signed, a, b, direction):
+        middle = self.maps[abs(signed)]
+        if signed < 0:
+            middle = inverse_circuit(N, middle)
+        circuit = inverse_circuit(N, self.frame(a)) + middle + self.frame(b)
+        return conjugate(circuit) if direction == "backward" else circuit
+
+    def old_frame(self, role, entrance):
+        if role >= 224:
+            return self.frame(self.c["start" if entrance else "final"][role])
+        if entrance:
+            return [["C", self.c["ports"][role], 1]] if role < 112 else []
+        return self.frame(1) if role < 112 else [["C", self.c["ports"][role-112], -1]] + self.frame(1)
+
+    def audit_word(self, direction):
+        """Check every event, frame contact, owned lifetime and paid charge."""
+        c, program = self.c, self.word["programs"][direction]
+        current = list(c["start"]) + [None]
+        live, paid, counts, adapters, pairs, warps = False, Counter(), Counter(), {}, {}, set()
+        contacts = {r: [] for r in range(224)}
+        for j, event in enumerate(program):
+            kind = event[0]
+            counts[kind] += 1
+            if kind in ("climb", "center"):
+                if kind == "climb":
+                    _, _, target, a, b, r = event
+                    need(0 <= target < PERSISTENT and not live, "Persistent climb at a closed owned cut")
+                    need(len(c["frames"][b]) > len(c["frames"][a]), "Ascending persistent edge")
+                else:
+                    _, target, a, b, r = event
+                    need(target == 0 and live, "Live owned center")
+                    target = OWNED
+                u, v = c["frames"][a], c["frames"][b]
+                need(current[target] == a and r == abs(len(u)-len(v)) > 0
+                     and rank(u+v) == max(len(u), len(v)), "Chronological nested paid edge")
+                current[target] = b
+                if target < 224:
+                    contacts[target].append(j)
+                paid[r] += 1
+                pairs[a, b] = r
+            elif kind == "warp":
+                _, register, signed, a, b = event
+                target = role(register)
+                if target < 224:
+                    contacts[target].append(j)
+                need(current[target] == a and abs(signed) in self.maps, "Chronological signed warp")
+                rows = transpose(next(row["G_columns"] for row in c["warps"] if row["op"] == abs(signed)))
+                if signed < 0:
+                    rows = inverse(rows)
+                mapped = [sum(((v & row).bit_count() % 2) << k for k, row in enumerate(rows))
+                          for v in c["frames"][a]]
+                need(rank(mapped+c["frames"][b]) == len(mapped) == len(c["frames"][b]),
+                     "Actual signed warp transports its source subspace")
+                current[target] = b
+                warps.add((signed, a, b))
+            elif kind == "scalar":
+                gate, f = event[1:]
+                target = role(gate[1])
+                if target < 224:
+                    contacts[target].append(j)
+                op = gate[0]
+                if op in ("clear", "copy"):
+                    need(target == OWNED, "Only owned storage can be overwritten")
+                if op == "clear":
+                    live = False
+                    current[target] = f
+                    continue
+                need(current[target] == f, "Scalar receiver frame")
+                if op in ("add", "copy"):
+                    source = role(gate[2])
+                    if source < 224:
+                        contacts[source].append(j)
+                    need(source != target and current[source] == f, "Scalar source frame")
+                    need(source != OWNED or live, "Owned source is initialized")
+                    if op == "copy":
+                        need(not live, "Copy starts an owned lifetime")
+                        live = True
+                    else:
+                        q = Q(gate[3], gate[4])
+                        need(q and q.denominator & (q.denominator-1) == 0, "Nonzero dyadic shear")
+                        if target == OWNED:
+                            live = True
+                else:
+                    need(op == "scale", "Known scalar operation")
+                    q = Q(gate[2], gate[3])
+                    a = abs(q.numerator)
+                    need(a and a & (a-1) == 0 and q.denominator & (q.denominator-1) == 0,
+                         "Invertible dyadic scale")
+            elif kind == "adapter":
+                _, side, target, f = event
+                need(0 <= target < 224 and side in ("old_to_new", "new_to_old"), "Main adapter domain")
+                entrance = side == "old_to_new"
+                need(f == c["start" if entrance else "final"][target], "Exact main adapter boundary")
+                need(current[target] == f or self.old_frame(target, entrance) == self.frame(f),
+                     "A moved adapter must be exactly the identity")
+                need((side, target) not in adapters, "No repeated main adapter")
+                adapters[side, target] = j
+            else:
+                need(kind == "phase", "Known provider event")
+        need(not live and current[:PERSISTENT] == c["final"], "Complete final frame and owned return")
+        need(set(adapters) == {(side, r) for side in ("old_to_new", "new_to_old") for r in range(224)},
+             "All 448 main adapter events")
+        for (side, target), position in adapters.items():
+            entrance = side == "old_to_new"
+            f = c["start" if entrance else "final"][target]
+            if self.old_frame(target, entrance) != self.frame(f):
+                need(all(position < j if entrance else j < position for j in contacts[target]),
+                     "Nonidentity adapters surround every use of their role")
+        need(dict(paid) == {int(k): v for k, v in c["local_profile"].items()}, "Complete paid profile")
+        return dict(events=dict(counts), paid=dict(sorted(paid.items())), pairs=pairs, warps=warps)
+
+    def problem(self, direction):
+        """Expand every physical event and keep all 633 input and return roles."""
+        bank = {}
+
+        def put(name, circuit):
+            if not circuit:
+                return None
+            oriented = conjugate(circuit) if direction == "backward" else circuit
+            need(name not in bank or bank[name] == oriented, "One circuit per symbol")
+            bank[name] = oriented
+            return name
+
+        def frame(index):
+            return put("frame_" + str(index), self.frame(index))
+
+        def old(register, entrance):
+            circuit = self.old_frame(register, entrance)
+            index = self.c["start" if entrance else "final"][register]
+            if circuit == self.frame(index):
+                return frame(index)
+            return put(("entrance_" if entrance else "exit_") + str(register), circuit)
+
+        def apply(out, target, symbol, inverse=False):
+            if symbol is not None:
+                out.append(dict(op="apply", dst=target, symbol=symbol, inverse=inverse))
+
+        program = []
+        offsets = []
+        for event in self.word["programs"][direction]:
+            offsets.append(len(program))
+            kind = event[0]
+            if kind in ("climb", "center", "warp"):
+                if kind == "climb":
+                    target, a, b = event[2:5]
+                elif kind == "center":
+                    target, a, b = OWNED, event[2], event[3]
+                else:
+                    target, signed, a, b = role(event[1]), *event[2:]
+                apply(program, target, frame(a), True)
+                if kind == "warp":
+                    apply(program, target, put("warp_" + str(abs(signed)), self.maps[abs(signed)]), signed < 0)
+                apply(program, target, frame(b))
+            elif kind == "adapter":
+                _, side, target, f = event
+                if side == "old_to_new":
+                    apply(program, target, old(target, True), True)
+                    apply(program, target, frame(f))
+                else:
+                    apply(program, target, frame(f), True)
+                    apply(program, target, old(target, False))
+            elif kind == "scalar":
+                gate = event[1]
+                target, op = role(gate[1]), gate[0]
+                if op in ("clear", "copy"):
+                    program.append(dict(op="scale", dst=target, coefficient="0"))
+                if op in ("copy", "add"):
+                    program.append(dict(op="add", dst=target, src=role(gate[2]),
+                                        coefficient=str(Q(1) if op == "copy" else Q(gate[3], gate[4]))))
+                elif op == "scale":
+                    program.append(dict(op="scale", dst=target, coefficient=str(Q(gate[2], gate[3]))))
+            else:
+                need(kind == "phase", "Known physical program marker")
+        offsets.append(len(program))
+        reference = []
+        for register in range(PERSISTENT):
+            apply(reference, register, old(register, True), True)
+        for j in range(112):
+            source, target, sign = (112+j, j, -1) if direction == "backward" else (j, 112+j, 1)
+            reference.append(dict(op="add", dst=target, src=source, coefficient=str(sign)))
+        for register in range(PERSISTENT):
+            apply(reference, register, old(register, False))
+        reference.append(dict(op="scale", dst=OWNED, coefficient="0"))
+        return dict(axes=N, roles=PERSISTENT+1, operators=bank, program=program, reference=reference), offsets
+
+
+def role(register):
+    need(type(register) is list and len(register) == 2, "Register syntax")
+    tag, index = register
+    need(type(index) is int and ((tag == "L" and 0 <= index < PERSISTENT) or (tag == "C" and index == 0)),
+         "Register domain")
+    return index if tag == "L" else OWNED
+
+
+def add(target, source, coefficient=Q(1)):
+    for key, value in tuple(source.items()):
+        value = target.get(key, Q(0)) + coefficient*value
+        if value:
+            target[key] = value
+        else:
+            target.pop(key, None)
+
+
+def append_letter(word, letter, right=False):
+    if right:
+        return word[:-1] if word and word[-1] == -letter else word + (letter,)
+    return word[1:] if word and word[0] == -letter else (letter,) + word
+
+
+def interval(program, first, second, register, transpose_row=False):
+    """Compute one full row or column of the logical interval matrix."""
+    rows = [{} for _ in range(PERSISTENT+1)]
+    rows[register][()] = Q(1)
+    events = program[first+1:second]
+    for event in reversed(events) if transpose_row else events:
+        kind = event[0]
+        if kind == "warp":
+            target, signed = role(event[1]), event[2]
+            rows[target] = {append_letter(w, signed, transpose_row): q for w, q in rows[target].items()}
+        elif kind == "scalar":
+            gate = event[1]
+            target, op = role(gate[1]), gate[0]
+            if op == "clear":
+                rows[target] = {}
+            elif op == "copy":
+                source = role(gate[2])
+                if transpose_row:
+                    add(rows[source], rows[target])
+                    rows[target] = {}
+                else:
+                    rows[target] = rows[source].copy()
+            elif op == "add":
+                source, q = role(gate[2]), Q(gate[3], gate[4])
+                add(rows[source], rows[target], q) if transpose_row else add(rows[target], rows[source], q)
+            else:
+                need(op == "scale", "Known interval scalar")
+                q = Q(gate[2], gate[3])
+                rows[target] = {w: q*v for w, v in rows[target].items()}
+    return rows[:PERSISTENT]
+
+
+def fusion_pairs(program):
+    previous, out = {}, []
+    for j, event in enumerate(program):
+        if event[0] != "climb":
+            continue
+        target = event[2]
+        for k, earlier in previous.get(target, []):
+            out.append((k, j, target, earlier[3], earlier[4], event[3], event[4]))
+        previous.setdefault(target, []).append((j, event))
+    return out
+
+
+def contact_witness(program, pair):
+    first, second, target, a, b, c, d = pair
+    for transposed in (False, True):
+        rows = interval(program, first, second, target, transposed)
+        for other, entry in enumerate(rows):
+            if other != target and len(entry) == 1:
+                word, coefficient = next(iter(entry.items()))
+                return dict(first=first, second=second, role=target, frames=[a, b, c, d],
+                            ranks=[program[first][5], program[second][5]],
+                            output=target if transposed else other, input=other if transposed else target,
+                            coefficient=str(coefficient), word=list(word))
+    raise ValueError("No single-term contact certificate for " + str(pair))
+
+
+def complete_endpoint(problem, instructions):
+    """Expand all independent inputs together. Coefficients remain rational."""
+    symbols = {name: j+1 for j, name in enumerate(problem["operators"])}
+    rows = [{(j, ()): Q(1)} for j in range(problem["roles"])]
+    total = peak_total = problem["roles"]
+    peak_row = 1
+    for instruction in instructions:
+        target, op = instruction["dst"], instruction["op"]
+        total -= len(rows[target])
+        if op == "apply":
+            signed = symbols[instruction["symbol"]] * (-1 if instruction.get("inverse", False) else 1)
+            rows[target] = {(entry, append_letter(word, signed)): q for (entry, word), q in rows[target].items()}
+        elif op == "add":
+            add(rows[target], rows[instruction["src"]], Q(instruction["coefficient"]))
+        else:
+            need(op == "scale", "Known complete program instruction")
+            q = Q(instruction["coefficient"])
+            rows[target] = {key: q*value for key, value in rows[target].items()} if q else {}
+        total += len(rows[target])
+        peak_total, peak_row = max(peak_total, total), max(peak_row, len(rows[target]))
+    return rows, dict(peak_total_terms=peak_total, peak_row_terms=peak_row, final_terms=total)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/FUSIONS.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..895c0d4c4acbfd305b4b27f4c10b39bcf259493e
GIT binary patch
literal 240388
zcmXt<V{}~K!-ZozjcuC~n~fVAjcv1yZKHAHPHc06HclqCZN2&Z*Lv^AyUscnYxaHi
z-scQi3<AV|2Nd>P*I7J^V0^w0+npe~%m!I^S_lVyOI1j?UpxG~13t9*c|eH{CX;j&
zsE~SiT%!U6WpHkIXHN<z-Ca`g@s{y%zZmpP_Hj}d^l=gN#P)IU@jfB?_OkK*RPeD^
z@V@8tabNIxKIlpEgKVG8IOu8B_~X6q<KpA4An4;n^sVMKVo$W{<Ebb0BO&NLqvu2R
zsYh|8^!nrR#rWf*=S}v>NzJ(Ibwc3Axaa+v?c@IAb^1EUH1_3rqUZfi^dtPO<@M$B
z+|Gwwz}wzM&|Axg+6U8Z25Zpc#pi{B1V2uLUe5~N-!_oUI2D54_JZDCLO!SNsrznL
zhhesg^@3`K9@&M`06EApPj=!zL42NNURWrJTvLP6C|M+lOyX5Y6&x=rNi|ygssacm
zCU^C`8);u6*LO>>ucpa7DR{T!RT!RuR4q3MB5#rx3|EHGQz7z|iYNI~Bf3z!FcW2d
z_?3W=vjbK#;d~3*_Aq^AmqgME;*3U!kn+VKsCuHNh-73YpOZUsW?mCUNWdLaV6h-x
zuV&=%*@|eNd25DU;^3O?M00|OUn~9#2f_?bw4BbeiB|ZW@4z@A`-gW0dt7dPg=vUB
zdv{L>gW2VqX3jJwRe^CY+7~(dizr}GBnx>w6t8D7mEa~;E>})JtZcK!3tT)>oD)Q5
z(xgu^eu<l-2&ASc8TsBVeL-&EK8%Ya=bxtfk*AyRE>%G5MUcXV3ro}`>qryUoPd2>
z@BZuim5cv~(=Oj7(k*5)OucqhkNOMFvDL9C9_&}cm{BK<9`B6Iu}lv5E(56a=eqLr
zDo8^t_9n-!XG)`AwCKHn<Gt~w)S90wA{y<!G^Qs@s{+jGDMx>a?_7TyU%$rdu`WJ9
z4V}1HhnSpc6(t<YL-=Vv{;A!aUKgee@L|HN4#2BEqjdXX+C6#EpSdxVucaJ)<@c0#
ze$&w!>G!1ssuP^ZVNF<9H$5FqNc%?$m5jO`UB9y-fQZ+zcf|i$-Z`G}*%e!qDTZ)5
zSvnxKS7dIU?;ds%QudSua%ykE0Rv$1_k`N1<feoVOdX=od*EYBt=^)XoFlg;HiAk9
z*(R$>N%~9af<ilR#rhy?k9-i29})yZu;w^JXq;x2t4X9}Ss5o@LgMbvSQFOC1m4)P
zd}%r^zSm^q{nL{`B(hy(=NEz>daG?TKItAdbV<leAtxoW^E{dnn3i+4YE91YVNjzr
z4TBYROgw7gw4G1*LJe>KTd1I@Te0?v?Jr#<(-X~p-l>4M$r^Uk$aer24fo_0C)Ei3
zq0cPG1fs7R<x)}fIu>^gr;_RoAuxh@=?Ol1QUD_lfv*KwqynL|_M~Fy+Yfs7g^=F}
zil8eu&^puyf0XQTqlVX{GjLj>+MgkfeiN73IQfU~F<1S)JXnKk3RgiW&(ty~viPfE
zXW30c>+C25{8vuOd6qJb4^rL-yKiAZIxsn<PlN>Lds#Fm9!?Hz>29u^E2s;8`_4d(
zS$W6xtn=WE+)?QJnPJW9@$aiM$1+lP-SBHip%M(7dn^V9LVFPCXcRE7T&&hGow~9{
zz<H{bCid-t<{X{qviGGKUV9R%acRabHwW{HqfTKc3qh6c$W^0Ua};G5M%C8)L(k#p
z%(fi;=;qJCjI;4u#7W2V?akMoS{FHO8YFDnp1G?WGRsgrglEj;xS78j5GgZ~J71S(
zkmBQ0L<JeCJ76+XV(r||a5aJiY+H5+(ZrCy_N<^JHPwjj4cI3Nms1>6N(@0;T3Miw
zs7kiXO<mxxKwC3y{lx&ZKATGlsvH9V73G=22-B>i_=GZt_9y5io~8$15g`N=yt!ki
zSLO<^n)D^z(416$3Zg?b;@Ma)m#|Ah+v0hlkU%!BlkznKOp*qmBP{*HvTv;}QQw7v
zdj;WB2GDTCPOql`nUD>5^$mUg00?8tTyXX^61uWu0gQd_3_E<Jm%0GDx<CO<w%DkP
zx`qbP9oK<8`-|y0e`+_8HXTQV@3)gq>^@6EzgTyk()0Q~2}2D2&IIo#htrr$@i_cd
ze-xrh1Vw;Op_QUUdoL6~7Gv}^q5WF_yHFHhF04{iF7C_E=6sgK<<ndi@}pL}Kp?Y&
zetCB!V6M1SR5tDlaDLLEF=d`P%d6K`>z8p*>fp@35Lsazy~u1oR<z|H`8Pk?wp&q)
zC^rtzqIN8|iX_!HfV~tFuqdC)Q5~5|L%8CnbcoHfq-t2v%5{ZoOM20MdlS)Y*OJD>
z5w{xU8n8{}fil6@-7Z6_zU^qe(66&wMwH2)e*#P7*J#OeQ9)+|+hGudvlJkpEvg`0
znMY9|j<N+49rk{8z5D871JcT^r9rAi){m;ru4{{yFkCE39^Fch?ytkHW958!1JCUl
z^$zuKuVf~32kLthz|vp{wiscW6ze!e^lp`BEHJs`hFP97iZ})Bt8!;i5PI%JjRskJ
z9nzm8bQs_cO`@Ke9*NCh=UncQa_o+WSzx||30X=RdeD(}Tbr*Sse*zt&$1A<LjQYe
zH1xk^X(3ghi2QGhf};Hu!Z-4XBnStVM{yZM{V;~96z@XIHeMR3N!2>^kZ(gUoIq;P
z39RWqI4&4pZ+1*n=+&^7zM_Xbz$jb5_>DA>Z4Q@&tNXdnxT;IyX10x#!lB*$o+Fna
z;kiu2;|x7({+*3@Uh|t4Zj?o5-U2a=C)AIC?n<s^p=ry(ddfbXr6(^aa%|a%0kTDA
z&mQgWS1yYrYXADrSd$16d8>FopOvxn(SN2dd0cDIwn+pmo#K;Q`TTR`tv*IjwOaY3
z2%g|d>->5?+D4fTt17`sBXVtDobR15v${bkIbQW)Cs1_Pk(0?xW2`B`T@jN1ytq{N
z*wi(WVPYqb4wHr*_07diYDzC&pD7(XeDbe&ENw?&!9%FZ6PX12OXpRTVN;MJJoMWz
zkvH9Of<Lc+u1-bxO&Jga#ulfBVA)g$U|>Tg5Y>Pub4V#6DVp$%Qt<GZ(&?y=j=9r=
z&$DV(9z6(1?8qpyaBHaK$Is>(Oy|;Q9LtPx!2o&!LBY8x7LOSs&xK%J#YeZrWVE}H
zGEZ(EXRKK<!z3hfR(Lw|16GdtyYgaQq6kEcQHe{e@N-tp&w1Pg3kdm(0IGP3PzY0;
zVf-R=pqa##bNm&k!#8Xi>j>ERrFIz$|IpMlsz;b0QcV+q@IK`)5X7&;6!=2q%`by`
zrnR}j8qT%wDfuYzXZZJd60qFkklT6RScAW@4o9G+2<$on19!QTmZF@A<u~-Xls9>-
zUEQ6~UiOpOu{LcNJ9pAzoaLPiFh#a^TK>2c)ozlO|Ae@3z0w}}X&+eetO&(*DvS8U
z!ka&+IOh(_FWsdF`3dC++$u;sPx9Dw&l>%LPDPMA1wERuR;?yHa9MewHcPXeHU#n>
zVgWj@vuD(wC@X?^W1)sLSc`qE;CyXh^t5BtKrO>LA@m5*D1Y$#$#dx`Ee|VaS{R}B
zIM!c@2bbk{*1JD&<`bflax8TH7E$g~BO-bF;b_V*Idtb#zlTrEZ-IZpr<rxBV%*iC
zma+rH-FlOlsL?~I?&b@lyTOCg<G*&xNa$lMlfE$orwQV5!xJ~O!0_h~p@<&u(|@A5
zb8CH*d>V_0FU-zxcLuq(e$DY^il{6;QBMkhZqjnJMXBw&q8#X^h3&g-5OHU(%n9kN
zN@VO|mYYt*qv#0IrG+S)l3#~CM}4$*#B^qDK@HgKwjGjro^~8ibS0Acm7J+9>&whm
zW7$52rK6Ny5eviP{dQpXE`7eL0GB|~hNkjDXD0Ve(5VxqFw(FBnw7~{^**m}uO0Ro
zaUZ6VMpQgx^#!xKs5=tg7L+won&w!LO>oW*V9SZmqKf_NtCUkBQzLE0U3TzB$_sQr
zaDvVqMc}pDq?60cIiM)6Pc)n+<|`>fh=k47tEj%T0~uUE2v(?UCuM6ErQm>4YrGgU
ziQBDNzV%75P!w1?pKR}vWbU*Fw#Nts{w$WsbGVpM_jQ_s(m1M+d9$*DYdEJQt<>GF
z%h<Ba-;s*|oRI4O9w3g3ZH~Cl%&0%Ya*574px%Vri;6W_t;zOZT>nJ#WcR_EO%N0V
zCt*)SOmsQ1i6^5lqQ8b^h|fm~&eq;HX7>r}#r{$8%=QqPv*QE}2Ouw}Szg&M8T%Il
zd6S&)$3jn(j{0s%Zu3#&iN9b6b%R@1UG(gYg7TogQ&=sE>=8E9AZtWIfuc+t589}#
zxT=1guMK*pvq*<PF&*Wvko71xMVoI^&+Jky$wS(P9EHurZKhq<y^8JQdv;PmScE_>
zS#&7<Y<uUQkM@k3O;()K&LnqBW(SH-qWl<cHQz@_1O{g*;pMr#x%?)fQ_B6yt+rtT
zwFQXc#?atvvU7L~nd3OiWk3`|21U?7OE&tw1-A%bmG5O$<d7pu9e(+w{C{v(MpPsc
zfIe(x0a4q{v_hVO2=2)T;2z<ENX1Ni!ztsx^j3SJNnG;kjK4%1aw57|<%ok#a@W$c
znUppUr<8j^Xi@GYSISx$Vp?<!8IS;#aZ_~>(Kk>CWdr>te_D5enm|-WMFO@Sgdboo
zjepU6VyK;&9qb7My7+xbX;dT<j}Cdd_iJVzY%HpQV@Xplb5GCGBYl|S9VdXK`oWBE
zLQ_;#j`RbE3GwDu3tEgwPc{(9diAb~b`EL&7mdM85mLY6%mPz!pQtc=a$Nq0wJ^Tm
zE9<@Mim~f^z8>?%G?wrSjNl)-E37*;1qbsw1rz1@ogv|0A>VOmw%yKmfQBWsz<=-+
zvNpqMAM5eDUvtJ3Bn~3Gr?0jt?<hPGO}L;(D?B?zq(zy$q^6Su|KKiTC-&B!B4<O3
z*nSki%Fg}ED0tLu;?|4T%WfKl9fY~x@2mvuMh?-8X01)Zta|}|B%D|{jg;+#7YDB}
z#l(71UxwaN&=@3j6gArnEaB!R`d)nBfl1FeX3`M;Gr#0`2_!a?WTAz(ic9}{gMo8R
zkGE5eB7b5|KDMAn3lTmgetQuLBw4)+d0`~T$q(MQrYOnjomMjwBC+Y}gvmWxSG2e@
zx}HvfKb^^Vp2_eAkMc3}brH(AljKdI|HK4plv<&R4&a?a2n9w&YvijWx#mH=L3kW9
zGe1BQhHy-xEPOQ{gyuQHE;+6P91F_I%n3ON=!x@8f0YGzRPEGU{ZpTXxm?qRFMDUx
zfmw3!zG7w9kesQFNUs{M2~?1L1Zt2;NbOLtS-=RMe$nFs>+eOQCF<83G$>OFg%$05
zI)MFDrf>Na=y6E%EB9!W<&P`m+hi5$U4u0=ty!c{lpCLTE+^@e$tODDvs;slxyu3K
z5GalaPAP&#a}P8&nNLxq6Y#kD^SqF7A;W;*zMZ}7x|gFOHOW~OV5<SZJ9ZG9;Ob(M
zMtD{W82z)`1j|;yRNg%MtVM#c)rzB|8F!aZr8Zx*k$f<9CTbs;_ZZ7OJ=C9??t3qD
zLsqxR0C&gW`t{D&Dh;b}FK^p-sw!LoA4o~~)YiP0sazL6#(^n9jEhB1UEN6gcrq)!
zI}W!$CtrWY6YE(f!HN&f1pGUQ--us5<&S_|((0Y7&0(G!NwAR;s=^;l7nn#8U1NvG
z)X<mCY{wx3u5mQME~)j;t^HKFdA31M2N8T7o#Pn<!`ZN03Mq5AXA}=V&vJCcxs@6Q
zt0p%6$m;M*X@BRh(o4`HPFP5lW$Hbp2A#5VwSZ_}NVxohnVo-o{~Sg&`5y0>!a$`j
zmg^Z|A03D7TLD2dlIO+_wcV+53bjAho+kX|V3*bboDbH^38-_1Lv|tj5tEn7Y9+?3
z_Pa1b9w0Y<P)-K;+SuD4wiq>M%|pit??+!BPxY(;HZQ44IQN`!EmB4%2FrH7rVFu}
z!SR^c-f`GhGghl~3JU7u{KLVO<8PEYCS$og!OjX3#(zm!GS}6y?T^pW!24H@EGH0)
zWun|$qhf}3NB>t&l?#<bMl!?Lj*P*oi32Nqs;ek#&ir+>pqNzSBl+P0<l5HLfR&`@
zmGqy#mQCU-PcSvt(+OBz(&elCsa8ok*WY-Bl_Y?clpQ5Jj80&0*&T7nJvE4?uU!6D
zhI#`i*^TG36ln*K=~&jrv0NOO6sY$w!@M>i*Jx;TJ?6#K%U!fPjT#?W&c=5IJhmAp
zzWbKL9Ez%SZZOk>FtrEA)=o?~>e1RVJLfZ?#EcNCrKlP<Qe5@>GJXxUX^LogA#o*=
zA92aSmwznnPjkv<^{V0ERc#-gP2N`oV(KyNCww}dv0`#7>*R%rA7YDuv5xaM66a>O
z91(Y88jD#{XWIcq;*xl*IXSxhL^n%)4$&n-;tSCPy7~dn!vW)G&GRl*^>=x_QZhsu
z<wA=^G2xC+058y0!dA4M3EYM;e-J}9ZNeYjdnI&rAHzNW=fMqf)PGr4EE`%&-7%H3
z1zT1ImPkPDap6e|!KA(MgZ(*d!*h<PF3)?Tgv<^|76XHcaEKM`k7Dz@a$!n>Sdqnc
zLZRXPG@TQBMZU!h%NmVRdGZRTO``BU<VZ2)s2lb_(rGVyQ(-ps-NpT<>TkRjcD_*A
zB#p9~9jrlNpUSrNi^_uiHovc0_j?6vZY8r%lsWvY**%Zp{4R@5yR&PjSx^~jrOU|j
z8?w_kw_duHuNs@3DI{~BzqZgbKBOEgl=#D%((3biul8=$CKSC;!VLXS<Bg}(i|Ip2
zwN!07Pu)A&&)a+v+!>h1<zPC15HjaGw}al3rG#tZ8Ew+c!etlYQBo)zyl!;*t+0di
z_-ZHDDT$!l6jd6Gv@!w$^EOCE>9go_l<g89;bUSTgWB-XlN3X~1sPPS*-jw<%Wmn`
zj#adf5ddXGXI1mTCz+ZnF0n9)u=}=3hl%EIF12Y-{H|FvBbYoEo>-R36<HzNSze%A
z$UhmE`y#vtJBw|ery7FsMU_sff?{1kUA3wMhq-2NN15}(KEH6prm)_@!cQc}2{&gj
z!2LnX<G_`x@}8`?Bz9mQ2qo(-K8r_ey=VWsghVkM`M!S$HOC`V5UH+7U@)YxGDO1~
zKV%c^pi2QiKPZLe@sVFqn^+oU%DxJwQ({XTjnj$7?K8!{joPTkCtp7uS;b>BIYW_J
zJ{m>(V%4c>>^+F^(#^DGM?hKk$yq%-jP&&HJ-jU8afJDP8Fa_!HL8U*tm%2<YAS4k
zdW$J8w3jOVPs`B??g0M2E<Ln#y?U$kDtHGh1oGc^$1&bf*|ms6l}Vh<bM-$z{dPmT
z_J{zL>CuwD!0S;3AS+1zMbNTuZbLUj4t1p&k0XLGYVO>8DHCRYJgDKuQ5}kkOSmvt
z_kc#CiA<tt&om)yBEi%RhERI~VwAajrj<PD<Va*OrfN<PE{E>jJbUEC?G~5~Z-^E=
z0G2<M@Rg^Fb2^|+e61YS%|6<q57gq;%%{l~NTP5-ez+MN9teWZoj}cx0Kg=kSUdgn
z=-Htqhw+V4<AgRUtWEA0bZwb12ZuMHUOKRGQaknq&JBpy#x^A_l1zN&<(<L?>F1Y7
z(kDjJooez*PQ}DqBWk$NkZ8W!ix6O*K5D}YBgLx2R<(Q1H8$#v0~-fj{H>{x@02^0
z%oQPrk(n|$bmRx?zVWW*3m>79e_m^If>a85ee+1@&Ko6Zg|0D;X4AClML>#(xcy%z
zbu*OR$9f{So=kX0P{)(&+!wyZ&CJIGrHDz)4`P*9WVJyh)w_fN;q%DEO-tV>k}jAb
zv|M4za|XwfFESSJ7rwTDWePcWFPG(zur5YHITNxK=^d*7nC#*|i0lkZkgx8)D%we}
za{iSRxoV>GO8t2cIPo7}xM>~yR$n4=<%nTdd|Dgd%FE%-vXOlT7i>qW_Szamnijii
z_MYcBMk8%>%6+49ME(oQ5dxq_<54Q!a&09%UX>*x9K)`QwzUNmI60Z*KvnlQO;;ms
zNZ>XdSHDAZyD~PoI(E>*QC+A*z}q^fCmb81a!YUaeykIh{5(8{b$ek{<^sb`jQNjU
zpU1IrSH0F$&dm5qIF+47ys4h%DiIU(nd+g|EUzd03Y2vSC1~h8i~8-^qeznpwW>i@
z+HQ7Sb)Atw!;23_>FuauExwW@7#G2t)gva-|IMXn{)HJn>+2J<g(qjYaz&B8?T#19
z8DwL|<&h(>p-Pms5ty2e^Q+RX9e2<=3X%lRG_h8@%zwnbUpWyC0`M86y==O3HSbzp
zHT5LjLb>G~#8cBV8D0OHgu{Vo&+!GIcHfxfSZSCYy*H<bo1(ZmAE6AF@{8O#HY1Qs
zcym3FqO%)#2*gGL4tJfs(0cO#4^d<7L!mdTOpqI@))mmBvEV7yv>Mp9yhU^phC5ML
zHBq-R?~t~u9g}A*d*yAOV{|jBzqR??B#j2GH&DfvvY=O75!P)U+Zzu168388uTOOB
zx&+A^l+`F*!JX%QKfuzjIdc>9rVOZ`J=HZkf`QB3rof<dr_|d(C4GF{Tw~L{>tAKu
zCW~jtm=zQ1uOxmNAJD2)G-6{PewJ;7<T_F299|9WSZwM{kf)l`ptKJ?yfv<5okV^d
zaly^c^1JM27I6B#bol3z`Gh<Vg<NaXIk2l$!66xecXp}x_Uf7Nt@>VEJ7!Y|opNW9
z6treALwwnQbE)S1RV3i)v(ZxFQ4~Sd9o{tgbNXvPkqS41{2(-J(m5i~m*ngWrFqTy
zi}xSdsJm^_uYTR%elq#CybNisv$wz*s*y>Dj|k&i1p>y?nwy!1b)orX)OLH-e#JV+
zji%Hwa!!q>3<Gz^=v|F`t$dAr7JK;q=gpUuYoEyjaZ=8hN-PJ|Onk6uhDVZWL5d4m
zjuZGs`m_qM34ZLBE*x&HR{j>DIf6A}gDE<64QrBD)QDdb{hVivLC}0m`H6ck{|WO@
zn*e(k_mz>xQc_6A!5<TSuKFSwtIV>(2NgyNBDRbQml#!EZBUpU)*0~yUeh)-=ZIVc
z9WB%q81F@6>XaTs-Y@Ac3|vnt6@x9f=H;vvd?n?c6@|(q5>3LiZ_&(}#Lw{)F}qVj
zF>Fn*a{7~muxR4=pJI8ev@}C~0}LjlSN$T_jsnE2>C_?2SMD!NxnOx_>e~`APwT0a
zCS7hs<f?T^JQ7$ItEVUjK;9j`Q7;kZ0Z6%C)dS2gL$S^ydA_HJVdnjIw*l?#v$C+)
z-&OU7mDtzP284}}QnvO<&P`ljrAQle|1d3kWN%px_0F`(F@CsKp1tYG+)~M6t<vf?
zLba}0|3z*&J6>)LA%d*M>pkP8ZhzjvIwWH!rcAb#)6bC&Y3rUr%{3f6Yve!RA;{*3
zHVgT~WD%Jg@a9rEPeW3bCd<*G<rZyZ5=`L^WgL4~ZmvaS373#A&4#i0D|D1$o-9Mp
zX4>rsj7mTtDW@PJ7u_6)1vo2cxd5@O=*=aCHj<!tmiT*zx+K1xXHQJ^9?ET-!b_5J
z&zPh^H(`7V!YBk0SkW$Dvoo^iDK_siWg|Pu%#V>l1Lq>aTO3ExuvXsy+xfyYRIFg#
zXdNPK#lzlYz8J>Fc3SrZ9Z)!ez|K+3O+h9H+o5B&wDFB7Z2-(4ik@&M!2OBc<BCu0
zn)ab$abfYRV1=QuA`$zIVya(=v{n}YB&pBS$>9IyJbmg#1Z~f%o`9kjrZr!ec~m;&
zsf9{C@WhDj0_n!Z%wB^n-QR<;Z_g^ao4y`Q8#>mK;uV#JLd-P-YUM}`EImI-+OzGU
zzZClllR?b7O=ElgCAY|ua3wAr4R%>X<BtOOc|toL;eU%yi2rzbs3zIu10$F-4(UQh
z#3&C(^FM1b+4)ALt_qj7Zwa^$k>hFAQvUab{>?EU3&wWTxWPDfTF(Y^+&PnEIkWPY
zLC3Ubj3$_RA5;mcdGCOTK&=IGGXL;DGFVv#2`0Y#q5HuJc^3(xRN03UO0U)Qwp5B=
zx^fD(Ryt4v{=eTEuIUwDhf69RZ%4b9;ZPBLPb&12169egSLpJDdG$IT%+H4V1v9*4
z9xPUgG3BhY)OI#vf&d8`WIiIp$fQ2;x)xtak_e24Omi0qcoeNbl*nO}_%Ys+AEf-N
zRhnegb({@<UjkMxvCu1N;O3H=#}zBH&a3#1jQ0-yLU|T?27t|76NYiO_R;V*i>Mc)
zY(BoyCsj;@uzP-rb%(AJALj{$b#e4CBNKZt?G+37BdO1QU;fiWcS|c+W*04pl14>F
zW+=%r(r(l2wIox2?biQQs#%H%77c8+|6%@4$J9TekP!MK08caQ)YpPxp1krg(YAgN
zq=9Ntm;$?gCGn{p8h+hhAZH-DNVWPHr0awxqrBo_2_m?HKMLOVX0}Zhv4pG93lnX&
z5O^jGxVWX`EadT%W-1f;AiXdYgG)LyBk{>wRx{-d@fnb1Jt5VrcFS!{NiwNlzrx}Z
zM&uZp{1whep<)5Edj5qP>V6;O*LLc6nzv9E7Qz~ns#d{1zC{XR8JzsI+?UD!E6)if
zu))lyb4s*n&vmcf^Y<3Q#Su6RLmMqD)u+^v*a|2{1Py|N4u7+|(k_p{sB~%dL`>ZD
z@A&zcmGuYuTL5?#Xa`m6OS96Akb4L{6Kh(#NCOnLz)sttp<ej{Xq@seD3JW{jA1n1
zF?z|p>BtPE7;<cz<?JN<@$-&m)eNliG>fW-0t85L!Vp6eer`rgJ613}9%4no+x=ms
zxKh-p$viHE%L0RbAA+)RFo(X4Xolq@kHZ}#a`xj8Cb9U3sMl<9*}M0e@*&*RUy_O+
z0>KC@97icl{UDUgfOQTxxY3s#x@8z@+g6m^EUIzUG%bjYjp-ZMuS9~oVn>k#chPiF
zJmmK;gTp5I)xmUJ%4cGz2XM}|<&76O0!0*P7;gIp@@9#DX_9`rj;g6oC0*YgSxqG~
z7ZMV~|7+oQ`wXKa61+dAO%q&dS)Yyy_n-{Z`J1sb%i1Fe<{~RaBjQrSN^zNIfOq6i
zEd9Rhio371IIe7FXgt?u`v(;x(e<fe!oXF2T@(3C*yce}kG&R+f<fYAwX7%dJDuTl
z!e;i>F@bcDfC))X%8$|jr=#9t(uXhpiN2s0#eW-I6EyF-zY<|tmSZv{<6!=C08+3w
z<G9v*3}Hz&MoeKgrK!E6uM}l{at=OAVKt@oZDaXFDP2qEiVWO1`jiexZPWLZ=tNic
zGy{{|4;4P0-EyK#zTVRq!i+6)K}=y*g{;Rx2-j+S0Y1?MILck$5z5o_ExerJa$H!C
zH>j<`!Z>W!h%e7F-PbQu@B8YbSsH}+Ulvr*47Z{;QSZ~+{OsrmMAf<q46^K~{`jT0
zMM<tpy4fXZi(=|tYf2648vc_FXVq={j`o#Z`>O0++Le{xyJR`LEYm&*#&$rB+1;6i
zqaeP~+^BuZU3A#(nFB}Pti>FzuE}tw2XX40x(HHwvGS-KYCO<<A4PG)4ohV}B<Idl
zo#you%-}<-N{tAXCtVp#H+_?HyqnQUS7(~uNp3z`XxmwFHw!Vn{Se*i21?~n#1P_h
zM4!(<ygUq@0nKXpWA)7YA-4|?-sKp`M$)+Ucix1>2`1aT0;;ble`emYqAf%!q~?x}
z8;aBuDG%W1hOSUO^A|Ey5m$gV3SS5+>_6wOTq+3|7vWVrUTA*6WT@;A)4xkynCvr}
zZ7;1Cf9%M_JZ~(%{~F4cAU<!!A#mR6)+rmw!qxS&xel<2eegoef8o#9t7Zg3@LI2Q
z&2QkR9JJk_s}nriRGw^98&+c{x!3N?iin5KzYdk@)y1yf52IaF@Cs8On<H~tv5DwK
z_!-6RZQJ0H*pEi<xjK#J15cEDE#N5H@hz*vj->6~d)Cu~azq+ow}RXiSM1yagx!X7
zRJ<;>0HJGg_3g>2AyJo1biHxsA}Pg5meFzqqB0D|gYW&|q=y{1Tn`KxR0~}a-%duz
z_`F<X20tk3mvW*26Q-cx;1r8nBavrwqE5`CTT2VW0-2LuDUWONyc~@RX1I0IgZ1yy
zj=ixFm60=E33qpl)foJan7@^uH#CJxryQ$1C!GpY?5->^tX$Ece}3o{dq&~8PC`}-
zIcN$w*nBe(RV=ASRfFgsw|_tZUmJvf>I?}=QVUVTBR2mrs?`rda<f4-$aV=&Ng0rr
z+$T@;S_&Q#>Ln&PGAuj3$)s@e-?!#~T{)IT!z-4KA3%W_$Gal*;N%3KVAlQUAT?m!
zC8&W_7@~3xyvP>F`YaTkGrm0fmg<ZTLOJF$;KVg!!J(Tp42^-dNKusGQWzZfy#Nc*
zrK+ced(qNV_0C(&fS#O_{~EJ;kL2F{a0j03b}5O^Zp$?emjSPDstEbN6n!Bc?$^b9
zDZ64-P>CEnDisVjxgL`>AUu4QDS{}1^!?7p&uOhhU8XEZm4ORN5un_KD&s)=!0+--
z%%?cSaE?~A=T2-crQZ9c;|qJW`Uv^J+sz-wZ&*G7F@bv6f0>mA@qzLv=}yL-K?0U#
z`OmKCqD&RxAgph34V;@MP18T$at{5kd1Hz5UGvV*Qhk=3ac5opFwYUnm^84PS2=D-
z!Xn}YM_Z9}@_bvz)7p6du^;T93~sFlWXm7U63>lmvk+MADO`tQr!vKjeNKt6)Bmn?
z`+`6!LDp9%@kgx@xN(_;a^hJf-96Tzbc5yn&%S{6`k8x}5YzGU&y4h2&h9G~d>m~v
znq4{FuP6^Fh89TQmH(Qn?$1?`=9<6L|7hh{o^=&a!U^j?p3O*GWgoOq#BGrtMJ_4Y
zjScUhyuwTG@@44?09^#-9DNDUAl#y|;GlI2zww`WbSAj_6_zE)Dl3@`YVqTt9$i^C
zG9R^7GkHI1qmht_?YkX$e@-(0L-+Z0m5g_bKnhq@A2qX_+5{uS;d1ecxsI6)!zSHe
z7+mmYeM*@_(r5h3y%K)kH+wt3i$skE!xco|R{zN@!}Pj`U{nN8JQj)5W|&+h3rp?x
z+KaF`S3{e+A4pOqY+ZwS7Oh!oga)%hS(uJJ8jW%~#6)fQJentdmyKL*kZu?k-&@tb
z-)WC!9U!+FIZIG&Zbcw%Mi~7=;hgSp;CuO!Kz6aR?r1hBYAgQ@>WnQ%Dv=}_e1Dp}
zA$E_UD?<WYyVYR+xUQYA#<qGA9YXnomQ#%3CXu=NwD*NCvri{i1FM*S!2??AQ(%io
ziCM+0Nltne(3N?yr5!%q$=s=Aqj~?rYp_ew5j=U_mu;#=*PB9E-C!ENrm?maD@!!<
zR@8(@rSRG3Q8Y<ifS(=dzEyk<0j6Z7lqHXt!iB6L3dL%$tg+a?6K2l)=1w7D>0=6d
zg)x7AVK(BStduo#D*b2yV#nlW2ka{ZoF}M)cAxb^{H00#jA@9S^S-v6Q~1W_G!W5X
zQFZArR2D&#Vwvr#Jq0k`L^)GXaFZ~WD)-*fJDe!wukZ;8;V}f4m6gEJG%4pxxpJCo
zN$Rw!s9QBYBFPqiZg<^F!KmWWi0K>0CC7G}_o5o|un-l8tf$nJQ@|;;QBkuyO4gQ9
zErz0xPDKF&W?ovWvDX)ujragcHdA<t^F4uvZ&AX{I;Drza`_p3>-%_DSUg8dDN7Tu
zjtox7%>iYDP0G}kCsRwNNdo>@e$}uFG&ADJTF?tIQufGHo;08Ce!ME+{CfyUP`_f0
z3MmVyMs0Q=Vzw%6&#9lcYqaRt86(`1>uvs>Q*^^B&;|1)age&V?VhwLaZ&cjYAErG
zk6C2OQ4pYhNwD#17mlQj?oroWN;?1$Q-GtDa)4N+Oq=Iw5;y&GQe4)aHFSy&-fi(r
zd}GS+1=R|Xom3zR;Dww&AhH|Il*k7LIO2C|kmM%9q2tz&*1DE9#Gw=bRJf_PcTWdJ
z@qR#Ulk0UKkAE&Flz}u@48I^n7P+N)$@_=JXBxodUF_DP?`a1tPhqy98Y3E#Pg8=;
zr}t?dzVbO>0c~z>sG&vi%S7;LNuOfNL5V;sg3J2t69msd+G=mA8AKN`(~eIDY8e#$
zer9lN?)s}TOE=2$WaG<Z=ERQT%ZU!IPT-Pr<`P7S6gX5GVXi=XX5OL76lxt*V$$N;
zG@uLNLs7Pd$@N&8$jm*WEvDWwRAHf$hl$!J_$|k*Hmk6T!n-QpyLN$12&p2tx02hJ
zwLxQa^Efl)*q2SmpR|Np>z50H_FA8@plevXb8_<IOPcMGOdNy7g!D(uaXbS#yW#L*
zK(QTS=F-rmTu)O29y+D6SB)NUGwdAUvtXmW{rnJfMfMLyeZZG1`-sA!K;I#Ywwu^V
z4v&QwQvdRc6^7iu<Bv#;Q?8>UXWSCIARxSf3V#u%GjP5XtNsZeD}YbE)cozL=!lSv
zppT@5wtxI8qNgEja9?TT>0!uT-*Rd<swk7kB3_~_9I^Fte+K-98JB^SAQF-Frnn!)
zX|P!Y?&`UTek6-p=@UeeqNh&EC5FDW%yj^<F+Y#$@6Z`_@(m^Ah2MR5V8@XqG&99P
zQ8JB|F?y075$^uNSz_2w6sq=}^rW+Z@*$&r$F{T$j+TfewLvh(O55{}q+{G9!Ol!J
zCvWVs79v51{`P(XS#M4Mlo~d9GcJcGUgLzRYS4t}j|FhJxuaqh(XhkG56~IA8?+;i
z7l?$Sd1KMfUtNkCa$(;;iBWYSykK`48x!<{n)<d8vTTYNujp$Y1u&TS(7cyqHH^O>
zu!KX<xHWbTgFEzMUB3xm<mD=g>LzMMCTM-^TU$XUV3Yg9$Te46$@Ip|XxmeLljv{V
z@d$<i`zs&{v6Ct?km%LSXiG#H2l4Vw;t%QLo?k#kvO5+YRJ`x4U+L0V=b(~yiW~T3
z-hzR~&#}){-6CZ`Ej4iU#lmR241EG{e#hC0n<cUmactrwb(-hr$L5woFi-s`)27O|
zBIexZ+ozv|P}_lEl$Ft%z-dqBud8uWv|ImInEJO58&<bDS@#(wU*3>%s1v<#(<)LQ
zY$+*Q3g(IkRcs76B9s<#isz9&r?Xp8v?_;wVpgdWR388l)6Zs)_B@08#4SKM(49M^
za#EjNKH!^m${5TdfyWC^($Iz=kYg}F(^d(%CK@xUs^4O57Yqp<Z4FR$Zty3Xf^6TY
zZ$CetBu}Y<sh_-a&SYwEX!4t+D31^DMnjw|Fo8O#+KvT6(bYir#R_>BwI2F<`Djn@
zoksqZUV6%Rd`=8Z%X2vCJM~r^Vc~R3@bESAopCRh<q#AWotC=X@xlK^i5)PkZ8>u_
zqBI`#8=C6R;A1IpT)${YwTNaa{TZJZW0Tb~)~|iRcz1t==#4jK#|vyZvVOS}tJl9S
zRwevNwS`3+sa7Ajk<<Ze-&3EXnM5puSjxaq`3Sqsk|323E)v*vSN<Xn=Y^~~5!rZ~
zFEoBf4R`Tf9l^=4r*XDl?7(?)SM06ulaVQeR9>^NU`D_TNGhffU*I;4aWqj=l@rU9
z_%MQwM@D1=#+dE^?plp9!SgcRCJvma?&eB46>76<x4GK~fSr01ncQT=g+-tJwIBeP
z)l3ZZ9;5Yj?%83ipHdO0CXf}}w%fg>;Fg^dyzSHchfN5bFx#{`%RBO8^)RAQ%fUY{
z?>S5QTF;>6ds2c`A_jo1Hn<A?)8<cMIX3x%_H~NLI@GGwu~NwjR?h$IbEC=^5$EQP
zA#^@s3&Qtgu7(%w$No;Fa>C@C=)}PI9P0l12$PM4f>-2uMi$iC*Q|xGTC{W~)G;Nv
zL|~?f0yhLxlvgJz(j-uBigTap`90V(Ef<T^Q}la9!bZG-L*^<y0&7DD=RT<*agRuo
zS<xObApQ7#DSj1^KnN2KzW>iUM{D?|(O{3@>9-(%s8AxhIG&_m;V!FV22C+*y{=u#
zwtkL47cf3_12EFdi>tBd{Sh3`L^QSRSTVr?C*xQYRhWrlX+P@V73)CJ-0K>jiH#|*
zXFKsPutFRiSyYY;Mm_n<%ne*-w#H6k*?pp}NpS!O&FuuCTYBn?$agDf^!q|;u%xLA
zI_E`6AY56XxTxoNDt4KF%yW^3jD`H5ix$tHO~gq^GA7O{i&4H%W0!n11NLXwD7UxB
zqK&5Aq0asQVn(dZleCgL^ql>2g)wq9dSck4mY4#N9e9hwQHw*DaV%fJA(!8fhv5&+
zc7=RTL6`8SFP9Ta+A^vORYWvsJ(K+I{EhNHzN-s5!LOb#PgyAxxbvXHPy!B7Oh;1t
zg`r%p>(A-diiyZ27tE$;D>6SjB3x1_&4kq%K-T#w>#RX#SEoZEks&k#^@Au*#3E9x
z{!wVz*VVB^AoMtSR;S2U(W<ON(CpV=Ao4({7!ccO5Q4i@_<vlUH}%*(s^>sjCcgdU
zzjM&@V=9h$tbc5BCilsN9_-K>qeap_N*@TN@<W?tn`CO$av*(@!Yf(r410<G#6M-B
z`Hyh9HPy6=4v>c8r}H;n;~~r3bY32nm9LyHkXV^}-sT^a0vltRWRrEFz$5;{`Yk5I
zuB<ZI%Xvem0~$!B2Tv4WOG-bki>o6-$dOmpM{9(Pxm@ke#;`psrX*a_axy6tbjaB+
z>BvcUo*ucclUe-3@R=GBU6-(g*T@E0tY;N{&ljJIJeGhajC+S&u`hl0zMDSsGl~E7
z){#A0@ms@Br4pS)CA?#{28R-7mBAR_ha1CB;Wk^%&2<_NTEClr`>sRnNk$Q07~{N6
zIVz)c@UIF4+Kkm^1Kj@gDe~v|_LQ8qk}!>l5JY#2a1L&qYagEk^3&Q|2|juniE0Xj
z@H0_u(Ph?8Zj(;3^iSSm@pwlKwdz7~?5zVgTMqaax~6<h7Kkv3cte1$Im_JZZI<FU
zDYNp29mT{35W+4T7897-cUCBImA{wKM@^~x#cVjMI!_2QbDujvUL%0kSm$lC(dwv$
zgVWd}lD3@KKb7w=u(r5Uzr57(?K({F&NwmU*}MV+Oj`_v?7Zq(dObM<O2Lz|X*z0w
zp|;X?6PH+ecg_&26JUwaJTxEEmOpiOf=i@kFK?EaT1XOj(@dh`O;9B})JwaTBIV>B
zpBi3F9lL{fU9C4ig=hf&Xz*z9l+M}VtI+!EmfH_b>Vh0)X*{C!dOrH@SSU42;`W*S
zXLQ-RQHvBsY=1Yb0u)EuE|lYs`0<;68oiCZJ$|kgvQf9#&^gl~kkWu^I+*-EA7L#X
z9r$b%-(I_I0*<GQtJ|hU;^QN4@fiUVgkJO{Ygdy*>Oh@NW_eO*D+@fTy$cQWzR{BS
zu0vQ)-6&YR&L%D+v)hI7H&2ttJMV8ZJUCyPB*^y)f0HmX9s$X{p&Svh-^Dytx|I=g
z?rF@SlW>p8Np;UCq~YCQwNT|*VC7mlb3dl_E~X&E^-#Mu%FgV1OLFzfW`z*v_yrR)
z(VSdY7FyZKUr(Icj_uN%I_Q6YG<(-{^pqlq9#faU2ZzpEAYt9#*8~}Zh|jO27w8AN
zj9?dW3dC0<#y3-?PS5=OBBUJ!^0Hy9i2SQ@6-sAPkhPE*Vsf(@5;k$Nq2r~TsU)Y;
zp=a?2PB3>#u@?TM*YkU`Jeln~C&1xt8{zpKhc?CQtDcQf>K080XyN0vp<^mR<>uj_
zjgOs7+yeha-3c903lccj`@QzRkBE__EoA^7br}})^1tMCq44XFSm=xPh|6ZDQXcxd
zvYY!<&@DD>#AgB1dDPB-c|?#(&-6`f)}rn^^iZ6(D&pxSC$?0q>(_#s|DNlX{-IG0
z&|$DEwdj@gxzThQ)(uEms3nG3{7lP6J8^F@hxV>H&(?vOc}hDW9x5@{IL=B{?`+Y|
zQ~~)J#N2BK4V@whTFNlQLOr*``-N1rc;Z&9>r~qc0W?DT9XL8D1UmO#+}*!siC)Y|
z+jI-c<DkF>e#IM>hToxD@kEp*19R2-*KwC#hJ;*!-O9zEjLxCq*s8zxC%=FF5?%DA
zRWC*H5wVPzHB=VSIlq|RS$ivVxOYuPDvO5BKHqT<@eIzfV}}9P>;*QAE?l6mzdMO8
ze`t!Zbu5NpCtqbqyKk9}R`2a_rl>AeG@LQ0Q5kB(GQRha?KmkHdw{2@$`dV@Xb{t*
zGoHx3dwX#@U-|ojOjIipZNdjFKVM{dpPF+_xsAAWUhWB_Ig`N&q<=e}V@3KOUKwgk
z*_^FURELPlPTk-@`|rWVg&Z8UD}ncqv}$W!N;+Z}?EQ09Z{}zfOp49UKKI1M`@<9O
z4aK?u_buaKya93W*Vm%oC;7ZxO?Uz>jhkPyUC9YHZmFQG=n<N!z(fMU+(Tfk`y*09
z`<dT^yu&=lCL-`_0{29jkixr~lrx!L+!<WSkkF1pT{TRetWW5@ld&fTaOaZG`;&0j
z&o)%hCWRU#jUu&}FOLK!GgJUmKyMgP48(?y6vRVJG;sNw`OgdDOqUDLqnLMnc&E!m
zFXUJ8Z+baYG2ZOXo&^x`CK&gqe#q4&@&H*`q)Qp#$M3rC%v_3Ut=LFQO3Z(a$7Xu#
zXoCbO^4j~p8##Szdb%UiSN(VuYzrHkG+>DcCvbJIWn*&aJnDwlQGB|ZepV`iHG8jl
zqfrA#@WLkSmV$xXHH|GJsxJg#t*c;25PCKy_n)6mzlZAt4jf~!p)960J2j;W!@_R%
zwS<)(X2ia@jUc_Y$^;y~ll?+-p56GbRX%k{EZl#L;HzKO;cL-^cL}IB{|cce>C<!!
zUU4EK63I8pGK>{E=Qz)rHVsoamN4RKLE){khE4Ddha#R*U~JaKqH;n@mrFNUuXakN
zQNDv0AlU2K7``pHiZ3)%+Q2zMz0qk<VE=H@{}bBXHeG7LQ|J48?=A`RG7>Z(JDS6b
zEQZdw0Cj?m>@B1%0)z70Om`|=pG@1uqS@D6N~}<6Yvl25B8z~JCX|-Zj(yeQT!7Kb
zqX6!wt;>(x_qonq7d9=p3;an7?;!UG;yx3LK6g!IRbkd*)uwb+R?g~TN1E4LF6Z!+
z+@Jiia4s)JPqzgBU<3r&#%WfgA>5KdD4aXnA@5@GhF^BTPPbD3cDO9o7ZRF6fn_+$
zC#{h+B66r&ueqPC{nctpVK*X<-VuUv?8kMP<sjnqA4g@(ca&LEY|n1dnpnt$TU?zW
zddQpJ<)9yUax8dEVP2Q;h(<E46|=VFIdaDD7%Z-M+xRziylORx5Jj`^83&t+8y;8J
zMUY_ggos=C$}RnSx~t>{=?cI>6qJfqnnAH6pjyCSW;5;dj+=DdokPoE!BaPkCnc>V
zzT<T)tB;5Uk1Zn0a6^e>W3hPiRIz!kc&j2E!s#Co%N$IHfYwFH9h`x(kjWdR^D_)9
zF*Ls#pfwDAVw2O?(z%l}2=F~#3ys`TShf^FUV1=aWyO$y-p=`Z6NL8L*)*C%Z|^c9
zC`4w^iQq5?3kPj`uF7Jcz8IqJphOy`Ho_<Aj%dS(;YEmEHAZ81aGPXyYWlL@Z}GE-
zeNPV{_|BNwQeT!@xnGeB!FiwyQ{ZB;O5)X#?85TU8+s3Q>hXLd8P)=)Y=U-MVLB?d
z<KUTM^noT53f-!Gc$$Ikaj5E%H081&&ZKI(YI(t1VoYdDe!1m(*ne)mdqqVQESiA+
zkZ*j5@_u1sj<Qj`jopn6zH)j<@S7i+AbENn5W)@GmmzB5z6<UzPPnZ<bh_USf+4l$
z#p4e%!d$Y%$>I996LPJifT{hG(IgKRQJG#o4Z00&c(gX5nyH}<P6UKPwLo-a>deS3
zJaZhvFoLlk@mK;{+(m2_Yf^<eLW0x(!l{2@wuc6^T%o9Q7EW4b-(ND<au~rq%7{6;
zSYy;tmM1{S&fp7~>h>BSnv%6n15uaYDkjDZFLa5+)LCvhU_AUVd~FfnaAR0cf17$3
zb&@DBLDt^y0OriM9{|S?lwkSSjyW$>3ibm7V<_(DQ*G|SWwxMD0<^zvjcSJr@6m8?
z<ZpWpW|zOG!$KoIl;z@0+ltJRGiDK?1}29%UNIRsrO;vz(<_NE*xP-Y4A%tUNiP|D
z-ycuUi)1VJ-DXG+5$G<R^nA;xBP6G4Q+M|@v7o$1e34@4l}vCCCKZn5zwC;kFzkxZ
zk_xNi2Ii8U1_!2aT_*V&VBgIX3-^$YtUC$YN_g`s_x!cF@=`@^*Jl?pnlVdgeJ`#L
zd-QhU+MHLpsLay574?3g-*os_w{liz^NoG-w_Ar>0u(Ddf9<KmMlr;gF@<MfQug>8
zX>j=D8+Io2q_U1x5n!=hyrAJS-Jn$25!$kbuhzq^LgBeJNRm*FH*INH+V(j77JB9~
z{s{54Y9^MKTeZgAK{7(yt?_%j%g(mt51!17))qv)_Mff4rxfSr97f>_w}$$$AGM1v
zWJ>!$3IX%9ozEpKPDn(>{}A)T#V=6F!*)9UwSy@3V-+TnX~~O?Qx%)jpt@5;#8QS*
zV{cn0a>&^agw<T}7u*Luy$Ersf9-wjIp|2fW3cD`6Z)iteV;p)_wNT3tJ0XTAI`j@
zeMjZ}G7nFWvu7K<ip>S$T{<{<qi;m@6Kk>`Q1$4(eQxh?uhCxTY`ttgSFl|k=IR*+
z(`<)LgTM5#f2rbS=*)J=IL(c0LAOG?g>oIrw%BY<!U+{)JM?<8f9%<&slF6f`Y<Qn
z#Pj<Az`f@_qpN;|LNg_d4KYHt_w$#Z4~*J~?L9W9KC{oe+6;N#8FS$AT?~|ElaT7>
z4!!N-o3!tp(WPXJeEGuqLUL<uRZdgk0|njL?hm#y=Hb<R5DCfa<9S8)83Pv#OgVqI
zc^WY&XcWcmYMjd@N!?W@d92=2TW~_MBIKrIY5>N}J-f|pKL3RUg;;KIWc}O+Tfy25
z90x31wwod5`W}c>9Tn0zhBMAsGmaY7nN>}z4V<KZ{>?8tpui(N`)`XUyJnp6yEUE#
z0?F$z>M(@#DL%C$dnm25_<erFWOv^q3{S4LNK{5Fi?qYzUCG1RYR`cbmx(C&h}YWh
z*Hcyd4F}7v>bIRPkIc~bHSdC9FNKNA=|cwRZ##!wbsw;SA!P2(>!-Ory;3i49D%QI
z*~Qf1eTI|W^>$HKCh<(MoW<yaOuWp`IV2|qMex&n2D>P)f8F$afnS64DFxB33c5s&
zcTBSVj?=$8Y|CVwg-j}x{788fJD<Cde}}a${(O6X(EWMt@b``P%H|^J>ieLYkh6YH
z;;O;a_iZzyKd=QZe~BMb4$joDR%gmLb<H{554R$hoYVSlv_tctD!(mLkFhE7CJpur
zVDw;{vGww-BU&#G?^1%V9OvwJY2WptX@VgwW9Yq5yq}$+)kCyR=S}N7OI;Lx(R8%c
z+C;R6HoJ)e^=fT*K5H?^ue|_{njVnD&8OL&sU!9UHd~J-0b$vN>u#NnAsgZefXWuE
zIUyw^sr^N1XP~vc0)5g*?K9d8vGTsOpQ1}n4oBR%&9b?h)NwGhIgaG7U}&&I;`K03
zr*CoDWXy5>rBCsGx;MAWDCa0&3On3655MDlru6<TfmuDv(Xa0qOg3|(W#=UWvNZh}
zDqEfS4!ttAEiO!NkF%&j=^e`?A)y*e0sGg$i&D{uf)3R2qOQz$uAb+p_0ySY1pdRD
zv;)<!oWSnnO!_0E5bovZ$s3Gmo$GhF)5>JJ4=6%btDa3j5cIpn7}$7IgpC_l0pRhO
zSyQuD<nfh3@^i647k3@sm3cSQmK9#RoBd_uEEpx0Vsn^0J6k%V&qQQV)zf1h`6`{X
zxgKGF{f9=jk`sOv+$~LLnr(jkIGF=euHg``zk0j1n^mBRjscCj+e9@e-AB&$4#v`D
zx5T>J2)i46ED@Pq)`7{7BT-KnraFNR4q?W`2dEATmCYo!E6$t5eVvNFY?nDBO}q-9
zTNLhs1zqE50{;(=KykmT%+!qpVdMl}9=LEB$V!}5Gu8!ID4s@j&H=QjiBriCzzLif
zR_%@>)(&WE-~#;Ka4-#R$y{g(n>pbE*Ipc34pzZ~`ye-HZC%VPZuYpyG`Hc_i!pS0
z^SM9{ushDJZ*8gFeF3ts^g!|3_8@)s&29T>c&DQT{ghAw*EAeA?w9$=1$fWlLwWc@
z=kT*u;LU<h3>oDFdkFSDWYJ<<j;>Aa9W;>MNli%Aw+uke+D^F4;yY_4_$L(}a6Y}J
zT$cX^ls@w0UqAyT`3=wc8}Rj!Ne{Yz)YWuTfk*MHyRsoMS`40AoR<<L4!g51DuQ9a
zLVP{Ta7#T-U!*L9eLpm!;kxzXWd^foY-$Ak0cx<R@FHF_wh;Be+!*NnHP-Q5;Mg^T
z(e;5apj2|6(1p!a-Ds5nJ1IYl{kBkpoe1pq#wX|fH5wbfz?Rf}lM*$!RX91=w38yI
z;#35AijaJBBZBHgh+5jKuV6yk4(2>E5pdq)4>!EpZOIT}Sm2;|z@sV*mC99OzHcOk
zZy3cG_do85V&uo4Zpm*(=Xu<Q6GS*y;p&_O?$hv6Su$$D;$s|%;IJX%Na6^Xj*25N
z{23$TE6#P~?)Y`8wK-=o?y(;cC5M}4lW`(8_bw3R?Ln!{2Kn))Tk;?jyA4WiGuV>G
z$pT{{Y#usqNiyWUPJxjhFH_&zJQ>R7FtS)95m_w9%RMKuILhK4Mix6C5l0^nVEBaa
zah)=UoBBFahTPNQJ!bG|EgBF#1n1m1)0DvzbQGTi(pcjNY}LkbmX1%IK=9eT6x6=G
za|C_&80(RF{00-7?O2@M$^>?V#t!oXuLyST4t!h6lw;sEwS!fhwI76YAAh*T7I5yI
zQ+G|cGOux4*!^1t=f`i*siOQlGLmpl<|z^8w0GC`nct-$xZC*6ndtVKs?*?zbc!;$
zc(job2sy9v(1Fl(78lA=JW)lsb{w5EKIOco&U$!eMj<cvh9GZk9(Kr&Ki!b0>8;ne
zn-g+`Z4*PsX}zgHISWk2lTaBE9fRC+<OoH5pdN<A6a-?qfon%y_3q<0nD)goP7y(T
zolrqecO!x<YX_>p2M+Ey);6B<6KL)11+uGv*FE0YHoM{&+f&%NGk288W_@r3I5;-*
z^lkX|_<?D7&O)UoUL<?)dMB%3BgtXGc3i*OP7SrvoiI_iW?J<XY`Z=tadv%Ca$&NN
zTOgijWmLcFvp}zb+ZaDcuKPJh+*OR)aTR#UHY<r*Q)zJa_!>@*-(cIp55}2EnHw-`
zFH#>5$rTn+Y}zrlO%Obae3!Nh;&lm5T{vk?yVi+w^_CLFGl+!Qh&YKe{pOwmy#{Wx
z{Uo^s8w5*rRVCZ{8*FoI2F9W!!r%c?TM<9eArrZ5067Y4rk83^IUuEEXJwLbBDo6f
zry0x+crXy$3nk(Dp4_k^c&60ZE`qx(kc4}1)uj|~b@fyI4YnyYJ!e}CAxc1PHhYO~
zRaA!I;G9P|yp2={hpClM+uTWmi&6FQMt%GS>%Xx%ccKVpXz6ISRq$jKSnZh#t~-7K
za^$QcCzvCQBhl_d2OxkS*D&<)8*I})<|tN)&^Do7m80MH4QIgJk^0<;JANTFL#)a~
z<b&d1j{8lL<h1WMzv|;R*jD>yxO65mso43nz*iU?n7{w3qs8?XFmopFh%>$Ojl6XO
z3U!O(66H6|xkWTAw@7-@!tIUimsd4AbuZT6<HhVd^!jpudB=B@OKqu+4Kq?t0Glt<
zl<CkX7KFe0Kb3AHbBW4dwf{F4nnAoURAf$W)-gKdGrBj5-wT)pJ)|2F(Buf_dq}nM
zkbYwN6*M6D@z}`EE@Ft=z^QW)|4g8(R}_O&4+Ofq4Ir$<E=M@qeF85)N3{>l3?8uy
z9@oL$66@sdJR@o%dcdnMIi(fmbjw_LOA;N-6tv+nXC=T4Hi%!uTx$0b>TagE#tqY*
zEU%QmM@~~mOY^WA94O8|Z=&GNcVW@)m@6sR8{tlq;qGSn0T(;@E_%G6Ipi?zzrV>w
zz_z0N=SGUg<gPRMt7hrB?QIw_l&3&3HM{L31W%koy-lQpdm?jMxSx;25i?{ViB0WT
zA$uDe2_&hD*sn^fXTCpXs7Ru_;5U1oqnQ()gw(k0^F|V4iSzufb;nNk@H}LJJF0!|
znLHKjYkfoa;F@!X*hpBMed3IPq`G#8JsC(e@kJV?l+1yHg%U3J520igoH^T?!4Anc
zGX{>ulLW3hY4Z?y7Xxu!uWAdi9T=I{^&GD26=JhTd`g2&9MNw*1Tr&jvXHOT&M@;o
z$1!cKDJ#UDO<OgQwiaqD;?-a^%!SP1zW%{|-`{Jx8BP*>d^`)0P;1<d&g@924wq01
zvEL&;RoJEw)9)f3Ff+D`Qg4(^A@hBD%&=>A4XLLyY)xd?1v`j1wd*3t!OQ_aON?)y
zHk41#aTC={uTT=wbxF0O-;shXE(I6vH1F97kw$O{`?t86=02tH=1>psx(0wFxd@Sl
zh$6FPhU(Z5SV(0k)cHx3fdRfFGTh;_;|Y9U=px7PE$5;;b=PJWzR&)!=K0Y+aA~7?
z?$GABQCjb(ex}Ptu4V@yo^H^r60^U_QD=D71ujkL3}jW{Ahwag2Hx?8=8*TfA9YIZ
zgDci}#qmuBm*tyy1$w24=NL^q7W7gR?+%*TqyZDQZ{iUfKW!2fuZ<)&>exu9=BQ{o
z>gDe-b#5(_YoomyF1HisW*?4VQuRW{xYMmJ(w2}r<g7uyU}AUMpp;|v*Ml_(Cd@wN
z)lQH@|2E$T&L3WHpxge2;e`&S`LdeaG1=Zsfk&nB4Y^+)o=h6ZXeNIT^!c_~9VerA
z)2xn=d*?ZYr29>@r6Q|C*npMwlrgoK1Uw6DlvO*+lnuB(bHc6x8_K2Uh<P&%D(Tp7
zWz@%S@L)QXb77X6O@-6~YZ_DldzH&S;(GDQA9^qt8t2?=qejLdwZLsW<#X;|OV!73
z@U1k$8U&`UK0<1NV@4(L-c(Xw_5M%&1=NwTXDm|#s!*l0BG-~}A1VG(4@f`fB;-}_
z&Pn#?Jx^C_o}_&-{~|Xd%`RyHyu5xzzYci_f9j`t7xbw6*f)Q;^ok#H!jxcLe%;my
zW5{^z^yW+=e#)#tLt)`T=<}fZPOsm{x7g|dUUqZZz=z4&um=`i#XFa7pXCNalwH2$
zM6?AwT-R4d%eNTj;<fgyc<tQ&Df5c@&3fe*^RIFfrFs{x4UBwOA_A$k@waYbiO6T*
zneMh8DZzm&Y_au2z;Wm8y4PPAoQDVP5^}o)Z5<icQyn}HGdf5KfwP@E4x90(43lb?
zBw_~|@=CZXzi}hvX)@$_B@sEC86pP@8}Dx%2MXHYn1a8bqC`cISLGEaMG#FqGun$F
zUT+S5zI2rDr1~WOvr!{C2$G=I<g{R?sRUI!UV`ea05seke<5?Zojms+47bJvvR9Ft
zb_6m<3S{0b2xOyU``)qN#rZ6^_S4`~uZ17~cAxZ}M`Yefo-CC-P2Y^h$%(x07t#4v
ze`S#00{q22!jGv5HeQq-qDK!+Bpwz=@33dXp{B!16rsigA`{%ngL6|955^e2nS1W6
zZW}didLjzm&jjGo@F7Nl1sBuOu%o15zd3brs>@9@(Qok#GP{lJWRn^H8pm>>lnNd6
zY`LJxav{j%-KifL@qvSV7E5nKx0fZHB=z9Yr~rTH44`>8Ex<cUfDdNhqha~0-?|83
zj%gz;nPKLIYP7Z~6+&m|`6_{K@CGY#!l3odZ<4c*7(GNjmdX3M+ct){4QjT~iZ^Or
zha|Xm>ee5%>lz-xi(I@SdNsd@J|k~~P2g{C1fJCcaUzD_(y3y{EvHk3@Ssk0i@m8+
z$-sj(gm3T>o-s$Ksf|!`<cy1`_{_`Ed1~(|PtUwKYUU-R?eiW~@^9P$dA`TD4E?i0
zkLo=~Wdp8)3l2nuyrB1}d$DH?TKj40wZ4saLn4?s%-sRs$_#Fqm+G*)+YWn)9O0=B
zd(@i)!&HZT1)AHj-iD?-?6=tJmw3TzHE-6Q7eB!hc?y~h>Xo+XtJZZJT~kfAAftJr
zYq~-Vo2IM8H@nzgJ=azu3yqxMepEpyEkV}2*c5ZZM}Y%;SS+niF&hoV-)5sAKE=!>
z&zvD<Yd7YvEfjB>EpmUjxIV?~bbAbD`@O`moixjO_B!u3d4`t<QxMp4oNVs(kT2^q
zgf^ZbJZb8M6b~Id3A|^J9LPCN<~43ZKAkrO&fLrfRkP#OZT<Rfr*bSu#L?u#OAtFR
zxXC!ZHN42FQu!zq<aQi|Qd1ARxK8iO63azY0CK{G%|ai(OsDcE(LGo|Ufl8B`3=oT
zgSYF0XCB7FymL}&cv9Bq3zU2Pwz!570bQg{9f)g1=CLu?4zG4;ob+wWb!~|!7zo$q
zp^uBlKZ*YOLYg%2h5fteoT19@k*Mp~fzU?XHpDWq^6dDdE%N*!KMZFhM|?Q6)Vy`X
z8}g*gX?LC+J>S=$^QWNC6yf`De<S}M_I)|l#lG*54Ic8nt;LKcX30Z`n<bJc^q>i`
zeun9ZlScpiA`~~|wY`B0nSres_p7FOdF#B3Z@5lbc>O|L?QXYMS>mSm@kd)~vwcGy
zg|5I~A?hh;qnXhA*Xmz?b8s3S$XsqG&&}!xbglGv!3&7Z<XPB`+geEMMH=Z?#0w=<
zN3#*}G!^l*5}DHi^C53!1~%CJ>50bN6f&c|g$htdmD|!T2vCj^ptM>Mpb(c%UH|1>
zpU;zrX>xW}nr^ewnvoW0`$Sf%wc5{>KvMc9Ucz>;UB1eF*H6T>$)g%?aTl~nM`@F~
zSw@6wlegkE_zuDF_%yVihu(Oh+=F&ksPAMSzaci7JF<RvR8xtJ39b*(^DBLBGt%?;
z_B$D=r7}Dn<}y-spNcYg=~Q$P^tM1bQrU0R3v*;0QzK05)e_7%#zmrW`Pw?m&IV&m
z2er7>-ooSX3b3Q5mSl;KDBd>YF4}(ap0&44T4f(19=5&W!hhAg;-2vD2;pDrymXrc
z9v?96)NhpzP%lWMi`3k78L3Q4RRXD}D-%stCPrdx{itu?KH$j09=0w!YLaFO`z|!&
z?TJIvh+FLmN3<ujF<WPz>Bp2#`32x|j%X?qn!>%!Hn9>anx0m!hktm-bP1&x<<lB<
zn5JGiOjPP4+(COwJbZM4xGXZu%fDNR^{rmVVLSP{5S%U5LD9y`+)yN1S3LTg{?GID
zMEB}f=_f9>W)Cvz&{p0p{h0D$qp{T8)_vo%)w}w&hG*0}6P{D=7}zW7oe1)w0X9yO
zzvE)K5yHmPJy4U#Q{<endUOcuXu!p^Glb=cAuMh7=jv1F)4r=|*fK9P4VR&rH|a8#
zpje2_QkINnjp}KWWiIKUqS!wKx&}AWzOir76~XLwn15cBijE!BIP%cgfwmiOE>jZ+
zE4=vwy!5capO_fbi*MSV7(czCZsRGze+rl}9WgeOUj=#I=p}2iCu_~7R*JTfnZ!<>
z_`dpbP|8b<=8^BDnr>}IddkM=uI<1Xun)^u%Z@+WQr}%IV=p+*>3+evF=j(nFyP4&
z?X1jzeE=&ovTomYZG0u=*+<}-o=}G5QDVYAXc$Dwab{!gs14^KBx+C{zAB_$5}2?L
z;N6vzd6C;t1;7*JRceP(#eO&OQ(JCny*^rc{NaZDZebvE%0BjArwU(H<^kZ&YR;5B
z5m}Bu-I7Z@b*&QU*Iw8x^sxhK{B!8oqIt0B%YH8oOihd2Gr+068otA}0%4`Nx$e#&
zU5az1AhvUnlVB4!j*dUwk~@*_Gs5rl#O9!nzT&h5I@jpv2U<M57(c4VzR)1?oC5lR
z^3X>|r|up-f&Ti=oBb3o?B7M_To%x_8w7Ztpe?mg`mTIP)Ky~DA;<m80!X$}PyAwT
zzmu&P^30#!Q#K-FsmdaB`V{q<?R*#T7xS-z^B(ss=(<zkulU{0UxeHKx+iZ9Kqczu
z1#5c!xJ>oM#&)ukbzXYrnG=k}We5DUWRZ`Z>kpE@&fKQ$@uL1!n{#$RXt1F`y%Sjo
zZSJQ>z)=I@b~lG{vmx$ALqTvWYB6+t2-k0EKEZaU`9aG??y|r55c1HbsTxWD?Dg>w
zeFEFXC(rWsvIC6MA<Tw6q+5W6>Ez3A+6dE{4%11Z^BB|+H9QBqJ*mD|$7rf)I)l!+
z@_<Q#FU=wCNP>=(1jD@~$Z_jTU3i%0CI=ILAYZ)kfTh+otuEC0k<>cwzczHF=Uu)R
z)f)CutVnQk?(!gt@k<`bTZ*wG72{~;uRV;O?JV^m#56dyCi(|(ZgP!G=%A_U>wIh<
zPhCixESWY%Co)__WUD;*n{4%Qcp_o_$FTe>^Zkauz(@KqufonC>Ke)%KJ&;&qIvm9
zJM7tDuIZrYCGr$JoUd?q(fn!f2(}u(p$Bkd?(a{CfOGC5P+gs>1ZK6>)p2B3C+=SR
zcr}LLeDSGW0&1RMOyyVG*!V{|7Cfcc>8x#*Kgzz~i893l7^b_B@3H%F?juOzcPM7C
zIi8I-pbn`d>zxLaqZ&|2?Yp(@m%5+Q4q#q5C>NpccL5{SSxOLBa$qCr`RYtDDzhbK
zvgz>y^^&wRTo<dj_sHXA3QJw4nBzq{9>j$Ntg-hx8`~wHD~&x%wwRI?N&Sf49*_R6
zLH0O3(cb&Vp${PKHf>c8b{s2)>wrvf9e+n2Ox;>rIe9R-2j#(A>@9gv2p!D7Uf4Z4
z7SWMA71Vm$DRM@Bg3sN(x|G@M%-uO^?k<Jx`~>V{cmt2r3%%84?A!Gs2}x0UUdhSK
zW~1%edJ$Y>TZ5(=d_O?15Xa#iwyXC2nRqA=6mg4UmiOis1u~CuM2?uB8OKO@;}Qir
ziLr*8KEO-PVEn0(eTFmh`MW^|uTk8uzlc;9VTyR6L48!@G4J%JHQDUV>Vf_=llZ6h
z^mD`>3VP;S^?<i1ep=@P6pwXS_5})uUqi^PiM8IS$Ds@7D0YDYzxv^UseRsfp}>Q@
z!YF-vf#U8AftRL_(S^gW+dXR`uiroj9kJigYRV}Bc7MHKdB8))X+nGo8M`zA-d#4a
zP`l%|Bj-FzKs`zTsl)7BNcd<RyvbV*#rhy=$i9{GIBO&#HKf&H%iQw-+eS|4HE`#w
z1o<EA>k<a8ztG1^fydK(Eql)E&wS<1zq5d+sF-2ccA>_-0^M$dGMOWE5cW0@TgzPW
z0HVPOy$DXd5%>tXR<4bOE`KlR2IO)5raJ8B8f~_oqar-Jcy*0|?h)7CTHW~iGT`f%
z1(pSj+(vndcpR?nwl6d%4S1C5wm)ZxtJE4UjWAkZe+zy<*2A&>n}6bj)DpeW<D6~e
zq;KXW@Q|NDhgCt&=w^S&d&t)}(+R|k?eRxj-1J<)%SSWjnTWTryl<R!Hz0+&nAf<E
zljI3-g*f*3Ua^0<ce`@X-)=a_nR1c@nfK=?G3Ltq6_uJ|rX9Ouw)@ORcZbYD%*A#e
z!5&8_v+vHB*DoZtx35`)fCq-&ZRgQ$+oQ3tS3_Qb)>C1RJQusLH@$8P`3iOFg2zG3
z!WJjKpQIR-n_6^5xcWkG%(=tF!^GW5iX8hc#aSpWFgrg@z3$3midWOSf^8m2@k|zQ
zWj|(0i`e9uGKqcLcN+!0S{p*#c|p&Sf}T~IeK!M^qF=yk&|S8{qFz`|geP|A0cdv;
zJ4@w9d%KD7jBX9Mv++~J28>2rv?KDEWMItk8Dw-a0*Q3RlRN6!K&Q!wVXZ__h=;lr
z?wmi#ZD0fO&D?Vj(PLb?MJ`C60w>1wKr)Jn)Q3>x(w0c=NU7KQ%`1U~LcK=aDb%aj
zoV4G7o!D>W9-E`!k?GPlH6BLBdL`BgF_)(5l_Nf)Zr#-@Hi&$W4#bfcGlP4Wn)TG)
z|0(R7ZX((QIK+-%x0(Qsl+x|i8<)8HzesGN1oD0E0px-UcR-FC>7A&N(W)>W?}gY$
z`uWD@N2<a#=A*)%q+Uw!Vi%YzE(2LntZsvKtrK+S8(W<qOZ8QpmhS|yfbTj%PZ5LR
zz&GuPjO3t1`uP|uCd|Fu*KO!>npC;mX7z_kavb2#vx2)#4QI!S#D(!8o*+TYNa(Sl
zq@$k(x86?=B{_1!$GP3t1<=7H9`xN{(keDDpZ8sY`Q5$j-Wd4FmqV5TUXbHzZ3-9M
zOU~Che>Y#ZqQ<Q;Q}2=gz`Ou#RhM2~0>BNhB1qjj>D??KF)&a=+|Im!rJC+8?xhga
zpuh@n$e%#g5uP3vbf12l6~N+}e})+!%NRSsuiDvfG=eqRQFTeA+(%o%Om6p!+!p#t
zc<U698`W15PhXh=XYOCGH!*>i<S*+gbTi>_=ufxzJBS+3Lf019otO-`nt2klsK*bI
z8p@sJX00$!a07$-%I?eB+;cNF&}gcphOg9^uzeFY8L;Z&BxX^M){Y|7JX;6V**ct(
zXS+o)Fhrt2-MtG?I1KwLZAqemu|qReGK)<Q(oJ&n0*UQjgDL;5_1PWB?HEa(A=a%Q
zf4IdCyK8Tg^Wd?+7cq-^aP6!msQJc*w_!v1DnoS=P_Hnwxj@c|Lb+>Uc_m_PumIzQ
z%)&<UC@aIwe56Fd?pldY_NWU$UF&y3Nq5@hZQriXo;B9C?*;3()PuECmY}|W5^ani
z<vT3D`Jo8%^ZLiT7txT=!NOe*9dS<$4gFL0FWMyollR8vER2=6<8-Kp8R~cX0q*nW
zTWQo<Vq&V3XyQ|;UP+j~qE-*3di%Qu@l=mRy`1VriQORv+)92!uYp@HLryq%HyQ5(
z`U(c%KGsOy>HfrJ_2bXB)c&CZu^cOfT0e9k{=Bqr{Xk?<FCT~ts|JzF6JT%H8+ysy
z#>?27=i8wR+*fi9u+@D}%aLoSVcR8cO+ui&@p$1Ssb_$<w)UNWVR)n$+%@FjKZESM
zS;kYj>4EP9p7r>xiQ~_<z#=Kg7^O>uuGD%iOp`fC7p8AEnDMBi?*m6+{<Cq94LR@7
zdo?}u{VVn%5*KSC40iKdz>v{?BugzBYNa;Mq^T(gP=l337c-YTv4Y+{cm1D&wub7*
zr6Y9A(N1Pft%tx|Z(&Up@-!5hHr0r2_H+bG9^+~MJu4z_;$Yw8O{>^{FyG-K5~n4D
z8!uyV!n={!-Bx06?txu}=?7*d+0kMQiG=mbgyi#)P?Hg5W#^J(#zHRnPqA>7oLl{-
z0DR?yM#$s+L*XII*xcQ3&K&zQRgDTkZS`jy+2_b+Z*eBxoLOW3VO~fU`t0v?6Z8?m
zc6)PKo7i|H8H<HlD0JYAVnGG!B?g$jW|1pIsclccp;_b<wA+9tl9Qj?N%hDH?V5vy
zc9J98GI`+|PP%I)v5@atNslp~&8Tm`IEhE<g?vPi8vhW-lB||v5S&qx9pxf=ymTd5
z7P&i=+%VdC4AS0{54VR}aJK=@tQ62*SjkA7-s*)}vQv}Oex*S4#2DB&J+W16ex-o-
z#+D2oqKL)$m4XJ@UwoJFfE~$Nsf1M)8jmLdd7!X-l@NJam(rvzm1RmBR8jj)a&{za
zYxp-bM(%It6X_T}XY>185Xf+1ZR&y7ispwC9W~@<mEOBefKMi}knbiFpMyS!8$rT)
zwNE>2Mz^|ap9*5*fn-zykGdB=Xmzgy(seIX0<97$Y*Oqp!S9OwhWtz_QEs=v&3y|9
zoolFVg?2f@!d!!;`s`LYfoDUB(FP9q&1l0aIR6nHV!C0C-FgwLQ!k?+^x)0YH+fG#
z9+@b;eTp6*D;XQYM->n4KHU)3RCm=XFO#NVec?6o;3de}aZ!OZMK{VxN6uDGcA%L%
z?_=WZytg}d@}PU`_W3-$fo_e$(LF%-%Zmw)KiiV~o5cj0cWDJy$7i0U+c`$dP+`d#
zwFsfJ!1jCNT2nW7R;H<cm{6PH{(}n+7T%;v?v7tTo)|Ay6JxmvQr|6ZWiMmzTsyrk
zo|^VySrgaiFONUma_`@4s@qt=ZQ1m_y6%p9T(Uqe%AEq|Zjtu^MnPx4e3du>x8ht(
zrtGaU#I^$7tyKUoiJsKINzQd}AG?)bu7>S`-99nP+9^YAf`%(ktnmU49>Ak$C-W+|
zl>uiBbk}udu<~*Kc&!P7bFMDa&pW`w(uD12EL8#zv7g9m*yKC8lice8rF@b#8MIG*
zm+85P^2_L~Nn;BxF<;b+<n&V@yXfN>n^oOw>}Q4ov9-P(IZ4#^aNRLyfroDJ%&KHn
zmD@d$T3HFr4b}`7G7B3?Wupi<YaZQdJ3O`bdciJ%okh3Wz0=fX3-2JddFtRP(YyS*
zhYlX=9y)l|u-ONXbt3*9x+e}_)C}@52bUq|4f9$Jqu_TU+q$>8U-+S@NnVp6w0{P=
z0GD6?5OfrPwthG$9T&SR(!2yVWBSCZjNZI}#F;UbNln$mg?QGc?T10Ih+U&~feup<
zn>^RMfbG;ivo*sDsmB_dU&OwhsYf-;m+TO>G)zZonC?!)<lF?Xnq2ii4Nh*a{egVp
z9yXS%);zTk$47EiXSZ%_S+EfOP0K}gydXWr{0HM65h`uJbcVPiZ97uhZZ`W7(l+Pz
zlLdS8FX%;Zt*6l^n!`FA|8}3MIyi>Dkg8fTadKh0JB)D?+3E^;m#wa%|G{M^6IKTN
zUBbF-cgocfdJFo)Z}N_Q%%xDt+dpJ_v`|1IdHF~??%6=D>7W=Tn!`jqXM+C}&R5B~
z=5}z!-W$3H_dhLaJ<ueW8Lx6+J*bzWmbZFPj%?+)yg3VoH=tP1cMYfqsb4)TxU<zL
z1Y7OBVz7y=?&`5pi$P#UJ$3{}{FNE#&|Yof+SJbo9<aB-{lJ=`p5d6ny?urQ>5kR2
zCB(SZ9dl%p$?t3_$J=77!1e>guddqnCwJnG$Yv)|okeDyfoQQ?>O}}HI<VvI?Z6K2
z3`FbQHTFY9n1tUsz4Z{G1BbkiAD+61Geyl$P_aJbEBUZ{^8uFZh<U$O{f_KtEAp4=
z`DG2(ja-Cx)X?r6{Y+g09(Z}9kNjhzjq$7ekoEB}GwQC#=L)!I^-E3amtLeC!-dyB
zKQ|Z*{AM1x?fvR-Cjowc6Mh`Pto`4R_09mMBL^9MS{g>bnZ8^@{^5el3^eEF{xQG_
zb8d}TdZE$2PJR2*nL<*l2!SOBiv8|OXSm?H#tg&-CiMz3c=qGMWgri?nl*KMXp)zE
z9RweFdBr@nGxB1o$&sLCF5%!)FD&xAkMVhS3$6%X+#~#WG-6AfB;eU<B|0A9JM8K4
z08RGUgAu_d1_W5(KMe@1g0piduy*QV9=P-U<Hw{dC1CLJ3Qi*Kv1G6#+HF+y0cKDk
zFSM^Q^6VHlaNN#=UhoRPjduD$FKj_Y_b9nG=jGd$+pu&9YFm3((8q=L2eP69JiBR{
z-GS5K^fFxm@?luifi7RJ<nH)|<hA2)7r`UJUH@#0op#pwYpoO%PK<dyB5T`GVrSR)
z`5%9{0Zuy#ckR}+kEy+2S-^Mio30b{jvEDEi!6t@53gT<Ud7Wpa_UM&{j)8%-hZH{
zYV_S>hU!edZ98YF?amdJ&fZqwbXUO{@OE!Aqj5(*F(EpI&b<~_KFV&DQz<6vBV_>G
zG1?5&<o5B0TW+_zxxIdxVDHKcc@3M2*>l+ZyCB$?S-#4eeEVlUO^M4luP?kwU|-N{
z;Lb^q^Dcsf&b!}dWCC-!=B{4IiW<x9m=})rQ7y&~_j<6GysEvzB6zx|`MpA@%nf%9
zys_8V$#<Qm;5Fwm2w0n?-Vp^dAJ2c@T?QfcbsvAWVb1EQ0A8YC_3-de1pj%L=SBoy
z<mQI(pSihl5WFFOLN9{T7gndp|KRzz?}U@r*#oh)y^Vz45RuTrNI1PZRo&rM)MD!N
z46fgsiq5t>9}n6kWaqR5Gv^LSi0I;cKx~w`-<xl#$2U6Suz#Nd3Dh-67w9|{sHr1;
zh|>c1R>0ifoA?*8Z{L+i1hiM}yC<MIQb5Zq0vh}V!G8aXc#XQtQCZlMNoq|{zoJu9
zNh%rZV3O*lSM4Fp-Nw3;n2YV?u{n1@Fmd%L(*g0kxaufz)irDOaB-D2%?e)J0Czy9
z!O3aBAIP^B1fm)0>s)LXjV@%Umdcl$$cjKBNnJ#z-V2#SXK&fV^VCK5&S#eG&R-G;
zy9safk$+65&|ofNd~VMS3FooSY5?xpXs+q7C^F%N$8#pP`!(+4P-usxF6N%wF*=k&
z;0t|_LrimKs}JI+u7Xohybr<xzUzam65nTnAbWlD_RND=sW=&+sCCg2tdw66lu?2m
zfe_zu*?Di;!p)(7v!cS@1NURwEv{R}WxOkdx0ULV5`x}pD><q+<FwkGPo#QEEbP0U
z(ki!MOeliA@)z+)?KFqlK4op}4hT~4#+vd4{mjIOV=QfD<{MbqyT*Qq2$S#|<T(#v
znnkWCWVeBQbEx30yI021j%Clc?kv#&JN$g>6vTRVYsAh;Am5%Y@a4LTc0?Z2P^{!K
zpFl?B$d?zZ4Ovf9vYyj!@AyWA$UieMoX>j0cECuC7#?BNQG)pXG6XUTceFo4Hd~``
zjv6R)I_%zuK<D5VsegEjYzCWkBO;CuXI$N80FE@9)8HWV%Wu2pRyQJKtyclB<b<cw
zabAQ}_X6Y^G$^x~)C<TCJgt1;GLVNm5r(K#=6Ly6BJkOdBl0P~Gx}kP=?SN^(7gg;
z_G5{?`x>8zPautcgOBv%;Rr@yume((AI+qZcKK11x7^d+a!qxfoe_CqnP{4?fOkFf
zRdROW;-TsozGV>LDe5PMiIi++nOWntDfL(Jl>c%yTLpveNpsQ?;@~;{bORpujh#{k
z3hxQM25wT60cXu-6^nN#eg3K?Z^zBa14(R{m_)t3^}E;``1T8V4cjCy!~L_Oj(T>X
z{WAGE&)z5+371|Y=DYM(nd`vIix)0}%z1Mx>4%UpclN;6?yGi;>Te7{Phe!*1ht02
zItGE52VQv7<rJx{$@&Ya6(f)G#ESvPA8xthL&h%1&`BhXodupbaG*bMA&=OIwUO#Z
zfSYG))2*RVuPEIrr$+$3HFcuCMsVlbB`xuKR07rS3C#kZi6f7Y2e?n9`6e53AJ(13
z2Z(KUx9($3QfT{_E$Jjq;vo#wNm$?;P9ib;;eh0RQ4i!CC;1_HngQoJw+HJCY;#OD
zYKhhB&TZk@o}x%iW1-Yq;_8u`w9tmLf+3Pw6x4>3z<cM#y}`4V`MaXI<DPNvC%`c;
zDbUcn1-&FIk&iMC=errPS$;z0C6nCTwP8sI=-{Rtmi~AKHMV<-7#3I5OSv7nTY98@
z06$*f{hk`C*lHC$eHh(=vCotHH`)11@?6(@x~eot?jkatgT$7m7`E-$WQ5sl_A<)1
z_8olssvABFdwU(lgmq^(FvGeV-e*68Zoq=P%3XYDkv)By-N8-1FYw=m=es+cp1TS+
zNPY+jx9)z_ceuL)waP0clH+3KM9ma!`%;NqIpIYb4M$PZoTcua;7((c3GO8Ka;8`_
z0NXyIA(<(9V<fb1BvE8x58iF{$FR?A6RL%0#`SyPEXh7A+s$T|#Jp~ekL@M!%-PUS
z70kKAcH0V8)?jt~iM)nwNdbI{n`>>?EoC=fwIAAH=N)TjNbLoz4bJ)#nT0+2w$d`(
z%g$YxzY4`u&K)0e?lo+_b4LML*@N!iMU9X%{QCg>l*JVsC@w~GMjyX1woCsMV~E>(
zs`~)yA8(ZacQ@}^klpbMu)X870jZSALF)Y}Xu{eB8M=wAwIw$AAOFl6|9(La;5>V4
z32^qQ1Mh=W=RU%BGr3`vUJrw|r}hH<hjQ+;hvf;q22O^PIdUer0#_@va?OX?PWdRt
z96I?%1-v%oZP;H(hdD|ihVCuvC`q8Q#2sY~obM<}B%-v!+eJN)V~&EH^;&|Q>*C-|
z5FeWpv#pB#Mks_ExV_UN8KH-hGftoBRcIZB^YBfktPQmjC$QbOq=cZn)J?r}!#!%8
zw1e-1BWFG0CIz}XF(utZqO0k_TRj)^z|C?LDn;4l{$pJ3TPG)Bec9;v?JICDan$fu
zhye1S0}HJE-n(iZsIgkRch%5Ar~9o;8SFT3h!Z?4y%thqLB&(qzm??NzR=_DUllij
zV24xpUg~ur@9kjs*Kfz3?ClV>qs$INiVqSY1x>DwGZQ?5DVbbFFLKy}sjCy31<pV0
zXUUm);dp8u!LWV!Q1sM{GI=3(Y_h=Fh2|sR=jq!?DPhs(V(6>{%lPj7>vHDTA*{9=
zYgwxYC~SBc-X{Se#Tqa$@j_n1w$uwabKG2Ohkg*eRLJ$JDCG7#=7xDn(gNnTa2))_
z%;HA6B~b=^*}V&MNek^$?rk4(?=@_`ds_)b8JzVOHA2oA=%jYf3Xl&cj{y@{wb5Sh
zYt`S__UUtC3>XlOl3@~_!oHsvxSpayyW<x?JH|WomXMRX$|1$4OkIefk4TzYVy?i0
z%?}syfXy*>P6F6G2kADwm71kS?ErET&3ORKQQso$?qrEU_Hy2|VdR8f1OFk4%#g2I
zJJh*C82TiwZ6CAt8aUtDBBu?wrFKz|<gD8~Q39M<=NJ%6Qfv;J#=kk22dGd2C-D8<
zR%>qZ3cK_6N=(2<$yp0Q=2B2P$x%RywP0I;ZEJ-aZX|cL&w=y2B&N>0CA~!CoXq1n
znMZ7vy{YqklAAx?+f`@BP<Yif;hVc^W0oCUX$&ezjmVnZ4YRvtb{!<(C)mNA%nN)G
zKFJuKr``tz<z)XZcOdyO^Zv6Wdz3_|CYuc;k0Q^#C*2js^#k>XmfYU(F==Cz9i+2i
zVY?l1`@!h`Mc%l|Zj2YAXW!lM4tV<uorAA9Q|xop+}=X~BW~(l`aootIaBN|5nZZm
zA-j=K!jYWiIE&iVY?3)kuoAQPc+$cGXCI=EfS<WfCjsR}n~R~d(p%SW;ngKithbX|
zAGd}x?5n788q<NBeG$kzpr@SBEbuYGCB1wSoN4iHrEML$s`q06H|Gu;wXw~@OKiak
zh_fD~D<|?Awx#yt&2sZ%A?Dz*u5W8!$`*F;{YEU|;4JVB2bbs|2XLk5q8`avzGCuY
z<fD(P*5t+EU3mS*+-jXHgA>AX2b~0<bq34*3a~qV0kmaI`+DN}X6qnye#p`V7<!1H
zrJWW~-U7I%aUl=b99z3AfXzN{x^-t-ACWs)@HKK4hmnCBCb3RLq4i*#<DzDfBb}Zs
zfzCa05Q`V)KK@Bs+)L!&xW!rI8x|Kia~!z*by5%HUTvi(GvHh&SD@ta&6xu%z8+F~
z>LioHc30N?nVtY>zvJK@VrL0sgNp+v^BVUL?!6B_ewdh-6zKlD6!Q|VMLx>$ymT10
zU*D;{%T12VhHgUnt<AQn;1Eyn31w=5frs*}k3zbY_q{-SCg2d?tJ|4bYc(#=des>|
z$qa_4j=Yfx+sx4GyJy1=Q4p1uJ*+Z=*_jIuK@GNk<%E#fD|c&aN0}NX;6bJ=9wYei
zWm^4E1Yg?rhm^%g2wwxYp9DWog03ufzm3jvm5^aD%*E=diYV<Aq+?)b3fpzq0<&!q
zJm7XBuVGv2CHq-!UTzhY>YlFos*6cGZpK`Sr{pRZA-2G-iwNG^Igwe|W92~RD3jbj
zucyY`y1<s)#6RWMVg01R{dtX-@6TcDXatYWUAPD`%P0Ip$e1sKLFDvRw};l>n49@h
z&H^YLIY8hn5bJDvw3N@noxgxMF|Ha#YW4)S<Fk6k%7qs?hm@7Gk<kCZQzRGfz?>M9
zcVQozXXO5k?^j?B1_Wi!rW5ikfr@2z64GA;Ywhj#X)+J~L*$qt=Y5BxwF__`?j)@p
zBywuh+H2r^YX=E|0q&zdsR#1NITPumV+Ne--*C|3eZquxS)X1GBe1~D5(*SXTxg-8
zg@~gPQJ-=jt-~>z-Z5LRm(Q3vYWA>{?k4JMiRkNdo4I|%h%?|#&IKAs9;C*+z>6=H
z`<V3Nu#XcwLhOk>q85h{HUG=-T*WVrBbjHa4cWbBs8ErRp|peSQEG}8z}LaXs<noS
z-bBMV`yA6ZIj9=r?M!3has%n_qFy3T65xDi>Bbt*Bo<Qp;kF{CZ6||E+a6wPjap=K
zDr*=RYpbk8`J~z_4S^BQJ$2Xz7}6ys)pBap_!F6hJyyXX%5Zbd-A$32uexNp<K|q)
zr6x;)h1gcY++ZH&g}jIzybSlUcNgZ8t;DCi+dt&pEbI;M_5#Ixgi~rKHA2pE6#YSq
zgJ%$m`F%+|>u=J{q%r5gw@6&LOr3WNOsQp%T*V6Qj$Z&B8MaOYbnKu7WHr>%1sHmW
zprxHe-4nr-+J!t|vutezu({E%+X)t4kvp_IVvm4)zZ;SI7GX*vGo+S58#R0%H@DzO
z{L>QT%%&b<?{MshjZfKIWJC?MHw%2j-VzgP5lpCE)B|~PTY1S0IM>5no0i1zK5s(1
z4=lR%a1vo*=>(p{!l?^!7X;;~y%KSfK6Y2+0sF|5ZXd*O&v3){XRYeyq~4NA`>v5^
zy=!C*H75mC6Tj7#jK0@OuEY;Q`{7-kQ7Z|S&`RLDI#Ft}%YmfzH6Qhs9NOhK-rmhe
zMQS<<p6x+Obnv;i`k9qL@?%r}&sLA5(f@zy&NR819Ou>xYF7m3VgDQJB$cvxkc1K(
zWcmG}inw2dZ$HICk{Ay#UlMi%!CGmuq2@p?66?vdO*?Tk$<tig5wX*TQl&BqHx*ap
zIc&>afMeh?x1=05>B@*-WyFPW=Y`|WNWDRG|2S@F&Uhe;u&-VTw>feYeBQhd=;OUf
zZ!&NHF7uwlmYesMtOM-ndQx}DCAC&=<<$oA&UXpB&yRl%Z&dvy(+q$n!RGVC>9Q!K
zP8$qGM@UZ{AEmMN2h>5*fy8udkfY8Eu1Wul4^lLajc1(ok|zbR*pv0bD>>byHt>qC
zJVzQVQ@yJLwBaT_f8{02`fU*`E0<pTGM><L;QZAwgf4#5uLpiGlPhoMf$vB)Fb6&d
zE<f-sxrPk6hLieAE_ogG4({HGlbf%77qj|)T|z6LktFJv+)a{@cSDka!7joacwukD
zPHIb*A=7)iAYZWURZ?H_!i)fS?c&0llt&l!Fy!(xDz&YmR^M&_urL#3eqM1@o=A6c
zQ_|K39nrZiYE!i*qup<A!-_f?BpQ-7o7Bl5DtK-Q{~-EMUxvNx36Hb%X%D<KO;Qpf
zO<-g7cYJ{C)soq7vxW~n?D}Udw%ygTMnqOpX@*H(+9=f?cv?7cLLRrZthMRD!tK(h
z*~Kku0h%&Ta2dS3Wo-;zZs~ZbKSKv3_cjYM$8F;PbRpS{>}gBN#F9ND$8%c#my&7Q
zO0&Sb%1k$`MNzn9cZ9+Y1O!iJ5%)C~&Up{G_`peLO!)FnQE)-6GH?>p*&}z}a^R4A
zcred#TXr4VAh<AK>sa^!eYl7DO%}eR^Pz9yBJOz$-_o*?uw~<<?vRU2#lDTa^JT(r
z-&pKh*I#NU8G_*XVZO|Oua9#(pdmbtUuCOZ`2n-!HeqZ8KS}4`b<U~IGUT_M^Nvm1
z32N|9;tRFpq|*j!`D=r1ug6tTZtY-OJvGT*bGA(bmxCvlx8w(L&EH8aBJW&(b_crr
zxw)Kp5q~6?-^LU7TO=L&CoUqNKk+TfJPEWYp41oeke6JO5pb!ITM$nT-|tPZtt9jO
zjpC5m?Z^`Ln2Sgzob^8D9g~&G)2q7xU!bd-bSpXa7HYObhK%4oQ$MC%iR-)*H6#VD
zAqnAw+7uIex@7k02O_?|=uTZ*lQN^M?@@Fr%{2IQgqxsi<FR7)I}_1<nU^KX*A=st
z6>dVuDom`H?O1xSmotAjDM;@9eR`QYaZE0UrS`RKNG(m9`b+JSC?6$h6W1zELEZ#g
zO=_#~c(UzcB}zN8Dk{~g1EAX^k;P<k$`(7*v#}FvBd**=wb^i!YP-oCc~ZYgt}~P{
zpV*&8cdtu<ITLww`>^k}5a=WtyN2O)C}^CGU*XjXmC+Ac<z>Xz2j`cFVa3uD_mhX*
z*J>hnbxNdF?YO1N&QO4^dlqk7qrqkUDFfC&ZlQ;7>I*U$a}hC7N(S9o!}Uwh$7>Fa
zJq5Wm)BbsE4<jv4<STX*42M*__i)2&Zs}|8>Myk|J^s>R(tphvZ`EU~Mz&jC^Bffh
z?I~4p4ImeZYb5S5_k`Q7d#X7?$t<NRqbB0M9Ju~HY^@Uv2S1?&;A%gy)NRTc-9492
z+in8_NfF*??vV)y?zey+PdZ4)9M~#OqC1r8oMo4~*vFw8c-v!hr3@dt+H~yww>{l#
ztSTE?0eWI%mEpE0WjijNb%E~gs}f<~?5lb!Hn**6?!0$_3$Oz`mQUm>wvr5g;)eL0
z-0;5B&Q~4kFSRLopF|tv*ykO?FK702#^g*j&>z!?fG(OuG)y;=#pe0!?4DhTIm7-9
z`w*p=W5+4V_p=`_J=}y(@=wy=2b2!9G!9y2Pcv^t+k>P}nt5{Y#km`7PB*;J0Q-cU
z0%qUH5n$O9*->mS^8CrJ?c6Y&dU$plp2)6V`y96YJ#0>`{j=Z_Z0r*_k+0ZB4{wdz
z$qi4Wr%z<6zhqnCx+GB}bNm~L#D3Eosg(^xMkCfL8NiFGWPw@9TmQI4w_9pW$CV95
z$yl4E=Fr`*lIv_}x74#X`62ZC_fgY*VCFROrs2pfJvZdN@rxPafI0&Qu1Ydwc~W~2
z`Q}a6pd$Ii{p2ajUUfyTKX?2O9u6}=TO}FQ;sP4n)RX;&S6xHy??5iMi3s~*9^U^N
z_7V7^qk2Hc7$(nq7q|pFw#WTMzF?aydDWHO!7Wtv!pPvTZgZTtJ+NboE!n-x^u8E+
zQ>PuOURuNI3UhpwSq6T+{<!|AQF2ksrH7vLC-vNsZz31X_~}IYc1qEy`~X{DmK|Ta
zN0RQ3_-R9+^A0&O1^)K&$&{AB7)!Rb6}54r*Gbb%jCItoqy5iY4d(qo{v0-EB4FDZ
zL&@Srxx+*>G8-+BMc0O@?P-J5W}P}2+8I@tMcmhl(-v;YlcQ0LwqQR;$dhdwja<6z
zMC*T#^)Fjyw<kLARL`dLq7`-57F&lTS;E1DWI7OZzXv@T+WuF-KMXHx;ns>QEh{f*
z(1*1+=qSmf&Ue!<io<+4#694!xa@(gWau}c&im0}!PXP|lcz4|(l|a)*SW?WGHcPM
z=KgJ{vBNcowAxv6cqi9Oe3sgWH)7N7KYzKz&+b3h_LsPPrxpk*S$K`3eMB{8AKX<)
z`eMG_!IoRQ`~9`d`r7)ZE%uH@nJF1!+K2mn_?gL>wrR?aZn9`RZ&K@vc7qd}QU)`5
zJUMgVhSQ4~B^UXz4({$J^+(BtP9aVDn8y#W^+h#Ry$sPH+Cj<G9NiW}!CrY~>J=D6
z0dGo^TB%WAw%Mtq@EVL^i=jZn!wLOKaA8z@NuTKYL+WrVRO>xsCIJ(gF|NNkM8ESn
zSe9J74Le8{r?>O9wtaH~Iq4PAJ)Ou<LP?sG9{?M{;v~hqH3k<a<)nsl^H<kTlMAGz
zy5qs@+f=t8e%D&{-I4m&Ew$M|4T}aVv-&i55^!s!FOGJc1UFl_#ciXWULdaifLq@y
zXO+9Y??|C?Rvwnq?c5-+7*_pM_gp)kA0$1|Ame~n2*F;GuRHFLz`W<}KF1Kp?&&sY
z$9|m@b}SrniA>s*g~8>VTd8>~=-@VnTSre$c}sHM<G{^f(B&<k0=Mk)ia~PO{$LAL
zg_HWD<U)6qbRLzC(eeXqqw{?<#zc{ZG+m~=#ZWY?0t<(s6bmoDNGo&bMmu=g<*<OA
z^%g6E&Z86gbJ#LZ)q9$D^@oXQWY$5=Hxz5)^<}fczlIy|$^1!fSwN!`SrPl(dz@UG
zoHvpw_jcvGZ7Vp2Sc#i>*+~V*q^pq>wWF3=OS~wnnei-5+^Ata-QMj-mu?j14|7Y*
zTjiWONqJi)+uJr*iL{|*vX&0z0dtPabDpLBDAJs~%0lw14;X)w9JWtBsVC2z4HbsS
zg^_|c;reYRN4Tq!_q}hzl%5>93DXAdWG+|uK|M?E@(y%aO+i}%{yov>+vL3Qx5;_W
z^gPtR{ie2RLW~(NLf3Z#TV9=SqnyM=IiMJH;OY%~?r=+U*>94+Vme+*50g%UHg3m>
zOKEb-JCgF*LXSqFE-#LVyff@%_n^zVOQ0v_Nj-Pwo5*EhPKLlz)lr4=18i;YGl6Yv
z2I*FCybtIdS@~Ssv6`iEUnP}Pc5@`(WQkoG9YSo1zzMO#7AwIS#0Rnj`^NL0#Fm*z
z$Q=*1ENX6<wP@0bt6oEo@j)Fo7`CHNO=12dx6nwi5A$bbX7X(@;WEqI-Bj<GFvk+^
zydlg{9V1alT~|lkA2xT|!2q>Z%hb5-_{scHZlTYuF!fLdLJoTEV>|FJasT+-yh7?7
zwGhyHvrmly3HMFk(LA@L7NVe8;0gWN1D8fP*A!J*L5|#YWyfs~4>KTA|G4G0J0hG&
z7nVMkr%#YuZq95BT^8YxFy8-6GW)iaW8?jzRi@9O{%uR`_sFKX$asQnJ;&W@8CuJ=
zAEEcEx72g8CK?*%vD((d>R`zzk>d7CTf|O#R;WXo{;|?~5}aS@Jw`5D=4k0k@8>4r
zkC6-0-o#K!A+Y=aTgQ8mQOEU_L~?&`8Mes2{VL<*9;|DGeY=U=F6_p}vo<@1EuzKn
z%zbY@{tUKo*ur-LourXjXNhVt;|XSrh0Tsx3l%T9KrO?*HXrT4zU@8A=JG=3`b)ko
z<S28Wb7;TBCcIJjtQ)udtb5xDZz4g~5*<d8Zf#CE;j?c1x-+8a0`kKAVeY%Nh`j<%
zNo$vXgry3OW~vDX^F$rwzIY>~zNy~4k-A&BnLTTMnqq|d&O9EKpQbPE2bfY{s~_sB
zADQ}B$na51WtyVJvF2K}DOGG_kACox`SG(Oy4fae8q^9fWqVT3k+UVIRrX${*wI?Z
zDW4YfYx%URfpd$r6jEEYff~mX$|Q)hGVW`pWDB>j^kgBUR-nt`fH`os`1BU=fZ|67
zw6c?yvI$)LX=>dMZCdb}R=#O?Wde7NuD0DVH<Tk8o~)gL@nCMtWlrFjcy2+qL%+ms
zDN#lkzbVP$m}TJCXPz~aL2^+@7NC&*q@FwSP2|D=hwKwB>VV}3*xKDk3xQKfa2PJw
zEfq=(fzS4gvV}T@ru>x5U{uyDohH;f3X~x$^2itBk5S7qJD8Gs=D0N?>*Pms4Q+@+
z?(MiCA4T@wJeWVpeHXY_=_d@_t*gHj+S26xL(`TLAaJKIO<oV&>3C{AXobi+hv6zh
zn;yYxs#6=P2<l=S>a*PU(d4xxS!y*UJcvsrGR>CAoLSsr(kVv@ndLeNgUq)wuDw#^
zXAk=3;&_xYn~?p<dxgH1^R6MgV=j-;gBA-bd)S^3Y6iYEWFUGH<X0o3i=QyR>h_36
z8V!0jPizsoyoNf+{`#BDj&v^iQ^+-h*FvuH@hqc}*DvvU*y!#{gOUB?#F)o9a9wnN
z92xSI6;}z7uh;YzWN}eF1ul4L6P4+9n7#GzAU03r4G)`kp<kBI*R6~pzGeCR!JRfO
zr|qntpCf;<oOTRdxDA~yr+se0{1~~g&5{h|mqMAZNwaoLQr&mEM5f!N{%s4rXK{3I
zA9`Ja8Pb+5-FVVoZ&@u4Z;kue+W84+;fQ3o3SX60Q6Sbak8WaY+b%Lv?--HHnP^BA
z=1+19+W>$-f4`wpQslgkcd{BtZg;`0s4<bgi<xcFS8CWjRh7o<EVubZ?yOK^=kTTG
z5ByibQ4IBfE&~;x1RoK*yh@^$sdpgPqCuO)>{!!e(8g~PyUa?{d*uNCFubte{3>;s
zikA}CL>CPsx_Dr38BOg9U5dcv4d-tG@5)?$^29|i=R+&A;XauucTY63v)nUpI&mXd
zS_^@iPgUiuUWhHX5A#CH9wRlMHms~Q7lk)H2W>bdhyB#3Q1T?cQ1{-R>mr4)fm$kb
zNp`;$d8oQ)H|p1Wc5hZOw=X8%+(B&-FvL5s3K)h-a{jG<2YCi(wop55W#nQ7!#9zG
zk5Z@~{?#8N|F0*rl9la8^gym|8|9N?qyZJ?>BEMJcdaz>3QJ!@5shqzg{&xEV{#`X
zTnlzf!pcAdaX?pRPy*iR8jX9<WgY(DpnOw*l3W(sXQGu~c4?Jg!m+a3j4Wi?a1I0?
zpWwDwijI)lJfO|tf*W&yH|+vJ(07!WqF=y7TL@ds1oE0sWC8X~B4rX=nA9}bQ0JYl
zKVa7SHmMmBV<MU`FZ5+(MMpeq?j#+st(I$&>>J9Q8Z`L~^9nA=5*Ju!guvIQaSQNW
z`AOq`p@Y_0H+#hCSBP<uXQ5Sk_Kee;jG{k;YKZgU9zWpLN#Ebjkt>*Coi8pny<9bk
zOPW5#MQvZrXyhKii#;zrIpPl^-)=eVDG|>xn=Qz<>s=EzyqvU@xUWG>x?LRC?J{=8
zf(3^Pg(1~LHTiLCwA4z_{pq=mL^7He?fRlXjJ4`wFE7J3FZImd%?%FSllj6eyQG!b
z!F~6xD596=&pndyW+CIiW<zp2`z2g-KFgvyA+Y=v+zPA>uIfC9t^LzStf5h)(klJg
zGnP6Uo(Tin#vFYc26BBl8iT+XmJIp2Q8d|-OM1^n(E~TF%<%SCiHeA4SBc&uzkad%
zJ4ELWc@y&eB&^3#(vz1mUl)jWne!&gcxlPKZBb?43m)>mZBYkrUa{o<ny5Kq;j*QB
z<kwcw-w*Xs<a<kw(2VuurOemmP`wKy*|%ASbQx~4#ff{zR#{vB_ujM&_jB07B<N$O
zZgb_G%#>TSSk}8O=e@E;EIEtd8<%k%<mPQ##6Afwwv`y5&U{i|$U~6CS8C6h%VwiH
zOKOrU&w75#l9~g1%gAeYNzEL%aMjB_xoqsUyQJo$<YFs_H8tPZ6#crWrmJA8_n=RU
zl$X_Ac;q`p%9DSeNV$l7UZgzvw~3U`o%tqmp_xCl&VS7OiA~Y9b&^B>ReR}fWJ;w_
zkklJi8y(nj%az#M$n-gE@qL)VLwqt*Zqarl>$aTtf}(x$7P&Vn+Nbn3MSBVMtfKw+
zZnyq@0?y%+nR55k;jewFY0G)bUd^7~tv_zVq~D}>o7EN>)2`m_9Jo|9Hmfa4rd_?;
zPm+sm98BdKo1$MeZ@cJrlex@_LzM<?Jo265P+7lC97+T}FAkOU+r**fj(iij*vjDp
z{l=!~SAnSRp~v4em%g^MFRqGti%4>|@6&ev7`E6@psDYhnR1JSlB3;n-U~`%C7}r1
z`!u<-dz+Hj$EfAE3HXIiWQyHW<+}ReX3KFeNH&D>)Y~^nHstU|$%ZL%vG73-?~`o!
zB)Qni9e9RMY>IxBZRoC>_j}Oi=RBezN4{~+BgZ$+c}T$LrzLWH-<-!M$;DO<HMehU
zihiB-=%VMh*^9c>B?-kxac_|L$V;sTj3CK}Xzz~pA!yRr!--09MXDZt$LZeLLVx6^
z^!c>B`$m4WQY+@b%=!p;Cue>1+HT*+tWaYRCoBcN4*K+*)VPJ%2}KEw$Bw`hzuaNo
zDfzaJBPmxhvVQfCTX3@n+`@oI#a1%(>z%v_T`B}=E%XSU+@ECsk2!a1>OY_XMWf$j
zi&hOGH<FtV8}FL2UVI4k_;O+f94ZVITg{@IUq*+L&XfBOviB|+(sEp_y?9Qo;Gznn
zMYP7!RX}jRX~T+DmKM_dBzy9k*u}RaY=?P*&%wJb@M89qRJiD4I8De+bSqbkL-Mf4
zWD;50S-bQ6EWG(;_^eO`<^e8%SMQ*{k@qFL9BkQ0R<6TV<I=>@#<s?|4e__qn({0x
z5wEoBj}wDP{}cDmA@{Gpx_YC1bPo5>5^^KSr{SDSW6qe9(szr`#pLxC{dsf>x012n
zj6wYdyM`W)6a140f3Ffwu95KNYFa0?7H(E79CGwp>lIuNF;DFP^M4x{S~H)te~p;A
zL&$_t8Og8&++;z^gHxO-D+J#Z8P|40oFwrw^lL}b7W9!T#DKw^;B)8BUm@>-*Ge1g
zsmf&>wA_AeQ>;WDjUl(F)K%9qY$AsUvv8X%W51>df1BOF*19M7AB4X~_Bmwo0DZYk
zxt$$tPinxOMey;F=MHs*f=FRjlid1Ou^|oqg#IMBG&VavP|~hhlKACT%xw>~qydi$
z<|DZjH|?n{#fMCb4^GB@Q+-%~AGlj!^UX;<ck*cmy!<H*iDdTOVd|7yvX7a)TX3~;
zwa`7QjUiaBeM)|kJ?uc&Qtk*zw-Z_fehuC>ow>WI5<ASbg|9MumvY;yDG><?TyhpA
zH>!I#a?k+lAigZ9Y7+NXXbn^`Pu5TJimwj3izOasttqz`sX;K{9*YfTQ_PlOFs))M
z8G1)AWDmM{J6y*8m<RVKk6qAXLVBp;VczAkYjs;wnD<F=CzUoUnp34CCX$XAKgrA9
zc4NRd_Xp_9K4Is8-MbE$v1KxKQ99B!<(6ndSkB=?Z3S)ICUBI6D2?<&^lM@Mx6yNe
zYUP9bv&SwH3ePU8Yc0nf*lk;&kyttB?HOX`Keeaer2gJ@92eSl3-l4&%z;}w3_cLo
zT*(8f6g;r!(D|(FAi8J|VoKUwyH5zWiISiuaCJ&_u+2|2=JWgl$CRM`wP2Td|0#67
z#LA*CfM+O3J*huQJ`hQ|Ky)TeT~eB|Yt7s(G@lr9Bj!!yD6CYtL!4!|JJ{tfk%vQn
za?i2z*UK2YxPgOip-goX8-SZAacLcA>Ub|&wX5|6lACq!P@H7vKhrm{XV{4I1phF+
zG=*=xx^~c(+Ywqh)k2?@#ss0=)XJGH2#OSLmu2kNLgBBoLyqtX{ukl9?J4Hko<hh?
zb}J=LydJIH)}EqCdy2_2_JQ`4cd;83lYM}H^593hXi3-gaXtESJwh{QTIr%i7tC(!
zqJ`>g;dXJ7o$sO@WEXeQ!l^&O=ir_H<%3s-u9<Un-w2?aY!-Z(jGZ?&>_X4>vOplp
z;IHbOeiOX>n!z;!5AeB@=dYO^@YiRxw6KJ03ro2n+n!HJ`!ZYYBo}1bMh*(gwS^_g
z*yUXy?_xJl*?NNiLHKU6H(iTG6x>TvGHlg?+>pEaRWnG^7H*Yg?AKf7*V&26+XH;=
z;Q4g#2>eJ(2-!5|4^uDKW7`rM%|b5=-i}Uh>t%r%vIG0LE$7hrR+d3_c`FOFRzArm
z>3{d&GcIr~vL1)2Q*g<8;>hK~aM5oSdD=rBAjU3tOq8)-wSwFZ_5q7gFc9<vpF4Q|
zju||7QHi58wzx}UOSv1{K0iqlapr1Dq>0$M;SQpXgbl1aDGD}u65IVIwMF%Y2lEHH
zIV+*Hjf~n-kM3Ja?F83h=57^7?!)zkL%A%qfZp4bC#m%>LZe{xiTpwAkw@P;(#=r1
zxZDvLwLN_)Ews6yo8`8(-a4q=6>b+N*+bd^uf^mrzx>3WLw8%q#V>wHq$w&MhEBPi
zTJTjIxeT}U-FjS#a@;Mm>|qDGxbGH4M^9)GxVZ0j@XUpFZUX6NcnX1J)%5(iOGf&?
zt{Q#AZX0$-a?*ZJmuRwNxyW&w+epxjMCesBhi*_TRr@_%qRD}sS8OFiznaS?bZMp3
z;pEN9{mEnhPm3#dWW(_(NRgFkP2EdOT?Nk6aZbzIO{Pv-)MBw2f^H<vi{S<;iTC2&
zCR2wtl7bz)4E@>={oCl!M)KsIJN969u;1yH1yKJ`-(7WCHH}jKqJ`PDaKl)5{qvSM
zOq}+m$;)RlxOyB?)(CDS%JfVc)S$S#_HhSwfZR%DR-fgTwbX@#n-w3>0&umPc)(GC
zvsT|NU0JmPjh8}b-?klR+vt(|P0e)4Cp2$&9JWDpBT1BVw+P9ThfNMva3K5jWs{!-
z&u$0#e*@^?l0U)c;Dg=-FOHjiAkq*1%U2hxX%lfu;$kr&zazJJ*d{>`Fd0|C)g-*r
zzYg!9ymFF%l73*^HlxktGX3chye6gRNBJ>~3wBHF4Bd+bx`xjJaCzuF#4XQO;KryE
zd+yBNh7J>5o+#_<aM*Ua5kqU+k`$=rY#ZI#;FkvGf`*;d2W{|^#Lny>zMp3fV9rn8
zNoM`7Q|_k7L9(o9XQh%M4+w4~ZF1ab3wbWX246NuvYz9?JjJayVE-o;Rn;mIfrL`D
zsy=wrKjDmB_#6%T;$d6AP}winn0WzLv+&{9;RCoRC;2Do2ik57*(X*;EF*&3;1))-
z19@`tuF3coyke^lqbG460t!5x;B)Y7AHpEKIF^V+sWcUHFV9iaLE&^-h$S>$kWp`H
z|46V9t#BV<oQVDE8iwCy4^Tfm!9NK<(%VOr2aB57@xKM+HiVTg6`O9N+163n8hhbZ
z>7(pJw+u)<o#1ou{4Fzf@HYy*G~N8r=glg&DLGL=#Y8S8hXs|mNwqK8n6AY`i|odQ
zm5K^E>P<r-$w88$a361lh<%`>GRQ73AL0t}2l!_X{;sCtiIG3_W3yJRkq42H8_viH
z@umixRD14QBQNzUhwMg@pNMR!7QL33b{PtYTNLgPW$afYcU#~GK2UswPVl*d=L?5p
z2QTjj38YB=7;4QL`awkIt`%1#M{`fRlKwu2YZZ~On_w0){sA*DN$)CGz%5g_Q~qbz
zaj(q@E`V2WpqAS?smPskm03eGh^SPq5@+X_=}&e~<|uh0+Iu)pHWPLe)O<ZLV6$0r
zo4^Bjj0HPQqx-lCUb=V+o3)?hbM(BqFP}VS{K<ZST8}FqrfqZ4VWp5r?((phKS$Y_
z1GfnFP9gK@^UcVZ3q5&1$vh&oiS`jnr0)^jN(`D0IEg{WT|#;7{avu@bkHZ!<$*q~
zSUJHz3x8WV#OJc~!dHLRwFd51Du?LLrp1k;0kk#>?%{^dAv>jqnWLV(N<c&LM4rUf
zJ5GAwi-bj<CBd)CJa9mC(bLXk-iS$OwQbB0a<wP+=g>zwg(B&Jucf&1^0e(LW~HQ0
zw%g=w%{B?T%L@2miX!-{fYR^7NAOcl^2wtQJLu(KYE)$BN7+LW5!||kLVx|^7JQSe
zZv=0)Vt*EWWVQ(;WuD-3@Osa&50nt;Ld;SwFOO2&(qhy?7-7f-xovndISo=i2l?R(
ziRiD_47bm741egFftt`sK1a`AGaKN0+iu7j)szl%PY7<kT4+f01Uzh+6N=C!SE!}r
z;*P{YaA|(!xMV>3>Exa}b^X3W?<M3sd6b?Drn7Eaa-w7qv2K#?Cgg|&QQnj^$6?`S
zBo5fUBxzn}-@5EXry}QF=S~Jd&y~Abw`~g1i_YC~=MF_&qc$aR9hvC+p3eeyA4TVG
zxO0!lZdR&^G#~dAfXuq7e!3*Gl+2wrE>$qfjh{Acvpmk4WB`70{4IG9kq7Rq10naD
zY@Cc!JoWIhQSGUV>?CvSiP*`exhEHhjX!hFz#c^Gfh))b!k*TWMMU)6m29a0I$ozX
zg(1-e<2)9e(=u8uW^h3ctl-wnivYRfB5p!XcbTGm$rSm?W8TIrYBWDwaH~i-@#QT6
zw-TvsRs{^N5v@0IgRn-St{P^aBu_GOgW1p%`-A8sGg%5x{jl^<E|l<<Q*#As<>$Xn
zja_C&+fAwd0Pp=1Tm&!vOh@76J9$BLAf&_I%j!wO9_DR^JonmdI&}jYvQO#{l8cW#
zlFGh2uuF<4wcR(OSr+BEXrEl_VOOdG^8XcFeHvbDF}NM)Nj^y*e);6BCv8tf0FRK{
zELkhZ34~>0?r{^jgKo3Rtz_(%t9=jqkhmER3!mh3C+~jw;A5s4-SWMrgS>5jvTDKF
ztwQv?>z)B&%?h5<hv5hA8F-maZ~?sfl_SS>l_c^kF@`6gHm8-{ym%oRwUAm-4yw2X
z)+HJ6)lJ;Pdlx4=oE1KC=g#;yj@ZyHkRt9>e%Z7o&m_vxX3ynO91@#dxk6I(e9j#J
zyHBEAA*cT3$!XiQTp`gbv!?#CX)8ZTl$p(3<|kq7VEnGrCKF`O26$k<tP<{@Hkaqb
zWx~d6t3;6W)wymk8>mExGM$lY4JOgD*;R=k3J>49PQV^SUudvgwvc?G+bR*{b~#tD
zWdoH6QKmC;UueWkr`;kgSk9fSM|z440ecXAtDdu&fZwV$OV7I}vq3epavYB~IG`$N
zU{UOZszGG8rUzmjO$Akn9trfdHoFV@E>nwY11Iq0NwcZi<%4Fmr^%RPaZo%#w~|#t
zycbB&{T=~lsB0GNs^Kg_m-~Z5<Rg)#zKBoz*>m3lFPJolblcZ)<j4Q*Aa3gs+AWlQ
zG(J2wuH7aE6Uzs0kTPFQ#Oz=e)O}D_-~^sLX#O@?J!tMW0UgAW?<vK$<LyNF9Ov^r
znLO}m+cycFSSPoLUHVB5qRW##iE4a*`CRUjb{f@5wjuMWO*9y%wk3N&-N~QLdmn|D
zCwpMM*OUA&9({M69cgMRSB;GXy-Kj(HpO$jwh8l9PVYhoHQ`#g%AbZ$;#GVGD*Gq-
zBz=10$#+d2lw(Q}D3z}Ga!JAfx#V%;disgI+ij^?$i|)AbL{NLI>J6Oj-W|)t1fU%
zgxn^xV(;iLI=77-=4uPMi65tz*P3CK_7i;)KkcEHW?Yh?!$Z3MvTgO^FI!8xL-3Kw
z=Xyu3ny_p62bo+g^86mrjbxaDSJ=R0u8X@iBEaM1Pi2!&q9?JiiN6S&eD>Jo8M;JQ
zep*w1*|z%e<slT<y5ekIBYWOtGQh5j7)~i(1ccXWe&veBk960D9tTN*C-vvZ|C4PL
zG$~TqgvUO?Y@1?HRa3q<7OwPC|GXtPTUJt#Bzh|O|A^owq=khP_<2q(xalm?XsOe4
zk%oZ#a^9P`lZ+ddAU~n!z<EiK5%Ph@Khhlo=YBgIS{oOs_oc+yIF>B@E)BdubSrc*
znS|^ns(CYy<XQ>agq~WLt6(2z_gQr5>yKl@PwqK(*4PK(#l}u{B7U!RuuWamUlgi(
z#$NX~bd4RQs%jl?Iz63|rulUL<%&c|OKc=L0B&g2kR*W5OS}<la|i8lP$J@MY3^5u
zGpIU0X(!Lv>>w7qCuE(__lg0VT5Gl<Yvwd5agUP;ddEYbpo8cL4V@~@6#>z$;JJ*E
zi<J@E?3n#HYz6XKC$t1yY$}7`(zqv+ZkBJE3fqeGM$yg3>X$~m`NE#+b5^8_$dq=o
zi0D>HRFXI?XN8|<*fY1EH58vKw)!x7lA^=@rYH9tyG}dU<*$4u!Oyo=f@`&Uqv&2V
zT-X-Ly%;x1mn%oxpT0_}2-vM;Z47TQ<SR|P$We9R;5O;g>~eF52k8W#gXhhC4E}Xn
zC~g)gahtBc>~tHq8BuORb8#CI$6XtnGnxD>^ZF6djW-LcgDLp7jm?T=;Oge%e*zts
zeV*KN?5yPa5c{o#lV!)n8p|&`(^|L{WhS^awjQtXXm{-uAZz$^$$2JZH{Pw-3FZyA
zZA8Eh`NDnNG@oQ2C`{nC&y#zOoh?iZp1ZsVNAhsi)?ao|gcIH8oB)e=<on!~&QfGX
zsEC4iWH*wvNPPB_oO;|v4jtQty9zoB*atGVgX~gs51=LY1pn;8%gvp{qt?}5c2I{C
zUG9;KM;*D`^OnY<6rdZelqpiN_ki#*Pgf}-PP8Poi5ndBC-ld_Z{L67C4S3kySDl!
z8e(yZd;f`fr(GMUltueCC4lzGZX_eYTr^?GOmMQ>!npSRFWe@6nq3^mLDSq5{Il?P
zMovo1PoZbmmfu7ZLr!teKA9Lwo6=hf^gv5`%M=;2fbcrcpS33UN!XR#0*#83`g7zX
zsV!nI&yA(7Enr0@N^My#wS{T9v}qp_eez4%zwFL*P-T&9p<?So<TBsXcY{^Kiv3yi
z0sl5@*iL?e&%yK6tuc7Hv6GPKxjNIe^{puB)pD9^O^Dd5mG?BCr$off4$r7C0J=$G
zrEH7O(3C284;*^63bslz^nv>Ad(d$y@{@a#-RxkO+j`VwIOi}#S1<OqKBq+s*Bp1T
zYr^h!P5G0l=Vv#l15HpRn(}9-p7Bx2OWPbHU2k{%XDq+$+X|5ut^Kmx&7yIRE5{XL
z=cu;u*+A(*|5I`ovitY~xe7Ol5ky+4(6;`vZz~m6)LzaF#e3Aesg=bo1N}s(_dCJT
zvb!LX3kjTn1$Oq?U9!lL=Fg8Sru?#R^XFF7>g>7r*=l6ByX0=EfW?`pXxZx)*;{s2
z1w3R#cWZGR@l{S4R&Cm)a9$*g?6^&W9`y#T+LXV|hUkU3!$tHI-ink7IQ=zLCa`K(
zy}Yg${dx2c@IL@A4MZ*MzIl>=m|mR1&9s^FA!&M`w<QaaCUq4r?VEf=_)Tl741BLg
zWa?bma7*bWBe~XdBP>9!_Y}{wMS;x|TZG=Z*EgUK1az9bNI!GXZPs73-JuRV_aiz2
zziC~POSIR#thtW_-daihoSA8@f83&PTA1Xqq+7w25dP}NY=W2GkshYap5U`5Z+5_s
zSUk<wea{lNMGVni4aXY1M|Qu^4xJrokvGSCRAohAJ(YDUXH7oPu)^y>464u`?zD{f
zYTBEK(`#bLusm@;ddMTe9Px9tuD|2os<CI2L_r1PnR`@7wtA^i4tutmwkHo-ct)hj
z#%?Sj*GJxU+Qh{=u9Nc1zRiG|EIMuO`Y;#=8NGJeRA2LK!117fXGN#Y2Fw<Tx8>kS
z>ut96mp$a*M7GWC5vqUQvhT{l1*$xF4j{JdPE;7Gjj4UrL`<^GsD$>CERpCBxWhLu
zzZ@VNC$e(K^=oTl<=gi1(0xefEL_X(L^TS-&67K<QP^E7p()e(p{F3BhT?M)6<F8-
zA~blbmb??HR#^&Kk2FiW*iNF)&%T`G^|5-*J;6cGvdbX~k>&o$Ao7iW5+EsY;(qj$
zM{0(&Y3M17r(wi1i)@;0sKCp_+9eZ#(oc=fjt9;?GAXf@N67QhS^eV{*{!*-xa8x3
zD?=8W$Qbg#D4eEc<;RMT10CwhqExM6>&lp_wP91<iWDSD=E_rctHXTS%4$L$H|4EB
zy`*xhPqT~jv>tL0C%6p$YBO8lM{*E!^z*T5;y{PlPf4D(?w07=JLYL^-c_2Qj%_)2
z3U75<F&cb|oZ42JfN_LUnn)jqmzz9fDNgc9dbf#Q9#N3}S=rZL4sF)Wh)T|E+70(*
z*NAU@zp5uG@^3AImb~gI-NzG&jVH*dZ%TGXLwi_4{pHYx6GjvZanGv3P{{3C4Xf$e
z>2s{VMR!pYg0j&wx-)K9MvjV99oFKj#k3Bu6%7t?n_)dkkGr(C(S$CBJ$tlU;<B||
zveAUw@Q{d&@5;zgxunBLd^METceIlH7Jt~7-tv0wu<5d%v(vc+c1dE{n(L%UXxV;v
zH}>TkOopT;&ON0TB`HP9Yq$i&G~+>-BKK|?JJ3wlS<MG*mqi&wOsM=|JKW`Dy<b0V
zO9en5Yceg0B1(!>fjw+2Qu#PR?Z{!1JNqny1GUSt<wD$96U$EPXB~+*ey((|All<a
zjh>k?k^1Kic37Ij3Q?2hphq?ciIwPW#CN?RCb53d8xEQZBs_Hbt%dP%Nz{`gcg`5}
z1iN<5mYnk=rGmg(iP~v0LyS6^Hn?5SA}v(K`pcmWF|Fvn=K3T(DQSkVCs^>b_4+v=
z(XzWFDxD;*WR=Ld$6e=6duvnu<=B=^tVq2vusxo5b%$MxzGxHnvsu4oud)?_b7$Q^
zj2EKX5u`;r$#h&0<(FgI(QHI6w__t6bh)Eh@&Y4WB6x~9wZtxq0%FC5l^Jb3ZVM}E
zSvJ*Qj_ti@M5E%K^SKTB+;LZ2NrJO)RiT!>%y~%8oohbG#Kyz2Yn3cj$$qS!upkQS
zL{183AzF_Ros^i?Jwj*|`)L$IY%Mx%%lTHCoOT}DQ`S3ds{HX-9AH6|)WzWzvG%Od
zQAv8uQHkW3AMHyBtVP$K<%mhsa@r76CaNd&SkrBxU0JmH)n+ct!PT!exeZ|sUEB1i
zJRr6bUEP|)MkPL*mZqyxqO$3ab;cHY9z|PU>*C`6L1Vy>;)dXzyy|DZ8?lw>_Rwsc
zgSST-z4SUdusV|hvik~Fe<hobX9m(G)U?&5%J4&NzI1bapjBtJPHi%D5<ZD9)H?L2
zQ%mhzA8LjBPTQEwBOeEy0>L#GS;^a(UfsxEqZe{FjBH-x`nHdwY|&MA7TEj-a8~i6
zuIv6bu?6kugVyByQR17s*(#Xyvd5KIXfMQCdqLwyv~NQ0-g3%cZaMXpoIc1QO_@9Q
z1#wB)dk!C!Y<Jvq5PChCFWmZ~b=A4&@(%9%YmQ3Jo39iJu8DqB?V`00%qZLqqTgL~
zkf1EMMek`2ng0s6BBQiL!7Z!hMaVZ&1@A+)DDP_@cil&kZ|*u+vQb)o3+<Iy33d^f
z=--6gyXz8}vIvF!_{fjTq)mB9(y6$Rt+_MEj9(5r?mC#Nd{SS?wG#~Ec;osfzJdJv
zv;R5qj3aXXIP-(t(=)#aKwo`m!(7rR|7?f#AUfDq89eX@@&#KbnmthMNh{`aTt-%K
z#M)kt__(HvW_5(N9Dn<Od(E7&As=I2x<8<o_z8Of)|Xw+>T1jWO~BW$FdIkIwU2*|
z6bQ6c5(kg@0_z|DP&=hIP-k%Oj{h&qXtRj>WjS}AyXPl$z-tc@na6gM;LiUhIQID;
z&{o+=OW6Z1du0wvc-QU2yf5HdTfqdp`bBc1HI{foJS?RgylL|^R+3l8N@H`Q*nr$-
z$BC=fRG!oqavcQo;}x*`+N_gb-}UT0eROR3I_a5fd-txlr6ah)wMA^Z<6XCK;3x70
zTVI4s;a%5Ee7*s>=d;Gk^PUbH3CCC2mS1eV^`Jszj@m}#_B(7_dwAs^%olF$ZrzfK
zw}bm`2rf`zr^7M`uD!I`-cH^$cOQ1yx(S^j9B^t+*gxi*{x)&&m-#05$B`4f=CQoy
zLgbq{!+GQz_Zl3hG67g<FT^^%y5lO+TUfg}NTTW;>|w}9Fq<O`7fNbzAv5nc3LRE0
zunjp#d`=$J7jmQBZ4NSU&)_O|Ys`wYcIx7oMoOC``plV0+hEVKQ+Wj!3gQK}h%1YL
zUp86K1K-^i+W3nCwwpcT^ee<Dm1fKRrf1JMz27KG`VqE57sn!Y&RAbM+!S=Sy~}{R
z_nV32ely1{Q7&ZIC@Ly}XZC`_i&^U(7hD1-?!>;J>k#iRI4-v|#C>PZitaxt1q(uJ
zvR?T5GQl-VxZqusMtdU!mVbO(fwe)2|1$Jq|MU@SsLU4H#|8JfGrqmxpxw@v<a6v;
zh1RbeIFt38SbM>qBN9I*+xko3z@=US2J(wdVC~vF0@cCYjmm-ynamXZAh&mNiqps#
zo7%ABn2G=P!`zMobSM0vH#&3737OOCG3Q8nd+Y-`rFQ$Llc-rRpPt1Uy}KRMHX>|j
zE+|`iW1a-JYz}vjT=ZZEs1z3JQZ2lYOG@@&CPHxSX1_;+TeJ#wNfmd_Tp$JUyXe*t
zr{nvxOzqr4cNSE3l@REa_b^$~Iv<~`?IuTON4HQm4-Bq{bIz^cI#`$;%i7E!1HQiA
zn}A>UbD(lrp|#UTj0<7kMeLy-`=B+GXS|D8RB6lPISfzgCY5i4q#(;(7r5ce-DwNR
z9+#XF+;m^%KY$3lGhC*J$#tB6UZQIYZH2oOtuE}6tw)t`6g^BoFA=h$q2_U8@6?Ut
z)Hk93CpC03N_qTOe~`C2%|Q@ydDhS|C~#@?Lh0H$9C=y1lV#l3ZY#HiTV^S^#jZ5t
zsUG)b#JOwadKkR>eM-^W6EE05M*cDMyKwg+ZF?Ad`K8o$FZE_9)Bi4=yp5gs)`h|u
zN_VsU{SG)Vz->LYH+*;jc5Ryk0^=b^yCZz`mH}_0^lSv+rd|Jn;0D1r)RMa+W)JYR
zIAW%`5i=L#h7-52IsKf9>!4p+Wv}^D&kf`7+*VB(ci_IpHpP(bnsK8u81wG2xJsPW
z;#i#K#^T)4pyy+%uCa<b3)f**uPPYcb5jdEtJMqNU`IOWfvgv$gES`{<kF5?&q4zD
zR6Dw&U*&^3gCdR_6k)kTn0BDF^0Xu6{1$UN<u2(X<T{od>BbvhVcf$GQ0_XQi&)ki
zxYNH14jUH>b=hP3PmsfUkwUF=asTeo)wjArkKD|Y%Ulw&r(65O8?66Gx$Ps&PV(Ti
zD;V*?f$!6+yyE_mm2@p~J20318ZsQV-%-xBE_)Uoob4cT0Rx8~5Z$hHU>&z06<Kjl
z=2k>fE5SF(G+;TDZ}Qr&5eMj`cI5)hLgtPX_73J7<?#a<bZHB3U9&iO&iZ$lvxZC0
zKQ289^uVn*#w_{{t7pf2hY*TI(G?Q8?=T{HT(fGr_*8$}M=N=$1-S(sIQt;Pd5t(h
zJ5~{JJv_6&&J1#O1-QIke;qo5$5(($a$Z8M7+f=rEA_6a=4?_=;8vhcOIr0jcgzrq
zd82puddWt}@_m)|2pRdcCKi5`9Bz<;T~Y!61bS8mEZl;Hzhqah$jt(|)Xb^wfPP?S
z)d~VidhS^}$ENVA`nJJZ9F8vPuhO6*L+@-@_*HZmG%wgCp*xAr8v0w%Q9_|&e;fJ@
zyXYz(gTB|7vQ^g`1Wd{XweriVO-+g9p*5o~h2qfO<#lS$Qn&hxBAsQH8t)Uotp01g
zjVyK(uLqHC8iO5BHO+fF+}%L9Gb)SPuaXpfK(|sc_ZJ|1i9f_>(v5Ps^K<55LWZ{d
z1Gmh{Uy$oQnA=->6xvQgM+j>wu<|nKSGMt1=;K?~tVR3Qq9xt=j<aaO9T%?;WuYQ=
z_)+d@&~4Z&FzD1jXUv!Rm)D(<h(ux%{-7<x1Q+5US$Z=_?A$bSAj1!~q*MjWuk2!;
zS#Uug7aha~%|+Mb6~gqLfr-6FO}_j2$>bpuz3F1v^+}nNnZBKQ==s~Z4F)Rj_eB@m
zi!S~WwBV#u5m+I*g-_dPrwRn;Y`M$XAhaD9#=0D}0|oqo9D}-ITRo~lCc$=L1-!NE
z0$p^yJ_#<&O~QCxO^N8oKeEd0dnjoWsh!ci++;urB)_AU<fG=uwQ9-j8o5RC74fEn
z*|N;KWp-=K_|l}sbYDy)rI4P?ZK=_Og#@L+3-C_r@-{)~TH><JA?1%Vr@Krr)N~Kv
zQWX5-&>19cD)5;;xTTh*4@PjM_eNyDL5OKZ1zl^oZx9Q*dAusxP1lf5(SCo5?Y1Vn
zFl^v(Z(1!(uY+p^t>g!GxmacB;;Dmop+nuVa0l)Fkz>~=%Tu_sl^y)0AIdPA6=UeP
zcXuW|BIX;n-Q8*Z%2|_dGp+z@1>#r-ZcyQ`BjZfU!5j2nKV}URyp^{x<(JUc@;`6O
zBg}Vdzr~p8j-w}Vo4An#j+{b|LscxF^O|J@3*!)nF{fE%8-E8GI)V#t(0clq)vqw4
zutMc+jQJ(>h%pZ_zYbl3qSC(BK7LuZ$tHC(_3zsOX$Kw?_<F%?@b!XnEOct2<1}<c
z=p8N0^&}W-h{@A5bwcVbQyZQ2r<K{Lwe_c(TYp*`k2f@oLo>@`Ve6Irx&pP+FwW@{
z^V}g$e2Q9g_7TB8@|}GI&OS2ou1#!o)}U3`q!!npX>JW#*@Lq(u>n04=gPJY^JNFx
zRm{=_&LmjikcLg7yZ!9JtJk)lX>R*jk-u9Sih*X%$D+0lvNrce%;|;lz#%W(bDh=0
z4{o!#dRTL-hlAZA(Q0A5<lL6rL09(|o#(8Y=Z;ETeZlRIHn_`mmrMP#{3DyTXxrQB
zn=WCjXI3c&Z2b*BjhAgN==KGATUG3>Qyf8uigOrWRo!FvFW6g`ueYOcgxw&!8PEMv
z`eYN47<EtZRs_te(SYCwyZ&*D?KWULm`EznA%7e^Nx-4Gwo*qwOCHQGl6zQ}R;Y^{
zij4f~xNadAex8~AJhf?SjzL?|_nEox(;|D=VCaDeh2`)~-gvMk2udB9>9(kU+;XQK
z+|cP+s8g1bU#w*hxy;P5hv7l(r^$o<J@N=s9fjIR$<-T>C00`PC)%vv6Spl)8!u?)
z%iMi}0a{e+&;jHk4&)U632b=jAJBFhoVAiSkVjC_v{gmUOUdP*<PbUA?LrM4ukRw?
zcXI3YgOmvSbDt%8w9#z2z1v8lK&Lbfo;QITk&%ODTcy_j1bKw2O`&d${D%DcV(uWn
z%dSPbfyLxhf7!PE0lL?t!)@M!?3#x5oRBxj+lH7~XxBpf*U+w=KSpRwVeVLTXhYI0
zHN^E{ni?PXoZhrn^1&S5v{o{1S)0{gD|sQ`x>m9!j|-_QD5IX6Fgu5?%<rK~O+2tB
z4mp%KZQ>EB&5l|Q86qrsy$3TWa7oh1IdUmZ!tJ)CIANOFm!!SvkZXYe7nfD$xr5)k
z)9%5Y-?Y;%?%3tS?6kX(Z{2Cvk~_1Yj{+s_a}QtV)Fm4bH?rUMJ1C+*eOkC{tCh|y
z^g1|$$Z4q?SF6whAGkr~Pa~%rWPB?R-f&*sf0tRqFi_#GJtYEYd8^+LazBrW-(b|2
z4h?PU?+6jv_c2Lwn9g%KOlWwBR<CmhmfN)4d5t?Gw_P6T#jFE@x8aRZOW;N!xSz?F
zz^t1~M2Ji46B~w2B|W&dA4XbiWQ{g1Pc&uk6&!b2+o)vR*K)DRd%z_#Z&0}`%w>J*
zg<De2v3C5tr$_Zr_uD@9H+GI&P|SHRH@QxXVZX{Y5;l76tJDad*RH{ANGM!pz$<gR
zD^sFeWSCNjCDD!3Q=cSm?1o0Qy3;C8Vq0zZaNnDV@i2x^m`h*Qm0L8?8HcgMoMoFj
z`O;(^a@~*KId1oR-2X`)oa9LlL3~~$?V?19wmMr4A<%Xz#SP5ZD^rM*{Uo&v8fL;P
zah^SEz6`P*J3`1_kZWpNf;~{Z*>5A3G_d98L(_IUI6t})sDZ|I*Sd>i721J6Qjn|2
zumJmJG0+0G5nzM9dS#CK)5k5~_K+GW%tmS^Z#r*TZXQRKi@b~0K|TJFUE3UO%<Jap
zqCL=0xEhRsUEF}36_4%PX?A0$vC(ODJ2u_MY+i7;@q4!%BICxayk8s*_hkRb;W?bR
zpqs51<b_fGC;CM}<NzIN2XB#n_$c!|GK@qPULV~wv;G}sD4|x~DlaU69uZX^Vitac
zk^Km@X@~IZpwH{C&~jfP-qqeOte`6&A-W(seB;{opzX@81HA8iT(b@h1@>@!g!9b2
zMek*XtF8bS{gJ;8jXQJ-@b_nUM?LZ#4ncPvCTp-}s>o7gmHgu$*|(Kmb2GJPOl-fw
zHhY6f?4(zjk4S)LZaaugo@T}bcA80GQ)nVg-a@w?o>jBZ7L(V>uR<qF4mz5XIJA9!
zPNELQwe>rESyEhvcBYNFVu`t|5c?VgY{F(@MFI}eP=(r-a{AnXvpxN9A%~S6l{%Z*
zGv7lly!^<j5vw26$CcfVIoY1;gqdIijTh}#NvQJ%YVe$%%wll&4sem3XmX$U{7v1a
zo~$6L%1DCNzip_qUZ*y&RP10b3%Z5e*EW|u+)2U>?rMRy-hcYQMc|lOEhC>=$-vcq
zVk0qZkA|Io45ZCF89^^U_u>$jB-<T^4VzetVJ9i~^{I?Iz=aQvaWJ@dU|X+c=n@Ng
z3o=9q1-CWo(bG<QtVCwpSS^h|HqwqUnYduvST4wZ$9e1al{}!W3)A4~H^HIzqEK6J
z{|$1GG%D1siQkaRO?-@8(Ch;KlrOz5$H%G4cxS86CHN}qh1%87hR-rJORl`0?HREN
zT3w1HwH0A^T3tq|r~6!>&RcoipJvV(T5}FdE^E;q#Eqk!?1FJ5i^xBYwl}j&4!}4H
zayq_53HIfnqZ_53Wd`GT@W#2Lej_tB62XpSt;*WRr*$-LY8EUEFo~%*;!>B?=!<zf
z+uQ;zA_ch=ASKw>OWKc8Pcws3dF8c#nmN&B)b9BOw$5G>l+Z2r6ef?vcDc<gC1@cp
z$VCudf_=U4IFo+CooB(daWIxwu;ceT-fG!PT5UNKc|q>=3c3Rse*KW)7oc|zeG|H*
zikB7W@ayA?EUU8$xNWCSwbH}y<4@H?WA!mLx_{oy)*p?>^|uFhS+yuazu1c(Ctu)(
z^mb*QJ@P%=|H+p89f2gNfSlB>4GjEX6seoQfEf6?%wjT-AU=SdorI1%pk?~m$A2zp
z@hi;UO>(E-<c1mc%6xjQx7@Fz$9W@>fhR+j4wpqc6&v16QJsuw45)wIg6AEdWP<MO
zg6))=MK{Cb{S7d(m7&H#LA7v4pReq)M^g{8_a99$J6z(W4w5D8>K)MHH4c_s;5nVh
zO|woBgt>3hW~NT-A2;N7T})ZkU7kNJxarH=EW>`iAWcN==KYg|A^ZVdp5Y6)B!sVk
zgXF^0Lzf%_`AVHd<Q=KeP2~T{_7y^UN<9`9s&IJWd2E%QjZ8HpV2s%`(s@6-0npK{
zg{dyJyvLSqE##r+*A_Zh0a$_aC!r<wp+To1nJ;hDgE=-$4oNbk=eS&;Lh2^e3A1@M
zXf7|v$(T9pl!mF}EOo|9q!1?owc3ySpUgJe+DBH6Z8Qz#Nnp>sZ4ir&ci5s8fMqcx
znn!6QyC;W(R>Q;#OAC{Nl`54siO%|J(0jlovp~gt!hB#pFT4nTh-6xfF_8MlEp}et
zZF%@lpdFfzM^VYR?_P5exY5%u3^c~OV%PQxE_q>Wj>FvZ&pB*BeK2Pccjvq}af@;#
z3G3GOvAR_iF{3cHN|fAyjn{{PO|x*;r}-$j<X_`uf2)~e=b~U9UB17yiw-kb1>2nW
z${qT(gJ&DMES%J2!-iHTce|Z9#_1eY{o5AYZb+GEWfZ96m#r1k;A)t>`~JvGB|>{f
zp-x6$$t4A;7{|f=0yxy*D|GrSxY))WrcA=g-A;s9Np_91agyr^ev^%ZqJR4GI!}W0
zN6w?`g+(V3lp6|n>14jLOUkZ#oIK52c}5YK#>!i8LGF77-23^fJO{Ebum}oN?xv~7
zN`}SRbPo<)r?5P|oMUL;{DasfHA$_9p`D%1u7v~=M+bD7q`ZRb;VguR+@}Td0Nr1O
z+6&0lJCJ3KfzUwj&&EJ=c;a@jp@8+oF^$;_S-6FmKDcXdpqnFic@%uC5rTkwY!Ez!
zums@OWc?m+fte_nYVq;xfhf$a=9t7iQB22-N8@fr7F?P?Z4Zh1M+-!lBiG~P-QEo`
zIW){vYT220M*Q}Wiyobf+~MpdEkRr3$VNAOqx@Wi(IIw|_s%PUW^}Zrv`qF+u_rr<
z&eU|I=#ZIsU`G-9HDS01T_hc;98t`DT6p_dO4^e&lLxn?%_px*@MNvqAoD<WHFB82
z<{wR-TkC;27jmcA*8eWpu`C0-pxcFe`~`XUy_b?FxD9=C8~U+Vb04|nIyB%Brg*kb
zo1$plB=RM_rrdQ%x*nU&=w7YdDL!9&sPi0qPQ&PS4INvlPi@1GqTl!0JEH%lYr3$Q
zILJr}Mn_y=OdN;j(%rIjfoP|9C~~8|oX;}sj<D-6_E-!-qBY3Q7VILMbw!t4hpYnd
zyU;yE5vGYE!r*<l5#8O}i?USN<iu`=o+Twh?#VY;`N>Kz+qi~Z3J0;9ruKfAdMy4S
z7a^233wDh5ioO)!ze0~I=rG+{vGwQC1txBYh?a{dcH8%;C7B7X3XYpUv$D%3ZsD|D
z@l(_!bsDE;92L>f6tu{?GQ8b6ZkLucqu&A!{jn9={y}ieNl+2bSar(||0?Hpkwr4M
zYBD)90$|A?vtQU|Z#-t(p0pxlSn`zmt9wRiJJ&~@G5;Txz|o!v$&}MB6JJ1W^l0wh
z|J;4JI4<999qQa740^Iue6&v3O~I2Ea1nl<FcfF7QeV_79#)dtuhAvJo+o29V=XQr
zb6T@)MdUUb+Xm_+*#pnp_z*Q?Cpug<Wgm9p$n>cCN;V?AzRH`tw2{LT{u%N@54Ok^
zzOoTHy2(D1$&3Ongm*74LJ|CY>Da^E)Z+#(vZT3;I^@=5?A@t*$6es~=xDu#JCKpU
z$}9oL|AIf(p1B)+3}1dNVn+XQqq`$&1AcAXXa|;WOvWL*nP|b{E_LIG<rMZ$^WR<S
zl-YXoG@966>-Tqz3Ebu_{7ki5yVF5t@JZW2Ubgc=Zq9T0uVd%oV&`Sl2l$OPgPx0R
zo_=(?w4Zp8dgNtDgW9;3vEQ^Bir~ewf_;3Gp+WzNF2KLJ+h<R{W9-#Ffmzd#A{;kv
z`2n+!>5jQ9-f5uSPn9#G|DxlJt{h5xd)nApZ9F5imULb-#Rwe;bXwh0q*1Kn>6Xt?
zvl<L9xYKN?oP#H_7X?}X-oFw(I=b^`&bf=w9T{PC?aLcmyY;|L6eLyPxPNRLeHEh?
zKSy1^=w?*r0XqXsI`jm{TGn^P1QXs~y{qID@yA7L@%k5c{o9sY&m49y3JM*^Y7X6p
z9qc1<5M(Ky-~#wd97L|~jpq&yRwg<I;ds%?_&7MRK4w9f?<}{^IihQ2?8;7t1KGg(
z*az?h+NM{d^p$BHR+hUzY+79-d#6dL;BI5g)`@DBo9myp&~7|XxIQx=PX0s|U~|t*
zW}X=yergSkCUNEQ%va-Rb8S{KL~l6F0umCNu(V^uzzQpqz8-TLGsNt42~X_91hdZ2
zCtHBSpNBRX)&x9(1<<|pAbWv~S;t5U9JMr`2@{R<CEGch0<VADqQ|K~vX=o*oj_8=
zeiKNF;H7t9f7%Wso1)xu{0qf{yqP?9(JUpxBgT<tM{W~WG<<Ul;X60@CVbYN`rp+T
zbVN^4=lTPDZPk579Gt1fXmEo{w(50Xp;-7Vpw*afqY15+y`Gmo!x7DF%?>p#5Sl9+
zaJ`!4PQS_RFiZGduKF0b_!D*4l2z=GFMpz==PoZ=5rwGIQ<I!QeC_WG;BB8Z#yfbq
zSi37$i?kQ0aDS3rXfqKXq`E>crGvWNITo$pLGq5f(9wsnen-tp;oSO(EoAQ*d+VUj
z<B#|;jvBkGKfpJ7uvXX>@d@~FWYHDjG<2K8dFH-VSPTm?oB^rR4uwUdE#2neXTj62
zf`ijis2_E!Pm&97mV7C;rJk{LKhUNEbNhh~AN)-?S}tw;E=!`qBDD@-w$4-kwB^l9
zyvNfM$rxUt6%xC55DO|(#1{`b)*lf2<RqCw2k%Z(no3ykb}P9}ok$|6L=NTuhF_s}
zcUA!tGHu$e{%wo<<5cOHe!`5+n<uUW8FJpLpJ#hPJ7*HgLTnt5X#7Ae`bFSCg*>RU
z`C|_OLwe_4EBc8lIu=&HoWK(3JCP^}wox;7?9IjNNXN5+ZtDHULan&;F$oUbQjcjy
zxq=f`0Nn4wb4=EFFSDm*kkTmN(XsQ%i!L|j(epSWm0esT#wy5z_rhGN!!PcNwroAm
zDtMnmCrAv4szbbepFLy10p}K6x|<fcGvROv4TFdnE@I8q)mhplt!9#Q3h^`t{mL9}
z#RgjiUcA@5T6a2?g97BiTy>A9xZN<e^cCrCv(JXAHJAChe}MeBI<O96nycd_IaAo<
zE|F1t8HmHlg2LiKmmlVZy&k(ynzXRT$HnX6`=l#}1Ko^T`#NA*e3CD%RI6g4Zc_->
zG8^MPZj8^~ZU_wn2$}v+OVF7{Os|-yXNZ5K-#F5a82?qeERbJ&i5zQSYET|;cJFp2
zo>Cx|Q^+UjP1eKs+D!Eu2QozRV=|4fsk?N;^owVV!8p<o<HL$y6?`NcEy2>wMoS+B
zA4tk4Qa7tjNRj*t7=7R7oi*3_O78af+EhmJ^04>qi9Ur-E=dvojLigfx!0@7xPsh9
z5b8eJ;J9lYqj#Uzh%H&m`JfdcgKcZ>79YVKxy4DOR_{Vbsf`wN2fD<K(&2X*_W3O_
z(QEubpTxIr5B}X9PLa!&rqfVtJ89H)x5&P?#0-rPe=C?Z<2GceRBPNV^VPV!IS9_k
z$FK+PZ|}{;$V)E-((5p6C2fM3Sc%<L5Kii1<N9BrHyKizPjU&px@v85sreChv4C&R
zbU^wr)uQT4K2s~1pl3QC>mRr1en;j)tALt0_A96?h3{<Q`CWK$R|<GoIC-OXz)N+Z
zGV~Ih+^z>7{e8nace%d<-6|01Xs{*h9QMMAi>Coi>Rj!aUN25EHkz5s(V_1Ze&UL-
zf}WD;1fl;1{9)>#^>>0x;IBbZRLsrJv&V@#agIdg@2hMLJ`KE$grYz=g1ONn=J`XD
zIG3#j!8|`qrWM+7e5RAcE{!5<H&L88ZjuCAp%E^Um()zaZyDtXo?Kka>_!!tbS3@7
z6sE1W-L^kywo4Y92||APP2N^lEG@Q`VNp#3&!j~|M{KnXee<Z-hK?+j+aAPMYU}mO
zdYgV5E!7A;u4{Kq0(lCo^KI2FaaA{>78cEv4phQ-U1^&AIhaM<?LiyQ)ZTdJiD9E0
z6~5*vJ#E6hvWZ@!7dLD~V$8Upr;uX+_0?22Ajp8Pa~Q+C&dxMHXh)VG1QSHeYCo*t
znt;;UNh+c3&KPmm#i&upGgKk<(rXl7yOkn|BcGt(mR`%glX{rM$BBLszVz1XR@juI
zIpjJCkSl!Ke3|e2(XC=av5fubG47}hsz{Xk9@G-_p4Ib(o+0|7%Amd)ed$jJdSe6$
zD{KjClClPqJ~3@#&#?6HNj^z$jUL9=c4<yZUFW2#-RM>s&#Hw%DI`y7OOLn7WKzn_
zlk2bpT}loLkOlj!aZaJ9J%=v5XTr5It9$6(d#2Z)&fPSlCx16B?eTso(%Pk|6REYm
zFAi$YWF9PL9@0{@b2#CSD1jH;k0J|AB$H8>GQLo{Rg`MQ!m?yIij%W&xQM>CyRI8I
zEYbMk7Q%O@qtYIJ`M7Q-1L`ig`on(#9rS(Oo=HRm^m~&VU#8KWkitHdsv24k-nAE^
zNed%Vm`qM#)!2_G2-c;SCn!#1S4H<haN}1VQ0U+*=x3ew9$!huqehNf{E6yoS=scM
zmp{=#bCDNkL+(@`%1a9T+6gApET;?QFj<)5_&3VXXJ;?IuKqOtKwsAJu12z@ufR+G
z1#bF;MELVdZA&H@JNasPHd4EHYN5jEh|iU`fJ5VIY0_3vihgZD+=QNF=(rtLm2o@&
z;bWIwl~!rYmLJ$YnjU*{w{>O5B{SYa4wIw}wFI4`Ua%E;Sy^>1c1Q1(AW)f&TxB+3
z`X&DaMScZ6JKxD*{2TCxrNhYP2`+)}jG1y}WuD!c@$fEZaCcK#N$H*ju3s5==Sqys
zc0@ABo0l5;G}HhJZHQ80^YWNw$Zn$f{kTb>6z~l!pys5jnQX=CS#z017!zuvIY<+k
z+h{H_W##&(Ex3L8O-iSm9IY;wB8(+Ls85m<06)r!A#~oMkCGienh)$Nx_v!$*lN+t
zGs{ZM*~Ly`E6{-7`LTe%)rQ2Di5%{naY>0;hf8)Vh`75&y0+iY%GhU0&6y6<=%;P?
zSGLie|6!`3WG*!?sdD5D{RaoGt4h^V$RQ3R>o_MRf(pI|a@hdAKtjJBJc%9MFt(f7
z)`NlZ6IcSxjdU`X$OaQ(UYn>)rv^tWh}!zm$i8i3A|GU)i|qT4W$L6RKK?K8+H9hy
zHRq&i>a%(%jb61k_xXrmnZYH{`f=*@{z-F3+&(xzv?62}=`hSIIYc|O?xxpS5i`Ly
zO0vOBF;!aS5#DU;tk9SF(*u1H-#S0cul>yI5@|HF-hZ1)E3W8e;;n|80y0SLmJA$=
zoE{B4EF1V3?a17ZCNrm{waim$9o2nildBj;h3NjZd5k1xbtYYA1zn2oUR;DC{Q00E
zdfNVxbls0s29|Ui@R-{^&&b~35y9h_fp@uKM(>AN0?v(DbAitg{?L`~!}Ur}j{FN~
zod(<Un-^avWWVXpAG*`kCGU2yf0|#WRA|j*C^bBd$F<Vd-rjw$ksC?1K(5seqsIzj
z0HbfYmyLc5e_$t=_q_@t<u9YQV>Z*=li4A<zL`lGSZJo=#pJaR|Kbq*I=)q~`Q(W%
z!N0ldMf9_}k(UATGG|z44bkM2x?gFQn3ZM;pH^+x^hCYwRZ}uO<`hSL_2!@xzDlq6
z4c;}$tK4zVCy8<HN<^&POoH6Nu-FMKfxZe0uoHPabChq_YIoUZ6!)!zR>5TACt5Q)
z0og1BLkC??3_zmfWy&DPcmn?|X#D)l)vtO?_@XoJL@mwCVm?Q%jJPB<YgEUVnq|f>
zP{cen`e;xy;0Ia4-Brr4+$zDr(-vzUkP)|%U^c{mbym;~WHdJgj`<*+Hw>?9h3m2(
zT`7~~K@F4Jw9-)n3K@^K6gPeB>KBjQ)I|Vfh|_e?t<EB2=hhF5!AnLtwZ7(7YHk?=
zwfhBfOqoq%w9ss!6c6oP%WPKDoJwhU6JYma9jmyRPM&_I&}ITgIQIL~Os`C&_x5l?
zs-QmRs$0KMXtVHK9=LUCR)l;BYSK6|Gxc`&_IS`9DabM9*^}OdeM=o6GAP8>P9L`8
zbauuJL@<>K266&Rpw-Ju&n(!qbfzHc+{v+NLS8Z`(_8N{=BS#DpVG^ZTVG~OC*2^U
ze?4zKPcO_=U8hkWRR~|uTLrcI^$AcofxNQDT!Zl&QfxSk`VB21=T>TQrNSZnfiW5%
z<Hh95@+9QfQICdejnzbr>|xi&zDNV1LOw|!;xIke_2FdGs2EN>L<5WA7}pL)nuWng
zjFZitjYAN99@OV3kc9l|0c;{qvN51|83Xd4MVH<)ojProeEFUkK6!b`Hj>36r9mqg
z@-Lv>ZR>J~+%O73&#yn!k%}$sw||mP(HFBD#a}QSGNSq@0F~ZD(`Li9WY<XKUMB3L
zuzCYG4yb-p3(-3UzXg71X#i#wOCNddd<XjS0T0zqT33van=O|+xMF3@(>_n#wc2C?
zXMky<#1y%8TP}7Gb|}nexpRU$tz%1Vyi=d;Qg>~<qcFhO_~41(RI8%3*J@R;1X(A)
zpvsttY5T>6eV2Aguk<W*w7&v<JUOsB>;#rTt5;()W&v4Hezn)~>*Gf(I^DjLWD>6}
zzv4S-<6`;MxQ;<PddxX27<9%Q?eGFk(lp+SdM1&{fRc!LazaUgJwJ#g)Yqmrc6M!;
znR5Y~gr|pALvQL>Qm~GC-hz={Y_)Do8tYX~-3+k{77v2^@gx>e-%L45sQpY8_S%vE
z7>Gp&I|{;Kub7Hv#GAwEl`e?rE?=RWMkb%3h<WZaghj_c$P(`U%0y-X=-^?$E|X}D
zqtY&Y1yyEFs6#E%V&Ej(@$ztXbgmwOq1s(&A47IC#BAYmg!q1}$6qD_T?g3OmkQ@x
znR4uKZ|A0Zxda*;>U29u5*<^cOoZ1h%}gDyU$`U?f(W_y(SdTFm0`~Zh1rn>PsX2S
z(dJmKWY)+q1Kif4C+fn6j*aZ$&=2Z5eK|*N$I0bmUR?nokXkI{F}u&x%h;2K^o{$n
zb%0dD{&FmO#b$(K(OA6H%_aDn{93%^YM1M_&P_GiUMWY@Vu)KQ<v1*cxVUdyRp<oi
zllajM<4dpgp4HF<!(lO|HW3zh+s3{Aejq7(rhrNP?G5?i1Tz9Z&=PWPMt~7A9K#<P
zb)@mT`|>&yel1a?HJsTPWZ$=2HY;j51$`3V#yHHc^VF!LBcqP-+h$s+DDOn0j-1Qr
zvE=Q|!l)xAO@4r{)XSDW#yv1lk~Izrl)-@%BH=HRFL!rLWNJ|LZ(DTx+E7NuNx+|Z
zqR-)HKa4+N<tf<9tzI{^lt|gOH7LREXYNkN_sIJt69=WGZ&nF#SC7Vf?kXRl9_d91
z=6aPIOXzhr3*8(U(-O05a68Q?Int~AK%d0-d+6`3@j!@eneKYni-B#M{=V;u-L{GD
zu1`xQ?%@_sVB#&Z7wx=YO?-@cWZ7o8dMiZ*2I+OogErDmeq(Rs)H2*|14qsm16ThD
zyj8H|^a(D3zmy+X!GIBT`Nl`3E}J$>-y8WtZC;swK=PpXki(*jx@hxoU}WraHPkn;
zC(t<3McGY%_T0sDCjr-NmZh@2WA{PQGoF7D{rE^haOcDppsSbQX2o74%5>g_&ZVB|
z)uR1q2-=RF;Da>2wEC*2r*tRwoaM&8h<Ae9>Tv$t<tMZRoN0!PmYek%V}D(?NLaNv
zTneY$Y26TjN;(Zp|GV^<{|`;sVrF@wgC(p5x2Q_YAscRNhG$MQ^Cuo=I0|nWSrReJ
z??0Y-Y6A-DhM%|sWcj@}1}sirX$;t!h^Lh!j_Ed}Pnv0Sj5u-9EJoG~gQY5yHKwLi
zlNAZooOLU&JEnoc9&LQs?qkaGaxWww@TuNHo&praOJA7z^q~t~Dubo*2lf@+r1*0A
zH<vIRf)@HDS=no{FltJyZVM7g^-JXSPh0Ar5ZQ<6ryU9sPi6^sH?<s@A>J446GOZy
zSwq_FpT=Qc8Aq>h#q_2aA}tbEc7!F|;as#8l@bzPCk4$gan}{Oeb=!Ip%52Yx4%w}
zeQkx<nm9`hH^|$}quh5;1wVl$(CQ_!nMNKegL~D<B2#v4(?UVeqE`}kjg4d-J2|#V
z`lN>GyEnJ6mJHP?U0NqhU6@#FneDE1`)bLS;l|WGrM4UD-_Q;D!z+R22J1K#{~`RL
z8Zyxj^X~D(e*vTJo$$=e8r8pT*?*!3qvyASYBCY{bMURmuSD5}UuueBPYgSjn!;;e
zR+_30gUjcnER;{q%KapJ+JP?pP7STzx8G^H`A)mrSOYfzJ7zL>+gOQf=#KzB)n4nC
zTE~0Ib6jlF)*T3NT+2m3f$E7XMRxB%7Mh61wVI~Z1?x5FTl>g@z=11#ljL#S(Silz
zB|p?c^zIXscHqmEM>0`O@y^vB;%kBACX)jqf}72PWam~C7$VukYQK*?ws&D#xC`;&
zOnZiOVPfr|wk~~~T=)P%U~yodHGB!WT!CQ(UHX;AYvY0HkuQIxWB6LU&eUk~k(RuQ
zCG=Xyp^vn=(>2C(&7x=SBb68Lp``gFpQ87}^eZV((y({fdy1Yw7m3t+KT)$A9x->A
z{1$K!)+y6gwQ~PiblD<P4OPuY<vz}`n=R<l*@J{D*$!&wJLFoK`!%MHTVuK(+$xCU
zp3ow2j(O{0car1AUP9(F&`EgHZC|HJnHwO(9?9XQ;GNt!e3VaQ33jjb4an^@`JG&(
zf<;7Hxi4qj(>Bs8+vvIFjD^%cZjo2!>kW2u6x{e@&Ns-N!CpPgtkn#4Y~!CoY)zUy
zX!cv&deXKg!J0gCYA=p-cjG0|jW<RtuY8jch$iNN4ORI*=@z-98%Ar*?q;KwoD$lB
zTB<04L~CwoE}2aGX1&EJ2`F%BzJf|Z^nvZ_W9U++#6j)5I8^Dgr!I9$JeIy6)K_w=
z?8~>EoADVtZqd{3I|(<6t92NPbK0ITLTv8h9MRJrE=ji_!tOrpnHvx1*=Mw?6)Cip
zxa?sV_LX7uUP*3AtU|Hvyd++gHB8$bxUTepi;%Crh#y9FX->Nur7sTT7{lyI@58=x
zM-sRr;c!Rt>{&Z@27J&yZpz-c4)NrbFn8P$Zu)zbnDs~UCB0LANUmd?&A~=YkTeUu
zos$Z>(0fm5(l~wiLMc^+v-Y?p^CZj?6N^I`CiwN%DrG?S`CzUs$Rh5mBouc1h{(k=
zyOi8S7;C85M*kD&Rs~wBuXU+O^z8T8iv%3z0-w;I2EXfQqoR1lBZ-9ABs;1D+O*&$
zi@;&6w?4yu$^2#WG_py0n0ac99tNZea9ObW$DuRC>=oD<A@ns0%XyD=+~pZEBq$%e
z5@z)d*zs?#V1DV4m%csC1LytU-Xt<HV-fSdZ|{#o_rE<E^xd~NZyht=o`hNbI;_L`
z^bhDDEopq2rM-;|l}5oQdjtWYm~o4$?QITHbGcJ&7%_`&#R_7S0;~1mrwEDNCx|^t
zfK=KfC5DJFre7k4>E9Dp0NfM&XBsR<kzY%D_JY922j}ui5U5$-IGQEiZulo7zFxw~
z?qR+$i+<qux1pJk@2^95!@a)^{RkI-pud3y)aqJTwoK}4i22SJvWmQY&V5Cb5LfHl
zw=YHJUe<(mNwL<HY+~E_R+c>-2PGuNw=d-1L3a4~Roo~-{s=AXVmm<vu)XQ9z<8Tu
z%(toi!+(S7TCT&>DOFAUMv6NKX2Y1gP>2ZZSH8KjfwC3Rv9-%u#QRzR=smp00}@DY
zb?qDctLJMqX#G4{1-xoIs2~xZh(Mk)r=Ue5xLT>viOi;EiKDuvna6OmW5!4HA1}HV
z>YpIbP${m|&d!p1H%vaA1y9%`_+b7pw`lyIG4q0bJS}F)STv8GhmEDzzR@@Ie}lbm
z>XYnz>mbX%&=A`-_J4r<@yRqV(34t#ehCBu=UESe%S1YK4(bvR)Vv2^>)XXsigQ<?
zkI*EwL0Lp&&v!+(Ns5i3;;&+7&~mY5KVuLdcls2!K{3T|W&w9EIOk%75%S3x;qgJ{
zyx_xX&NWPCe~cjFeH|mbhnI;F{_OcOF@k_sZ3ewhDn(2xx%Mp)qiV%m$Xj8JA-#;H
zI#H7cEojXP+>}x@m+lCdI!J5j4g)hcl~##~(?^Iw|Ethyef&ogBD;?uXM8SBTmf>=
zd)8c1X$bm1NoQS-L^ZfL&#5N-+n#MFxr4dRI!C@gzt*{(BUI!MU{_?cM9|lU(Q#-!
z+q`W8EFdY=vGy@e9k+FU9NkYx<*>}RVi!%VxkI<X?l2W$Qyna>IiWube%CH<NPwbM
zY4*yLSfaMe8VL&4nw#0Zm$+s5Rh#z6U(QN_ua{pQ1`fkJIgN+CV+A*+ID5u0MImI?
zQ!6<^sj(7!GkehWzuLNK+%hNd?M~j$GS7T}g%&#_CcZz-1Lxh}pA7is`x60g`~D`+
zn0$XC=8fOq<Utc#o;8iR@9$4DI}8ARcm>eVT<4g);wbISb<uI5AE>S8KjA`a*1gE{
z`>6ZgvyAt~dlvC(Hxpm=J?F_&uK)Qr9P@31PuFLjJnCPA?)uAr8~WjIHwh%&UKp>b
zFIf&?Hq*?a!g!7rd!D~sE#p@!2|w6LkYo;h&nRJzIX7ZUemaiLDEi}$uQC03?Bjcc
zyi!39b`qOgV#0IJ2e6>wb`t+F>ehLN<zN1IUtBS1MQ~l3j|E*qT=&uyy&XVKQ28$1
zfhoy|J4u;Q;wd*2?6|;sJ9)&v0}O)fPuM>T+&AHZinYIS6V@zle1i##h;K|-LcGm{
z=Z^SyfV(FAcYz;YK;sfUVeg6C5GpZ6_d(PfwT-S9bdu%;cS5rdTpo8P?j4{{5(|Qn
zp7S$@%!PeC^IRm-bA0|V@xyUyzBvQm+$-d(EC@3MHU!L80NY-doQcd=+1vK`{u-%3
z8?+#O!R77)2nAN9yNSpNsT0ageYrBmFXFy_f^nEzN4Y<bokbCJ-Yd1rvnT$`<Pc>a
z)Md2hA0W5RwXb*iOq+K3U$7S0{^~0>D88$&3jP>1Zgr$nN9xNlkGN}q>mRnjX8E%`
zm_hFFNi3nhpK6;$zj<hS$6R2)46KqJJ7&$Z`lU8M=7c4{BXfhJ)URL0`X7jn%gdmz
z%OZkiHdhWI%Ua8=%A{9VeMOTIx-1u&9UjaXnZpKV3rj*Pv6oPv;`}{kH_t5WxV6w%
z_av5_bsKIcZW4Wn`L^WK@tICrwo5*f=3kSv6k>JVB^mO~11LfkKi&79(&Rb+9(2!1
z`rFWqfAo9iF%xWAknjKIl|Wyfl=^aXYd%|<jnecr(O)4b<ki{U_6}R_HL-}hs2bz&
zAvs`ukN^|UsKs?}#D%t<C#nFqm$$XtJ2HkW=)lbe7k`CsA&Ar(v8WM-i%g*3!Rqm9
z>jfI}p$D=ri(y6B0|6C_&D?SlQBD&<t)Os+vK?Xa$hipR6?|BMhj;t{f5hNZ2mj0P
zwrbsyXU6^}{A>-jNGV?f@kFrwWyvkM2iv3`2I3Kk&7!vX5hGqs`e%sxCGx=cIfgBq
zi0vJ9Vg53D{-`z2ydEPmhb@5~@SeuNg+shno9hs-4E@?S6Fe7|4;{I9h}T?PsTwS{
z*fkuS8{$m~p~IeOSWO%%t%H$p*Hve2CkK;kdJDI~#@BCV0e7zng&T(*M3?LW={Z*q
z>$YymxzhY|lh#kX?_SBk2jVdnT<%`=tflW@%^o`|Z1w^_tl{@utjWXwb$rIj`bGTt
zd*<P*QFXZ_g1@{+o=droq5mfs2sW1#aSb|KV58h^P@kE+cKzEHI4=SxP4dIKEY6iM
zbGU9AS1?*j#O2gaSpS-~+m6N9^C<LvT%RmiS|7g~7+QH?CsF6-1lt`ZBaB{#c96b2
zkZlM;?9LqX9&CZYm<y1pI+*SJapT&ow{m+J9VyHvo7wZ;!!3^GFIC7SBUgg)>pe$J
zBTLf>;xpm(J=a?n#H0Ia_Egg^iTR)D$(Pjk(-^bpVn?KN-i4Y*mT5MUC(t_<)b`I?
zLf!iw9a~%9kN)_tMu+BP?CK@CnI;!*sqZ|L59&5+Kk-m%{yK>pu)9yC4E*M)oCg=l
z6!ss>$s^}>OumJ@|6ER<`5y9txUBbJO4ya4k@X$NeZIT2p*72(ukjeu(z@Zidl~z1
zeeCO8pjYixm}eh*Y$q{!i%VrL7NSMeV~_m^x<rmgVK0n*j`p<7)@4bqhf`NUWUDqz
zUc!!a`xFtH;&$WQjEIn^1{g9Oh7KnFGwh%Td2p9DJsJCec+)%BkMC1mzEAaw?Bk>U
z*Dte>Vnf};m#KMLyEX{a`zR-o-8k}qaom58{{VLHQ<Py3C_!w-X1>DT!=CAWw(2sA
z=Vi<tH!5@T1Uo;)z6bRnZnLg~9+YO?5WCtH-*uiOz$3a9W7PLOjIitF8(2bpt-rg>
z#q49ucb(7JpHUW!=gO@cJN9{@py~;4T;hdd$3g3le*qbBXA$Ba;+t0Oj2pPrfvi7!
z$hT6%5GOuyCCIg}q5cDx7dQD3yMQgr<Rl%4r0;Qgc*1TZd*#?Ys*!M~E!;5ne^9$(
z+y4YPC@d6gSB&Pf=%O@^hE|v-wS@fm|H_*B4}5AEQ-9OJUroJmAFqvl)2TcCHdFsM
z$h)TgVe|!4myj=-`VM-BQ*htpvV*^Rgxs9g7`wRPE|SQ-?4F38fUDa<5yQ5WV9wQ<
zEz}TE7G|wO{0G3bCfhy=w3ULVPlCe|-;-Iw%^>RqWLZPzHGX(}m)^X|wRLU>b}x*O
zflr4Kci^&4(rz^I;Ukw-%=%G<1ic?sn0DE^eK-CiIQe;izR?Bzild%C^xG}DfxI}!
z|2sNDs?F_EEYGcJG6rdv_KR9{2SZ(w>!rYMKk#j~)xo&xNvo!ab#%Xk3=Iw^t$?`K
z;1Idxbc4*Y+nOjcAMatRjRN@DIe{9U;yym?7j<z5c7R95e|aSZzdEeH3J#86q4wH*
z_Q<6%j&bnDJg6n)Oy;VcB)4xq_mos1iwa5$W+3b)x|PV1aHl<+QsZS)s-H$T!|3zd
zMpFhUn}Y4M?9|n#m`f-hAe4UqOQ0DuSAh%VN6h6WdEd3~0{mt4yX@QRl{yq-*t5)L
znAwfX$1)ZzVOGBm%bBu-cF~l*UaA2*Oh=u_GRx?squdU2mJi#KtZ{OWBtr|X(`|6T
zx!R~|X}#IAF}HPJ3$l*ZO1S%m5}EAfo9J=usgP?OMEJd#Tg}bfzJc8+5Ka5W{w(@U
znfMwpJU&h3-sHY|x5V2E6=cNIp~50@H%9pIA)C9pb}u@RFmo9wCyNf&xF69)lX^1k
zV>4_YhKt?zQXAvRD^u3|IE}<Q-Vf3m?wz5JqhH*t3lB`8)#`5(C)h}&>*TMNBBzfa
zXM9UeTmf<~3uQR%i6LlV={JW=Cc_U`wf3{N>U5GJ8-6bsR%m=&RkO)4v?gM|TvoHx
zdKlW-X>9lw3$!a8NFN24#^xH)AJ`Ifrpz8a^T-TY%dG~gvRE<jWd<P<Xp;pRADSC#
z%Ba-f(-N?TeD;Cs>ZpnY`FfN55;D|x3$L^K)5m-lpF_XPi7P>7;&T(3_<a4SI~PgE
zstY%%r|&%Ou%peWZ`?BSY2)5R-nH=$AG$EB+B0<t`J$<ZEe%p0Gg2qH1RuAo+TXO6
zt55X+hNxzzPZjK2e5y%mJq*3ur}{9sw0ETIR7u$TPE|E#iBolBF4Eo+4*~oWU3T`J
zh9kej*2SM_!cVlUT6tJ}3vScGFq}mhir_aCB{S;Q)iq>(mOKoD_t$#KzS9KT$o%o0
z8X@@g?H>nUihTh6#Fn5lFKATEXF6mtQeV*!U$K-_6G1m+SKO_kb6OPTk6Y{=nwYo}
z{(yGI3&F1glv}{Xt|Ev77i?$E?3wef;uyNn(4oe9QcK7=SJ7~;;;O}{*A`xQNyT!j
zh36&So@vX7=S@4Wh4@{Yo;+o-P3NT$ziZ4A<W*zNOC@-yVt*q~nn!(6e!)IE-qZsd
z+S7J=Q&F#pIP~18N#rn0EOevPt^Xt=p7ozvVmnou?0QZTXr?rog`QK?Yo*Bm`;oqx
z=S~}__1mbG57-{y-Ln$xn@!3}lAvO;CH0S6V7u@RYE|SsnupLGFL#<nc6tl)4KT=7
z7g`_nEU|IJ#L-MJCtyB!buPPH1<>mH0WwYfqs#)S3~Y?juI+igIcj-xz?gLiHT0;|
zc42?KE)BQuxgF_$R4=1_zkREhLEi7^_UQjbO;7!2aQr2`Xc}mYdj7Zz?3c0Tea9W&
zc-#{Dx#NyIGV(C>`^_tX?#3^E2fJ|RDD*v-@v+hgV-VY@+YZsJxba!+_KRr)Gma}4
z;=@P<)MQU;%k1Wvh0T>tC6Jwc5KGP);zU*l{|(GN_vvBTZ9#ae`;^prqKxsPCds8<
zR8q^9%{Wt&;8JI*0T((`UG%<BC1IcUsqWC_uTIysk{$fKYjtPr!kSaG*QQY~J9$`W
ztlmY9+dd=d77h9<6g7bs^|<8kUK|^^VOp$>rKJecV1LE~Rs>8pf3>{sjl7VSe6k97
zd#SR(&Hj!cix)U0lkl~%{;3=g8XwAadbT^?Afp*j|GZ`Y32(yE{-)YR{c`~x>_y5^
z!hh8wiJT<hyWkx(7(ebmErP#0do9CXSp7h|&uhpKD0tR_U<Yn)40dpzblMeLUXJ}|
zyz?c!lDs#g)Hmse&OsN<FQe`I4mvK%i*`>~f<1S_ajDRe+;!GaM%(!e>({mpEuS?c
zLL{~0-ynF6UtYiKk=^V`9-XvjT+hL<p?*y33BXA(85OtK^9|TW!7%MNvH-g`si(L}
zy%F?#;p*P|{;+N3-}b&|HSt8M`-fcuKL4<<Q}<tV3H8d0p4D2BDcP&^QkbRoS?{2h
zY?7o`pQ;`=AnWKC#>p@Q%X)Q_B;I=GJeh!*Mm2!!rjZ5XWPy&8J>!}i;_f(^<;KaD
z&$%1ekX8Wi)3fRu8=LOQp}nr0!o^2q#qy7HZS_)M1Daihy~wOf_!Y-(euLYkOC{l_
zM{$l@%eYsT?|IvaW+Fw-X3fdQWO3dV&0LabKNCbR=|_5>$KdbZ$<BcnT<UP|J@DnI
zrgzd3?4^@l3vRNzj;%~Xd!P3}-#V?GyZZs&rqg!c-Fe~;RQH#*1bpt&UIy;p)=R)z
z20Z1cW_#_1iXz;uqiS|g%P;ECYsaX?ns(o4wrh7DM2}TRbIT)>FIQg{(JR@Vw@gj0
z4^ly`)7FW?`m}a^B!vEv)Uj&v`hb}CfVSF-z^^ece~0X*b}?RTBZ;U-S`=S!uLTKL
zODWi-gJiR%_=z*`2MIlck?=1V%r5x8-ALe<>}JRIXa^dA-`JvqhZo51fnIol9?X#C
z+57^<H@-j;`neZq%SK?7vHk{@P<OrWv;+Qrh9WB}#FHyI?A|l?y)c}4*FSD~^TO6n
zpK)5e_$70=dYD!?Ee^ckaTi*b?T3kPCzu?Lhd+2F%;n~|tlnd1Cx*=8UR+kY%bv2w
zR>s`whYIFueBk6m@tW2@8SUeLW6&~=SHzN~O|?6IirDIL;xutr95EP}#zE}#^f~jY
z!z}gG`aMukIdLV(U28V1Anq9SxHT8t!`;yDvSz#8nkR|H)@<Km&6Ct(YqtBXS%SP~
z%}XnO9jrC_29{8xn2y<T#IpW(O{A`hf@N@&SLwTQBe#*b{%OnXwyeAYX_UgObyQQ}
zI=NpZkGKM+P$%(`r;n1ix5yJ(0NxcB<D|=n&?kKU$H!>&n|yv9_WJyjxO$j&o6rAY
z;@gqwuG24p?maB^MwU4JH+FGXB5)uw_f0IpRvhlU8Q(4D(o~-9_}ZhgNUHPg)oeV|
z!IH@(u~JJspe`!{iW2Y)u#3L}Y)}ok!Wt>C`v9;7#p#n(z}p*WWZchD;#<KD>`#vI
zt853*Dya5jQwxF{P9bn!6Ws8y3m_h^$24*nCY}-8fFysRb=e7t#ey3zi03j!sJHRp
zl`wOQ!r13y#5nGQY*Gy>9b=9#n=(pu8)UN^X9Dn=#jF6hng?#l{Z1nDD~VX-x&29C
z8V9edZ3lmt`LJgTvQsCp1e()ua$KA}Vjt4|aaXf0*k4AwcbT=_viGiM-IL^EOR;;_
z-t~<9UqI(<UBbR<>vl(J)?jMsB$wc0YDw*|bn!q;RF{3iHDS;a*IdBl$}oq}ZqLfF
zMAixir=-~KbJ&pTD9Bm|BjtvuHilmWHwxmfZ)gE{Z~TaxG9E&giyU8~gvS?Y!<(W6
z6SjyP_kx8<@-Pg(AadM|8D!wIF@p)4#K^m`gM^)1BNk+_g9%%DK6IOO_(qrTD~?)k
zrN)#45u33-KN1cts!`##I?#@NVUC?Vm~nB97(6<KR_nh_3@wI*R_o*cBtiZ^b?24j
zN{?gV1$F%~^k)AXn<P^z5llinG%3}6>4=UP^?VnFgd@xsXtkhD=0OV3wk!uX3pfV-
zU;iE@opC+Boe;C3E-Stkc^r@2@jm*ZsMglhM$-Fu;M&~lfgm^f*gu0zPRk`;n;)B}
z#LQo$9AoZf?F9LOiy(9R^4WuwTSYCjy4(tjwt`mCtZcZZQJxlyx58v~PDw=&dElJV
zUSy@oBJucRa)a1c#oSY8g8aZmkQsHBf?FiMRn!f2PQcY`_*OaV{pyS%&#SY(L7l%W
z<{5QHkXO}tt#?V&0@DK-;U)zp`x(V(ghmfkcT;Gj?f%dRL!J(eR*{>b(WIEs&`8_0
zW8KZz2w~<n;)Ai#8uuAn6`!9cpWj<>!Qn2c22@9if;JDPePc1d!jwDwE$|rNx&A6k
zGb-)3a62OH^f7vn{917|!{jC|tfLiVNGpNc{FX5#cK)jz6FXP|BjgWigq+J;6!&f3
zp){h}I3-2;2e=AeMYZtWNcRmG9kzgz`SOIF3KJN5V_It%-GrrUUyek8>89<p-1!J_
zOzz-=BO!lKBjk*_i@*hfw`fg6-4l5A+_+QSjl56YG4yG5FVJsL_er^<>Tcw1>W+{v
zs{0Q5^P?%^uLt?0)@XJZ=@yM|gkdK*=?vZ(h8cZZ7>1EghhYWz4Pn@%*wHY|Y*`D|
zj>8aiE=L06ur2s!I9GhCq5M>b^+s{)a&Cba^vqoHs`B{`TrSsF60q)!Ysx<^!R?MK
z7=g@9By1Z3h<<J2)*nSD%Y+klTIM;4F5M^5sbx>tGAaeJ3kF(EL&HlgEUDT`YgO4N
zJt}dwWnhdR+{aOku4MRglGBm3at1kfRSt5}Wg@f~YTO>VlPRHJbOgUCcXltw2z_tO
zQcK{8_D4E@pTOhV&O}Di2=|htmrmarauDdnI|rS=zIEvCD4D%(LpFi($`lbyj*_LH
z7O++<z$#U5LiPf}trsDev}T^R+rmRqwkIpV+wzN&3BdO<Hv_0sgRQ(NfU;`o3Tr!Z
z!kDKcr&Z==$TZ1}hD?jhOss@J&%{brExM3)kTfY{I7sRVx%W;*l=%fbM{T+1s!?Hg
zoQU?9Ya(eg00EY2ddG#VY4s8<xlo^3gGYET>-44Mu7qvnB^LR~3h*|)h~%z>jUWSF
zq^g*S#~J`vl=^bZ^RyF@kpkN_gG`GaY1qwy$hbY;j7)}q60iN;w(wV(BdzMC5IOk}
z1X{d9R@2CcBazo!B+d$&%|%AB!F1cS(rr_b+i0QPosP@?EJfdxZp((?4TKMkM2uqh
z5^d8=v=3Nwqo`LC?Y4{&?l~E+W!TnTr!+CzR;(}M4ru)5TDaa)O}StRp3}VdQ4)7@
zP13S}6MLo}eRWY)$~>{z<*uV8?&R7X*h)x6XCBQf^?r}t&=c<B+A?`BWXgK2guW?c
za%z9bgdtCdAFIgCkm+wTGa(ZKJsmPRbxX)JDQGxka*MgQwU;GePw&!`G)cPcCvcUr
zwLdwtLV_xN_lBqAc2s$~9^C20c}D6<@)<jY5Ld@LOI~vyuNKsWJXitV<`FwC?;e8w
z4}I74)nbTz11=XuZK=i{a3-vkqh)7jw}1ylin;c1D*9hRC)bM;w~gjsVJBf;;(p}i
zeR!z0J4%fvh>cgmFig$1sBFNlQbgOz#%)DwqgzW6X=9CZt0|(sO4&l(&3+*E(Dh#I
zrmz!mohj}WcDzN{2=|h(*V1z5uCr|zv>^Go-$UCAsT<z$WF-$QJI%D0Ys5{r_}7`6
z{_w9uw;druJ>v+yTs0R>4>*bodq6MOGAw7Wt)=M4*LdCBr4-$6B-!%YxtH3N*3GZE
zl8Rcd>W07ShKIPvT*)9d7LnS@Mw{Px2Un^IvighFZMqT3n=Rmu?m;v^)<qD#(F3*v
z9qpZVq@a+nt+%sMS7sR9s}=Z2moFS&Ruq`v#kJ$!aOQgqejt;v*KgHf^q3vLMb{f2
zX~L!LZF@gbf8R%nq0fJ${=ScNQtI$W>Tmr>5&DIX)ZhD&LiAG~soybpN1l~lymPvq
zo&A>YbSC7=(4_dfJLHPDgj@*sQpmM-AKiF;-HqWOYMQ=_J-D5%DT?|Wm-;$0a-qy=
zt8m}?acf>2eb^0hiI?ngJZP;H-zE<4lVCxbLK1IM>`7*J_HvN9x0uG!#WW``!rUIZ
z%p1C!Lzm0i(OCSht9#;6ALz0|R|YARaH}&7{Ro5FfNjX0;{#fI0fIMLQ}=*FCj#<2
zTXEkm-Q|<t6*;;FfQbA_jgT{X&MjbCR~YeL!4vO~^!hGouXL)mH5((I*X)%QSBy%3
zRmeS)-Be|SnAvFIP*q-_K0kzFLgPt1ryGQMUeevrR0dt8>S<s&9Y8FRrRjEyNbcx@
zp^Xf|y}v5b?Z1fRkY~aTMk2^<<&fMtkvHHoaY!UHice%v(uO5g3&g|m^r_21+!dXM
z?eX-NiKpV}NoF{n4ofd#OhAo5Gh0l`%Yyno@G~MW474u|^m}r_@vaE^y<N7|edyFx
zoG#=LQfbBff%g34l6U2;|L`M@w8fdjlgtw94*)CLcAsE_5eV?bAZx}P@5DX)ha~>v
zL<Mk}n22$DgUr}+HR}7005nB(`HeS}U!7Yq%(N3E$}QZ!4CxMPE5dilTP~%!B}<Z-
z>;u`#X>{JRjG=>DvOL|Abz&pvOd>0}Tc3mYokX^J^75%tqbg>FT;x{VskrJ^bX-cj
zjV7n4jzrd3koa1V-a`CeKa(W`+6QmiL^~;E?(o+eW;wH!-jdZM4_<_sE6Z3em))ry
z4Q)=mKgU1kE^W5kwHYIx*JgWzHcv_!)@J)wo7IdmBgkA~#(~PbRG5jhF!Lk^umuNu
zpI#i1ziCDOk+S9@!0e^h{Ns|?^)9`3t4Jimdqw}>r0$nw$S~*=7=S*AwfbNB55isU
z2(lRX)Om<&H2u)!cvnms7Ef?A!sxFe1C^Op{5;7F$Iq*knP%jSKy#HD1xC)Rm6=E@
zGl5v>j<~P>n`^up)sb%H+%ziZ6|q#YTRFGf<i4VFp>e65Lq!|w!nyV+vH1eAj%3^8
zlNKOmO8u6(=roFr-6*d1e#Des<)E}wXahJz%ibs^ekHd?jqFft9w;v3{sTGP`o*yE
zJHIUT!kypf$r$l@qIg>3A4N|kb#l7w!HuvpNuuCN>SG$yNxE#LgXVd;v#ywx(|vg}
zPCfs&#9hj19eKDoU=RE9W#IQ2q9YF$iB^Lm7Q0dVWezgL|G-30Q(xwPRbQs%^mng9
zH1s#oR<HFt)xmDp-|qs?=r2MncB85p^+iZq>YJ@Bq`oU<4J&9_<H<WHUIKfY^0uO(
zlhoc84f*Mf((Nz^<DCwJ{CF%Oy7AAXj5jeO%>=E;2cc$CR;R(p$FHTVbPnMKJ*OiC
zTdrVtl!T<L`p8*B^3tiN-xrU_DlAl-0|kDiQqs(*btD5>2W~2#%^}NC;+YRI=`=aW
z^}q#?TfW2yrUt`P&yO;Nv~Zl1G=5^fK1Z;TtFuf6M$v1ispDzA+1wdY*Z9%F&SG<e
zHDlcWq2Pg@EwD#?q-N2b+=C7#tb)W#CpALeHrtlHIX5c!_Yvt;zY}lu3ba$d^>hr<
zRO?yVumiUj?6;Kp?*em5j1V)i2dcw*CF++XGW`XH<a~`gw#a!d>^PCbJz<BmcZ3~t
z$a0i;I+kw59RPDH?oc*Bafh_4aWpAv`~vr>1xG9AX%Vj-$aG46>3+5|dUAFFco<}l
zE>P-M&~L;1Q9ETkQIG@MJ28pQKC<!b%p*O@Ug}BWRx$n??Ap=^EM<$1#<%R^@>Lpc
z%7!JMd<i<JwXRw^PI6gM=PGJ#Pu^8QG#LS}KG3jd0VIi?p4<p~L*&dF+%fbOnJ4BS
z8N*F7S91M)V_V<|_(kB{AlVJr=O3+_+4C58bD1x<=U{{!v?|hS)o2s*lv}#_044vn
z#8x{F2Ly87KC5^#<Wt~^Z56u%T}85`E@1}^p)>h{WJ)`?(CbKa{YehcU)nzuJL@?F
zz7THZ4^+u`OSq-Xo#ECTIvTPR>^Fp4{{%Y|ZUOAm;g;I6HO<g1LBG(D)EgU_!l=||
z5;*CMyt<*Z3!eaoIPZo+q`-EuYcE_nl_f?DJN!4ulby=SSEeKZ1JLbGWmR5+vD32t
zuk(mXpu<m^zdfgJy?QabX~l39wflbhUXhgxq~3bK`WWVb*%4tL*-jyo$%cfhbKltC
zMLvwPyclN>Ame!%3p{*R`bfuYGX+)^tc`Ic9jm^%u()f^UL~v`Xx#seF;7W3!TuZo
zH%VE`g_nc2h!Nt8h#e;272NaBQw>0QkhhI0r&0fd(_7=3=`8_PNc_pw->X1KZ%S`n
zE4)C!;qc-OIUHWJ^IKI#87Wu-*e@dumf28qi_DMAmTZrIFaz8<I{NQ2$K|-Ek0JVr
z=;-l9+WpayHn&7aQ@~)TQ6g`Qj{Y(-6CL%DXQLx+7GLj_zpT`Gd6sv;BvXxp!ktP~
zZFOe#H&HD)b7nN{P%H(u^Fh&(rm9w%bdFcu53JMEEiI1zrl{|MnPFPh&QQmg|LfdV
zrQ0Xnk4<aY&Nt}ttmAyc3hmz1MfPMSRu%;^f1hBTR(~6~REh+vMTCIiR+X*5M`V9}
z$8rGh)c^-(2|b5914|C=zS2`&!8#%46Q}&+5_vg2y;f&61bvmUV>WM%GS7%P(bD*G
ztC-DNe%g{TLVS_2!6a;!@>3lylPn(OZKKL*)ESR)f|iBYZ3furJ3Pjp25xx_1bEV8
zECMqgqYpgkF^pb}*tNg*+i8TitON-$DB6jtAbD4MIk#+iO=%M(V08^=btNTUnQ=?H
z;4iv>F^~ARG2~94D=Am$#~Y2QcqK4?z`TS}R`)(X?ik-Aqpyn)PPsW=&N%SEdIH#!
zDX|25KG5`mVQaP(_|RZ`(O?4r!`6(&UD*84(BVW|^|kEM;W(_rty*ham8Y;l&4|OA
z(c*4vG{QZr(Ob9~#qM*@Dt6q^oJd|kUbuZ`;;QAKlouXt7^j_yX*m#b+7ffxR_<YM
zI&Xyi+QN#t?mggV2vCh8KlP+X4!k1_L4&)Iyr8|SIxXMG+_s#Y23kOa;|8Z`E27mK
z8q1?6FJx(uDNd7{FibAZ!ZK?g>8O2z_p|VFn0;+QQpJ99BkbG}FK)BlsM=sxynMJ`
z@ro6@GHzv?E`2PqJ311BF}^x><RVBuuvK@E9K7R2vhw4<Y5#ShgX_;ppz@$b$hpyK
zc473g%82(mo`8=?#os0Fr4=4+<;IZbmD?|_jBaW5SH;|$v2JQJLd<N8HUZRTzfzDU
zRnr&ooN{P>Irj)N+<{azP8pS+VKoJp&UbrwEH~ugDfR1d#e|jaqd>+bRJ!ZsAac^#
z%pEr2saHCW44J8U@UAec1?Kk~xEe9{snAZ|6mvVVwl$y?Y)>Mi!FGX+2iu|>WlvJe
zVd&Y_0nPXtq2@M6J1o9-V(~eHymY>xA$d18M{m;XPH&G@m4!~7NR9$aEqfN)MaFJu
znzB2&bSEni-B9UHmPL45Yb8o#eHZd!mPteC0~ZnTcIm<e5$d$lnroTs!LHC@=-L}+
z>F8yzJS4ZFAVMOgklI*La(Gc94~|>AW<7+&8;LzmOMMeNUJs$GUQTX=z1{L`6tfw9
zgVxX_vDyNv4roz9D`Z2ZXAcq6H)v<pGA>Ql)2Jg!^dNG>yNoj{H$_bkZXC!-@RO3}
zvlo_n>QEM`A3S*xX0GnR-WFQckY<VRqS=Z2M;U#WX8SFLvX+8l<O>S!CltH|-_-L-
zxx;$y2Ty3Vt9&hON64AF2zT0IOl!c0Nk_^fPjG}@aLn_Xj@Ly*BkI-_vDEXkO>|$j
z+f!lCu8O{&6^0Hs(^l_1*H=GAKO5DaniAAaQLPuZMYS0DY*g#Tol)(i)IZD4g|!HL
zJFHdQBK~2u0bk-Btwy-QFpg`E;x_Y-(f2oESkWjLSH#kGhd!m2+#zf_H|gct9V-%Q
zorPlcmx&J}u1P&Yz3LI~iJ3cAT5{LB$FQ*@*pgPOoIJkD{OaV(!)#*Z4qm0tdIvTc
z_jBp!p#L^Fc)MFza(mGK*xc;!Rdg_{B}XWp*a$jz$cn2Y58<Qz4mP^WK`SXMcIDK<
zHg;Eip<DVi99c}4E(4`IrvC&vQJ93SQ+NxYiyN3h9j8}~PFw_;yXegoD%K?~-Ya(k
zt{$|vs>oV{MpLW*IC4{+5oWO+w%3`_RAU5{yX7rFHD2n>@U-;sB!;x&+L__R4oP?K
zA73M=6PTm~TfKQ);%$XaUncI|Yi`C&Uu6bf-J8)80?i%2Qed<c7hl~y&2x46752p4
zIDVx*qSfTp{rLZB)7-ht_2N)A$<H4luXw}Cb=9QPf#|e8blQEFxaU*I)r==CK+Hw|
z?AYc2HGKOjQY)=ex~M901qqvTDiyX`T^Ju6nOQlAb(p4(ei&P?ME*oq61R?KmYt87
zMnn!L0OXp@gBl@c9^WH-?RJcQTF(=A^`5X(&+R>WK1t2Td?VOuUdR7DH>ctVcw5E!
z++aKV`I!{K$%7k{`XxBoBXzW9*$Pok`m%3rr^ELfPEjzC$``>0UYuGH3qa0A-~x+S
z{GRtFlEc5q`}l%`UJ*I;eTrDsp-g<f@|D|1v`5Z=Fk478?VAsA$GsI%ohtruBFvI&
z|50*c5fiq{70WrHi%+6UMbJ~dCq1Si?Be=$3TDI39q8JU4G%I6P8Us@@6nN0;4$j|
zx|>HM-Hw@g&&j7)8j?meF#NCX@)qqTll<!fIf}(ya=~6i{2G>gi#^i)KZuQ9DQO5i
zQ6E8yxlQ1D&v~`B+!6XEx$6zlVHDTVJ`A1gn&T|^7&G3xM!QRmOzTxGC05dO8y=kF
zn%8K{T{K$`W|3ui2|E2l5O9uJ-_3mFI*RmaoV+W{^KxE^sZO;H@}`(7y4zx^Npdu%
z+C<)rsb+;PK8eo6R0#WgOtl4_i>V;=nV9N5^+28$uYG~&C)y}Us7>_U#=y$!sC0Kq
zQe<i6^dz~ZlXTIKPm<F<J93xhi3=bz&C;3)tKNVwR8eAGnAMLd-0}>z(RRh2(B<iI
zPkKpKs~yxXt<3%>$OC!kKCqqqM}#gF*+ZP3V9&(3&pu+rZ$Q`ibE%EE#n6$oVT>Al
z^vS)nm;5-7zLdyLXdqo9{)gskWC|ni+1-+_H6$(|{E@!&QTk4D-;#L3Jv80jCvm-6
zl4yz=;a(E8UTCVyf2eAnD@-%z&u^XiKRh>9jVQ%Z@|=*(&2{CUme^ZTHWj_EVwGSt
z3U2m;;{$1t<j49qKkjjpEYomndd8SLEi{dg>eOm?lXp)s!~$?Tmipt!%^>P;Gc(Z>
z0zDl)Ei!Xq6U00bHg#};Cczjlt9gFCN>4EwNw40c8NHm>ghr)RQsSH#b}Frw8!gj<
z^7_Tmvbx0joASOV&T9O>%V=4NZKtvSgLB?M#hq?9=4WhL711k}ql!AVY`T`hkP|!M
z$NhGb_R!(&k$0g-vcmn~cE4Ske_ia7occ`MkF>WBf8FHH+U+rPFzLNMnZZ(ryOPGx
z!Q_!Nd;ey>vf|F6+QLI6c^7eVSK`~K7i07S=};fT?xl_`K_|>Q3EL{@<$Sj(VFY_l
z!b^#+6qo6tfWbBsUA=?(zkU{Tb&@CYZPr@awOgxA?}#x^d&gzwrd#~uf@b_7LOtyd
zd(6Ewrs)VLmBW2T&Zj4>IxT-K#{{+6gWYo|zU8^IdXTG%cFCd8{7d@9ELUIELqpUf
zqh({%a602FOD)5ralRxs3c2deW$B6*$Yj_8PSf7wf7Ip;0^dc))@1}=_P!+UWMcje
z_DIZ%%|%qDAb7!0t9fcLrY3&!@r8~vvzGfF1#f(rxrc`|b!}A<CGYz(zm2}~W&RuN
z%$JG4&wQCm-uGpWGNWInlI!ib`SY%ZwSoe5q!CxyJxT%=Mtn10SG4rHH@s4MPYXsf
z%0l2*qAaDiwA1Bity(|uRGJPw>ETvx2R3TRwXOE=90AsuLKHKJIs&H9F<PE~TyonT
z+(wc!l!p<w0wlkFpj*hX?^DnNPl-BR*qM~M83sqMiMPH_B`Nxeji7V)?wGSlqk;#U
z8;q_hRz4XRU(p-ufGeQNFyrz0=Ow$_G2BmHEuY*VdrR`(?4e(fd?No*%HJpX4bKd1
z!Gq|neN^09wHx5izh2>y9^eRlYb{meV%;J1{#$pb`nyefo);CejNMaVfot%Nq#@nu
z*Yk)KGq2r(T%S(7A;(+*GwD8JrnKMiPQA^O_4L1_sEBECR*GR6?+sQ?jdt#)U`4Cj
zf)$K>I#|)_wqRva=4Kdtf3Sj}F9s_;!K3MfB6}u(+2^z-+vrcJjSR8c-EGp#gisV*
z>TdU|WUpOS)URB~&8ti#!_O~hfV@4b<1N>=#NyBNlje<d<tE3Z>pAl@rJ4Yz{T%y^
z1`53L0wfGs%yQ6L6F}mtVh;m1jY@Zwqao|)6L30w`Ip746=^4Z;v&d&rkp#%H3-{V
zpl_;6DB7p;eW+lK^-zwWxG=klOWcx#$??)BFbLgD%j_QP8CfUfA7#XSvW^RFNNrJr
z%*{kB+)sV}p^6ObL5yGv4pvUXcKbGLb#p`J_UM!sl&m@EpT1iqX~(V+i_^g5WK{xw
z`0W{JZFWHSGce+>e|ZsTW+XVW_mjrJ#{-RrD#x2Vpi$cc4UBj;&@k$jK;tiqnF%xy
z<f%ZzsKu@+O*1P+j55w^{SM*61BF$qz@sdtD6&c!Q}4VGy9FjvZoOyQPOOV##{UcC
zI+FFSztjjicOi-088pJ*Z_Smu^5fzs=FJ|#7TWEBnhkg0&eH_e*hSz_#z_aRRqor!
z9XqX5`B<HJ?O|8G%iJ;3vMf_SX%XVq&GhVBo922{(7jy6R&Pi7C`b)$9Q1a?-6Am6
zgs)l53+?5KNkpNqk`8VU^o*nvaP?TUS<-7+VN1{;^F`2EbMIz8|4c<r_~1pL1qUmq
zVW*tQ$x1?{jaJUe8=T3Pk*A!=cbR9L2|~Q&Ocr(H^hU3b&y$buJvWK{o!cSgzAAgN
z5#Y!LQy=y@uU-y@&1*$vEUaESc%(?jL4vhM%=<myz7`vz#V0Gk%LMp>so#!4_uO<<
zg~^8yRE=yLQoQ9h!{=X@#AYoX3iaWJbj=rIZq><y-+~P`FE!+yxT^~8UU~cV-lewG
zLGp&wo%<O3`Imdy=_fY=FBoJwjf}Q=G_Cc??d~ytamQufw$c6`H{9USvfTjoqV0}*
z+B+;cRu@VIe~(Y&5Py%riNm22GpPs2J}bOMx?-X3O&yuM&{kc9ZYeyaFBJ(`>i|Jt
zdfdq4o5F~_m|&)LX{~MfUjLT4DQD(W9F#LQx#7s`Y<h*u_-DtdFGn9*I>H!iLxvwJ
zYPDf9DG%IGfxo({-%<;tFLsc*GlJX}aRU93-rON#yAY%@vPE#`WNTL{GEQClq%qjW
zmuKx3X4!eFSE2D#uOkJP#sD*n%x$au<C53CZL*WSw(eSgO``oSa<3v9$y$g691I5C
zIC8<YO7qNf%>|CUT0L<A=Ju65$>l6#;4?wS;|sho$O!v`3<P>1$Ov}?83^-IkP#Nk
zc1~WO>^&xGl6|{Pyq&Hj7n+S!hQdk%T;T|oGj%kDb@BZa3(!hMci`k!D*0_}V4Q`R
z=wD(0n`x%9Of%IR^vMgdht<<`*vaNBCHMLlH+!u?YD<Qh>9ZBL-!W#c1Fipu!}fUy
zUA!GEQy935^XR$VzA}LlLq|f>WpP(wziDPxp@Pk;Pv3?8q+N-|{S~iTi~BFaeYHft
z<sI=agUnMh&MTy46t~FO?w2vbyCmbK6w9k?BQ(Y=$WnQ~1Gei5tyN5RRkBLA&{Hhw
z9b4xYH$;<&<K?{nFteh2@Dp#y{keVSs}EtX4eTU7Y`!MRRVb6I_sC4u*{~-EhQK?y
zRU^tcKRr@c+#6-ArB==G0%2YVFT!wmA^LFz#5@&Otmaf+UI$Duy=Xpc`W@K4s+TuR
zUR4513nVDq)1a(IYW(Up1J^8jO)*Q({q2R;k-WaXfB|YIr!rhlH3a@2npCOE-1+C*
zU@X-dDJ5}_-uc%Bcqnp{u#i@fai#>WUk{sa;l(?0bw9b&mxBMRmF7J;@KwHn9`72>
zWuQh*6)V(qKXvjcg-(Ek#gyt&vU_zCzr}5Z`<{KB7-620aKf#l{aq5a`z4IvE=hPP
zp$h8SMT{}iglY?Hx47T1$R{c(-tM)?e%P*wz9~ki=S}e<a@z(&$TK$BF9x7NURz)y
zgxd^2!yfF8h)Lh`ukXl>#PqX^vzCp{f`zz*t75GYzcWAYaRp}5MqttCO;onRJsKBF
zU~4R3E7+#4{PO}liVgiFnhXpkZmkW(et8e%Ee6Z&{7NT`uhrzYLH9j*$3V+znRh+P
zRZ9{pedFG(B`bZ~jCvr@^Xj38)kF040zqEU0L4H$zl)_~I%M_Ki*^!O#2w6YPUU2#
zjcA*kO0@f(3W7W3RO0HD6f%MSLLKDIfAV!+xS70Knd-uiRC)F;7KdGQ0LuB?M(O<H
z5`0e=d<=CLeEd2(+6hnA>mUCuCn}TdVFx<e3~ywWten&cdb{n*D5lUq%HQ8brK(+2
z`tUNg!p^hFz%D9wy)I2>V^~{wLMr_aU=X@F&t&#sqwAO(BF~q`q_=m8+zYv3q^T)*
z5WTepEQpW6pMSj~G<kvp^nzoS)6CtMi)iQ}31jm!fTygo8LZORWX(0cTFP6jPV!TG
zn8}*m#2c)Gm|HW+(n+rGmF1p#Y>A{{_m>zHHP5UTnCD}Zq|M6S<mbIG_k}3mC0~kA
z=Fr0q^2GoJAYY45y7=h89zAsb3y;aZv5@(L(wEWFBfiF^!o%@TAmA#^?7X+-o>|D8
ze_B$%av-~~keM6=`h`Zw+wah2oMkcml`CnoinCPC;j+%CQeV`HnNgH{&&fzh$|x#X
zNdJ9y&_<HSrUah*ohISK9(K@3nyTyRq(;!0%z`zNgQ7<h3sWT)ss8OM_!OBTi3OV!
zMamv_h@K3=Ke<8nW=d!G(D&2ltH=}bkEEICR*}n<_KUWtLFQ%>r|zdd|4>Et_9O<d
zTTKE%aY@_=^M61VCmWtWr4}V~&KoAPI7eNlT+QMlx&QOx1)#HP{O{Uh%bj81(dQPA
zHQaqx4`*)jn9?i~H{JY~nR`2?+U|W0I_zQY7(B+U1ITM$eNjEmu%OI&WNGwz!fxa|
zafi6kjmgo<Mgc434<)(O-O=rw9kkET7|LyT>>U<l9O*1$seghzl8&AiHG<Aj>ji4?
zs+gfwteCz}kxdFYYN=NCtyc=}m-}RdA!>3!r%rni9N%uwa<{kJgIC2!E$G0`!~T;p
z--M3l31oi$#f`u-##}0H@BN6<;5nMD5{4*`0NhvfDegkH{Az9|T=k{y$<avP!GjxQ
zZ=Tz6d+7U%m9HXC$knsYUXiP{9IYj4khytoN8L|-{-KH-?MVz^_qK@0Y3BY_m4^Sx
z#3aDl>3%w=!+S?nT7Cxto^?9~FX(mz;BV$+ya~CRGcbMzfL?SnN-ri2k|qtm)RQW*
zNvXSEA-S)TZnPSmWS$=e3+U+QZ?w{*xL(<%Wy`ekmvGY>8w?pX9Ye@{r6wa4zq9}{
zr_@X)Jcf-1POkFe>hOx8A~z0cIp&VZ=3kfKJFdsmipdijL~lL4dcTE!UhIjxs=DqK
z`-ao;ZK;Fg4XH=}G4}H>R|HZ|ZUDX^_2{`cYJ?n4=bMH+k&`Fmjdoni9jzUVIY+=}
zt+|$4tV`Rd_rcd}x|Un|Iy{;Ee4zvUbQ81PB628+4>r<-vUr>?vK)1JAZeBDnUj~*
z+lba1q#fuUzk@n`th3~C6FDSty3sFT=Oq4LK=<T4W5QO^qUcv+z6Tu}OY_u)8c7=>
z-m;7L55;O89-OH&m!Y2Y4|w$b7U-^Z<@M5z%DI0>PrQ0<cCgz}3%=-Zf6Ff3H(9Hl
z=mL;;;yq#(b(_5X%ASO_oDt@$oE6vnyA%2RE7e`>7;>|kDVd?FA?EI~?AAKgbU?KP
zmJTTYcy9Bwqtyr<-ZntWUf0HD6{{29M((%Yle5+baIgk~zAno)j_WpIndf@%1$nT1
z;sVUfvTSY|W(>Udq|gii^B3rDivPNI+TWJfn80t2IBp_-FJUI&`^(5opa&t(#(6#D
zj{oBVJb-y2zFSk~M}T<gi<uU6_H{SuN2@W$i`I5iQK3t1flZ;B@hzH`c8q-A75E?C
z)DteAQGS~q?vIJ&7WywZK;NEcP)abZjr_l0y0msU9U4ZN-x;3bUX^OJzryygYJN3(
z12w(0We(5d{ta%jIWke_d(4yMT%3IiI(>&v*pG?>g5EHXJJ8{hgJ^gpfx!>tzJqe_
zrM|jdYH$^DUNq88eU%kl?pyhzwS?V?Yx3(L>H*(B#tbS+Ti%KKNBSG(z2Pb-BXxwm
zQF5>ml=_C7px&741O`aXG0SP@{tcKIn4&|;Dveu+Q|M|tZ^GK_g^U-)K7*96QvcVl
zJdi&1gdD7fu*JL8_X>la8*=fa@Sw}W!+T_Ak-Ssfwt_M6*+?*bg@+-#C!n(8u0Ze~
zz;4HZbKqz!wS}As10nM1DA0;Kqd<UtAqcc$&y%*%ja3D1Uh;dC2FmZPm+jgF<yOFY
z3$E=X|G31KTc(XnY?kb&&~y6!F?Jovs^ed71fJRVuPwJ|VT2!UD-g6A9$!5uzO2Oo
zK}$4TDUP~PyQv?7gtUig4-rMbR&2MRW9>@8k=s29Tjvyi4xKgbcc9abpM<SYbg`Wo
zbx1B;9g+Zb<?4}2)2OD|(LM;<E>8Fg+)1_cE>9oW?3O+Vr>@DehuFpY85lK<-fe@h
zOl`u~S@KqKFSS9m#f&hw+8`V#=A||WYp$b47;>`>g4=~V#N2;|Z8*wIOy8__`pLNX
zZrpN^5c0f#j0<BKoMW6rhJDNuGUE^dWU-yK`(n&FLWFkS55~m@W2+lY#(rKc)JJ4}
zNok()&b=GuHCL&Ze2FI1ZtY^Oa}5m%81|6Y9;3!G0v+hIi!;x$kx-`X$YM&asld_{
z%&8sR#+2L#wRZ8l<R~~fDVV6Wx3lCX43o=+Dl92`Cv5eaGU}jT=PdW2!-2KAMtlKc
zAF$%LXnNxdO~|xgaIc=*+rH4Rk}rLsljN|P+xxyy41N9!wKsmD2>ZepYBxL+lVtM6
zJSX(*<#&9fV67xF$$OxM*v$dgmZh<L<OSfjdJ6;?c=<iACZt9A1rE`3+;W<`lT$=d
z?fq28_n8m%#^NNX7Ra@CZY!IpG(4{GN>X|_XpI)%CJyh3$qJ5yYtkX%Ib<33Aouq6
zILdtTBFyc!0_(Z0Aw%5gsG<(EGx_+}M6D}!Wx|4=H}pt`7w?@V2yVy_^ntCN|2{ex
zUXkk0!JQMJud<^Lm&(-fRpLh28Fe>IC*B+Wz3QI0f27fO$z9*4?q5e=Q1@@MFK9c0
z&MajUsJ3r-!aTp3S6u!}4oUvHoK1*f(a&^523akU&1Z_Gr^vDy&(Z*Z=_{;)LjQXE
zJN_TcOkt86&<Qu>7S290(^x2(ojGsFC%BCu!)q^QP}YHERtwC-A^54yUfdMWdbd3U
z|1$AR2tJ97hTuKqsSq4tZhwHv1S|w!<32<9!am2+KEDSS9PYfB`<D%@a*a+w=_sr;
z3q`^F;}ZFmvCE02jxrD%mwN<*nT6JB7<wF8MKZ;Zah1TBTNNqIcByZKHlkiZ`2+^2
z1w*SAXrajTa3^$NBvo9~IDi!7<5MffnRb)-xP_Y>Fg&PDddc}RInoIj>HWflof4Z#
zbl$y;pu?Fj>4SJ;Bj{YAM{{0g4F7#Uk5P(znMdN7@^w>DOT?Ws{U+7om>`yTNoRC|
zO=ru$3fv1nEE!#R&;rC<MTEP>uqx(OZr;+4gneWH;T~b@Ef16}CHW#ZT2E-I3c$^k
z6BMQ@TdE0xRui7weR#nkFNnJvtJ-F)>MK+Ul$@AG(fr$zxTqu8Ddr$-J6Qc9b-#)r
zF5zlXMR-fiOtO^kzZOFu2XDoGS(Vjz7$UGRB)BEsR?PROiQBQ>Uq<GFJcOC4<q0gt
z3yYNmPbvvdWK7nVO7CZ6ErSfLLa(F5(u@A?I;L+S|F#5P+ApAmjCG;cdKlS!0oe%R
zQhsp}W=5g8_qtJVD9)=@M2hqR<C9{Sx2TcR>yn#It*(EEEzjzKbkHSiBRq(H{T|gY
zx^eT<dXYT9ByJ<WEOt0Yx8w_bU?b>djB2^f4x`ZEC@t0TklKoD4eY|g&O;hE#VtD$
zh@(81brc{szW8vA8=Ru0XSULH3qK3a58#ZEqspxb`iYI8x9Y;yGE4v0)kVD5?nGO?
zKkw9Ty@cCRYYcc=t@YaQTT7oOiD7-#OE-y{dW;}9S9t{i>hTKn`56?|k0<b)pb7MS
z+T04CGBFALw)*jCmlo=_<0g!GI&LbM;kZe31E#ME8Yo(~A|-^GJUzRBMM`V5XQWkp
zeZKhm#`S_wugDn7VaWd6BYiR=J;3Bjh$`=S_rbmAu6a}J9cOC~ttLmY4`?GD27Xm)
zH44sri0D(DBFcSY1L(~_i97!~Ds?Qbmi4CSgWFZy%8U7Usmjx1*t1rL_F3d@^IrzX
zR?`S|Svo&W&c;te=y*Orhks6N1f6+!w3adE>nbDOt9SyYuLT=5B?!5=5u>5o-z9#(
zT%xJclfXLMPt2(@g3LUO21t|FsLv0fh)SNskfg8u)mtRpO$l1j$Vp5(4!1=kK`g!G
zGGPcrJQ;?R#BdlQ`tb+A+)Qx2K;n;%ockem^hB9Msm!CQL73%E=GG!eA?RDbQqNbr
zA}=>);gvD}xa2M}M!7;x=64TnC*t?n4aQCmA|-H_vdDh}UaC^t6S&NCYykar_JMiI
z8)Zi?vS?3gsw$FB#P{rLBA?$#=zZ1MlBu<>h+Q)F7mLU^Nkb;R4TW|)?)GR$bo|MT
za6=9HW7I36PPjix`a47&Zxl7cJtyk8p(QR5$MegJK)1Gy7`1~P^*vTMPc%wOE`wi~
z<_P2zbCBZwGzYe@I{*7=o1Blc=z1L8PhT++WbI#~4i+O9@3IB8z>O)35hM!#rH0T;
zpA(r!$2Zt}1H<#%RN<!hM5-GD!>_Zi1cv_zJQElq^wWW1k9{#PgxJ?azF=8s)AKJc
zrY?;aY_kKt->dCOFW_%~d7#WPB2@{-14WuEOZ|RM9q2Eo!ydW6T!Pfs$JIU5z?3?<
zA@c-AsB>BHf0yZA!CXpsgFZ3FncLXQO(Wi%W66ild_h~?I5u>Vbzr<^{&h*b^!T2x
zI+aSDh|_^)gt}D&;-bPg)J9El8&dI3%v$MxfZLP!<ji^EC%LB%2*+kBZz|^GI^X7(
zrJJGorKPxQQ|m`!c@?sOfCpORN1<nAoNy15cZ-bU9Wq9MS7f}hYWw^X)#Gd!GwBu9
zZU-%#wA;WW?Im(fvt|dxA}uy3F+L#H&f0x5_(0gNVctjCkGx$~F-UqwL)b5~D&^3(
z!qAt}c1av#DAV@$<as#nzsqo5U>2N?@y`TL=a;GNUBQ!5cLYxe^@=kusJ8}Bf1kS@
zJbjRRCY#B@7hU=D@;dLS>E#c*1-COp9R!o(mZUkKnr<Tz)Jv+>-Epp28lGa#`QZJ~
zMvxEi7Z{;tCa6nrI}P45(!tYMB#qoZ`UXlxwjMCjT*FTObxHinU7VeWtkbH97jq)k
zT0zv8>K<2t-;M0W^<gYP$OBDAZ=h!yU|f*RB+*vPPP*9yrm}O(N#dn)`kJkJ3p~<a
zK1Mw$<pf-3FuSB2?~pPAyd>qdJW;vp;132(@<i)DK-;v*57cm%P1f=bn~YFT+vHW`
zwoOKm7i_YYYoVvI*9Jd}$(e+nZU-)4EP`wLkUaZC&OQ2B>sA4;tsK&{@A?Ug0FPO>
z5$fK0Oh@<Wx^!yw>|-u~tuia-Lea{AHiMlM)pktsxP0&i6Cvi2FK;KZ)}%O^a8>kw
z8`%qSQDyf*<oVv9hC(M~+N82sq5XPm5Tn-!`ijIikTdH2FOavj{Bz_BjfdJ?Cr>bR
z>dXBeXtc+(>C#VXZSQdDdwNsbo*m&{^6YU-e~s4H(P;<4ll(=QJ=ECDbhT+bx3_0<
zU(R|1uUwuTr>7cj<PL12-)Xo?ejOZK`Q*vKQX==W<Z=@^I0YN%B7+kfLFd*obNfW@
z&=?)75_=k5k~O+j^J{GLk4x+=Cw$2s+q5>=i+=;0l*|&f_I{R}zsWjA4l25*=qEOU
z&W(F>Th5jRFWzf-;yuC?cbB5rrTybA)&ASWO`V=ZhIM+WiL9;52r_fAg?r@RihX_x
zMX&M$854D536!}>*6qxgZe1|>(u|T6Tn5+cU@?xHJfVeb<2Ecz7vzL?Vh+wh+^tdS
z5?$YnZs@J5Uu;O`+r`~o3vdm%Ppu}4M7GAQVTrdDX@8lxw<N3;VoxH=O~}1H2F=(S
zVP?!U8**&rK4bI3PW#eM_k?}5(^h>#+R`f3Xtz1?Zh|a55_oW<r1{q+^2%$YthV(X
zyfz<xnquaTcyC44f^-&U+;njnVQwx5W4B>%gf@cc^9vZE77VSLrbUY()qJr}n=Nv+
zuiT6i+={iMF3@f$C<OX~en1-$K=6SDlq~qd-n$UVvAe`=<UhiG_?k#}=A7UNe7jTG
zddc~k5v}>JpWo6KCz-a0s2bXum28o^8LO6n4M}1ST<yYlk^2d*A=jS5k>E}vvj?Pk
zWH}W(5#RU(MxeQJjpkC^W%XzlCNFB8xPO$gcj<`T!QIsEuad)+$(E8&lEX@Fw_HhY
zsyc$sRdXDu>UPIls-;Dp2RVW-IOr8^0mrGT`(}^8TT)~h?fgIz?G?9f%RrJ=b@=@%
zio7RhdfiL0+XepFnD$f_ukMOz!(A~g20kAbh8ttre}bKhX%YB#Osm+N9XDvrBQ!27
zV<;@+xbO-5yvhS>E_}1nZ78#B?r)(JvYtCeP19xjN|&XdIxI%odCn@gnq$tX{2=t)
zT8>Dn+hs+f!^|8O^X#GW5pei~wyst~rT6RH4IK-;j&A-6b^dX|?c|=*-=r1k(C*Z-
z`(<+M^f%F%gl*D@%{S5U9uu;I=7Ei%Gr64O?D!Zyc3zBzEb02U(KWb376!04YiNM$
z)H*bYZqs?^;6d!`u7EAr|H1dg$Z?|sTSq%Bak)j}aD#~_OW03r1f4r%&b{_5DvWrq
z-ifw)j^C=@c7e8~*BI}-UfW^47F~s&m9gBz+$+7c6d6Hg>Jia_ioDic;%Fh_fjp@m
z1bRt7%=^34*FfsTCJDk;pYGRyTM^W^k;D5-+Rf1EtIR;}Kr3cKn3<0dj+xdjCg+%|
z_zG?D6?TQ)X!bXIq}|bJPj;cC<M7FIr#63C9(j)Q>XCk1^2UW`m?%jZFu|HMU-nJl
zt~!&3qX#WO%w+(U+oLo@jUDGQqB?3Cl6II1-N)&hrk+y!Ef<E#Tv<X+lV;z<Mw3NB
zqK}gq;AY;j4fF1Ii_BY^lCWuUexu0sZJP2uZ1mZzsVD$8vzjepdZKr{nR#*z_lZ3x
za``z`X*<djo3v5w^E=+I&u20I@~hmaF>JX_0KDxseT2N`7WUKm7E10)C4UPq802Yj
z!(AJmCSy@OUYulkAKuu7-UmaURlVQSwLykd)uSf~A-|fFUF6XFq#;TB*|s6SE_4Xp
z(mRm{wu1HLyHc0hn{t_rma6C$e9wN_8ARSC)iio<qlT<orS<QuX9?^iaubmA_4(H&
za#&nxqvb`+5~3DwyXe(4Gq~BIDec63geUGUX$QF>Dr}1!LBERJSWM(QzzuCO`Gtna
zIcRw^w9IP_uKTnVC6-WKjdk?2(i7B{{;%pNaT>i4)9Ar|kX;LsWhU;lwg+Lqs5l{4
zcas~T1L=BrP($b(wVtM4hzie7)87@K1an(dh>=gnCtdP|sPNlDUx*6-1*vmUA;LZ%
z6~0G@b4~JO`J$c^yJO#Y*5yvGU}@jl5FRPBOyg_aDO~2EB>%WXF0Ssx$^Jlhah>wp
z*!_k(<B8LJ5(C&w=X5zBWij*xV{QX=Lg^e<9?X^Ho0<hqc1Etxo-U#aTPhQdj9wnl
z=iABmz)@~8x_#EfrzOs|ZQMcb$%JmAR=I-%A#Yg1P0E5gAboK_9%64eASPcPMF$gR
z*DOz{3f#2{wU>n1vk5aTdWNt^>iQ~m3|_o#QdbM;y=sta*C&oNLfX5;9p!2@s3m8F
zdS1>^F11vJaGC7_1>KxrV0XALLboz}D($i~QG(}GvKypuH?C<k7}btFL*zo)E4upY
z;9BT9zzV6E6ac?yH#awO1GW*`l9GfjOA;OKHnLto?o4twg23}z6!M-}Dw-wUX7u+>
z;x2GA?3*M;gQqp*cD#onPse-FEV{yGpoc)u2YS)0H8uu+S&H=Q3nv7<N1r<@kvvmh
zAiz13oi5LNn(aorc7e>d>+(~~&JQzB4Immp*1!D{BiQXD+qs6&EG~?R8)=SF)y{wQ
z+hn3&;93F(kK1vrs~y*IJ>`m;jFKPBCY^qs<K}ex4Y!+)IFyZ&^z_6Zr~VmqO|C4&
zpCj!1C(sX%bA1=a6kWV)xKsD4c}jIdv$CKoZkGoA=bz%!uS@h@m4)krf`;I)Zr*Vj
z?;v`wvJl#p1zjb)JH;Kva%G_<XM}oM&RynCG!?^TSW9Bat>YowI*>8wx6Ca+c`}!;
z2Rr>_6btu7+YWLP7&O%-u$#EP*Y=Emow?-_|1>k>3lZj7U)WLQe)1LlwU-zb^ELV6
zwzTj301q*fg|si%owM`u@}-hXzC==HyXs5gML8@)E#6M=scB|#Hi2${%Z=vGiI4(Y
zr?PO@Kx;-n(vM4Sx14=hdN1K%Hco)t@F>U|ZaaN)&5;^TqITNMO8mp*maGvlhs`$s
zg3L8-7&$*qj9k34Cu&~D=fBNFOuPQ}ew*>8ZxiF5*OPeLw>c^C50kgP&3{1V%(sb<
z&wrb7!wXpc!s}tgX_05wzW#lp)sbe1b)uJb*S#T@l$)v}tw;-jpO3WUj)h)lz*a4J
z_*Iz>dYQIs&86*Q)bF=Dn4qrCN1eR3RByH7eH100KPw$A-NBsPPP(Cm5f9ivme`J`
zXwmvoB@(bnSF|R@ya~FOp=t7V`T|C%x$}q2nw2pHL2ZaKhIRyKpK`TW(Wd~Qf3R5@
z=3;aHdC6|J%r-|-w0wYr@Ga3xw*!Ak^fDji)#5(U?|4&aOCDrzNIvWKr|8eWU*UWn
z<OqJNbgY@B#-r@Lm+f3kDmRYn^h&HHWmZD;R@4UO3QhiL3H*8pv2JRuE?MQ2cte`P
z0hs@5`XO$eA<sSa7VpT6*^?L*bzqs*0yCH-t5%YHXmxq;Vr!V9#Cnq4j#eP<>0qVc
zw$m<%i&^GG{!w&3bOGSoM%*}oMJ`HgNg)XTiyip~2o8H*)xqxEDCs9^)A}2s1tpd~
z^o+RW&Qkh7sdtQ)3s>s-FEaw(o_(_1(TE}Xe%@BC#<WStvx<<a1h6<&DNacY1=cIT
zmh7QFa7`Mx#gMNd;U?r>+7?KmFdQZ@OpBSffh_Y}+D5h_{Q@J@<es0moXH!JaX0om
zQiV{Z3hpObQNbD~kvK|lu{N!lD6_V(ku+#Lfe~mTVd;0!&Ph0d{wSqxldxafvfLCf
z!c0qO<^!<j-{+NcJwcaf<uq;o6s)TwY4b<`6xlnb7J7(d6<(}fT_GI~3HafsXQ1s4
z=6<F{wz2=>BFycs=bTlwk5P?*kH-~Rk+r`mtk7bASOF1FM-^J!5LL_x84W75SSeuh
zQ3XIv6B3C96-y$11SMqxWlNhp$-7r2+8LB+mB9o>R>Jo$H3hCVLz}p?+_Q8k*2S>H
zHT(nQhnd!7!qJ!6-+OdsQ?3tOC2xekdubpKIhTjXa*ZQD@0Qvv0f)#fMaw@fiS-h(
zCdz&An!mvO-d1a(*a_HJI}Ocuu(HrI9jscE(b5YTq2@NqGp|Q`#eHNdRcxB?t5{iK
zC!YyC8#y-mr-c~3mJDhk>x(c4F-YB7%C5x@?m1y6<ocm#udtW$!nUkI=!UGdR3E@T
z|5QbW_&`Ru1xG6vXeWHjiF%uvjyJfLFC$NRmN{nFvBbBI1u%7O&jL_$?<xUwENd4<
zqptD+MZUnd<bvZ}(GF<#IGSomDNTZ@bF?FrYy0LkMA0<H$WG*ey&Y<D_B>%5>p*n)
z*>e;fd^seR<d+&i=Rzl@$jjqTw+EYQ2rr-gu&M$#E<zm%oMViXd&}0|)W%$$D>=A9
z_LkJO+=4$X_Jmy*f47R=ZfJFCOC3aSol!HNgFpXtMNIVoN9db9W?W>o9i6f3nOods
z*8QDk9U-5#>V7z488Pd9bS`d*m{s>%+Cj)j>Wh3%@`PQ^vUle@Nq?M_PSAJgSoXpD
znP;*5vy%61$b}VPeF)V<Qzn1(Q4;1xfNL0oVhA-26s_2Bk;3>|)<w7QTk4Uf&oT5R
zfhX)AY3v;W*S85Ap<WXBj`M2Kiff1PG<*ICZ(*lz*3}{4^UYdS#Hl-OdcQ>eaS6Os
z6_ioP`pG&ky_#Z{?4hr%&{|m13wHpgJ7oxT+f7RLrrK6+BS<Cl#SDO7+nPNyUpU4*
z?H}`Z=)!jQXx&-`h19DG)InaS)F*hQx1!bMqA07>q5t&-rinKHxFq&#GX*k_QB-X%
z;;&O1;mIV#FEN1491l=jrwfn1FePha<3s$Nb5o+!Z1?s{WHsAS?6|PC(nryZP;=KA
zh1Kr^CL<&lG0|aUCsuCLnTvQ|y^`;Fo1qeG?e;NqGETflx)pDcvEDCZgm+2Cdg)D!
z92xuNMWCraaXV;%u1V95Knbh#alQeO-XxB0EdUKMHl4}eMLxn$Re6$-n)v|a%gjG_
zxos=35yW@=!Xm^>z%04rZA0MQ;FI%t`3toBU7lMEK5e|tLp_Z}hqsxu>MhtEixCVH
zftJ9svBDA0S*s0>&M)Syp_#KzG3Q|Ie(2*H6jjbzgrD!Jneej&w_Cv*@#m3pSEY^L
z+O#Tmg&2YCB4X4!|F{H?J7)YvUeo?k7x$Ce#Aeyq2N<5+%jt3A1D^VtgWP&OO>g85
z$;0f#vSjYGF$jVe*S8GW_LZYr17=&k;dwy8i#2_js5|<o+S!(@U|s9s2rEz1R~NsO
zY*~3t1SEvpTpY}L_Yvkv87JU65!fYTy<f%%?vjkxk}WST4TuVZChbo`@1R|AjTyVF
zDsA<Q-rndL=g?6@SD@eF80X+ozv%6qei2}wcZ=TM=@t?6HDy`pOK|bpm+&+zU1e#c
zWoFM;+VeNQ>2J=a(6V#LDLd<M=u?qjYo#Esas@0xJmz!8u))vL+G^m~Kl;o_mzDr-
z78$PpUC;?>AGUxy((Zg<Tc^K^jvI0Ekb7XK-Fvg>@}uaU%o3(6e#wX<>?1~e2pzQH
z`WhH23>-4y%Q`MPUuD9i@8w%nJIFQS=I8iT=00-sJDg>fpJ8r)fC%*b2N>j1O4j`H
zAmWKHFUYl2EL{4Ql>&955i{8jK(jGZhNkuRO(9dzw}eap@JhrK)-Jh3a+0zj2CxP9
z?7YHjup5c$a{Ec;_GCqF$GN_V)9mmaeV7Rw+VC}5kDl7_t(XSqC-7MCwN8ApobdoR
z)}!$FV#!f>tQTL?A;Kp&0?+N0X2;XV)TTQzT{V?ypHdlLVduH({=~FpM~`XeY;bGi
z>7*9*Bu1#ot}+#N(Bk`}8<I}Ehl_OgNqWZ%M_b+qJ010QpJP7%YDG-)<XwT5)6kt*
zBr01i$;nT?mXgYg?YOL(F<hT7H5&2tx?#*zTZ<>Fzz*Dy7VrVc%{v@Ha6Q#5_td*O
zd6sz*gOcW%)dKT$Jd!k7>3CB(64hPd$Q(E7&<pMxq7jIFIvDA&!;^tbGy=eLqk#$w
zMxxqMgAbOb456^y<I*SeH>><%$~A3~vL?4k1q!Z2>~0Mc>@IrRHy3w|P>Db)Bu{9B
zoM|~K@$CXWY9Q<597*YOiKjf1C&P+`q^<hV?f}>1x`j@AUc&d$K^sZ7J|5i0&a?AI
zl4W1X*bJSXesUx5T*l@(BYA`HQ#w(ty7J)&%R@zPoQBc~cFh5Ori^aOY77z=Ji!ro
zn!m*z&`64Wm2?9AQBvF|>A191tSMmxnkGNt1F+{Gs7Tcwpa^ZVuo<|FZ6madBq#p$
z^Oh3lEMYEX3uR}n6=E@EJ3PF&dUy*lx3@P-$z6ru(Wh3oHC%gE4dHHaj|Z??T;0}k
z>0d_ftZr+&@;PSAlN08-)oqLq2dKF`M<Xu0C++^5NURc^SX#WEyc-FQ-k~J$MrW;B
z#i~HbrSBH2awgCoX>ycXZ`tTf#@)`Em4eC5_sESPZ)m^N5IRS#7pSr8X1<;k%1=?b
za8(}KRAFK7zN!>_L(gT*%W8{<R`Fw;N73;G{DbJ&fiu#*n6Qnv(^6;cIFD{u-q0jj
zc>3f<;7MA*?%y1eIG%^q;Ym!-Be7ym$L5fg!(71atB`6_9!BnhKEOfv=0(;m_{f^)
ztIQK}^|G^B=8G9wOV%KC>jta(1oru-Dsr<YGQi!+%@miL4MBGgzO-CVBBrs`PS3M;
zv7B)^5c0Ig89xm#`mSb9%BZI)kmpXmFg^yLCcQ{rU@m4!#19u$<_WI&`o<N5U@vIK
zd%YmZZ$1y}@+@T5=Q36masK5@l1GGtc=eb)*#de18}CqPSepl-yB>wSG`)ZkY8o(c
zX#vl>uvoad+ZV%6JligbGePe5Y1RWu%5C-pOXPmvgBxUT21{`Z{<PQ=c2!^9EA}0$
ztlCls(OcU{MEo56`L}yTPfv0Lzj>!Ja?#TWJ9g!}ZN@Wr`5e60ipM=yzMIAzLZ7$g
zanF@+#-;=CG(eG{Nsk*$<LMd7IK`KGK8Y=F#tyPN3FBY&<MK$_W%Xl2OPIJyk^PTW
zD7m3yASkj@@u1emO_PU@l9LYDgsrXqN6-U#P(85qS<gh!F9vZFIyS>c9vhShmbN;)
zWfzU}Qrt1aA$Tlo34(?#nf}qs>&wZJ@P0yvcuqQ^Lo*+xHVjP$Sqr>qPk)Qu61QuM
zdzD;t<(y!TC`H~PXS*~C)s`><e3h^&*L|zIn9n~@-H(njH)}lXj`9)c{`xd>bT)N4
z<W;y8vJA4@%_u$B=RjjuwKf_eJneE2KfxOax!IV`owMIdZ3G!s_$5Xq9X>DVX7rSG
zS=<#oEe(e=QPUi8_zZD7TKdz-?I;OCo(_`2k}Kh&BY=4&I0|cpVI><4Bz{)XPTeKz
zcK=A-IVY2)(-d5KKifIyE9f}hIoIsMAgc09ji9$%<dxvIa`OLzm2{WJcp?6dg_PHp
zR9vvwG)vcVy&EGa@@{%SYZFlLYaz<-Acu2CL;3&@Zk@K&A?yONgSRk~ePfCDk>^gy
zdlNdC=jw(f2X$p2@fy_f-pQ0^f?ESS6+0^^%6xz(UKOocp$+<)cLj)dz*nv!H<iP+
z6Wjyb_*>+>Wrbc_-UxRq&yAqG?T(iZt*$-&AUX#vr=h#!*RmCncuJZRtI6?e>d&=%
zACdgmPjj8GVv*qW9J3u}p387G$#8X%;dY3bhrGZ&aV&#_!BbLYrSFQJ!fmk=#62H6
zg&RXB0DUHM3O7bhbJE^Kz7{wk(q4$0!j`8;EgQ4q(^~F0e{&1{kqV1ec~w{BB6Q2E
z-gCp^v>vSEo`D2YRauKv_&qu^Enf251%BvLl~puo<L@(jIq9y=d|gc&f^GJs!X>s%
z<{SoxEzBTzz}|fwvE~Q4wci#wMo!iuB<e>x+$R^ikzsQ#8|K`D(EnZcI526$J@8(%
z^5Iy4J1u4(A~kI^H(MTj?KMq{5O%|VDlRP^BJb9{TY^rsRd%*d(2Fm=O%Wr&jZ9b@
zP{eC5zD8X~CotyLi!Xb^a0t5hg41%1GM|3)H<@X_g4=e95b(4|^rL=7^j+asMcg57
zyFh?g>_+WB<}t1hfnD%?e(f>O$VT_%v>Io7aJ#Hk5Oigs)bcq@qsyhfy5AbY$vOYF
z1deOKWD&8JKTie0n9b*z54RT^3hi)cIJOw0#)@XT@+Dq9n)gd?Wq>vDl2d6zxvkj2
zZAjD8L9Nq`42ZnZv%iBJ1t(|A6SYn!GUjA%!Z5j9Kqrsu30p-qEA(CHVD#@Vq3Q2n
z(0lX|pL2_*H@?usOnc7uexdrdFBBu6|3dX`U+ARFVKvwHeW8;=--W*Ng(B!HU#Q;k
zj7oX{f2k*>p56S8uM}+FZ$yY0ysQxK3=pl|g58c2L2`2gIXXSYhKnG3RVLvM-P{6y
z2A%b=`>(Ed;5lr$Q(H(n;XLgbNXrCtTFP{2%nQ}Fw&lKGi=ltiFS4!X-mG8f-qEgJ
zevo((X0j79k{kkJ^<rhgj+L}jX=JkBwxTvZtSx(??@V^b%c?eInDXQX*)PKgR*60A
z3v!p)h(~*y+?~8l?jZYB?)=F3e)jXPS9ts<Hvr#|yX8m5N7%ayndov+@#BQ~aZXWU
z>1=l;AmeiKPfJ|2h8s&?bHYXlxODD{8xGnFD@j0-L63|FfNdo^+}zl1W>uECpS)jX
z2E)IWU(X+(DxYko{JLa)rCVR|!MJw>{f&Evkeluu4*STN=wIYf?rhHnx#yKcS4!f9
z`0*)BErAu#d&!-6sCpRPj>JYsL5yDNV+i_R;0`1)$jlMt4qxLoWQEET8Np_V<uq|4
zGkA)oFnqc)eD1Iyxx!N%`prS%;EJFkN09Wb+P!iFXXm&NyH~GFNz@3rV2ITMF{m3>
zsw%d2M~vz!WaHz~KBmg@?MZ1I39V0T5WTepOUaw)MNi%d_(xiQm%P1P+85dsG|1ds
zHzq!Seg2(_^yP^RaJSMIt~fsi-OmT=H3#95zLdmLb^W5`20*GgTECdSkj|nEYaw7}
zl!7@)vYVRJvNQ1!`vKIgoPcSD+Ko*13_o$dirlM8UY+>)?FF;u#3kzzy%~1megBO>
z^Zt7Qw%e`aXuhIK1J~iL!_jQT2B{a~XjvP%Ga4n-d9BBLBNw>+B9`_S`7Ob}rlu~v
z2ORe9d)#RClpZHJp_N0y11*YumYlRGKA{2dR^68y8(T*g*V2uu3f8GtQRl{h@+fqK
z3f4ZhQ<(ho61+$V+$_4T&yAko2>exBs8N|G#~%u+ZTv>3g1fKL1NKnB-A4-*{hn-w
zEHQs@BkUwc*J=-QFC1wJI)PRX1A7G>7SouPgb`>`-HYJ^u;(ABNM4?x0Bx(sC343O
zhM>Dz(K34{a%rxo%${V8N6-^yuW#`X?w-ZF58Bd0OfO)Nx@v(6!_+f<3aYAn*c4#r
zo-@LWR6dm9d?L-p!&_(GRSa^9?tzOSUqtL2=LuO}=Vz)*RU4(zsag|i;DE@O-3lKn
zX18RP$w|{EFTzY6pS}sU9cEmmoM@}M(q1XY9Z^P8*a$lHfgfbHbR*@9cLiGB4BfPK
znV3Ad%-A}~+Kwp4Y+YMHS|$%6@0dIYyJ_;^=UXzE`HKy)6K5EQxhED>ren7>Sc>6U
zZYmGVMcwbdj;_?~mvhNKE{XMgJx>_2ndpE`XDcz_Ydkv4JGY!j1s&=`o663LnbgQY
zZYAfq$sk^47W2~n7`F~&2Z|P=d;$Fg_pHT^mb5n6bYw(6d-ck6D<T`QnM=v0G9a%~
zs+}GwP>!g0qE1_MAoA;pXFUpT{5&|(@dT}f`7StGXVQVJa87z&w9~$0Zxr6y+>1ls
ztK$jyM@Dm#j{Ey`93r1q6@Q<Oe-#|e6xtdNkY6-BTWdtax170(=GwDtCzYI#%X#wm
zUel?nV_E9-xGO2Ibift{!<~q7^ob*eg@;{D&TS@G8{;G}*Hg9^n6y|Y*wg_B0CU}M
zW}dWrPFTvSQ!jBs!fkXbyB*R6w+=QFn*7}<6P6Mh$pwB=h~;MGc3y*Vzt3wR?3Fd}
zOm;IVbIx|Wfmd<`zM1083jVY3OrG;O_?0pV*|GVHjj#&_THOro=rNCnhxDHEriGjR
zAj)w~%z<Ld9sLXR6)#gC|HI!T2g{d|T;V#Q6#||+`bb^A?KbbBCcTqSVt`sO#4B=c
zmH(=a@er!_QYn5%Wr{PtDnMH=bh}uh=&hyve>WPeUbxA2t3++G37jKW!{Elvq8||!
zSvQ!teOlHAu{TOoVHiHHu#;sY2e*nCyZ9Qk4k})JW%#7P=kNDML$;RNA1mau`Mn?y
z3r;>%?y{%}ss+#EX=r$02PrUgI5NBood$*nwif=oQXi-b#!J=2A?$cVE{{H*Z?+XY
zq5epFlc@c;mWaM)L(J2fz0BNH>95MU*Ot-NWB~cv6BQ(;$tz1B&kv!V_HmOkCdhIY
zxm)-1u3h&ladQ!;8$xMrpu<t#usE9}>&jn{Uq${881<2)YhOM_eY(v5o!e+zGc)E!
z5j%Yu^8rPCt^e6gB7VR4xRu15pIy*vNsMHpJ1JJQg2`WIq17<6aZ|P7X6AxXUsp_z
zOFGU$w^9}aT6~_C$yGil;+an1{L$2FD;y@`+E)kWscs#)Rn_yMS=A%Z(jxB#fgA0i
z{#wc{>!`H6_(2~h(ew1tC)r6Tnz++g6~JEmL(4hDA#QvUOjna&&(dC3<c&$N`_zTr
zC9e)!JbNk0QDi%KsI4e@C`)k{y7LbwPR?5Vq{U^ExPAw2|0FrFdWqJWS>o^!Vmh&r
zXj38x5x>6>F|QJRf9Nm%(9ANE&f5E^qasUo(+iX_@;U5PK*um&A)tdXQWgayJvUHC
zy4(}64*`RQO9VGSm*G+Z)<XYr=tHOFrLy4>XnbypXP$T6j9MpVnj7v^Yd<0E=D<u-
zyCL>zMcK#RQt~geW7X)UrUT^SZM&y}z~_7Tq%_yrSBx9!P#r`@ukzNhUdE;G&cm^u
z<Xz<YkWw?`o22$TsL|V#&B$*OJbV(o831D7_*vdDaPV2H83s<0$4{c4!DKxZ<{@^$
zK&!3L^#+b8Xn*bDYf_8iW5T-t&K)RY4(Ane=N}i`>XqtRGrji2k|V+i+j|3|cVd+L
z(Mf?JVT-Rz{XcAFOCZP9&(Bj&vxhJYKiPa6f~w}I#d99H{4fJx$2DhE0{uRf+Hqh#
zkST+MI<=T%<O5Y=mOQS6vnG(BFm=P{Nw+DnS1CP2AJ*u}CfkEt&5Qoi^v8#)F9CUg
z=*3%hHLdZo^R##QJ`*UNMcDg&+O@aH)`y89&wrS<^I>)#$eQ2dq?ogf9)u24(5=sK
zQqUiQX1+cITD(P83;Nu7+9O*eUbLT+^F&WsJAOTx$y?2MBqjM^#7_i){m>Po#^><%
zQ@5hlKQ3z~UY(@Q$~%ZX^~_F-X}`b#wRp>{_A+0$=_^yMqVYdz0qa2?%bOO+B3=~*
zcOFbo@K+wJ#Voqkfo^6y!4Y`zmRv261Fs^o61Ysy3$bE00TQ@n7dldGEtZyWkyXM^
zU=UiX%fUXY%^vI-StsPfJ?i^pt@q0sgl@@Nh!0?&f2txDc_IVcf}@qww4L}=n(I{@
z=L`jvPIs@%ut&gXr-(LdH>zBH562yr4*+f*iIe5ShrSb<%m^mn5D@6*s5<AwH#3vG
z<;nZEnOpw*{OW>R^xu;8g4#{^@4o9sxO=YqKIqf=zhb;!V33*)@Pu*diA-FQ<re3;
zL!Wlcl(^Em?zuxQBDJ(xT(3-NsN8x-t{qD0Ed=~|R&qG-!6{MU(kHL@5nytQ<;glI
zTW(9{7%E`Ys{P?M90no{4j55>W^yelq1lu!LVG!9)aZ81lNsT@PDSzg$Qbm%5#37U
z$F~^0sL)M-L~hymp3)n!V{0uPe0Xq!?5zV-+U}w6XD3&YC*&V#?R_F&%TAiI2BBNB
z7V-nw=b!48o%|vL+|66Xl1oy?p!*Ybo*u$^Mx!ONRNZ66Qghe7Xl2)!#cN+>P?un(
zbZ&~6TYI>jm^4jhT8j~v;&mUAuUBOH&%M%<NmzLwY|Di|zPGUG!X@hsjl0E#Biua~
zejoH11QdCRCD!ddHAzY2Fz`eis%34|#2JN_q*8_HD_M$maGIs4S!-(34pwDQUh@rJ
zPbQ(#F)#a<c^%109;^Uw>q(wF;Wb2zoglW=^+Nxn^Himg<zYR<xRs0W=?UWMt9wQI
zF3g@F_T<RXgBl@+PnL{g17WhS&ITPS9=)uPO@u03hP%%cY1zfDJ(!TO<|i-$O_z$Q
zJ+LzpPM}rgezS!2ehDMcM8Z;j0M^p>{}<>At(>OqUS_@8wv&{E5)-yfvPQz%VcXU>
zYX~%amSmW?8?=#ob1z;HniiAUP?M*gxzOc(r5R~aTh<P8zFr|Wd$r-*o}$QpUYCz>
zo*XoK@FL9QWN&1B9n0#Lx^S(p?gQymXi*iliO4s|o>PyNZfv<zNtPBpu|f1!eMsp&
z^nDk2m3Ts~%0pWv?$!=gHbo6Gw?r+~2e8k-RN)Js$N+b%6vwUC*$UmXd?zt^_M5SM
zlC>sIZ?}91^Bc<tvAQ_r4lO-c=}Wc1f%Bhz5O{V!Z*-BCxZ>|)PZ82-12kqwW;<{G
zaY=1g8~&mv{Y3|IdWoLImc!IW&#$+2frR|&D17uFdSkd_9A4TLcyg;efeTDs#P_Im
zaCEZMl`oo~5c#;R7Me^<9GR`n>pfzH?0|xj_Dn^|(SnkD6-2EaJ|wGxDO-3FZcq+G
zzV?=n0yj@gbb&oN&fxNKhHnA`dp+n}xNt=e>sw~Lb%$r(rN#;MN0k*MNR5rfgdA^B
zV+eUxE8-1m{7vBQj8apH0pjb~En_hyj!VJ5bC<5*yhfrAyr#c1hqiRpNqH{Ztw5Co
z27EL(NmZ3&yjW>sj=p(lYX+EW>)HyeNH;@1w3RN0^ntksG&4`yD+eg@r26C>WR+3u
z5NmI&wUviFzA(3xhe$R;^J--Tu$h8P63b!WW(v}8XJ{rL81%I)9)_u#Q9MB1$~q8g
z@daEa-T0i4rwSL&UYjp8Cga*EJErSt3>mC4AO5bfU_MGpt)yG=ceE?m>m6sDbZlMC
zngX{U1t*iw89Ggv^uaGzvn1yO@1Q1m$deeL7Te{F6y>C#y`E`S>M>hliivoQtZrvE
z-RP>z)7y1uB^;6RkCky2TLrxX94u^kaxgGqyTcqzqLb7bM3-R&zBJw$T%hXGsBe7~
z{_vLe;w|+j;pg|R2}urF1odOpZ_9pxewh^=@blHcs4r@CZu(-kC;g!bIw&;>9>&4v
zPmTLX@2RS+=>WLcPmC`_vbBa6lO1oNuQfaF$`FgbTe}nTk5b|u?T+_p_Z)Z_2j8vT
z0JzvsjBej;>NbLWDdnNM9d~TsC0z%<$a6ZP*+W_*<o&vyYS;BjTp0y&je}`0uKMqS
zSUjX<>&l*!Uq$ZqM+i$w|B2QHgt$5zqC9goWG^jE#2%yotzb}BbirUA<(kx--(9dP
zNsVN~yr6bC!e&}C3oeGqWmq{h+DvTz8TeLWgTY^2`Dfvo#O8DGEBmCqy{w3My2lRt
z_1YHm%sfVpR|7?}8c3*f1MzG%F#ovZ)>}?L$&0hJagyBmkCM~(a+_{#K{BuFfsXT<
z_h4J{H1<FSu!;ASZilG<151LsiU7s48?yW&Q?t)(NihAkq+agROTJT+MVUWo2jwjG
zI5(cTH_B?H`808dyrX`KowRg<@G`EzlcU$_Q4{<p;1AbXH;5Di4;}c%#!tCJ-MhV6
zLXsiSBY-}ufwF=QKpzfUFQKg>VWvbyk9NnpR^l`SEszGoH@I#JHwdyrE}4>C{{v)<
zw?*!z*1`Hqkwij5hDW4$=6$N1V5{oLMpf?Cqu#fVaH<SI3;qG&M%=b4Lo)6?dn{1T
zC^91AOSR8?Op(_b_kz1ltlCkXfDJ`l>3?d*cPA<7zZj11B<t{^Tmx>#c9Y1g3crDF
zm)g57uNl_ON_t$>GR{%A;<-Og%>;57HT)Jcrq=ydC?e@!UIhAD{NP%l){(2AIRrAD
zul0|~r=4=^dI>E@U3L*L(~3=eCAD^;d%=*CpNZN#HAznAC=qhw7RaL@2SQXn5CV}m
z7VUnJ{P-^A<-2r~<R*$y^zp;eQfN!h^rVYO=h$t@8v*O*n8&32;}Y1cxkp1f@ef{`
zPJcnn@Y#wt%u3FsSY)F^LUxBSnG|)Edt=;l2MK~D9e(LHoQU({{uK8SQ^!k8tsw43
zcE~)Tk7+jgn%DRu6EdAG*!x9pxV+o`EHUtF4M7frGim}At=r$`q|iUj-uyoQ3Ar=h
zD8hbCe9=#I%aLhvDejjU0$-E%^vg^;jy<u-%cGnxJ=K9poQPxFcN<%g>>N9{5rk*Q
z<H06-GnR$eJF)CEJO0q#3TEffvr3P#ue`HIeche~p<nGvWD06S;O`4+QPe$XB1MKd
zLH6aHz6j_ydzCbnyh_LwUb67!ywZmfU$uG*ac>GzlCHUgYqXgba`*@`iAoY~y3aQ&
z<#4}VNKJd^v<g4LV^SvbKu&xD)`$}J3Hmiy@OreU#?TYBu8F+{l$f!|`Nt)<T0hlI
z;=BXdWCJ&ct%kA9Y|nc*EFFnF4y&;s@Q;#fNlr1C^Vaou$-%UM_6w&$)ZnJstqD8y
z9Nln8M-3j>2)ej~dD^BV+8<^0T{gwuV^e0a)iCyMoAOVPH*Lz7$(L-(Bzt!4>w3Oq
zQxJ6VE#}iQ6%~>PFDCECndbN@yOPd-(hb)(h#%);g{`{hKc(c(ysHX&$5f%BQ-wC~
zOz{dOr@4X&pCz~SR^CA!JVgFQXj0dC@~$w;X=dn~Y!(^Lk1~Y2iVR@`cC*%ifzQ_(
z!umrFQ*xLUdH5uGv+^)2^G)Pf(Xw5EK+x&<p8h0syAtuYq0fRw;o^Pa;y+K_y>Ci-
z>XKJacZ4h@&D+OkPu&Je8`sXqO5)7(sauBvn{NPX>cbPPK!L*-fK4DP{7zPYw|QNY
zn^qbj25qyb_Hx<uXqr0~%TF%K1(!mX<L7mR>)3%jvAe^Iqu{tlxdU91uqjcS+_&@h
zMJ`FoYjS6R{I1N=WS!2*s(3hYOj~GWUVf0-NJV`3$@?W{xbPRMlpu9TnVQ%G!?B*N
z{8`GqV;ngIFG*6MeoSs2nL_6)Q7k(1u5PgUANec~ZX-3we*G-Bh#e)@<fhC)eZDDt
zksLKBjx@h0{}b}0*c7=n@q_4^^cp>}5p=Pix$|V*G$;x4NBY|g%F=WxV@W2NVM}7i
zEs5xw5Da?$L$oWJ(Y765Mea8<w2a0ivf?_Q_cFJw1;Q*o4tpA#qJr=Q{i=k~0<Z|?
za;Q3$e+hUl@OBCc%qv0uX-U1OY)#%}60?*ppy1}4;D!_!GPIlnFRuoEfSin<KA{nC
zj#(}+n@%I*rMPf@jZWQ_>4qiVR#gEbp3iW@S|4JoobacG+^!>hS<0R1pLPWSVWzcd
z`w`l9?ck5np0$U<ZHLlr4=cnb>R!E9S9hzed({6+;B2bjyKAc$-=P(yU8+uNx?Rwv
z$SAleU~aR?ZeaR`pI~)>fIrS^$S%7lCV<+|Uham^R$>_~m9G79=}q>02ao0T({5La
z72L6E+Hs)dn*AkbI1+7eAaQ9M3^OtRhSsPl3rwB|pR5RPt37NNc26%tRJC3lo=%;o
zhe~SEH4|DfdLgJHE47qTlNr$jo7y-bV6qsR5iif`r*dg>0Pq2dz_zABZ)0xc9E@Tl
zY}%eQtQe99-_h#W)(?oAl{JLyR|>Q(H9?rWYH~CBscpaLzu2Sl&SvdXI>I=^6TI}_
z!_H9hcG_=gO=|i?2%L8=5H#!)+s#QW*N9;EUE}TamUhy-$OomKHF;fCz=@1#99_3;
zQyn+uueMmOrWJDTiJKW#G`mu92e&2bmJe#<^moaj9#cy?kQ1}XZ){WCT#xA+ZaWQ5
z>R$<33ltn~jvWL?UA>{}z~o^K9fVH4OYQgQH)skSF@-1ZUuKS~It?L3+LdH$U||v4
z&0q`qzM{njY+6q^ppDTW__f6JL2ymfIzbz2X2IDnk_UJ5<fL;tQEQ=Rb>)-fDYBxw
zO~g;yT`?(i%e8afpf1Uz2x3xB>_3MtIwmE-()X;rCPlCCHf;$;Ja0=@h}%YFk{JFJ
z_2{Q4y4GV-Ek1(GnT<&?YbEd349;HsY39@16c0vE-Y-LUo;@2m*hyT@2W-t`v|R#j
zCSPAges40`S=S^mn!FUicAU7GZehgJ=~e)QKzqNBxcd~-OtcVaQd1Rni$?SxVp=KI
zAEiB0w8FBv(y|R}#3t&lp-`4~`56D`H?ZaELZqB$IN+)(ru|9-N@~3<Kf5D-6Vt?T
znAqy6#kpw&zYOBUj}Oy=X1gTba7#7GUDkUO^O*<!ac&(2-HES?0i5^T;%!fgn$~Lt
zmGFqcJHBj_V>(?^udF4}74@r=#`yVauT+i<Q6_L7%_O`TX18*Qo$Sp`+-K<&V8^$J
z53_@tIYYdtx<=Tq!?vDzy5rHeDth8QJY~E`(T%)S(dXdJF#8>f4zbTFI>5f7=m7h)
zq8qtm`;iWp?MGHl%3Mo5D)b5e=~Q&r3$Mv}mb}set4cK2s&45*2cxEQ$F$Eu)`wkl
zSN#mI@t*)DMUVvRg+hP@Lu%$pdm*4ADdUrKkX7!{1N7;+k<{exO<8qQQe!q;duZo2
zv*2+UyqVjelP&EGXA+*%mN)QHEy1_aoPPtJ$#oF;ORl3emg@Ah9c;(Z{xUo8^o%|7
zHF?i^^TRQQ#_4lKadRhKcNHx+pr~k@oY~MOr=-!fgADSY0QY1>F+qojfY*o5%Ot_v
zPEBr9Jc$8n!4R*=8C=Pusbc4=%GrLC86Lkfhvq4_-?7$)EK56}%{(|~N8W&&rBf!B
zG&m=6@AWJ_zdDV_mvRli)bfP>I!W;N@ej8tFK*LA_>B@F<2Ofj9;%%PM{Y15QKEWI
z_Ltn&&a1qokEbTQ*Lbx0U=7(BePDa<{uOjXl-)g)9Y8nlqO1jUyl@h)nr;yGM&X31
zh4bj+DQ8>36Y7t2`W7v*a$HM9U$g%@b4#Tm=2?~QF$0$zo4O1@PwTRkOYJTuT-KT-
z)+s3~?r_#1a<}@Y+SR|3S3<RU$xX!4)Xb_C;Iw~5)%lH+f1Fv8$@!C4Bg}$<HFv_2
z-i9YABw*N93^RAufm}11^Q-gmri{j#rOg_xRA!PGO=SvV#)tI!1DYw!B(=4})XfwC
zpl)R@f1H|0SP<$<!eT9!uUNCz5oP>kEBLST>j~PtgO*#Nn}t5pEc6lVyc)l|yU=jU
zn&``i-Li>H`%9(I#z}I?HGbZMZs<C)1KX$L%YF2^)<?L_{oImRlLs@vO?P^2k#(mr
z-}vfXSBhs#r7rsuk#|zZwI^1*OWl5!SdfHkYy^?vz~c=v*D2C*FpjKwOUOQ|SxLX?
z1ZBCUp5!KPy$5qKLOLw&k8vMa;k7lyLEPdkwVGD!9&?N|`*uI}aPQ~Vg_1aVkFjX)
zwN51cwgfKfNpT{gmdcZ4HUT>o{ya3fb)JB=@ECN*f~-Jy6}o=YeXW}rg(m9?FzWeg
zV_UBiG|d#pRYY>!PEM#u%aOO$`yXL%YB|IX`^jN;usYpR^+|FSN6{A=`)s%@%&{6F
z7aX#>6}cJyWn9{Au`~R0dc!MkI|{_er=!4vycq?e=|MXdoD@5kOum7adI`Q25Kc<|
z!|+U0h`@_?=xRaT!Nw@-uajgNBVUs@TIG2@ru;Ts1~RFaIv3?*HIy|k-eBirtU%v5
zTrmkL(9E*JmdcVw=LGFT{5QZO=~#@pWAUrt{~?-^zDi$xm9OoZqvUL8%cCz`Ei=@6
zs^4*YQ%<cftm@7`F0tK?)-FjFN*~ll##wS}hshV4jEDnD<o>l1Wt5(;NW8%pYxv}{
z;DLR%jUe~~1(lodk8jmpJSZmp%X2$lR~b_J?yKMRBTcB)q|MfkG%h_;HowkEWccfh
zy|1(Le%AabC!xaxw3vc!eTo?L<x~6+H1h!>(3cM|px<9y>UVMOy57ZnP|OqkX3gOB
zBrYFt!a^TZ6_0p15d-$)*1yi&3R%C*+^xg5g4Ic8AxEL79^IY2EV=#t0^c$>d^U5|
zX^6OEGK6*2uwLqck3Yrex)EV?eVqPf%|9+-U+n>YV$Z&C^k|R%vCbpFo$YZe!2cII
z$d+D4O7pRHO2|eIGf#LuCFywV$y)L1RLtauV?`0Z>7As9NVLlTK_dN7HH;+c)Hhcm
zXHBnL7p`;l9D4qFiEg)`YfY9hyud4ZE#K~acWwuD&x;60V5LZ{o`=B*qC}O*?l?}D
zWwkoacRCn)AD^RF_6~!Q-lqG&@W(d>-2eE<xuFMZ#oJP3>GFS&9I8zE^iE{<E39tT
zrP^uw7m=^f179JFo_}7V$6a4xtmJ-zSM<t2lFyXu_}$OZ`l?SZy*jGHf|Z^{0%N68
zIL5U|I`0_dn*GqGwjW+V$PE?Qgxs|tWS65)YCS1s)_)HXcTEV9@e8&h*72P~G35be
zeHZItF+ycA60LO9Vg$r*bHMrMCGgVOBwg(edE!>gS_RNhgdNnq7~j{oz_U8g092ZV
zC|}a&^3VyIyFosUGQv+12SSX8`Gdqjm`~^Cj{la#J|$+}PO#8ZcES@?e!^D7*M4?F
zYB)2o5miM|Edb82(o-`LAv0mP4~{;|2DfG=^hLJPUzqdM31lYX4(gVBZpTByS2wjy
zPD@A>Y80T#l5^6k(vPqSJdl<62eu9VyXXN%_vC{-xNZEZ*zxe09wK;QSL`~iDFXD}
zD9)^`@>8=SE3<NP8)8<xLCgvVY^z4H5SPpfd9HflR?J!}%&hn=)FWRfomg`}Y4=l_
z#v~e!xJb<?I0cV#*SAR)Y$fXS2rxs=ewriXBVQ)*M8D7#xel1h81BQoh5q>8QPmfk
z`7QlIE%Jr3s!nSmQEw_J&=UZ^+!egmU`4^(E&K`&0ID%`lPXbE*%eT-c7k(6G{1?j
zx}^3?;K8cO#6<B`^dT!lKh~u1ehQus09g1nGb2eA`$1ii>*zrD&pjX9Lw}f=>iHn%
zm@!Z@13e#b==tX*y4z%DbS?N3yrS2#L0|muz3hzJ!9S8|)Z1=FvNYuF!)URf@#)7U
z_`Xbo)-qEt6TXT*U}uQZ9N0Dj=wdtbh=Cym`Uh@>tRq%-%aBb2a}WJtV5*mqm_N}-
z4Gi)!!lLJ&ztFW1y9`V%_!GRM*AlFFdcT7o{!XK^G>|#c>JVrQCXwz{+t&B|;}Uy#
z-*X!~wT{rXC@T=~PO}aKZpDJeL{0k>Z7LqgDRg?52|{;Ex-JEs7CNyj^!#WCXnLk>
zY5Jhbpf<+Ix@30*V1kB@5h-S{;Q8kz_@3?!Ev=};p13Rayv_u%?a}O@@86`OX5|RO
zLZBfRvd@<;o+xyL?wL*Fr1RI^h$%Thjk8m*?DxpSPF!{)$Nmzk@#>qny`mglCH91^
zfK?Q4$55Ha%P}?R)jR1^w#b5wv_hLt!}Ki#$D4m%@~+fpwe-G{Y@)4*m3cSdYlYiG
z+A{~fG6(4k^HgR1iaDUckrZq9DM?W<9RTv;i@Y6!U`agTlitcHTHYYAv{ME_kP}4@
z*a|q;F5Vaf&l!Y4MR?n<9AxFiRQ!pNbTTLn1jnL12bh0b!mczQ21VXf4^n-E4KuXi
zBee9^r%fh7eiOH|e8`XvTAeRJq$7zGIPH!@g0Kwt(%-wNbtL2czr<bYR;P%TI|SYH
z!A8}NB9%#LFPT9ao>&p*pO?IDNii%5&L4^qYi6k$Nl~ar8Zz4b%sLVa{L9;A796Xb
zX6+8f8H#GoGX#;o`Cne=#KjY9GA&Zz1{y-jr6+SsPuS&kqe;45UPyC?PysEl7cEF{
zL6kK;$i2~mz|6RBV6BGpgRCl5>1JxAr3dBaow1?;ubK!UYhv21e(>tU>&-BS4>FSv
zE&=O9?q7q3);1j8nJiPuYh1%cJ*2}Pc`{+sJMTw7Ty$lNPwXyw%jGGzM^6xmlTMXn
zm$RDCAl{hRwaX<lvCDL|Xg(~yswOm5I@Kh<e$&)LqP-rG^VZwZHGP8p#qOdD4p>eD
z_kEzgxNLKf(njB)d#Yg#=dm@V)oZklcx?03i4HCk*mI_147%^TNm1>WxT2N{XaUb;
zZ5KW!XUK;;Q76<=R0S*KNtn&31x2<S93r_ckn(CX2`$|YY7Cmhp@~?h9bGfjVGlH7
zpIvo$J4Me?Ua)1WDXitk>09uv>^hPT$b!2I-%MUNDLCZGU6pYsMG>^u!3rqlX5^iJ
zUQ)Xax<b~_J#^(tp8FyYXKp{ot|Rd|1$P%-aL95Rx%(<&X_{!y6_G;FK5(J?DY$4m
z^!(eBH>~l7YAfVZz#U+&RL3aB7<J#HS5eb1a>Xqza*aYTK7A|nk&#o=k)jV_sEa|m
zG1-)yR+9A6tIpxbOP`oFyrj$9GrTbj11mL!Y)RGm;MHkSN|#w6Y50h6`^))BK$<CK
zHWL(88VAPFflI-6Vjo_+vcym1E_XBk4to^2S0WFUK|Ym2(~QN+?q$%Dmt<I$mh`n;
z(+%>9_Rx(han23;HFC>UN4G-j=;+hQFL0MyaI|uow%@rRE<QT@54u}In4XW;hI7%h
zIY{d@Tv8W}`l%3IUc^L<u>y`cUKK%HrJMHxy=k;CoJSs$Y{z3rN4wlItui$0Qwv!i
zE$eH$=#oplJy=hd+~>V6<J-g=I{w&S{IUHiaOb>8l~AXJhw%z54f<@YxP*EmwGowr
z`z7vTH<MEJ2}v6*sw_G|)2$b#)gAC2m^!!$cqy&(wxJsS!YuuJ_x1@^lTsj}5Kqo|
zSUC-=dU7?DD-I&p3+c4f<pHgcE-S_tSFbrbEa8?GEu%if+v7!4b_})WiVr=I4Lt}K
zS|#4SSzGRzY>XDH9uw6~IcJI-3@P&<t$Cigl0<-w824@$U=m6uTy5P9a@au(6asyf
zd8T_5@k%U%g^I?$t;xHwjnI`%dm?waTgOX2Bx_Ukli8<o&@l?DyC+My#FLh%j9ga_
z*HDjeVV2Q=bz;qVyxr(V$m&VqiQQ#yJ@Z-anQsUjDb4#TV>(>m`4B=E5-Hzvfu3`K
zm165<Vv_7<+Edy+<hGJ{&Kr(!Lr)2ZOY~PAk^X`%C9w3@D$jYwF>=5$%4#AYS5~MO
z*KXxamHKkC;Z2nozq7yki_EAy*OxwPKZhOmPy?T1khEZ!j@QMjf=Cbcb7`)hYdg9T
zzA7j`vAgWeRM34)=0=+;fz4_{`&O-i5?HPW#?n%kaqF5wqg9)idCCj865w#8HJ?H^
zg0!<1*j;wP5zA@fPL>#K-Gv=gs&8nzLHyDs&`4^Tc0XIaS(}xlHjtPvqdvsj;pNI+
zj6#n=_tRSw8ycZ5+)@d^mvh|#W6=GAb9J^eEi4n7b|vbt;9cm`nO%JYF0I_bn*RA;
z<?R%l$@z%{t1SkM7o5j{J71opT{(Gas<;44>A^3Ldj{S~ZA7R{@sqfV-E@B+k+jk7
z(tw>bLshT9wr`TzS71wd*H&56%P*&9s0*<4(4dsHoS)vve7NX9_2S9fg%%vFyivgV
z;-gb-Moa4RWVi2{^U(Cg+Ug|_O|Duc&{MiS+W&fAoSsJR`)Aq-_X4h{<=fTqmTL(Z
zrDZn!kb8sGl0x;9mgtf(>o|IB(7X&<q+<hi{32*gEXl;w!JF>)0nCl?XP6nk1zJ%{
zW!3fOpq`TTE^Y`r(pJfYd^o%cTOy~wGu{pz=|XEkw)H=OYgu2%OYWdWzQG{L-us_4
zITbv8T?6*w(mho#<SNaxuT{h*%<HozJ6qH_!t+gPK$)Ga26@8a7b<2ckkrYHLeHu)
z(TykW*O2k;YpQZAdG{K<@F9STqGqm7=xX_l+p;b>ri+fnr+D~7W2d;;MJYVDTU!}N
zHl`fZsb%3GAWzF)=(f8PyFynUdwkQ}wxYWf#)xWVocf8?WK2Z1YqQ|_=Owt>wK7gu
zVo%%^yK1$4HR|UXatA$XUk(Q(s%3pLEw`d;K%l+mire9De8uiJEn+1-Do^g3-GcRK
zZmsz!{lGd<aaji%tJRdi(4b-0fzsmR_&HhTOC{@X^OfX?fDfz#Wx?CWdtnnpKGcIc
zy~odx^V>jK@<r3G={C?4yFynHo7K#e?QNhV8uQ=4I?(E{@4+9da}^O<_Q#RupO@sj
zY<m!u+!J@jt{k|;Ai5p&BcWq8ZhFM&u?l3uO6W+7tnV-A!e1%vF*ApG@l)7*{KaCs
zCF?>jv8Of3=9}On)`bR+Cw7Idq5=cQzy*#Y>M~+oLS<ddPn1>U=%L7wyY&!hOU|x)
z%QEOn?lH$OG;(y{p{nTj&;x}Q6ROn`sbE2Oup{dP>B`PmCatSAcXLO9$==S=rW~}!
zi78?khl%ZUWyp~&lL<LZSkGX4GmI_uG<Vu<N2kI=GU1fFwVR<)(vqLikW?QcuhkFW
zTG-MeVeJ-ZK&we0o|kDK-yyxvjYyeQYFf}L&g-t|bR;@$^7P~cG*|89p^cxdc1Br^
zPzDofW-}Z}A<WatOeRepw0+{MF5g5<mn!>e6?j^>Pw$Zkr2g<`!8Xm{gI-$&ZmONi
ziMAqE#=V_TwR=eW8&j*;=rBQ1S*iw5qaj<D3Y99@r9;4ECGC^8Cbr@2noP5U6wk8K
z8t{7Gden3yI8ZJ&j@t-Mlf&@x8qO?%TOF&_>n={AvxOWUeaIMJ$sLW1;$bxO6gt0$
zokh26F+W)W^~A2wl@HMA1Fl5R!%uAxsO_^ptlj@pcV@|s<T|z;&^u|yz8O-@e*%x7
zbZ%&q4iRiziukA~yC2F}iG%|n+Gcw|+~KW1f92gf)!<tR6Kz9Wd-dPg=Xi$ny?xFu
zG`F})sGRYBuH?iro1noH#Wt%QHw|^_Lh3?XqUAq1mew!ef@q1=QJMO0<t4)ak?|9@
z0X9*#)5mg0piim<nTFh$23J0`X7`uOlyNt4o1{_Jd#0h4G0`@}#tYBKap|I2=D~%O
zs4#}3&G9s)Z<2e_WG^}203n9{qZCayT;7U0bHs+j^h4<)8FF7~nI?92B~sQ2mi`iP
zs4bmiYIPoW7}sY=4H0Ro&5>i;s}^6MV9(RKVhpzXL>vgvFI)G3TDx~+IM(YkYCIks
zDq3Ni@mi8~jvj$)PvZM2Y@o&oTYU26$tp^}@=__)DhFNmXrXKW=X>bNwht{4wY9KU
z{+GC;wu5~Wo|~%O1;)=0pL}%hu<ocrtw>sQMKxT1eD&wA$a}|A@IDO@Kfl0+TIY8k
zA8RVk(iU5xds|`maP=~-s3?+~I+UgUD?B>hJvy#}dBvpM0`3mTYyE|<zzN>}=Ep0w
zgdE~DvW_b$Z*8K*zCu-3{(KW!l=rp@l%q2H*m7Sj+3NKp*b@pON+V|lCiwx}3fl<=
zwGKgxK0`<+7xzK^Z3&NaN4s8Nhyd)=ODLCDhXW!WwkBY$z6dQ+4qWj|ygs$eNw768
zPBSm7Gu*L$(teNlLYZIwvj6FGyEDGJ!Zs=jk_(xciJL=2?&<v<SJ+TbEzqv6XIKJ9
ztrmeZ-=YM)MEwDJzzcXV>D%xZ8h*iUvcs2QQF3cV>`ay;S>|mxr8P48V*YX9=t<t=
z*On#ziHOeqAT;I-LhN3LsXSRi^A51X?Mna*4=vjO?<{vLQHXDq!-pPNyWw-Ta@`N?
zV5H#}wgawLl!kLVmfN^=61jYU?c1=Xkz)Hcw34?W`!sAkP1+;Imtpud8F8o<5<_tm
z*3z-I&O$^H?Uha>%e@chpa<_+g-rt`C^fdd0V)XZnB)ecYO{r^GZ+a14OTC}CN)W`
z(~3U8TI*lZ_Ppx#_L)}${D;*oOIBC|*6o2g_mFVJnrhdd(|e6q6Z}$tz^kxM+cS-}
z8TOqMaw_kZ23zYZ-+}37mrj6-OYRn*u}|iP+gv=aE=E7obuDmK<nK#9#auX?$)d0#
z)Bp1?pI{PvgoZ2mH1=(D<#@nL`x#yuY}1doYLVEX-4G%BxB#s)Y-}gu@HbG8^0)>9
z{6d^emQY_-eqv^#`ziex8);lY^5^<7Fw<G&H$gq;tM^&Ex=(wr**#PvIt2EYM^`cP
zl`In|;~`L|<MxKW9963tPWRN>*|CYvpQ5%F(=t!uj@m>?Jjb0~-RH({u#NFey$6cQ
zakXCQqWt5SusJrwd9VCqFvvF#v(Z9d=!V2xoQ1V$<9<PRVD&Prr1qng_2{qz4c=or
zV)lZf1lMnk)8Ee6t<eEmd=8m_@Kc^ROT_H315a$!^7uf)L^&}Vzr^kGJhxsi|G=g9
z%1qsJ$SvAaYqLM0BC>orc<m=}E9{uR2@O#wdXiXlnkqlojwa9yX1xo7zGQ2!y0HHn
zEoF1?$aaqna^Hd-r47AqHpo$iyn&VE!u=%e3M;meJUK_K>Z6cFQD2>L)Kyb6&f5mT
zcg5@@4(Q)r4v${`=O1LbvyF|a(qQ74cHk-`xQwS51P>0=6c5&hS6e;E2!(u|65?qW
zDhSzPaj(+idNm&;_n<>&dQpQy+&tM`hVP5qNH&q)HaqN+9=<MuViG`8wBzCdINc{|
zZnxJ-HXH`U<b5WAM|l(*aM@QeR5X2vFMG*u!{C{>GH%_gM`qUTn8W02@wk*+TLN~|
zyeqCuXSjDqxS{+b|7K)^*QyCOSua863c8+2`J7aZ64+tV^+DWGYe^Hh&G`e`Ty!Hg
z#<*xkOwFr4NSZo<7}n$ljl_1x9w*;wh6_Ei)?sXsx$fjC-l0W?-7ded9k9uga&F*u
z`|cuNwpI8x<3kyF+vrA;j43<5s*5qE^+&)l?~|U^qe0j2Lt@Tm+<{yIxY(HvyM?Sb
zkVjPn?6#+CR`#*99AKT5Z1!bp2=&LW$Y~Qf;%!G;)L99k`^oTA(1WtHf@L`b9B2*K
znxyqSw9`vzS7;F;;^eMG?FFfy3b!xnVfIzwol;7&MG>=lOKff<b_$Qs{L=QwTC%|9
zkesCkTDSLpNK0~xZ8c%o4!}yg{`Qr7Iy--9rgf{@1l@t_kOnX9iudQKy~;gq!pXT=
zTV)^j1RDF{cI*d?*SePjk4~?dJzQN?Om*#tlu-A>l%JzcuXznZri#;-g)OL&`L;&(
zI1<)S8};_~HCNGl!@FkmFicV}7cvI8qdKHsrj~q!=^|dT8N2tK<SvvA95UJs=QiV|
zrq7o?!YqXDpN8=SwBQSbTwUP}>w@OLK$dy&3(V+KEZwSc7ueB{V~@ne9w!BD6=V$_
zxJCsLGlzShUf3L(!#YpW9=G<Ojm<_n^9{;kC6n5Q`>NDVx82oh94s;FQGfdi?hgb@
zPHEdJ_W#aHqtsIzg-frkX6|nCVy~O^@cD7@xUnK($BG2xj`LRJYK%wWwvS=~Rs3hz
zp+ZRDj~VlS0p4WmyHRs<0pD*RxI93|4amR2-}+Lafcy(Cp&w26>kar}777bT)uKDq
zD2r1YNhpWb<^4&;F)(Z<w7(yx1X-SfnnD)DfiQdW_$d9Vob^03^B5b=d|?8(0Q+bz
zsJlIoeMsdL6H-kIdO!^GNDo?bsU1BsN2_n6#VrbdKzmvp1hd8WQD0l?KA@@^ZQ6j!
z3<D}oIqGj;!Sz14Q#Q6*P0&5L&S4l&87`ih1DCpXP;Zxt<*OBgCJ=Nxjval=%XLdG
zpW}p4Ndg0CpVN(BWfzV``)<b3U6AYaZf`GFx#O8PG#m!G|3|xntk;o;=?2}L?|NR&
z#%!P4$@V$SL%rOKTuoBKxCDKOTKxsogCIo1(W^%tEPfw*)Tw|$Nc^D&*dAIdGY&!=
z7lg3PD?vy!Pz3WoDGG@>SbZ0)Q_u+VKhO)>q$MH9UC`H-IW?UX)br-s&I%{$tl(y8
zQUe~3v?=IDrwO}5H`)yY5XS`|GuY$ji*`-sy_RHrYd6BqBe8KSd5;*{A&EDrBxIg=
zCC)HQ3^eo~t5lnX76q;6q1Ozw_g$M%xPZRsC6lx^&B}OS?lLY1e1b}7NBvl5mH8^4
z8X!|sES4`yZt%{GlROle&4vyiEn#p=F3F&w0!GACn;%p6J+mLBhCU}E)^w(0gsuA9
zTAB$tW~gOug$~@m+Pq)j2HKb_uVT{UPhdC9Cpjl^nQ|v+2rpKI-p~!YmK?)iM!hwD
zk-?u(lLXNd5&N9}0cse9%%t3AEbNOq>9uZ8L5p=87N7j`N_0E8`Um(%#@S4g3+rGp
zG<^%?Yw(7tL`O8EBd(=B(W6zqN9gqQkMD5-+r%`@ZT&{BN#Sy}$5*+=uEPnD%fX>a
zK+q3GACW5t*=!(-zDlc1_f;m{0vjJhU!~(d%V}}TRNOb6`L#@kht8Cw9K*DW*B`%7
zM|&m+guU|d5d<z^JEf<&quwERxr+oB(e+0q9>JVYO{s=fBk+k}aEe>%F=OhY!K7Mj
z<CHWSREqgJ&(miQN#S~S)%4DO_T2g(W`iMY4D$ynuc$#&2-)>-9b;w>2i=aHG~BjH
zKbG!ld{5dk{e~*XFR|#c6PQcFPQ<*v*%&j!<r(G5-x4&wDJ33<i>UBJOltqNkTsM`
z37God{&r|cuoAE>-fj%tYxD_dsY1hPkYC^i`sy%9-M#Y1OkeBsoR}p-cFl!QUw}<>
zBu&j;uY8%%H4U*FT(6Y*70B!8>Q}x=Ep&(2k60bc8aHR6-*EeNY&a%N$YiDk*kaFe
z2X^@qq2~C@+;Hd7URc9?iEo%Umi>EJlxXNAYv_VKE4e|=_;B2mI6lZK4Vl1F7iJeF
z-13l#<=zUJpvjhyYXCAY?o-$@y@sQUzr>;!0fbDJ37J^t^^nQfCU>S(n_i%Q55a9D
zZmo&JN@@O+%?@@$Lkv`!2-`U$LGQ~od79kYRR?J?+@l!PuVL$X?66D?89ySn_1f3h
zsHGnyB>aAvCFwJW`6}F{tKq3PT#be8$3<bN+!+iCdwP-L>orD%_5;0^eUKK$VF{VK
zP!_QDG<Mja#wVi>RkO#`a>bsa7FTORqt`^-Q0viC#(GApS>&}v!pXti0t!=u{)rB6
zXbFPr%<Pqk81PM>SG(9U4aq&i4dpv*kR|u1)B)nlcFAtVv{JZo=z-fH>#N=4pcGME
zFV~wSmKeIC7tplqer(M`;zCG4IxjFWb$}cboh011&dI^H6C$=X2{}#e(k!*!!j9ln
z3UZbRyAPKRVap61Y_j+zZm4}6=yYImkhA(>1f~vVj-xFqU0$}-_W5G!1P8&RVGM^x
zWOKmOfiEFk8@`4tvUNH`M!oV<(iEAgDUq+^M*S(;Vwu6rJxN>IZjR?_;xg*%<#ngk
zA_chSTD~`1L>>*~N~6HYC1&e?Y(71AK#w8TPrB-Hi!5leX7zXmS*jVP(PQFmm~|Sh
z>4}E%*>ggE-#(jcY8L7H5?$a+%1y6Q`vYt64upSy>+NkHYI4{!>wm1z64*``xQKHO
zcGTi)0+?W8RdG$YAs&(LXd8%uv|^=IorHCGcQnRu2SHAw!erbpW{Vn~!1@BR-B5?&
zm(~nkPzVt)XCZLNfiYzD$FH;-i?Wl0(n*csm4vn*0`T?(?pPlJKJ8Rd-P986C`eRP
zuul*}7VDRGNc`WUn0ra<HfZ1LZcw;4Jr~k|32@0h0&az@!85V7k7ZeRvGb^q+N73f
zO~@y31-gqdj;fBLC6?r2c}H=W81E@OX@|t^3l4DIhCT=%%g`!7@k9APYLR|@E8F#9
ztY8s3oJmYTe*;k${r>x@G1(m-d5Iylc!+G0T9%f8L9$=q20EKjT7s$bO%Y3gQ*ihK
zErzbwXNiyIazE%nMwd54O-3m|;6}tYM*(%8Hg+GRj-VQqIFDtm&f^Ld8S`siq{xbK
z)b1c{pOJt)5tNW9QL)eO6Y>`^8{_tn_Cy5%dI1R5#sy%mf-nOtO{&GFfDoK&iTkA5
zm5@J%obmDTz#SrApWiUd+ir$>5E?fpWb98g34=|^vm<el8`SOm`}O&w$k;XxBW4L~
z=P^<~0Xt5hz{f_c<rT9eT=q>jC*5%ZB{pxmsC7%MgDB<WKSK;tjlZ-*;>$cr@XWV1
zi7bjR16=Z|ue`4Cl?6|xz)Zzt=mGJgEwI8ULWB1(CH6^wKQz2f377(kA@tz!zX&aj
zfM72A7kE@*<l;5AE@Ih)1LWWfI-NUg!Zj_~&&|z4!)jpvx?Cu&Q)}yB#=-wM8~*`p
z2V1BLG7SxU4_jO_*Ug-R@No(?CCyxZ;F;G2?F}xIDQey4TeM2+-PQHSFW6C?YOe;(
zF4V5ixm=NpyWZZA@6DuvZpZj&uwD@PF>s-B`?ke;A@fq%F14G7URQ6N;&#-}*=e`i
z=;w48G{sZ>oS@p}FQF}03)p%Zd#9f>fL{Cf=u{q3i`9CLTCCN!?NeURYRB|*^2i%`
zTLa6BORQsirOuL>R%XyE<GVYZ2v7|yEhAvttF#0<eUcfnprp{nKaQFEPMj0W!lWYD
z=qK(>Qjr_7oPrg)!jz!<LKk?aE}{>~u#w?hA!hW`OQ07vzQL?t$%)$OI3|CUw4EmQ
zd50Jxy-J(&mxzVBoZ)$x7vl}f#TzX3#sEnMCs<z7UUlzqpV!|l9=l!g%OdE!UOLeV
zR}~YqCk<HuSF_-I*a3!~Ddv!1_pg^T*uuOA)Ty4pvz^sGGy73zh(*B4W=P|uAMg6)
zl4PkQ;|E~{Qc(K+X>b{H-BbBTGYYWxQ2;GHXnqegtU2^GgwEfSv{;`ZPI?m0>T?cE
z;K4F4U4R3%sOOK|PgEA(D3Z1#rdHvgCninjNipw_S4wDDzer<&)|vbXT*&7Vs@AdN
z)n1U2aq$zp7IR-u)|NNF>lk<iwX2|4u|@qn>L1Xy9%E=Wlf<7Kpy=wYWG%Qsa{I@B
z;AzX`X4?m@$*m2ot0wM--6bU|7<)V?dXT<re$a4z(Uixw{-LIx7i!4?DMq1Tv@cCx
zfw^jaz=t-?V)zy~3jChh2Nq6ZXq+f|&^E++xG<g>o}3e~aBrRsO*=uoC;)TISr97+
zZgE4-NPS?1vT|sh<BzYmE$6A-H1tkzf!8gGIau@ebDQk3jf2i6`!V;mxnozz-=Qfs
z!}3tV&RI)D-Z>f1m6Pw__742{FY}OFod*`5j=DHL(eR$UJdwORLVbCFLcqOxePX~Z
zzSMPngknYDdLI1x0)_B)=;a}b2K>wwilMA!ce<{RQ4EPUE>Vn>TV_IFr0Rdn4YyBT
zD(Nk)7M{-QuZ(pneeUX2S~@Xy$$fQc?91d*J92ex?7QePJ92q(to<s_of}Ihj$tuZ
z$HvqP*Sn4YbC<_j;*)2`2H;Zbhvm2@b7%eB{gM_I0JMTwwO&m2-3}>9K99q;n8<m#
zHs;hu3`JY>UPBRIO~?W`XF=X@>n-lkSP-499fJ1@<27>_camGY9x}qlcq?Apb#ctW
zM&>cbqVELT{S9-Iu%+hU0rPa^oY(aoa{>115%c7aTq$90nXkxO&x3F1H+RpxAwPG_
zJo$XWu`@T#hu90J!OswLcg-8(qesn0-=xsB!ws@u=7#&?qWMQejU_sZllDJU^J`Wv
zSjih*Gc`Jk&#<sJX0JdcDr@LhL`e2L+wciqt%3K+I^^v(ScdC-`y{L^->&iCi~8}V
zD=<rj0Rq#Bmyp?<xH5)SaRT->u0ZQaW*>K`VP3@7!HYDe?)zzuP>UN7a3^b;9wcIV
z(r5HS+94JdZWv0bwZc}iVJLA|8gQjd3id#fDMu*Y7G#%{1iSCkoThemC&`o`!%oz}
zgfY1~k1QlM8P@+1ZL)eyd^POpELS#~R1#Ti1Oqt)T^=uPPS)P|Gioggifp#H$lhHA
zMIRxS+UK0HV&wYgpxvoowC>xF(gwm@FJ5`Meh~hZ;MsI9Lib&Ap%uZ3kt<fDdk<=D
zcdW=8@^y(j1@S3SQ~WnZzj|TWFfH@-7nXw*(=T)P!qOk({!eaHnoA_w_9~ucA26@j
zO&}G|WNR>~SD=H+67W7+jVHjxHl=wn(j~Mtf%7(n<=(M|CPObAQP+K34SKf@@#4I8
zV$w`^2;3^z3|^7TA7RYRA>XbeHp9BXN=tqCof&kJD?5kKg=WxU4JlunLG=Myze|K<
zTuxh_y+p2Qpad?s%?{bVWI_zGrpaSKkQ7T0suF6TRn=d^9VGD_4(9w}ZGiRgB9~<r
zZ1cDq>uNkUHvQNXMz`@Utui-$0mxCES=EQx((psmI`h!%;+GqkBPa*)((;#YF$?b|
z+Gbac;BKPgl)|kGSeP(%_)IiiPmoQLb);O9DOse}M>3{R>MY3KswHe^-3PgKhMG7*
zhkpXxWP?4*>L-~z2ETqJIwsXLMJ`P>LBf}ya~4P(@;2;=wi|%G1B>?y`yF8MqY&E)
zjqN(z>`sSUGpG~oskTBmhG%T;2ojL@sp^lD!#?ImPmuYl(1p1sgSjReb?ClEquxjS
zj>|Ez#5*}A$Q%%Dd8p_y^5x^oP0M=YafO#x?d6Drk69|}bzpgxMyZSBQlry(ql3vd
z5tKiJ4QEzra_OQy+2)NNrde>Q6|r4&vR;z7o(JE{E(Odk>7V2}k$cI=fXydFE>16b
zuqK6>!uS!ldP{BYrY<%RMl>SXz&`rZ+J8>o!YME81$i=eHZZ-lfrk`Cc+vt=Vsw}=
z3|mhpETG0hV+<#lVM#Ip+qecDJ_wB|y%_32i*G@T4+^(;HdhV`8)kdPdE%_#L{^DN
zT<xe(IAu9GVE#I3iNr5?NVCzwqAlFWF38UQ3)qm7B;>kPc8J~C=u_A-oyH{uPvVB!
zT;+bT$B<cZ#6!<#s#StJx5eF2iMF|tqy@PfZhO7P*LgBKD@zoNI9F2N(@I{5_5kg;
zHx@6{JyBcSY)1=`?R5=cSF~4YkAMwh_QwZ$hvSwK$-N%#m4ycRWshPs8@baEpl`D<
z`xph>gUve<?j33v0VQIcYdQQqc0Wz@N^MrDrN+&|48SjN1D!5Bwl?YUC!lL4^D&2h
zA#rAfkZ;Zey7C!i6LF_hkgO1j>3RuI{rM~Vp%p^dQvJ)_vIi&IsS(2&dSOW>f$64w
zbg4HilA26pyKDeE|FMQP?Ce-f34Kl>&rv`w-Z#vH?_op#eJ0yt%#d3#z-Ap-W>qk?
z_lqj9Di;%q&T`q*IY|%PJ9dTBGBWd%J?w3&SDOTugj?rjFx1Oi2Z^mU8g`I9a2sS7
ztZWCF$tR%2=C1_RZSQaR$swS)wM5*B14o~ePpy8#`*Ba~2HnLh6uUk{KjSe|<1yV&
z#_LNpUn0<R*5|<Na8~M&$HZ6fle=XPUg$C78Tz4J(M^Ps=|hD_1MLqK$U7@WS9C*c
zx9p06zQ|wP2HCwmJz0tNQRUXeH-qI)>z}NfFi^5d(t1uS9D@5ZI;}HCfe-8!-3Osg
zyEF77o%W$I-j=>aRFEXoX~PhwMp1UsA{Nh+{?fL@A<Cqj;t6Kyr7nl&gHovp!YIl}
zEhqXExS2eErTZ$)2lM*{*iqcK0IkyrYT-H|4?`w|9BJ3h0(SD#*jnv?znTz&roTu4
z-k&4+D7a17?O9BCmPlN+?OLzc=4LhV2A&BOSko1U&xm`68xlSLV@7W6-*sD5u#cG$
z106((&RvziGvX7{uitV@9-04in)!`oNXEl`0b-6M<9~n~?y?qUx*zpTZX>iJv9TiM
zp|HfwX*UnPj_nQ1#8l+^O%Av_;|J7cm0HN$v=ROCBC~eyYzSxcrf{VN#|)k0<-O|3
zGX_|RAKm%^n<lK*Zg{{(_AN#S={{P+La*F^030^+5Hwwc8H0<B$TYanhS<i2&?9&S
z+vHj94VMm!$ttn-c8IMwUUN5ZXw1ix6?wH4WZ$Fvl$f(?j#TJ+htA-nnq*@;H-3T%
z)~x-BOSm|{O_y+emSBrN#5dS(V`q;EO=YP(!?IZtIHx0T$hF-ffA#1@{WvQ-FY^zR
z7xS09hgcYst9RUHL&b&B2=tl}aWyGp>^(`ZM^C}F=8sq#USrILo4G^MS;6VhB6VlF
zD9ZbdGk{I#mrh(=FAo}rO>*TSMmq8ja6`}<A6;@|Zn5c}<o-`?Ms#OJ+z`Bb(U{2O
zb9nBJm;@s2%1d2}3(~G-lR0tkgnmsZWn`fg6lwesUSS&BV%3pS@Az!2@>|Ua*B`$^
zAK3hxHQsD3G1MY8_aVNaW-N#-67f)5C+ZmO5;><MZ^*UYB9CDE?8El`{p2>Q-uT5a
zc^5-@#`w)@xG*Mh7(>OU`5Oz|y#rtWG^L@R>&)M5B8s)w=YcbJDVBEvmCxIffuvn7
zad98?Le=Zo?;c~~d`<xONYpXA6>>KX?)4TpI7ot~$JiLW9|t=IE)1el{}!`D@QWbI
zGH)@Kdm|dL7(~@vwqB98)pl0gJF#CAL}^(`Y$i)Ghb@asjBh%MV)y8k%y>Ai{HPmf
zdmxsw;Mg4%^VAx3o~HIYS)IDv>!qAmVyUzyZ&pWma&5NAEfn-(E$ICN<hHhjH8wDf
z$<@2B(rjqBFetGYOQnYu9AocEdOe78t~Gzl`6zvaTb7Woqjs+ec}1_XgzXnzawUmt
zX21uqIWT5wpw)$lowE{Z@hH|E)J>~%A$GOoJ5R0iG<8_VhE^9sesnU-tH>v@b%BKQ
zU$nuBo(T)$cJ^aRqOF6SD1=<QqW*I1Vy;!+$fcIJt<fI^Z|Vq7Xav_Tz3t@kXNYCd
zp9`v)ttnA9%GpRZ8L+iTY(Fz6Rx)R=J<Qkq&@9dOutlcNLst<2Q|tE%G;8{JXunJi
zZ(bsPJl2QQazAsPnl64p3zyZ!UWYNZ5;X;!Rt>V#&`(K2OYu9n(tz6JzQC)N^n$l{
zQ{>WzfbR@6F(bG3Zw)l-QYLMk?66G6UBSLCWHug)V3((K@u6s#%AJA*$JweA2lt@L
zLBPpNpkH~Ja?%^#^~+AyLZ@nl&2bET^&tNwx35pYrq9exO4@7tIn^k{_ys;`8)9Pw
z8Oh2wDeLtQF?-*Bh?Yv|2FC^M=tK0(<xAhZ$E`lHGY*zW5OE3;YIxRiD$NtSog9;c
z924=@9_$hGWgg+P=taAA*E(J_d`jM+*6SJ~1&;0KSYZ)ZTS2DDbD5@D%@*xoOU<k_
z-DPjyStbhd2$3r_Mtp5qccAM%C2Z3#%oO^qaBDNo?ZUdavx2^b0!?dC1mOKU;E2Gb
z*funqTujbi#FoZS@F=GO4JpnFw$mTPws16#kZaf02wQ!L*Bh9IeRP<)v?OPfKMURj
zQE5KU1igHBe~4L`W`#>=eN2_$;;eN2?JM$$MtwY=Re))kqX1gE5^)k*)D{QNfyeSm
zyCi6CaqS!E%SDbdY>&I}o~>mIqCSN!wbKzN1<N}(3Uoy65pUE3z~B*Ut%ZJ`R~%1k
z-4$+KT2c+(-c6B9xl?DLC1JG^xs*xOkOtJaIE2oRHjnZscyjS^Qu7E%yVfox*!o#`
zow94pW}4ZBRqBijPYSYI74=84yA4kiNq-YtYNNrqSh{l^*1*{o&pF)|2h*@Ozc5qx
z-jG{;3)tgXtw*b&ixNp+EROpucoR*><&-4!cJ6>nqiWM6LAo+%73FGJop5B$<|EJ%
z4;U8%XhhiJz<LT>x;Y8*)<jIZs#b)}4$9nu?Q*kT>#>1oUf5@_#R(8-wKk~))&gn2
z8o!V~$m?JpiCF8v#^-s(fwj`zbcvfJ=8fGHvJ^PAMp{(4o$@Ysh+0{XnQ97~oW{Ef
zlBp@~umX<6ICJDGpMwf+LH5)XKF02=0%x#AZPf{k9T5j>mxOKgG`88;6PI8lCe#E-
zUK00b!7V<)irFr9&y2zQRY}aIq&w8aYe-WQa4{!AK)omD9pI)&_keAHjTR-y;t6nR
zxyxhQY<Zzm@PXGz1=+~JZJWeIh<h0<*%_BNbzSJo8(sfI%G}I@b8lT9oO$X>!Qq%H
zLDzcM5WJ7}&VY+Y>w<3Vh_zvbo7Zm^d?Sj|xSWcR>Ej%6_vSB0ZX9NUTFRVTV^VpW
zdwilT7W#m!#UTkLPhZTo`YAEtkHJO3DXkk5`t2+ApZ03MHK-e5k2FEov)u!5D2gWa
zS>yzB1B7c!_&t_&Uw%GDE(}Lv7mnz$sJqWGGM^()z2V#wZmrd1L;RF}SgwiX9^S@&
zJXjlEo!^~dPU#4*@FI@3ZI-NrPH+>#M!}nai$R*B1nxlBuQJdASAe};gXa1v=BTCN
zN5m68G$v*Any}}kt@9T7YkH5UtHt~K$xG;DyU;00$or+&>4UoBb;1#i__TW?@P5a5
zVq&K$Y-#YMJL6YhV*y`cVZ~bCB4?#RKgtJs6*dVD(6eEa0%-rI*V?ZZ8|iawW2R)x
z3U!*Nj_cG|vNPr~Y+7=RbGYJg$#>z>SU37`DRFzQS?Z1OBVxEjTVI`9Q4PS>w_`U^
zlaobFS1PTJU`x$MGtwVY_q<JdJ$s$-spwA(J(TF_RYwZ3*ZHrfF4n`sP-`ylM7@N~
zX~-LHowmq5JQp9qlYm^T+c%My;HkBMv=-w-<U7F=HXdsGu!2MIK6qlLk>;?a5ua&o
z;Bw}Pv)yyt!q-^+hyKZ`me*LHeGh_ch~@S=1$_7VKONWJuZr6wSRzBn$pis*|Aw4}
zc5VY21~E;zs)T(GS{z8VZ?GK3)O{f3m<^LW^+rU3*OCfv`6BHYdQYEsc$)~y%8Fo0
z@P?V<6}7a7jPnk;f7v?0loz{p#o>&GKe0?a2H2A2e<*vqLanEv-PU%0*rrC%F-Hlw
z_>KF9T>CBZ0IM)*51c?z)c24}#1y-T$$v`NI}sB`dfNY*yOFG0BOSPO(-gKe%rm{s
zn@u;d%Ot0O#U*GTn|rUeJOw<2crHt>M{C6#7jMQN{E=>JNGlL??F$ibU!9KD=5y#?
z`_#9y2-q)2xS6v5J>bpJp<ieOuZ_2SX_On1nIo3v_X2b-({@*S<>Fy<Z3L?A+_iqx
zU%x`<{oO(qUR{J-bL}H+ocRjeMgo>M<Q-#;b=*g7z|28|W|(CmOTCNjRGDBASo`pH
z4-2=>WD0n~P^-pJ7cpmxMng$1MZa#@Ky!yF$zYCHYKZm<bgh|>z){lrbHHAE)ff18
zi1q!%jW$1Nk+|yoo6k?3A(n>HkP#!>T(sFIv=^eVBXG7E9ZIkVY;(lzdhyZrHp1?<
zDF@a*v&<pw*k@?8e)hd-8F>0XPD{+Pw549fcWO<<NUcp;`4H!T<wjaJ3*~hmO(%(3
z*Sj2-Hm}K;hH%74!)kV&YGqLZeicqD{W)}x1+Qm;QNVt=pp3KH_kcH6TP=js=?Jmd
zXg6CyT>m+GCDQK9JQjU({yhBYsjxdYg)B5E5O+-}jM)2QAglqr2i$8|2=~l`C;>UA
zB|_+RtL;Ls*0WZd`w-`VC#<$>tacw-CrN1SxI{uz?2ku^{l$^P+(V(RbpZjnHT91>
z*oA7Xx@v|Mpre*>A?rQFXs&;0r-JNsgjjB_8@2X*B0;G=bKP+NDc@SPWv*d*yKq11
z`~!CN7TnwqUY`EBEA*45NXQf0i7zByx7jvyx;>o^;l9Q>VCkfq!69ApGIUPubr#z1
z%=TlhJ)YSnnQ<xOkELO+G4{l4{~We(xDIB$3UZ`d8Y|M~-1-~tv;z*;e+#r(mG?)%
zZ8F%Npo&{hV{r8r+uW=t9+%lwVr|pM<h=uqd4^wT1lPg6UESkP5R1=<=WZnnwH{(9
zqV)PrM%@J3@lUbQyPZpF5cfSUi8~3o_<G%a<ZuHn{%&UZ>t$ZdiEqq_r7e>S<gAvz
zLEj3d!1Gx9v?wET^_JT#b4#gXXHHTtZ~yM0z#70gU}0dAO^V%3HA=QZ_?OfAN13r<
zE2j4sCFKuyXviUGnnW3ci@(YHz%yKwOpn8AUj!GL65T~6afsc2kB0dkdFl=K4#}O$
ztE~W<<JGtGHumGmioDu{v2x^e1Y7pH!MdsXp}jJ=oyz$2)pn){qxQFeCEO!uer#>m
znn#W&kcC@c4R$UUV(Z-!b^0VVG~y7ktwY^I>V9nF47D_Hie2F3may|Dxr+tCH7D+2
z@rK}vAvVjzQr_HJJYsEmwPaTuXQ}Uybk1<Lt^}D>pJ)tqvg=Mf;S$pHr}e_`oU@K_
zWS*FlRswEuxOW#fT$v|ktKt{sEe)D<?t-Q;#O_Ov?AR_#y%B^c44SB8#D*1F8+L5>
z7VIW=3bNP<X1eXCcvA^MnoTFZeJ2{p04aNgrRf4lFa1PnE0K+7k^B!`E?yyLmy7e{
zJB!PV!$y}v9etLN_mPO5CeK^okbbHc4+Y@rYs4jb%3bu7J|*g%=t*Jpl%A$<DC%xj
z*K*nS8Ek0?r8>hmn{;9=^&GJ5vb+aNT~9)HMJ1Ov0zQYkfz!*zGQB=g0Fe_R$Jzrh
z!tNK=+F5G1zUL%B+(g9nDD>B;#c@;Y;wC@DzF5}Ce1|;sdH|wuS1s{s>sJ&Tu=VZO
zP2A*VC9sLudJ0=O=ig+Ua`$GeLR`I_Re$`7yni`dIY^)uU~jVox)<{_v)ieDC44d#
zXsRl$NZZXz+vpu~d^8s7$A*Fhk$;xlCab#u%6y7^BY;xPmR<9(fkSY`5SwLUX~3si
z<F}fAVvY73x3Iy*ho%XtK6fK_P-e*tP3BrZ(P-xr$L6hv0Y@7i-7O<-)Q%4VdxaZc
zAB`<;gIM2B+$2<=v`AbF)#Hu89|Sj{IgsQ$P0yp8a~91waub6M^?vuH#e*S){3sI)
zu*FkhZ<s^evD3{)PxsL4F*v6l=3YS;$D&)cCfEkpXo*_0-{Tawyxt$0$(b5qHzP_(
zqS%3*3&WyrK5`+tIY;Fm_5Kk!TE6r-V6S58i~V*?e5oRdvwU}er$)D*&<I|)qP+PS
zj}Xhp3z~s+np{iGLsz8Jk#pxwqe6Z;1H5y-!g?Gp@XwC80efGPiLCXz1>EB;zGp|A
zki2p0X_|c9ZYSI6HW4Fry(%p;BYGKF8d>Wm4$*yN9VKyy<&0l!+)O$!oeq<Cg#4&8
zj<GL>c)67)bKp|r7gAqsG-LG3l{nmp)h*z$vD!u!XoF_Qe1cfI62~@c7ef0TRtYXE
zcK!7$^vjAFzpmN=CTC)(sgNPKVt~yKu+&uJ;<ZN>M8e!nf^kmf4f(pMj;>SaSyRn^
zf^)zV)4NR^qWjo7%3^EQTEF_3pwyAYI57WD(2w%Q7(BHq;#K|}xL3Hq>`~*;WAe+5
z3#{$C1H4&a_6t3Vv9BHnF`WRH8g1PeZQnk6t02eY>5&`b%?N#BR}Ki9kg1eD#Kt{l
zoXzHW<IeQ1YWA3=hh|SfgJzgzAxoW%Yc+Z`Bf@@)bKKGvBHQGy=?tmH)xb{DKg9Km
zJB`rc1hj*}%z|u#m0-W!mAQ^Br3Ujs$hLU-6=}OPjjcDh;Y>kg&Spv6r?^FiFTyaD
zp)6|-YRs*=jT~Ark>9L#3ymMH<e)`LRxQapaF-@;0&mg_59kJ5OFGSr(;u`abhr_>
z;8g=|q3#$i&yjLxPhbnZZJ1Bg920if5-(}E2-=C1dk$Ng@{3RstIV1fF^j<Qvjio%
zo!l$P!B^;qjt|Ktiap0H4WoSbK~n68z~#Teh9$W}xovD#tUlBPgDJYM+DF=)Vmm-q
zfUHkc)A11E!`o0t^9cGvt*ztK`aE~hYS<P*$h13W$bDtBEq6TR9&l9dUuXo^`d!Me
zg6$Ivr|)zVYE$pH!UuwN>jQ)I+gD_LVqg%~`xIa*L<*qA^MaGmNj94qU^cT*7en|(
zQOl^oF%of|%^Xpy)3{Q52R#74emn|*C&KGVIZOSxMn4`OCT~TpSpzbME(MRR#Utj1
zTgP`6kG0X0vX<#cWAHBBxXJI`xG|A&;|B8~+8uG@ws+%c41M9o4HsA6!0nYqH%=Kd
zBjM(V_5H++|4uRh=Rg?0|9$lpo&gu{S3s>UcDs$JP2O0r&>)W%%gCGytR70_$CHFw
zKKDOKEt0f>OMHZEy&hw$ukpg7J7TRa{Ci>+dUAW=$pz}s+dQiSx2<3XT<pnh<H?^^
zZ$;v)4Vgoif~VH@tv<}n8E$FP>B6Bm`MqG$>bu-v$xf#u4qf*SJ&vKT9D3v&`gv}z
zaEqg_L8^fJQbi)?9&Z6}{CbpSf#F?l(g|X*L&x>ZF?DZ&iw=FcLyw4@k2rLg$)w{{
zbl+})Ivt`GZcS3)&_i+P_8-88Q(%OA^)#1EaU8-H`gMQd*YlYB%CECqh-SdWe%&;F
zJwJ`#g2Y)<GKVe&Po3?XexaLq0$8}3xp|>er-z{(M6dlrdaJ({%LC>}#}<g0m>-4R
zG51A-t>$~S&ZB$PEJ38=E?pNNv0wHsusvJ1fH%pf2Xq6jlalmo=@a0x^%fc%b7;Rs
z@i??t|8;Y%;DMmoZNV64n?G$i>uswUufY;CHQNff`_7y*+|p0ewhh9MtndgNI=3{_
z^Zo{T$J@Y`zTbRsm}HK6TFmQirrFc?gl&M0NUK#o!7XmIaLxRk&6M&BX#CV(k1&?*
z%#pinxVpPQKZ?6!@C%P)%?HtaZINjUynf7n<>U?9Y<mlMqvcO%1lMnmcvrA}VxiG?
z5g(Gez7p_Ix)E&e=4v#ydHtFLeJvR;0T8kaQG(s8hn>cDaRVHVFA#L?$6k;(=OW*L
zZ@I{}A^Xt)H3C<H2J$;JguX=IcRm@vq$KPYIfpKFl)5z`#N2S}_|Al|MsE&S?jb#n
zJlfbl$-3iabC*kl1#o+0n+W7937U$KLvY1q8SVylIfuSt>c+%ZhL5`gbrX2w7oF@S
z2KFP^GsL0<S~hLe*E<+3@r%rg!TRG@Xng|O!qc%JJF1y}6I<jKn=L4XnXas^aI<ca
z=MFn#c&fP!`^;7jz?rdW%UnvF6S~l7yPW++#?nc|-g`*y+nhs}x^~kUlW7mhnZH{U
zoIIpztV#cd3`XQ3xl^n3^H=aAJ6v%6c#O3WIRsZ+ef@4=mvP_LqXcO;i1q!%jcc^B
zC*$Q;XwHBOFFys0`uhBny`YxA9O=ie(EE)e86&;|OyA`SH1B6v=&<D=ap}zC9<Kmg
zoD#kVoL-KxxyJi!)ES^NE|N1QbIKxik;z{)>)0j1vmfUiy41Iu)~KvzTUl#3`+dq}
zu6*;Bq|~;<?Ep$N+{^9uR#>pH=?Hef*|zxOgZ(mil7WM1A!<)oH5bV9XSw66->l48
z<uSPGj0(4hYl>Ug-_VSk22}zoBY<YsQ|`!FW=L=+9<kD`UV(aCbT#--f;T(yexVUu
z>$f}cxJ#OM5bN0NQKyxfRBQJNyXX91_P}wSiXNGd^y@U!n#60g8AD$>8pAcv&5(<I
zJFLTdP**J(p^G$Rj#(Ow*iNN=ry$y>w_S?<1h818&6P@1+yNqXt16B2KhB)6(7LzK
zdW<}$&@<d(OARX+3bUpg$U|^cXZum&MxP(F4Y7{-tv<Um#KNe<d&~+`St%s+g?1xU
z!c4ZaXF?_Hy$C<FQTQLghL->_`=T-b05^=(ROT9)j=(1((>ZRT;foipTp({*Y&t_M
zcHyDfZebrbPoN?f(diL%Y3$)!%U79^o36i)(+Zr)o)o#zpDU3+x9|NqL`~?>8|HAp
zq2mgaheH=IUp9-d&Sr*N>K+3+^xAeS07v&2K1$p;bhYBp?dOOs-9qe*p6ee0Z)-`G
zjq@-==Hd~n=Nqf%9*Qw!zO;Jw1iI8*hgLln-Y?-}z&fUM`69<0LcKe(_I$yrj8`YD
zUFXHK%VXqAYsaef47b#F;08HjrqkXl;DMhVyagPM-Y@hh(R2y^L5bTK^o8y7Z4?sT
zE+Bv75^?g!pXpg>_nG;pn#?f25%UbQ)LMs5JtU!?k}33*kcHjuuIY9UKgJj=pKl!o
z3)rRak2EU4&2eI;T(yMzqRPk~fVzRasI=)a>{K8fp$`sM>HE3y4fAAfxOFy?(rEq|
zcs6ilm0AECjq~Cb1GnA*(Bz%`sRjU;tt!a%yx9<2T>qcN7Pb$m=DJyZq>r$<p+|rH
zS@P&xo<{e%1=8_(k+bSO1un&o-B+nPYAxBX&smcx>WLw%riDDyV%VmydGE+sz|KCO
zj`$tekDdLaS|9+o=3->sd=A}Z7<+sa4C>h9fL%#S95)d+%Ke~ih>d#RMV`(O3%kgh
zJsq@Q-$ra6GJ@slY&&-IFvw@R$iZw=7x|a5Wj+!Q4iY!*&|Ki=o8(yTt&?&pHYeq3
zIeJLW^vH2jrgKskJ4$Q&I=U9<i|DJIW0n%<-i&m>v;bql@ZF-?#XY)a=|#MFl}VOf
zXvMi0Y-tJR1h+LA)?UQ$NWPEAC3Azb#4_D5u1mV>FbB-$L~bH(oMMo@!|?OdXNYC~
z#U(7Fo8C%GHXU=hYul`a4fX`Ihj6JNlg$!fU#uKIfi2$20h3h)nQjcNNSpPEJoe7O
zv4(q;F+FmVLvSTHLwSdw={vL+smU;j%zcP+%u+w7I?FNb2ifV3*^f}_2ivL4i)W%}
z7l&g9cX7)?I8kRb%{d}pt1=Sst6dz{d=A}Z-2U_^%m{=&Q&GAJym5?P_FBBm;HVSe
z(v=*knSju`P2f~X4lOn}xM49w4M$dTIMXhzib{grN2njghE5zpb}|0-(kA~12S8(d
z^eqg*nbaybRdok@`7mwYz(8N;2wq7($vI}JZ&#fuS<I@kHgHzf!bscoro`ZUx3xQ=
zHa6u%wZHw&t8V+9l0eHx9eHTKerFXg@)qP!BA^vne;E7K{t+@&QvY^o+X$Ip%DH4G
z!0zs2Yo^0?POqf_32rrW)$FYaI~aZ9gA{`|39|=u1FmzBm_PeDa2pK<C3K(26tmsz
zBiDj6*<3e6{q-yNk$n+G!E>kJeoU_3R>RCPx7fAA)-6JQXv>gWq9Sw1(pW@ys;zVj
ztfSueCTCSdrXV_9skUy~<<ypH<Krf}L#pjN)wW~u&UU|1?Ky6dq9jOU6LC=%0rurw
z7~9Tu19(=AhCiSiaGm_y1~heoSk|A@^q-NFi5g2uf@S-L-711DbMeGh5lEy_OA+l^
zSb*m1jx6+gcaHIJ4v(1Wpv=F({TgZ$vsL!*=e7}AiXMhfpxo+Rq-~Z}Tk6sijHOp%
zvLOO-UwBA$;-i#?BDS@Al^MCUdmD;ymih)OLM}ZBT)NHzmmWEnuCbvqrb8~>cA709
zS8vyUnhkE5W+!y%wQ)g!eYus5bLqE$=f<U*1((j*zG)Q^oulzh$v1Y7f-1trLEie?
zSLP!pbOPAxLTr=$9<>x2Px2OGo7ZH`l_GD!j*t_s$k|J<dncn0>4?zux!&}}F?j!)
zdEM)1HpDIT>IuDieA>PxfgjOtX*A+G(<gbaD~Yk56t&Q)yDO)Tsk3mkAy)oQZ&sG3
z6ZeXu?SoZ4=I&kkYY(Wonc5{>SLJF?vjm$X*0&Qkd#awaE4kIc?X;Z*mziv8=6iMN
z*|foRmE`aZ#@TC!3yIQ+F0SOjTo+_ZgLq@?zT9yNTXgObrz42j_HUWbid)3(6>ius
z$}Llq@5-CpdY_~eD9VLfXI?aO++w#L(XFS4{aX<@Yfa|JrQwKct)S?!e%aXNPjHLh
z2(PKXV$16r!N5Z-3LcP52o>=ymcj{SI3n?QA%t%+OZ(@NYR7wPz4txy^^_GCM%}<&
zzDL!UeASAu_2;BrsGHQ;gSesASztxt=M+0D2uO_nakTbWHGS~QN0FPnNIKD<qb-c}
z7G7t=_n3t<9gxc*;OxfG*PUlvqVf)KmtbGmGnK7|<Vv8=Q@m1N?z^v0nT|G^jXR)I
zQWiNEg?BFKaH)o;Os($?b5Go1@_=3CS?v?Uf{wy#Q<O0G0n-s?=`r;HMKEHn6VofQ
z)@Qh7wgUpxIxp=6D#GmP$V}hr9q7e+n63kWwwo=e3V`eT!O@UBp&M|W-t9PpW{WND
z7PVz7+f0bj9RRR<CQGh#a8H<w%fj-JD^?1&9T#M0;&-uSF^GY&>B8)+|01_M41tbY
z>uZbLkee|j+}4O&*vluWyFNMEk~kLn`+XPdQkQba)|6Cc<ks$8=RR-z?)WN`%}on@
z_dc&VnqfZ?S2AeKpF5MKguYc<vy>~;Y}RZFTS^T{oJW#!4cnz@Y`qhcxb_SvbuWy#
z8AFn|m}F8@WZ$DVT?>N}$Xs#6`hMaj7)i^y1<0-5uHDJv%O>{bI!SyaS9?s2@jKAG
zm9QLEh#gHVjj8(wq?x96>l;xL&RY?*)BgfE4f;YtN2h1qU_gGIsbsGq-=Qq@Y3i<c
zu&6Kmr#VF~<xZ_h5d|ez+^j8}l(?*dn$e`xJ}!Jsdb6DStG|6kPA7akPUo58;?>^|
z4K;Qmrc0(@qZWrHy1l(h9T+2OE-c|p$qncw5HwvIh7w8q;)`^jlX(GeqLa9gD)Huw
zZp&P}!Ayzk^4V2_%TM>zgi`qgGZqjEv|gj;u9VMGi!!dbPlAvgZ4O%zcKn>MDNh3V
z9UY$?iUV%Oj&SFvZ(%Rrqwd-il}PCC4`;7SUCNz0J0hvwD3Rrx6Se5nL29P1XtTJ{
zun5Rso@wib+nBXF9@oZd^`{3dE>Ev#$n6kwqP03B?g6&G8QWUuz^KSM{{7eyYJ0TV
zFH^DlGuRtG9rxT?s`@GcH%?2$j}kXo)(34vtdpQQ+jDb}v*1E!6H+_FM0#RuGg1>T
z+MSstm2fcy$F8(G)a(aciVww(W9Z9dJlldhLoRlYFn2}J4`msVD~X28AxnXCr`guG
zz($Gs6XOR(T@+hiDYkJa>9DHU0hz;@uMvjUAByeA&~u7CM=nznc+?QHrtSYjaL{Xh
zB<~jDMzJ5X4YAJeolN)~vBBK1`k~9F#=t@=@8eFy=bP{FPj^w+*$fIt=7^d$XAQ}_
z&g@rgb3b;312vCNF^#cjf+rq)$Hf@f=wj3Fr#O<gM6u_Pr7lMIUt%X|ozsf#m;)B7
zMu=JBTKuYOfwp&QBRu0;LZ{De3_aLLt~bDC+M&_2P(!v7aD#T(@KNH%v$z${;y*`h
zG|cj<pFqRj7~xeB4m}H(v#!5>r9QKBOTn5mqE22wK3XoUW#rE6use9d5Vxh~_kV&t
zs@|03kFoFgMvcBPKaI(VT=Z$qAxoXP>1>JQ`6aS`Hvkvc7_VF-CPIRC?_J|-#DuO9
zb0FFsa*chcXUEV=qR6wzGPS_Pl(u#@3y7~aWjpgx@WwaV<wRNK+Xolwh*qj;aPFQk
z&PkR|b9>31LFkwE7QKTFC!7m(pl0%~f;$;FRtgF=8Qy<^T*G}AqSn=%jL`dCx9a-A
zI}1MH*SqW!Ri}sGd&1uF=gsy~^|XUyEs>j(IdW+nVmdP@dGgNK?>TPqiY48iI{48J
z4{S!YzF;XTWInRWDg<0m{$o@6Cbek267FFrz&5WzbJ?dGsI@gPn`fUD$00UzHigMk
z-a+mnu8VyX9gRfd;(XsN+^N|X`^${n`uzf(s7??|`?8_?lbVU@GEg}3Vg;5ja;qK_
zGM`u*mhh+!5j$!z8&dbth?%9{Yi|zN-W+Ncd&GUU%nFpmuF6~L*&{A7ePprCikh&>
zJ;g1JM{M^o5;0P1_wL>;XFVpxEc1*COG=5nxy9+&wC)%2K(99D1ae5t{+6sH(9&fn
zv(UoXZ`kpe=~{MNqULA6XRyWI9Ctj%T8$oJUs{i(xXJJH;Kh2Vz8tNW1P<W(e(=VC
zJfRW1=Ih@~ey0z9k4d8mspUI`7u%BBX|cr+#2i_3mSBRAm|gAo9CA<0E3w>+Ll^cm
z!wUEU?esSVE{;Py_B8uP$JU6O)oXh<v5U}!{cP3JOFF`TkyGT-$jP@RgqRy{9p8$Y
zHF}exmQDL$k%Lw|+U^0P)@P@6!+c^Vn}cQ?0;cVn-+~tVbJgDVrh57Snt7ZnX0G4{
z@FHy0Hvy<2x#D>B?YxZ}SF%U>M6<;tws0X^bF|)d_O6O?ap<o8_LVsvVTQgIM@!_=
z_o#)NXS9VJNFjE1jaq*Yo6-ruZJ!l_5jS(hluIbwf$n0=eXT%AWG?<D=fI_5NN7#T
zv^!^Q-}DzLTj0{1Lk|6$(WUhTE)HKYRvp>b3?F16wjnN2vzt(OY`wF126he-G~Fuy
zD!9y$xY*uTw|30U#UfmCVNzFwhD5c^7c|i)ka=GzQ0k153&9~O`5*KsxiHhWH3u#Z
zOPULFx=RErwc+3~l(PE7o>=T2FHwnA--H%MC2(845IcJIE>PP%jUCKZT!Q4Wb|enT
znUQIixWMGR(936uOKyp~ewrhAQTy2(vNVzkogJC3a;PJUEk1qGT(b)01(|Uq-K&jl
zA`SDQopP|})|HSXe~(%mkKjtV{D?;usQHz0EcSZWR`RNiN9x^+F?ZjPbB6mrVe2Za
z0kE{WB~usC2wZhmFGud2)r^`*O&+Y9Az)grvLf!F?HTo!l6$m$PiiFBL9!^vA2KI0
zMRD!SQdJiEyP##*3W|BJs)Bc|EP|hCIU^kpt&VF$YY0c|>S7y;;*MM0fnL-Fx^sxS
z>dY8jq9}9FQU#B#g45sM02{OOY2LtH^xI$Qw~oyrF|(!Lm@cvD05=|rdKmCH=DyJF
z5IEgFj_sm{9UVlhvH<(CI>t`t&2Wn?xNj8vNsZ*%y`KRxpF>VT;qx~a(tra%L9oa)
za0#`5V?g%IEmjCj3bIXEg5CG&xD(joMjdRs&Gksb3O3)Ua|3pSneTd6LV~T1^Gbse
zC?ouObb)?MgspdIHCYdf4n02&-;#<P`68ueFL!1ybUIR9@tY2ea73wv4&90zx|VdG
zdBu5j4dBk4@aU@d=wS?g6|H8@qaVjE4|nwFffQSU%>nCWV6iKAjVli_SAO{|>NDiB
zY(uk0*md!>&l^|DGZG&;n+SG~E~|&XpE=>(#1eyKyF|^OD8B(aYIKhFaanzgJ#krm
z23x!oMfE;it1-B`82nLOE@}>3>eSKI5Op;sYcf9~bg5HUtpQwpth1(jQs&avy1sPo
zm_`d%y=W7!bxfnVaKN|w)cbZn=DvEZYtFYH$954nY7#Lm#2;c`zSdbsIm0b>@wRdC
zUY2jgr;R#+{GZslH`VHk*MZ&`s%hepc;>bK`aKrnIwJc;YFT0gj||r#S^f88M}wYH
zU%%G%#thROw$Q(u3;!+<_mzJ)+@t*l<t8K2_;>xZe+wdKjmaFl^ns%~>o@;s*GIHO
zL~NYLLc6WT8jixd;03G14AX;AfBi!3)xK9Z7FF9kYp7%FiyJ^(IC2BHi@0|6QAc%S
z@+(uqj04SKi`}|uvQbZH1lN)evI3qU7uga;UgkyQ`Nz{aTo2q?vc8C+&bY7A>;3ew
zRt|DIL|m804ypTxusc94Z4rf*Tmr7?))Dn}PnXloYQjl!smFnY{BN4r4dInUv8Rxw
zVYY6+M?!6IjnV6d<OUTf-o`cFh7!acji2ZU24}Nzm6$)#iD67`!oNqscZ_}2`g{Uh
zs3VY<dX{|c82n1ynOj;k#Vz+Xjdnk&kz70f_G@%UkY!G$nZu$kqX6q;s|1(3a5Gk^
zz28T6P^2!vo^Jn)p?iNm&FtJdHRPcP*?Yev>qFRL-{`?N`bS695S($2OvpN?CvxWq
zce#F>qU@Ts1b0HmrFO)2c7&LbyY}nxjnACvn-;e4LDtMp*x0`hy1e$~gUm4zlxq^i
z{y<lhfrkw-*Mg*g`*M$%`53vw9g5E~su`nS?h)g><P^8qOX|i;8rho+yd+mem_wGD
z5~UrE8k*h)CV}xbf!n#%e3SVMHI#n~vp4a(+_GmR=1B<J+cklwGu*;aLwNiW@gr|J
zz-D}<<F=sPp(@3k#EaCWkqEu_mE6ZU$1b%duCpf7zA~B5>4|ZTEwQnG-1sE%l-#4t
z<7{LwCmbcL=qkvyx+lQCbd>62<PJ|=J!_JBjIKCfy$me&kgD;JTK0~-{1(#*a%mW-
zaN&gd38_u)Sjo~T&wY<rNDU`8Fewch639*FC2AecU<<t@<adbK)2gcl?({)v7dHt{
zVH*5>wC@bKud5)hBDc%zVmBFbyy)Q35~<5S%{g|dNpY=7SxvmM#&A+!WXI?%b}-T{
z5goy|dnc*$(eAzLn?VlCHz6G8JF+nRLC}_#NsYj})%@J3%^T<tH`=A(q(J$%C|+KT
zv9HQb+%1?XX-hpkEXpwTn_R?J`2@Gr(TCh5dY;rsuHC!fwUX^4OS?04*HA}WPZJ)5
zQCEo`Mmyl{j>6Y_IMPspbr4eOn8(Nv|3z+eY!X=NW^gBD%ukJ;VP^GWj#;Y6zEfm^
zMPU8@7$o=Y-2iNZ3RilZaa>lVRXxVwI;s=BtT=o{daUyp`O1Uy>O8|OR1MhDRgqN^
zaHB3C0T!F(gxdUzi^w{tx7wUeAdB<w$(klmqFOIrvUif(id;lpfBnjRqW8kWdQ)Py
zHNYEit9RjskwJ&F;ZmTDp?-=<39v;0(wvyZ9z{dhR6W1K5%Oh>lun>aKgHO6im}t|
z+EX}hJ#JBHoT6quOMLHH-0PuXbS>E565SEkVmsH8#>|%;7p&Qv;T9@KMAt&~-6Y^f
z<%lPM#jYhbt|hIwmNUpgzv3FdlG?D&JIOV8uAotW{R-_*_?4uaT8y=E%&mHLW*rMl
z9rBK2={`idl``b!koAV3rJg0CXVK4(aKwD+S>g$F>6e(gFLCzC!WxfBSqt|QDRbpn
zFj-I^HfwK|#u=s~j-?Bf=mhHsS)|W%z(S?Kg<-_1k^uNZnW>TZ0Jqq&Gz-Iisb^A2
zmFxhr%&|nA;Hb@IO*rZ$4;HSgtp55H`b3f6!qNp|w)M{0fV)fVLY!n|)KTp?mM(da
z%$R#7!kd-1)V~DuFXs1?9En__*mKO%FERCB;_Q>f9|4vQQw7zux4R$X6t-JSV!XiB
z^#i)YbfP0cH6zlsRw2Q@=tv0RW8f|{E6wUtJdDXD*@HP=v2STsnLTM6Vj~&ru7D@V
zg&lCPETWe7sXqu;&4lF&d9#iv9jfaGsOy_Y(epdd(%v`intEqVF%6ixa~({jb`o6b
zUtr_RGcz`pw~{FJ6tVPM%<Z>WQ4zN|{Ph~`temA2yQy(9bc{Tr&6C7?CU9-mEqFNL
zWqh+FhbkBn?rwhwR9$Z7b^(@pKdUZ&3@)mA&H;<PjB7Oef!iSK!7SquWO;{m)1E?&
zOyytWwG}9?Tk87TSLk>K8c+R{r<Vy|#g_U-3w|*azv%ydaa*G?7y0Nv7;;~k5XZ%-
z_n<pmcKql=NCKIQKFK*|sdv<!4RM{Yjb3W@m=>~ha;kZKMbkY7d=yPivGYe5TjvwI
zEFc+4%v67oa9=fq=kzgh7i{ROMsAF*BuS7tV6khojcatW2bkh2itEV#2`7u2ltPJ+
zTdR@N&SWt*QRD-aTje05P>8)t5^DKqF$;Y?S}fhV0o(Zq+WWL5?%+NrZfgvtQd3Py
z4zWR}EqB^+5?JaFA&dIVMY>65?mL`gmd4bkHypG6kh67nXoYdj0Evydd$owl0@iab
z1-*FQFOplGp~bWyQ|U;8J(K^KBNr+NZgzSUyzChLvM|8Cz2+n?^@+`DrziFBxp+B=
z@kw%Jo84t}*9_A)Rg|kUQn_LFClaYnhh`m>R}yORKB_rvsYi#!-GuCYToSgMre@Y|
zNT;MUlE+6Q$cUU<O2s`JCxtF`lg9TgA$Cb!*iUl~T^eSa)}*ZFR#{_skH}R_=r-$H
z3`+mbg!Ku=`r}vXGiwzR>>n!3KIQLn>mUP%<^`hmv^#x)Jbe~CD;OGmtT{Gga&?Vt
z){$j)&}T^Kcu%3#ByUhBWGplxxV%i)7lM&!#zisRpWv3qQ%&mZLEVtoLf_D6n?s+Y
zOhsZu(??1|9kkG~bulBF{$D$7`JyNu+MjTeF6RRwRZ(r*tF|4Jk4j>CnOyGRAv&ql
zq%T8sB~g+&W~p-9R=F!I0@rHJ@@IJichPNoq1zct)5>k>Hmnt_Y2E##w)HT<_*8BI
zx{_)2471d5!w_-Zf0G2jSLV;!6Wn6MtsC8bQX{#3f0a$S6UgGgFE`<89V)=hW!4Jz
zQgNQ$TBJVGDpKB)(4C)tLiq;^xO;p3VQvVb2s#uu{tpP8dfZ>Y2|8PW$h&r1!yNjV
z<rX@2-`hU7q$uH|@^%4U2Nk-SlO=L@0$pkXeP;rD?z#*5O)bHmk+smVYk_080>=*f
zGSRa)+~JUCkG*!QG5cuMr(Q-E>WD%IU;F&lxSjPUxWx`$H4a{_ICy&oS?J$$voEuI
z*Es8U+>J-*cmP@}|7t}FGK~%V1K1Et5p&T0g19x*e=Bo!?j!Jv8)vL{zk$2B_X`8)
z1>9iy!U<7}9lOuy*!|P^jg{oWvD*{qQqvbY(<gbiD~Yw9l(kShLhc=VlSHe7oEtB8
zSV~&EevbI{K5A8YjDG3Y+0@Pqx)G{2`1N`LB?`DvMdArysY7ovf4{gZsn!a(PcGi?
znKRa|sgb089SH9G7|nf>5vlbN4;kR7aQ>kcCM(#Sn%sm9o0Eu{wy!OTTYZvS8{n>K
zzpGb!+;HqSa9ebePsbhv+>$5F9J1W8<EA*mRZ;X!%1y}}y3_=Q)&z=P?3b^xct+&1
zqpPMpx@w%o>yCnryT)_35)~qEH>V{W-mE8A*O-Gk!7Mwtn(^Rje2ygl&CuHF<l2ek
zTB;sUUoST1MyYQAFGj?4MeCR(@)jp7Cly;7NHvT4p3p70mgJ&NkxT4$&K_K(`SDaq
z2pU6HfgNF2W+L;E9zX^C@kH#&-+YN$Jb#5(Pzbpuwg=ePopgr#EN?+C`mMWsd`v@j
zCDH3CV(I4?+t0D0BCfW2-HzNL=j5A5O}$1G(e??B&F}}1o2OVhb4neWEOqhg`Cq^W
z9U*2KsvdHy8-RsQU3UZE0`*|#+%)UeXV8UTV{~0d1MQ$0t4QC?$~(syZn0aBjU9PX
zBe{ONA%$%onMIcQbB)gevUtfrx3k1CTJEw!YxeR9X4q3yh`owmrB1>q1Wr;GW>4wt
zuW`%c5U_j%T^r{{;9MZW%=+E~@30Z=(eW2W>LPDeoI{tIlH8dRVn%N5-}xKX`c2DP
z^!T+AH?HRX4e8uiyCdf%9d>k?6AgdK!Gv-_wjoNeFKP$#+$QXh!xCY_rvCsd5_f5u
zTyF#>u)nmPF0I=~2HZ?wVi<EWr!B&7GPtf2BZe_Le3M?CP;YTW5}Jr4tS1_{4DsxT
zDe>`9;mf8jxkZ!h1)kC|CExnvSL73`qH=@<c?H?Yu=`U6)6~wcJINg38A;GCugUwf
z;FKZ(@<RP6d<@91GnecE=V@&bh9<%GC6KVBFzmNEhb|3GRBKa2p~>Z}yE^oNI$4B*
z-P;!rcqbTrV=Z_<<`b*B5{?2FVjHrAx|8)OYFTgs-6Vuuuf={#*wV<vx3^-IK-SDd
z$8v$m47l)%#LcXaRuaFYC6*5crvxsIPnr#_ztmG16RvCL7S%4HNpl8SwTa>?!{HVL
zZbOhu2px|=!+v;6{V!|SoO-;$)@~~{!4?=Ik4xlw8hkf4LGt+Qwj7W%*2Hm}5N6dy
z7@Od7+1hs*y+rQvrn)(F>3c_Y_C!+2Q4$k42Q2+EVUdk3ZwAWJC%_fdLavE5@Y+AE
zbk47DT@TQ1M7*?&XP()lS!lZsji<>8*eXAU?zQ=Y(AGm^zcs!DByI%V&yX>D4_M^&
zuMd~^s#^9P14H>#Ps(>E_-GdQ{-QRxAuYeyXQ;)F#XCG@>wZWxjPqDq*OHrwTvI>;
zuFrr&u=h}B0eGj-`dXjwp>`g3$twR)>M{0MJ?4m|5w&iWnot|u+JG?bWjMkuoh-ER
zQmqY&S?#DbCKc>~-Z>1E9y)Eu)SXT{PN$C}I}e)*3Abp8gn7JHYz|j$ryG@iz&5}}
zzwNzH>ICwC!cBPzM#O&T-+-!YudU7N0TQO$?QnIQ?5q{!5D1vIiv9J_uK@=ETN?ct
zL5rihJD`in$eqauBWQ6{$0Bd}K(Nh(`}hh6%#!bKhF5AXY-cWXrxiNodHXg4EA@JQ
z?Dgt^$Ew$>KYpc7C%m5SRM?EEJ0<3hl%7X+-k{g3z2Xw)@hf`{SM2p{<MqtE*Q;dv
z$ikYfc{LKLW-{6+c{xponOvLSzpsUM&4kpZGGa~((1tz6%wqc;Y#8PtWP9<D`rELr
z553ihBkbPsy+Rua^p@u{==tKW*?12v`37frr6$AmCPVP{6WF*JSgGf;7oM+4zWAJW
zJRjz3-GS?km@|6lupU$QISj+OzT?c!<8Dt?8>$7+SCTfIKbgT6yTE3(=P&d^g3hzo
zU#G}r!<GqiFz&~x?)|3)6AqS3D`F?O`_mlZ(}r7dupF3}V^AyHaL`8v?!p%M>ql9k
zbN&awEw%tXtVtSzU${iZn()|LJ`uO5(oO>UG{^Fmf0a|<Qe)y;V<LJMPFTSyYT4L!
zvv1P<XphS_eA<}W_Koce`%~NCAB#^<ehoRDK$Z<{<M?v{wk5v)yP>t!Q0XS(T5lUs
zGwlV;8M7O}i}g@_kx)tGEl%4_>a{c)Y4+9rLL;~~Z&w5RBgo>mA9xT@+Yg<FNO*m1
zqwB{s(1WHQDK!i}6SAX~f%DjUmU^?}Ctx>nsEOSX_tm{jP!lUc-*V`<KJ}5_RYP)_
zV$TpuKSbYsh^fQX{_S}A30(1*cIw8oW3!?{u){cWbD_8h)2jo>A>?LAoB9R62Q75u
zIPy%lx&@+Er*Wl&P}mNUbuAqaaW7AFo50Oy&wvX*KWKn`)Q_nreMZif9VWU#F$ftg
z#xE`+YiHjMX4@mk5)T-1GfGK8G~Q|y4fb*4PtC-Z*W1JqZh017m!gDOJp05WGZg??
zr~$Lh#OxMjeTaJ^*ueJUM>ExsoSVwFTzm11rc4AJy6dT;Z*oCj*w1nfU1~>SXGeU;
ztxaAreUo3MbmR%|8I#3pURus<OyOY0!yni&l^hg4BTYPc3AB9TX$D$8@dSO`1(|M(
zugIF8z+t&}#<8LAr`|(X0&Zp;TXAv7l+0xxqsykN=!Y~$#}x_TjAl!bn>Zvbq!73q
z^|W5gwyhWpMasw7n&}YMSEtn<ze4*X(6}3cR>Y()VvASAXz0N!%v8Et;pSJw+#qh6
zoHVc^Ce=E|5S*KJVpqi60bf2!-IX(fNbDE0PUeK%rN$)n#$+}a;q2cnvQF3+`xwA(
zo{cVUL?gI2*B@E@=Af8M1K3eXsO90v47E5Kfx=>Z+@oKSwbn<lg|Uck&(SLZH4}??
zE)<yo7k-Mkh_-fEgt(+7Hn`8}36VDuNnFT`aBXC>$ijdGZAdU}=C_J)-Lp5Zup=w$
za2~+?P!a5#)Y5oFgIiZWRQg}x=HrnW?uq0GT#GKywR3L-&c!2<i%0H&cMg~5)|SH{
zpcj3TbIej3k~$kQTaRJQ-mGTJ26TLr7NH9!0d`I}E!i){ZSdDPR1{9M!>M4QF6w^h
zW{&{7zdUdRTYkJfcv!$)sC^yGpBH%kFgQF7Ds<hhG9vFUf@Ee|XBJ%8rK+2oNaiO|
z34O>7uEv}Zw#<gW^2iFSLRix7dgtt8Uu7Y0a>7q)B-fHlCQhqE`Yluw)gALRKXfM)
z+Jd9xm}d;vN5AUNU&-wu1&_Ug$1(fWn>{<OGk6AFt}Yf7Jw6nDNUkJ$GAnH%ac&iy
zXd7aBF}xdsh-Zj}`hkhor)F!sQ&zX<?`Sq=NW!5rwb*6$&}=_upVRC)beWn!0i-gk
zAOJ_jjwgu4-(qMq`-zLlTD!NJ9nJ_@c+4a=kt?lc@^~~$OVT>r9Z%hSk4HMpR5BQl
z{CH|a{3f^T1)RWI6SU862|Rt48*aT;=4{LuTwN2J9b&27%e~!8bHr~#)){8G`S4)z
z($nINwc{dYJ*3w{kFGnrN6-kajb1U;cMunU?gaka@A-4Qsv8fTr-dBaQ?K2aU2)8M
zgIT5>9vwL~=m!Du<%1@l02hCdzVYX7#h?2#vKCtE*j!CWs*S9x5SQHx&iO}u#=XEk
zkb>+}kYINT@?mU<orsw(8vp&=89Hu#U0ZF;7+k%<Haplt(`PPBUtW^8iAN+ZHzerU
z^TPy=1uiipv(gsEBBnKc(~or4TF((nU+Ct-qhr#H;?}W8x35hX=+Uus5Z$4y*+ryk
z$Lup|J&P{W5r>YwHtw&1JMIwr9Ju&<Y&LcNQjc=1_&vHavKBjbochtKi?E&1>z>`<
z4#w!uxJZZn0Q!eUkOkag7kLvm+~y%>pY=b$P4lm>u3cY0)ZaeEIIliSEcNPLf-)<$
zBx?3uGlwp>BDl#_J?-BDIcrR2g)R(7OlSV4-|L*kzC}$+#M)ZF5|C)@%+7*lc+Yi1
zWo&ki=?Hbk5pVb7Oq6i<3gV}^UD_bmutuJ!on4c-PG=-8Yt*rTU685tJH+Ou54fr6
z8_=DDHM-A=wOLXY>%$3|%k5y3{(De2<T^<LST5sw&-aPmQvFcY!Qe>>FX)bs>{&Q0
z*~EMV8mdf`bfB$wW9&}Y(M@B!yuO`CDNH-mi?wb^;B5Qfl)$ACigq}S;A$md$jx;B
zWo{bb4)$VIVqa4*OX|XYo3m;zG%B_;Dh0X$*I93v!|Cr+)SRm<W+Hs~I;}<{?sohp
zJ};9w0j(8wrj<Y?OR)QS>qFSGAO&WY3$e3yN!T_|QwOsXrT}>PU)0|)1ZTpO*X|vA
zugJ-usJ<;jkJ<5P?GYuB+rY+@JaAj&w--0q-j`WqS%1I6*AAW8Es-r)?46r%&2p$@
zPcTE@Vx+JnOQ<j2!Y8Q3qn&VlikPWmYDL<7P%<ZNVNhamB*8u!7DwD%P{N+7y@B14
zrS5tb^%!3CLC&g)(1iHjgmfRJQDMdE-67<ZH1>7*)IB9**vOYe44u-EGp`9QrWRzU
z;u1EuQS%M<<>FP@eqJ=!#O(U_@88EwMg%56>dQs|&cq>xF(R|NBD5i@?<!Gac3hpJ
zPH4B>>@{(STF;YkneOTDQsg8<3K);{p2n%2W3M=lkj~twh3VgdOzW6du){R<^;rYi
z0x8!mka7}g`Qj^{+HNIDzy=m*Du@ihnRq0!=V@m&Mf_pv+!t~L@S>i&S>+a*lF*qF
zNj!3Sp<8_nyhJ6<_Lu&-9wqx@xg`P-BdPqSr!J_~71Sxg?gLwblDtH1=c#?#*ff!0
zOCeD^y(Vw2H}?(sMo<DLQe1u62(ah&Sl$5coK{^wj2Ebi;+l`vMJ=~{7?M13=TakF
z)6uMug|SG+hmGx$*^;Gbnceb-b*6k`m1S-&a_1#vJxzS=&}CtWhA^a<j%>e5Ee=D#
z=4Jb65gmbFF3paK3qq!JMEWVJ-1Ufh0lMf@oI@7dyU-aANr^^e?`DZ*QZ}jC80Bkq
z25<Ix$&ILL%`UG*HQAi}r~S{Wokl4OPXhwC)twLE`|B>R<mMCPIMQw@&5+WVd?a-(
zW8YA4C|DD7QE~w|wu#yk#BwWwiOMH#gKU(j<tUwzwNy)jX*NSr&$-85Vk;WSa$Ey9
zZr09cIv8=F{h{7@jE>oCc1malS*|4-6gxi^dxSitC6mGyg2zt1=~N|x>*ytACi_8=
zTL*{TpW3aPB@JdzyBm+04r#aVv^$Q`FO4^=<a6XARk1MQNzAmSX$jo>d;(nhb=ur0
z`GdM4*XjL&40A@-;<&15dhyidkD~T@FRsF&q5P*=$LhVf3TE32xUEYN2JlK2Qr!fN
zOWo>MNf%X?p|uQpORI5Fje2~KL*z@-ZBCGj4M}c4#|n+$wHJy199au;1F^-4YsS~;
zJzoP&{#KbozQ%UGCXCS)hpab{WxA2j$xzd_7Z6`5wL1bX{v1=|WWtJ*(Pv~Wbu!Hm
zh__wn=dUi5T$E2U<7Dt=hE;!BF+$jKGH@1wz%A82M)3XPJu;jBZX<W8`zFhO-68o%
z>RQIWrQzss^z++XAm<f*id^h)RQG909yv;6O{R#YZ<~vkdy^!|N-}zF6X$OfQintS
zri-GIAEPUgQcohwR0G#q(lK1+1;ke)*UFy&7k`b-TFWQ(Qeuh?TxYdJHdE_ElQVX0
z@K<HIx@%T>gg&#eD?k<1({kVRFJQw?0b=%aXyEVXh7PI9TsQlUz~!5LXSt=`z02;@
zW7R`>UwC(SLgI3Jg5KRcEa6z-5<@a8Y+*d2S_>$8N6y&pX)TdWG&MJy>RSQrc2+wR
zO=!0Dkv;(hnq82c@e=HbiKa<x;ovp2<Q8T}Zt{!bmet+0fr%#bDDjQ3xlUrkO*EZH
zcNQ1TKB|0fNmU?zU6;Ao1~&U<pVSSxPG%(wc+XcEnmlo$SPF2f43|5JZ9-^$q>~tC
zQ42D8%@yo0O})`c4EutJ*j3Lyq!xD)zoFi0;nCPhY@Vs@0XR3=#FP`}G)4YJ`aa3+
zmZZ*pn6o-A45xH!N-8vhYxDN_r9JXhipQ*7KW2^hv9e#k{f65)DKOqg*3g_mL)KPF
zpv9-(CZS~k37keCVplsvza?s!4S{Al0<J~t5j0~%EEkQ;fJ;9_xNY++TiY=@Hr3hB
zDF_+8#&$e#TV!Q7S_EcgE$t;XZ7;EM*luYBGm>o6rA21H-%E^l7>i3+OUQbfc%zp%
zVoPo@Ahm$-J!)|vg5dhu*EIky{~T-TAFO8EbuE#8lRowxULy6Df0J|M;@6n%j0x>}
zLvS6PWU|Q~`7mYEHc5qMLtX!Dk8Wqy1`9Vj9htZen3gv`ltNnKHq+c&BiE2`D9la^
z<gLC1Od$!Zrqkxx+b|&JR@1SAO><fz`zBrLyBtK?eX)zloltMN8EirmvydT)hmeJ<
zU$EE|eP^`&&Vf|lFdsQb3jtsu_DV$EYsW{aGn8x!vM1H}qOgTw31s7mnW`T{Zf??=
z-TZO`d$A<3uiBU;T`~On!WnY$v&?mdL=u)LiS3&u76v3b^t0CZB#U_`9)ZrqnzKIu
z4Q**OY^~M5fDJvO#O$>GBDXXofi-kmKigjh)YlIj>$!+zPT;c75trpY`d~x?zlcck
z5s8Z}U=xw(^<+srL@sle%|fXdy0o^>8yDw&!+c~X9dyalPCBh5)E95yGt{yLztAa9
z$aM7Uo5Gd`Ca^=4%t;n-bAd_b0+Soqi$RHfv#0=G)CxF<EPj-^){uxQHZvx0Qr4nu
zV6$?YDj-EoAt@!%Y&PfG5QifLU^w(eC6Jhxu-!bib~`Qe0jA&xn;HZE5%kyim9Q;6
zE63=4yVQr#%cuFOFNU^IB=sruou~>H*rZy$7I1e{3O+GijC0s><K5(pAIuH6&iQT4
zEPv3V6csV}Ix}_05uU_MR|Auba=6z%=+qz|>J^1O_z$htW9Tb~qq*MmDRQxX;J(?U
zpL#ta@AMj!#B4}hsMfwyYdXS$*pz~J)8d-)2PIv!+Vonj6N)*lYBhF|*b{w=cy*=f
zG`aQ>^3@Z8t2W)i?JNkIn6+{OaP=13EMv<*MbzmhbHlAA0<VDk0vBd@Y(&kDv<?g3
z?4lAjw*#;#N!kM~QVF+K7h-C46;O-&jV7T*6-gIfzepmsi?aSCwTH4zC8nhOw`4ux
z(_QD&1>8yyqTV5AG9b9R#ykz*khqUgnLCHGk``je&hD8`t+iz14(n*{0JpejoAKyz
z)uTrQKG6B+-~!ykp{FtNg`7j=+{+BLR6jKOa~eW$0`5LU4W9GoQ^J;hj=J&ZX~Ul%
z5x6up+(fE$UkU^3D#_&xYruX*d*ljcP6<*XKVB&bw*1D*9oX9700lvZ=+@+&>@>L!
zd+e_oPTVwAw<7e9vs=8-{qXMgW9(aI1--m|n!^$Kg_n;^CTddCh1jXHhLRWiRf;6|
z69O0NiB7$f$LyI;;k}bjhI8@(c@M3nvt8gC;~08IwP(p?DuO#jBlY(?0l4ZFM01XQ
z23!0^Hj71{%u_kmO7<a1=iHncpp#7)ZC42n%O2d!UcePcHgA{4GE6L&f4<9E!rT`P
zjxfs<+C(^aNytg%B~fz$_Zw^-cfes*uRvGF{?~&SuioV>lUq`h1@J8sf==E2n!W+J
z>R$?hbL!_6+*y@+%O`lcE6!No{7GihoHYEQBo7@ieqD?qnfv8ds9<{4z1&1y{~A3s
z{t<DcN&F#o-;C>Ksn@?m1wH))oM@ZJyr@444Ub3yu9e=u8rqp=n=h57i<=u!D<(iS
ztGH5IXPO<pzpThxw`NQyRwv~vY;l2mqIJgs84ZZ;lAxD}2|bcQX8V4_fzW8+Ef^w>
zbm9D4)Y7+$f*d6wr(jpGISt{tcc}3b43AR5Ury}|t{r~V3&Ie)OC&g^S}+AIHg>r;
z9=T=KIt#6xUgwn=57TVOqw#wkuxm*Bb>Cfo{7N0RA6vCL@*-op9WR0whe>as!)ke>
zgh_CisUSyM5%5>bn&Ko2aZ)UCl35b=N2%dGPQ<m(;%n4W>jA3>pRFN&%#Gb}T-tO_
z&Qc?t8iV)5MdW(&oJZz*%4UTus~^Q?PP14*N`66~WZc;ufi*7|_dBm)#ZP!NF$<U{
zdQw^D%XV5}jF;LD=12$QS7e<(C2I=tz~U9+6wH#eKT4e;LlaEx@cbgR*naq~!INyr
z2)wVJYtJ<<&v1+5Jl&bS+<lW|1%;McZxBoOMc8g%M3-FBO0rgy2~g{gU%0(Gv3|ke
z4LX93LH!HhIl^Nx(9T4=1kQ~gzX9LLGC`foJ^FC|c5G*2==*R43f@_gzywfp)M5h|
zn*hqm(oI+Dt<)KL%g~jE^-#suc}lFK2@DdCb4?x43VMB_<OSg>@g`#g%zZ@iF=nf9
z%dMfu%wH~Nt0BfF-dZ#oFss9`@^8@h<*hkf`1Z`b(k(%g>1@Vq^uZMnCwYZS7MeBW
zx_cp-WH&Y}By6Ac?nuCtp>HDp&^fUs>~scO7%jnJl!8oG%>R1q3`YS7IXNT2mM?w3
z0o$sGwHH%+nTFWvOT5mYFM0GZ**Rd#9kQAu78~bgRr)XPOooYV6uZT8l*q{9h$y8!
zumoTw8)dk(ShFO=pJ?1v1`hNVVz0A=S{i0dQVYX5+_zDz2A#0~tD#Fg2X(CioTB;b
zp`j{Hz_qpaYtUlj;rni60e64BFEPWGbKK&$tm$mtY#GtAJ56?p6?}rtG`uT{lB0%}
zSYrg29qns!+Wy!-Ev5zvpHbxvUW?P9zqAdpyS#bVb*SU9lbeW5Z01+J_CL9V>8}#D
zA_)h@@LJ^6eoMm8<oHY55W6J10#VU!Va8o(FZyg6eI|Z9JZY3jpB<+i3d!RUa%&xG
z_Jg}&cQJ`}!d1u*(wo=}GPrDivd7kXokViyG)6=BRh-`n#|a)@x4+;Gyo<66N?xZE
z_(P)-nj0Lt7(tIl#fZf1Gp8sG@APW`t%^>~iZa4&kX<k`A)9mpdP2KHbN^VAlAxEg
zBCFy#a*N-k$)~g%QhC4N4SXH_7nyT)0$(op+$=4l1N7P9Xl~R3!8`W5jL-)j?J2=y
zjqw+}fj3vfT~~sS`UL)r;G3wW{M%%Q1|~{0-r*6KS8`Mtr%wqU+N^)U8+enPQ1I#m
z{>YxE<{pZVt`G+hckmK%D=uuo>BTtT<f%}|cv0zr+aSMv;P~KAkd7tW+z^h%0y+!`
zgA++MaJ&wA{ib9MNcMr-Ae$WCiq@S#m0OF{ydu3NeZVDOSLa%K{}{RG4_9o&`Sumg
zT0jc;7rcRwvel{H*%S0La&O$DC2g@NchTE2avJ0Co#u|YN2vGzf;aFc2(2{xXqdtu
z+LGAV5>HMYFTi_|nkUYdcvO`60x8-OD9ilfHps@m-DBtN3Dp0@+d-P$`TB=kHH<07
zo$Vk{A5BUhn0JOgN&B20UV!GOhmS*RokD7+heLTh{q5K$!$K26PPD{*gnex`9COR(
z4su)c<TaN~Yv&cM)g7V3$7ti{WbIwEdEiMa(2>4sa0XmvM6_0zOG`gNbxPubU{r&l
zb^)OWv2>C_gMtuo&|!tzr~}mh8R7Scs}n-`9y=A$>0PwSeT8$lvdWCYgVMAfMj5@%
zyRH<nFVHtlzxwJ6^pd`cBh=#F8$8;Rf1EN!o3Z>QapO!wB-)H42hvm4a7l(5tabY9
zp$#6ADIT0W`4GC_#d8E&WakV_X#Dav%t>F>IhbZLw@NJbC%CM*=rY}yq*?ga<x+xi
zG_C_qA+$f?Pw>c4s9#_bP>a3bP1F$_O8U{cMtJYBRe!0G=>wmlma248VDFy5EwsC;
zA(`~}lk?zqS>pZM@V5m15-7b&yBL$8+)sJS0k&lE5vYjy1FR7^&8<x9fQ`zi)P=T0
zkRxJ@p%0*5I>Me-!{Qwx)#V@E;%X~s=QR2NwvZa`*Zq&U6|#EQWoV#YaT52%`{|5Z
z7Jul*R|w51vdMkbFRbWF%vOe9!6}3a>QxJ?v%nmi_z7G{5B#DIajO+(Slv3Sa7k-u
z5;0zd&ISwmHrcbY8KFnbrXq)@6gWIW_Ie4MJBE4_w!wmacr0-nVvA4DPGZaabOa4~
z0!!R9#GbF&MYkboSw<B4u`I0~?%q;XZ46;!OffuJBUBHKi-!w#|C;(6vEgGZ$fP7=
zZ21`W9JcU56&tNyc~HH6hwdOTR#4hT8tO%H*hu3=1*^<8M0lw9Bx^P+D9}Fh#BGp`
zH*YH_<^<|Y??xl!Oa)Day&G24yTLX;SR{9+s)7N&zbAMDUpM)RdN=F|{29SFWpL^x
zwAch0jY#mE%EU%x!ZE?aZSyC118<d*b)Uu~_!D*T)M$M9d$Pqgu^`fT#gT_bWzsRh
zLz~zWyn(lpR?dpJ&ptHasZnz3zqi;K7DP&}BFBqb;?$lA_YkQ*aU0~C!I9XMU`{}f
zI}Mt~4qq&x#eOjFMV$s*-=p`)yXhxA^n*Qd8)PGGqW1m-^o0FrXEZ$7KWq~7P861K
z9@9G{Kjtw#w2M8#8+a2$2E@A)@H6d8jo2+&zou<Wi`thsu{+E+xnus)VcXaPyn)w3
zcj@$9^snEj3UJ$_yx6H7Fa+FG;wI->|KxNuD#`5FBBr09MpQYy{ub+hBgq=94-u-?
z!FRkyP`uafgmj0%Fj)CN*bZ3MN2A?!vUgI-a<kF2;aPI&P1mDn8Y6Ok#^IwksAFaW
zyB;6l4ZLx}X$+@M;16OE<#8!)EM|i~MR);A_MUQu7u*tAGXxuXYq%{@Nxf-lqhOo8
z_6KMM-=P7+@jz{bYr-JS{tD}Ef=vN0R>mJoYrho+8h)}r;-w^jtZ}P+Vc;cBpjwwl
z{|ar$2Y5%gkan!7n$~kQyxK}SIs7N&>l)w(Ys>53odqzSDG{Co^`V&uCUc9KQFnP@
zs}pNxf@6m#lxTC^#`Lv;fwy1UmN>laPve@)=SbyVO~n|RE#$?oX?XfMNuvqc+!yes
z?;#y>$0|A81FC=M8j1kDUt1K;peHdpWC#emW=j{)(`SWlH7w@(rEbXUl0!)gH<zNm
zO=n_iqtC*QL;A){K1^P*F^!bWDSc@ktVPqa1YE8zcY(u3G@`EA=>?G=BA-xn)8^D^
zn+B3wVX)7Z1m^IEZ&~GilS`-X6MN8=Ti0)eZ^GpEXah9B7FJKoN)~vX($mCI3soDD
zJ-h)6ZyldqV9qCGJWTCsT)O&XZFqxv7m;v7$+M&b$+p3sr?1VTSi^=`F?>p43pT(V
zl!EF*{+n?<X5{i?lKOkRL#++%7`5(r?Lck0KzbXM4Wv<lOQ=D`{8tGqeRF&yZPRsZ
z+qRudjE$XaZ0y7n+qO1#vaxO3*=S>XV>{U|_w&8~&UDXQ{p&v0Id!VK>Z}P}dLJcI
zmpjKM?%0Q`$Of@l*-)GXwUBoFa1NTQ2+eKt%jC_SNti5*Ub(=f|8f+N8$Kw`y^=ex
z<?-w~*mQS!$jo>LESWry&3?0R1yje&Sbur>1cE!2XYKQc-Um*SsGGuR;+qNUm5SiF
z%{*?z(?mT~F(5Z!8g0$MX#1K64Fl5a9dMSk$zDF#FA^74OfwLA4zB4Cdu0vK2$uc(
zI_?+x`)h6$a;>a=F#6?(yJkbrCX=*RfV~|y?@(0izg4@D*`COP!q+TEavP<pX2QS!
zT{E}caq{V60n0>k2%diDGSU4?s!lk3M^r3w5k0fsf3N?o)k#Oo;~-R){`i5|MV<pj
zvKU0n#gArf_n_P7YB40BV*I|7TgF_IRGhi0*<qD})>~O6VMgSq=B%U0!8T&$G=k)*
z<Q&z{CXoJ4ml!fBzj)cWcp{6y**xzXtJlM$9US#8-n!F3ZLEK{S2T4PFS^MC_Bks;
zsM%RNI);-q{kJl&d6CEsqVaZLQ5!<}6s>(FAI~y}0<`AQI^_42p!s^MctQHB!X)j7
zzzTEl6TBg>_w)pA3P+D|;d(-c1jsptFseD3J3mFw%*o2@T-fQnoZMEI<5|+BzQQc#
zAq3RlZHq40x#FmMU0BxHo*^*=Q#eqE?gAU)+8AkL9%@5J9p>s6$<s#JR+vCYVgj9V
z1f%5;KZ_y(TBymUTEuy}n2>c7IAZ#%f~tQqU=s_Tw*^<rJpk(N>`TY4z4(Js`3A*k
z+d-yAko7@up>47bZzOK#__3}hw83^;q)$sRd$b{ypFnEV?706UqI3F8@TOo4zlC`@
zt5HdO>&@I1&X*!LAY5~|q&yG1yp;1~&jSLofYt>Ol*Hz8v=z|`Z<w_hI#Uh+JK`-u
zxfs#OLwqp-{R*4W5od`PxuW1@qmx?UD!-L<X|L!6c7^5ZT~{jJr&U}6H1Z14&Nmp0
zq6eZKMP_C}YDAFB6H|tE{u$8y{Hg}-fMf1XNfQ!NKZ>{}N(E8h`YsuN6v9hM%m!{N
z#g!Rfg*DB74tH@S3M=<fH1M?zgbOTN;4|cg3Sr8&;W3Xz5z{l4`oJ%(*8-a1f#^4N
zs-$eBrcvps_uLkx0^<95H2Wg>2IwQNr5}X4Ex_5q0RxH_8kw@U+SwyzRlP$;Vl7Wj
zDee+Y`;6(F(_O6O`+qw;Q?LKcUX*P(;7c`7c}_YKWGeMPZIyg2ZQU-)EC;a4ri-W4
z^;2)kQ*oY2=8B4n?La`8dA*iQWhrEHPD!Wz+_opphglh#y`XU1<tn)SaefQCa!9<6
zqJeYgfdcc7#xlBdmUrhh;+~v)ZfkUMtQP9GL+!7?%dzPNp}O%%yv+SMbgWH0fBo)+
z3M@<0Y=W?7m`<O?XAMl7Y@DjL{vr9Xr61syK-(}mN6H%9K-7Bp_!g_nxxJ$nd?_Nr
zlQ<vm^xXTC6Uhy;l1!9`s8M{v)?z|Fz1s7`>CW{$yTtuh=`s^WL+~12D8Ouz5Wv2W
zMF&Iphg$lX-Maip>K-sf8}CMZ{Nk3|MgVs!EVf))vWD?AuAY`!Gu^`dc2?<!%oRx=
zadX^nL!7m?Z`rR_zo|Px>UrhRCas2loR&CL+Hit%46JQ{sKmb@&Q2R=wE`~m0-E6+
zez)$8oC`<$fMx5}*AM7c>h!_dZ*(E>1uK7FSr-tO?lVisHw~exQ4e^FUc0d#^*A!2
z#Jt%%RvmD$3A#w#-LHy2s`^&y;3~DzhDFVU^pxDI%^b$pS7`W&v*RQ@2=#3^mfonb
z9_iLmztL_)$Ev#9(%fQDFQIW*w7~B)>e%dnT}7KgE!!nJSO$C{y|;?EZsxbkFJ#%F
z(7dpSWTv>d5$5ipa7E008p$HV1sMlM^3G7Q>}&K>?QIElrVVz8v*mqFF?{P{2*NX9
z-*0eISgz|$IUC;oJ&5|oOXjiXMZ00e)P3wz`Z~`Pbw23IYkwU9W4k<-54js+l<Xa0
zGx#nb<Zx^c4`<k(M0T|3dLGClN%*A+drv&AY9LcDgpVedPAg2UW=4$E)8Qr}rr}TA
zhU3|gCws8%UX`vF-Cg0t=4vA7DxjrhDf?k9*|~3TxJ@XmA)<=BM`P#p6+7B%kDOwI
z34D@%#d%)E{bar9r65Vg2JkzPbot|2%<FD{;PE@tWyw+3v&`bGA^7EdB?G~a$|wRR
zM0d5@-oV!6q6^vE$u;mZOO(f4FYaw`23Z?%Qf9SSoXx$EDKCQ{xXJ%k-L1DbtdiKG
zV&XB@$ULYU@_OCisD!gW^xty(JmWbq{klM><Xo`YtL5@!QS@6R?y%0kkDRXeZGyAF
zErVxO!3b(ZzZ)A!=c1OM8I{*6cef@-XM-Pezc>y3X+%9m*>rF-0tGmWp!2pvP8X+s
zKc%(U$Q$-bm1X?(=aPco-7wGg8i8RssLC~xj_6W{iJjs=LAt(e|1)m0fN=V+m}()F
zMLQ}>(X&Y+=sYb@VEW`9@atsj^P070$@)SJ{zOqz`-&6RgR2gQT$rE0ZeUXOg;tlh
zN)I&-(smpCoXf}0eMMsD(@rGc6|o5xMV|tbg^8|MZ>aS)d%?np$lhUBEIFvN&ZWD}
zhL9A&s*HabTDO+kays#h-{V==uErZW&27_pNoc;6DaJ};jbCe#(q`t!@c3RY!60p7
z(-Ac>(!eav1L}>4+lHdl&&$AK6AKi))$eJcubO&EG3*2?P!(qAdMHMRxikMZBrkdg
z<HV%@XC*;?Zo@>x7tN*63%6$Q+rPNAU4r2wS481{a82;IF1teKNasxt?tN<*?8BY8
zKW&PaHJu@shLvmQKDin9G3v8bLt6uW8xwj1IadWbbE{eIV*8*1SO?f{JHLF`RpbKS
z+}r4VZz_*>Y|%T+Yn-l|7>_FKhiv($i%<;_rI~%KQ)PpApU`%eb+mw^7xpo5H%1j3
z^q`fbVa4DmlQP%}L(vNt(diSZuW^WJ@rJ*izFFcp#4mB?Yh+YfASsLd2;0Dj<U)Cr
zAHEp46;Fh1EKPA~yn@!Br!@C8>HQq3P;A)WS2m-|m0{B924A(Zec!Y~jXd^rqWM;!
zK2}Ag^8)JcsN{83!CCf_H2RD2c8HkF(8ruJ&?(E5mR=3T#YxH0gR2{JS>J3StMeMW
za-Dt|=Mzy)XV|(!D6MO9zO~E3t-{sTl6%)ftP|bGY3sQD)5()s;g$__;_pNMt7g`E
zo=|C*B+Q)e3RIT~=_9@(Xt6C(Kio0nY}OqYKa|N$EGtAtr-<Y{E^tB4{=koMlfI+V
zYn(&DzJEb$(0&stJcuW>7|7xB4cO=tRRku1_jh!3$|ToAIyK-Zm!i$TgQAkeTd&ax
z?@+;ql1IOPB@wm$Z5PJat@ejzPga|Iu-`70#ZIo1RSLS!H~I#LKf|BT`NDG3PF6lr
zvYYy^5L_4YrDg3#rl<P4XIyO&M;o{+*IOeOog{TR@KS5eS}PWN$$)S_rs0za-zElB
zQPctL8C!t@ixn0>CZld87@Ce-<;`-x&=nP4w;A?3VM#huM#shA985(19#jIZ4&t`p
zr7hCGQmK4;GZdt7(lD875A$)A1Bn7`HwkWNzobr$2X*Ib`$#vAP)F;0{1b*l+t;FW
z2iA@C?f8__x<hf*XLBAB+-vZuO@m&rZs&+8i91XE&X&WfVLGpOx-aCCLc<5;!A6#M
zF43RS+!h7@8oR+f)xC4p0d1mt819Go*NQnMl0EcPpWgcadjQ^=NE|kUM2G<PCp<ID
z_Q=xPRo#X~Apf@F>9mJ}rk4%-M-}@33zYMdE>(y}x}O<f(a$_f4zXV-R9_N$Um?rc
zuxvh!<hH==DPVzv!_-S3TD9^ftnA}w0$XDdZ9H;tSvHjs=`V0Nd7pqIl7jE-S*Wod
zue-1!9BPO7FmE_S;%3AgS#+YD=_v(TN!;Hj2y#tPUG)(+kuVgC5jf>$jse1bxOTJh
zFIjs&_D6}5%*;=>G)D$J?Kr~&v-ne*bf42xMO0{_5%nM$D{9!=en)&X<`@BbAs0<f
zNsh|}2p0{Zg(f^5+!Q{F*7^n|8_A87S0qL|?o~_>*v^eq&dkXn-MfA<4SC-?_P4oI
zU>M7~c^m&bzjYt8CwJu=_AWh_X%@lQ0be#4IgDI|rwKY8oVS{F?J~sk9=dEa$TOLL
z#&R20bW{0oX%iOx2LZ&}+Vn)t@P3)X6#7)}t3tQhG=Qs64?$UXW2w<s740693M>b`
zzfQT;27wE;pMS7e7W(>kn%>3Mwlwu0dotG5Xq5<97xE2?vGkyJIwuI+lJmHZQ>dje
z%_NZi7<j0s%V*gtxX=HzoWbB0SDo7oNHD;l=d!ij)K0?ph&4=aM~4X$+ai8MYeSvR
z%<Sct_vZU5UUb*ud=CM`uWux}V=&#EeJmw3ZsnLS!Z?p8t8=Z21Q!J29mph6IXD_`
zP8-_^-%R%vI2#)f!V%Y_WEV)kk?esE2XY=0(j$gaJ1*T2G8dMVRgN`MC^H-(oBewt
zqoM}aNo^c_wMU!lwq%!oAZGN-SGyxDdX;h>Og#wI>rEyepM~-QE<Hxof7StPsL1<*
z`t&DlHjV0JVov!n{<sbhu)$%`UhDb}|KUf{(m^_w)10smR`N)qR<LhKe@W2^S}~vn
z%G}diE@NwmkelA(<HPb6|M(W;X2NZz1kS>YrAv56y?4)Ya60J#UpfG)xnZ|9#7>7b
zQtAmOah^3XskCC{&%o6qs6oBx>ModW6hJg>lfHn;>*)XMWEm2G+tX}>w=%@+u>O@2
z^23bYjBip*=LlHk&SR=mWlQ%9Mka+4mJ`M9VlmQjeW*v#hE+OCJY^flunC4Nc3+b)
zrTDS5*bFV(D}#d4W$S;+q)8iYAw`Z|-WiHVy{FbFD<)o_2qO~lls%VHwH**$yKq?+
z-sW3Nj#)7*tEu#A=3Gj@zT0$NRjIvb_jks%x^LKJb}Q=NtIyXwD0tvfeH8}P-MS%@
zKRo{=UglsntPzPbj~$9pFMF=G`7?xo4PNl3r#JBFJAA^xA@{37R&7d%WtRGNA0d7-
zm+O{fRnh+IRC_}KY322i*;rRJDS}sDiq`U4eehB?V>Wwt{F?jleQaB4OGb*px6_Xf
z=bf)!)O5kiE%>M5BS$Ih>Q(>t=M$QSOC4GO3ye+o+2urbAD7>GEeN{!k2J1eLtpZd
z=i@mV06u8rD)xH_`%*)$>VLeW&J2SlJ4~P(?G9_TS<7667Vubl+wdUKXqyFL6K>jX
z<!pq4)4iXLvDocVc=qFlUn9f}V*aq7xjYYeQEi<iTJRuPcfwxvoyT?Qgn5#IJ_Ci-
z@;9n$>i&*W>6=?kukwPqF4zZY7>?xjkO~DZA%F;R5AvtJ#_>qDl@4!V2?ma-m7Rq>
z%fo2dLod(rRL=6_t`q;PtT!vs-R?n|85pTVL_I)Re;!ZB;Q9OLKWAiYwi&bvh|BdE
zxRh}jJ!$M51zs}3ki^8VBgg!S=Y(z({T^Y*kyaKPkFlb!2W#1<b<)9ojo`s{br7dJ
zczQ69EfoG{?DoRXdp60H?{hI0zVfV8V-wl|Ex{SwN?J-Uueu_X{0pE=tUa*!CH=<Z
zYkX))0D|sysx~-)w-rzHwy;)zhI^br)bW?m86Afb=k?E(@-bpJAPK*2<x7F{+6j}0
z)_B~$RbeaLs1+3SfWhh4&lHAqmSNq@tCIg_x>Y6dX7$i)8|!#&XCFN{#c$Qw0d@d3
zB-bM2HwD`+{v{NqJ#qjVgH$@Q1Z0Ej?PRi#+;iW?A4~O4nZ$`HkZM1kJ8*8&y*D@t
z%<DYChedBxGP=2!+qR=(y@?PSsyQ*FSL8C&-na*@$K$-N*~Nvi=LPe;LOG8Yn}yHn
z6fAV@`F=-XVs{Nw@2!hWNfI6-tsfxNYlTS&J+fybaZM&Uht0)JoHw@v?H;5+)mR|Q
zN}Jg;Mg?3X7U-FGjDl?+X<=a;6S#$z$(zlnYMmeEYMW8-;49z4f-Nh;Vu+hU784u_
zv)>%|kH>!T%*h!$+vS*eD~7tgQatO`7w8!#DsJ98gj64RW*8N~hLRh-AShDx3@oRw
zxJ3t<YUDdOCYyc#n;7A?P6{gM?$e4uJTdc42#^%IZ0y&#tQ|pd2=D1p^PgMm@4+N2
z3PlDOake7yJeh?&*nMrukJkW(JsThJMkkfzwE4--SxVTMt(*3oVCe%YG*JYuE>)Gt
z?qikswQ0Tb;9y<^aoPLZW7}yLE4;YwyIi-wJI5>^1QM`9adTRsNbac>eV*YdYGW!s
zB3^$o$`e8ZuDq~&<Cw04VI>Sva~&MLQXanx(~wfzmeSi@5%K-*-1YDwds@k?G^rFF
z_qN#a3^n8EAZ2lGJ_I+zlQq%`Op-bZCj1#WeC`PC1RwZ`(d0?Vxj|mhrO61x*%}8J
zo^rLtQ`_>4PhY2y8uc6!wlYa|!DOz9dv??)m(u=?ro@?e?)m*O2t(zOVoVWx<!~r~
zWH`i~L&8qaqxx10iMfC3(Y(y~vdcnn6*K5c7V*y1X?c%<y&Vf2y~2@{HJq0eeN{Gu
zmkAxw-r&V=Y6{uD)+EfV=z0mweW)tLq@4t5^#sKWeaWDOiBXhK+hj+c>`}<7C2e1#
z1upxWX=Wgwe!8=uxn^EaXm=}g6HF5-e)?I@HO>5t_lR#}&f66L(fPbm!GF^`eTys7
zk;YrOObUJmDUV9&5VR{R<~HI`H>ytg10H0Ur4me`n|Ri@jBP`RxfOvdpuDkkwX|Ht
z96Fsn)re4xCqziIA(fuTim&)h_#WYSNiLYfcs`!DhqVq_Vm3bvfb@OIwZ0@I*W?;7
zcYD=^oL09jci~WM)ArkmNY$BEMM;g58czVpg@}=@?I7*?SW>rZ|GDiSMknXUkEf*I
zf#&w4xb>B4ceWeLtl}E{apl(UM<+`J5x(x%C|i<SBvY|Y#Q%)@WrjMD*ZvLt<W8vz
z;;zh{Msjm^pL*|@d$jO(ER>UPb70N?b=m>^NJ!J|0!9qml;+1TwekI7#`h$1-{7~N
z!7-4w(-MaKh|f}&m}Rs`mzO9~+I5o4A&dIPtOnDErg!N2lHMNcx$9fk_F5MNqL}i8
zlxJ&1#ommTqD4*lM#MmC<yoN`)Z;iMqJ(^j2B<)Hg=Gj*LyHYrOflJN#t`t0eT|)}
zQ*XcBq5%pIOg;Rt%sB6g!NKM-rX)Yk`<irNzr!N@piVst637<tbnKEnL&~L)+G()k
zV5<UNHe7fD&AO1dmF-48a<W{!6W?+c(V>pTeHOl<mbV-20<14B;NA?}_9U$FglJvr
zw6t{?qdTDo;z@n^+s+1Qh#QU49?tYp_3aq?{LUna#2Syi3?X8F|6BxyOyo6iy{V{v
zXrqp1h1Y+Hl~Y*(furtxo;lWHjc&6AatnW*pW`GMg(3FFq@Ql|bj0G7@pD0^KNd<z
ziL=rxNppgLqlb%srAzmnXu=kh*3!98jg3tzSV(gT2OBh(*Q>vbp7Og63-dEEK87Js
z%p|AvW#U)Qw=#%Lob-$1vQ?B=j^1vZOx~6ZEmn!bogZqYVI_G)CcM?WsfA%)a>(4X
zGzyM~stz{fFB?_@rfJ;rxpyOSY|eW0OM4f^Wv`d<iZL5wG{2-)KV2kp_Fj*u5uel%
zZc;-H^HF4>GBa%W1Y29b-4nEWGxAtMW54j!`$kMpOa3-#e8NQ@r*rm2-=bFd#^bfL
z#H7P@Z$k&msVC(<t83cl^R~e3Y)E<uo~N{)aEN_$Eo|yhaK>Zyaxo>l3vLFY6qcTn
zBS`Juq<B~mD&@t}5oa`lDdDf%)Q$Giw^-(0fvAL(&)M#vR+f`4K&cuh6W#6?@W91l
z{g@Sl_(wPF+%7LLL7sF2u8xa5xDn=4i&&FE)BISI7d(D0SLq7>LUdq-s0sC225ob*
zbralHxRl!H5$z==2j;oLa!DTG@o&Gil!T&()6G|-wKd>;{&d|EVZ*bq+TNP1e)qn;
z8jRikP%y^$vJLXKk(hZ40~M}zpe6g^0~c<p*m#_#&mv8bR?Yku-o~fLAmO<jdxW~7
zfSvMrUUib=cyB~9|2xH68;XW`Jap@ys-P@>p`C{zaTXrGB8Rzg<gQ?M@;elfm`Sah
z-+02VVYO@EGrl@;&h}@hM+eoD2Y0Bjs&3)y7y|C2ml*1Ib)S;=WsH)`I-Nf0<OR)u
z4z+x9Y8&)rrg6Dvw{zkaNVmwdHO(L$QX$%nA9D|zEFLBc8B?BPS!3J^oY0nwOBIG5
z_{{xtYOL?e(pojwYOGk<kixe{kcc+CD}n@kP9Ar99=nI_InDdr%F-nPi;l9B|Cax~
z=ly&8_xbc_55R7HxdIi?F3`C8?c;hkY##KQfCkxt@Sx?l8F(nl8ZAtHZ;Uh|&YOTU
zD2L8d)(=~IvFGDj(f84w{kb?R+QL|{`Yep_#-T+Z2s4lm4$WN;!ug|~g$FV<Q9@z*
zB5M&N>yDM-eOcK9y2+84+Fd3aIXGPx-EK|sE>yb~^Np+7k>AGbG)jZ;U>=7@vzsF9
zv!Kv!T*9lz)wqfM5F4j^pcd2p!H7MwoM-0Zhzo_C`_<yBG6Y=Y^5^UOzJTd(ijp`~
z#L@6^2p%3zLT}flkwt=r79Tlj<&5ihyvRG{(aC}0|Be_f9wnA4g=^da>hb0Z!LCVI
zaJ1<d_skOI;sK_EpgE4sj=pt3hqTJSmBR`=sf~Q>+Ze3AngMU&krBre)G6HD3OOm+
z2XkbN$Cy|y1P`HN_-#}fmT+`geS^_BvXlCF*v_v5J~<p71PAHDT}N$hCn943BXgg<
zkXy{sFBh=eR)C>+))(ZVuAfDVl&+86!zhU01U4ABl0>>$pF%?aaN9<2U;XBGcA~%q
z<jg{St)O=-ZSm;aDg8wrsRCKrEel%g#?<BE>5FC!Bee;`z}!znz=RVKKmvbtZI$>H
zOBBnnJ(w|N#YtrcmK`gPU&EOD$Gw*KO0c`Zuu<%Bm8JgV#oW9_=&YF%JN_;EczDP9
zBgvX{(vSR4;AXU}w!(<_>e{Y}lQD|;)JT|#)1F}M>H>fH`5ycs{h~X@%ZUu-b?QPN
z9N1b!-w(Ll=V%O+CE3mmgI!GOdi7moYfaDk&6cfhUA6>8Lg%?z;7YW-y~R5ryiG0e
z>MXc5l^KWg%`j;Igl%X0LBUk+t^yw7`T)YL)a~_1-ra^2x<Out?d)Fi+A2tYhAAL6
zhjaa1>g^FeLHD#Bb+fnzsBWTDxkfeIQMvixP49{G!Z^KeD|+a8zJJMFniJT#A(<N>
zV)<=_R@WL^S{tZ{SeKtIB7@)LgKit^rmHj^B>9pD4jebG--14EDY@uN%fE=uABE#(
zkZnCgrKQfW)&8k~6=Bbb|93s(M*LpMC-QZCaRmO{f5UH9yF1mix)7%l(k$6HSF@J1
z@CX1GVTigTKdUUIG-K@STB|eS?;XFZKk|FxDG38^!TNS%xHREqd$%mgYu$TPJPUJp
z*!-LDP&wTzyX{e08SGOXZh=*~D3SNl36no9v9n=0T)ka-wrDYjjhj;$E&Re;8FA0F
zgS7C7ru~ivEPu`uadDB7`(sHBKh_CfTN-o+wSK(b)@2p$w2k3_z|H13V_vHTCn`xU
zQGyOCkft;V%qf#X4{-3<<^~kP`I@H9u=Z*uQOPBsL_3g(`lIDXexn@NszPEgQ3JF&
zZNLV%&#7X6&_+}wQ*VCe`V9C@N0|vG0pR%+a;V=aqWpb}nhYlbH|Mi`oiC@E-IaTw
z8C!PKq}g`=5+<eP0XBl$LU3B$aJQc^8@rAjrp@*&9(g+1@(4{p4#xpJA~=AwPzy@S
zKY-7{G_-Wa3N<`JkG0lLjgwIN3$oww_tt#2JgIj^H!A@ppJ4SzKAyP~%z{MZzr$tI
z4@p40zC*m*GXerq@Z!CwIf1M2C%8P}I$dDE-)IJ0DFz-94qMSH0L9*3o|}6lca$P~
zQK^HZh@9!Eyu=L0XDbe%sNZhm5Z)A(?c&Cal!pbN#wQGqFDS9kEq_%wAAiS;`9bqq
zwnKH{AIf?y(RR86R3bcUIP3jp0bmEyyBE_(t!#y$z7UY{m^6oqm_o*3eYx}FtF7Un
zP`bbhuak1rm73?%qBS{;=?!sEMDuR()PLXUu6HGR|I}R0A>;{iK+~N6u23cMGm^R>
zdJ{VnQaF<O3M!8d?$54(Z6}8OP6(<FO=_EPDiq0+@nx%%@(?PaX#wciIY$ozGk-Q#
zcVwengq{-B=l-%aNcp=Ap>2G%mMQPShAItu2=NaA&T#L05d38&!|JqzsIa2^1j&iH
zqc3w`N%IHD`X<)MpZ($6XnPJ9bE6jH8YTn4(N}4<|BheaW?7xkL#gcpZBSM$+}h02
zJPtw_`3ki~+Ki9BL`@Mqww|(EoV)W+_l15FFQXjkDG=h04h05<WN2FnIlA%*!j^GB
zsg*OLflPEO`JT}WvX!AbC;AaooENwmXb!!XbJ06+4_mfNe9J6%C27XLO6Blv4}G?9
z`7P4<2qRg6r`E)<SM*5KaXYY9Ono9r@Se*h851!BT0$C&jY}bP^Xp@8aLY@mEd^(W
zUNGizzz@c2;u$DflzVtjWg-GrosG!ajLiE}^%Wmfe8zP(J(m@y6gwPz`8=%_qRYw@
zJHuY+9Z`z)$XcB@*$fYuEXMUIxj?)GJyt$=O$g6!3<t7*mtCZ0K>t`w?B;j3&-!^<
zXzqE&#4oK7HL)vv!=1YW3_BO}7}Ky3!S6{N$$gM1yv+ERXN!hCdI%iz3{I91O7z{9
zj(vK$95b>%&#1ul9c3zu_oPlRRMzOOEgg|=yc*N0Ux=;?FPw8X)204bW+lV%n<On0
zhofk1@ewx|8Dh*N%Jwi}-7$418O-Sk?pPTbCN^^c`FauAClAa+$m}-9%?lF6sqf<2
z@LCG2P45@}S-fI?CPxHhiW3y{(Ak8visfF%^fra#&cSEk#K$^s4`RJ&)d|(Y=E&cw
z*zzL}%cK*sx*6&d(5%WbDcR9RP;|2TH;1TvXoU@GmyXYsMTLAC6n20CB!nTHQeSN6
zZt!aZ0)|B#32|8xf8PsvodFc-H}4g`%0`|NDC*fuaTy4n%S-3eul*rWQlS_dd?r2t
z`simcN8>fly3T1|1ddCcrSqW!n@wL5kN6YlP)Hxl*?h?SbTJxj`&WvnrpfC|bKznj
zdvf-;I+Rm^{FOOsO~Ie3oWzXX--!**0q1)IB=8S{`inCS(-(ZK@@J(YB5-)PZct5K
z;9MK97is8s^U+@I1%peB$J}4NUd;)Z`Vb<CUr__%C1rgPw@jNeYorC3<bIANcm-?%
z-1p=c587`L&Sg^!XxI5q>(FlNCX^_mjap4Vw8pzRjrM5b(|&*+1if2alfHq9!8QM7
z%}9~^E19r=?_~L|wPsHV9Ea4f{AQhpD-KJvBWtec7a$FPIb@_PG{<fG!nnRMa}Lv7
zgei)i)euuJ;ZOI8d>z?lc}Bt5cT^=^M9EFHs54F!T@k<dn6x422*m0Gk<6d|>SvC0
zBMUrq&0z1VNXto=5aOvdl$xHi1eGGOg;N{A&o~B>XDa@E5h9du<{?p0X8I7eUXBa1
z)42E~4=XjDJ{Z86%ZYH9FlXIaVAH6`N@CAmkfm=YjT~gWuhR=$ulOKmw(?McHU~#W
zr9o2DOC?oNet*$eObVucx&g7a<v!8Vd@5MNYp)%>Bh3BNjBE9cD$^vu&VQ3`u6eWX
zhJ1%vSXPY}wlgCwe1c#XO8G~-C3eB**2m-!q@3YQ{PXcY1ZQE3$^Q?*7z+eV{4w|d
ziYoo7hzZs{Al`dNl9T0&^<RREgU+mR*;O)j`P2f*Iv(~YU5f8hO-1(MBZS!QU-i;O
zta$@RC?+!#E9YLe^-gToi8pti_-_DEZc+eF3#L(FiOqoeihe9G_33z)m|@v22i(*5
znlYfObHOhn{ewDA&8nr_MkX>&H5w^bxp+Qal~cl%$Y;<nq~rm@@m%LO=UH4vnvb^9
z85;q$%J>XHu90$V+T-Qec4##USLeC6Hei}1Glj{EVad^<Hp<ne4L|JVs!GdqQ{IF2
z*yvQMqN!3usd;*3>@T*|gs<5;qrw(EStor%ibP95HdI0<b^h?_!*cl&H$^Ecdbz-3
zJ#&jX9K>v70E*M>MV~>`8FK#ObYP0V$KhzXl#aQEW}>z4DA>^1V2$h(@Nu1$&1M+C
zTJC#E9+oI#NURd-=5+Q<W=01KIwe}Ih2*$fC7tsJ_}*A~3C1BFJTWEW3f_Kp^TTL4
z&}p#&rjIU>tYyLv!-JA0<C1OsKSrJ$S#-?VVM1S_{OOXu+U9E-Y+>dk$O~C7`khDS
z93&z-^;eCWVOYi?jw+J3>!<3s2%Ax7%(DtESKwfl_Fv=V0IdcZn-X%!d_V^}_5lV|
zdzGZZ1x;T5^hKNJp8ge0208D9(!dOjqJD=NFy=u$KKv`$V}hg8A`nS*NXgWD5x{Z=
z1N}m6dOk*>_Z>5$4fUiJGOtKhVnh|?ip2Xb)Mz%P1-h*^<`-ND+xW{g^pTg=vK8L`
z9@Ge#Hq6^})!`qDc}J!T8>S|DHn&zjzuMj?!q}8`H)5>5WbPD<<-DLe#Q${}S3u-G
zfw7_%3Ju|Bq{XaL#I4i#l)7fWRXl*yGL;{_(AtZDwPnSu`-7%5fE(nTj9U7|t);GJ
z+KK3*Z)0-ictZWZZiru51L8S~)LTYd5Um);5_HB7{I6rqX5IlHV2ZGuIWMl&;X;w7
zi%`N?1C9!XiRUC_MzByuofqk2+3toCp)n6*2WA<cPOUOONN%>a+}T;`|M0pU7ilMX
z^-2GQ*BPix89nCgGl*b%`WE8fipZ;|qu1YMa@a71!0CVuZmg<PEkUh0iAo^JL&#|+
z#F%0#JRuJ>e@yNrW5)<rZ)CUG;dH*RLY&#b_FwyqUJ$MGT{-be^1etX2<AD^J$)Pg
zfsxWe_4k!!wDmJj=w7S@3*$$kR8e@yjuOTlW;0c10WN;XcV4hG!Sg+kM!_WqCES)$
zE3@^5DM*APhR2(xN@kmcjKNxt<_qfiNci?xX-#4(sWK9!F9~QFp`(|_Kj*2}Xc2Pp
zKrjoJRm&c-twO_{YK_**W|M#XG<$1+A4I%oLz86w7emWsc?yNu{YMDKjaWvo2S-KE
z$@T1mt!I>6_(hvJPi9l{2<0u^!BsB8s+LW=p$LDE`#gnzz3)(_O8bgap^fG?3pHP6
z?9WFabhPx9{b@RWd050hOef?(^xh+@9RU7yU2~uM>6O#SI)BEunD)RAeyVt9Lv#@4
zGq-YIc0}QJwM?yZ5ng-#c&4ykqgeGxUQWf$Z>Bj1CrSvhHX&vafC4d_Zt$k!pKZl`
zGG(P^e#&F5$$a~oWeyGapEQO!pbFTqPz1fX!X!)0NT-+kdGIjbzsBWNF|DoIibPB~
z9w}f$0Kn=+SL&kJocZm56;!`*@&`LI40vVBTJvyLIcV0aD2UA7SPAy%jE`7)qaQ{y
zjzn*=KaLMLhTLE!mgL}9+B$u#K_bZPXXp(I#2WzcdYroYtkso@FRBIAo1+dX^^I&|
zD;f9)Xg9uVtNK+1Xzw7`njUf?J6<%o0E^x;@1x<StPIZRxC=5zqTSMSo$p3~6EisJ
zjZlr8jaSO8^p-$A*oUx_$8i6Q=EQ4cT;S&hhu$#$KiZ3`KpoTmOD5Z7*1GqW;LcT6
zpD=@+Sq$&*_BY3^uUiH9JB4_Un%6obs&SXO>nz#Z>5i7fl5LzQWZUI{1I*~&6dxvS
zxn{Mx>GAu#xK)Rl6DDzFLKin6%F{F6j$S)$sE02Qs~*5z4g9maMu%?e!F~%q4NiKl
zm<wP9CsjZDS&Vb4DQ?_NDN$OHpifAN*{gxu%g6=mgEhK^AUubm{}Rt{>noHc&MZcl
zp-y7Rw2}eXFuV3+eEJ6CSd#mAL1fP(|0@U_#Okb@x!V*YcpK^ewWwdR9k-~M?SS8c
zR;g6wu?o7_gJ``OJNusW;C>oxoiA_^<tDNRh<({h879zEO79PgoI<ouQ&zIU0}H;M
z+1DiqA1$T|&QgBt%~2Q6+ROo@q^5kd=Lw3)$lJTGc=7;}0>+B0efDfjjd7enN#GsA
z!@1_a5lxT^Vw6#7o(}EKT+dys^q<e+MTQsQFHdge?+lD8f#owowZCk<apj+NntnAS
z$WEv=slX)aM<bJ0$i=xwRWDYeg>j%51p<CJ3G=K$Hb+`-oyIHm6v$KM<MC;eZ99Nf
zEa`QDfs4}xs}>U2KfAkxI>`La71jf86hu?}N5gXIJ)E(WiR{k2bV$uUTU5)X2H;rs
zLXgMTJTi&<#j`CmIj>lcA|Pce&9&6`{QXo$I|H2l+_V;=>&oKlNeB=|pCV{zc}j6P
zva~MaD0c~>SOpf;xkIgu;6drYHJ}kIa5b9#vb|4Ny!6Lqht#vcWKH(xR-}q@@ply7
ze>Q@H)9(ZqJLHeQn)58-=T{bhR^?9umYrNn5X{o7Y-E6|WT!gXwX5|yZo{`uO8?$w
z+5tmZV*#L8BvTb_rL)P^SvfLMjQc_5%C5o6$Rl&ndaZK_Ha1adCOLI!%bew{SG`R(
zMSe9=6YPm=&XfzMp5L3}OzT)+FcJMh3$yX^HW%X<D2nJHfszas`~XB<S}8Kq48d?b
z&?txH_y)c9@IzqLgUhM>=u}z$oDUM1nW?n|6VV(HyRi75SRR+{K^lVCHazK~SR$nY
zuBP82#2W4{OX%~aWSV|B)?}obR}cPKysy<1&4zk!6Op}rM4Zx<L}@C_Cl<8;=gi8;
z=;pTpR@4@+7i|*+rW199uS<M@n+^h=UGgJ#vDhJ4gMRD}at-x|xk~MwmksLb8KXdm
zk3OF6QJI5rT72f3hml$Qf@{q555n0(yw1iZSd6S*?;6vk-X-au)+Z?V8u>6@2d)#A
z;sNi71JGBD^I@d7>b|EIKSx{TbwCvB{VjPli*)U{c#*P`T~wI8P24iU7|vHhtZ8mM
zHJ}^ypGa1oNKvcAvUTQpd8%?6j#6mU)1GYnQo(Ml2f&ow8adKWTYM!Lv9f_`MT!;t
z<$#T^P`GeI9yhX<jP&m8XBp19rr4}Cy-q07dL$P#lWqThv2xP&hqyyr@{ayVoz8He
zg)IEcL`c$Xc+xd)8!babC4Q?rv#YKuwhFAHczE$C>g03m4wKk?ihnY3s}cNmf_o<!
zX3r*C4>PLI`LIlY5zZ73sa4ANZmQb?^P{C<^k{E0)BV+L2_XQLwCu6l3Rsige8G+b
zE?)Ht!r91wgzLxtxP<kd6N)%pil-ze@LhQjtkDQJsI~Eo*KqX61Bo_8gX1Omgq#hT
zW9~QT(0-kK)<pI$7(y(6&fY|LSM1$j5%a3fcWT|HzOfrwk`5WAd$9MHssrQFx)Qj3
z3umJ)v@k+8bI(77FHx+#mqRjeZ^&QLhzu!NqaJp!R;p$4#&2O~6hgctaD=0DOPmoZ
zL{GG^URO#!Bwd7qL=J(8jiWho)wi7A40it$>JV8?UQR`fB0}MT7UiKWt*<wFZSBUa
zOHT3if!?;KhOOMW`>g%&bc3wHHMq<fu%mUhQRk<z7!=X?rHB1EemlWr(W@y<LXh%b
zVzYu<1{xINba?&`pB)Qj6<+IaqjG0h@%MBK!PylRdHYA65sks&E76NhRb+8OHd$Vq
zoX05x=$-Kp0xriw3tzEnbfEh|?P#vG&zAe_Pg9-w+WF@mlJ)+W=l?FHd|>J;i2XL?
z%A%&<;pJw@-xasN7{<|LMHpvjT(aaEtRhe^B(LBbCIwlKNhYP!u%*N(tze056URw7
z!KkoKbPW+4QIoZ{7CES6YK<FMFG>Uz(Mjl9^4T_9mYBP6Lz{$xw$g2|ETVtDWj)_&
zWV}@6S5|-kmIS6trtgxJ)S0oM!>JD4ek0nIOVz%}oO%1DbCE3$%ZiBxf0<RCEwY#f
zR4&IbI0|r#lk+5d8AE(o#afq|5}jXRYS_X@(;~U)E?T`#-v|)6UpBLrZf%#rv-&gx
z_w48%+FO+PfSb<E2;RI1Fx@3`)D&fPV4o_?w%=TJxU@*(2p<n1h8jsVkZUXhpJnO~
z;0F_9zh;SItNg14Cp_JLsL%mRC1ohvChg>0D`h?Dh+5J8gM9fKLm6jgPa1ihr6stR
zrp6}*PpoS!zd5{r8}|MwSot>YmDF{`?~rJ8YA_n9+f$ppSK=S|wd}asX-d$h(kDS9
zR`YJ%4aGDVDleJae}*sp;F(AeiXJnRebr#_7z_xNGe_X=$yu4>{Abk{la{fYP@4@C
z3E*W|{_Hq0DEJ5V{7tFs!7JPjcb<L`Gbja~rT~@3KggRRv`xkSM~hi+m5GF|RzM~%
zTuw@b2;+VpSRUNZn)jshx(7Lg=%40r9R2GL{p)^M**b0U6|2*-y4-(?sLN5mH`WQ0
z_t4w-GRG2s>EK70t#F}4S5T?qr0t(5tk8kDKI35;l#jTDj-wdC{9Nt-EaD?i#(<}I
zcEL1vnw3m~UC11&n#%sIz5(a$?1bI&F8;uht%MLr4umEi8veCv2+(M?j)0QP4XSHX
z+m_fZTmE(QR9|lTtMAGPilcq)C`u*~rmaLf_fR(-SzkPJu-^1moc`UbQSKkE2vxGn
zmrr#C!PCg%ZE0k!(iY2Z+=RbYSH=*E7YmZ5hW2h#8D=>xZmcFsXWde$v@a-Afk$U5
zx3hOA=#=8oQmBDq3Cs}OEj{FobuSc^f{zM;Q7{=gax<8_Nb@CF(89wRpZ5=oDy)}d
z%XQ4^yz&%TOu!V7i%^SkfBLtjh~JExs6m{YP*OuzUkBu2#ajGFrkc>~E*7zeRmkJn
z6=Z~g`N*7m?#3uw+mbV)wRDwpk0cbOD!?cH9}mtOUHaTB{gUUBr?icL=#`{&AvdM}
z`A$`cTx55z8@F9{uMdkJfa|#Thp*{Ctgmr8Du;-2WTUwiK18RL40&*_0q8dZw;E=p
zxF)E9tS%@&Cwld*3A(EMD6I}#w(%}reLPM^@<DBnR4nC*l6|faZJRZ+TK@Xhi>E^j
zld}GnjKe1}|Cir6=+lJRBNL4YGAtjqk<BGQ=5Pw)c<5>mU0(QQv@9$xMQCB<ACP`W
z5bFAU>xu{s@mnOw)T#A<$sOIWg)g|`ONJV%e!{4U?+vX5%6f)M*J|UINL(Ii{<kVE
z2WKP&dYBn75Qc-POJv;#Slw}iaU8z@Q8uwKBHl_2%*<&~VENCX=5}ACvqZiM6!$l9
zV@=u(Rg3W8MoO7;L{xwRrJlgm<Z7OnurtCNr)k0pE{R5_R8;CJr#_`>+&OtmDBVC6
zkkrVQc7@n%W;v+`JVPZ}8;2w%>xGk}G52>#I(cIRMd6Ow6dkGYiyf>_j=?JeIp`ZY
zJk3DB)y%u=#(oAz3I0QkRCu*koSg#KuQ7}{IB(|vWnt)*<?Phz*1?UkaQ3*DXjO|;
z(RXtP|2rv0tuwCDW!8k;(yW;{Nro=4e_G)7$t-^Szo^wkVEt@L%?knE6$9TOezv5W
z)1UN-Dz1$^E(9g(PJuB)qQE+#Nr4F7mk8cJ(3`@etwTk)m4ouE+e240V2?*9LtX8m
z^gt_!lS?|yR@!b~d@riO?58Yv!K9P)ClODhD5*<*mVX}$a%<6HAV=!bpHW2vZ?>x;
zqSJbv8{yMP4`%_3000xbl0!u)o$=q6{sv6vGTKx>QtlYgQqa>4d03J-%Ab~iO7NR=
zho~UTdg9BKsPvC-NXo7Ya|6krd3}94-QqNzDIFIlO<xVnNbvX&WxUz!uE{=WtX&Y-
zN87r0ytW$B+n^oO``%XB^}t*4?*HjYqOgWnq~t=ofi>VpIQ0B`PhU)edlI&8``0vl
z*!@jG*&7`5ifrC8zNSkUhuvbv)pV^l%(HtJLriZw5HRbLB1_^$!0+@8I6j*QjfC82
z?7m}WIXtJhZ289-Ku`G1{4Yln%o52T*_TjAa~cX?W+ubZwnD=}Uye4%Aol{5>6%iU
z%IBX^tc>49!oTi^=+#<et?GitHoa}l0k{0MvnWU@NEx5-_N^#Ilq(Do+kMLnNR1@$
zVBty@1YGwXk_*Nh8Y-H`xYYl6C%P6>QS!Qmm>d*R{iwaUJu1;(B5u^n5}4~dhpI@>
z;k`R6zcJnVk3bz0v`m~!%Jd(F8ne;Tnne8svG@2EwL<yOPqF&NKx1057h9n@9g!7k
zvB{*hnU^+uQ;r@JvppBEz`#~o_2c>f&#xgp%mod7lR@oSB@6{rntLP66w&EEqD6nM
z8vE{a+cAaQ_Z(8wbzydd&;-EuSOgFrMk}R66|!gIXiLu_&}v!7#tH0*T)s5vZ=Es1
zvUg!RvKa^-6m`PVMjo2Hdt1hzOm(%?Ss<GKtYRJ}LUlv*KE_|zb&hFsp|ATIoWpoJ
zJS9%RgdHa&2)~W)7^_oMw8l#+=u;?ohoGScfqR|GjM(P?61yl-_IK~u$pNJ9cWqyZ
z9Y^EUbbc|2Y%*9v@~<a&352n&5Bi{B`{^@3AqLrqnNB`Kqp&AAI+YkD1B`GOmuEZU
z`uJRXx$Of~jXOi#79>;o45nv@P;#2Z<q5x$eRTq{aicXUyhOX{ARag*UX8=%GY7p`
zsMwKy>EHTnFV^RDP;ye|XdL4xFAb57c{bx9PXzH-_ND$wuYZ)Ic##geGiT@lL~d%9
z^HVYt1Al4ae2VC@f5ZMT7i+8d^s;<fd}CxnAo|>Q`r3MDW@<OLOYl|clD(P*-?|`-
zS8zctGb++miKCv%rM^?#xsSH~pn9h;U`OMm{zIH56hS-{uxmm-^K~N0o0k0{$uMf|
zm-S@f=&Oy6srw?qSlkrTt?vI_isWUeds|KzoxHn2sMTQ1SP#3wbh7CCb><DqSFnu4
z0_mqg-wBYdtZY0rQrom?Zb0bXVw<R|{UQD7cdk0!p2G`fr-@aj`MZ4fj4~*T?q1-^
zI@9d7vfft!t_8dAZ5dAqLEt-Qp?d<|&N7=rO%^9d_IHi)OVKwfy-=mv+20^+2LTk~
zRIXl4F~(U4`#->RSr0OQA-7rIopr>9#%kn>-NQMtCO^r-9nFT;;5qUtE?$Tu@->7I
zp>_YLzh6C`%$Aq9xXt-jImtR_@E)OH=#OSQP^3q3#aQDDw*SreyOVDv)|w>gCUfzi
zi@AKWoP)!lwyo}8;ytkWFVa)Tm&=+F;^V+#&NbOGhw>^?M~{;56~9d?g^~ZF(3lT%
ztOF$8C+ml*wLdk-I8|=3W3OMX;3Rmj{sjRmnvAHxdPXh&`?%mFy+cWVX>%Y7+)Oz#
zows{&pe)9blJO<s&2gC)m8P9HY2r_9#1@U(1#Q62GS`xXgW*i(-44~`ukO65qbet7
zsg_erE@Bsb0=GywW;Ry9MZQy=w9a$RibJiv#V6!Zu8iNB`|Pi^4D9sXOgX>pINxPt
zLfUpQBdF3*ql11|-kB7IkDHPVE14>epImO%8Ln^`QzjF(GaN~$_(bRY4Dd&nBT_XY
zTU;ObUw&Y0vi-NvDG2)H%fmkcjUtl@%-9hG=?hNE<s4?O2WPzslqSv%XEL&YIWh+{
zuog@6?hh~y3qNu-XfdP+B5K=n8lE^>JB7`K2$lYm2Lska*1cJJxe`M^u#5*$uV3#J
z1xDt~H#e>ViLIpeYvn$vW-33$UB=F-eA?HCu+LE0ER<-7%Ll3UOn!EU<a{-PeyPeS
z7hs>GbpBcA?4Dlq3OQAEDf$Z~DI{EW<_vN=Wo?Qg$F4M(a$k@<2U5+_nXRBN)D48g
z50>f78tbD<qf^v!7Np4Sn(iCXLF^HabV!+`l#|FmwxT<|K~RRdZw<aWFGEmH{fMAU
zDf5CA9pB{KU**m+c7<*hF((H@biYlU6)cQ%z$$4`Oh)s#;dUr9$~9!kJcw*Vf4S%%
z?89U%_n_9d4!&E4Gteq-%NUGo<LPFJ^1QQO3uS?QRLpQyC!rg$tDQl3VcxbIIiHg$
zA&mFFd0;kj(c0KUi~-yvE4tGP-w~sW>lBWoC3(dgHHs3B-nWin=z(2Ee8ILxl9I*;
zc|e$y9wo$I#PKG@L&%a}w-95+0c9Q8#&SZLNIH@@eW(HQHTQ?45JBNx3Cq6>tzuNX
z@H9xrGY-u13_{);^4;!|+<<&x)c9;<%^@IoZ=l=J)t)A-?(d5+@D1)zg!q@nLH>xW
zb(m?CH-o;rckHkuwLA2%Bx}?^mvA{+9`N=c?~<(Ir!SXjQNR2s@Ne0mym_-8_lDeh
z)eHtb%&$6NOb8wvCz8M&=}ugGyodJ>9OXx0xQl`}f;)Kv_}0_z90#C~i+qbnU5as4
z>NVP?f9%bA8@qP+3hY^TnBclx{_8yckMajk#Hh8Uf^#j^PFHKliuX95m})-VMMRHd
zlR>GW6huPJ{L!Z2+>sI9uabwq)U&5Do)zmB-}%c0Z=}Ry^boN*+arS~m!7B`k+(M5
z8V&c0EyR@2^Hc&x`IkCK^y}hW)iAEB;tmsxYRqy(kL*PWzOd@JK)nlasBvOb{AVZX
zr1Ywc-!=JZkN`JN#<m$LBJJB0<;{|-yWSpN<Z(Jras8e9kjzL^@i(aC;+HFt{(xcA
z4dx%?*z{GBYJn@XH5SEY<D@xxIQPb_lP5F6E;5hsPyXxGgt4+6oo#h_1XDv(LmP$z
zUy-L07#@&QFff48@XR#D!^L)e+GhA-w6i3ZP@5X@#~~E6WL7p*V;0AH<5UsaQ6fN=
z%^meF)!%cuXL=Z%#v+&OxDFr#RtoRH2d`j9Bf~awoGcpAvT3XXaGZ>HkDVDS*K6@#
zb3O{0g5VE#-TbaoA<~x(c=asd_-C7-Lt*N2djdLkS(;fKj!90`+4&iaY=A+0hRWgm
z4p8q&6xbfaaJzJ4OZ)o67+I&V?;OP>=CiLkI0;hKSDL<|uaIL^zPuUyat#tdMw0_J
zg4N0-sgjx=^VmMIfw9eZwHlFtY{0TBhimddz?7;uW1ZpjUbbDhA19@2NjbT*8!RP^
zf}&Mt6t5I=(UFYF_uNGGd3<K^i_LpZ+wfJu2fULJ*XhR$-&c=E&R!|&Ff$8={jqdM
zJXQ*UxSK+ssKZv``)RMg-a~j44gNbM(SDMd0uM%Hc}1j$L|1+4hJdL~sG+f`7Ql)|
zz1ctb`+5)hV)<Q=g|E6c+_rWvALGJgU0w4r$_H)V=&!Et2STlSUr<dEu=#>&#$?W`
zasukO+qfR0o4|3_AGO;k_*PeO#|>km+C~2$pGDj*L}K?S#BmK;c5POyVGUgMfo-t7
zG0H9MuYLHXfu;YasRV7p3Z1#*a$eR=e7<ss+?6frC2oW6cZMA7iTWL@wVc=BgAG$Z
zl?9OBJjy>{<1cVGuT0EYW@6iv)h}x~2{F_DAa_itH3_zC`5S}aSx#U2K?%VJN%}>k
zXP=PnTh4|a@ZTAA`wP{e`d^DZs-gY`jWLXUW~F{(Z*Tpu()qKHOgJj={fML!)>wk|
zY95euwP#1yQMoOPjECE~;DPD_se`iMTkJ*_NAQh3>q2g;7>%%avXxMCpI5f5^seS)
ztKC+%<|~<ja{rIWEB2>tvpq-Um=CE-W}wO97UJZ6Qzu(L%><Et$rTll^=PpN#o!oM
z6|u>Y$nrse12(Hxy&KG%M9Sxz^*GyJbwE8aQr>1FV8w_05qgC)aDvbrI4;;!x8y04
z`b=bTy0~m6(ADW^(KGU49&~`j_vUs}1@>42i_1hAoVuHf(??2m+<{Ov*u!bG@Av-z
zs6bc0G6!=CoN4iSrQkz%=rAgU%qtXvlZf7M(c@0cp=P_uDe4vR)!W`l1U1YMUMIeO
z5S*EGTR(V-y~s^#4$I)P>9n!c>UB?@SL)!dUl{~uz2<$^KfsOm2k+2-0DL9{df!ot
z3V~4~^PUQU9PaBvpa{2vn+SL4s|Gi(0w2Sm?`FVstUo?9o#8FMA3<-K!VG%*)4$L`
z83|}Jg|>3g8li&(G-lm8)E^%jfm=Hcv!R%wn-H{<U=CB}aF*Fp%odrG1T$t)HP<db
zp?xvTaF`v%3}0a|0y2pYXy;NR)H0!EcACSSDCUIB5|N|RT6a6Avv&3rvqxru+{wq(
zEvQP{FHmd6&~==q+(UQn5hYCBEspcsPiRgS&eK&+1<KSQMg^-ROpWeQiZbVr*>T)M
zE6UDzu1IWa@xjgP9MxGnN6O9-nVp24yJMyNZ`5C)*2;5CO`R+nPZsMXCZc^v)0o$e
z`K!#qri`7DI!P!ZJ}DxCwA`9uZcToT8UvpdSpn~(nSGDG{T?;vj3J!_QzmCb%pJqr
zyOG;+%uSs$8gme#)fcl^QYFi%TmOzLpJf+KoQ#|kKplQy{{{3}N>aD7A-G>T-Mgg3
z$&920T!3-M{uAhvvZmBD1sp0!vl7Sg^l>uN^8wZY?bLsPd{VO41hL~*3!%I#*}cre
z0Rf)Z+^PQp`7HmgD^wx~4q+vm?J{t0gkrhsVtK{>6X+A^p;pNqxLwJ!I`P3<p}>;*
z!17nnXVOV+`bF1*yCoq4t7Gql&QH^ypYe~NPqa)QY!9wi65LMA^g?+eJcPSre-fQr
z<PTcg%~O0!ot6|rRNK6Osu^I1&Cbl>9vUNW<(|kuxAUi^)@nt(>VzOKFxj}NNx#;1
z&AEBNJ+byXxfQOmZ$HZLTn?Im6KSpP3W*?~yakP`Wm9u%hUe1k1l&^Kn5hJbR@6j(
zyA{iz-J2EFu#?|{lW=g~JIbTVKLDTD`<>w0_i=D9+nzT|CfKBsh16ccOUAy#t-Mby
zv|DMHbbW^qB@Uf9e3eY_iMihiu52H__fj)G?LSPgsj{c@?X$}+%m0uL4CvxHI;*@y
zZ7Axq&uh=9LB`*aS=dL~)l0FbaU{l``g|ZUR3M33z}PUfc1LDmABnTC#GWZu(e%tL
z;YSn9o$wQ*z~?xVtG*u_FN)lmuX2;FeF}WOo_OXbV=Y|rs~-G(MQO;2GG+<zc`f`=
zbf&XF-{B5@5xlD_FM~5pKCc*J=+Idu18MWVWJpFJhJ#jhhvtFvo#h-j{{tOG*=Pr6
zu}fZ#(q?iZALvw+{U|!~1GR&**sI{36!B8<Su3_=5<Rs)T^Ad&p_#(Exu<>DKfsL_
z7Vpr10DLA7Mn7b;YQ?!boh=Kb;Zu2##eJj?zLwj=WrjQSWrL^JfX@p0*bR%7>aG0v
z)HaSatBXl$Rd8M=iRVyb=iEEAm4l85Eig|QyE(D6{rJ@A-kb&hPE&0(4NZn5@%&rt
zMA)4<oMp}wb4KPM!Q4-_>Fw92cE1K^{?U*M6?}(DV!cpIXldu`4=_7UCSs@-lyS(c
zB`lo?OQ*AzrUreCMrr|}JLcX$!uAW)n$^*^l!MsLK?L5~h~0c_y;E6!Qah^7nlh!t
zd1H_{NjP=qAgTTUGb>C}4<k8zd@4!oUWv)f?3~qEJ5x7v43q@P8wr>0Mvz1O0cOYX
zXG0w=29FkRB?hNs3e%9+QX5WMO<LL`b&wdGjyVzGqvf_NJ&KCe7NeezGT>_VF-B-5
zFlLW6`7vV76hxNN$LwaVjnteYhCCNB0|_!Kjb~A$*x%=N>e$$&ZxZ8((5i$4O7R2x
z`_OsmNIBGda=mh}clk*0BIF4cYdp9)>|@#cX7)*0Q)-$54i#it2;*H{6QYdGVb9P`
z%^{zd{DtJKlHJ!AVDs6Uos8sN$sT0Z>?U~HbEp0b<g?s6<-*+x4#q5HvY35Gnfdwz
zD}r}y4*KZiFGXib4?cwsT<4WEs}moh778q(4=jO)KIxvl7kwt3_!J9yJ9uo=k`95T
zakN4ws2Wbt$YY;)`YYL4YNk)N1J`jO$L-Y2D3mI~gS<QS2gxrhZ8tw@2at_h(g#s%
zivq*-3HIRZ%-_#Fk$`UJ4^W3C;R?_E7$vL?GZ3jcH@}<P!0=sYKFM%W3nE)1osS5t
z{7e?7VMB9dhO?S1)oRdq%P1xF65Z`qDz~b=NlR)WmJmrmEle=_@L>Kj?wOm|J_PO+
z+u1G&*+WBNBAwjkqmKFvx01e{l(uT6J<|0Vl3(E6x)j}4n7)m89`tk{toOPyooqBv
zb!AspUYXBu4CY*CyNy|bHY9Xfh6cfYC%#B+)oZAaBSwxL?}d<I$dHj&coPhz-C<e4
zlPcy7z%wZ-o1T{E57f*H`a@m{aZ?5An}P8T$es2oG3mmmkmr-3M+I$m1M=y*(2#Xu
zj%&p8QudR~M~(sN*iL(u*eDTXVq%z;?B~!QBCKrRQA660>}RFc&px>QaYyE1kFi+<
z`ybEXGa)tG!B6svXJ^DV0@!mIl?BeW_c?Hun?yahiM@<%%!{}W+ooCfz~=nWi=ldt
zS-GV`W!f!eAx~`l7G%6$c*p%}<e6}n{lI%(0W*{Wmeo@3JeBOenmEGUf;;YIWcM26
zS;d{Z$t|1ePf+cv*Q^wpl16RYQmpUOtgA=4^XHw}o@J&KFKdC>2`FB<8`&x!e)$Qi
z(V%(bEaae>17<IviRMld-I>E#W@@W}^~mfbn7fuxu0KJwvLYvswp5GU24r6MXRQ?4
z+2;BK%$8NHP|YBxkXa&bbdu<9=XBQ2RBysYU=BvW&br$}qs{gU)S7j#$5HO#&^>~c
z2p!$=t?l+3;3h0<FR>-X@`Tvy?ZV>K=pp4GHU^<t;|Js(ONS@R`JE`UFHy}+t<`B$
zQ}<+S2JEN=Os%^cf~o!hwBsCzWbfYL;S#mLJa93#n}$6Yb!V8G3?Z<jqfk46+3RBK
zKm-xs=1gCc+d>`2zUW23RhoQ{KDXo79Qm9aIdGUY#U$b++Du%#qvqT!AOkk$AW>xh
z@HCK=@3H*0L%=q#e3V@vNk)bo6yINN2Kz*;c`N%YDJf@r4<1*}_bx3-R>tVC?_$UP
z3+S`Lrc^Zr9GYBiA&hsGP4Y4(haEsWHHUnBMeVKRvy#2;Vd}WeLL~2M_7r3+4o`RP
z)PI0{nt_)@wt%-|z&5R9vt0(Bl2Bj?eKfD!9QH{xe=GY;eyBU7I&i;|XmtWa5<2|h
zxrZJ5FQCulle#ZA=ynX4C9aWTL?@tREoAf5pP=z?pwHyYy5_P2w+lILr)OrNOc5U0
z-Kja`V`vc}=jsxJ+II7kb{yEL6^*dd+p-g&hP5=d_3s1j$sM<Ma*ry|?eqa^v!Y#f
zI#Bik)S>O??96|F+rgAv`$>kAS`gVB>0)4%@NF1Z-Ncmrzzolo*@<%#%?7PI=T0xt
z-EM_)+ihTt=#y$8DsNgzsD&`t@L>LaZm;_gxL0gvJ0(;X4NK%Yk09V9W7FYQ*|)6{
z-X|GZO$V*4L<F?MH<@_glW+2!;5PT6d#^In)6T;Lo2Yl-?x5Ccc@rc7UDtYKYnP}E
zNxi(7@b-89`w;ydnT35MTfGu{9!Ki?=s<lTkQg$ML;+)KF!l}kBDQ-M_EfB@9TQ+?
zX+D<PxQUui)i~Ba$C*;~{n%jZo%td+>DuSO$q~_XSOaS}aGx%M4OL2N?bor15|{;k
zPy=5D*BojP)^_Bp_O>$ItR2-<sh~rL&Z`xu+g4aAXr0zSO;C_`W*#@&#m{kb*MiSv
z*g6)`xr$%;G(pSMMhS2eD(ol8nL#`co^svdHoXgc+I-b|ppK`jN<+0UwK41Fo_1dU
z05{w(+@Ze_JRRzRb>}leUl7&|C9G)^m!YR};P+!^4?c2ZzRK;C1oywElk~~x)~&Pq
zvCjY4a;_QQ^b|5<$(4t^+dXhI(3<DP`#<xX7DSQ_wfxV1F)s8F?x-Bx!5c(yM^`9k
zyEP55gGU5Hv2Xb`<$nZ#1Lr{!JqHdJfuAO+<`_7Ewor*<{Bq(pwmoPW#N&=L3F7DR
zA;8t3@)x$LI)v|F8CS0|!K#rpp0h5nX87C+sLhcDJNUxuVWaXOirqmEVU;lDzvG~g
z0$w}zKlRZSQ>+cBT5(*Kh+|rHKATU*-5xsY7P<o08`%tK^$}WpNqZ;#1ntxxbohnM
z+g#mmc2+76Q$97NJ66VYmL)tGmcMGF_34lcz#1MFuCz7J{%T@eS$C)X9Pwe0$QB=p
zjX!nJyZ(m&%$Xd=hVm~k4vw4WGN?HQ24%}_8}#FM69?R5c%$VIj}x>K#K%WR_6EC}
zb<bOM3)jar#yBKiEN;VF=gEF880Y%-RJ-J@ct(so=y7oNZP1Vi@4%n5^g(R|?KPiE
z;c0HAQEYI1WF(dZt&a#Bmnyjcg=azaiG@3OMAGlTg?`!{^%z%4b27>ycrrB<mksx7
zs3i@I5;<5R9mW#*K&0msa1Kh&;tMfdLnaG2ab$4c9hZU3uQ|^kAJlQM<|v0!bDCRa
z)WT-QMUg<jW*C+-2mOzuLJnJ!#T|0GhMV6(3(mWfGHAIq@;Tb4>O+n&URfYrE$USd
z%cwhjB51KRdak!Ww{4CYhd~Q&jtpG&cFqhfm>c8g%zB(gX2^WYzwsMz?2a?W?M_2@
zt<MPTmQFRTl!o-C;Cdau9T|4&+;KU`V*)9Ge6RvYM|^Aj$D5k(CZy%0=wS|vxvmM9
z4>YZefj4dosNYKZ?}P=lWCvxyj&2|Tdt7AJVNOUG(vRP?hup<8#^h{pL_7<KyqJ(_
z<?wOrx?gvz=Z~4ky!UO)`0o3i_j7hWSWTJ?1hiyJi5a#cDClOJL1OeS2w^p$&~DZB
zK8t~;={HdSLD-}E5;l77q#RmyWAha5u{@$8<Ywll?y0MKDgbkCp=l!J!Mj|>>NQ{u
zBe9jX4l;Z-F}x$R({hN%BJ(Z8DdBKq{&C7|O&0*>tO2GpD2-x?waa}XuyMhyo2f4$
z$M`N}82Gy5a*)T!CV_lV8{q&%y<%pz(g<LEx;|jyG5fK80Tw0zE2+zgMavGuqO^Ep
zJUz<JZ?WxAcEa$3HKpt{TR{ZCoJTz<VA}<>xSFHk?YGM7b-Kn(6>%?MhPN^9yc}kB
z;dzdE-U2u2zwQ6R5N;jrYY)92AL_K9>Y|%t?Iv#7ZL_f&*)Pl*5bU^Fx%@jHBM*ME
zL-*bAxGj7KXVCu+_s-zWW%#Mrg!+#;Fdk#7dy6}8d-gF`JAbG|8>i2keM&xkWQB!3
z=6LT$2MK1!X0R&)+FXTxUR!C`tqr{Q?b<b-oTmz@BgYsN=$&0@;=)d^ric3(+JhP!
zEPHF>el;)5A?&OyUUtT`>J9zik_X+p{KZ}EkJc#!M84kEH`r)&?!t)z#PEhg#dR^U
zkjIS4z6lxRmmT+#l|_(`Gij6I&9-tz*INwR=u%6(U4TAJH9R$)f@Po!iz77_S6o%m
zs7_LFpxFag^3Wh8?!cdfK4>>+m@ckwwi$izHZ;7MF@{I=B5|h8rKR48fkux0@isAN
z)w?mF3cMq7j5_$hYiP$74$KsX@Z-1mkP$d6oOA&XI<FRq9qco$xPJTCj*;2Pggi2M
z?;ZEctW1=9I9}{Zoo#N#9-uqMk>@l~c;J!ejTAaQL|C|M%E4lvyhHeAc34jR;AX&2
zs%%ZvPRs1mdT;hh>{jjJIe7ZHN;`jUwSYSr@aapje}fzxeWzxit8uB)+*eM4&-%mT
zg-2)sl}xFeJ#{cL7~O7(U`R2FNS07U@?r6YCX_3c*2Yf~bEZ#0_}_6aAydcBIV1ls
zMjEZ~mgZ00msPW9K<2E3FvO?>E`%^XF5bU^v%S(f|4Cv_sS*MCj>|zF&vgG5<b-cj
z#@aCsw_avT9OLzikP%BOzkUzWLC3iGh5mMAs9tv5&mkYo8RZDGT&X^o5^jCX7B?}*
zq6|@OB|P?mzAP%{2+v1UQkOZjN*eQENIAi(*PZc_Rml;fQ&v5C2U|mLq?pKWw_+3W
za^9m1#Mq?ic<pub){#_5GYhM?;Tmsx2d)F$J1Pg4t7xp^K4}r-pmOny5blji$bVG0
z-Xz}saEtHdy2KzFRB0x1@!9q33-J@+@8}$UehGULpW7*(Z%(bdgt`nVo_)c^5*tWO
zh$8J)VteWzL630R<c`f?A04JeH<!^lg{%#@=PTat_oe2QJj0q6C8|Qx4PS=5dhxTZ
z3JdPz;^z@E`%dCHWJc|cw}7{spO?-2E@rrt_Tc@XojDCo1N-0nPqqBk-vnlR{VKb`
zfsLq^yU0+>7F-v3$n2E?;>fUPbjSUil{vBuF6%7EaebnFTZ_^nbDnwB)TAI@QHy3#
z<j~MDthmlzMNV%*Mk(oz%Ry!j@=GIU7-h8ef@rv1T?AKV7}-+CUq|egr(WTC*vjkm
z*E1VnzVmXJ$Jv5+F+0pe<B#8z+>FS<U%#{#P-Ki@{c<3*?+dT@JZ64tS)4fl^PTsS
zokf^W%y4_(y&Zg?B?fS(PA7Fui&J5O6q8t6ybaX_{I@OsA^0=1^Eg4VHOBuCeS{ml
zJ2?k`tP?fW8-J1G%pbtnN?eTOr>g=>JS4MS85KdFzk<VJXM4@-*x|*HotpvA_nA}d
z2N!*V$Ng<THid0lOfc<@?}h!v$ZA$t;Wk_awfSpdBiwn~K|ck1Tr4_|w-UVGDn)>`
zoG*?l6>aaf%Y*1}xah|q`lpbO_o{jv-Q6b9zn&SkS?|0oX10nTz>H1&?m=4Z?#<-}
zcq>USYj_by+LB+rr{11;1^01J{X@vdHqKz<+eP)SXErD<nP%?bDYJUNPvq3S{*rDB
zvGA+&X5pHz?||d#W$N|>saFU0%hX56{9C@KkQr;oz{a=B)aIjR)*Oun?r7eDKWXTr
z!HMp{)@|WJ>S#l{9w)Xx+|uTy>ng2J)al&&b(KS2c01)9@4=chg9`z+8!P4_aC!$X
zY(C#v8N5mw^u*m_iw`7(AD_bgYO#Uk%kKJ>?(GjZ@LB9)G$hIe+-EL4`%?F-;4@r6
zet>i6)iZV@%ua|f)5jI>g9h&8<BHUjME6Lc$yN-1`o<y;pRL5a4qw9n!ULVd&lh9P
z;Xl6*?h_uA(cMIY)DFP;aCvj@_GepGzp}%*Jthn3V~6u+Xb)aF!j<0J4(Bh%jT*<o
z%<mHCBV6vz=~dj}0=Px}sN|`)OUW&;Wu1>y*3^gTuzF=(!J)2xudE+2^E16u%#2GQ
zcD%9v^~`Ypd*}Tm^Yg*<5YdxwYs`?<h6O*i-IteEw%N5loF2>UK1F+QH32tqZ0qd4
znK!``ZaXW3SG~av#vAq)RnMsI-T4+Zx$FCew?F(#Y?WHx3DBO(h4--&;6uy|^~K?W
zh;1vtRcLZ)pg6RL-B@>E7BqW!LjZbK0LIYe757bQ0PghJysg~<7m!=(dOBnmzPX<M
z8FK#iI$US4-B153=<q)C1DnH6JiBRRJ!L*=k`qe(_A%|yB3pCa+}0qu6Pq%Do8PIO
zGWiI*KEV!Fzm1vv8F&rPdOyH9^rN;x`MUr-JS%FtF}$q|&|OWN()B^<?GLxaVQt1h
z!O(x@-M7jgGLQ4HS%Uf4${II_Z+qp<NA1jDh6~m^?=?HiFi)=VHTHRYhII@UT)L(w
zx;|qC?{%^sCkJlb2#mm;lt0b=uu;RE2yT6rJ3E3K-w8|VWZ!dYZmZ_l?edx0#$|YR
zB(PIN?6u7Ss?!o`iLQQv32md6u@}V<-m(4R2KV`cu7|i`SahIxz!Rm$zKVG28HwW=
zoXhS;`8oLZU$o#sz@ZHze()UHDZ-)g?p`wLyuHT&65-A}5kP|G$i0~gd>I4Z!5ed2
zM{%wLciXR1ZNzq*+ggT-e7JHq87E<J?*aj?Pl6k52oKi=!6iJrQ>Auno7)f5agvch
zIZEgpC5bpnFFee^tA@$2Hx*GdMigr#?9K3Rp1nO4Q9MQzd)iG#?+!2(LU^}leU>Rx
zCwoThbox&I%-|80{r^TnuOJe#vTaY1qo4RBaq>6<ySb#`H7f%QQ~(FPBn7pKog>_8
ziLoA(+ix(jSscaLB}~M?h^7u_uP08Rb9czwQkHBpr>PxxiYG;eCZh_NvOZrn!Sm~!
zQ+MIEB45MSDZCH7_%PhtB0ZavnnX=_cElVuDv1x$5ZLbQ2N?~8jpuuG684TZN(Dei
z+1qvY4kC`?iJHMd@y@Bvw4zRUJSwA1YT^w6u1|vNK%Mac!4EE(mE)Z0<b>{E+x66(
zMN`^Q*|)>&JIRy{(H(<(#rZltr960yhG{wb&ITR=FPUMzcwT>lY2V%A?4_pk2aG6L
zAcGB5Dc^c`-Dk(}5z5pKO`W}j78vH0jyJabDmmPl3gEdjcNF1v1h+cN9jVkiV(Oi<
z1h<_R#9p7SEU5xbV}X{HUd{%!(wzcPH%VIc6KuPBCE4rgV6q791p=Tls^5NDn6Ghf
zk4n9bT=!G8b3gH%5oSZ3mUw|NtMvj+X?PsU*D$jE2HQ?-FeYP&7>K6UGO6H@QB6Wg
z;Jmc7y^cIJwM_^f1wKjJh3>jUrY>W&rrm~=&yFEA#?BA`vyrHDlr#P2n*x0eT<ai0
z&NDZxtShxt6=myhu+32!7)yqTxE+xBK%ipgt|1e-Yk)e36Gt4Sm^e^O^7F^qPGsFg
zMitaq@<3%K!63Oz=#Kgryv}7ZuFF#uS{J%qUe3Bb^hQdpR#zw0-(aDu!<ZQ$!U+nn
z+57dZJ1TSR-JY|}Ra+{X!e#y0UlCw?={Ol^vDT;ZN+7XYF!7Bf$XRnuoRkqi%7a~Y
zJl{?lt{&HyHTCuj)SNvK1T=a`v=Yn?gv?mqQgPdFuuXe7GIWPbe2u89<>)0mBtQ#l
zyQ-wOU&Lla5vsL-x>`P1w#Kw}fI6X4-+qH_q;5{=qq<MXEb=irxQx8*{MFkpKu3mO
zXF>{$onz<I*lK7#<$&koZv;tCB8VDuD0pVtG-V{(I_dM!N1tK6kB7W+pJ6iB?|a`q
z;%2Avj@sigJeiW?PvKI_wsm;SMK+Gn59Z!J!P@krzroQl67l}{_FuH*?vgjB!}GA5
zDjoFs1JO_i;@Pz<J@WlbZFI^T@CeOFnPL!N=EjZK#f|+qbn3}>IB^e0#0|VskyCut
zxl+P2Qj47{NuXDq@kz9uw`b-YD`uUU4j>phOn0W-^1D(;8rq>JzL8qrXdXnvan_vG
za_E>lbTM%UZNwZpYYAxBP_`rUu-&_`%YT^AJzRIP+)~nlY@Zy86H{BtKTzPyRv^Ed
zpNQKC41%kZN1`T=#O!3ay9EF{^@u(kjF=lt{|2n=-@qi8r0%=CWz}_V>Ph^YWT=kt
z7TtMxkoYhsX?3V~n~++I<<&WggcCjFB8kiGUcjxHALeN63j7m%`!K6ECw)ZI)LDRf
zYHTjI`y6+MCxmupE_iwYIKQr$XMpw0Y{^e&fOeWq8Ksn1IX2G&FOb7g{}yz3I{AV9
zRp|4uGN!RLt@?@W1j*SnRugG#!8Q^fr-GnzCmyl&aNm7Dd8gb?kh?qL=Ne@dNdWk~
zNaE%iWdUB>3w&2On~zaHbe$vQv1XS*KH<`1>RnU7pXkn2W|neki`ZVmrEO>Ijd;Y?
z!-a%<<uS!}g4pBpZxboF20q|DU9-En5?pxK))d{f<fe|)50&AFcwE)@5@L2eR=pxb
z|I91SxO4XvCW*9fUX3xpscOt}sxcw@4BNUN<Q)9zg=I@!`#8f+$_~9iOtcRYqMvUc
z*ts5GxU&Q|-ATAWuC;kDIy_SQz&=D*?_r)tmQi!K)i*9JXbzgt9E{Rh;?oRW3~%bP
zmV2zrhSaa+c9*$10?%|9VC#Ui$ft(^+;kYA0Gs91&vps+-mW<d9K$Psr=Bs9wzrBP
zxTh7tnNp_n3ny_<&a`bVxBDD-hRMX8nG2p?0M6>^&AX@D5f9j6-P1xX(}|olP+8oQ
ze8jvF9IhEYpc&*7KOyASb?&h#8BFYMACx+w{(9J;!dfFh4TBowHoxbL*9+vfzi7CV
zx08OBlSEPDBinz`lK)!Vr}Jw`lI}OMmYlUtIeU1;m|<&TR?fg{wS{+O=SwnhAM(z6
zjaS<&Ld+XTgeST4??fVCGX_AZN!tj>R!LmHR{@>@)8VIHXY!j2-?%g9wy&o~oAH#f
zMua=T`*7QSNWJ|cH{*hbr!LK+o?}JSGnL>5XHq})dQJTez7<Iri@Gv3Oo_^>^&<B6
zFulJ$q^h@H;MSZMcd2sSBX>AI6$Pd)Cly|--s4EgqWrT!qMn8kXhe2lL}n$%{F^L(
z-H}Uvl*{q&{$)3>)!vXN*qlqgP5}Evf63sZQ0-Ugo_v*~r?eF$Oe%KK+v(FsWUoU_
zPWAd=Fc6<V)eU(@I<t&CJ=(89cSrkW?Bj`sTXyhU96XSF?D#}{GBUViRnUEk1|#2o
zrk4*fJc%C@clJc!GZ?I$d)?t!4ww#H@N{(R&86EB+bn#(A&=Oa@w9tPFTuWFb!(2s
zJe{r#K0I^iv4Wwd=Q1WwF0M@M&mFoN7l9=mIxPajh{ywXWagYHuVcos%4t!4%c<kZ
z^V<-@WM7nfwK@uVE9`%>r91K`v6*3Gl5&&-1*sX|Af_CeOgX$3V8+J>AH+TNaDo$U
z$Clk*X6Lx}Otra{FX>$Q(y2C%RBgN!aBbha_M__hBJ4@ZG%3Am70_{8vC7Lk32NNN
zzcWw3kGlmj;LNXbV(r4)O;R%I+}1}Rl=RR+B5Rr&o5}4y$Bl1||1z_<(+jw%P-1Hk
zu;w_!zGo$QCBwE<s_LT<JCSE!gV)sT?d#|rbZU0;ufv}Qn6X?aS?o_}_ee0Z?@Y}|
zb>)K35~)h;o9sSJsE0*p_gZNR?F6Cwv4FXxy=iCwd|Ezpl%yTh8u3jOZ@x(Vko-P`
zJYDG0`^L1)Dfw%GZd(U}t;b+wKEr9HGm_i4p>vN+HMq&l;zP01&)&AsPS)PT*Enr>
zY{CvOpKf?Ks^Jmr^4AzZbI=bR>NIjpFG1#)!PPa)GuKd0J^EQ49Q^C*;6rSx4i3CJ
zScKifY|+kr%s$OS$S`sS{6wc_-W<E7;eda-IcBLYQwU;RrfG}p8hqCPc?*38$I)$h
z{2BZM9d@evY?WHDr{*l#qdH+#H=Zg!12XSj0TE_>0PO8>=%g8NJ~-Q3S|><5&I(WF
zbhc(*%X@lG$5C@SAuk{6YA9sXHDXfVUSvM()!fQ1_pIzXQ7v|TkEmB@=Z%_g22Q9y
zg{H854*UXE&P?!hP{ARs<e)+{%gDr_!WHQ5o4bt78F(TF6%Mi0hj<;_>e*Qtyn~X8
z$-ks;%x0I<d;&PAle5c)dbHAL)bX0_f=jc@CUa(&Imv~kruZxhHqA0Q7cZMU+1yJu
zKh_ujhDkowj(uvn)??gD0#Br*ZR>xN&27xrxVQcB0^lrc-C}3^yM?mF&idp<-e2a7
zH}2B;9pvNe(C~t#O2w^fk`&r^%NeG21hwnbkCX-8B~$^bs-2oeK9=LuGb88F*>ATg
z>-y)*_3gJsx18r_w5Hy;0`Mzq+JG2dfvnE~D0lk}?fe46wW+sJ4ElCn*H4v)XK2dz
z{+I%2p(n2mj}AiY9P}8pvps*bcipb;y`Mesm3%cmi+t*7+=G){b<AGiA%j^E3AZj?
zd{Gq15^r%4QG|znJ&a_DMa}nc)YM=%@DbiJZr?e|#Rb^04(nXyH<08ffn+QigC{1&
zL&uwz$FC<zRM@n;yp%*4G8f5tnR%K*U8C+&sLR-#NumVz=pV=(cILc|=l$!byLzm9
z>1R(w>YHNELdfXUE)mmD4(b}Mv`ii{J=H_($mNc8{d`~5KW5y6YHVj7xrdV-ZWd?(
zV2%vgHO(J2LDWwideWw&M#har;Pu<+bC0gJMQTQrW;?XNrS98j0q5by%mjDu0`FX8
zDvNBzKs4uyfld~2lq{lET<-JVv=!*MJc^ia;+}SLXDLX?2!1*R(Nqee1(rYE@|Z5>
z<q5Tas$RFm_A>ENk~fvhwz@0YlhfChngKz%Ol!5$8h{TF#>HD;Z{G&Y9lV}Yi#7E}
zZX2YEMSXTx(gZpCF2mb^M`}j8^fK((yW}1^8==0Bz5RyRNbboouBs7&ByN?_+OBx?
z#4(C>aqE{+jC%w`yKAs;SfQQ!#P<Sk4%PM&cUTs1dI9i71@E33`ITJXQmM0Ey}US0
z^BKsB%9~#ZtKl8H2Pn(H=4rAo3q8#(CM8PAm&<QBl@A%RH{Q9jz?k}0=it`VIHA_V
zJIuqrJwwf@pQ5I(G#m^6RkVw1!oMSg|Luj~Me1Akp!pE>LuWjXP31>tvEB0obXHPD
zQ-0&ANp)_cSsSw$>*m!|k8Iw@d~^h=*!#o=+uJz!gYOS;-HUMNt)NXcic75^N3?>r
z;BiXm>W;o)I`FP=o#r)KfLC9ytE)%AkZU;3>viH4*2cfAux4OW#P-F+8g@lKXpf1f
z-a);0ehT~_`y%D6Q+P|DTlNc`LQ8e5wi%~$-4ud--Yn$NPp$x15q$PN%4xIkD!hF&
zJaph5;1?Z7i2fh<+FYI`Behga=dR5$XUDWjLNe)078}Sfq<vS>neh>By8JSC+>_#*
zB6fnr{apQYXl(0vwy>v%#vCy;rp@wPeYYE0|MqAPh|N<4U65HF^|EetVt!U9o+xj-
zmXOs;dG)l1#RPVr0QRVbrKS@94Di9C-03(+Mq0^n4sFc}E-}e*3D{Z@;-e34KE!c}
zIQVxELv{F|JtiLI+(0ZHTlb0SO6_nwP;Xh9L7+4P)Mc8@q3o5~(|P)Iyv3X|Pj3wM
zva*3kY_zk_=js3P-munqmgtf_#;sk^x(Vkc7*Ea1;HxV7`36Al)7$WH#vS@1xKUb!
zoW%`$GO});D{i<`KKs^N({;-TodibeWAEK6{M5QPq_$FFt-2>Z%k2+0*av&{xNAhA
z$GKCp$j4;VSP^vQJU!+h_IDPg1>ZFDBXCRI%-0>aUY}$u$zB)0wJF%u-fbt`Mb2kQ
znA=6fwgO|*#l_L!cWMs#s3im|g3erj-@17DD?WB!w%lHGBoN|CK<6fI^-6%YT`&I;
zyQ6v*yVcXkjpGs>a}c-^Fbjg^YwWOPqhOS{5-^W~JoJSy7}qz+>uz7rjd~<!#la2m
z738yr>dL{ZyVk)TPW-cQGMUM<)U^PVZJuu(`^T8DpX7oyEkWc9xu794s-Tvy1xz!+
zi`ZQzc$u3qHKuVX-OfCMC(iBR_(JYZiiG8b>XA>C@9}9uHO6j3jk<MH3c<W8ElIY=
zmds1SEAtW-`t`&lSc%wep$&PX9?3o9!*tYTj8*VK3)VIcZ(46pa;Ny@o193in!4Q3
zeUW}eshoU_)woFO1;53m8N*<@!+c{Mf#;{9dj&D$GQ&)gx)ow+Ns@A;B-Jc7noCj~
zH_p^uhLoP?O(NXaTV1oXDS5<Ze1Cxw-n*<RNKEeeJVZJ_QjaM}n>bF%?PYS_J)MbY
zc`F_Bxea5TXz57N^6bK+(XpMS-gs!CIfu&2peNbhq~fg=OlN5=SMkQ>$Bwq5xyw+a
znqYI1y;osRKgWr&3oyQdy8RCyor;DUWbdGzL=2f)`}?`!z1&}B9(Q^HH+ynxS`^%}
zk(T^IQDDjZG<uoIEut>q(N89~v<N<T_-S4mTr~aL;RC?$;NM0+kBnn+Q!?+Lkky%T
zp(}1QS=_`Zz#QNz)lS?~Z+ZX0wFpgJi&&$c+=-YrZ>n;c)l&1uk<FW!)}U|g9~^(b
zORa~{M>^V7>cdMB)6y)ZLaa|-ieL^4q?Jp#L`~N7vIM{P0EaZVM4A{l*uxtUfw~c~
zhTD7byc@RZPA&2IZkVIGVM#B4cdmaD;VzRMAs?M3V$A$HJ$0LBgFU_(5qO1qvac)D
z53y&3I*{8}lLsK*sgKF0HzcTmfK%Z78xpg|>8(;|*)KFsE!o0LPUwcjym!i@Kappj
z!{_JOv-asl`0h}D13cWv+rck7ju8FvJ<W-vwiUzKoJ&c#V}NN%lAo$+1F!!c;HZbw
zGLOKc+AyRfEv^&9?GE_)#NVyW+Y+Cj_;b|6Uy7?K2`rX>@Uo!IQzc%I`mhnUm54Cx
zZ0zOAwr?w?EZ+!Y0=rKD2Ne0tZxMa~EYJG<rtxfuWlNW0e$fm|Rx5WQrsFHufV(g4
zGV#%;HXU5~YUH5sLQno}&^<?1PrGwQ)GMa9A>8~@LC$Ae&*W~%4m%3nhL~UD@U6L7
zuM7B0)G8j157X=qoxd)?n$Cw~#Kdw|yY07xy!L?|&Wc%TM?X>@>{>jCba?T6n^aLf
zYhawwgpId9+tP-$NC*4IZm>Myi8vEQka?E~3|^Ag+slO8Q-8UA1tFh(O|f|fp`%VG
z-C{oShL^NUQdf6|0JC%cvUhBMwuR0z^KPxN@66Y@$)I<VoVj?o^=_Acw}9vN?FLRO
zk)novkkNYGM~boWfN`OQ=#JT3k09HhZJ~|GJbP%1z&rCbZt{FNNzS?T&@D}9&KCFN
zY?(YRM$A%Zykl;(TUakN4|?Sz?05yEo?aP+G_XQuXB~NGk>lV&`_};LoTsk_6kPu#
zV2tkIi3hK?|DvT`ZpO~@qk4RI)N%=u78ofs3OmTZ$OAVgSu*}5<Z8k_zK85@^x??|
zIPnl_^S6g31jeXWor5`a)Pe`0(d)D7M(ciMRzaR%bIufUR(*|o9EHrjJ5X-FQK@Gx
zJ=riDiCJ~q5!=<7!kJ4~3nMcp=y6@zEh8J%9V{C#liIz2`rq+e$D?deQ|Q<(Q84Os
z2JI->z?daXAKu~JVF%zVIlmzB*pi(b;Pp7^%<RPua1)nL6dk)Tw*hmg<$)PH_eT+_
zX8BRUPQcSiz9U7XrL9Z`_8jf71MroyM38vm#$#DhQ)Z+VEK96fcVjmubTev3ZuBbZ
z=@7@n)P=YFwvR|KUe0N~17>D=Xn|>Z!r0%>ZBg`pFtfPbTe#I>=6p{x>`LZrsSMPv
zJjgIlnXmD7a_)<O4FK=3-$gtR8)Kdy>+G6Kr*dXY^EH{~TY*XQtyXBF#*KKO-V)#E
zQ`;@IyG;G>xSpB`=9`8DW<D*LJ5qMGt5;JAwfrKq4E1r@y2<Uo1=SAxN$A5d^Rb?a
z+nWLQ<d`|H3u|l=FQ*1x<G%&iz!d)uI~v%Br~Aq^HDZ1S_1}RkK53Y2N>K}XzG33X
zwu8+JEmxvbat#<&t;@tmNd-(s?XceqJQD$K-s_%v?$a*~4(G0>c6!OY)B2wS{C-vw
zF@N`uu)r{`d%JOoj@iBNSn8NrssZJUc*l&z>z-CfF9U|X;tyB`v64qU90L!Nl);?e
zkk6fea!y>j8hCU58esU=cG%ItS#v$XT}C}FEoPHiTlW#S_lN6gLqGQ9{9<V_pVs0*
zk2goW2sNj)2wm0r+vz>PR&U^)H>byr*sWCd&&uQz)qU4na#5nXpZ3I<-0p+i4s(j|
zkR=%0=`GxfF>m1!_w=}hrG^&VQXNOmSzO?SCezD^bwYoz&=7l$JV}BikpHnJaqvcl
z`YC0pwe=Ki-?!upSd&}Z@lhBPjKB*#X%k|8FGJm+S>ThqlwN|IwQas$IfNixpq=WW
zIeHZ}^<>dSp06?d$6S(c9E9l`Gz)xk`O`^|v!?KE_q<K;+XEp{wa-R6PA*ERR}Rnd
z;3cf>;3EGWngxFJ7}-^F)+ZTM7fHgs!O%hnMoT16)($AthaeG20=)2hhrR|*29i_Y
zybC4@TMXrEv0L#1xv5{cvC(~vNy4)O?D)Dfv$**iXwQ)wUL3)z*r6OZL3PlatIZ@c
z?$t0CHZo4*2y9)sL9@U|Ysc4-PbTF&o|3<3dwzDdPj+`^VkV=jzv6YdZg$9&$kDM%
z9x`$1J>~i7!XmzYy2K^54)=CFXnSH-gm(FLMjnTOeV9H^5w&_2?M6S2j_~99U$oTj
zB?Upr@;YY8f*|^r6$C8s>ji<tCOrdJ_#e<CI48FzzsGfxPrN&HQF_l(wSE>yCM#V7
zwbB)vDlxtyZ7PRhhb)*j#n+`xEbi-RQ%nMvAz<y>19|{wZG{Q`WhTet#&@%o_fl8u
z^z?h2__dqghS>g#hWPoeItKCNLyX&#D?lvxB__Q{3_XFJcfuU}Cz;2#fOpf2GKE?{
z%S0w8x+iYRMD*rlMe^w}4=JZhkIhJ^xrs<}64=r8;iEu*9e7>oht|ewaj&`xw0Rcv
zCeW605<JdRxMXd2Sag*HyT=x+x>A(DhCN<8^aOkw{?ZG;nR(yD+?DtznzrxExO5lE
z2P!&hfd?w)*5-1j&vC=U><?xxxO)ru<n^~{!dj0?v!wG`GJDGEQv4g=Qk!M09Pp!z
z_0{NP)_Te6UAN;6@G*g-r$=V>F?en~9MkTa4E}`BCWI=SOuIFic4vvZL8*=64`voP
z#q2IKo8ujlV~?f^X^48hN8`v=N48h|8kuJenrqbbJdQN=z01>GT!}pHNes*q;M^~9
zEOKhX{S(>+23z8Ms>sn~k&`8Kv}A{gt!+B)7<{-X)N;Ga+((tdtgTc7Hqc&ZD><?`
zlfz<hGjA!epilU;H1)kL_3IpW=4-|l;^uyfVe;Hpap~x^)VJ83FcN!mriJ?-;D%P-
zgP9AS-U2>Lx2HYGjLa8$kd|zZ<t$Pr5WPqS`B5+O)#!9v@{-v@eltAOXAkgWcqLEG
zjfA7Bww3SrsL+aDf~uNTS|Xx^?%?^=9S*?nXV?_mUB*71*Po0i)@~%ek#&AV(NTkb
zR+&{{em<YbqMl5;xOZXSha91N+?&7W%`F7Z?OKm5r>*FP{ReB+dO&I?k(bQcPJe(q
zX~;`-qcR+U%QOFDKD;uWB+)(b`AHH>jWt;1ua)fs`Fxm!!+tbO@_Kl3q~scYbZ^Ip
z2T333Uxz>2Rv**xwt7}V=q+{m5xJY?&0ep(51{7Y{^a`r+ItEdPoZYzE%Rym*}VkV
z0Fvst@3!Bl8}7tV*dp<gS&B$4u$nySh}GIXUC}Vy%1|@O`8s4aO6Cekdj>T(Ku%-R
zv&5&sd3(uyz%SC-A7AAk)9%|;3)8vVA8w(IfVH&>w&lK4UnDnH0^Kn8z;}Tp-EM#b
zwPARPqo7UaBv!=U314<ezbhAy$cIouZtXoq&U;ZJCQPxM-(IYWrd@Yx7M^Cn8;90N
z%<9&+5L@g!^fhozE_XhK&hwK0Pu-a=Nv<MU_<=ghF8lKSFV=vhOpXgeE<h2PKcdZM
z%4+&6#s$6}x1I=lnfyW$YR+C`(}PBhA+6k++r-q|JM|cO_kq8M&Qa&of-D)|ANLgZ
z=ohd1IpZUHeLa#~fZ>q`CtV?gdF_i6pL=me(b-SV{KAy&-TF!X?9>f%*0UqxW2b&@
zq1RHMwheAu{DOIP4>kl*d;N_TstsCCCpFtncX9&>^+K<Eg^Fu&-K$jFhJ40mxv;@6
z;AS>BYKgbtk0WSaeU*)kls(OO6_DCI;+LeShA=PmOZ0<&$rw1>FIgdyTAUl$1G+&|
zaLK64o8I)(EI2L7YZ04+7GBv`pJPLLJ9gTnQHV=x|Ip`{4jHMJevV-UwKk_W(lof6
zFO7K@H(E$Do3@2y?yhXV?up=IHqD6XRue6|;{D3qbVe3&bC#2|Jdyk`A~nO;<~ky`
z6%x<LTAr347pb7nQD4{mnwi!u67y4;R@2S28vQ!c$}3fB&`dn2Pvj#pBn$oi+;}T|
z%n<<sFAN`znVX6$@h7;b1^3L{eqPK2&`kHEancExOjbz7ez9K96oqyxe5U4UGr7&@
zxD86reKTKkzXQ2k9RJJzaUBpCB)%UI=&o~W{8)F!nY<GdjIhh@I*q63yO99{-@J7F
z-h{8A7W|F=LHx^C=N#1}A3Oc3I$1%v71hXYRAXjT$4g9v4M>Icl9zU;#hwE0E!t~8
zq*Y+r(tUBNz+}2*8Y`yzyxP?z7WPGT=~3*hM1|tWN(>%1I3(lXExGLTE7=SkQ%vyX
zyuYcM&FsUlOH!0g@ob76{BPsN?#rF|eB9PtTq3sD;(81EVv|LqhL_(JKpm*znQkG>
z>Z!1xUA!AZ?tg@9nYZfSk4fynABE<AgXcU*v1Tn^S+aQf0ivoiW)$p-^lv*8^82}=
zr|5^7#~t3n-H8esW!^0m({qhQx?6CxZdF9ntn?1k$2a45>b-x7KSE3+>NL-%{sGsU
z%S6MW@?S2>n+_GTKh)01vA2_zXI>e94YARu2h($iPs7W$H@tigmob=s?qkj6bl|<;
z$7;Impf=6|w|ZE|ki#10YZU?f?hfGJ1>N?eT4hp8Hg3(NK}fmL$rXN7yGqK!HXp<W
z&6flDH(__iY+9W}n;R&mI*D|zBgd%)+`VQZ7Wq}E{y4gZ$=?He?9>;rGly$JXGSI7
z9j<Ym6%^$UYV7!WxQ0Cz6b)m#hA{{yd-By1C$6>s35AUxZS*s+I5Da(T?9X}vDDx>
zA$$3GcABB`->tFzeLFdeAw*2@NVN}(*U-vxj$8CZ?=c@Wr1IMkLx8o9suGU8PwwIh
zbY8QcgS=&mx2@ZLURUk6Icax!pL9OV{C6wp*MhmPQ&Un1jNDT+SvCdNtj6ex{%nIs
zJSmo&Yp3<@t__!kd^+D4S0J<6veP*e8L8y5=Jja0Zb&q8yam)?_Ae|M1WKn3+BF;W
z7<j)0^d>s%E3}?03Ke_Q3*2(XuqCk)v!v<PLFjv6v(U}UwwG~s)^v&^_Wk`h2K(Z1
zY&3$ZUPC3h_1ye)O7p5t_Xwe0c~|=tpXGMvSE1QPeI{pJgH}C--Wc%!#a!`your6L
zzq(Hvi@kkE=v<<+eP1v4oTY60e%TQr;0v9<`zoT%>?&$}d{dv%TaMKE#T1XQx9r4{
zgvs`CCi8YLKFr4Y*4}lZ(Yo);pR(TgbY~Ohm5+RU@R1)RXTS0n?A&{>ek>2{20G`V
zH)aVsW7Na>rX;@C;nnxpP~B0zl^Vpj?MyDd@hRrhMckF2qMNL?M@1gTf_r9WJTq^C
zZf0|~pr(#>#qDg4>1K1{<YE{NBBBTHiJ2EWu7PHaNi-ag{177bwV%rNKklmiHIPFj
zms|n<AT_67u9@a5VT=(|X+G0S^O;KPkD2B>_xO3;o9n2td4b~q_rmBaM*>LAxTBfT
zm$|E&*FYv(kUKDw+PsCjSzc-!wa<k}P{dW&M{T;rB?7%-B&B`WOm6crZUg&1D&}9r
z-L5RPf`QEgsk!e51G?vxnq`u6?Ra1izCYyg6n-Zt80FXM?fkLk|7QQ}Kj11zXoNJ$
z*G|0Z&ig|m8rh3zjF=iqiI(c$XH<$?PVQBQHqe@3+WQrnlI*Kd2P!nCSMD$(JW!!w
zAz!2>A4A?sJe6W{{LZIdFpDQ(c{3f2h|%Y}+TCnHWS0Mp6f2ykR?v9Dj^ej*$8fTb
z26u^~UI@f@)*9U-{&(Fc*Q|c!hXiN`s$Zs8K{8TK?+EIYzF6E>rLR$NPER6in>dIE
zsg-($T3qEoHhUH?ZTaOV2(L9}6AJt|Z9Dz(i-99{u6)C?fWzB?+hx!#*wSLA45~Y|
zL?g|VL9~jWgS<+;0~pqA9<VH8^)f{>O#JU^!l9MD%VD>R>YjVS?9nsQP2Fg%wB3o9
zb-r%_E;&DZH1@m(9<WkZ0}iG)YJLxwF)z^QBrJ7gARg!>G`)5_BmFFMvx{($I<BE+
zcoYyoeG~Jr1ARlD!fyJ>jap%etA%|PSM&1#r0izois6iQz3>lkJ4}wcpFG9|_dAf=
zLk{gun&Kk~JJU#`JIyHOu5NxWE7$3y8A2z)>*MU867s{%g0I?&*5b2zJVH>!5s6>f
z!S>Ju9`tZeP5HYOvtP0wB7pm}Gmmjg7gmt7W*h>YYZdm(<meEo<-}=Y(%H)eO|$8=
z!M=CsF>tAtpuhD0n&+HQzf^qcoTn5lItM&P%s=3nAlyKX<Dg{`pKj~&p*?iUEo+8_
zRWiNLxh9!^zFw6r1>>Qy9ZB)>muqsj<kqubCK+0mAA&QYFx_dzljxIp{}^^cMpIdd
zy+G&RfIo5&4^bCmcnfy2Z5Zqim1$SGQtKw5Eo|>I^TRvowkGN(VtdLV^&jlSWo;38
z!F*`CvMt!hj|Xyv-SAe!5^$aeaysh-OfT()XKn7Eb;JK?oHYxZePQ3^=5^Nu*o?R{
zj~(|K?ti@F)|iM&_fmP_U7Z@?44Zdt1e5DSLpu#4fwiUa$49;5Ze*>Okn=7-D`9<R
z^`@(v65X9SBaKc}2=kXni#hS4T`y#gV#U`OP7k^oqgK6*ER)zB2`57m!-uCWW$>?p
z-G5C%&+5c=-LB-(8Hr|%0#%R>>C?BRt)%d*W7n>?UX`4?UBs^7CM@LQ!}OAi4#M3B
z_aM75;f?J1{|>gh9j<pm53eG$w#Dn7#bbUaE=j;jOFq`{l@&yhTq!rPhgyLLZiQH)
zjw3;-B~csuN5~DTN^jVM=*Gln*qe!nMzEIMLtXC^Ss1L@6=e|<F!N)+y;{JY@@j8k
z4?DH_?bpgb;?&xq&AdFPmc>2n)LxKtjl|RR;O=bci_J5Q?4V!4%?awGFhs3cedW5G
z_w^um<cL1?B6<|4x5_L?utf=X_YTbhKU;|wE6645v^D9x&Ic|iw4XU`Vj*_PX+y*K
z4m}9o(}uW5K6=^-_)81<)M@+2PJ0lXecFCLe{5kD$^ktFu6jyJ&m6fR4S?y$P5F6W
zDde0~vYUQMPx}NqvaJ?NxIrab3Z0;3`2n~Tj8~^C!z(0`Pb+G6uoE&`3J=>bu@{Kf
zThM_&m|5IsNANN3hINAsyfBq{*IhkA%^bHv>;>1i!I6V(+2w_=m^J69d)K$7NA1?Q
zCUuOnLl1)YT$6j`yl?V++6fp9d+lk5`8rAaum`z&H}_3&=1l@i&vxj~f-|2Si;X5m
z?*56Zu{m8xu}2L_Dr@8#rz*mMS1#-Yctey|tsv*!fiT`?ef7TA2@^a1-k@r|HEO}@
z-e69=Xxb~87gR1SE&<w!hp3AgJb*2b7hEW5zMX9;LwpqipIVGd(e|fbw@McWeADgy
z<YhQ%&lrUXhbl)OU*+hViS9Z{4~cFQkX$ZF(p#%fhra!!jN(P0&^UA5J9E54?4t65
zGKBmmV_cJ;Gsfa&z8KJPKE&DuPD#^qEzcyZVqNLEdb{Fz$57b(JnuF4-1B}DoaazA
zp7(MI*82#TKJP=?-e*6s^}Msd$Den<!Vfg^lrwQ>@Tq6#9yiOIQjT^Trw}JkqXtNI
zGpLR2^%dY_8J6Trw8pOEjhaQ?7)&)Q&{=MvvShn+a;kD48$wS=Pive8w_%CXjav$L
z=t1!4SCEgMb^=b0pnmGK^<$?!2+lrjy&!Ll<<%W}47_}M?>lmZDjwOmP5Jq{3~$2q
zZK6Am4sm3ITk%>d5O2$+^eo+!f506BW9L=pyd&YB9tG_{Ctx%a4zvk8=mot47R$mr
zF^Bpb?W~~w$GZWEBw@N)@+0ZMnUa3y2E;N>lnYW*xTbYy9^~#n?sve4Puu0rJG}i?
zp0<AKw8yx$TEfkHZJ@v8VE!mK^Q|EparN=QgKaZ9HB{HMF@BG3g_Xc`wys^k3+}VS
z-FHfEf%6`l8aw#vfvm7O;}^YK0LDN$zZ<6*Z1m4C`#=nPCG(2+F`nPYI7Y2|DThhy
zW*XB8OsLs!r&Y>&ap*aeJSWs*FaH`L!Q+Hm(ymKl_tN973AWN=qUlu&<n~LNUSW<a
zQ=7j+ZgI!#hCPUGtayyQl{t2hSrgyxYeH8qLY!v0KKA<3BLrt|O!}`ii9sUye63hR
z*p&*LSq9bXk`BnOR!w5SM1NV{>OV}+p2UDU$-&KG7hvgf2{bb%KD$@t6{^+LR=QX2
zbq5%ey6IlAxQE@VD{$ts?@l?Ncn0Tm)OVl#d)zGTm}rPbZtkPXlRC9kYdx;Ap>ev%
zX|*CvW#IwZna8-xY}-6JD=s!vb5<tmJP8QYDvqDFA{MeFDQFF<Xl>9e@J4gGS%J=q
zA6m!lvz}JHwR-7s+ZD;o_HnboCyskTk+}T-?B@>Lp~p^K_jE#*ocY<rCF%*L%fytQ
zk97`((JyU#9gYUE!xC&!n@VyojN5*IZ5W24JGE9rPCGt^osiK^7GlpguI>N!AM4(U
zIn-z4HgBSiCJ<>jDa$+Q>P5L)>xuUrBOS9MGiX7a;9zEPH<Ve_5^~mq(>U!!Os>C`
zr@f*>rhVEh?sHF)SOU&_Za@qFU>-Z~HQZd6n@n-p{ecH)J7FXinb$luFrvLPk8$^%
zl3V1G_tZc<X{#5~+}p9&heqb<9CDjE@lv~9#%$$^ukrjmnn7x9AHnV=1g)i+@7-;c
z61+csxeL{bP8X~d1l=#{f_0?#_&W`&U!`H2$;|o=gk+}0Jgf~9ZQjm_(_wF3RAM$S
zT<ykLo8DQYtL@a1F7H6Ns|=udnE^Z>wCt2eEM^>>p4LogJvQZ=)bg3fCdf4*aO1HV
z<7PiLVaX*JP7$zaflpn6ceq(^yBC6NyZOpWmOj=^jmF<CL)F2rN9HAYDencWy(!Qv
z@N<+9mXNcacNg)}j>)`(pwM=rJH`+TF)O}F?`rHFdK6r*Ab<JPw2nEECU3+(b<9)y
z&D-ZYN~~8PUp?gz?H;r&;&UFy_{R>pWy>I>k^UWK|M^(8iw4FJj_=&kIBDj>lDwG*
zcQ1Tp9jE*QYL3=an;8_FTog|sCtNg<Wyoqlnh$i`58M&tpyru*{g$3CQr@0I2Rcoh
z#AN@f!^~tf3$lD3^yl@@^F6@bf4=X4|6{%1jnhuV^wL{-+HOIXuX);I+`T*RCO6Nc
zhAkln^KavBTzinh`M#-Lt*^(ZPWN^bAn$z2sl}UE@sJnsda)wXf(?=f?g+BB@(Jip
z#>Su9EO)0#%4lCjE$0M?>?J^?L3FpG2TGEr{v6a=OR$w@EK?{sl6J?RLU6yNc}vwd
zU&b!|TO9PWlHr@tq22G`9%MIGy^%ft-yw~byC0R%-3uqXm7BEn6r2WAhw#8lIkFe}
z+~6welyL4;%z0Hu(EWH{u19LMrYkpsv24gg*v9I4ZeBGkO46pNzOpcH5cM>Ln<$w&
z$h`YC4QLV4syp)-xAbxax#S%--r>0xmL5_9J<;vw@X=h;e-<Ipursr`8#C@|1^MV<
zC*b6t_=gVLK6cnF?uo;;^KrY!=Cd7o?7+*H_r@cKS3X54xq_8{K~}B9o^h9iPOZa}
zn`B8xK!o)KA!Ez(1MI-)8u1<MK(OcIoF;SPMI&J`YZkLv5bJp8JUfUv)aMZRDeALz
z5Lqm@y^*e#an)|3@aWL<GmD;@`l#K{yMD=izWw^|`W<qfS)UKv6%kke&|$CWJ8Pab
z3;T4|y?gH_H}7kNwzGqI?6{xfZrs*&NaNl2ZS86SFK@>05RX|06BgXo4d%p)C%ur_
ziWT+|$Zeg8hp4slk6=R?&s&<2Ivl4IHu_h=%sC^aTqh%in^(M@sXH1iNYm4IO2ofP
ziTu0DiD1(c=0p}XY<Y;$%VF<Nd7=+5oV~_b``%e&knYwbE)6VS*&3j}vkRf0U1+pF
z^^_tlIw9`%GLX~9D5NG$0RAhlq6w<*#_^2WK~DqPL+QYW6)R(;P%t2|L$kooZb(-^
z>J~aH2usJUh>YG>UJO8}{lsyjZ7=B~%EyiCqzm*IxazHOx`#e|+=)27GvT4*w$B~+
z7&!m9SELvMcz!$d7<l>m-gxHHLs}=@CQ6rIP}K;hW3<Y3JSj)8!;*^-H&3Q3$|_NQ
zfE^fX-a}6UMj&?__e|Qfi4^UFL)&xw2yK)zjvvHd2kLLaZ5py6y{e%+j1Ky1gB-u}
z0;c#@NL}SCudc7}%wydB2mKy7@B2HSb|NPC-OAHmkXY!P_87Nb!p#dDBRnrV@~^@s
zw_VK}#rNIpK=Fd1=F+`B0@8*B2Hk?rN*Z|QErSkXMM?oxS$E=V>RNn82fcu|-Nk$Y
z4p2W&j%hOD{8J)ST?=J@%j+oDX_%E!Kkf#qa|98VM7cQ<uUu0tzg@f(<;GW`SAEvy
zAJ!_Lmp`be*A)Jx$1oskLU{sQR##uED)j`4v_o#aq+tO{cE@J!KS2(T-oZV{Zg7#q
zQuelu<Hvb;eKG}8FG7K4UyhEQz8oD9eMvi%B!Vs>x3~lXu5_5u%Of9XSkr-4pLnJ=
z;g66z3q3^}HV?g#Y_%)cc^<d6r2E2sS(A;uZnBJaVx}!ZjV3H9s!M^3ZFcH0av9_b
zbjdt#j1-c~k}m;5t!K_#BXnGJ-Zl45%_484THOkCo+H~h??jv&!uZg68@VK-(>!k$
z`S^LSXu=5Cgt0@99eMfw9y{~Kw;5}9#ed~ZZTT1KX#~cF;yO7?yiJT*0}aZAK3{^e
z{D9hV-knay5+5C7pTiDiE+IaGy<pLGfI9mD%z-}NChvk4*$IIQFqUW1=~}WQ&J3;N
zX6|sI?81I;ptU@HzwejejiGh9gq-=_oQ^x|{gKOW;c;8JA{E#?ZWj1C$sLz~^IjWJ
z(>a*O4*WUp*6ml%+PLpK+v!?cd-xhL2y7OZbptp{y}~gs170u?86d7Xa7U1Jj88!K
zvJRH+cRl>46iLcgk<GdFrB*6}))!PN3QjC)eIWzCN3I9J&$*s<!;$GV9O1DKwCyyE
z#p%<bZx4H7SAE~Fapbah<d}zbc7@oIcBkd8-&qIsD(i6GMN#J*u-gc|R_AWcGPTHs
zG-UHpC~5it`<lYtX(nA2a3DY^eZTh}$tJcEuysC^j*KyI(vdNY&H|Sa3JnMK7`Zj^
z8FHw)M@1^CQk5U@nv?ulGyCd$*;j1sit4VA7_I1pKst@me?eC24|S!ltn0aD*FWW)
z@^@=uJ6(ke0TyFrZ3!WG)MrmyE#a1o(wV{idI>o<LXKf8R6KYR+rk9Gf&5YIe;4)Z
z7|H4by?ux^ui;33cdiYClHXCe30jGJtTSu6`dGZD^IgRITF)vG2Mh9S_UEp<eZ-`C
zJqpcy5Th3u?1oUJB?2_-SVkX4PcA^C+Z450g6&{oS|}1?EbvBdRWBjuJ>#Xc2~uK*
zn#Tn>RNa+*1{vRPP2X=*egJA%v4E}fH}HN30(`p%O;FQlYy-->!$TdH4{QTcz2!7f
z+iB+JE+7{5)h?i6>`Un0CZMsy*22CE+kssl$YZCy2>Ty9eu)vouH?yY-=uo=O<s!u
z)$fc$a<_y$J?o$to4AGlGwk4CAK;&bXD*|Qkt%0zV|oFS@Xn71>evq-&7v)OF@jg6
zH+_aNbfV8N3eU}>$pG%j!9B)qwSR^kAA8#VEM55lui?G*y7$&&a>0zm>fu82J4@FG
zJ+)s#^#rJ+8H?4!rQr7%H4*$C<z~H^O}XzeY^~(mumdJWHe?p|`Ke!neHs1Yu9tLc
z2)%!a=EawIBUr~*#!L(-r*{#?4|dWaS~3AX$jf~drO=KDN%&G)3L1K$7@n)^^t6`0
zT!Gt>z_&$iK;<uS=N6qYcG6cg49|TRBg8oe_ZYi%@)>q~7cG4kL-_%(VLpsKX+PX@
z9_@S(EC{wq2c%-6t{RH8;Apn>o<>~r677PgQG$$OLe3p@EbMa>j0%vW+^i_r)SqKU
z_TCMiwu<s?*uH+z59G1aUW9%5G)lU3PVL{Kd-W~ecpAxDW9RbNq$HhSMc@Im6WO<b
zFL))CMi17p11238<44RH!jgfsE#z8K{smpjq=d_*R#5z^XRxFqPs()LeiR1%kMuu!
zuL&~i4etz`D*6mAS<H~lxW4Vu%My9u=Q~=c7393ePYc5a2lUv9o1h*$azV)@E=kU}
zo=L`?BbaI+QgXzoW#>&Se^6mNxd1yT+S!t!IpF8#<w5X<7MFm&=5#^jK^5-}f?Gx{
zuWRAh0TrE^@0PQW)jp7iuuX4(b`rZ26j-Y5lDnX?s;RE$3j-%1;yOi0iCx*znKfxX
zMLYd6_ea_PF?>H6r6t_Q{5^16bJ=vJ+wW!hn>F)n*F`cC)3^nbahs~ZZaM39Z~<=h
z#$!umbbgjO=<^l$S!(X=k`!c5UM`Y5DG}Ug&SPnME5LDZHoCBe+~eBK%q@8A=N8sA
z?2-o_6v$C;&|`;Qg1aZcdlw;T75H|*jeOM+b#}l_M=`JbLB;LG{3R&d=@Q%<Dr;(c
z+P8Dk`Gb}nyaw^K{SwEDrgqf!3#RTDj@M^hr$`{!K|#pq=a;jFpvd)|{O{x)BXbzv
zeV|Bf$*))h83GjB<@U6Xaa*?noaYJ}xB?I6F>d44V<+BtF;79UEWco?Dx?(GfxL4a
z+jf|K@NS8nIF$KQ<&pPJP;iF8SkF+(U#`jh3PXVgo}GD&+w_EoXTb#;2+8!Mk23$#
z|Gv&yUK)t%ZIn{DQ7Za4|IlcUC4_yx4VbOtY%X`u246ii4$nA<6|IVvevGF4f~nVz
z33d4~>dr)sL}jBmASrvkLWCsGV@_dugf4#Fu*+Tkc8#r9V8hbF0xdoZ&WUg&gb4@o
z7`6@OA#A)rT*rHQS@dYUFdb29NxE`^oxea-AQ#A9Gp(8JY28cf0)f0d-XP>#bSqp{
z(w~!CMDs70T5VnG>)X1Mmsh0A@<NN1mEksl3`^u)$%-)RiDgFg)?1R7w>UJBZtDD!
z4{=+u0-U*n7;=9H^C-7|?8F-hDND1KHraM|RjX`k44lMYFSSD+^(a?(*g+6+`wac-
zz*`m$>+`fr7M{OMjo_RSo34T5JF{fRHmqMihzF_7BiN0K6M1inm1G$pQxBR-R^M&s
zO_$_Nk7gD+1iG~$BYzb8A20D2oFyxbwzbc|UFw&Y&%1{XqpEPD2={{7b!nA5n@Muw
zq!LwN<2kht)0w0$e^7J#6>*I^U4e=EqvZb>&bEj#G;;EqP#cc4VyCIgpgLiUVHR2n
z=V&@!L?-s@E|^hl7Bx7o2l3!x+aMm|#{18-eQhgW%`}|@o7f9%Ktx9iA*PKZNV<^e
zdl<5&F5`|DDR|paPcDDAre2YPk5=MY+gN_V*7IZP`mD9-q$%M|Pt<yLK~PkVRP>Tj
z```()v>X-Rjvpe)QLo6sM-8Q=Or76!7I~wEe+4<S9|IiigL&}8qk8Pf&(`f?!~M%E
zeQiAo#OX{kuIENM#9onXh(^<AJ@54WZQ!j>6GiXyy`AEO^aLSz7&mZe$4J<Ig?;1j
z??%j_ZkV@z1iKa4h=ytBM-rxiIDPR>^@3l8&~X+TcS9b?AI0WHHcHaH;QRVe;I=FU
zfnYk3jm9rhiY1ZFIk%I;Z)ttKi;0tq_npDh@&`5d5^)Jn{i$QW_Q%M%<qv@;o+pD6
zK4NEg_PX=DH?d+MB1_y$$~Lg&QXfO@9P;z!y@s3>-#}x-!8~~4HmGN~+d62*cYJU6
zYM`^xYGiw@M(9&XJ0It`aEf#GaqybDOnP7RTVmO%igPqZXL8A0g(UTxu>FFqbMxl<
zti9;OIi6U^g8EG)(78~S*ZkU-8-DL>2-nCQ*Q{fQ?Dn=Ie2lxlYWog2b5SJJZ@!s_
zxM8RA;uCMUg0>Omgd8kXd3jD}ZtUfXBgXJ*N%J4<dpnpJ+zp+e=eS!7&TSno_{}pZ
z8=>v1WzaXw+oO@F1v3?1V_;^!cUa%1h9%Yuv0I(;jTp!053(+Uu)^Tbk&==D9~)(+
zTjd4a7M_tmihVWS8KOQt>aqL)*<LqDX=uc)VjF>;wz3PFwWEji9^RMAN3J(XCEUI0
zN9cqI9z7`K7m4b?2;WXUMoubxgXq_~o9Bv6E+7!#`z0IMsUalbFgLQ?s@5=(Uzcmf
zk+0P^Tg95ub0!tN$FLO|M~!^VeX4%|wHl`8e~VJKBLnwZ#PTda(i`}Y_%3QOosWvj
z&=SZl`v=g1bA9yIkqEp#v|K=qLkM}Y#%LaQL+kW?+}dD*Sbt^V|3AR(K!qeT3;kg`
z;l&1IIck=j%fI02dXu~UCQWZJ$e=%>=c|&Q%o&yjKu?g(%&r}SKA&Dvl=LuRle6(Y
z^1xrV?2Lo+;u#k}TWn_@JaB0qJMnXT;9-I8k&#bPud8ZJoOvc0Y%e$<pX8DRnhmFf
zy!?IOEenUxckhqN+qn^3jT?9%mx*6t-;qQJnRtlW%4e_}@j4xiELM_Vo4UB?IIm6Y
zm8~Nd$#k5K*PS>Sw)iaeRcwP9s1mPhQ+|MKug4K=$Je&RXEiI9GR0^?>fV*iS+1g{
zAi=+^>775tj?#U=jNcj&TqQy3{-9=&U)8Ng(Jw>Ea~U!h#0W5}Dkgh_v$QH^^c-@l
z0?C9v``L@2uT(=@)yGdC^h@Tgcv(g32QLR&ygX*L5V_qI;CgX^dnHAEjthe8#OeX>
z>D#)!_4E~KQ?$EWFR-eK=_@6XbzCtoT4-;vx!FwrVp_=UWmMzMFUCb*E~5%2E;kW*
z50~49Nal}oImVXcL0u2^mtUI_ol1ZCgPJ<bM&WtoEoszp+s;a0j&^3{Ee0tjE?Th;
zFNrHVZ^y{{yJPQ=b2qF9vh()X5IS(;-D$S@BX0yN?kvNVn<|5=>Y;)4YImBQBy9B4
z!Y-M5jFD*lWawW9&fREVR-4w~i#FOPXtiR;I_~ZLS;cyn*;@GobXSM)EVOB}wupoM
znv#?D?d<20q+j2z(IJdNQu9vSzl{BCDj^7Ro1_Q6m`N?3=qFU6NOQ$q)$A5BX7sY0
zpZ@jG5tjUAV)F-%I%<$aNyJ%S_g7J$H?e}|ce0f%s#K8uUBySynHsbhY*|0QhgF_b
zpyVL5v~PmWms`Dsbpz%=H;RiZpxKS?XJO5d9YB9q;}K+)aIBO#B4LR>QA<{nMSec;
z_mVetH3!eUE3NbZ`KHcUk?+)FXTFBK>5`l!4WiKPAlS=StIEa873(0=CNNRv#B30p
zoDtHjCH7_1HM8;)RewdA%U;Ws^PuswEXsrKqu8t_i-6ngGqaJJ$IZ>|Jc11&LPp+P
zk`H3D?!ZVS*7N42{0sH4kB-->XTGPa>G7>}dOj&7Nj#R@6tWg5Fnh+W-O)nUBw%-D
zNlr?Eu5f}baTo{uJQ216oZ0FQujDuK5VqCNop>YRs<0I??_<ip;H#3q3)h{9oqTKg
zgBsc`F%t>1nl62hDtUrR5pF+hC5~YG6-EMi%LAAJ-PmdxAHi<V3@YM|nC%yQ-K)Tm
z%nm&z(}0x(7sm@9f({>-1Vcbr6=pUA1^f)Xn4kp-;mm3jllSbSzJXVQXjNu4+Wg}4
zl?KXSnN`T&cD|?WgOE{>V$%)YpkHbSw;q$;m>L<5@oIV_p0=kAI+jPRUfvWBV|xqp
zJR9=ZVK2gF%xs)hnuD=O%u@|^z2*;W4DxysxTVkhN#x6Ael2C@F<_Ffd4_n?b*_ka
z+G}F*GQXr2@^+jH+lj5*tBtne<t|<vg~8a$+k3GUIu{sI*?m)K&04m3j&B`APw4f6
zg$r18H}fJkCNBT!yM=q@T0nPwVl`TS^ms3Lq3NTr3i;9V{rA!yT1#Z|!jRzo6H8<g
z?9_x`dwa|nFmHRzEOBph%osCS!TcO_gh=`um;-&aH+mHM;$Aziehu0a+I6d66KtG0
z;r7l~7V+rL*IDG=zSqHHR`EU1(c)<S4*ct&*(;EON&f^N9$A5;OO!dEiR)}Z8bgQ0
zQ*U4|+mxy@_|E+Y*xPG%b7v%wuUoUL#lU_c{-)g_a<bX@Y4Qjk={Gfl{AwrjAo;Lz
zao$Z8e0)f`I6SCa%pxCFE?z?36E7Y+bP&0Io_!NR{xR}{d+69#v9s)@v3MvLPpFqI
z9!ku1g_SoK4~=p277r}~@9iEMLsv4sl|90A%s2NRU~j8k2b(;WARbY>4t~*{*b=<v
zfM4m0KTN&}XID4kPCatuZzXT9d<wZ%P;)O^`J_b%i*A<I)~6wGvSjON@`%$W2leO3
zM^$8UJQ{+0NJS=!$5dok;KM31OTc?VGGk{BazoFvZ-O+HiSOJ)$G(c4C!yL9HckeM
z)C+};;~L@Drm*o4H&@s=uF0)*w2g<*K>_=D_Dv)CM>OQ%{sZi7<)J)R6M}j~c_`{d
zcVbI?Xb7BWJv~gmi5OKk;!geR$vdLbHX!#xQR!$F-7HOA=@D=u<NYwX#^%ItY6kh0
z0Qn&Kcq_Tj559h;l{~r!Tgf@#qpjp?z<b@~L*y`X@I3q0mHuPm2lpr0$3;AxC)6uN
zJfeS4#AAq@E8?++yr<(agbsQy&$DlOAeEW#+#L3EG3Y^daXmDV>*T>aF*Fe;3;Lab
z2?nrwIiK<z@-}f%*~N}Ka>j2$ZcC)NfWWIHQlt=bHqnts8Q>*SG!Fr9`YM%0?6AKI
zIQ=hm{;$(0)*;dD(^>c;z30K!vziRIPle992!-!>=|otA4%LPNE<Ot{x#UpaIk3mj
zv+Uc0=iX3TRTg{mg8wp>plc~Pdk9?{z5MMOT`xk{7@K8q!GmwCB3uH`mAKWAl0C4;
z&`mUJ&Yi~|f^a9<03&m-Q1?)Kb2BYlo4P@6yM`NAy_AMM`$=*xIEq~z&<t<^7mIx(
zb5x|`w^%p<*23M@XsC=^IK*}<j3jEIXszCUl$?K~cqrCy)MMl(+BJvHzR9sfmCPmG
z<yrVNKoc;-;nFA~RhfAtE>~EDE}{FXfD0b{`4L(J&ovnd&f<YRcJ8L@a?PJRs3nt?
zFFNndBfwdm<l0blM_;}C?HYJ)l)%D8Sa8K>kuOw;aYkx~9Rs$)J_FpjM98#M?y$}!
z;}B|N7I&viYFmc3a4F@IH>dPcVqduBkzY)ujgs>(5GVld)MICEf_>=FQEZ)DAL+0?
z!7Wk6paWR`ZVjs@U@e3<r5VhA68Gxj0Atuu$8fE1YtEOOeTXg+!}u~WUwN>Kl~JA4
zrt<}szg?4?MdTh#I&+K9vP&*Fq_z+2F?8Dv-<KSFLxNaHh0RGZ55iM+jtZR)9j{NL
zFj`UVT*M9;t4yvUkN)hluA%2DKMMsq8VC0nyEThWp7~z7KvHccnR~h)W8G-VTG`qQ
zEphj0DMu{e_Ta;o1||DZayB>&3m()g^2UBN|IR~CA1Ud6%*8)V$-TJQ!ciMJaje23
zZXamL((uSnXTF5|#?=B+);smsnP)w|C8y5LL(nxW-hJ6zf{3u6m{Eezu9r`?Sb|Vu
z6*|m;6>!0WKR-un;MuF{BDVc(*kk8zRe0>&v3hJUfuGLXQeci`i;g{~3pG%rl5@ZY
z5>**jd=^<=@Pcc2(2fyXtJWMc*P_W}N$xStm4;YrqT2BiiN<m1A|bQ_8%Cx}V=NQ=
zwM_9SIR65%P;c0v$4=a;r_LO&57Judzp{-YZg6*-?kZYbt|yh5qK%HU%Gi(cUR@oq
z0_1=l1h)F26K=@Dg&@tj^+YFZU6&}sL~Rw_Y~@x!LqwL5vuMHRuzA!GN=^sz7`E~5
zx${0x{CjaO-w^D)(qufLNi5qhfVR-|nvqjb^FeGTwZmcm4S5XP3cu#OxgkLabg5)0
z8=OL{C4jx-^n&$js-B?7Rp^k{EE|#hXW{vcCXg=KvB%Jj_wPOTXdF@cRAt{QplikO
zqjWbAQ|L$ORRJ&xEM;)#KMT+GU#$ZP=^c9v-HNxO3%Vl27x~f<>z>VMX3E6`TP-QN
zLV%W`Rpf!+s1`p0u258QqaHhQ6Wj{)f81J?vf|t%OTe`h6Zvn6X+f=*aBIjRXKE99
z<c-;e736GiC^;O|W8|ir^tpNH{B|})H*1-)bs<EM8D><%RqPr%R>HMi#U9mZm4WBc
zpU0%u(DQE?+-I<1j~%=T{>=xkNLn_dTY|1d;56d*QicLUI=!lWQ-imj!HxecJiBey
zfXVFGW9TOOHRsMw)rND$Ctr|tpPmg9sak>^)?kDBY=#z*2hLB`-T~*QYEi>rgC0Ba
z;_yF&etu1Jvx+-6t59&x;6t|}OWdxw1{(zBOP@;Mf%8krkAN$vSRK@3<kqMa?04$1
zWJ`I-7fZeo>pnitc4Y0kW{yb!BUhor2H6ZQJP*E6N?robZa)w(=5uh59lX`@y$7GK
z7!pn=bEoK@;dtp@Lc09z8eJ_zhtbmno^H#J!ry3FiEz(s++*z4=rsq=sbNGH#i`*o
z-;U7vsU`wyL!cMbxT3cKdu>DfC^nNCwXJvNF>WivW8e*e7h_JHDwLWtT+l7ulGy@d
z7eE_W9+Jgf;-A3QsM4@O4}x2>g8at2?*eH`NP%2(9-{yaSHWq5@1YxlzNpldE){59
zN#Nnb@a*<l6h+;!S?G=S+W6jc&$kO{b;><jls#~A7P04{2aM)SSjBEo^FJ?u_MfF^
z`z!_~l@IPQc5Cf>Pd;d}vmm{qIvsx$Rb!vxr~s>8W1m7LU1=9p8H0g~rhp3`{5i3^
z2A*4(#<9Hvd+gkeb#FwM%8|aPL+As@&q5#nu9QA>g>FdI%gR;OPWp9xHX4=KRekCl
zf4A4jK-@;VMx(?)K|NDD%Ohvkz3!3oE#1P*=SDqt=BDRAE<kUV?8t`WU4H_=&-xQ>
zL$^Ic$H6Q+G|qQwsI!sG@}<*?`4g?X={U;K%JoX>s2nY=TLSJN-Bqx~XVG~bj4t5X
z%?+9X4w5##S&vy_P_J_!4=BF7=m7NGMb|QGXrrsmy8J;6yuv*XHlS6Tuk7kYQMYnU
zl!p{4RoJ-X>UIXy)V_4EpX6p^Lo9SakAas*;BDyH#3M2Bt%VE7&n;YS6AwKTM|8KO
zhs#BDu410>v<bZK5#eln*WFQI+@LPql3plp>s)`PF2OT{{9LAZGdV7W+OfwD-Kr(%
zcj9L2h(?V4vL%eD*mL9S^*7q<Q!wN%cX}1O!wg*}7oVkP$NUa@TMq6q_R`qC;^cYB
za}5r8x*S8!ox22Hw-il`zAJJu+7%gp+|02N4^dmS0{d!8%MvAb>5_3Mq%~rqu2TMT
zjq7G`F{aP3&VCg5iWj8M57;qa>-00kor1n1o6hodq)*&+8-?S%@V1v=cI2^H(=8P0
z7rs!7KS3^qK#7%|dyL&`vx1$kha`n3Dl55)RRYV3-6%#xY<i;<<!{&QaTR+2G3G)p
zK1<JTc?#fJ9o%E=){Dp3n|BNuUCj~>A#v9&6mDX?&tcPzU!uMjJw%*|IfYoipF7_#
zptG`5kC9t#SFrQdZ9EYm4cX2Wk{damohW~|=2mOC157(*>R@@~+^*Yu<a}_*za7+L
z<T>DY<EaPj!?{?PQ-`rm<xglym%m(dn>FPV2-h-ox@cMCH_9h>$ob_H+@HKrkDa-(
z;Td#P&7|4oO>7r%&tkjn)SK<4-mqxm?Xv11$-d=EmHCQN)JM(m5|!y5HF}AD)qJ^u
znf?r(t{E2mxfZ?#o^9e@f{Aa~W9M#qk;N=Jsi0V5<C`ul@Sb&H+cxfcHcr0DC9^8Q
zMt3d@rprXuT?cMlfVceJ3Ok53H5Bm0Gjxcb1m_n~U<c3+%>c);pnD^8Zt!rV?!67F
z0`hrK_21Q`D%QQxyn|e{b;%Ol<Mh(#+`lL5W&<ZU<>PKK7W?;tUWD#o7j6a*ABN{H
zjKamq2lg0xmRxuWy>0EJsJxF$0{MAdvTg0YXYH8C4`xZcEYZ|mj`D2+uj}}nBiFqS
zGEI+sO$HRIvzfY#2K|2WJkn%NBTaUY-FCNM++x41M34;urOc+0*UYT{F~m~|eyS3I
z$}tHx3+{dp_=*=3oIC6ou<hO2v&5b6&}x#=7kT{GCGvVrs2KLCs2#^e-yq~qcIF}O
zJij_mey#UvExs|iJ-oy>rnV4HeA81DDu25oj+2tQ4u&5yZ+ezL%6$19g6`-}J4S4K
z?Mk!6oemU1R(0gX5k7H4`w3_8p*!$sFdG=xbj~<UItk)mA%`I0z#c;{OKs-SZzSx=
zz(y&mX(TrjJ9G?LNfY&=ggx{@X6kgUvdGy9`&;CEaF`i5sK?Gcw<tVz>aCqLWVdMu
z$;?9nueD(8jLw(Er!v|#+;E*|YA!in=j#?Z8yxhn59+Zq&)epg96G-x&wIKHH<!E(
z!W+ej<5ka@RRrFxf)6mTQP7j8%)&p%@@w#KTryBY-nqxvbM)~>c7?TvYL-p<SF>!*
z6pHO742jN1T+$k(Eb+aLMdyfqT6Eq-_q|~@B5M=ZG`Slxp7cFeCBv(^s`jb(5?2-y
zS4zl5r%px)_w~<+?hWhIdy`eT@=6Ic-G-XZoCI<|+5Gq_o8JU?Jxj+%4<#n#_Z7|l
z915if99btFdcc7I+coy>h<zU^WhGvvl-p<Bvu{W2+pn>2(v*LwHX?dtnMvrO2ZA2v
z?ORAK$n*b|8<LV&Q)}<InZzurWtZ)D^Vq?|!@mn2{eEzTX_lROjNEp$GH#JGvROoz
z+~j;GAvPR+$(|mW!O<!u<!mwwWIgnr%wiy)KF2l4m$|HP%4ONXGq%0r@how7Sst{B
zhp(I;vD$sbP~Cl;PRLHyki3p^O^mNVY4>0r;?6s6=E?ba6({iWOV;A@7fH~iu;a0^
z#EvT^&6+7H2MU2ZHVeIB=>Dzj+LBJ1tS{vgI4neSGt&@}7|fbT)5zLh3bx>(pGP&{
zjgC`yJNMYJ+g>;1J@#A471EoM{xvodcEg!r>n?>fid^c;w50+R3k$jUEImK90`oHm
z_ZYkF>0!>Y<Bm5H`eY9vnQIJnOG*qgf_sEE&a8M7(9e-q(ghxGBXji*UK}3WVFwSm
ze*@kjzES;&G(np`MS@<`f=0_f8ghh6iB;tv3vNon4&jsNH|`Jc4R>k=xd6-d?}S#y
zkfQQ2HlXaQv4M7WF!Zv6XyZ!FWU5GNEiaDDKLn1Jl{4vOVuL|oz38mTxZTmeuH38s
z_4ZlE-dRUPw^La`qHLvA`5|y*rPe|({~FNkR*Py4WU&5QW=Z*1GE42OV9!h(F_Trb
z29h_~cU&U6XLXwTUM`m8deo9xSY=4C^DPCW!Ye7D_Nn&_#-YLJRka3kuk0HD5#6&c
zLf^~9dd$V@HIstckZHT@rPwd2V5*d}{HL#}gUf%EUK1P}Q9qfPyQrda*l*|oJ;V-m
zwF7+c;B7aZd<&kDlqI8UB@dL$5}Auk&amim`P((Koy^N>OEXtRNQXn+Fq0+JSE*SP
z1=w*158Cz=3TKgf_X&(?<jhabg(nM5>{VVl`td+5l8ewU`Xr$_Vy9-2H@?Uf=$Bph
zo-WKwcVPP8A#Z+%#@pB>dMUTJS&<qEW|0%F<07-u$oG&hKSk&R-)RRAIXCV<g4|mK
zMOtPuz0Q{ijF1K~(>fb4ury-P3ady9Jn^rvD_CQBfDgi3<5s}mN+1U+z5QjQCGdu|
zRoQk0Y0%!+?NbV-F7{;f(&Y9@{2SeQ?$n((eD>Cxx57)33M$Ln@+}GTyg`jG%M0kP
zm^C$78Eb>d)XM)2@)EmN_soVph@K;m1@JdAwYYUQCu(!MyCd)%J%-++O6=S$`bZ(K
zzeA6KTW{Zo9yC#SD=PW+E9zQ0oHLA~dO?uFVU&{iT_D||!56T*=*V9nhj9789z!=y
zyb)chpy&XQEI%O6{}hJ&NS#{&`4K~W7{5k`2|BT4R;kHl376PS-S06T6-mM!*I0`O
zYuT8GxQ%-Zyp^~Obcv-_<p<nlDGI|@WY1P4pj)wEp90C+hMeX13A-)^InKS(Q+F+Y
zyQWqPs6p8v9NQ}x+-DJ{w{pX}kOO)Q-1MX_7l5CZ{Hfrny1};M54bg}k_9{dz`iZM
z`HNQiI3nL6v$=#sUf1CKcs0EI-5T32l47cT+YBATC&9Vg9<~u5&|~1HC%gCvdbV;Z
z^1ttwtI5y%<=R%>6V<a=ew)}a6N04KPy1!ENQ$m2otz|#>h)VGl4P-A0@q_5BEbsJ
z13ur|?*NV<Xnnwrov`uY8Q`8Rlf|ardlPE%^WKD}E!T?^z?M-MO%1G-IlYm=!U_VB
zY$TWOvkO=k1;^!PH9n6{&ND|4CO&{U&<!(r47>5FlSNP8;{G-DS=_&EBf4iJ8o`$+
zO9;{mq;eBecBATP9>KZzVowKJ;AiQUXo*QE*cWQ?N62A`%z-_Io|QnJLT^Q9k#q!o
z>q^w*h9@NIdv_r&yI0Pxv2)s0^OdK-qp7PXtaTy1%&Z{TOC+yEtONNBt-_xGm#|~_
zpdKSPQN9s9TRFMS4`Bl%UI`ogyHYklD<`*kSdy2GWE?h6*r$ud)Y`39ak85|QA>+Q
z?$@jrhHY$xTKo}m+@rZ;kD;61UaeVl=%o#gShtns2fVpMl@puw?r;h$*QoiEWrH&3
zHS>*9Yqr{n78OM@Cw|c~WM~J<)am~RpCsp7Hz=m<)MMnPn;@J-N9!j0va==TAMonH
zS{7@2celm6d(GwqC&&y{R_aIrvVnEH94-HDd55%#`z4hr2MZK3b&*qMkT-J3?<I%v
z#shoo&`p1N^8@I)PC_zlT9+S?YnCF7HN9KhkXziZkV*><`f75~A!JieF}|s4JSPbw
zeqzGo<cW_<B*Q@`?LZ#FHtsR-wyBVyEd`+Y2i#eRiDN3gE79PUxJ21M3XS9{$IAKZ
zgb6Fh3GsWL6`7q5YmzFlel|0;@_&O|Lc`&KJ%*mO1Rp`i2cLvI-)h#zzEZPpr`~!6
zHFAe9QSy%hiu5^!rLxvlzEG+viHzf+y~O(@*fo(ov_<aBL)<3BN5F}Jkc#UevuxZe
zndP>D^lDLL6l{rlf1nq4&f(`Bpax1N9FMS<3s+>mG%U$N1W>ms)PICL!X}vmdkno~
z2Hu9AvsT2;kL91{<?_#V)~eTKMasotiE9;zh+F#qd0qz?O+D}!#<yrHqW2f&5^Ct)
z%*-P2xVe7pGu%;PU2uaQ12;iFhTgVu67?L5D9y`7l>e?aQKF4wci0jI_dIh?CX$c#
zO%q?WZ?-3rMQ<V*KhL<NPg!|Mra037H%+-&>Ux!7-7K=VK28#YnR)V!q58gi^P?3n
znjhOoEqg~ztYl_CpQj7VlFj8G@M_I6Yw3FjjN^hatQoW?dad6X6f0k4P}*nRlkLDp
zyi(g-Vb(MeE_L|<x@KtvSlxRtQ7lC-(jzvGic0LM2&-PCBK}?FBJj{7lCO~-@iaf1
z?w0%m@*-8oIP~5Pt|g)`soN_e<YAIySZ3^D?;2-}x|`<II7Y3-lJ#X;Lco@={|-7_
z<Ola4d){gA2s;TkiHou;p(3zh?dP*S$!&|$oLVfIc8CgcoGJRug)390)+G#?%<RiX
z@VLZGpnQBlv%niW5##&Fv$@dj!c9*U!Ow!CZFA|p{iqtQ<&x~I3A7(PZ_X~G$#r5`
zvx@e;(PWLErd*Qcv{;WV+=9v8*gpMUc4)0WxChVOc6ZG@!JgtbNnZb-p=9%FD7hWL
z^|H0NzCz3KdU7<R`B$aarwBH{+ATdkSz7*X4QnS>*@HYyMok_r50~BZyAl`j-v{g9
z@mi^#A?{i-&9;3{?%EfVyKO`6WtDLwh?X;ciLrG1%HF1A{i`;mcFdr9F$1|Z!lFQp
zxKvV>AD|a$=j*dpofy-i9Il=bY)xlPwJi6h85>?T&9u*2_s$wBu3E`OXHEQ(Was$@
z=$eI|<w`ndjiIGllwosJ^KTyswDHwQ;J>SxKoriycwVi_u#xWMsLKz~HET7Jl|2iW
zXyIzr)*HHEXdhB@;?<B^`_y~MHcZKC<(K5HJef;3DRj#}Krd>3j8pH~x+Jz9CY%u}
znV0KRTWDF2)p2CORaZ=&+=E)o_#-%ZnFZuMllbgrzl9i#`Jf#<V=Lk_#NAMm4j~;v
zf3T2G@}`h_w+P9_YB_P*($X+2J!)o)etjMNj`xC<zgzR_8HW|p3_B~2x8bmgXNbF{
zGukI}XwTK?XYIMRb@XmKk~G$9GOwh@kP}n3*mdobNH;MYpt1a<^_ui0sD~76@mJ6x
z+kJ5J*w6MN#AEEuF*Qlc#M}A|L_hD(Xh&zg9IPkoi*m5ki_NEAKGWJ2lwo26GI0d;
zl1&d$!)>0iP53N2-_{`!v11RSTk%fzZ0mF+b6fR*=;vJzZCmdpkWnvOn+3ZBl_kl*
zZ%F`WUr7SABZpq;*yEuawJ35Ri;<!&KS0;K?2qb|j&b*~UL*CVtfUKs_W^t7UJTf`
z54~49#y)m!)<l|K(KZxUen8H<(^ao>tT50tZfa=-T|2pVQak^ule)dMqG#WM*!QB0
z8&xSvpQV)qU9(o%X7R30l^&CYCQh9-UB<GvB)jmUCAodnJ*y6A)pk+BjY{RDZ_!FZ
z&OGVfaE8WI;awpsak{!4&7AC2c@2twtVk28^7>2toHs6{Dh}x!bx<Tg-dEQmHEXj5
z?5?e;E$VIRyMjvMq%Gp;TeFw8b*+fUs+d7(8;_cpwx2#~O(h?<<)i@ZcqeUpCymvS
z34Nk;$Pn6#@3fBw*%{vBB08sRNnr29^eKDd`|W!_keao&8}@zxwZ$;U$*E)3<e0bo
ziPq{>`lOw46&+v{rp)4()5lCF=C@rAKpj~EP}cWO86E6JdM%cA?jF+&F20&(XupfS
zl1L!u?H0X@v=HUX570HMu`~}mb{<B&tQYBrSlZ5e^w)dws=xl<Rf9dAI(n)uE;@DE
z6C278&^7Pk*1fW}#*2GO&BA)R8E)57^756IQu}%AS$ISX_i91(>*;V;x<K*|!3{5*
z>ABbnU2MN7ge1|yx3Z5{uate-XWp~#i1zJQ#gMen8p;pREz8|jJ$GB7yM1@!zu^Lc
z-s4Zlmj*da%_|Sf-m^&#Jj_xDO{JW-)g?$Bcv8+i@5G>Y;^UNe;>j^@?MS*-dOUX{
zwU1f#ju}76Am@*nDnV?U8<0Bi#`}Bji9z=ysQIXdZid;a3tH+|#f5)Y)dh68@!k&e
z5oDn1GTSzHq>emwnb30uG42g^K3XSF&7R%X&}GM)niIY2L*VrhX6B(npd#7Zx@!cE
zJo(^WG=}?Wb(qoPC1Z)n>ki2wi@xqX_xfg&sH{|)@kNPZf)&;l=iQ=0|6W>@;@bpa
zfAQf))J90CD#l-nE48ptvrG3xW*y^|(ykzG)EgU$yE2mA5%cBJ*#}L??a6@_r`23P
z)T*MkxC=$!onUUs1V?8<Dr*B~LI*hPx<6+eTU}ghR25x)g{*w->&)Y6Z_8ypw>Aw7
z1*4vzg-9^7X4RKZ^8UNJ+hA>#aAmnR3;1>S(^I?}#WD1DxqXiJ>T-j{54mYHvySm9
z>|j}V!p+MKWR|zfO?>5jgg|ahY}^yLWH@xMH*|mQN(D5pH%Ou%$V_a!-pms0=5c?2
z?BB;7B94REFQ<}WCkHY8lPd00M&taJs17y?6_*I%-f5qxwScX62Qh~ll%ssxuI~{u
z?K(KjW8@va!BAjUEemI6DsD2Sc~_UAY1a`?dV^+ww>Ayq+PG10)`3T5h#Yjf#e&P9
zV;x6{i3hR#<(fJ!poR(R%$z5BS=<+kouB2_pzyLyA)CLz4NJf>vljZJcEb8B6C}Lv
zdb91(^VSa?xPS`~>T%mklYCT5kgc+p54)9}r$zy=5mWIY?4UYWM|frQD|neNdbEz7
zv(BGlGHq1{T2f!V==I)az?K@Z)q)otuIq!CLk$P*IuFb(V&03cBq=aEpMWg|)|`ZB
zFr61&JLJ|2t`2BDJ)jxjt*Zl7``3ZP=$E6iIms?u`U+tvNe*X~G&VjOF*DZ<Het7^
zp5IFgU7FiakNL&80Um3gA8RHqHwa&do9{FSkMw4@3|@><+zM27loC#lbV!#2LC&Sj
zt8mcu9zE@m+pW0M9K6*VG83D`DE1lb+K>flYn0jN%(A>5gjR2>A6KavY}hT5OT)C#
zjg(olk}8Y${9wF+S3=2e6KOWT_<W^-Yfa~CP5$2VO<x;in{#JqhGhWby(U+na<hus
zlLaHmf(-$-tX6ZJ|Ew+u6d*MsF37$F^oloV2KXtfsHExKYqzk~#l1%Q7IO_E-@&!?
zN0bwv9d<?;DJNiIZ)I*QS4>>~S9c5d>Q;mGpn0G+o5Kf>_ktIPXcOyptNqgR&9@qO
zYdNRvSq1^Onsh5rxwjhW=yO`7%Ygt}$605lWA|Dk;A+LS2JYHU%^+{of_q-(dTeco
zQjLnb`~tjsO)cm;t5Q4krbb5HaHGw<iD*Nnm42AREoR?iMz2^eaOMs1j(?Cr5GY<D
zhaPf3<az%hdeQ`?H|h|?E8;sjWUT#}iy`Fy6pI>amU$VkkAvLaF5za~9xkE^WGuC`
zzrgKCDJ>`1S={IA+PD?q>`TP8zsMkOT_UmfMH1$V?CgK9n_)C*(f0?edIj717<+vW
zxbVvuGsSD5iP`53nT|(%c9fP7zix#wP%_J`di;dt^SoBzmfFm!M$h*l-p1t|$t&m%
z=DOS3+400Iu5B_G<NmxCB|?TaA?L$qVZSViOmMSqW)GUknK_q5#*X{F+?JGbvKso>
zdFx&&XFYhN8b!%h-=J#^XE#xFAkM!Dw=d|Xao5x??}3Rt?nWn!dLwx<6b;FP+`1^@
z;F(J=R<JWI9Aup{^pAz#1=rTEIrP_g1Y>c|TPI`BzYyxKf!IhjhJPfwwe<o_TYF46
zm1%D87$?N8LkwF2EsI$8i1Cd5f=c#DYWSPm-{<b0v_ft>Z`7?xs*Sr&e(;v>;QW{D
zO;Q;@-wU{nWBojn+w2#I{FJr<Y&DF1Y1po3Ao0F|=$?U~>o+xp*&6;Tz){ra8}Co6
z$=>jn2{TDkjY;%vPK|>sdZ=n4YV+f32;pqJvToBh_vL$JPYB0^1(%(Maiv|lheLk)
z_yAiCWAkzc!qV=Y{S%Dp)hBo(Ry5e9Xu^U%2!Ugxi8+gG{RM90p{SL0Zsnf<hmt^s
zmN9#K*W}_`>7WI!9tPKjtXP&dc_rmPLe#amFwfyLy;lZ4O)KKmyBKYkxgJ)DyqD4S
znBlmslnY!wvSF+yxA#xGOYV?-ViZf9R9egd>|O!i`5;mC$xbY$NgpDP@#dQ^GJ)CY
zvU|Yl0@y~l^5V8~?vqD+MI0sEb#}Y!ILJ3HyIaJ}%gzef{ro^l-LpPF-~0SLqR#{Y
zf^OZE-^LMM5%aT6MiShayIBMf2g%x_$qoC}z#!t8Y4c<CtBE5xNtrfh+d0Uh&8mi3
zS@}Cbg;Ik!XzM^$#)$)lNXsfY4;^4;Iw9u<2Oc)JUHcw3&l3$$70=8$#Q*)=Q7Eu#
z4OaaUT)e<m!`MvEpUUpZ^u`qEC`7%mV7we)uv5NhlucvjCd|4kT7Kom5*|3)OdbJ;
zLF5dbbF+T{JVKLAf&Mn|3v$l2J&SzOp3+upB4v;lkL6z!Rmz6bo@aYX(H51Wt%(b;
zZ5LbJ#qKFkq3W`=a#H9^Tj=mcYJHE|^+eSiimF*VDX$y7s-g8)&TwwXrjOjX_@Ei+
zhZilnlH)dZR8B3ztU|)gnX(aN7>Z><58AWxr$OG_cg0{n*T{8z4|DpCW!IYPJO|5~
zWzU)k_N?-`D2k3hC;gTG6&thbGq?80v`-mRV0QYZQvrI^Gi~lg9wBz&ZOF8BI&WiV
zAfN4G3398q?R?8YAW+?MRnCC1228erF;`b<v>QEq%L#JJ`MlY406D0e%%gVUAPrq`
zzc0Ca$Yq(=Eb}#T2(Xm7h%p{!QSU8LoIXv_xt0|o>$@#(=W{l=xH}<xC&sX~d?R)J
zY-i#uU-mg_Zn_a#O-s&0ZvPQQ9ndPrNH;psY4LC<_hgrpg{+r7bSdtm>mIsB^a<tJ
zgsi*B@;<WZA>#uRCi*3W4<vUG4q){P_)h8oZ@oCtEFl66`sVEdA%2usU1fG5PnuwJ
zN$(c}=PF8_A+X;Wf=gmnhTsk=`=0RKkFG8sYt8!TZ11DPQfyq3k0BqQ{{HyPEASh(
zfxEj(J$ZU&QkdFNO3e8V<#DsKUypEugO{P5G=Jg1C8!k_=%{%|erjFneVMnouPzbN
z(4oFr>%d#viBl#YqaUZ00z%lt>V*3!?}ZASzzLBA>!kk8z!C;%3v6Y+FNx2^`mX)n
z0lq44#z?p89JF<UKu=U-Q3}V-=>iI9(oL{Vgx?JuG?;LDLZtlF#1dx73T<V>FOhH9
z@IqqkpqQDT5Usagl(q1Qv9D)N^99qKIW2$igX>n5GPM(?OC4@e`yRDN>IIF(PPi^~
zyagS4&;g-Wj8HUoY!+lCu8=P_gUa5L%{;KZpo<&&<+rV%9P&mNckFd>-@(585T)!{
zhX?C$SJn}G))5hRYJQ@zcB`-kam9MEEKK&+Zk2w?@%afz%<UV(ILP89uX>2Lxo~Tv
zg&72Ye@&R|E!@hgS2F`D&=s@o2IC-$m%M5rZ}Wa@Y`5K@RXtVX?(gK4z3sM6+XeR<
z?48*6@p8x;BVxV#?G|>Yc!H}DwKJz%F6P>0{*S0CCttPJBL>Rudi!}DHsv}SR<P?A
z?Cw5$uUw2v65YrO=M%bpf$s04s~);SbTx?{binU3>r`*l;T82|$N3L)`O7u4nPoOG
z8<dG%{4BNNP{aPug6!?@$F>4Gd%P{GBRuSjIf@6d^Cua*pQKcEvCv69cNJ=6ceD2G
zhzM77-`MrWZ+Ev?QJuHLr^kh9W@yID#36F2U#Fu-sX4~&U}?~XY=1wthpj;wS#hz&
zCwOfnlVb;KT|rhhj@vWNSG(8S$XS*Fk_-trxX(hfKEeQZbwSp@AKQZ*r7oImmW$2)
z3U6U^Jl0^z3}+U?+o5YYx!d|b^{0rgs#nv{4#wCsatMC`8#*#KX88xWJycyXb8Xuf
z-24}2mK!`L?}_K6Vkp0;^~H*}03MU+WXdFT&bYWjAJ+NUrLJqUMqN?c9yO*T;{t_P
zv}%O5x1f8~0f}#U3=eGp+?d@%8vwl!Pi+8XfKO}yTminV5&UU8-c}Y4f?J_hfO9{}
z;JWthZ`pURj)XI+UZ@o*OCqde-Hr^}P`uP|SJjGen-wWb7y__4{jNCV=ai-Fs#@K_
zo>)J&QOAeYkNGvLdRptp7~m7@$CiMX9cDk*$+j<T5Zv}wF3y5uqk<r^&AV9}@#+q_
z(WGD$!iE`GSKrnN)rt5?+^fDTd=(R`+pp>0$tz*fFte5x5C$;232)XKPG6iqZ4A{?
zm0yYj>hRXH5|N>oh=le8uSbS)D7fo_gXFYjfyW+rL~uPjLyH*&<kq*jRWI|a1ajNS
zDOwYVD3p{tbS)9f>5J{;*){f;dhKUNa$=cyu8ulyiWEHRhI6_En=@qwwZ=@GH?@wP
z^*gC8*)5y*Mvk3zUbVacn|F;U)%_f+FxM$Lb^oF8f!A>oJSs;Ld~S!XmtJzzfO>T=
zO~Mx=N4`f~1P-!iWxG}!q}FN)^|gU03qoR<IJZyzero8S&BQ{FQcJS}n=xV=EGhZ>
z;|lSwT#-8k0zy11KoT76)XuyBmOyF0LH~MYsCgCO`0EeaOQ?rNvt_F}(EK{gYG_Sb
z%;NF1gjb&4ou&$GL@moI=8z4{Ze`%2%FBS}w^Xc$c3>Qt*vnsk)D{}>GqK_t$otN^
zm1W0~;G86r(uwUqq5<7^dC{`0R403?Fw!-C1vgxLgxiW++`7k&E~=T|P@AyT3v77{
zyI1!jDRw)v>_S+wG$Q#4JFI#IdrKc19crs*c*%H%|H{$|znd5&YBH|%=9eR58-B(u
zio6WwJM!a`$nEdXcfUWWVCG%us}HbO!c}-r+nMoNOP0+@_YJFG!QQeByyvW+5o^Yr
zm`mT^r-?7WKiFoLaI><<??#3UUcvqT{;rtse1Mb4>Ay)UEP4u*Z%`uG?LVTeJ%1Ii
zzC9S8tFtqhovv1(D8u*d5Ied4p^II6cgkO3#~wE3rh}e6YE5;#Yvy=|xz6ALv&Ovi
zl@3rRtpwOXlauypXLfaio{@LAk=9-`J}bd5z{VZSK1W)b34XDZbR3+64Xa->v(8oV
z!2_4?<A!QtVUB9}yx+#1??19hM9U33-P%<yuM8cYZf#UhRIrt({wxW0T!9Ub`T@-*
zHy<Jol3XV?enZ#Kjpm4Kc4Yp_U#_U5oTe_%U!}|RmA6zgxzE+EHQbzAuq54nKFb81
zw{U&<z**p+vXY^-6g+UToS0?T7VSFx*hhHfM%_7P;*!K!mn4~W?X~797!$bIe6wDU
z4du|xtgYm6i_ZW<bdX_dYyQkZGyN!Ou@vfm4CJNH+OX>`HWmir3a?c`151L|#(f%`
zbzj4@Lt@re4|Cf$f`dvyhORCA0{n)B-vMVd-dM;@+T6pEzD<!wFY7jZ#z(0;Wn2T_
zWRQMd3)g9ouy<M9S+l4cQpxY528Du+*nE=u+Bza^NJ*xgw})-Sm4h7^O*g(n95fQg
z*-jx3wvl;5`VKkF=UZ<HGs`wS*v3Ze2T$5OcGB1)gcA-TuSGnJqjFDUxISpp(Xq$H
zC_&Blt-zRQ=FPQ64)a-aY6&x=uPIZ5^mifFW7NUE<)i~$(QJ-Suy*x=9d7^$7J<h+
zJ!FOqPA1L*>m2HaAlYr~FxX<K3_2c(*?&LbcTfAh+y(^g<tAwV$@Ava>!N`CjZ9x+
z-aD1Kbv-011tZUAJF|2W>x^NA-k!y+u!%XZBxG@){pvN`|0yPUT@Bl)hfmzDApgfh
zPq8B@c<j`s4hQVb_)AvN05NaB0$PCxOF}mKv)C+Xh|&wPHG|mpo!l^TUYK`x^^*G{
zXdLBcVFyJv^5#u71sbmI@r94&@7Bz5o*CP-60s3tklNhGj>9*%fkh-4+S|wjzj!Gh
z2ZxJ0S2`jKTzrUFXmVl4u;W%;I9aA;_zo$5xuVu9_OBZF8WXeCk;i=w5cF+sCC4YA
z14irVf66cK*pa^*9Ygkl{rOYpWE+GIFjXM7Eq}r#&$~)gI!+Ya*)xXWWYs2T%wS$8
zK*=Kmhq4Cp8k)PCun#@F=?~-@H{LkLtiuXw&IU*cV*V+(v`TEuzG`C#49!E=Nn!_q
z$aXsC2MLnQ8<hGaGcV^C@dC-jfk9nAjv?H|wSL$x>c>3!Qa^T4^@s<CEqBkDn6jVW
z8yf>LjNBo14Gl*u?$TN}d|?Ps)+nrjb;#!@WeqlKXDq4w$Ni4;@C;6r>&joQq31W6
zW~T{sJ7anT1&^D(hxG-w6622wTy`egv>rV0_ku%dcY}@}K5<^)h&5@wtvMB0WeA2{
z8U2VIu^a3%3-tnAHy(Y#7}d7tRE=?~;O~NuJJtr`^vtaG8|8}oWF`vN%5u1!7!DpK
zSzRH;PF)pgv}b&lp#$yFxK}J_6$;n%<b4pM*jnD^mT}xpJS=g_*g?s^f^Na}li%<B
z=g^rpZZJXOcI<k<Lvu1{JsT%k9k-%_kc=FplfsvkagbXt;pSNhs4QgU+>ZP~Y_4^q
zu$Hc@`-=PARU~hN%i+?VBWw4v0zjdz+H>^%A@7PB$EAatuOLM4YUqS)f*8cs_p#G|
z$FQB?$XLeCqmV3gzMVXU4&9Xnn`JEG0cKX4AC{T+Hb0eI@A`{mWLbM{eyE)kh6W{Q
zzudXY&x}F$`UCpVRt{rZZ1dZtsu<YpwuYP74Eqocr>FOxhRkeg0oA*$0jd&E1?DKH
z?ZbkU$kx!{#-K~}{~on9<J{2rQkZ#%-I&W;!_9hVB4pqbw%xH+tbA5)?lxBbTzuXj
zwO-+jm_YhL^RU+tcDRjg)dV<{A~$Hy0%w<(Zh~{}5kvH955uk>MV4qpFTq3lbOvW7
z09u0fQ$jW+IvBz3HD<rSmct3PqBQ(-0VZgl_iFtG@BlZUt!}^z@P?Y>8gSMXsGxs1
z{SRBqv&uTsReIjuZ6E&mBuT?!T%b#&Y&>^8$1&`98{6s`aBO_uWd=V8&ghFbM3haI
zG+;LEI(eza*AQu(atm>`liwQDIu>8XMjkW&bL>M)J=o3fpf5BtXDO?(vwkl(I8ue#
z{QC2bLQ}<&ow*)H=2V?}Z@a?cO%#(;2vLGYK;kvS%)N7d!7SzIlnPWPGqd;lPjGv9
z)^+u)|6cB>h@6%2J9DUuO?pP_SR=EZm1oupJiqLRh(Ty;Z$nEpI`d&+>r;l#5+;8F
z96DJGwEj4FBe?mO=aT<XwG?TI=tx$X%cDXu*3vYbp-3eG-~N1=xFsx#`;l1(K4>aX
zStheSiT_#*O<6+~OnuRB3lurVD^Z;?-qn;s3kreV3@{`czG2VA#=Pp40$4o^+cOU7
zPTP)?aTqdbD87RBUopJyFh93uz)}?bGZ}=QR1{$mx{5ZCzWxk;hHn~)c^5p`35tq|
zB0I7fNlkn<lGe&9_!PldOhD*32aSt5zLA;Sr!@>ua`&!pV@}t%NijnVv7Ue9tWQ^_
zeg8?6=#5e?yS|knmtjW#C_Xd&04ki@EuO_$qd;<Nt}k)jyTtL$mudyJCF7C>`OIxh
zL(;OksG9V8n7(f_|7#e$I~jaP@n;NGAR!g!y@!@NUA_1CB1yA~Jt%jwcgdn}T#@gl
zSJ6q*HJHgy^w%~I>}oALd6Ve<qOCg2-M=z-@$!1X&1m?JN;~@`Ie3y3e53yUHwxr>
zn4A#{NlV)t%eNVkn-ebgns_D7w8Rk^8?v`og+>JNyP?yUXo#>w20lUCmebO*5ZBor
zHA`Op>i}HR({|}O&ObD5efd3F54xP@r@rk8a~NPg2NPDG{j6XFdWqIC%mi1XRSvm@
z$(*Rf67Zm1!^iq0`mI0+7Ka|>C;GO*m@d2;KldIxw8DCrNc^%&mj+E>)^}5#KQ@lO
z)m=#*iYp_m;yhq~4{+nw*5Vx68;MTrd3Nh$&_=h#eaj!z#CrP527&W~_rz?ukGj#F
zEBhAtwL21toP$d)S{|rJY9AR<z3v4I<*(PwW|kRt(Cx$wYO$VHa${lC06YSDi8(gb
zBvFW+KsXR^w*)-s&<JWc=;x-jHR%5?wth&GGf6IBF%H1xq>N*)1D$+>erA1*g4N_I
zd~NeABfR~V`7SVXAOzM?N6?MWxNaD^r^<BqjIZwuMdoY2?~IzcdDETpfZe-e0d;u~
z{+-=CLuB=2EWa4#t)ha|;3id{peAn8{C+WIBF2kZ2PXYfJfYT-@w$}l5X~^xV^Tqj
z72t-**A#3fdn=K)hW=K0gb3Q?Zh~M`;&=DTBUbesYl5zpMFpT9bbvSD^(Wz5s&5Vr
zUVYoUdu21tbazku2nSfB)=QM%AhVOV`daZ<&<zUAf0w3yKYPAt?72YYS@fO2p}ybs
z+J8XLK{WKDG36JdzLz!D?UzZB?g(vHT=2O1%a^r#DWU}Eb789eGWCiio`Aa*;LsR*
zV4vBQa?F=$3H_x9CWBGLOmcjz6SaL&8adzSdFZiuqvt=Uc_$0r5xRK~+B5OVM$W0J
zHOP{uJF4i;irqHsE8DoGg-M|2^%+ZD2sc*P&tmf*A6znI_X^YyIw^5K%r2D$&7p5_
z4n39-n^(AAXfxy@F{e-{|L*|V#q0ORw3CD74=PwAC)%qbET=tCPq@~-()t2ay%6<W
zz#(C#lfL`_))>Qh7Ht6Ns)7>;w3;ynt4_{G77PUENs8-dMaxdAnD|Y`%veLf!PSlR
z#M?aJQx*b{^+M!Ry+eZ>g_mEsD=E)l0JY=nZ)(>M9H#$_ovnC4QS6}Q5UZEh#6o6r
zrMX6|?$Dz%*RGN8*s#OadE=*S*q(xOcc!)Om9#IQ>c>zmEpFs~7E3@+LuAe3MvR?u
z0nU+?3v>b)D;paw16jNSwHN=9HEG#Z&Ob<$oo3n_sT$eIOj^9othiYmXv#g4OpWvV
zG0R$yj&VOY(-ZK;`@yb}dj=srU*w+0xckDxU2Y{u!&Vt#Kqyl?tp>@Z^DB;=7jH+4
zbpus>k@DgaX++!IZ}YCX+~^?ow6n#2<$j73xSG0r#}UiG;Hv&a@z%EMl1sR2YG?l}
zKT{|OnsGCEp7+eY2}Qr&uWUu9i@5wj4Q^I|dorZDL7&Nu6)dX<d_9bRtNIa0y{xnq
z`TP%1uco#dVPfnxvyv~?Eh~SZeCJNypuaYpC+SHmt|Q|iKNh1dEau!NV0|YiNqV{L
zWL4O~9L^6j6TFpwe-OQQ!4ogHT#_l|N&kR4dI+3YNAyPI2>i17mf!=u-xK;r@h^OI
z=fvq=FD65gwYk35P48OA6p0g4z=~`i-C)ne#=eT#fL0IF-nqrCRVUNVoe()C@#3JH
zPGhgP)uC-TweATLC)1XH24BS}iFQmzXW%#LAHCMxd3f>&(aR*S)!GfcW^Nezc>qUr
z20}<U>Lxod9c)+l0p?J*hZIHc1-b(+*#lcDG``VD*geNRH>P9chFmaq33&*r5nKET
z_Vjgvg6htFX1D4(ZD>sA^Sp)5Oku=G%_Z5W5{}xs4#WMK<?q(qZk}5Thk>a6aw2lc
z&!SXo$a#f6DIlQ8+-~C3y?rOVLW9}C4UhhGtJm!6ads{6LHgll!7o2^eo8lzmYyG<
zypBH^RW;Y^HpPOl3%9o_)k4^?OV0bRykU4h;~JQAk^4?Q*JJM7O;xZR%3qr=r~F5O
zFWr=6${?iw&3lGETXH*8_8l>W*^{QClj)r|=Uh;3wS(a2x)C<^%4<ZK%F9V&Eub^w
z;5{>2^{NmAz<L;%(JG~Boh{D=pI`&0&s$sBt6rh|>eVbX*4j2?4z^g2%O4{Otz?fR
ziP^yNSbNEEL#)FrdQ)s89R4i()w?3lR}JB?k2-yCIa`A}6)O^wc{@Hy6g|w+Cf2-H
zfyc{Vs?Z1KE+_z-0R836>y%?Lckj8G<GsEzpcuHLo^hKu-Fb?rcXcel?$!e3`S!>?
z#6s9tb%j>4RrQjs3X?j1S)x0_T8M-Fv;54GnlLnHT)O<DB<M<uOGTmBlZA^o(&EDk
za7WY+H)sxd%jN-I55r$~n@5Y5o;8AVub>oC+^YXc-OG+>%#H*x>0k@0X`Fdm%=S&p
zyoPfp&LdC7I%?>%bzJUhsYh4viwspuiW=@YhtNDvJekjvv)j(0<d@0!+T{?v?Dov}
z@n<qRj;tioaH+h;?=+sP?$p!tzo0Xa8_7JsNilu?rCZV8sR2sYYkPC(1%wqnDI${T
zklgN{J3N4zCE{peZ*T}#*T=A;Cq=?)rElyrd-<+8b5CpV?-T@GY*b3J^$R2JRl22d
zy=nvI)xt8h)oAp|`I3JIKfSJwtQ5=W41DntUaf_14s>B-O_47xR$pVEt^T@*T#x5q
z7CHDOvr!-|lUH~c|7X~t5j%tLh1qL(@iFRrO{#M(S@F1g+HtZs(sk!waHE<m8h4~2
z^nukfp?WP77;1#LgdCTo9ntBZU{ALrE?nHW&+KLI)RjNeQ(U-*&Mj>UB1>IrvYy`R
zhT#T>PLi(t<qABCCEzxK#^YD^ikax=HE(OsdEn4_kf~j=^$#C9uNo^c<DaOlS3Gp_
z>d4j8;OKk(K(ol-aN50u9lWA-j8q4C_A=$AR3}C%e^7IekCMg+ZSNs3xirTK%h&h!
z>3i(0xg?XXQBSmW;_ku>>pU0u{2AKEfs++O_WT?6Onf%twsR6X4XLx#rwVd3zL8CI
zB=q!*Rx8^Rq{O0kw9_SIX;0}y*MPR#b7qZ=?deg@fj2vT3@s<;LW`#0C-tXhIobJM
zeHO#~=vIK^1G8as(8W8DJGZnKs!<e@r=kkOZPlF>JLL~*^04TA35}e@N7-L%Q^rWg
zWaMEUHLmmH+LUB|I!?9yL>%@`w5EuW4-reFRxn@oR)L~)`oEPIC=Vms=aE&!hjGU}
zBR6ln){trM0$E@jy~1*<Eyd?%WLYar8^)O{(c9A{>JQNfv2IU|JPny9_RsQP*o?Qd
zq8voY40_7!E=!zNxy~38$o7~LYY)rvCgl2*e{j#t#;R9yNHwk=$GtPkBgr&r?yRu|
zyI$LBt}C;?HwxngvYTa@Z(u*j8}v;>F%QsRn6@F^gxcC~BXO^cq`7KL^j3C(0BAzC
zQ(q%iG%cF8<C^v&+I!QZ?tF8H5~EihYfzjesG;LQ$$;?7I)Z{Y<y;f`NAY=)g15Al
zDaf(}C=hbbxV?Sv_V&mf=5<q)hb2)z&}VXEdEN@}>v8@&JH~9Q5S#x2rqcA_DE7tP
z)K@gXF2%APW6(UYnY?7tpU3RqPOk+B*c{|%`fIZXcr^^qR9)5TG+62mqp!KoMt^=p
zW#|o-Y6M>(U*jDX1RZ>?ugN<FK^b~a)EvIRbxf@?U?j|%bFBy8G4g=di_|kwr-+RR
z;ujOAFA-*tcG@$sZE7c)F0fh%e3qv?4S45yz%mnv#;h;fI7-CYTrd{Umz8G5j@8+_
z+QtCEE96ZWi_ZQzLxA0kAuG}Fs6LC#Xv_yW?;qkbc5^tbk?t0~bobm@6N`=t<h=DZ
zW$9F;u^HpqFrl-X3nPcw9e*;wQjddojM<w<m>VO2Ql10&k|%~R;W~boy^Ug$ynb=I
zfCEq90eptm!ZIK3-b%4s=-gf;feHob$aCUY(I7#)i5>xs`JREbgze4@NSJJ$8Gi&F
zG+Vab3^U43hU}h(S18(hfOFuR(^aygw0MtRa{Ix(jEy{sB$-Xl3X<5%LqyC&D76GU
zDAfokIp~dmat-=LQA#-s-}U$BS?9eaN8GtLmkH{4iC0g|Wonq5Pq1a4n+1H<&$hRL
zrMjQbw9%3Ib06a9A;ZHne#%!WXYgERT&;(Xc@Z*aq7>?@JMo#?G#fAb7oJ+n+_^fe
z_oq8AFO^8_@l|1=Wh7p9t`0Ae-Y#3I=V_>u*+0zB%)*}MNw;!?CG6^2qs7Xe2%*G8
z+U=#BZE_eW{if!ick;)wCrfyb|4up3lcf{6DZ=G%R+)R{K+|iMHW&e^u&f*ivKI$=
zi{5{dzBy@%0mUYgX9>4rrPy!)sh$@k<ZHGBLDoBQ?~^bb_Ve4chMhMg3&p{0491R=
zd+{#ve9<&YvP||)0PTCDF!M&!U9EuW!`$Ut+LDF3SuC-gA=8LGDOxVM<H?liR&j6?
zo3lhn+TP_(z|{(HoHG5!X0bP)rZx1JY6o8HbGgKothl;Y(8NaYI+ag|&Ez(~Q|qP`
z@^>?*rxUgc?Yw8^z^ItmUd7}dGV2nDCW$<TsSlH`sr~qFJ*@J~@8?YK4yMKRQEwf9
zCVd^xQRn-kQEg>$w`C3B+Sbd^NrlQZt`0+ZEk{No_NKZcX56%&>hEnuZNHc}T^kXu
zjg7WJEU$Y9VsG|*68Kzc)#pm<_Cx6Qq#UWVs$QiP{U#lz?D#yzuuaN=v&Wjg^{P|0
z^ayOkj3Ik-GGz0sk+p#P?FaYF+??P#ms!2)l%yu9X_?hRa^9*kh3K>))Rr-7t2-r2
zi-qCYO`PfKhxx6Ym&JTB-M5UH+{>+;2=$xwb*K_tr@|WWiZgSwi1w5PaV=iOQSt+3
zJ<R;?;)rn!*n}@9@|Xw>2aOw7PA9lCtuF$4GBWBm5I2HLhO-_4R?)cA^q%1W!|<N&
zb#Tv-_Gb5VD+4b{D%Epd5YtOw8%$uEMH1uQH3Gnova_-T(U8qz%I-D-H3MzONBA_x
zfM&YiJX)AvPQ+y%c#K->+t^Z%3xB~v>WuB98AXSC`q?8-<N=dO=1Z4pPY(Gxb^1<n
zRI)j!&*bL1CaF977Vcr+n?$7Xtoh3BpA@=YUEn!|>z+icRK#&wmhg=N!>*0}v-~`x
zp$WZYFsk&rN{SvY%VK4tU9%)fJk}MffE8vGeyGpr#u{GU*LLJ6Z}Q(53yBgN=5qsm
z9)(W-fLc4&Ul#SU8b^C$q`<6`Rm+A#;Eq4Y8}!$fvxxq3LeY>3MgMIs;=)|cSG(%&
z>%#iAooSB=Ft_ys%%pCW!`5)$>Nj!fe7CEde%JNn6DKJgRj*SGGY@uMyGiu)YES4N
z#lN%}eY(=i#ur7985g?jUFhhbTQ@Ud9-M`n{D3_Z8*4e$$L?~Ed)Rk2Ub?gU5?mhE
zQn7#F&5U5|<hDJwgW0gGEhfg3g^RyJuLUT^ALQ5cjVbxqo07l7e)$GDa@aagQEsNL
z;ww`ZFRv3ENklh&YH@CW4SGMc9OP!!t-DL$7WF^Q{D{@A@mWT~Em>pcwv(wRJpt|~
z8*AezcNDS_Pkfl1HT?qmCI|ExTzT%;YEQtd4?i`DA;f9TWo|enhOQZ5oOQi147^ST
zw&ym<Nn32r+X^Q8`2~G5J8X2#+*vsOPn^4o4)<K<eanC3+%=9&9o!st@rqmxlk+9y
zB!(1~PhLl!*SbET(_rUu^2N<8Bn#+~r$aZw?8jW=S~s4?wOFTcGXaEw6liA6@*%&M
z7t6$%Rp%XF9Nu%Ccm*$`Ck>T{cHA@a#FsaF!VRZHpL11Sk`PUKMz%+^YsKXcYUZEx
zvJ;~o38V=RW)62-m#Q;i{sMhw={8x?l<UTV#>Co8tlY+&j|(eSZo`%%l{ao%CO3cK
z_C0R4A7Y{Qoja%0=#fjK-wCf!qx1mhz=M=o@V)ulJJkG2xD}1updcCiz*#k-dsD0$
z-*Uf5C0+VP+T^3`|1R7Rtw@9aVICE3F@VAAL=oW_Ki-)XLc}_3@|gq^x3Tl;Hg6np
zn?TJZ;bs}9LFC@V@WLZbjuSLrX4*XT{83`Y?5%<__YQo9Hq9k&_?m}~2Hyha-mO6t
zvaH#DiCy0;nRP;!@&`4$UQuj?I;G6L1*)w6i-cV1S8Y~ScbfVwz30plXa#kJ1DHeI
zsSxXqirP*7>piICs<tT(2&G+Dhg)@F>3gl`9^(V=CL<b*ad+MpbG**PFJb1+r;@4Q
z9|H-m4CK0Tqn<P*+<pPKg5j~eN>qHDoW)JF4fi_y?<da}il){0`a%g87fNdbstCQ|
z)I0dMHlPy48*5DYrGJ3EQ5%*h#8<hjM2OF?=u(2MDCxCVr2r)ev}4Vt>e#!(F;y9s
zbSXiU@WXwES2{4?pf&t=mWV1zOeSYgO19O%IQ@nUTTgLPqQ4c?vhpxgFAwk!!t=Is
zd$K)Le_M=yWidB~KNay<=JymQ<Ay#C{iRL#6Wq{$lA-r1HwWCj>?3%VJYO&2T$~p?
z_D;n$ba!&!!RM8^l|BVSdA<(GrI6Q;k?c($VaHGS$$~pMoKc3Uw4M3PtwLlCA<5nl
zQWt$H$4NR)leGtL33`?X9WS&R%oHwJsGJMjl8jN6`t}FWdFgNoEd^U~+mC`vq25NW
z%I^A#JW(6VB0q<8qSvalo?DlcM^)C|m|5KKIO=X@$n^a3DzI?zIx!S`i6P=2j`y)e
z0VQH7%$HH-IO1A;QZNLDY)8(q{N);Wrj5;lWM8KBKSpsutX{r1&msF7Ipb;-Mi2Qd
z$m!FA;C{zFBe$=Nz`8P~fg65^ZDiXV4bbAXA0m5G&=SM>_>)j}YSa$_^Ej9}+)Y13
z_J*PR=o2+!N&BU9rG%23nVD!Zxf|6AY|>h<zMKe5aCU9`7C6@jftOrl=P8UHxU}+Z
z<SJUMYH!pWav1Lxx>MDjMDD)j@su#hKdd@j?;ZBO*Pezchd9%o76qxn=OoE?z;#JV
zaO6~bv(W;z>f?C3SCk-Amsm~i`DgL6yS-lUN;&Y58wgzzulH{FjHP@0khAX*!1r*;
z_lTp%{2pYKUO8~j$c8ZhEp%r9`WEn2KL*wC$}f1Ho-}o7GU%IcVAYfco2QMM>skx}
zRzoCO9fyhW%X<o0Dg$lt8949o8-$ixyoWl1$W$RVib;L``m|g@ed+mQFZqVcL52na
z6igUpRoCvbkYqL}CfcA0Eo)#uw2?K=jVU)!VLwqT5aLeEWyXfZeSZDk$E`e!cob+Q
zN5P>%;AwO%V79Yh=gx+YqO;;d*amShkJ^f}4{_I4A|&b}>EuVdyxY#zLvK1>$Kk!)
zfhM#w`56IXi<vb!I+hD;J^)O%j~Cd$1rDD8hUjl+W$-qg&`v)09`Svjt_Z*Z?|q+6
zb{|47*86mW#Jy;0EppGN8-yl4-E-7!pN>a;<<mVz-Er$U)R2GiZ?WdxFRb3Y19gU1
z4f9^yZd#Dn&X_N+!k0Al-6pSJJKK@#lDI-h`5E;b4NF`ztCZ<9n84-(zy@Et0_$18
zA7F+3Iy)u<wRJbR&c}9-`1P083ZJ&GtmeHRKFO|Q>F0KKwIe4U^6SXyG2~9rG{`J<
zd<%6aUi$Ua&1mVDQ*Ytc5A`=O1N-dK>)s~11<)iq4X8VvOS;=keA#br>e{xro5rt7
zmpGJLMtr9;83uYYx9NB>N-mvyBYK3ze+Ap<52Ld(8PIKVFb{Iu;Ga8kcp<^zPmgjI
zs0hIjXy=DBb<QKOn|*FT&@t00#Us9|Qa#12%b-2<*O&h8p;Lwq?_uVvJUOVX9k2{w
zh)<k+gtXN=5S=(hDJ26_?-P+yUFYOX&yiLL9Tz~ujZu(w;9{H4VWarI&YR2}`?$jg
zxluxJXJ&BUah~pxbGJOUJ(2t|688I^i0r;CVa@LKwl6Zs?)+QX+s??JVDC62e}aAU
zYpMt6;AX&|E*a;0Et+@GFLEP_v?t|4OUaDHIy2%JMWIf7Q~qvEJCn&#Fs4vg1)Dc~
zfEQFNGOLv7{~#0Cd;%EXnjMw_+;sVRZ_O>_!C+wf=4$BM!GP?!eqly-yd4R!a2q2l
z;&I?k7%+Ce?*VRx0SsXAX3{N)s8UR(elNyQ)hO!gK2}8{mE0*Bd`a?Fox)l&gse@k
z+W}=~RhY^VL=9>%nb&A8^Z8y-?_ie7h8j8p``||pTH<29$EdXsP=3wCR*fF@BI>I<
z0(RmYxP!<xgcZowX~yV@hI01ogQU#n_Tu6S*^o<PzRfE|BQT~ZzDz!A7We6_y?GmV
zURVX|1$|z%<wsAPtYmu@T?-g_EZA8wZS2q!)CzQ7XC15_+L;HrZHOzl?>~*16`LXk
zo<`ZfN8$rdBaivwX?%*g_cRV3G<jqmqwYM7gGc>7>gMY>Y9PkHg?f8lE5H9BW?+jR
zuNvlk{RuW6@{P0h`Uf6z*}dZ8ls07h4d)?Wyx~tF_nz;;bME&YtflU}+=EB`KI-PX
z{mZGhhrbHIWqoD5#=g<xvGz+;5fVu0OEkI2SuPM)jpBvzu+{_w*0WDHlu~jlW{Q|t
z$PF*rzJobE+>pD?yjBk$vovl2^JPQ}X}TSD&@N1T?2u2vp~f!gFH>svieLvd9vcR%
zZAP;sH2gnxXPV@?&8y)BeVw|Thy8Etijv(;P=NW0q->u*sY<1sJcofW4`ft&V~#lu
za_i*Z2ELgWBG?5w*pGr^VIkQ&^dKIiHqPGm+&w*AXlW_%x}MhJ=NRwM(-88x^Y|^u
zf|?$C<#!>oiu#+84@F<ONl)B9vl3v<DD3M67OXLOVCHLD!U?_et&*6T!Q+j{*YXOs
z<BNG&tMRqGhsmkFGef?!SHP!e#3lY?o5el#>o~F|Rs9rQ@fZ%P7j`=4D5aCO6S&GK
z@BiSB*eX3uOakmDFT;#X3yND6E^-ULTTPyGv)QX$jyv>QMZNd0_N=osC?7OsHuKCR
zmAL);U0G}bQ8Q@)zk>Te1YDa)jsWb~Dvv&RlhGJ{a)_IxK{w_y3^~Yc#X8|?ZtGlX
zKg+-F?Rc?|M{44p#pb##t;$UoxB7`D{}^&kIQN_AlAyEq-`3E60W>k?2eL=7%Ys7*
z+T9K9$Ti9bF!I(Cu^uMwJNleuETT+dcRTUQG7?#?U-)EUCg(kPyND3?zrfq555wAy
zrDNFYCA1la?rvgf^@aWkVUrJIYZ<ovZN$<TLbjAP&CoikC^l9f5Z*?N39Y-0)@QQS
z<RArT*@L9g^5kp8ojeia)jfpQ&UkfNwt0C9mviVa;GRP_iVTe3vA*2kGt1Sf<<y)f
zH%gtaQ|mZpNLWv9R7Uc9Ui<I`+h$zsxz$T(GyW|Cnenpn^c;WhS)}x8;N%p4M=Aa$
z)k~}OG%;Ck@#ICAuZ$e8=FZvBV|L+pjX`~aFZkh=qWf=a;-To9GLr=3M(oR_SBUzY
zYj#Vpk%fki+&kQmL%9Mo_SkE%(N&C&T)Ez;kJx+Y!FM;~BDxNvAEi5elz$ry)3S|*
zld{4OQJa%Hy@!Ol)+MJ?(dwmvB<^%d6xy$t>Q#+bt#vR6_kLPR!glv!8%1p7FEW6A
z#j;-`hbK!pOId`QqWctk@wk`b@y6nWHQ21VM8NxB=H2jz*=;9cG5Yi7@ZhEB{0e(_
zB-Wg=d3*e5s|^x+XxLLH!k+W}w>52=n%GoL8c&xia|p1+>TYArRCzo&0oJ~8T!(y?
zV$SnB1h}TY?)hoiEav$m#=P%`ad&*bVQ|RC@ZR6xgRcRH7ccPs-{7N*iRu^dtpA6b
z8rBJXBmSJJG3R}438Fvu@=B$cS%GKDUX5}&4E&y)dO5Oiir<qIzf)(*EU2HK(mQ{%
zlX=zb<TY+=GoEek(Z}D0ko>Auft|b;ZYemL8aDG$WukSNjoF3(ax(+?E4VcPO)j|>
zVmtBL`c2fHjO7&K;<Svu^_!@R-ab|C5{G?m8$#M*7sxapju|c-%WYhcI&~#yrEsiK
zAd8|%R{J5~{Z{0=;SVj^j>uv3>Lt6mo1N3$2X>vBAJE-emh-rRo7LVJc}IJXl0%2v
zdHp^5;`(jeyapeAZ~aC|k<>WC4)wR(Lw(qTwrMqE*s$MyQBt76BSq`(_Bk!(RXz6y
zY*`mqQqX=PljoV~2DIlUjUno|1{;}`B5lnDIhgoiY;4GjEG{q5r6~*p@1?sTa_xpa
zLUmFloP1AB173Ub|FCLyI7h?#SZ+-XbdzT(8m7or&HLWw^wOGPo?BRQk-Im{e^z}3
zmiEhCSAANP3~Q%wIjuJc9M=$c=6YC#_gUiZvIJJwVaykrc4TN)*CEYDoTeM(Zoa?K
z#|D~>Og>H2c?|pHG!bZXA2h3+58^t#y5qc3&SJ&-q~vBBuvyiN5ML4L#ng^&XZj^Z
zu+RRq)YGs4n%noSL$gkJd+}X~=*oB_hl_#~!^DPrNsOMz;PXc9wE8SL6ze83VP2S>
z)}!3chj)Q%t4SZplNur4{+HUqZs`)FTxCY=T6v+p+O&nFoSM(Nfwn%6_iFowH_h>q
z_JEDn7r};z&%4y$L!9YdF0~=+(MNW{tbp!J8Eev4^u$Gw_g=35mA?>Sc8(Y3S!%YU
zD>k7(xh)a>W@+lojp`1gXe+k6(9Dg~3!rmdW-rKEhxq;6nsh@wm@UekKFCdCg9kE#
zO>%oi>e#tLJmHI!&#@t1Y0;gz%@_GM$XRz}5PjEmZ)2A{5(J+2NC>~Zo!`-U-d}d?
z_0K84HLu^h%o-Zov;BQ6t<b(cm16qmubkAmZ49M#Gqm)>4EvE@j{>{*1G}bKdxuqD
z4NOX<4_1Je3)iKz*)`(-&}PeXU~qhYHTcTF!1*QETzr6mkH!a!z}YZi@X2=v<ZbLy
zz<|K>0R!Q;xAPx?$DghFWe5HM>W*iJoD&tAE$yX2YX3@2Z5-Wj6ZihxnmR6^CO3$W
z1A6|W+z@sqI~fYH)7Wz>l97t<A};=)C;s1oiy#X@eAbfxcTG${ec0?1-$Jvr_r1{1
z(M{N&20JamCbttdXs=Lk-2Pkv$L2vu`k^5EA}?d_UA~Stffvg|W-A`l2stn11m4~Y
zuXAW3`s9urgsz>#)DIVul?FYjYv}cgYq_;gTaa~GMgeg1FHYd?-SDK2y@P8VAbNHn
zM7rR*9^ELFXsWHsSzRU<J(X+Z|GkWVSQn*ymK1oUsrP0Em-S6P3;epcAowK+GC2_9
z-8*O{p9I0>bq4{r_kkZyO_hv#Kx4AOB%_wRcX#f$u`cCYh|@ntRV8;F`*XiWSaYmf
zS~qnHmzb5ps?|615;Is>wN4rZP9Ffy)P6i*0btJZ8KLxX4Y^-DJx2k@H&+v{i~{`J
zjZW76$B0MW|5;+z^&fm>u_Cq>T5|glYRL&TnA`7Xd!Zc7G@06vTo#cxy?3S;oYapm
z&F*{uXI+QM$oRTcz{_+D+0V7LXp(r}{$*|-hCq<ds{)oFzh3iC>(K?)Sv~s3&fia5
zd^u7aec&R<QhrJJ1Q&<~lky0;*^08E=LX#(qhR7vfM&qQFUc=OvKz|&xUBvWaN^$;
zY*%`U#?W0*E7-vllcwYcH9{`6_DRK!TOOX#-G#fUp|8~4VMV(Oufj3%VHLiJoK@z7
zk8Y)b>RZ?)wT{3GA-c1eT3^F|n1?D-f3PEe0QIqFXROfyOgzGsN<G-StkJ&#&RU~E
zbh+$%2fJjD5P04o$<_8-_z%NYeWJPkM0>A~r?RinLv=D`8e3Wls%0aSueZHrg+$7d
zdQlX5zEdF6<JTLrGalq-BF+`u8Z)Ehme|JZtQmc8C-(m>2QMEe$;v;d5pp3ksslQE
zv$TXnO;I^nbEx(D%d}~HNyh%;nmWu=M=}|=-^ufz=0;6XBq#GWG2biL2>SV^TUf%5
zia8;FP$T4$m<t`ov+(M*3NN%x6=$gm&*L>oUUy@_<GMS~<=$AmJ^0A`|N8r(C7q2>
z3vrJ{b@uF)hd^#>JfR0=WZ8Sa6cNV89MGg?XQi%=6MYQ4arrQCcf$l{RWRlYWrn5D
zl0`wNua<Szf*&TSD(k4~BmCfdV@tZcrMU;~o})s(n$73*Uiz=y+)yX+eLbGvsE=sp
z{SQaCs64RG=;r|;B~4oEVdU2;WCIGclI`8IWLc5!-G`$ZWdCu^>t=WZS&gyL`jEby
znDporTp#t9Ba;cNf~#{m$qF#5v$7LT{ar)uRQ-x2X}-C?ep`RBd@Xhg&myy@HbZP?
z^GbV>`7yTkk<@sz?f%;uIxc{wbKwPfGXVhh>8PoA4`DsDQ{<@n0~mR0q__4OF}|vj
zv4TaUDKlmTiCn+5f@uvqYX}i~g?x?oP#*@h9q`4lujrC%^u24GvFWJ{`X`jp$hr``
zHz#$JNc7V9DNR}@H9<>Ds0S;=dpgM!g$qGzaY^Ffi3;Gd)3RQgmc2rZxzL<*cgS+h
zz0~hW3p{_`$NMM1Sy%6$Am=?k1by7&OKVyKc;63ub*5}*);v3GZQQx>(qj+59vh9!
z0~49=3G2`qmS7@tE%_w$fNNS3ncI^?5+HOXA?tgQO)~Vhy|?~3#9jgKo2*W&AkSOv
zg;Cl4=Qa3zTx0j%-an19VVAX-2>N*tK}px*Z{T+6BqM)I#=^x_4P?WZzL#9*cFW5?
zN>K)ZYA+=L=kBGskJR`mamC~#dG4f-!AF3*2_*@&yO-K1GBEZ_3{YP&IoHU6HLZ-^
zE<#P2cP-Y}+qGoB)Z1win$_6|wt_yywYZ1UZzu9F-b?!95_WeYuT>ms4{wa}_579Z
zPq<0*-jO;XSxrs2QH}AKa07r(;iD0<PiuLzZwK6-@neUV9dMHdq*o$yPRAj^HSl7m
zBkPI$FYj$2%;Vlho~$bJo(95vW#)e|_2H_tJBh-FvC+82FmcP?i5)u~<X0++G!LAY
z#4V=?_iv^tUK~0g<a(GKKGm9<ri#)v_^3oz=$>1_^;-QAWzuZ2%76Z})icS3-Ln2E
zmW{n!+eG*kVi~V;qcO}W@&4BV7hhHVmDKm9G3Y_R)Np=jY#k<pe3v!!%kOg5nP$I9
z1e^ON#iw3NeSFmI7|PdUvpVDeuTx~Jbx0o2A*!!D5b!bOF%8Tsj?2KJQI~-SrP-a^
zn<B(}$rrhV4G42nmD$JEcY&@CgZhLBbM%rhla?%}{`@Da2B<e#CLZ?2Y_)~B&mOi^
zWxNdCQ_=CHq7#D*b)b4_di@3TxB(BGr<xmXc94qkRIOwYEd@6#Jk@-9@(iIX30aRL
z!yfASgDkjBxqtBo>92o~yo1Vpmk9pEciCaT&>_Nop$I%1*jVrjU9+9nktJup;Ly{5
z4x8022Q!J@Goo8a>iVT_S=0^1suzSFDwf_u?dX2^Ut$FNO1a=F{p+QJ+MO<p9ardb
zT_;Tw8wVTd&NH+mJ}9?5_IB0J@#@ZcL^3J8{i~cFeqR^d?ZjoX6<Hqfz(tUY&Ny9C
z%;JK?byAT-R_!jGoEzT#u*UFkj3Z%gxx_Lt%|ph|HxVw5(<ga5xWs8Hur3cju+#Z=
z;!TDfT~Kh~BFLN!6K1=RnLP~EY|AN&C_}mXZtEj{N)KOf*?(I@FX&y-q~2VRwT|i^
z;Ewd3OJPp%d#4X_*Fy3{2C&&=h-6hRfnWDB%BR@yF0|U(t@biL%iG<<%sCo^$h%&<
zA6oJ?5Nb|O6Ks1Q_Tj8l*~kYn!mZXnbFZnr-R!h|?@`$wV=7Rc_3&9oof|z7W_l>}
zX}Nz<c3%ukZc9I44GQc&0bI+&lNI1)BUE8W@HOJg-u>~V)wpZD<+#|p|1fWFRG)S5
z2bqm}3$*0pBh;MjFjDi<V(cSGsBA~BZO3bF_5Nqx{I(`zURpXz8ZoHa%mpCw6CI&I
zf%6<Nag8_Jk{$afaxX(fHco7R=k{Xk5U}y;cH-i-k^MRkTm)HKyzC{vZKY^rI{Ku3
zV*DxV{VB9{YFse(A6LLe%_(M2micd@k-i?8v^o}Ex5)*@e0DFKUIE=r7SWwA2QGpv
zT<|iYDVd{Yrz)a49sJ$%0J^@Yk@`1F>h-5|6vR<zyW)aZZ0`OBr%-J7IqY1Q0SmI$
z!JypfQ{0=Y;OGpC`AZkQ=4M@fEzPi8A;)jdpZt&VRZ{S!#@x6i+?*ToQF8FiDCdm~
za>L%pk|&q^5(Hk_9Ii0GWDWn}-&CQ&gB|$;C<%L|ywEg4vvHtIN$yDmTaVYO&^0_+
zOL_B#b}H#X+fNGX7F>TZFKN##tXgkTIs*K5R;#Fad2j-(Ts1-(xxR)Buf0Eq1jpxA
zgRk|kmmH5_BZGf~oDC2#bi8(T3%e95An?+9NC$=ri~5sHEjGXG$R9whfA-GeVQWq&
zzjEoR4|RbhyO}-7jmMfN?q`uZf#q0?$sq5AHOUKkjUhXd^N-sbzlI*zg>XCZ_VE#c
zc;X_+Qram<3zDx;cgg`-(Fxnl2TM6N$kvY+l5NvGYG+!LGFdOS{f*z->k!_P7%$@O
zo{uDxHyf_s%g94d>_S=r-4$el{J=$!B|(nT?Z{=+oH{PFO}%@iI<|JPI>va1)v>j6
zTkBbkJov`ezXe)S$_TY|P&;8tc@q54>Q%7)fJVsG9S?ogh&({UO-978HX<1Buo3Y$
z7?HszmP@lsp(Q(lQ1joOTmxSVei)+a+l%Dedr7X|^w8|>E&36b<)$g`Um`hj0W?Wu
zQEAZPy<HM=E7Ad0uuEWup`Sm<CFt1wE#rwrEEhP3pM3ATcn^5_G70&E8X*@-idxD<
z-y$%ynN<Ch)rmPZ?AC{ILEnE|b1%6xn*+J)R}4=C$zeIag?w{Y$%tX$_Iv$e=+&L9
z7_Y#CvhE1^gBl^1WL=DA?vNQys~7O5;<8e!JAI#4$Iyqh`Wkdzu@AobE*5WNmvlP<
zFGV~7)9q{c4;xWAUk~;{!FliNbC&4<C!LckEt9jiStg8p*fK34mn_rZtIL&xTi^xb
zguq`d*xbT@7`f_WP4&lmS#lP=KDZ#HnLE+mo5y%hu)Wcq|6Yv|)Aa*1&EghZ&-G-y
z=a(B{XO~ron_aJ<!{2L+twW=qRmytFywUxyRZ#8wZ)@<d1U!+3{(|jO0?|*e{$_M?
z0<&P3wY{H3hrp>lEzmj}1Cc8}OJ|0W!H?6}_T#MDb?wCl0@ACi7os;Kc>cV0*=@Q!
zR4W>F@yj~BN7@Npqvf|XZJy~pGVR*ss36|c*5w-4-G)p2@h2*P%Na;5=;~|4!1_JT
zI2QS(&^{xVHHZ+uGLBx&Q459<;lA?iEyg}9YcsAJK8@W|88)6yJd`;|?dus$(;tG3
z(oAWi;JlfkCH8M;O%dTe-}#ajwJ*gb-JnlY0GC|@C+%s!MBJ5P)~`E6xMp7I*ZH{;
ztKiUK%%fh>G&AeTeU|w(vEafX$OA6i<oinQ+u#H5TJjBIarl32<D~sKHW-L|E)d^y
zIIcE+*f#ti`5K<0uL#7oKKmPvVShakLFP;KFmqQwH>pYW7)Y-{_Ysf59*zCCHEo!n
zO_tn?FN0M9<VAZluJLxXTp|}{3#|X0`2R}aOjbb_*j+6n#OejFxrujE%*?lz8D4G+
z#Mw#KH@z``4lSK;;+FW&)x(XtKLcB<W#TLA#<R~WhDk$n8dvLm5Vp&G@|kOFcQ3Y4
zR3$%=0qiSw@ESQ1ZhJP|b`%;jfkd`nnZPg`Zu903;a14ExS02_pY8l2#(PDDT*K~O
zL~C`&5eOPpANPy>d)h`z7t!dh-e9K20;$s2FQOR)xVfQ7aNS+FR#9c~Km~BwYaY_z
z`6cA*UfeFfgm<ME7wl>;4&xnlih^D4#eFfb;Kd=tqh4H?j<8urZt#)CjQC<~M^Bdi
z5<@S&p0{^zBs(so-e(AWXXxQdNKLEq!O!^j+MdP2L(ptdJ4nX)3Nu)xjLnjp{VrQ-
zxc9!nVWmvVJ7Gm_H5ror^qX?F{{(lly2SqY?EVSx9Eq}a&yc%Mj$}eFA)^T{rl6J>
z;&XeCl3HeGp1B`KIW~^+t$!b&I4XjAFVDtNtm;F!*|;Qvs&De<nG60rp@w0rJ9vAJ
z^GQb^q$E4OP-R3tgUc%CuLfqd@>dh{>KH*DP{&cvDhXB<U!{HFe=g-cba~quihgrf
z-25xpn4R{Gs&Kz8^r6O9;|r4aAJ^3L{j4h3I<DH7eaIj;^V}=AvEIbsYr!tiKKjo-
zI0#PGEf#2<753!n+_<eJHL_e%HdW%!sw6Pr=LrjiOf1eaH$7dN3uR-2%FYlop{(fA
zHEP67g|hMdz7c|ELs`*3nqvl4UqPmAXluX3c$4bGxW`pryi4_c^uec8A3{E%`qu17
z6SN=1j(nE)U>{nv9g7R2Qhq0WUw!Y;Bx$<ybk#Sh$G%kG(-AqV!4d8&W#q-!hY4u+
zRs;xJy@{9E>1&&#$Jzemqj$8DYU3iZ&{sNG<S2MrG3=QfS#r5y+o(YF^V;e)=+F{n
zdUv-#+o(t1+=&CW%fYqP<i(%V2)VSGOxosj4ZgR&$506mrKvPF%w^5|XlL~P+ZxwQ
z;gaRP8?4vrv%s$tIg0FHFR(>_e=o4rfi6ZmU=d(mjD-RHmCQQXCNd~PZRK=StQ#d9
z(1;?<h&kFOktV8%hMt`$tjTGFR~V}{!dUf6Xq!pz`4bp?WOu_OcaIq{rn^Wm<y~yL
zr%FV;&BmA~Z1(F?-2b`P$gH^@d}k}(=w8VzS!x7Y*g_H<XsM^T4@+MSQaqW*BxKcV
zzgEq@Imuj-<+)5UrRqA+{y(IfLoh<+W&d@}o2E=jAZ>SUGbUe6Y;vGyN8Dyk6hh2s
zW}#lRlGjp)^T`VEO6E^EFn$sGx|@7_cQx};CoV5{lRpYP;wFDDu;3;mz;kZ$1oPo!
zSN0>;_Tx1)Nx?X~;(_}PT$AsQCHJy_cBwXX$SqiDePwg+Gf&j)6J5-@!P?+KU^vl#
z4Y<Qg=gzmkv(b#cu=DYD;^MfG?HUhU1X)V4WXW-xqvp1l8R`hx;&rA5+=ei|hC0xe
zq-^GyNnU>=_9}fnbulKEY+Xy6F&XC8=563s(-!{+Gy*R9Mv_&TW2YXz<2?NQv;Bj5
z9RzaRz=`W1sA0)|#>1!GYrh`;*Am-IX4#&!0P!Xj*6e=~q5UxQi2W{NOrh7>@37i_
zW5DC~douaLS@6L(w&ES4mCTY2N1&zTO8{;7Wb!4`<ja#809Q9Wb1#eGn1px%&9%PB
z-Gq33g_LeUq7y-RDuY4hNcV)ejVP~sJFle|MV_nxuVAIUu%Lb+H0ORkL^t2$$W0tr
zWBtyr#g!b+L15V7oJwD?o+d&(>1j^oFEY(vB%*>l@9bXIp~fG&>jwEur{wqLrn@Ut
z5u0FvI+S!_ZU6Nj@!r=oK^#bKYvbKC-iMiAyKaG$`U<TDUzzj_iv^K&sKx&wYX}~k
z2y5v$`(M*_7L;_{<Qg-0@wXXa%O%0(8*uB~%-vi^vCRVP=!xs*_k+I}_<4eD4LEk~
zH=M5he)_?&GzKXOKcNwDAvZ4G*17~gqNxjTQ(IlD_56BG{aNN-(8}v-gqeg<&b<Lv
z($)wqr>zOKy^Y$@#^yibPd)PMS|wvu4pM)cl8ZCEtU1Am$IZ#aF>v0FeD;ZZ#Z}IL
zAjCp+QfEBvP1J|^slGa2e|487L$0z;GBZurWmPXp7yab@l2@#1!Uj3tDWyH>P04)~
z`Xq8$npcU)k4^p`fKK!}fZuGN`FiYP1v9aN2Q$Jge2;<^yoTOW)8w{+-K08|I4iWw
z$Z2!osVS~jGdemG9c_O~0{Ba5i-IP1+#aX^F6R|VKG8B>M!yxzCT+j)o6~k8m%%8u
zFQ#QR+Sl?*stf_1Qe_?HzC)jhYw;w8-uc`co|ZiHi2gl@(>)r^uhzd`N-ODK0Cz(F
z`We@lw0Hio_JI|WvA={0ZvOYyHf<u-_{X3?tPh=>UznL_7DoB@e^8SzxS#DE(Qpsw
zGx&K(K>hEuk|Oct)N9<(i>E}UGWNEdXNw$pZ={z&?8>3kfA!QYJR40fZ&Dd)2fqG^
zL5-s8%jjtey%v^&ZF2rFIws}8o}@f6;OA1{Ny_WmrGdDI7uS1hm|nT~qjS~Wx3`ve
zv$ay0c>i^UZRSUtbs~4ZcU@Sd<m<sr4vu(x`6pQjoOkw&ROY^c-Da}q;mHlKpSog<
zDB;(z87~#LoaM8m<hv2++D_@oTN7l=5_Z;jBJ8kQxdq(OtssBU0D0%p^*H<MCbi)7
zSs9k~_PTDON*U29!jYo=*EO%3YN|`8#$k;SpF^;B5O2|KXdIJ53lQ^-!vxw7Lr=Ja
zyEs$!b?%_?ce;av==w7HdUx=%=o9WB0De~6Awlk-nZMC?_>@gUTLh*2th1&1{Uz}K
zdiw)OR_8A)-jjajYFL~l+urDtnPQ?R<=Q9hnV9L@KF7mZvgucV|LdmCh~7>=W$^zP
z*Q|lVa7Hyy*uTKW*^%8|rW~cIvuB&e%W06<Tt)VS$aN%EaP8is^fBa~6o<1EM~0Uf
z-97aT@-i&qjz_!X@aJE&yM1ZZXNTAlQMZ{!x!EPrZs7bp1RPh&H-K-^u5KKU;<5tZ
z>g9Wzd$G4bmuv=nAOqODgZjVIcv}G5KqSAA_NHB9@3n^Umau${lzX=gU0WD1OK8m;
zGiwVGW>kx;1wJfkGj$a~;{Ha6i?E$J*yfVvZ#e7f13}sY+Ad{DX?V&z7tR_ksrS9a
zwzO2yY~F7;`<hsogH6IM%4^U=-rPfg{d#ZC`g^>&F=BHSd8Ie^LF6HCuFreY!eVMy
z#2qN!nsizl^QVJf(IRR8b)cI?j%;kYw;kAPv8gy%v;TvdcrG?Qr!6c)%=Br$oCGpA
z0V_-QO8xk<2=XZB*JlR%pP7*Uq^+%XW@VQ)$&<4`8)~p-3^!cFb#4r}wiE@{stf_Y
z@+T*Nd(wL@mIMaZbZaHTM$l{0;6}7VA*G(={=IbdgTu6gn~X77{eUo|PrMe`(MSG;
zg^2qtR2N~dtFnW$&b+QtWzOE9%7$>mMckFD3;`ZfWnJJARo2JF9kNT}(EG^Jxtq=+
zw1`8t40H>8YGq&_Y3#js)ydu%*HI}|HYn=U(A*Y7<R<J1CJgdk#AO4uE^t(I$7gt?
zu=~KTtl0!`?-TQ<Ps}m6=N9I3jZUc0T@Z(Eor^Rl{KXQ!p><F!p(SsjK@L-~L_EDO
zM|_?>V`2#{c?)yE+>|?`BnoiT<+Mym<OSU}g02|DzDN!03XYps83^~F%2>lK=#D-&
zF4;Fo$)SSUsSOBQA|93N|G@KOtkT<gX`)9VDHKrYdA)+1RelILYFzHXcC<qJiwtoC
ziQ#L=P+OLb>3k4tckJs7ybI$u0rwx*)OMcQ(RVJp9W%&%VYlNIZtxgZA`2e#kB!6c
z?R<I{c-b#T8m}MJ2)VQZ#z<QpFTsNggA{Gkw`CWMZ_up+y4_QfhWKeCt#>Q1X%n3K
zarx8W5O${99twB-e(p`k8}I`f0q2F>Sud@rSPrjK)12c>DWz`z)g0^Lg4k;nG1^MQ
z1(8C>1syJl%srZNIx9ff60yCP*k(tjI3Bb!#N%(=S%A!#_9Dj=bggMmGy9r3n~njG
z+w?TIubDIFgKunIdIPg$$q{H_U$aY~B~Npe2vR!vV;&QbRj=J?$?>Mq$)$y;+)%DZ
zF|F>eZI%YUER6_)npxXS&dC(kv<18XFE@lvknK&#n>Hq`h7VliiEnt_Ufa;w2|a|j
zCSB?ig{ecbtoQj@;@7;a+xfk~lD~-%3%g4~#Qe<}>cd;Dc2xRW5%(UNX{e4XUK%)F
z(JUo2+hgzY9BR`6)LV^gI%uga*tzSWv?^#ee<*^?=kdff%pC`g>>w|+<<SRU+4+1s
zadC!7n(={)AWLZtD>*~gWCP1;(1@?xEYP7Lx6olr!CkiW<f0F50X0eer_w%)a>H)^
zHEuAeK_b<{ormAs=J+n~VrA%Vp@SMB=jSn;m8{HqcwNqko;~Q&dsO$M>Ha0~+RV@a
z7`pm4tjG~q-#F6G96<+L=xeXp{V@A~Sk{rVltoY)_O+HWtpH~YCWby?Fw=ZxQLvnY
zuWr41AG%~h5q2S;AYIS71>ey@^Ivp?U)}KNy?laVa=aUDswcI5e;m+CRdY{A>f%&B
zfn5DLlDp=6c{jCfNHW3vB@<rr3elL=(jn_B(8IpqA;&fOQeQCYn|wixd)OC@`X*m+
z@V!Yb;9hXa7evT;Ur;Q)+yH+#l$ELum8!ljFN@wC>sRnOoNh+xy)Uj#Tn96J{%rqk
z4ZWbrA~f&)W6PD&4`PEm*~x{E4cQjw8^ETwqr$t0x397}p>p6N$Wj(UJWFy39_v!b
zn&!1bLAMRM4S*`lQqnavU*wABiX7^e&rog>#t(yI$FLQd9ND1#-lXvD;G2{Oa-#5n
zM!+R0m%1x1!FQ_CjOH%5P04Yk3Y;nVvnu<Oy#4D@oVG@Y=@DM_23Sc^Bec@3V+AVe
zI9EH5G{}82LxORxov(WB*Y!unt{lL`)my6NrtXul2IaHFoh!GjCHZ1v!Gs{hR|}>K
zsSg8GeSNn6`g#w2p<sH68BMDCOus@?oTNP?oNBd!1iJD$Rtlc<3h+P%RyS;$K8+5>
zFJy9cgSOd?f;$u51zx^R(lGL%M#zOilL?Y_oP#G?o3xc}2F#a*9ojX_kP4KhHYlu_
zQrVHHY`dxKFo<iCza7|WBF#@&09fj%w$c#N6=tj|!>GOj-IN88r<NV22HP*dW)<H*
z0nTc^e}G(4eF!?Q`sBFa2KqyRRu0O89D8|YI(o^=LpdByc^~X`Bicgc9aki9I2}Gl
zEhe$oa|@~*;FfN0fT}z$s2q^a=0EH{yL!W8H=E=#-8xyOJRjZexznAW{yR-a8@_X7
z{|7blOjPE{5YI0#0?n!qX|dcTX6!1M%1wID<!42#Ub|xBumahCTT$ovVz1V!xu^US
zRQe~liJ2_WVJ~!iJ-9Z8<aWvp7Hc7Lb<%vo&iQNL;28z7*W&mz|C;~utCFdbTK@FC
z%sM&Rf97=A3+p#eq+TkcUBBfoNG*S~B`4bjgN)?RMnNur3<O&uw)YZmKB^|&E(h%l
z@x&XWYeP8WSOl3e@0Ox#9EniBGLG3TVdt$RLeFh$k-o@V;16Tl4&Pz$>IUjwmt3Pj
zOu3V^{pV6W66X6;cUDPVXLK$s&#ZaMq^Ix63h)Ze!ZoxXh8}mH4#B9=ms<09m;3ZD
zaI@~yKL9ScPYC(A`xI|;pCE1$IJy;&4aT};+xs6bBqdCj-22e2kD7^n_m*sOQ=01}
zXJTI~nRhxhk@Eub6wiX9Aa*tc784Cu&<&`<n=H3|Orh4;`zDiNjY6(3>^pxap|v6=
zenSprQS}G0Q3Xy~1UBZN?LWY+jUxKnKEvNW_yzsFoZIeNsr@WH!+joAR?;4yyWhIZ
z9h|+_vg0Du>t#ZJkB^gf%mfO(B>WAH6PuhxvE8SzZ6*_APh<pJBDUki-QDq=bu3~`
zVfX(G5d3<`I_|B+Gtj(YM6lVY*F%PJlG;(f?+^I1)Sal;B_?gQ{pW(J7on*Bt{G|8
z$|_1b74@1nU-ldIzUJMFN&lT1xoT)X4E=fsKIbYOA`$Mg-Eo|j_mMuy+Yw;iIr?H?
z!7D<D$GxJd+9K}`LBLYd_paAHoT+Bb%&!ja$ph0hc@r}q$679q-L19mbcr)@tdlIY
zqvT8CSSI0tu`7vL4>O}l$V4q)IXJqP_-VGoPG}8kr}dIrDDm?*=J4Bi*yBD)_glG%
z5iHQ*x1;Z?A6#os)U|sCv3>H>PH|CNU*Se$*mK>8eQ=~Vi}X*9zc>)9ST<JCt^4et
zSjA!*P)`O}yz)b^74pVwaS!F$4D}=o_ljg(qwbtx;dJ!@e4FZ+xf;VOX$*K+NzVbZ
z+WDKGSWwFd@~~Q-I!emx<3XW#;g_ysKGb>B|M;sazK5A}?qZ`bbb7Q_*Mn30q{yf=
z8=9rl3tD`WBbFrn_<eK2=diI-P$H|G3Ud+m@8{0M68b%TYYYUg0PV3}KsF_!&q{<N
zHZMDp#qq9L=Ej+eTsUhRRCef+31`K`GY!Obno`pC{Js`~X6vzH0(XuXRCooMwpp$G
z0*$^&;e8T&M&W%wx1jJ4@BxKq^pgHZUgce77Qe+?s1MEAj7B8`iU_VqZulm7wSCan
z>C>I5tF}pz^Of2*c7=6hwKu|krG@DR^uq)+v;I$c>7c6*F&nx!b&JVkdG9han(7<%
zK0v2Yg%<Yx=QX%rvCWR$UwL4I=<G(JHSqt3X>seD)k0g0a71MlyUoab9wW?5?Z2+U
z!wPUmmEvYKy#mqC!Q>)z44j-8D%9n|(%_@-_vYV3ZjGko2Q@;@i@JBx=95Wy+LMr)
zPJCAic*_15Q{T$Uz)>=(6+cIcJ2S|rNXfClrrl%$z!Iyyi#3yOpkGe(b<-WM3mz@z
z?9JZWPPj39vx_UDvaMP&=g(Rk5T08A_E!AEa8=&P10CV-y}cfX$J!!uv-;YVB&I4}
zRo$s)fxgHr^*1%tW<i4?xe)iq41n|FJ%rwm(~r9-hs4zEYh4s;Z*x&F^l=x(+Phqo
z(MK2WjI1XYToi;{Sk9I~7salK+YC8A`3pWMF?YQ?*{|=K+bA}c4Dy~XtP>MHLUCJ^
z3=wq!>`d*<D01iG!3#380oxm>)t)1+7f}|;HVv}Pz*RXfibbNh6Hd2sBssXjdY3@p
zlUTe5m?V!2ZMnKR_{7%v`;qN#hAUln;3CL%q~Lv!G~7B??VF<^dT*sHVS=j%)3lnf
zC;P8!;5-vGlDowP_u)8wEwar%pZz=wF$-hdS-kml3A@uo#M+P|!ju}bAvPyW8@svY
zGTw@S)NBy;7Vg6eRngaj839)kt{%t5!mg$o`N-gu;zzyMsi?!=G6iu{NT$?g#aa2(
zCURW-e(p_;1Tv2nt8lRcF5Ms!H_FV>_Z*~$Q0JQ*BxhGUNEq<2gER-sI!J?0Op<+f
zAqx%?f()fnSF#@NRTcXgqL;^D?|N9{e3Lxgj}Yu>8DCkDfEDW`!`Do%y1AgwosK4C
zl=*a5ei3u;`m$F0<Y4VKtDhWOW*dPlOcXjp_8-^8VUn26+NvLK!e^N~dd-lvFoo7{
zF47>eR{DNqYe*;U6Bj||g*glQ?HY5}%V(5E;cb%skkZ)Epbs!ldik8%0I5$e{U+)|
z?NmPggBZb960RP`9nx|KE3tbkHHOzWXt|Fv4{5nUVpz+~APZU!LFT?aIg!7R`OuMn
zUtT0%-fL(DrS2EP8rMWj`^I>)e|w?U5lGs_J1?m=nh)?(4n5gg{^SLj*#?w1P%BNk
zB*GRrmAQb_LI>c>6Ot~CKK5=(Q+T2&%%&;AAnyL}x*6E+8__F0alit=l1vCj`WiFZ
zhQfS<1-r?`LEm5qpfJZ3T`2sw2(oi!w0F`UU-X}%ev%{jN`Thm&`?pHRU-#=xJQl5
z?{W~d$r!bm+gQ&nC>4NPx-+3LrIHtP5s;NTf7pF?^`Xb!7cY}qn=Rhn(HYk5#*=!d
z9qCx7)M3GB!#*GJrvM+s2(^-s^+IIg>ZM3qsJ!>jTxdn=p>9W0w;b29?3<3eFmtoZ
z22FCeMJ5u&eC{kw!ZNX?z_hToi^E?vK3>h}dqFBzB5Q9FQ<S$`&=RZm0nKcSJ%@zS
z!KMAzHL#y*<!%*)E3{vXY;vx(aluUvLsl<=%}u~I2T#g>PgsDMKO?54J7O2Hd$~H^
zij<F!a_@@ul@%c$-%BeJ=73oPf&eQ-Rjj2w3{cy)jp1HVa2Kgx>x+=suA}Y$X?^Qm
zJ7812mWr(VuWR5mqu}UXkG<<ie>Jkr<goA`F2F2w9eJVaXeBo55j|x2vPZNlGRPzP
zbC#o8<r5*)C!dHQoBNP?uLwczy|c!k2XeUNFvlM*^33mswSg3<{z9i+EK;v|PU>Q&
zMvs1VaVDp~j|w*?FG0Ayc5%HBnM>3qOQ#6^9*yXR+q*cWFB%OO|GfK<hXYkhyygOK
zZG_;}OLB8N`97M^Xb;VhpXVWzG-j$X=#dU*BLq{q-X)D3R25Z+rbj+QoC~HD>uY>3
zvdLt9N5M^d*IXYNm*kben_L<aOr<)QdQB|!QaW+Z|0V2xFy;7QDpBrT)xHd-9BNl)
zgDK9kAi!)j6SXXpF;&#(W^9aF-GJLsaM20DRGr?^9*ImOVBK_&$Ejc{1vXpsy~vi{
z692;mn1x`<Nx{@YY}PqCgqWmi7duD!s*9oeUJ*h);T6px^X?FYjO0CE&<;dV(VS;l
zF{xm;eZGO&?ztx>nA*E|a<4~G>JO$yk9J|FxnSxPTmSVmzr^jeVe5s+d@yAieG#Aa
z)m%#k)Cww9qZ|#h(}K|$OAag-YWr6ieo3xgVVj$=gFPjh|2kwcSP&+CF?yW1?|BB^
z^USSFlzN_L06)S>SDF0`5n$Hy4B%(z=RD7(&n?0jwYmYf=U$xE#X(BaackAZ%(7Zu
zPaw$SdLmBMt~mt(@nS}L9qXZA+V++V!CrGLE-_;pVKzxtjU<Oh+g$z4?QN+ujxt@(
zm@2O`j>B(ak(!<;YaN7tq5N=_9c<N!t$hFX4d<85e!W&_jj<1Wl3H`V=-yFYBeUJ_
zP8#o_W{^(bW;NxD=JthuN0MISDv4E(vv$Te*w3(V(n9v)&oJBTpP}l1e+c*Z_t%H+
zdPm%+hd{GIO2$6DJbBfI9O3x`{w(!~!Z?uYczdULr7(zWyi^!|xxzqjp(5)_)<fMi
zQ$4@p@MW;ZHK&_xwA&}QOG15P#V2H<Kx$jwe_j*Mc%O7O?a2!=bCU#%sKG6Ny4fTe
z(vLR#2xARz6HrC7(p+7l#hsj%fRh8m`#?edG&(p`Kn&qVy+?%KPi~D<O<;IXBj|j0
zrSa1A_9Q+jrDR9f_&dK>CQ3t$uRFYazlT*i>`ZN8R5O`TMb3E@*yIBQ%#Mx*Ej6$%
zWX`1Z?~fOJ<#fj@qeE<r$tluIxiOQoi!GqMqcTgT*jU>G!gFi9-im*iu*y+=q67R&
zqSoWo&^9kx<J@#fC_&7o0FAG2`<CYD-c~Fjh}nNzQ@aIQvB*usUuFbcsLWd7n8`)@
z2`{Bc31MGpFQfAJIVm3{pYc(?9$a)$0CHjeLmINbf&OrF{-WSta_r%m<c@#a%bT*X
zlbX?zUEMQN_4z=bp~y{3b|_Qu1&0Lbkna;4L}vrI_rWXOI4@=o-*kh%cZ&>;Rqwy8
zsTYJmnsh>%q88)7z->sSsX*_&LWAHY=(nM7iqSR=LkBj(E=+|>fyFF-6T4}~-zrf>
z9dGU-L&x8$l_71Jr5=l(ii46pIa<GQ&}-uTmH#`p%nHXoFJkw%7@yVmehORDBvyu^
zAcJW@J=bi(Yi^L54S(LkeQ5qF?s+l;;Jw$@<J4gIqnT7n@l!%QTx+}Iz<Zp)-;i;X
zdO`S8c8Iqb74r{pXENmQ$BckW%yuEO>bWAjMAx7zE&9wocfkeuUS7fV7z5U*=b@*z
z)(S2Mz$}c9pdQBz_TjJ8L71-9bMLL09-W)snhnByW5qWq&xc^w$2^0Bf-uP%hDK{F
z3Bt%#xCb_f&IVy?;L#&rj^?Lwk#&_Cc$<-L(}*`Q8+ln$Mstd6Tix_vS(%TqGiScm
zu!Cp5NUCSU-lyOPpWUSQp<6>HPX4eFc1hl?wC4Sq)O6P%pA}3YZu0ezg4xlKZ`A0?
zFoDx8AT@jJ<SpEXZmPnBCo=%vdu=^I-B~WosluI@Sk9%I(AX(rUIjwT;~LP+U9(_S
z-{3RL=f2h<iz*LbmS%}PrtxO54}DoVgTKgw;&Ino^Uh#sbhX(u-~I=v4+RFKPt<s+
zG8|}4e#KFG8tXi<L3Fmu<R*Bk_-NZ@-qeUKLY^Dy9LI0s&|}ik%-swm;o0_gWw#3k
z%;d7e?Zlg0M505Uv;eY{!WP!{UZX}EO_=YoU^h8G=zEm*!Ji~LFX=O3KS+?B`5@m)
ze|*-JAN3>$@H;QB$Jw#4l2s{%n-qf=Y80zi1ZJ#aL9p>m)p~AGz4XB^rmNPoA1bQ$
zQ*tHbui@45=l&0zYjUTa|5ELH^nq3J&2GQ@mw?1A)%4zHTyd#8cp6haxX<iN>)Pv<
zZ!=B~>BHnR4dJWOd;R98`Xuvp3KIdQDNWi1#|Ba$w+1$7o6^4lPKK2W^`12OBsuhf
zrf5`?H!<0x;AgwJ<jJv*lWgzUKTgu@;9sTi)$2wFvyi=6XU%PUEw^Ip<_sO6h(1W`
z%xIKp<5XwHY1?a1UyW=PIa^wAlXnoZdI@aq0?xz%{DTFErFO<3ZD6~E-5s3dZF~9n
zD0t9_Z5MluP8KrFVe@7k!M>n3)<Pd{LEA=;L35cN$pySf4YiX*#jTxG+h0OGGh#h*
ztw~ylZ)sq*;-+^da&qWC{V$N)Oj?Zpr~!0-5`fVAar)O%&U&r8fQOqrC^u8Q5xmuJ
z2Ijrg4-)_P(l$!oDFi&~oVuxnXOdS6AS))hU@)h2hWT)5PrWe1&rG22l8oYfSU$0^
zXQ9IN#DeI2G}KcY5P~|p9)W>AH-)O#GYDoF*<kqu8o0RMksI>Txvw^)udwN3b#9tD
zkagE?)6U_u)EdhqkZmLz^L~Z;>$zzWwJ<*t2?#f=tCw>Zm8}?+tvK}aKo%1a)YI-}
zAv--Alar80h@qatMouM5`dZWdV$sbd5-jUXe=o9CWX)s2P2NJt>Lswb3pkT)(tof3
zu~ghJ(prH_*kA=xFzMwRr2M;q>*o`sy%Q(<n3mA<wjH6rpha$BKU{=%SOsL4sP#BC
z6rTI2`Lx33@YS>K$Y}^GbnNWEuDJb*w1UfQO7-i>ZH}?Ytp24HI_T1Z0WU2WxI#bb
z!4~PJ+zVZ**LUy79oP>-&-kz3jxD&a5ca6|>h+D@D?rX99HfHB4d{mld|HGMMju_Q
zF5U9%r@Gj~;O`mBcs=`IBv*x2Z2XG0hG5Q)N@Up2E$8a>434>#Jkg6k>L>p-@6<1j
z9BLPHfz+?{3*vcltad{#{azq8p2EC>joF?|4tZ?Mb`R&jotyRn7G{HTt53*B`5e<(
zgDX}>as=v;k_Nwq-mm?7Ay$iR#9*M>ZvYkGWXYP>eF*l2w_Xc<=+1UV2!m#8ztTa3
zYt*kRO^mAEacMbWp{C9gu&j!PaECQrzNYC^Up0R%ub`3vUiDTvc%h0B)(g(`Lgqt}
zpPGW>s65DC^dvN6t8JpQ62U!34$><JnoEOd$@QmsgfJf{I<jYWL$)D*78~-5TqGai
z#%!bi2e>_1qf?m8-(*UM`z+jV6O*D#+}YDe4EcE=g-Zu3DK5W4-mj@=)~S0;M5fx)
zu*h0s>m{$wQfxD&wF9HI6Ni1C-&C)s?9D=GOam5R+R?Z6ll1p!z>i{2Xu$91<~1P3
zJ+1-$nvxi+0}=KM-{mdrhbnCc3e)Jj6Zr9mhlj4R5S%BPSY55g;|jYeXmbGmLI>Rq
z=!Zo(?GXUck@kjb(EnlUff7A4ycwa*FSL8fraHW7TtcdmLX-3U>l!?-058X<D?_wN
z`Su{6MaK*%Ia6MscVB!A+=aJ+mu+vMu|<U%A(u89375$(!oS}Bl2x<!)NFQWKU`ij
zTLswtB&`8dRE@`(>u*_;Wi=bE+obce#IJct2XTRQ<y`XD0&jvGDDgpy5c7guPTlc~
zY8F!Kq?^U8`)N@ff3&OCiD}j@HtuT@`q3H-6KA@e6}e$pVAJ07*9R8b(Q0aY6SY&C
zjN|<hgYTSfc;^XAUc{MVuQi9!-Db)E5p>p=53=vt;%)4bJxAb$t$9je_IwTh;TQY`
zX}|2y>z}vht$F?K40vGr7IkT~RCS9kl7)!UP@!wAPMEPeWC&|-SWND#kxeE?r*>SU
zFlIIYj!No-UI*<890?zvzyP(9Xw5k7b*K9H?rPGt9$#GURDYIuz^VRTV9BXQh$Vl|
zf=+duDWH-L%0FTNTS>6vPuv-Zb%u;cn9Wft@%N@Fw5k=vL<+mv01zh{D;#MUFR10X
z`WUVYxAPW%h@5<WzyiQhdP7K@PBNcep-mgpfv}QlFJnIh+bU#Bi>NASdr(sI(9}$C
zD!EihzaCqY9dd=)*<o%g?HXJUUNkfze^4Xjynyd#Re23P2Twg_&w9)y98YyPjs%C2
zmfn9|1KSyoS$W=L{#s<G)X8J6vK}v)h1s4O+Ye)7Tg+IqSVX#EUuPE6qT~T*AjiP>
zPwrjhlBopHrObhWOl4Y>IEXZH@Fef!tL0DLP5LG-=^K6w@kpZTZ!?qP!r0)3sl(=}
zP5Sx>1G~2aZ<^1Msp(in-5p|SX}y#!xQ5-0zfT_DF23fv>!d&rWGen<oxRTzcj9l(
z%llqn$-6^{1wmGzb2k-!lk<1Kz}P#V`<oVtGPd+p(JwHSva&De^|AGkCU$8xu2NpI
zW0%yo^pDL7<UT$38g6VJjke~O&H8Z|TS`K&2j9L*Pe+apYJ{Ah6cq~1S7inAPg~!k
z<WO_TLQ-<%K)jO%IGQu%S*_qEy`F{IsR)vvrDY8{!ksm#m~YHZfBMBiAtzqn0~!HW
zM7V{U5m$wzvj*|3w+m%cF<hv(vz=Qr$tY|LcvNBM>+J}ttE>l+_y70zLraPpp=Kvq
zlfo4BB=(`{t5Eid{L$C$NeE|Hc4Ff4tyOb=3YfJh81lG989!Aen3B)Faqs)%YzRWE
zkfPyA*24l-A6=|Iy6f^Frg*Q)Fctvlb|3fl(0kUgo@$6{-263pj=Ut;3Ut~0zHIrU
z+|W7-b>6r<jBT8L7kK#^>D2Z?jgSi+vPNq4UjORJlM@hX)77O)o*HzUhUepLV+_**
z*WVImyXotIL7%%l?3<`d&PfxceINtaoX_Naly1LY0q^<KXZ=@LY2JUK9!Y9)%RHm_
zJ_+1)|9Pc1h-}k4m?eFOKnn$}1gX1O?n7Tzp2(9KdhK%y?2^}h?U}OL`QRn(R;#pg
zQg+6T=F~DoJE)dta3y^V@Unfc(!j++;zOHP0-S0AzA6w}Yy+Aj=2tJqrpv?ZT4NXH
zUh{mCrr;cz_jHtc!QJIRZmc|s5o#qN>wA$kUBs<^jCmHeD&D;nX>gg;{@WTlEPy7(
zxD7d|{84O!VdvTm7Ut5#`2F14kfjtQ)v?Pp0DhX<5>{{DASE`ERP_Ee{x#&;SH({y
zwc*_@*xs@?4E2xE)v7|Bki)-O&?5V<Ywr0voKEVrcRS{PfqeUaPx|UN>f%Bn<mZ-}
zn%msV?G*8yewiU~iP;V_!<}usT`%7wrQS{5E4xlU%U5<?t2N-PX-B{zWpWR-qs_9v
z#0WN*T3<uo>B);^M)<cQIc=^<-8-0ppui|$ga7{P8rV$D@R?IbvIddQHKKPQJ4KLx
zaS`S{BLDBSL`@0T24=BApY@RFntY`brR_~V>nE{ieAe&h7JOC&eAH)MASHs&3Q?1J
zo%lAvJ{;e+$<Tr#a!xYbh2ET!%xrpLZ&i1%8|;%bghss(Pibe0w;_j<@8J+yc3GO2
zZ1@%8&bCXVH636M(H#S;1bE-<(!TErISDT6{_C1}uC>07yb5kP7LFiu#KIddB`*0=
zdfMC?`_;rzo#i+)#N5>NiI{8!T8YfY<vs~<xv9Uu?2uW?C^>kI6TKuZkF0BokmIWP
z2J$T~*Numoe1gc;%NIBIayzO=ewh*Qea!EFr&+%w)NQZP_ltDAO)Os~1>X(DE2Buh
z%vVOys7YehE+WKN^vPoC!?L#HaTvB*&)XXhPD%*IZN2?oc_ghT)jw4OJQa-7MK8aZ
z$nQmVij?$!aS>)=Jh;a8!`LG}-XX;`^jaU!*yTPRf;{0dO%d}x-ZvBTKHea)SP58(
z?5N84#YLFayJ2lenvGodoQ&@^(o4fm)JiwFbD`@gpYb=K<uCTn6J&i8vPqHp`ej4L
zqjRE`1s?&mCOU8X&uikpASL+g&uqzds6uS5fvC@GH6?F(F>+Mrf=XhLk<Jv-+o&<-
zF^`k|`U-ICx`mF9Tob?i`ewa)_5(zSue|eO>f;M;=WZ};wVroCVLV9FZ3@Hc8x#gY
zJ+3e&k$HuIAYbw<Wat6U!i01CoyVSeJ?wwI(21Pt+x+=*xc2CIt?nT1vj$x`j>2-b
z{ns_Io!Uf7YEv6-av4JAh^04PNNg=>C@!=n$FC-iN}ayCzz{<n&}2^KHsp{3>mtV%
zId!W$qLFUCJ2&;h=Jdi5!ew1#(c)b}{trwqGa92n)83NB8e@L`N>CgK`OIgyU~r7r
zA0GvWJE(X~GRQ8<`91K5MrtQPFnYBf8|+4B_27YAr!{t{S9*|mcrW!}UeN);sY8VN
zO3CU5@<XS#bISojS2r+YqrWyc3I5XmzYp!z_uM_QhRaA-*l6R1(+jYj*UeJOs6Gr1
zVUu!7VYV@ja=Y+0aBWSb<OelEF0F5tX810O3%0YUxeKw+0mK$P0p<H3RfG~%;LfbT
zPO+Kh)1L;%#;pUHlPlcu`?)tEPjpMh0gZt3LT<dcb7?vJ=8V(PYqu}jH)R|k)Z+l5
z+b@y5G{-=*W^TdAoN~1*UYJt|5H~winWd%h>(QNZq&WA)hTi;!=kAQUGlsqhH6>kZ
zFT)HkYvDgi+?~zmt@|LeN$wrcl4VDz1*Ip|@)v_2u0hp!{D8*Zn_14a<h{EGstnUl
zvju;qUg)7CBGl3}&i?BfIL-9akP~bL*YCHJz8BdlvV&yD_0d4gtWA;bFsy{$j0rge
z_6v+qD~Z;O)Am-jogM1qyCdt1mil*jikI`GKTF(MjlsFl-wQ1H&IqxvAUg%ncg`~v
zI%kLtiM0*sJv5VU3M*c^bEnE?+IOeRDE{uv)f;KN8^6b~|G2{SdgiPaag#S#8`5Wi
zJG{w~yCG@w;)a1;u(uNz7mgr5a1mrFIg=$9ZjPGEaWpFrV%g-8TJRKxrwdIJM)~;!
zM<T8A+ut~qKx%Z&(hbyE)7?;Mvnj*a;wsza+?#l3x_9Y-M!@-z3gf(FT9(7>)EwA)
zxX)!8#MjdxzCXqiq%juS)$Ld0Hmq)a=)c^?YjB|_y{7lW^w`NN#zGcJq2y}~PFQeg
zi!+oT<_1q~u_kj6-H1-q9qf|vMBt_TM*xjySW}wzG!61#NB#h6{j+z|32c&jQ!lX&
zaoL&t=GL_o=QeZVekzqf%Kk@o+I%svQzns|be%=$5DQ^gl(HX_*qAGLh;lSHxq|r~
zR}iBfb_MfIuHYax><Z?)TtNg}n6AyJE4ZRT#M5L$sx<ZWXD8?r?~dN%qTgmYjqP@~
zD%VpyNH$75f<f&}SkWgEJXr&?`BW)_;OCyRHQ?AqE^;nqW476kKDZO}f6Kv(Hx<aL
z=Ytv{7g7;MJoU0(T(YvwW~tI{;al_!SfC(zQ<;98!K}c}wVSd*yVAP<QE=$iH*r=9
zvn#`aW8C7X_Hyo$>n7{d9?%H5B;;BU@@Z*NuXT9gZHlE!b@)`v0;{|+;&J8eC$DpH
zihJ;t_y7C%LrY2<p%y~m96+V*CtCmljeQ@`gEF${y*pyf8JUBcxPVJ_b)4emtjlMK
zUmq7{&B`D!Y*wa@3$ykFA--BWT}bU{!{Hw>^w1Y-r<a(qRBIruL*?vaDo$!y`k<?;
z2qm^34BE?2Yv>hMddU%$4cKlkGX`y~eG_&uE}0mYgBjrFBX)vr*P#=QN48X(a!$R7
zM`(z3M%KMaJJSelR5QoaNls)#b!9|z2-hTkH*ZmQr04em3jhn(fV8+F?E>?J;waQK
z)xJ(~M7yFu!|RSQZv94ZNqYd~QoavT9&6waB~)3+2lxly9g53Y^>;v%M#P2c&(9|l
zSS>h49rK&0C0z($^SUr*OcgF@5lEzO{FfR)SNA_Pov_z!53~IpbJV)i;eP4|7AM#C
ze^4{egana@^OF~0R_9si#8)1#0fVg<kp{QfJSsE<+WCnV21gr4Vp`F9K|&ex=ut$t
znKNl`<PPV?3;i!VxF=KI1=_%pa?^{0<LP8x?f5QPQDNuolGui3?&a3rIBtWr+5C`t
zQVmIoXgNlpk$TcArW)00{zUx?<W|{CTIkfz7Ck`Z=gU$_8WCL2?UW@uMxM+NxWsIS
znep`^tdTDtC8getUf0NrEuyW>OlA!|Ywi*Hldy<t<sS6IZD_{uG{`Pt>tXEPaVa9)
zzx%99!cy1GQ5sMtQ7}9EuWMj8)i4)M`cHo~vQsV)#rMPon1$Zq8ru(J4?D1jJjc8I
zspM~RU@`7tcWMbY>%jg456(NVAARu|2NnT8Z~n{yb70ewbVE8d&uKmU;$o?Hy{r`9
zB(MpHU0}>BbUp!*CEtW5P11rTVv%$}Kd~8f@A`R&EIB4uxWVr;Q8ixfPwms46grOg
z5;wb7Q(947sDqsi`6x?%JvLb_a#R=oh3AgshHhatd+Q6r4L5IJ;zm{Y`J0R!cXHhv
zgcp`K-@vV@E~#@6x}GRY&}Eh&-H4|8JFmz=kn3N6KKR#@TiR+=s8ebB1IX1&i)rrV
zc8aW0{AGr~C1yL!+;5=c4Se|;DQ@7(IO*j_`O3g&Gl|U_cLe*Kb&wRvVrEA-dHnJs
z&|J%(d?DZpc5mxX6tWIR)!}eNLU<>I@R7#Cc`oa~XI;M+*(q`|;ujZT=1*D^Y(I?M
z*^a^ZsfQ>leUIamC+@oP4(d1avYzP|1M@B^20ZGL=Be5`>x&}5%pnnv`JywxhbP-?
z{Q0#Xm!DXyD9tkSX@tb45%y2eUQQ!OlU4gasL_|C5zbjB%b|yE$U?ZyFgFw;W)o=H
z)cp46RM1w(@#Lg!wtD9@zc@HsQcl{ST{*No25!v~aOg0Dr{ldFbTI!2xFr`Q^3N7~
z4U3AqE-PUon{X~Ya#G%p0Z1dR8Gdmj+)8}7Wt$MdC_oX4{lkqy$!a!AWR)O-tzI&l
z`<M?c+Duq!44Rue5YN+G#D3Wj&nWE!x-Ju}RN7hDiRF~MwjLw~m0pkd_2DgEO@B8r
zr=Lfq!d(}OFydNsiWy<X8;Dju@}bw;j$rhaao2j5nemrgYP;j~bIzbTHo1=;b%jHK
zF2Ajz{Q@`7(;ev>v<nIZKObjPOUNO2DUhhKKnLqaUwjSte<(RQ9kx+h<wl=e?8kY5
z?k8ffc+w{vddyw#qn^PtE1#SyK(Z|TFW&VH@V-6)*yF7wH&0XOFx9u8Pmk;wX4CKb
zBwHcOLSRq<7GT=Jw^RY<+Y}%MKCS@sT?%mU#n*sODZs%e#}#0HsQ@qZ*>XA%p=a_?
z8dQRLNuTYmOxt0?;g=`$cMFZ6$q)28=ek&vYrP_K$tiRM9WSBZz<pSSW;?^LxOBjg
zc7+?5jdQdZW@9m(dt_N<8j7~;-;)hSSX{aPyau-`))G3>4SHaM=<GtMHSnFpgG=UY
z_01tAzE&u}Z5J!*6GMsJ46&y>l8eDFXQ41=CLOhe`86>)pi^jFISTdJSMFRXCkJ%?
za1mxno`pu7mE3yI1k|h6ZD|77p3K;4tAtUie*sU})w}<;#+@1QRb;fSz^2ms4gmkh
zb~FnrV<odwfeeQ|dC^x+H@q_HK(W?E?`M%~aLl?`iz?`}W(@{wU_g3qXUco|4?|UX
zBM)}u572vkJxq^ve`ZaMq%X@blr2jRQr%UQdRoP(D4pga6K>h41s#;62J*{{fb&CG
zgx-(SV}U*Ene4(+voAH7Mz2Un@cs!zKJ1>DY1dowQa<|PkYbd46@XmWU8xl2s+bi)
z8Xa2xB}ed;1ikXf6*Zu#F`(fm`(3<4t-&=Eo>|EN(YVssnN4G)di~@@nAMwEH;vb9
z1@%ReeFJK(8*WtGe_PYeL^Y(9VPh>z#z9`RPjM+P>A)_qE~eoJE=O|jMlPz2tcLpK
zMWCtpMoFWsqt!mN7TZ0-0z-B|A*YWeZMOfq297g5?nE~f+=rL+wa89+e|G9L#LV}&
z6Kp?>-EAXcO-GSoijA3$U2GwBJlST(TMq<VeE|0`KYuaS6LpGL5A&kImEux1oB6Y`
zPA0_ud8H&J6KJ=HRSU-Ih&1n+n-IUBd($6=jMc?DD0~ertkaB1N;=Ka_dKIrrfcGr
zj*-=?9U};L)GwOC<^7_u=Oqcfn}}t%2w+x7zH}w*;ZxNCp0AbiAnjdGYh2^Q?Ux|@
zo_UG2`AATJCz?H)FS0WMo+T$up1dG4qtI4ScTOto+cN4ih<n<?G|+o)WAqfu{^J_h
z%>Y|XI)3Ai`#kb%U}B;Rt@D1ESSx)yauMd*(Eafu&{Ew^SYvmM8}RQL%~6os<UXP~
zb~fl6oC`_><pE-IrwQH!erTV{(|<rC<Vxbz!@MKP?jXHQapd*7?xVybs%{Jz*L3*?
zO$RVv&Dt--KGbCG%^C9Hz2wHy^^>%0*}IvB+HWZMojlc=A_J<~DJ^L@vM!@+0i7@H
zDBGTX*swu#Mn)FFgM-85;zpV2Dx-7e7>7yqtoF=aLyA3rk<pTV>VoWi0I|=zRg8ZV
zcaarx(D)Y`AeV$isQFxi$9q$lkF;>Ni96&Yl|z_D%>9zq6#g>>;W<_QR{Y~@uY9Qo
zI>O(1dp!X^u3~m>b(4mPcWD@e`gP0Ot=O`H>4OU=`owm<<?M%&s@)b_%lH?+x{fI|
zH9D>L3CF#EtiH7CxX4oKsCJ}}ow{5uuUODXON$TWGd9%iM$q*_bUL^ebjwW2&3UNY
zOmS&Vz^j>Zb8|%XC^wfWbXTtj)W}9g@dlCh6xdERC+oJ{ysszwUSz9C;9hXcK{Etd
z(0Sr@s)f`}5kdYV2C&a9%28NZe2o}&MkIY#K0nI7fBLWWUBvXAcWVw<@G1`>XH{Or
zRNfl;Lv^<8$)Be0owD$XYq;5@G}P_AHUa9yNZl)zCIWq!(SZ8gaHGB&*(tII^A8tb
z7EW0hso`cJwrtCHd9Jy4QI)HX+JmNirmHCvL9Rf*k#@5Pigii%b{kV)uT?z_Z6ys&
zCvg3gTSqk8FX|ch+!WO7+SLo0S(D;3BgMaSXf^!n?r1W7MybgusvM>~(%^WH)TmsK
zTOe0cB}vxw*lP}UssS>y`uKa1H;+^|`Z$&L8UXn`jIE`cY72p#BCF$nVG&}%ht|?r
zwM*FD8l$A=%6CV}_fP+|q6?U!3vP119<S>VWLDP&OxI0fAIh@n+cX%qTF=|la>)r^
zr>|`vvkdU8GOTnQx>*Joro2v-*tq+9k)0xP{D%uL3tnf9?Qg=C?e#9rHTN#6vL7cU
zH%{hy%Igg3JbLx~>^ijUCYv`vZ~qa)JD;Tk#OPOhlut_8NlKZfal@4N>GfG7YlipS
zsM2dG)WghBN<ewvBp81){)AiE@#@O{;|e>fdF((}<Axs}J`Juha9@`Z3$>5--ykO@
zai=a@lOS}(IC#8UdIS0Pc}7NKv#)MmrTj^;eEhi)r_=~escv1Rj{YOauk>HElTInG
z0uf}k0mou0a1#5_p-qdS!LZeO-f@+^L)ST^wd%v)rLjNBJ*BY!0dPTI1LPCx+TW<I
z5pu*=y#e~r`EB#TQ<HQB1^2VBv15A+H;vK^HOEJD6KM=mdPczMP-Tn@umfqY-JpH2
z{{}eG;Dx#@Ciy4GBZ=9|8Ly&L5cDfb<qA2fRP5P5F&y}*|4m8FwR$0Q<Nrn0|2sOd
zYg)E(+)1M`)B&WW{g|c#V9%&*gAubKuvp`|LfzTC&FQ@YOKagvKf<JEcv*$_-NdY>
z`)*`j#Uae&DlX05+~L(51dV)mi+K<I*t8=X0}2MNF0Nq@YUQ1oW>WoYrA(?@uat7K
zcPM25m~%-rsFP=)4~^c=9vKW;y_?p!ra7r>Oe%dB8?CKf3Ik1&Cut&pwo@fPwN@aJ
zWiJOW!mMs!WkwX)>xAZX=*sMk-G<zp3rIheG?7Nj7bz^@wq#RHnOyMd)8yFj0@;$d
zK|3E&aArO#zl(emZ%ZdGpV$byFsEa(G;%qIPs_LDtaDiqv{ys@W(-5!${V_ic9N1>
zc^llBf|rV9L)QkI%BCv-m_2lml+-Z2j@c=4&FzmDeC2e*E8}x>jGZasOu;cbv&$`_
zyR%v|ILBHXgkF7)`mkJ;gZd<%!Pdjr;Fd8<n^wHrn^w|~vGoj*%KdF!LE6?uyRWiY
zu&s*>1N<^0;6fWnP4CC)$DNZRBm{k_h0pdj-{hm<6Rruw%|tZeUEs230-#GRk^yr}
z7SJEwO&yk{N*{jr%WuZBS=zIOnAz`t09WgA3k7LeGDEa3lNS`itRa_CAJ_=GT91q#
zl5dYs6fw^Y@a__fA0?(EBst7u(`9?M?7~SO1_#w4*=x8#J3kI?q=ByW<V7FSN%JQ*
z!Y)N>(gNs7{ARo>b5553F}iM9P5tXTT5z)V-`2QOQ4h^#KVcDKewQ-A_QTk~t~Ew&
z7r~&|nA+YYpsxeHQfhM78mqDqZ1n-$L+4jf&I1+U?Y*)d#zuo3!(~j$riVI~kD-6B
zMjC#Ofl@D6;G=>)B~A>??LNi5sgXdEC#DY4I^Yts9cF%A!egC~U7~Byg{FMNwG+6!
z^YKaG4lnO?3<4*0JF)C+0L()0l@#J@%wZp%N*#6OT0i&R`W$uL_165VujV7nCGofa
z0qXK@gpQnA;kEal*WgQ{E^>qJfeoT_%W2;SpIvOn*7kx^Xwa=m;|I=7BP;V!jJLFR
zT>ZEZQSP&pzmGeRjiej1i+=dMO?n%7QHY8xe|=&j>?FBhg=Lf1ppnhXXLV9Qn`Ats
zPOMnHZokMp8x3%(1jOdfS-uJU&_z{T@Pr1)d+)7>u{-B8IMr8pshwP?`SjHN3|8eq
zyrUX#ikDY)gYPS5f7cPqDh^;)P?~)q?4ciPPcKwo+<-*f^}@WT*Brgd=_enJaYR#S
zXsN5Tyf|tKzM>>!$l<F8Hi*uybiE0le2Ln(r&q&1$`~7Jt@5zy(4<nj0Z-i|B&$$2
zSQi5deD;#0vt0|3i|(*QcRYC!XeH6wVcHA(mCv7I;cb$6(5I-ST+K<E<C;DZ_G<*`
zxe)!m{Kr@Q=QBOokv~B1_4P147RT@^We2ZIyGu1nUU1BrRV)xTo`+fwE~^&+T|s?w
z>zNM~ReLD0mhVC6n;+UF6=`#hO8(h?R^I_Mxi>|Xq=tR!PgRGfjT;|UOSNSGLZ88z
z<}>EjmvDOV1^c)jOu9LP6aR9p<i%tEn-r?ihU_`qxL4dJNX6y;<KC#P3!f&3xXI#$
z0&Tq=2KVnIPjv;aP}?J2iIAV{&Kh#?`=loc%J)f{7vihL{P_zdjSFTWd(&cWo5qEG
z&1>A86J56f=zilulo}VPYhq>wRaBsj3+g9D2LZD!=33|tS;_1aX&V0JMPE7H@XGzn
zDr+N)5L4t}I;RJWyo$TAGhuSpk++Tr@`Z12G4)|y+lF$CnjNYUcW+<8Mq4e~mZ$v~
zyWK=3)|LO*Z?#BL%R-~*(t?(SO!l8VnGtZlubj~PVfvn^upZPdCF(9WWU5*qcupTB
ze$C5!Ok=?QEyTR11QCxrN>dvVB@YQ;J}YURH0U7ZnH;<^Ot(cGeP=Dzb61K+S%ROq
z5O>!Z=@s%R#LbfVrg8byRr8qa*>)#}muZk>BHJw4?m1*OtfkMK^6&gcdX-4Hq%s=n
z=}09RQh?r=txG8P1;w$R+mV*I4Z0jugTU2?h{?9KLi-42zx=6-s<w=(X2ry^ld-Ks
zoh4m8$KC|9nsZ4vW$kLuPRIVdw3a4$sg|~L!E9)J(G=|$18<S6A(5=DBH0eH)G(=~
z8Sg9D_@O4wEEZ{|_@S5iHLzI>Yq)s>iI89T7Vm*S3~f730Ky|1Bd%ei!L8!bVr8na
z*4irdho+@0o}wYST@l<y+hoV8;Py4RG&CKhq3PB1tS?nWgn}=1rSeU#6ofr)-t%3a
z6u_-M1k5{9-~P}q{3ztD&mpglpc}QKwrdSD-90Scg#GqskBW<bca@T_#J_c$J~8x`
zHmN$j06O`zmCp?JxxbbPgRQWP<{CLxw9}1W<@0avLjBqnxW?@SE5HA^#{LTwj2W*s
z8d6Ux`Wr?+@26jdj+Lg#z*XV4-hcktG4_;+I`_}GxX-R`fJRlhW>k6Pu(bl*@VX1o
zVDw{^F-{j2-p2d3otupW_@yrNv!y&%4<g7Ho_R6#p-9{52#lI5<w+f_SFv9gl^DIP
z_v?J|F8vWNt8LZQ*AVi!x{jAsp6cuA4?lB<nb*$%v$_GcTU8SDGJ<=-#g?fDs!Gl<
zeUrnYEc@1%pwX^4+o+9b9$nd1)kl+%<=sNt=l<iGd&S1Y<VY=VqqgNV1VqlXVy_{G
zxFf0bZqT+|h8TQu{YLOiml(Jolg;ppF9AnGv3PPpey4!!%eH;S1#wcLdiKeimMyw1
zR$KiXZmWs+;oQNb<^J0W*sD2Uvenz_pQrN1nB5J`-AZ+4Y)#;pEzoC12Bl{ndRT84
zX4+}CRBwBGo8HFAhxN9%cj@iXC)aNTXZ7~zi|aSaim18~_zNHCJ@B4hKmO$&e0f5D
zv&;zgX9ury#Y@ePUxLkBA&}hNK#uw-f-M5c!EU-6&<}go4z~Zwc?TWorn>>!cun(Y
zP8ZFxOG<s_HYQ+<)`?T7w65wG967Tj)_hWf<foa5yU2-W7$R-tDSH}h*(^tZJ-7P%
zoJpfSCgzveH=~7q=GK`F?Out(i!dvR)!f9oX$mUHLAjq0wr@UH8-8@~T|F&LN$kI^
zXoH@i&9#0$STn>cq1wApH8CYS=H>wcsGQd%&2p?ICKpDYv|mPyDr3ES9NFKcjDxvL
z8H41*$~c%c-YH3C|A7PaTpNbG%wYMu8{1fvptkV0I2(0k#sH0$MmmDgbSwt90GfDs
z1$lE<?LWYsGjZ>B=8STuk8wM)tmBD{VAsT6sNCH_%sEQ?=SYAtM`>5noHl8lkFa8&
zChIRD=t@F1_aYxo*I!cPiTlmWo0&9?nGBo3*`uxcx^YD0qx2y2#-`z360>+>CJ$<m
zoM|+_i~Uz$RbQlSzR0kNwrRL`_ocs*GFu^Z(X<I5q)BXRL%V#YKqKHv0yZmwNkq`@
zEJ%;|#n&SUX51#~W)?3_#V@2UWM}mduP`!Ugw2C%p~*Dt4!rq(05lsH2x|w|5(g5=
zJZJ}rgMR}tr<=>iMuFGr=4fVe9IR3XktdXLG?SfKfrc$lW&oTETciro>|3**v~E@1
z;g9N6ox<5Y&W@_{R#0`GHi*O(?!ToPujF+%wfFtpj;`M=%$x24xzp#k$w}`gGJwrx
zOQlYtS#Z^Jl8(=@2F9EuF}2tF9C7MGHtQcD%nHevu4FyDt13`2wZ7}Xp5yPEh}meR
zS?BI-NspD*I9nefPe@WPOH0ucO)kYH(F)mv{h&t3)f<S_Ics2=<Y{T}w6>+q30ep%
zlvnnj*Vt(i+qP#u4`>AZEY?aWv`ka?<hh_W$<n3roTj#;vx1ButL3PGUl*xg_ap^y
z*(!i^k6_^ov!C7pTr1|GPfv?NoTjcMv0oj+-23Y80Y1Lj%KX_{Ec(Q9BzPCG@l9Wz
zvn90J^NTfZ!phxV`ub>ilBV1tk{@{TBFyUDtlKBo#M!<$Z>}ZH(CZp6S-XZfOua6-
zrS{-OnAJ;Qvk;i~-_CMeh?^*Tu^g{hz0Ha<g09vh<K<W~C-+Bu5qp;e-taAdY4&5>
zfk_1g`xwQ@ua)hrSBMDrO(N*(CAYbk`}nXcYv?K=>4ATSIeT*U#+Snb`q?H?dv!pv
zPMV^04fJd44c^%Z^q%AfUA8|!;HPeHYp;TD|1T%dN$RU$Tjf5C4t<tMlj%yO>gL9m
z9VzNnGmRORm6w)XSx?>noSu24`nX=USC`!U+4cR$HLjZ&(NT_sD;sS&PK*)1tWki(
zMvsgYk<W0yrfmG^GrtX*e1JQ!`uIzC+|)$!{N>xLYR3Lmnz2{w9vA4B$iXz7uiBO}
zVQF5g^W*^-#FmSif#%8cOdqr*>+TD!&-uHFNw;pHEp1c)v64{TU8s(<kUlY?$GuSF
zo+L)yqw>X3?v?IQy3aj=z=wT|bf<gtQFM47j`xrN_LGCuboUI33m)EPd+s*&qmrKO
z3Q-5Z1KrF1FfuW2(N?`OO(Q2!y_H%?N%m1IH6NMNwCN75^uGYE$*Gb9+92S2SBgaK
z?xrS*kS8%ftv>Y5T<o%ci-dO|cF~fnx0efMso4ky<Ayf|z2FA@YIZP{jbjF%{LScW
zH1jXKx)9X74}Cn*M=sm^LL=k~$bzg#&e@UWx&Fs1{cI_$j_D@kp@rIQYM|%uLz_rH
z%MCecg<+q+$|cyK6C3GAxj|bM2j4rotKcqA<oNQ*gAEM$xqb8G!X^NRKzP5wgPoL<
zwx2$wrp&L^?|@4MY!a~dBlBqyLl3@fhHe%)lbQSt*zL-12-;nz&VvINjvo9ibA4qm
zAjI8K*f(>NVY7|dWQ<#V1lT5%PnIz;z#cgWZRqBPg>qd-VlnXPK40HzHvtG}f^=ZM
z{JO@CQ-dwKP4^}J-NYm&*l9iV#$}pWqII{?26LJb0pFLI5xM_;c@L?4Z4`K=hcwgg
z$h$@m@33ohIW?*JKGE0<qdrl3?GyF)BlG?c0DW?YjI{LU(ku5nHFt-qoxll$?`)){
zKa--&rSf88Q+YbsdaeQx=RG0A&s9)rtyWA8o$N@={{*-r=468|(<}gZV@?RPyBpe@
zX8h)v$?Lv0Gk$Z^YpYIha(s$4@AcqBi%y)@6SQnxGRW($1LuLtA{&xm$oQJ_#mHPV
zf*`ARvkHO8;PWPXy9hs`n09qUz@8UPVJrmBhBOV9>Vb3mISW$t4CXZM$k7IRt*093
z$<EKh8dJh}VMqBIZ_n}cWVKJBwaN|>Cx4aLtC6oxpS;e<5HqtuuV$Id=o14M)0?{|
z&yHPkv)NxfKVD@jjHkG6?qE965gV+t9|rE6wIC|3z<M_d?B7C6#>IBp67NC8of~qa
z#NAIWo(vuL#^=`U-ss9oWTvvi+m8ZG!@ZUEBQBU<Va*7HJ#0qeiqZ~mO~$}cYZ6~u
z6TCl(wJQL7Z`Nt>&Eftet?haI6eE{E%X^_2o4DiBmXpgSM$5Wn$=w#tG=7#FJJ82j
z$U$!ZPH@&xV&E5!tzH2K3&pIx90Zrf!EXRRY;HTG6(Mp3_|@x?Q!>q{r+SV|*0jk_
zq>w1H(es8fC34qdV=kLYG469msa*n&EhZ%`r3E_fBXL6yz6Sh1l)RSgLT$#M++CNI
zG@(rF$uCI^IWt`Qa+cXFl$CZzN~WuSO4-G2|IWt_gj63W1yW;lk?mi=u>ZKGHnR(9
zJZZWs$T2z)`)n%LU~}O*15VPW1zL^2x4#VT(%>$gL>9jvrqVLt4hb2^UXP`c^4j7Q
zR5}W<)Z+Mw3?FZ5FyL`hGqWaxw=siHyoUI{E;46a1|Qj77mGAjzGn>!LaknYcxK|A
zy9Im_r2p}bJ$0imZV_m~6duH+E_>Y+YFWX}v?uXa5F_qb!C~TV9fLK1qp$2QGouEu
zZ~F$B<vy^5qT%VZ&>t?qtX>kE+k}~fv}L<-DHiS8IoHlJvf?v{3*{6A&Qlvc1KDnT
z;DX53oKFYd1$|yQZ<?p}@uw^frrcgZE9d2FSrpr<>6P<|E|xo>5peaA+N`7|BYW<A
zLndq=lg{-A7;Jy<yqE4~(Iy`|Qxn&|JsuM_>k9C4hlaHA(*3NJ$YkBYj++vK%ueJ>
z#$+jRvV{1c{bpiLFPHC)0<YD})-Bh|Ao7G>wr<vCrl(w=%mBC|SF)sa^9vu@XmYXX
zI0+cbii1@5#rx1#ZAsdDPP^jm#C}9$bZkxnY8^cU{C-walX!4y^l{w>9+&RAc(BgA
zt-cGDb9|2PD}}3$&#q+o>sQTp7H5<h>+>MY>Lswb3Hb1s{sNC*Sdciqg_ys5)$HEZ
z=_kjMGjyufy&Ac$q9l_+117s-6)Ew7p41>YcVy)z_U1!u9^0o)uziE<74q2ol^H$)
zp~Oy2eTa0O=fR6GpV#6zF9jd#fQ=${ME&@upXuv6t)_ppSNaHbQzUkF>gZLi=L)OV
zn;-Yhz$9C^!+H$({j8B5=L&y8#~`Y{3zgHt<pZOnYqhYOi#9m*3nEXbUpE_VkkQLO
zW&oT$&8wxLW8GUDt6P<(4nNb^l~a@YN20_#ezb?q%{ZH-E2maz8>?|BulodVB4cUg
zn3ex#-az7x2P?qKIrCmTIk=FR^Lid1T)OJ@hzYin6A_ntJqWXUnGrNM0Uth76@GZ4
z)?O388`k*P+;-XGm>f$r%;~zL0trWxl%>ivRB}@#k4TQuKX4Ib^$t|#wytl^#%=NQ
zK1Wy6dJTmcQk_FniSYAv4l+dkWJb8vD`>M4x+lhkw8>g76=QFgi!p+%mZJimnxmfD
zlk_6){=b}GXu9rc*)Q%OCCYc;i_^03P8}v<KQ;up^ReB->*+woA1eq9=GP{P+5B2;
z4!PJ8DwTN>SKnvPkYr@>kV^x;;#eaQ=_fXb&O~^(!8adbY(B)YdMh@}`$_5kbH^yz
zK0}Gql&?v;nI60dvyxcNO{}ai7s@7dUMtLD>QW;s#US&H6o<*9jhft1`hy0@*<;*B
zvV!X#oBj9>U{V2rK0Z0nYXmyj<sToyjD<}LS&vV*GJ&y{h_}P`F5*~nLS%E5{k|Ea
zl*C-+yagmn!HaI7DT?rCtev|qyUEpxqQE8-FyM1f=~dvNLpYJFjt=|k=rLZKRuK2P
zNj+`n4prZvd)?;II&eX#@6X~kA?e0O6Ic1S@>TKfWv%X(Nn!9~|8b2RuF6Eq97!9{
zMqJ)=klJ3S)_#n8Gaj_$zfs2=LGqU|)EmeHxq7luD@;<<4am@n+7O#>v8w9YSJ}c|
zA$nZ6U$3aOO$*DhqIPr2>&%eRK*PVzO1cHnxI%fVQ7p0-slJ!kkSzUvk*b^s=@Tmn
z)!l|lOEwS88PxGt9rA<9S4LUa`9V?L;0Hm#gMLs{ok+=zctT^ujV?o&y&s!yW8EQu
zy4P1T{?5IKH271a?!I88k39Fnqg!dMVb+>&@vd?8+IWpD3700W_Fvc3X2HcHo4Es1
z{{T3dB;27(qkkX#d|=8;R^$e1qM)C|0JVC@JFC~>$m8P+Q{jjfJ+?TJ0^lQ&L123w
z820D;K?nxj2}16K=Hd?oTHQd~O9QZ>$KVTxv_g)1c{d`*zqHW%qM3`UA0D=PO=)t-
zA(<a<etV>=Vf3WNXO5fcn&_9DU?O|^3Uo4N5In?pf@gZr&1|1yLcpa8J4Wm$4#Ruj
z`k|4N5eIBsR>F~lOE29|Untt`R0cL5;~_P$MfRL0A#>5RZ^kgP0*68ydVVwgc%4VF
z?GkJtwH3*2*+LvPJMl^C|1j)YsCQ(A$_SoIl(}^pPR#j}b+iold5WkvqrOy5NRVat
z#GI+7Lv&Wi1r5Oi(M_jL%v19rzD>*p{oTYQQ?S$egb<&OeQ4p>$5L7v1U^UsTDAUR
z=lrDd#Zl;meo|8R`AK8opr5n|ob{6c@Bu%mBKC6^;#pS-fj*_|#CuX#9vk1lOqyVR
zp~vLJif5%R2@00LQ)~iHr+R$Ldqh)9gASesUdgODD|Iq4KK~Qoj#wIB&PqWq-X`z}
zwY!_z(*d6No51T(s}H?17rz`IWX*d$e$k?XmsT7`<|CLvaJvK?v^87|^GWXiP;f4a
z!NBokq)e_SmIAYJ%piJFZxfay7Hal5JWXYX9L|T#f1QdtujIahdL;RF5wCy~Qm~br
zS6Z7(Gy79xPL0nREX1o;gLYf&6sZhZ^+@IcFAK}C4D7>5k6k=@sG1>WMrKaJD`cu?
zMd6&xvrPg)J$rELudQ?zk0$fVZ)@b~{L*F#4cVFc<LxlDm|l{xbskQPkv(jMI_-PU
z{{?bSBF0Bb@3Z7sO0RA7sOCHTtFG<dNXod7kJ*&M+r*0tZAxBlQvhDI8g$I2KrcIN
zQ}Sz@g7hkJW(9fPQ{sb;DGfhzw^u3o^YEy@DiO`sc8lzC_V2(XrRB@^Pm8J{>zRH=
z*7OYmi!q5z3>%QX)%$vA&ft9*y4&2r**c8*<xKpzJolPANbk%qErJZY%ol+>{jQ4U
zySC6NKW7?i+>A(t^uoCTo*U&?j?~;XUSG~&LCko|kIZb;(0mmst+?V+*wKf68?+}I
z&&s75l|TK`-Iz6>oD0J+pXXf9-bEI?i)#Yi@8(GKp|^K-`#Gb~zB4l2Avp9jN0k2-
zh`BJ>%&}jbu1@XfpBT(2wNY2OM<c&ISy5fDG5hrz2pc{fB~u4A9QWyyEes5{*E2mR
zS6-X5EL@(SF)#(0Hu<kLF!AyT2nWvE84MlIm&@p8=Dx3Ba7G{g?ewhW`A6Pfut5m@
z*#>FQ1T8wQOp05-)DZgIi$jK!yDiF@&I6j%SFV~)Eh@!))pYU)IyvJx$ZgbB@`=l$
ztoek%;pQfp8#JGM4UsdTW8h*#*`*f;ONiN>S5-maCuKsg&7IgOsb;|1Z8~tbKd~Bu
zigx^LWF*&FjMDSW#8KIZowDCgofXw2n+E(B9y`;kdmHk8q4>+OwN<oh&xD^8hPlOi
zoi~76qPU;X2)KF!F*zaG_JHr7VQe{12cS9AC|#2;Kdx~n<|q~E@i;DCqQK{&{5Jq=
zGRRzDops;*!gP0Mfi2fAzxRbVEkTyKT9bZK#GaUp0qgh%R!0oTlk+O8$xB#4FH}3a
zAl0WWzK!|E_-fsZF~Chg>5{K$^qF5lP38jpKEJ$$SRlCjBzU0Lv^MAzA@KFg=o~&h
zYIx9IC3cdsSWe7&%;o!Qa94Um;U16q>#2E<`TMb1kNMlNC69TK8}>iLT^=(6u9g$S
z8NA)|t}=KJVC=ciiH>xWpwI<e$~M-#Tp;m3I@K3QeE%YimQHN@L}}C1W-~>s_<ja6
zpup}Ez>Zq)0;^Eq^Z{V9g6qi&@N(|HHPR%`9P#<%V*}UY>#MQXhE;i<nvGvE?(yhq
zo|_M2zyH1YX!h&hTMB9s@UftF0Wu%kUPa!${Wl?d+7bDO`x$1e2B%V^_e#gjE*dp&
zoLD8c|G1*odY+nyb76LSrS^l||AFxfIYO{OJ8ePmlLE<a<hJyrynUqnKgSK~Jz6<5
zanpNxlv~{FcLTU3)%+(k0<M-58_a<U&1uSwHnp@_PuO#Mpu%V~4^2w>8?rMfHg3)@
zVT10ICGOM4y?3O3@VPN=Pj)KqtwH*;@BJU@Kau8elQ%trNecC!!n@vj^Pe<Xtn$FU
zid^QN-}cN~Am>i^ZA;!)$2xX&{cM7fu1Y%^IqD@Tc9OR#%(^VV1;O1X!96|UU7+<R
z!O^|Qq{Z-oj9?>P_BG;{0}rfwT|Pewy4Fn%6S%Bj{ZZi8gARg2jS&w!rc=PIC;ds_
zUOk+3p$CCshjfOR_ni@9wH&oSplUSD`aem>9(Xs)cfYW)&5=_d9$EiTohjVYx4k>`
z!l2y#+nRPJCv7vS-G}nRDSS0Bt=Sh?n;_t~vpQX;M4y-dDtm-p@aeA+n@)?`DNsGW
zwHkMA<di39xd;{G9gmpuOoJL1ntt?wJHTvA`q3BuuiK%<1)~V^STLGrI@H)G^fIfv
zUlJZMY-Nd4ZHceTf_sNB=tP_yy#*^_69{wMs>t=8=&o_A%dO;au%g=6%$(t+TbB!K
z8M%UZE7a)tDafU$)C@l{5mZK(ts(A7L-wJShEk+Fio!Lr?)F!DC7qF`?IUKY+1Ak|
zIPNC}khfm9Ak6YEMRlaO_ryd{xdkmth_N(}pdt!2Z7aI0BD5^UenIVq)f5o6_}$%0
z%qt9pxT`Qm!SUuZQyc1E?yJx3wOt`0pk(vv?f|b1_GNXa<u5WWkZe}#LD-@WxtEw%
zeh6__`P~YBXwb@6wv||4cxxl2x34inVx3L16k4mYBd4q)^3}ewa@lMAyqlugAd?qh
zlWEri?VJU{&))MJ!L1`H*$vux_fLQa(vId!JDU9mL}k-}mX7|bpEBb;{N#28I%?xH
z(S!%}AbCkOyoo%!K(&f5<e{ZD6U!D1jce`n*@x`4BMaMqT(JKDH5s`o$Zqf5`F3nF
zc2$r!M+L-2D^u67QDx%j=03eClK_E}98(JKdg|g&k(G`Q+^fhX^>@!RtByNTC~0+S
zsg1ES*JgP?1S1|c=TpSI1M=0xtmpB?QX#n<!;frNFn1G>oUbv64Eq|^P8PIHCTa91
z@gTO*x4$&!8y&cH)BaL(J$^TXcZ$9km-U9en3r{fFy3J|$WP_aIrj$vhDvNpS$V(b
zD_IY(snTPi)?=3?;WlQ@lPBl7wtu19O~<Y!>P3La(6*3;wlwW!<AQe7K&R_A=9t|e
zx64<#xBtR8IoV`bsE^PIAU_GpB64uEUZU$RO|@C72508vPwOs)4Cy6F>8w1@#?$5<
z7a#ou<du;mv=r<$`COZ3ykt7&8n-}1jq=J17e!!g1{R0=L{?R7z%j+|hpsD}1^7sW
zeiXW63bV4OPcJddhTV4FY{`|ry-U*k`n<Qv;e3L%(576^^&<n@(q4`I*A=eQQ=2Jt
zdwX>s68K_b5;zsws0>1^Bvf}Bs&iz`!+|-2y7E;~m#BPb6nLRa<jid@(HJ-ASXA8W
zT_T8l)FtYZqf5Y9uLxjgc7S7EQBPRVCJq}<8-%<be06d3?-Dz7-rMBFocA_A#@Ah!
z2I!j6lC12%uBqLEIW%%5dp9vj{}bSmOe_}Ylo9auyf>kCcT<xKO;2KgTHWx@&>;#g
zUfDlJ0=zO_ar4;&HfkB9mMr`WY|xkH1cZ-W{t<L8g83KFg+K;DKL;{k95XNFk6@_j
z_J7*S9{1c^4{!SlG(Pxo<~iC}^Ln7<=B4IRT2paLPLmk#3>gaAyx159$+c9*lF_{z
zcVj&bbT;f`Wd(rlUP(7b9>%}Ql=bPWbPPB%1lu~Xbwb393JWITmimGF`TE!rBWI7~
zNvuer(|jAACPV%kvm57@y1rj<YdvmtNQ-^Jj?s>yi`!CfLMMwRqpcRpe>eJOFwdW6
z<j~Js;?CpV!kxowa^B1Q89wtDY(3x$I3{~yhad2z*3!=;r&Ka+SQhkG6KhTO((bet
zAyyKqyA9POvU|n;W&V1P%glS<|G2!@R6aBcywGd%W~zZkaF@oAQFp0gM%^XV_md#z
zQ9r3d4rc6{J?kR@(C719k{(_w8lJ9K{-YgwXYuaGC1^0g=hy_Fj&-%b0i~EdO~bEk
zqD2G0Ame1?DZ%ISzX0y&O0o?)mNTM#@HW9msNLPvy3Ra3i2-W$j(1kC1C`?&tT~qk
zDt@A+jSWx+dBwFzGB4;VtA1oM$c(!8)685*^3}{jEP^nrSG&E;J(BzgWSSM*zXq`P
z$oM+4g&$ug_pUa_$Zt=6%vaZA)g|!nR&W!)HK6>qri~MQ@+OiOF0f&9`Nx2hy$b9{
z+JB-a^VA!zRS`oziNqpg-Sa%#ocZ5sk=~|&6SA~g<dRr)8suZs{G-*gbJy05uzC1=
z(f-?-Hchl}JGvHNGk89Oyl^z~0$AJY#-kicuP16Yk1d<gH+~y4QEeM<H8J>|@4S6^
z=iZLMGWXl=>hU|XP?nh-GiyZ(F%A2!TM;d(i=Y?uFY(4?j62z@+^8{O$yu8Mk#}s$
z1UcHj#9Egzc5%k^qPU<POg^60(0GfmE9A?(1dWZ=GnR3ur8VS*mND4*Zb;TZV%Woq
zyW$2FH``ap+R4Eee>Xa3F8_sB7px|Nu3mYo=2kI(Sl)Jo%VOL>QTB!}lMeH#AM-o&
z>*~STiRG#Lk89`^`@`}+5dEjO^-tLgJV-8zwoI<oM2knWk$uxBe;ZxCo;{J2lYdmf
z5q4aqTx3U8ia)6o{@J_L7c$yzhGm_J9G?HB-+s;%$vWE~=k#M0TFsn*>Wh@jNwoM9
zE*~3cm^UHGk+enXpP2F>b-qmP?Kn4CEnb+F{VX?ty$N<~1p9AMXpPP7$~%V+eu0#9
zY8hvfQ$U-6fu$xV&s0HqTQi6Z>%4qfU#q^6`Fd#1x?s@b)};&GFY9xb1;IX9mgGUh
zk|*o>!Jl`gxY4JU7HnRl?rd4&EaAahmtn43LM`dIII|gBFoI*i`7$tU1pD^yqsZOl
zDrfq}h{fixOJdP0Cx&oZ5BvMwy(B*0SNB5BX_9wS9=2EjYlw4{nvNP@bVj*gP>qi7
zt9RP=4rZ5Cr7ku{<*yB>{JbW2E6A-Sqqu+EU3j$~`oGS?39ab*BK5Pcw9Pf>eyF<Z
z8WCas!`**e<N7(=K<}^EA0HwDe3ptOz`8^0>2;g9i}BF=YJWekrMJ4CtX*C@f9QC@
zy($Tvmn9#WR;34eliZ|gQhj}&;2*DU_OHdxVi(f^4)loTCb^|9*9Sf~+PQZCZ?Ztv
zusvYAz<Yz;|H@y;bZ6j&VxCzvAI%l4k{dPUbYiW6BVay^lN2%Sp^147y0x@f{udmf
zXP*B5sXNnMM{XR9KF~OT_T~LwY(&}a_NV2FQc308KPEs1aQcK{krdZW{6B|sp%`$t
z)VM@9_y9PtytV7`qWuV$PTy!WbZ=S?azn<qKnv@OCSxkts$^C_jk8pfTLwQYw8RPV
zpsu(+C<bK%?F9?BR*5@s9a_7$3a>~P509+^kM_MP5b$5xAu_J0>3Qp&!nMA<5}Y|P
zs*vV_;$qo5m@Ar~FtP{_`iMEWe8ru@9Y+@M-bk<{?<M)-z{DwHjic#*X@|(7!>W(5
zswj%pxtUgabQ6)|*+lF)2`sY)cS*Whn@YOU^PpS4Z4dS+85Ct9=a}Ek29T?!n5LYS
z=l~bpF(F*BzZ$aie{ng?Eivz+W(S(W2aG37{#Stb-YAY$79Fdh3i7y%JQ!GnVjnj6
z@3OPWp`D7bUz)RkuC}nV^I8go{ug`5-cfkd$#5MLJ&xSC2koSx*<_$MlYML-+=v~w
z<Uy0dz<6&$w$UwN_ftqS;QvkN3;3Zw)Fbqcx^yGe6Jk&Q7*)8VjBnAj+e_)^;$nT&
zd(zJ^WcZhx1K)hw-in_DU*!E`w(J4f-K9)|#}s<Bdjt>53IB3);6MI(oAH||^<F?w
zEW$99^TUr-g~?TJpLQK{A<^yP4ptYIJ&Ny<^G!SK@gQbWnicMT%3)IGY}+nNT_@}z
zde5}GUL<fzV|=;nS&*tjea_H%gjI#1-+qFJZK`fCtwvEy_#XO%u0yseG26)C?pBu0
zBWtA~5C6g)BKM-*UidPpDttd$6hLBjMG;*QrvM^-*AYPlK?||RxM))f{t3>ZZ;5^n
zKl>w%d7;RM=+h&Q)F1ZrbGi*xTix@IKe5#wYz?P`spH8C4tOI0b2B(3yolOZ`9<=H
zOoo;M$9<mML-t+{NwqcokmRLuvP>bRC_rEo5P3<vj(Lm*$;}>eEv+mBPuv{#rr>wb
zk2hyIXrrWc%gG^O`o#*?+er7ajlv<ZzeKDhlz!g4LuPS;b#NjNjdqGjLx6{y=BzpI
z<c2gZ-`3*F*&T~F-(7mA*>A!Q+SzG4)935VX0=`6l}g<~oU|6QKX2S2vS8WbSynUH
zTv6yPse(sN&N?31lPtzaQe2|N)qixR#Eb9pj&v773r{9jE&)rW?;xg#0`EIMafisF
z$Ewe<Dx*r}r6dCOFBn$Wkb)wm`p6CkB(@iKS3=mJ^Fs9yS<s>CsJ;nWM^K4Bz(Z)!
zgO$f%gDm`T`eS2+rYxo9baCu2ZvOQruDgV*w1RyONrlDl28OB((dLhCi8$UtoU8=S
zJ3YTSKW6S_8%6u8+l;LvY;yR6%n)@WT$lHV+QL2?nO=8!VS2<0Z%~b4kz!I3hDAQC
zMZoAshO72i6gvr@=50vagVpC?lO1-I9i~dfGOXMTTa75^T0H23wv+?)=s4m~AC&3n
z11>GqN^GFEaFs~s{fW6EG{EjX?oH24?`PLhLW2LzJr?;Vu?sz4JwrSm1`o1Gb<%~;
z2)Qez9AoLK@0d4*FMK60@+x@PC0cFl7l~Oq5pXFs5$BI^fm$ka8+Q5(p>^{483u-e
zbn4+aLvofqIqxE5esVK}UOR8+&IujOp01p?NtOefYJ*-k)<Gk%z6uNrqw==*Z0`od
zvvztfw#MF|KgdJu=DXGOy!mzJhBtS`b327gLSRAD3ReEO^D*Y1e{$Om+&D&=sbyrM
zkNXYI!s`ed|31Kn^rFWsmzg;(-HGx6E(PZ66{o+zbYF)B@ZTqkQj1<4Znn@P+<Y0D
z>Db}%LeS4IasgawGfjTsgDkF1=MPdc$UClGo8FUrKfI1`Me_rkA@_zMJScaxf%q=4
z&%KaB;Ix4ldw1j8-aY^JlQ>)@_Qg8LxA7Yw_c~~NTS+!^CxdMo2HP;eTl!%-4~5;*
zHYybQp=rm5&={21;nrv9RD$TwVy;PxtHo^C;+xl!L=JK@mu`B&-(G4R9R}Hdh{uxd
z_p+VBP49Dz_$Wjb2F)C+!PNA!)7YY!=c=z{r=jPLHUiN_>0eC@k1oP}es?2emNx8V
zrFI=ve{zaJ%NpT1#;s#0V(2$BLo*sC+1(^<h@_t`JNpvc;~>n?Wyh||#{MF$uM$Ig
zEb6yO9wPT>^*P#PibZXTg}#C-mvIN<t+~w?p5B%MPKPc-ah~2r^gJCF0Q7}TK+0Q;
z@M&QmO|%S=#oeezh$3VD#$0EW>#W1_Ha1LVomB?k9qNjE(*^F8Ve;gUKi^6T_UVtu
zz(1?)1>k`*c9k=>zn3?CW}@+#afo{kS@s^%`=E_bm>d5Cye4P0L(XI0=8I>YeFTxS
zL^z#SW%L`~ICQ*mk<ZuRD)FZ_XWEx>8zJ{-^*LHY>CD;;hby>p8JDwu+h|q2n8|Ax
zYyr1=_+pm2_hQC3z7bcMy~6;W4nEL)%n-Ua+^c&IdNa8ZvdFr<sfXw-qY-@1S<i6)
z$H^^2bU_bN3NQ_%?)`eb82c&B<@z@CS`+I_r)POVGtL1gjg}3K9wT=W$)WQg-ArwS
zE@I9%@letYUAEUH&CJ_-8%rPfOnl>JAmxWXuxIjY(IISh)Ga;i&dkV9`!V94w0bAt
zlV1$A;gg<0-`r`Sd+u=to#!4+@nR)rjjd{SVIk9}wZ<2=u~(sk!}jdF6i@QF$4i+G
zk{f}|8-J;X=ny{nUgy^wFsFJci^-Fm0}uEBaF-gNG2%1sGO~h}+-I})SD_imMa1{#
zL;S_i={uCV{0?R0C`iYz`(E$YZgL}hk!pTZGbH}==={3G$4|vz%f4;ec9ocM<$T>@
z@}rJ`V=wwl%*DrTfaGnaec8ML@}#BS%$@ACXxM4R03UfqxlBFGJ-e!jn-p3V1xq`Q
z`fTr^3%j7mN?q6`jW;W7-VUl5yv@3>v^@{L4>>7CM5TD+j%D0m&~}71$l{(W?Z6Y-
zqiG8l8lW{6(X70X&V`MAiIl#B-%AU_`GorX%*MDs?~FUdOHMk}ADUngvzDNrfi@x(
zaq=5@P0m~Ng5&LU<)0~Kpe6bYIZi&So`1&15v#8f!?#DYPqQ{cZoUAc>Urm_)X5OL
z+7N5Wk#rANF5`CBz`$|BV&$HC1doaw<Lnw+^H+}}4*Xbm6}VW9pz?7-2J+xu9t)X&
zFR!4M%EBPq^FE<o6E$8AT9q{qJ3?TQk&~JG?buqt(%Luj5L<kQH;MoY$J~R)9)riS
z6=TD$wQb}g_hRF9#jwy%LcBCSv%u{9ZOjq7i-<S5*)elvI__iE0(Nx1dB4Rxu@lXR
zVlkI`#A4tia@H63R&z#tk~q0-FBdLzdt!6Y8+oI9;iD>?dETD~JxE%(<;|SBSa;=i
zt<QtPJ#Ei3_MhO^c=6O`CI1@u+}1x=C^=yd(R=$XJF7*H@vGb#`DtAw?RCR#GQ8#J
zws*zF7oVu#C3^+x{wC+pw`6}izjDQ5S892P#Y+9i+5u=~&pe{uc)3mQ11?>Bl5^;r
zvfsqdUh68VwXU())5)3C>uoNRnDX^%3$=zMPrhRvIo#|!nX}wnZAl>ve5eVV6lM+G
z+{>OcUF$;A3493OI|b0Q@KgL#dtF0eWXvPVA_n6uk9MN>jbguo-?rB^VEp*x=CHTU
zmflOB0?1-OKRuCR5fpIF7>Hg#gIUeNtzdp6CUK5A*%<$CfWtO@q9%p;9{HSwafPB2
z_mI7}62bRk$SMADuEm66y#Qq`ph%`U%jY`DAzkc4^Zs&j2sex+T;s$NvK4nRC;JV(
z%|uM|*DKV;;)%1^v_b_(#sgWBUyhx=5vY~CkQvyGbpl%yTaL9FYk#yuI(>+E+*>o!
zhbDA*F|8HkC0tTy*dv}`X*%&21IJj7QU()#F>q31cqqJJ$H0{iZvkd(X7<G@eA?cR
z2SNlZ1)*hcy*xhQgTA^7-xiCRiFe2>zQC%iE#m+52S;UbzZI+ZSNE<whC&@K?l@Ko
z9$YWpA+y-eI@p0uQ`V*G>ZAt6$TH_~WqQhhuan@f;A#n9+8cHVEbahphxN3lz1)c(
zHSRxWq=kD)gJKfx=Yza_YO6!B8{fr$g4<!N8M8uv4SebirApN%>>+x4$U*jY=1+-z
zWIAGDI!yW!i?u|oh55ZN5}$kVLRX~5O>%Ek4sPp(dK@?!SDZ{s&yQ$O6*zZxds>W6
zB(8VCMXdfOPUHNqWp#LV*=MEw8Z0AD)1}%H>=3xu6xmDNUKMdUxgdiq2i#pUJuyX{
zDwxkXGdo@Z*4sCuFwBe_2IRC5pG6^J4s?-Vfjih6u?=iDej{_RJH&FCcyx8g3ykLJ
z?guTi15j<{q=%M&mAUAPjF;}5MGpaTqNSuEkGO6#l+(!4uGkHUGf#x<a*yvAyRQ-J
zBK|p!h>#!5-(2pJ9kaHV??LwX5VVdS#{uNWUd9Ot7b_W8X@_s<Sgd@aTZwr!721cu
zYM|~(IRE^U*<ED*)L|liiFrsZ?x#%(p=yQD^SH625OcVU;zumXs+t;qp!q>Ny<Yrq
zxcnks?thFCl7b1BcKWX%2Xhy5dedoaXcKwU&kA)v9lsx23mJ=bKf(Hc06W5Rh8Hpe
zd!qO;g*`5QM3@puUWNME0v`7EdObDo0oMq9v6kQ=Gn8Sa_{G3l;3;W>wSfW5t|e>-
zjs}$Y3Hy71G0=3Odgz7p@^FRI)8jQRy7ywz9(gY;Xw(8a7Kt@j$K?g-dUFG=f#%#d
zDg(En4!*P4cMiA_S$zCif2>-0-6MxX#d9<_qE5vZAMvp(pr@m^7B$q)6SK)17nZoa
z*#geMrjHO(#|fGg`>WvpvB*_4s{9<aW|8-LhivEdcYr?mejF`(k#q37wZ5$)$M=*e
z-+(zI;LGQUo-d_-K2r+k60RZR6VScYV+bv7ht+gUv(g67qHVsiZSNs?5xQM}lI5{K
z^KewS_E=i2@A6jHus_}6M{xvC^U|!te3(=>2S>>06LCn9JBvE>CV<alYmE<;7xEB$
zIJ&$HK1go}Y#2$e6s60X&5W2|cQ(eMM$0P!X@trHVP-Y{g{V5hLhCo?05$u)-sNMn
z540-jlm}zUK8U2Ul<%~kN*jkIo!&uSizh*iyuAA>dK7Vb{29rG4!wEmqs&_4`|rie
zU~X6k+pFnJQU5nG4hBc?=mi)B;_9H+gZ;wgNq?!TDwOyPD-tc$u-AyYC7nL9j0;u`
zHvbZ?TSm5akCX?Y8>C(Gm!~3!xLMS}tJsH_lR<`BpZa?ed%*m|QS4({oFrVv^D5u{
zL@VJVt6|7=B4l6KiFlP61A6t;iZQkL0&UU<Q|d#wMk|+T$JuY8Et+9RW8Bz2R_!Vn
z?kD@meB-79qx4eG-X}4hbWgnLIkUu!W|+mS#M;&&sRE|J30c`C?CxTjSy^*xBPJG0
zE-7uqpl*z?-bfw6B)^EiNIi}&G)`M2ou+~gHX2^o--E37Qi(l4;FdwD{bCxnyHI8$
ztQJ-kTi~ep@JnGOc4WOk2e4u@<$t57Qe*SK)0Bh2P4JF$g4@MTN30Wwd!^qv!n7u_
zlKKvL2QRrZu-XW)wlB~j?C=S923O>!zP~n0W}_8xe%Eo{o9*YO!$?QPD+wN$H73ri
zwnNr|g<XUlJ}HbXl$J<Gv{jPlGrlp0SY=e9FbC;D;X@JZI#!RE?ybOf(8iSS9$l~q
zP|T$cCgV8BgY@qiTy0=o<r|fOJ52j70}o>vhg-ywSBg;<&tcBWN7H*0;|4{e^(9_|
zDb*BwQEGjO7$v++Jo@B3<aOfnqx-eMDq2;3a@ul$d-Yn;N$hNdP60kvTb{ryDgSKQ
zc8a-K9=BzRhcc_WuouD3TjbArB8HT+_fOm0nC1yDEg6!F{lwf_z6q6%=xJov?cSXd
zGOJxBiCLDHHXN-m3%<-x4U4wY!5zuZBo&qs2d55s;2Oc-&<yY@F#6;+%iQCE3L)@I
zq~lllq5=RL&51i*TSxMbKat}_WREAQb<z&OgsuboyP#pmEdi5u{BB9B=t^}C=C?~)
z3yV88Xps;PTKt5pmXXH`^&uGjL%S&F;;zNIpnr}?sd@ypQT;psPyn0d;;6x0CdSAs
zZ$LaLMBNj)p^XDvNq7_R*kr&HJMmIoX;H|<6{KU-3Oi(TCG2@&Z%8frr>2hKrf(0!
zBk^&|VqP<fqZX^!>^MnPP3qZw8(B8yjc<|#-wBigrsIs+KyCzdGyS3FpjV;NC%IWB
zAKSao2$Xb0T*En()U_WN+L=o^aN%4TCFN7>9Adu3n<E}uJcu_EuUnV0x3@qmRE!L)
z^2F?zx}LqTy?|pYvleJLGOrSj2fba!<9-EKTpW6lE^2db>pG+w4P%!~N3qF0J`WQY
z<ZgDt^Ap@5xZeRTF_cc&PWbPlv&o?knXsRe;Y;YnLFmKm3JXEc`EbQzZy#sWy-4Z+
zyb;j6^#`0M`OzuvWq79C>uAb8ugw=Bi5f>!wiit);GVrQ*%Y}(2lQg*fY-5<?Zr}4
z+~cehmS3_hH=@uGBQBT~gTbGb*MQ+hn0{MA4sxZ`n~(><;B%e^(0*CSqX|}Bs<HKo
zg)Dv&u{s6}LtIZ-#Z(J%w{$UG^Oti`hox~lpm{Y6iIO%UeSJAgUAz^ITYr0@I~kqG
zWX2#KK0*DOOkBb4j#3@~SJAj?I?-^zaX*dh#2x#Ijevf?KeV&R!EF#SSH?w8ilhz%
zTNdS5>wlf=)e|x4WUr58>te9^Ma?5GDqOA?YRphGk_xi8()YR-joCe8E|gtNLF}&<
zxMX4Or1&oLAlSgB&}VVWuM$h4&LgWBbfL$=SQc_U_9s*?+SmuIh1XElvX9`Iz;_GR
z2<Tt?!^u;K(E;)G?`~u#Op)Nt#THu<UkEZvKN7Dcc=6o1N>Nc@60;M$TZtu%ClW1n
z&@9SWN_PXZ!ZlXUjvvQj7Cl&f3f72-yZT<Bi#oAQ!i|ZkR+`j-dZcfgmYyp-@M08W
zJyeGpGZ=$IoxIGhgX$siQh&~vd2q1sFf{bf5U`{J86#@Z*t^{Edo$2X?V#)OpXTmO
zJffzsQ&Cbh{T10&=Zl<@I9Im=^zSAsLJ75kU2?2m$9+ruBAwl!Cjq=T0oxc>pyQp)
z@Igk>Z8es(_`x5lRb;+q!%p!x?}$0+o}+)5Gc3KHLuU!wyP_mcUIx$1UQiEH5>Jj1
zw?9M3g4yS1_$_9hlyMW`^E3SY&=K}JB;coBkEq4?8=S-CT4;$E+W*iFiF==6uj+P$
zUf80cK3Ch|s#sp7zqoon|Mmmg>rDY4h}=H|zTb}xvVI1AU*wj|pbrLes8*3fs1fx<
z)OSSMQu$EDeL;-D`+;BYDK^K?TD)ncEbp3D!H81J&vS*bs&^ZRJ>Gy+4^zKrlv;K+
zCy)c)k_it@#|pk9Wwu&F#o`S-g07P2pV6LKXJ*M6Gmz<>WYVAFB)-1{C&Ak@d%zqn
zw?;&X2Tc<$b$ERXnI&Wi%S;JZ3&}vPvp3-;DJLD&5_I{=J7RvXMEO$&mu*$vFJn_2
z-n0o=6_=+NN}+mlsj470mx(RZuo5pB=I=4Hs<P4IX}au6)~Mr+&;hR%s_aY{&|Gga
z2hIEdp_ugs9zvJiB(^`mNn(}*j1~sO6&>PqWl*Q|a<W(9O1htqo^m52Ji+N6#&eL_
zk<kHUs0R>k4m9Sayakyb@ryDvssnyC+#f4D{RLCdOl?-W$b<<|W)A4zW4ywtV>1L6
zI-}abj2&T#*cip3uD2xJNUbrXqbSsVlbXehXACU)6urdUD-+E@^S?yc{Qia>f|rpU
zB*V;c4H2Kx*8V}|N~e&Su})2O?=T|shN~hPYForhT~7<lUHv$~jPB67tkh#>zE00D
zGvg$<vi{~BG1uzc(dH>&mNEwe_sX1k=$t@;z|N^<$Ko(eFgR7FSi}Jm8|hEbIe|2d
z+|!FA%wXq;H*&<x*5xT?rY^&(kvH#%xzuIbnVr1|TrPi4di<#s^r~|5;SHYt;=Etm
z+rd1%Q0N-r)uR9&<~<UuOP*v5TxrA(VBWE0B?NAbd-9H$E9(|?dnMm~<X~V|fY(VY
z(zBJ?1wVip7n7stNLeDXx-Mmj2XZs8b}P_QsvD_s{R|OPCUih8zJ!}p8Qk6rb%fjA
zu&>$+8z-^H%Ix4GYO=#R#mQbl64Y~Cbx+O;fz3r=Qe|*^L1tARBiB!<J;+Se(1j)w
z@CdpdbPOFUH-kL52_JMQ7T4Qkjv?4oCQb%#e^C|QI<ex?phPgxhLljXjU3$3Lh@6<
zQYpBRm2rh%lJI@V@M_Aqf+1z`6;`+c_~sn4Hm$JgSm8P5@%L5?RZ%nn8;O;b>))F#
zTt>L~y@m2=Cpfrua#q~IOP?FY#3Jc#SQ2nwg?A%E0_%-CL?#sm?d^obbGSb??*}LF
zvTP!E4pZKoE2pv}SiHEI>xmb1*FofvP<0SXxXSL}l_SN)I7ehZ!N6q)I(x-SdaDaJ
zL9|2S>Ma+0iaRG>X08g_04RV+|D)#S&xC|t&sAwec2}$F!35}AAY$)Vh`VW@1IU=%
z_Rmb!5SgE;nn7k}s^G@kn|H)q>T>LKI!yud(h?4Ov*;n0;s}eKSr<$j@T#ySClSEF
znVhYfNAAAyPcY-IH{vzocQY$omi*=&Fn1Qj%U(o0fzA2;k~U*5C8=|5mKkAY&tPB(
zq%Kcs1PAX9qSeteh`Egx`-weRxJ(<zG8UUrxz-pOZ(f{JtUXJ74Hkpp;yj0bcoi`C
zu@{12sMJ|)F9yS^_`rPR;7%k?wgOW?4E};})6->1!nYxVi_5rD{&Hk!uzBMSk=slB
zV#ixdG4uQd98b${yQ&r%&9c9U(DGpiOL>{*SAoM&$zg;Q<ai@8RLKdKEb$PT>*J=7
znT`WyC*QauWWgvlZ-<SzIz55YLBYbuNyZLg-5XtoJ+aoh>wW*)!l;6M80~*KvVk>4
z371;`zlF^0nkYvV8qtp&U1#Y<K-+<%Rk-9OX>y%Zkz##?cmC}Mv%fxGVWC1!yrxd8
zw3yk80}e1lDu{S<-|@HP%vEMvHcDFtG&i#{iOlWJgdsBO&aCv=*ySXl!Engi%bKAr
zXmk1lXwTFFad*Ybeq;yAZ2hy}c!<nS5>6p=by=6K#<eaRyQs=jz^p-`fWRq)(X}E+
zwLYg8F%c9t1f2>th7qr>Rhh$V{f*3!3?f}lPH@azFGAeG%x;{=@cu<Sq86OV-Z@^5
zhy#o#NRcd@Xv7%$g73o|eYjo+i4sOCh*|nEv-l1y1aTQO#xKBf6NC}od9fW;=;f$l
z3YiyGMDTd&Z>*?Z(>5+g6&9ORqTX;RK?rz?5U?f9_zpA|8J37h3M@FtTthJ@XJ*y{
z_bm8U*22ccHu?R)Lc`YZ7#`Nti6M8vN5lRhC**at$k#VMF4rebww}Sv_t6KK;gYY-
zF>?HxoVmITY5N!Nh?%R)7lCm%EoekO9Aq9|Xb9#x?LnOij)C@-Fq<*NG`+-ALFVC-
zC>CJpPVsqKJOrOerSxCK9qrFm8WUJA))6m+!cn%19~b4CKaBs;U!chEy(_kZ_(yb5
z;<uW!m;dvGvwrBmP6Ka21`~F0Yn(EEQ*+20?FpOMnW2z&MY%Vx35TJ~$Owc?WL>Zi
zcE|BeVem`z51WtC&0}l51)JqUBCOpYVj5fd<<u%#tgzEfSv#igbl&LBY1sqhI$8-E
zx#?7f<jA|u6KSzS;Jkw>)_~c5GY`3;+UMjRU{1@Pghp@m&_+I-fl51Py41HlqCj4C
zeYzAAaWr^k7kIt9&dY6mllTcfaR<otP8QSdN1g-bU0-UPb13w8<1L3^%?{?~Ne2e?
z;ys5w)a|nlE3)QZ9N5C$IqfjyUb*YA1-N(KVMRYSNt)?Q;CSL6<|#>Mr*RXo6yUY<
zwMSd63GwTD>+s!jy%mGLL43s8e1YkgBm3e4lZ;vqnd^nboju`G$jk%`R!ZKuBjnzS
z@J<*y!_7bCTwg(}zQ29v#Dd*)fVy=F?R(r@f7rT)wnELl*0lq>a}jNby?hRB2XyBu
z+8FvvLhfBgV<^Y+S+p>H7Om~Wu}J)ao|3ffU%I_)Juv;Oq3A>RVr4n?%RBtu$v^8N
z=7?90ODh45;+fUCC0<<bdx}>=C-9qf#9Ixg_NJ;Y!!|uheQ{g`Y%bb(2|GBk1-f;0
zoPoW1a(sl%JbT=_JpM&t^BhV0`uGrg_4N22=*|W5G4+?E+`B@)qSM?H<O6WF|APZ=
zZ|EsW+o1MX4^~eM%}9M(ybwxS&Dqt_-GV9+S#1dTqlX7pA~r#As4L~ravEFOD=(EG
z@kD(J`js1_!-r`1h?*De!?rSF4O)(Qo5N|wcV4mwz%}mQBk1JY&77ox__V0428Z~E
zc8b`lEy}@bL6RQxbq}kmHk0+~jexux+R~Kz<Rw_E{jUawVK18}r@|PRo8_MY=5`+8
zBJj}aJPHe=e>13DTP$M4(vPWQea>r2_u`A<f#U3*To>#EGwopiK5jO4lvTKImbhU}
z{BiK)0kQmJk_S{{@b-9i@7m)DawFjVP1IzwIWlh~k@THPZn0JL5B3Ur_Iw-E<)>Un
z#2tv*JSbI_urbxa7(X$glbKP->MwL%20Zs-=mbz)qV;A2?eJPXbd&!@9r0FO1x9od
zNf&9`zNNVIB6Y33>#;`u?I&~C(pKQ0tw1N&5;@fDwt`7&u4};+QG#yDtx4P4JHZty
z2|?$HupxPsO#0+j$GNqD2J_6E{^A(m+hxr~j;Py2OEVNp+AWQ_@2j*lN(>d1*mi|K
zhSfoAA?C%^(qLSzsv5Em>-W#{Z$FT|*zy=q(4CZ!trknz-IP+FTgLT9U4c(T+JUvk
zZS5X;^DLjjHbL<SDvq(+oBLxYt#klfV`DTyQ?7alE_%SHC2b8vPjA>MU~6`Limd&x
z&SH1tLkCwLspRZx@2xySWVyk51cwLE60eTmV&?6Yk^r1wX;ITWu(8*H*~9X1o8-+q
zU>5zh;#HMk#{bwyrF7K;q0NQx9~&VCH|V+DjIg*%=Wa#@G(Y;EgJwtnwrXiqOTy0m
z3ipvGCy1FP8dnixa?wN9$B~VIjgW+!0#do8B{HfzrJdqvtjy}>tjf>g)<N%JW_lF^
z>3>OQuc~X0Qm$X6msk?IzMdx-Triz*wf`P6PskB>oVvUzeF3@W3a60yCs$!8;f*}P
zW?x*Lh2}O_iAGYa`2ILEg}shOU3l_MJ<)JzI_Je2?ZuigoOd@kUUSPG#&SvG-M;7}
z;3_&yjLAnZYZAW~Tw`&Lpy^RG1Q$PHt7UAySBHTiPhP!#j<e(~rQIWN=J+XgAiSW*
z@`jRg*g?$fwh|%2j;Dvo?LPwNW!GPdCG&>lX_U|dM8HOW51NOJm$J2c?wlPWSNh!Z
z>Ql&kuMR8X-^e5E+N-<H<>@Kq_^~P{0%Q=<S5K=^i_1fja}%diLX?<V3hKf#6aiD}
z8Pt9ecG&0dpl|+#I>N2WoxP(@Q?Ojs6%Lln8vU@2UgEG-#4tKCd!-c&NPk{u$jkUU
zI15R*)_Vpre`D(bW*BrMUKw+}^Ji$$xGU2MFlLyUO=0My-@GGc(q~24{`6O9obSv-
zPLVeQy3V2>TU^{T=>wuN0PH1lj72|EoA$Px{PR!tu!&t`%j27zL*LwpvW1_QKn-BC
zX;)mR?TNmSK?UNdu78^$pqEL=(KC?w`O^c)&=DKSoG3M97UQYvDOjc*!35qLbOhU;
zs_t5m8Se3I7w^g?Vd@brEJMi$kjAz{`p%{;g+X1scFk97sLZ~3In2%LWm~BEJK0p(
z(d!=6`2pyXA?~1i+~{TErk!lYK~L|KnnT_Y`X=^9+}CxGp>U8UxtM@1#xtZIeb2wZ
zu7fDV9&)YlW&7ghus7tshn`_mWD$=<`bOb#KwJG7HU*1EADSWyVtvh~sE94=Pu?N3
zxQVr^)~Zlz`JjE`pc;l1_qm>C7-YA*;yxKM?t7AR=$moh7XHCib}DHU)?3r}2uhOg
z+KxAB_IN{~E8z;SR$%wuv>f8rCe1y}oaC5-<G_J#tE4#7Ll_kpXFp6QaT?%?MwB}m
z#w@J6CSadp*9GV}4Q=%m?9cCzkm+Q}Z^zaFq^*-7Os;YTTlQMV4(Nz2?za=Mq;muV
zY*7!Yb{;iz(7d(;1sR>cz$57GLgp4Q3`QSRaSp&rY3ub;fRM<1dAVwoFmj!E4ZRpw
zn8OZcuH}HSGeY*X1!w`gyMeclEyWdZxWJmA=?`Ln*VXcE;LPf6h_*0$kt6fUfP~IC
z#;l?+JDU_FvNLivBMTz$?iSeoSrT@vEMH)JnPB?teRjkY3*Tiv*Q9U;Ew0ZsU`iy)
z>*r0aaphG=8#&DUPq7az_40~2SLA+^?MrXQ6<OcS{rMph^Yhr^FPC?+d$F>6Zp>Ye
zp>=i|?N{w&J)qNuc#{Ru4CwCo>MAcc&?}ZUzhGCiLn(Ee4T&&*mc(qyn>#qm;mzz|
z^Izm5g&^&Q*vXp!C$p$AGOR%N+I{=bR$ah`27E%MJ5*!rAG6mNu(`%V7sf-yC2Fbl
z1{L924-f6L{%Ji%)S`#04&ypm+K!C+Eg}EMyRNRWE<lMfeAbfSmm90|k3W&GXT~IC
z^zuFUHRj$^aX)i<a49?qFVag<{{z$>o{9STOkAMuY4i`&Qm(Hi6taqy{FuA$@a?=2
z56IdogRxS!c8Vix^Aq;Eif}_FxT*b@c_?g7a_oTl5b&Z+E{1MD6-L_H_3zLY`MkKL
z+1?s#@0AZaZMK3f<Se%}7ZOddW`LNr;E0?3*y>}uE8$XYKg^K2&QbTGk0~ADnhzKu
zC*1rg&P!U(i~2%{rz+!7$4u68L%eldUSb_5x>D%jtG6MiMY%KYqOt2Y?_aoR?KF(9
z8Y&}-CFE|hqt7hWdf*Y@Rzza<!T%H78cK;imlA(Hw~j(r1}}`c#ZOjR9o6h)Dl`U6
zfh?Y6Kwp#cg-FR1k&<jCm!!UuT-t9!EZp|d_F-IID&lB#FOgReZ&;I{oPpMw1ni?(
zf$nZq=|Wq10UH*R6Efwd$Jlk(#~y5Ev=r*hv>sB|(UR>Qf0|JcuI<2RNk47Jf~5P!
ztpn6Xl?J3$jQds8(Ku0bS0~_r>2ywAzn4tM5~6a~?HwGOOt^-k(cg^>O*O<zU4Orv
z8Ha5B+tv-4xuY2SndwLebT4W72-N>Qf@Zx}PVgGoJV&g#2=`lglU){d!B8w|h3plx
z=D4}Boi1X#7xa{*?H*!Yf2k?fd<aUSBdxIObCvnWpUi#(b9sCry=FCsx-qG9A9XP|
zl88<2AN=LikR~PKXH)F2){tbNHDvB+XC=K>mV~W$aPzP=G<Ohk?hsqS?wY;**cK;O
zUrlY|AK=!yvev{r;uiaXnS1~6zBMgyahfvH3a4{gk1X5~Bsv-CB5$C#Tr`7LiNqTm
zhndmpcmmhJC=sFN?(`9Et0QF#HMgN2W<j3~_38OPCFZ<5=DJ#NV<o66|D_#Ex>2i8
z_la6!7ft>MX_=A5VuetnkFYCkp%7Yb_z0o#fOr7iKq9|`<uEfk@J`@rSkjwOqaWiA
z&t4p*P8uz%P9-xbWqG4kBw$;9f-3hq4&~fPMe7}c{*OD_qKaXCR~il#FO0V2AAdrd
zEzofMA|ca$E(UgEAL|}$R-cv9)kZPBB<y~3*a2#5VBYi9va}%U8>#8`IgZ68Gwm5F
zB6=Iejsw%U^5=Z2%N4^p;GXk70c@32Rk_fFwXbj!I5S+5ID+$r{(`7k`-MZXX+jEB
zzO0mI<PCZqgC3t(`uaxXfV*Q8uc6a3znU3uiV!a?j$$y^omD%S|KmXy^O7mzh;a!z
z-X-W{nxU^-r^gFjA6S9z_GKQR*6>y#;@lH9q88u5O-4>u?Q141Nx5(9j&QrmIQuXs
z=WZrx_7mhr(5kS{Re4i|3yWg&k3Xry7HSBPh}kF>H$R4+<mScDVDJ(#Z6H~Zb~hS5
zL5<xr+PtR2=ViTznj1n3u+t&gX@;ytZxz~UUITFwvF4`#Dc<f_#eS_wwoa&OLcz=u
z_iCJz#LUoH6rr<kRb_crV-Gkpg2o+7bb}c)Gs>@T)y%*B1di8%Va_+<8litVa>Tt*
z<WGLRm?IQ7GjEK)o0+aHz`l;;5QAHT?i#xT)EZ8M5ivCh4yna=aFd~vRX?Ng94Sv2
zx+C1KG|-JaG>f~Nho0kBJbQ;-2Fc!0e1zv3FLc{sPR9K0;Wlo0G{FQkc=F*XgR}tM
zyTI1RUhjxD@EsCy&KL}-*>CSYv=bM0vtiC4X}Q*J1zXN@uLpP%`l~XrG-K>WCwFhR
z(iF5}LKiXK3;0{I=H6n^7Sp8U$&JJtBAmhMUKdI+IcxNm3latjhl$zJJlUAL&N|9z
zZgpjEm<sTyC2ZPYv?TJ|(ZSugT+@pGgw!=v@X-)Pug2(=Nzt8C7}ILbH7Xk7DfP63
zWA1CRUXG(=^raCb))f^|@;+{XSF0!&nV4ary7r7OvS$N}rQT-4IWvJ-kOZ7>&@VuD
z^`lSSyg|=hT!fb|@-=t)Z-B!LLxR@n?fy-0ZVafa7|?UL>s3)(^qXl(0#3N(B%d8)
z*ZVa?$70WYlw5m_yO&<XV`?ybZi|?CE=EXDkMzt*kKu>Hz2qdrVPT-7)b!g==<99M
z%EO5O;&pn=EOx^(?M4vTek`7LV<_SJ^Aoes)~#C&>#KlCj%8du!D6S;d%s#(8F00&
ze3^_1y#QQ!8aGz9LW$psD`YXK<wEtg4RSq13i!6QVux*0ureSKTN#(A^%iQTafA4X
zj#g>;J!o!l1lzEQn2a2Qn*TKHW6N+MII?AMMD0rp+&$}jKu4^^E=`%!>}HHz2S*+2
zJgFnh;3(kO!kc(O*!>jQq;j)^B$&xj%^*oI`Ve|?hd^q%!TKqW2m2JgwA2c<^LJ81
z2u;MTa7p|$tQBT)t-lZ_*(y#Ns|G(+Jtt$P^}skuJgvuqVst;l6VySJ)<dm*g#D;#
zH+6Ior$l1?f;Cr0mkl=N*$smWc!e?nn;@2;^*pq+7j_l}7`RB#K6(x~KLR-g?qJyx
z?P_DFi8w&ajhTEEGub6cyRbvAnf3z@K1rGpH<}^m(p0-%LTT<}WX4Rsh?#UVq4cA6
z^b<<^&4&~k>~wN2wk`lTMz*7)(hgs?_HQe)G0ShR02}cLI4H+}u56y2g}x9d1=zGo
zz>R7g2fABn>0{dq*29+R=;+4S)mNx`N9pHe%`_blFeTjAhd5xqCgTh7ov3Yw{H?gk
zd0*_ZrNjYVGnR^VqSm(WbmyOcQg7&**0>oqG3Oe^h+Fh{)mdIEq0Qq}Pf=e1=DNP(
z2F{yyirBi|UWV-=R@N6cfOS%23&{-=<rPIX#gwGo(P0X&L1NBr1`O`j_1_!GlS=!#
zIf8*clDIt0T^wk6Gmp5%mw=OnwuOaG*24z;3^|JZ`A$ItjnGc*&}-;3O~|>CaD**>
zVphw{+|Eb1>h$V-lssz8C#kRnn`x?x+Z%7>A$E^go>h)yszqU{lSW64-=AP;^k=RS
z?H%TloZg|)aC;*m=Njh-TYLxC;`H9D96QO|Rf;3PR##d~uv5TJ-v+E)v4h4mzBzFz
z;IPGIROfa?&TySQ@#bXAh`V9pdeP{9Xp7bFSN2FSsP_YNZL%p^F-6lRi#40PU&PAF
zLYrkBJ_n9Ae-<^t$Q89gw_{-@t|yftmw!0ejp+GCa4U7Ji$DzWso?npHym>M%RJ&1
z`+>RnePs$OUFQh|C)R*!8(L}fEq+5sM>5k;Pf5_v&WHiH_>o#2rcP=ts?G=<dDulk
z)@{LN8f%Tl`i(rqX5~7jh`GkPP-<BR(1D}Wt{0IO#aO>%sUw~zNXR*t%fQx@G}r1&
z;8x;(<D7uj404uw90As*(&t7f9o9nW?Z8pEP;GUgraQoug5wN35tA$;CT});ggA$v
zk1-k!HT#I<BsKSlB&@ym{=L^_UfR9>lOMQExG+wuu-QjEG_9gsQ4_0oNSx~xaW}Kh
zUNMZp#gEu(9h>PDiv`VZ<RSKcLG#v+C>*7w*p$wFeXe-1>q{{LR_pzSDsl)B*Y`c>
z0ssS=eHV3-nz=#%)HxA*I<BxF>OIul9Rd(h6S7(qwwYIvaA|s0>B8<sYX2XR*XBcX
zlIgSZ=8n(8KJ3h#jmUz?yZ4F@D7clyTI@ITP~Z?gnLWDAGbC8K5Dyxz#_d*$@jdp|
zo~Z&k>_Aqq-by`mZj|^MGz%HFN)xb7|IZ4vy_4GG<<1oE<pJv<HGhxa6g4;4^Hs2C
zmZ)R6joM0yyHjX^X&(0-V2ci~TGtJxjV{(ozhGD7tmJKijw-n71{hU6Az>3abF&@h
zh@Dn`Lml5@<t6cY+CVsDu0O*q%-q)^jIj`Lz5q5)-8+ZVr?%pP^^jG_<cHLC#H2cD
z$o=YJ^QEzmXvsfK$B?;)D^KJ4(r{$ddBwPoIz17~bBDHk&nnJrXZHbskJ_NF6GvQ1
zZ_~3@EHRsT=(zqy^pG1%$lgW{_QYfB2sWg~^4%c@w)hfnGIOyClERXhgT70plj#r`
zB;|LZV~Dw$pVhth><lzJQo_E$H}Q;ebkkw`#T+A)YLoY+u7Scl2fZF`1l*??Hgwc@
zsEQMBkb=R?j_T%^xg)a%MrI{#81XBT?%gWuQ=1E>L&hpXazpAy8&D@g+OHm#3PYa}
zl6%>Wc}aIejw95evKy8m>F?kQU1XAC^%%@IMOG6W`NyBgZp(%M1A$#)wmNdS>qL6o
z!Ofg|Lvxq@jw)O$(l+zdN?w@P!yN(kHTpI$?OVBZ(6Wk_)Lq=m_Cplwcxlc;Gt{IP
zl&bZwkr^n7B2coeloCtM-IUUPK}QQq$gO;sx~gRuCnB`zwICz0-w}H_Fd;<jbEC(I
znq7+PQyYJU8%zi>Yhk|0&5W6R6*Ji(bsaN()`rxwiZHDQ#!U8UJr?x3ThTf~9ZD0@
zsKEU)YUPTPTE@~8yGP{68VGQ`K@p^m8xEdpivt1fRcIM-^K+#KpsgtOljb@LhZ=zW
z4q&EN6vb}R7wwR^=@orXr?*R5Syyz`<o63g2cA;<Udv`dy`$F@cBK<@Za)}ti!bpe
zeYSP0gt-7Lj|0b2oipqRc%&GIxs#19Mh|InArx*UaMW4Io{h$`MKn9q8K(j4tMhTd
zT}K|h4xl+`X5XXmq3(NRVi$dnW(zjcQWuL7-^fGk9<e;D9mzx&qgy##DkgF`Ivu-B
z^#$~f%d`dt#1nEZd5*BfcW{#~`?@--$Gpwv<DPDu;104<=4j{SoEPxi1gspC;Aq={
zD?dFe#g%v?|NN7B$37a^mO{)qQ8VIZg`)>}Elym#l1d!lI{&|gnroVU(V3}Qrg<Re
z-sg8f&MGgufkCZ0diI>?`Lomsw$2wZ(vF=pu#b(9pQWKOc5ABkKJcW~zAg}{G5J(b
zdV(8POZ;UXaf>ejCnGHjBW=r<tQD6s9r@>fsGSfycG5TjM%w0Xi6OV(BsmW7T2U+w
z%a1}i3GD0+V6J_3g?*N-Bu7m=ljJxcX_ZYsnCUu1@|+0zv(SRpE+F)dg){~h(n$Nt
zMvt*W>BVovPFn5jjI<ncH<P=)!1M&SQ>AXVBIz5s*%xqde^~x1H5B7q^O`5lsQONz
z=in}8Vs=}Yp#VU{lp<qcn*-RqFA`V&XJSd~e_7bN7zviQai>obnoJ2<(kh2BcaK=E
zD+trm6g$sev_s;Srx9TbICJhv7YTJbgehS+EUk(i&y07r=;t4QLi-)i21;8AnI60h
z>_*yj4>k)L!fGPc-mD2*-bf8I!I?O!HCb<==9)fVn!cFA?IHGr<vW0F1#Zc6;$`?&
zq#f=PcQSvvGJlEri`+crmWA=74toKQ14aEa!=34>gG@jEK$c>|_$2h$Ctz(@(6yi0
z0?nJP#q)s)SSNqEBI)kP=K*Mlo(MS4sg9t<c3P&zgM$7$*z*kF+T_Vjka~bSnLLHT
z9+fiGno7&wBYpBiWX62OPQ@4Wl!m~2;JAtudv2dfg2@oNNLuF=dNMW;o(d$EJKVUf
z+&B$xjhH8N`T%y)4A?Y5#H1ZV>=~6l!);5A&dft`e+M|=83XZ17Q1+HWp6nQr+ZUS
z3R8RX`cfbT>mLJo@4#WM^<oP%GvolZAY$rg8d9@7;R#&WtV5{TaW4pY4>i|+>xTbk
zD94Qd-p_4?F8nu@1=ONacm4OAnlSyh#-6bk^a^-4XLCeTibqS+jjOoo#!F(m!;S0O
zjfXMwj2qvNofHJ!_)D|L*erK=1lW}t-SXd;KE*k1{=z8SAnQXFM^iz0dHIq@<~<vu
zU`09Ie4<-?-=pTe#9`(v0c)$5pu6dV6V$lkFA=w%;tlEvkG`FnT)J(z^f(4@*gfBM
z>HER0P=!y=4;a5B@%{^Uj-2V!RpHZp^G#k$d_OU_vgm7PUgS-k3Ik{EyUrX7xH9f=
z=CXF?e#|_f)CaJWW}q|oFO?o)&#3enZdYk^omy{*n^g<l4jiq-90ColCJ#e9zdyJ1
z#^sx@vS_$b*LRaxTo06Zsb!YI+^Ed?yQrnsy6p0OW_(B7-S||W1-1g#5x#T1Zjv~N
z9U|sBlwu*_i*`kym55uwxkJsScqeMwok0t1KHGy>2cbl_9}7!zO78&I8h33b>}TzE
zjNUpzc`tlY7+sZcNohv(Be~0Ebndt5D@B)Ljl1`S?&pri<HJ$rhXLM0SB%A*9cQBp
z2dOqJcF;HiBa(yk9A>VAJi!d6gm`m{^@^Ok=jXRmlY=Zfte^dFBW}?H)@OmOfTbU=
z&NpS(v}2E?*?tnW`UO2FYJZ<@B=6`7??{O<hsKUI*ws^z{PR!h9T(=HeniaAdgz$D
z<r;4!PpWO}ny4M4&uI1;?pP{zW*%{i{lNe6c2Sp#T{{;U)_V-|k3W$0^`54vCH5FT
z3{^$H2F+u}JtYa4j+ZV$_YM#q5H<P4SR7n^<s=8-9TVbv-thptiP1Ikl7=JoMiR$u
zkvh{o3T%*kK@Y*jeqyG3w5qTo_2bcLmV4~&EpZyDckEfgJ?n{?s&+$e@g-gpqpd59
zW(+)|&j+}ZI*Ur38;`}G1>Jom&H?94IKwNVKG#_%O-_1jt9zfILuRvqS;L{FL~N}1
zCN<A3;%b=Zg<A&n#QSACHF-r>+_!x--we1X1M36mCI;7Nz|r57InOC3>sL5M-O8=9
zz`MEC0}@xJ*h#E?{d6RAbK&VoKmVlOvEfF-__p`CY&YZ<U*b)AZR>)az5pyw14mJ+
zbL*v80Z+Yf_j5}hG4o5y3n^`F1y&gCsH4pGiqICBH!QgE#k?i)DyhcMO<~(!b#yzp
ziLiw1$xH`Xhu~sAG1p8N3&`HIQ^ZPaA?7WOx5eXy>Wl{G;>CqAOCzw1q2mT-hpAux
zuulI2)E2f>CuB=Ur++=Rhaoybjv|h^MI+SftOA_E<{CX+8oih_eN4?U9S4Auv4h<j
z_HFCN>cKbCN4SeEb#LY`2wE`>9_D<hZsY>O>MP$MzQ~Qbj_e>DO~AA^@_W!+bEm=F
zC2FsKKQ#=*Wa4b?M%XjfZibrMK5Km=#$$*ZK0_UL2%4Lq_QmEB+A*snM?)GDUVF%y
zL0+-S@D2SvaPH$pwH_~&4}jp*3?46^%=mc0Ib5T6_;FeLaXDt5k@W#?6CG@)NXS`F
zhTP(7z+RV1O|WyoKJEZ!+q~GYd8U4BxwXd@Cc})|Ve?#J^XL;)VvO9}zqp5-Y4cps
z@+R63+Z$xfHFkn!?DW9ceKMo5D-86GO*|&n#*V=}rybk5O|)q2#8az>+~RA%&Xn5R
zG<JH;*d5ReCmXiTmNAF>d03~P3d3O?D|YBaVd`jEq>Nu7=GwR-h<?*f5%+!eb{R`L
z>E6ml<J&vmHd@R^V+P&sSW{xEmr68o%siKj-p*|zt{WrdtRTOh+nP$L>-@}}+|1TI
z90+v}V`%sm_YIgU`~MJmM>!uRqY`euA~r<kpSYc3=JvRWSlkfHPw^3Ur<kuhcRdb}
zr!P{~2?T0HSdh36J0#9@Gld0wA%72>KO|*}Ht?k0N@2y8vpQaxUTGYMyR6+aBLxkG
zL`~^+4tYbx?`2QQBCE0hDa;6dAa%J+&iyuRrQ=F1Vauqta5H<~isc%#0$+RVu~B2M
z<3z8;rtp+uNADZVlNf3V|0*?$8E;4tG_AQ@fQG|pXQ|1QxZ;{yZc7+)_j=!KulH>`
zx{2D<-4v3cC<1!Nwx|f#Qx;pNUbK_M{x<bcrs$m2k#xFf^ktnW>;+Q!=bzL&js`)8
zGBM{AJA+%RdQruV<Vitvm1WOLGC*gk^ci4ZYqa>az|jOOmaE!Eb5;@e8cvJFt!~45
z3JuRj`yin(kn4kr_aQ^)2l3J^krgp_AL#q3sYe!0jrs7*NDjFL%K`2OHc^>IM$%0Z
z_oC4`VzvXswC{^{in#9p_sdurQ|!_3jVB^&kH%*?0Nn_-1i1}GW(8fn#GK16BX02}
z-lWO8s<%it3EY2Hod6D%9=D!@Hvs>~^m|2DtdwPfhAwZ8H~;D0w}-)}yIx(6*64DZ
zlouT8I#aNPn(6#t2FlZm+b@Y)%iBav&JPZ_dH-xZ7;<;sfj#4Kg5AV&vlNw$$a9b2
z1t;}5iOlqas_=uhl`>`N_9k$yJ1qALG~R=}#TmBeUT`ad^E=!jEY3*GRPN$%&*V4`
zkSEpFb&-xC@)<oj!yPL9ZaoVHXSz@9;O6#V;r3HWhhLIk7sbLw$v9*wjchAQ{`m*E
z-?7@kLu!ejDP=tbZyYJ?9s4^#Z6c%}iCD_)c1GAeV!2MtwA{t6qZjRvxcNnH0cXa4
zrjGv<E}+nQeN~#q79lUM2U10&EbS5%9A@_3=l#%9Ifz+_*riwLilnXBLd`6NI;d|E
zvleDa+G;`EcD?%s@{dom$KV!~vF@3@14@#t9!xhI^Rjvi((c-jGu*MVeY8tsg*&<(
z+}y2LrriHQa)XkKzp`KoJK?;!{zXO&nKEh@qRj{k)LLz!=G`ubJ9I=$7bCt$&F%!T
zu#JMCsmEdkyl?*c<nBV)2kjJ3`^V7kI_xt&`!^|YmLUl-fB~dUmy#uK^CS2LO<_iV
z#VW5i^ibaWiJAIQJj7n_8Cf(-ifiu~e2DoSSA(GJ_0(%U<`zFftFzEatzqQZ=%-o_
zsb|#s1a}m&)aqRM8cG{Bdf6Soyqhq#sN(wS$(XOsE>>~#Z$F7QT(NQHvn3(%>Y#r;
zGfW&2u#Uf8&|YG1B%Lg`9B6LA`~Wn$ab1}^Kc?nCV@^<;5YUa&mZmye#u9e-9Wx28
zn1;IO=2WdDPD9@NiMejvG2FO}95?QJZd_vfso$}+MAv%F;GW1z?uSlljc#1M)Otic
zmEt?WU5vxOn8(s)x$!Aro~@?Fgikk~_=`w7zoynFVsO1wxW45f7?{yWz?z2X#?Xxd
z*p1K*zQRPT>qpD46SWm^_%G2ao`QT+*5u0TmkUEh_%D|e)Fyaz<+Mjs$~9@5J>q7%
z@=&;P*?N)R3C{KCrsdHwmFilX*e4$5#cuGhV}FUR6Hao>%}+QTfKJ+t9$h}QdrZxG
zk)Hq#s?_R6rroi2-S;x>bKJa4y8uBe`7pHCS3p;sWSr9LB~gnYBwX*;lAzCoYqVQI
z?rl%ljx4nTn@7CSjG5c*EWUFgZ9jJU3Pqju6+>>ZTgY6`Qf$R~p^jCf@d{8ou$hUb
zPkj#ZnP^h*1n_Y=`{4^>zvGy;gXj1&(d1U3<&D(oGlWH=c?>t#o`1&fOc`}P!z1J-
z;4-gg0a|=b;#~8gtM8G<cUGY74r<;otI);75v?Q!6QUyHjDzc~P>8r{DvBM<P!3JR
zM)_}2vm80J<P)&bb_qI$9nk-AeK|B<Yn%J_hS;6nRHHiUDh{A0E266AJz6+57J1|8
zrMAeNYyNO(@eMr!7yF5MA7pR>uTIcaZ3%CI+~cx351)Vh$t-s;!}h5}tb^xJSIV)8
zniq*c&M5)siRT4TclT!Pr>026l>^U)p&>mZ(n%*AAWxs7tV-szxNbpB`d{P`Zd;m=
zd|h_Ljk$Jrn_>rz2E^BPI=J;hZYXS?xeg4$b^04avoT|2b{Tg+a)fj7#B1albMHFZ
z95goq!KS^0{7hI6usiRVuJJg4Zh}=+)_PG*`qpC(oEd=>tA5|mUj*k>>|!xSP~{f#
zzM<tZk}V9M-BGcFXQR#)yYE5sm_uE#TZQ&_QBxSA%L|-T?H^&!zGe24r|(f#C4a$?
zIPXPp1lW}Zq>&71sR%zCGRe)$^#z6L5K|?9Rp7j2deL<#n8OZcXb4HfMt+r=7mUDS
zFG<k;i_q+J2xM^*^0N_cfZaP#-3><eqnm)OA-Nk)utd%;7)*jQgOOrO`wMyqF7^{M
zQwuucYbJL(;mgaa_0zcd$Dhn`1GB+-MwMK;_$D<k4uK9}|2%iP1l>Doxu2Ti5K&$`
zr5=S5_G~(2KY98TW!0!4SQ4MGAxF4fWkMS15UZBbAqP~%g|eYmMcPqTv`YF$`wbxb
z&Z2o7<&k1X#}M?x5pK+@vj)g5)d;@V60#jTJ!L+hjD(!j!;QJceqgRYEVgvMXjdey
zgxvzpJD-3_N%5c)4NAglHQPLfRbu<jiW7@_xTUz>>ZBqR{|TAmks)@Ay0Z`Z0JYXI
z>XnJ3|Mk=!%1BQW;+CkpU*rMo^g+TF9PM5vWW+7L2ka{gBK@xyw8Ac6@u1V9O2JMl
zYdve*q3>7_TiCq~?Qj~#`-z!WUk$nIj_Xfobr{+UQ+<kI4BgD%^eo7JY=h|=LQdLk
z8N%KV%=YFu-1?%OBo4QUIEALN6`Cr8(T5v^rk_H_(9|LFh6QU5=J}t>Y{$qm%6tGj
zDKqS0(e|y(18(s>;8^Rj`3f*EBvn#k!N}35HU`pGJBCLIoiio**B{jK`WZ4U<Y$;f
z$iXtOThyKK{{*#x-4sNusrmkwQ+wC|_cR@GiMsDr_G6nM(GSvMM#0b#u^*W02Nkx@
zzG$b2yU*DZn&Eup_(8ku2Q4DY9e%J@W-~^f^Ml*5lQN?pG%sZyaf`13D^cmP`o+Lf
zh@uI+dY|OM;>Gr>{M%1rvw;|TWD~EW7PoIPD;_hZk`gfexBTVM`PKOsnuhi13e1qY
zdcMZ?<Mn`YB&S`)`&7ptB6IQ@2Y5{=*38oWQ=vJU!OzFcadVxvES$D(Jzja>y*KO$
z1##ZDd^hI5oHWbj70i7}yTf<a2^l>`W|k?o^Cq1}r>$Q)Jp!Jq2OZ#+qEhKPH~QPS
z19ogu4^UnZ3H!`-SU<xQ5O_xe5Nsk&w1%p&L*mL827ME<)XHHivdc-)5p#1Vg6v#v
z+fQvgZnJ#mMAeFN0QIu0xxS^?W%))PU}MXp*r6NDc_LY!uz5&>Cx*RXtQP1r8F+!n
zJ9>Vc!&L4=hwwdU?l`uGb&!Ot;~I8%2I>TNG9MP^$Y15nA$Ys*r+fMP2zxRjzOHd9
zj?^nFvPbINC`499#4waaaID_!H_2<}m007<NpvBw)sgc_b_a_PTB#k-xQikoo7|;2
z#IBDa?7`+mAOa!~pCXX2%9?3JumjmX+pI>^sL;CCcf6f984gkRSIH&a0Pb};|Hrj>
z#R%mSdQQ?_?D-0rQ`l%a0!1Ji2R_5PGskPUQt2%bNG#UDBz0jx*LGtIG;anwfETB$
z(|(D$ug}}5$!@^tctXwv<q>xK@zS#&`?-w|u`YtkUoY=uK6Gh5GV_RA902B>^bo}@
zSyNeQEjX?8y*HP@Jf3npm?11Rw9qYllbW~E4VV+K(Z3y<avwmgUpe&=b!TXycYkv~
zcrqZOPOb}%ylVrpMc&-_BNR=Vq7{GC+^qOxl9)G*gB5(*J*>-@mK5uQ%(4iX{Pp=E
zC<72Kt$bcW4mUBU4-v-U^6_k{h!3E9$3i<<g#Fw}*0HYQiy^r9j+oQuXUfm7kvWj!
zLe_MSn(M@iTVk@xm<onMhhCyrAhQ-5m?e~oXe+B0-=yX_ak!(M{)vX3w!a#hoH$bZ
z+|4$m?iml=^Wxjdll2f~LmLg+4bfTQ^c*nPe`AgL5A76jw}5frI}AEt1;f?vLlZd8
zu=i>)_-fG`PJ;#m({Kq{JO5Q|Uf=;2zY{TC{r=_D6nePwP`TD)>`C)+fZTZ8C`;7&
zgB(kIB8zZ>8x-X)^Y^%!i!z)kyJK}8a<>B8C^RSEq;2njfJX8itw9cV71E5mqV+W+
za#3rzQ@tAk+qsj5!%BWambA@c%-tiF%fws{=?V||q#Y8s2AP%E0nS@8R$TW>F_nzC
zi^Pg6`??C(zF}XNfgVnid}RD0GtaL>Ns)lFi~QZtR`|j}=9@rcX#P#0DQI?Uf`f-a
zwtA78I7j3YM(+%HG9s{&M7_-3lFXgDQ|JlZmiAAss>>d9UI9#CiXpm(bhy{eUD(y?
za8yTMZ#8rv=Y*?6<RG(mwN4>3Pfoz9!o*8klYcj}SGL&ltT@bKH!L?ob)gaHF%+X=
z^F9Mqbr?K3MuU-F&V~3T?Evx%B4-*rTr2wrdPYTd5wks`v8{)U^u?(wb?qU8<rp0|
zd39BLbw6gG(C{<lNmF2@3PERW8IjMZ_%U=}DLG*eg${W?w}Y7%vlhz=P5A&*HeNWP
z4JT{z4%(}(5gJ+OQn~vcF)#jrN-pv0<lcWbvzO={_47{on3;d4d^a<Vb&1-gOEJc7
z7`)FfP@UyA-k?X9)b<<QlDNC3V-B3{(Ipx?*Gl2Az`H4&NpQYn*DS{_Stm|i&#_Bn
z*P9%>s2#f-vrp*x8S<p+=-Ay;)5qjI?|6tgluF+8=<>qXIfu^duC>KE1l4#X$O{d@
z1+v@H5DY5-{c|Mgw?l_|B1wLan%A!771|Kley+<4DTeLP<l<Gs#WRFG^=jV_ZoDph
zynN(^5Gw-z;SD@R&NY99kGJhtyIgy<&&itY+-1|bV`|m4+T><l?U-9Nd+xS68*1ln
z$Lv$D_7mhu$I-dlmx_<b=U(lH&_ku<buQlh+@9F4p3X3{?1|7g7ZD$pPU>0ti5nT~
zIc;Z0LB!3G_IeMOz*9%Wn-{nanHwhtc0hAaen7iE5$BZa2)ont(z7M|#ce$7LVf3n
z&5#^bTJDfE_Zuu6&69OOsg>G+&5Qn|G8P*GbT%9SZJcE+k&K<K#QE2s*c<Mjl43*D
znxLO0-!XXOu->ic21`w^qOTdV4`eQv!TEkh#Zt#J^#XbK+dP9VbTJ=B<!T2T?MR2#
zXC?BlKe5dgY=eu4LUNRz13t0+WD1<?D+TyUpM0fVlecnv<jpiHxa{0MyXS`BJ$Knz
zt9ydoV9xv9LZ{c1MVl>B=UNqwR^<gf0v88}ncrpdnx^oYlzg>l207P2x=Ld3PO-Fm
zdZlQ)9VSkmMb$C-jE0|qPde`F!m1wA&#3q*bR{b#C+rbArjG3nW}Xd~2InbMZ3hFx
zfOmIp6`y6;Kn%B*6R%bNw=-iHOTbpI30f+<1Doq9@ik1$&qU?`eAZJQU^lp6^_|RA
z9H~!u$~khb{VRGdRnt?3HBUJyYp$m(W;(U6pE^~Ab<R^3C04s>;Td)WChT1BW1vrY
z$|LYe$9-L?RAc%nPk9I(RuTTi9-*@`KXc67SDMuLxTGWKnD^0~O<Y>`zD&%(I<*Bl
z!t5cr%lJ)fp1*|fm541Z5c}QK$y>sEm}ae?ojn8WcD4$_Kz$b7;KHbPcaP+VywN{k
zcgURUEJfigWh)`e0`F#IC&BqXQx!h5e&pD|@|m{hc5rOc=}kTp3fu`h*U=d0Gv$Ue
z@JZEuT>zA0dfpT53^U%X{mVOIp7}cG(3zbOvMO=Ya<qVZ%0(+K1mxcR8G&xz?Km9=
z$#24qK8}$^k5``MP3jCwCwwlTiLU_v$Nc~ci~XXVBJP!h4~SR=jos&TsY!Zxj9Ft@
zCp|kYnEB_Q)Ejm%X=u?PW=;EyM%;~)o}KQ?IcR=s2^@3DAD|Lr?xv~h9S1u?ZXC8d
zDDnCf{{{4@t8dbCv}Hdt_nTD3H%aMjybWwPM-e|C2>40jsFvTb+DOBCF+$ealnk)N
zPt0nWncK~XC3yNCgJ3{|X7mm)9{^6Dp@L#6eTFnlJ0fm=hI_!d_5-J~-q2qWHP>3h
zS*Sk|Uc~hnB8(!u-jyPOL8+IUe2gu1TE;Q;jE0;cH`vCVsk5Gp(8X7oZKc=5JH_n8
z4rZ=%F@<vpWq3;64xE6`_Ph%=dHD@nfp9e%F>CF|+~P-QwG7R6FS>Fsl0nUR44eQq
z*xjFDMPTShOFcG$Ge1K-2Kxv4E23t*7sGKce&Akg*S!?fn>N*`N~dKQQ_pC~8S<nf
z=w8B0xku>YtIV#_>y~@*Ywl%+ndx3U_TuIav?9o}?ovL%7Qx<z!*Uvy7!kA1hvf#`
z6ZwP#&`wu@UQlD`sTcWvY=cWNGO`GsA?*FYT<78n=i-}h7rXX$nIq;q7u9kunDfXF
zoW<;PLA_~VimKk@boX;a&CK_nKsI>8FXKKHWWYT086HD-wO*UAh@06S2Od1v`>A~h
z$H3ikcU-Z+C~PVATPXIcXM%kmx!XlP1<h@Zle$Q+=S<Upx>o}2t!CH{ZXEP9ztUr4
zd5a$Jx}cd~V6l+v%{tVNMwxsEHhbdAiK2JhJg7qi`hYn}1m}9)*BF`xy=CGG*Mmlr
z%P$=8hGO4}o-{>Q^%q*aG-4MWV!2GrcQ3^vt{3hQxz)YWyZmzoUC5#;N}Wz7Leq_B
z7;WFX=Ix7*((R!xa_q@Hx-W8bJtSoI60uET-wHLIc)JT*D~bJZ&sK^dc6)hIuXTJs
zw{dVn;Mr0U81e=e*_+v%)N8I8!LgGU?G&++w|<Gr*iiUK{ZPuI-D71zOn0ug0N>M~
zpoA&b&QTeLgWgc<ThR?J3Vl_N?3kUU*~ge;rQ3=38_dkD7e(Ng+;90IM#j~YUKTa~
z_yala*m@zLN!&lI2^?tlrj8@fpcq7KZCDa@f2e9dw$66;Baa$#N^*!TSl)0yuW{Pd
zxkxhy+>K4=fVtifw<f-6CyC=0Vty}p@mln%dIeZk$=UW?ip6I@l$*REq$3kHRgF04
ztwhMZ@CM5RuX2|e)3bE@6f<bbAKq^;v$t{-%V+396sB)<Waal%@0&y~9?cGFgJbA1
zxfj9VZj|Y^aR0}3iw^t?)ffGmytTWJJNZTA_RmI;5%*+9^#r<c%GE6)dQDe0$((Ed
z3Qwt9xz$_2*$%T9#?)R`ZvtKsy{9Uss5-_y%^?y-?FgF+VjT1tJwF3)uyOKL$<t%{
z8HG88u0^Tqt#>2~z5AS;L}w|Cg(I!W1zDPHbVYYdWBw%kS8WOXaQhYtk=UUhcPx*v
zI8#8>QR*>yQ&+m}Is3tlgB?qmS<tg*1TGE`b3e<%j=yNXCu&}-;sYA-{BnTGx>4(A
zy7F&7i8qwj17@Sb!-n`hW?mp0z<?02r8^nF8#+Qt%0749sxfuvRF_)DWjl5Yi-}(L
zZj!kB^_^i(rVidXQaw!_LpS(_;}m+aYU_o)g07^w&w|9l=H=M}TzaDQa(_<#?O$Rg
zt~cnUCnb#ghldlI!(7SvPUiT@Ou#PvNB)|id69>du=yzy=R4pd?5fGOXZa35Ym4*T
zPrGN96eO>Ky-V80L47(ii#&VsJ#enoE(WSz&_gvjA!@F7^t$niiP*#?4CfW|Nsg}=
zgXDX*omd#_e(5)Zoh9uv%*H|VlyS3`jF@Ls`xLs=m2wmIl(>6sTyxCKNHrEKG^;nR
z(RMwy))tA~Wnw9y1vK$eBl6dnnGPMkLIQSD|8{5z_lq)c_U9w&`b<jKq0d0G9lEa#
zo@G$8UIPb+let4rPCK1~;AqFhGiDB)Yp09;Pti);+$3tYCzlLQuCL`Iix|Xj^5hN0
z7Gw6gG}#GsV<S3r@zU^r0KJ&u{ewM1XFBu~%*m%?#hO}2%IKPL1gQIALX|yN<F7+Y
z0aJqsnRX+55u54PHTd=Lprvsu)bU1Y2_4y)xcN}`>yCXtwMHZIvVV?2&3iZQCpLKa
zJHrak`W9!N=u_ZadyS6$4gE!MwwHua-j{zb(yDoM_R33LA-UY--|I}2h-3D-SMLdQ
zgGq*%@1S`Gy7(q@G^LI=GVm;McQf#F=p3UGBaDe9pJ^$b?Ic1k`x_?^c*CJ30j~tY
zwPXqBk-J9;r=XeMMuJKcaZa%gsC#`boi%+2z|*&=s=TldLvqpMT^BUhb`-wm#X8iF
z#?xR2Hv96oDldQ2y%D(A%h2iG<`z{l+Z|W5p_4VA{{9!J;Y%ds=P>f`#wH7*%UR@H
zP#<u&_vwG4>(l7zo0L^y-3N}$>-q03GM|V<Y-vr1dWAgiNZ6q+isjcO+7mK=0Zt=p
zmRs-Lg({iD4rYk86R{Qko7Bv31nws$VoMp<uTit(5oj=%_Sud&!tMnm9dmL5-B@p`
zjzrH=l*YqGZIL<Cm=rq)-_Rp)ae!Fzf|6oXg)%!HEuUI`8|2@9636Sr&Y^BRbl$J}
zHD;FKOCgDakR;~$?;$p8UDy#~vLB+F`(|iIZ_-Wn!jTj32HP*54FU8qj`f6ZL5`vO
z%7#QgsVmOk_C-c7(1zqit7z~n=ds>f)nU=>DYXIFeg=IB*zlkm2dH;I^O&LUjDSsC
zlyrCgd%vh@00_7f^D_xQ;O<-r>)DYL=*AYlCa2@wnxb^Q`W!gdhG4Vs8~TgjOh>6b
z?jn!%1K1djG3h<U40c4R9bH@jr}GlCcAmrCuqXF&gPssH$$v@Uy(;?=@MKlMOXfSK
zc_Y_=eDZa320qypU3E8jH>PJj6OJ*5(xkNVBpfAIdz74+bHHPA;-N*ED%OUvG$r)j
z?j|6!+rbP9qNyR{tJJ*s1lutP+J6z69iAYze>MLNuxHaG2hfeh)uy=(&|8kk`IV4K
zaIP&W!V}x7;MCya0I}pnB{;;?c)J_7{=`vutcYf`FC*h#j0CJ*<Uq5ZIJ3~qhy>gW
zG3PU}E5g=yf>T6d$}6#gA@Ruq@EQ1IN_5?iVb}EKUb!1<LuE`F`I4W{h;{QNbIi=X
z9fN0L%|k01P_|gVmYi)Ky*2>}*jntshULA490dcrzKGFo0X)HMELuU4U8G?^w|V7p
z-eR-qi*?A`jI!+xaBjqkXG|X^&oPBhYB{#qrt>f;faQ*b<qo<-iI?^oEig|a8+`%V
z!}>V_)}+%T=t?=ZK=T_FA>I149A-pa+YJ}mmSaXc_-+Mv#|rbb93$u+uRPBiOUsd2
zr&VJMHgk0>bd9(NIYuf;e6|cTHph0_g%Nkhjyx6M#YMPIs|92?iEPXz=uaO=z?!;*
zN6>X+&JJj9>pon;cv=iMVy-Pl=#3jp=mz&OjwxV~YXy3U+@oF9WOiJHQ^zmTyJ@+d
zadbPn6)`J}iUcEKHob@$s~LJrM;|_`o@%Ve+?67mUdVg^+Muur_^BU5>T!HA2Rz~X
zWTnkU%@Hf9Ze&jJ@~2S_IbJTKd`6C=gN(poPZ*aXW>G}UK86))HH&SpVSi?L30XJZ
zt#@HF{U2mVpN7Mam@BgZI;}X!%WKoELib0TGV@OFpNUx?-~=q!{pq6VS2ds6KhoOk
zw0!qx$L=prJC3hwbuOsVk3YHN9`{#ku^Mw%dfdC9dICCWGP*zY*5ncOI8>ek=DR<w
zYHgk*?tXo<%$y{Du&|rfJdCIwev;9`se9=nY;rSyJ5y}D@Q^alb3n}Ai6w41%^far
ze?F!%bBy2QX1c&Sb`C@8iL6l<dff@)CS6)bAUsF2Cz3ET)Ld_<3U4S|k3kl8?@>4>
zY_?m}4Yyciylf1t)8ak9h{a^H<>(~l>Yl1C$KZ|I;yuTBfI4Y6I!5`_?jiO-+;SP5
z?;w>b6}*uf<&pP3%vqW9UWs_mU8H9sjqt#>Bo&rx6skbp&;%5)sG=W+_TKznVyUIW
z{$!U^jU(jNdAm+(X+LxN6h)nE6hmmp->DrU=6aZ7gXf!dhS!RlR3g}7WwCik3p*Z^
z4a>Qi{M%37%P07PGoQT43kLh!iE+|7@#?64H*+!+Sd&P=xhgn<?lkyxY{eWm*K^}~
z)MqVIaO7Qg6@(oE=X>sAJL;QyM9#Bxlfq`XY!{0G2KpB95+A3Z-t_MA6)n<sOY;Wg
zX%evso<m(1SN2fzA`J(ThEI{kH$}~DH!haeJ)5Y8*c~IHVz1qJKYFqvs_Lbpp3((9
z0q_elXBv@W>*yPL1TGE`GuvQo4Aoq=FE&!>D`QX&_eff~Wy;xwVm6z`7XAV5V$_+g
zb29|a(vKs=6pX+?d6c=bJVb6@<?dOLGwA7alvRD1KFMD!?!;^>6XNwGv)Q85yrpjn
zqYy1CbLZ9%AZa`!uB^EZ3<LX`Hp7J9jVy(L;FN$V0lWe&)os*T!ptWTM~<j_5lC+>
z%yw{NqN=j%jwSC#{9$$ooEd)@+(Y{ZdIZjkKjw(pW7v3~o9tZi<}!?ek?alyV?Dsy
z4FgYb@Y2)3ljT593_Q(2a|fOv#hd<)j*2e{yZg>P0Zt)^E>EEg26@kr^s=W%;L|rL
zt15r~E(i4DdjdBGmNot5{Q@(0-<v`+;#8UQ)o#6AI{)?)dCQ7A>`7M-%C&zFni+@)
zaOvVfwYuL8ttC7b2{?C+jiB4+qj&y%KesWsE;o0&IR-fEDKH1jjXy#WfB07QWkB33
zzf2Ny<BuS!f$QR}WjrU3;Cj{$cgfo=Tiy)xHPOtq7aZ<J2y!nsBqa%&?zArnT;B;!
zF^DLy%L@j1CkFZaD)n)AV{mD1Zm6Jdb46jgxrI~ct}-c}@r{b_F>A~_<wFnZK_~H`
z2gI`uIr;XXhy3#oa<}Q2q%00OsYghE(vZD5o$q`7D<{y6fvpHcos`9m(Zzmdrh6||
zxV~WLfW5vASlHsJPUk2b>^?B^!urMh<4<IL9ogy6FEIhr4HgD8`>8$$&AXB1p!`q7
zHt((ZmZ+K3@XpP|dAr95yT05cJ9``Es3&Zmt!<uTfO8DT8Rld=G#ESgG<HjxeLK1@
z&0fa-COS*OePRA+3zo&JQ}V(!HCY(!4STypfZ|L7w$#=6+o8dc6EWRG`t{Usmn;)U
zrN-ETak6fbmu>fAZTG?)vFx3fI>T&?gJIT~D>JO`u;J0SpmSqAoEv^KPsv)zJ7uj+
z(O;G|MB)vyyw!jFiun{ZzGASX<Tjn7#a_OrX4^6QjFy~1H&~>})LB_Z=;Eu)u~Kg0
z{Q|RMdUDk4Aj(&lk@13i!8t}Rt`i3hc26Wn?l{bqK5t>>`f+#=Bw!o$Z-<W1dT8_d
zO{K=v;s<86%*?lVO4b%HE(!Ywzjy-O7>h2Q7D771kobOPrZ0EcDgJ_;1McN*CV|<m
z+%jCb<+ySsd#>Cf_@>LVvZ2^!%+B;JCzz8)qYpPvjUF=3g&$|oohWs?>B@hRxRW=>
z4rVFpz*@=mRcQ*>(Rs6lIvBk1D<3or#^7deOFP630V*-uD8I?gbnB2)$j8STuX80A
zUguN1e1~2=VWJRAa_+wyPmr5p9XLS?r@u<hwAzJR*UcyTk1DbWc;bn!8h#x!sri`r
z6~B&M7v63vkv5V~ddxnfC1=o+f}?xaF9rV>(5<L+yw1JX=*$}F0p^I7JH6G@yI0}$
z2J0>yM75Y+@L>xybez%4mv*X+vFn%bo!E4MR#pdS&62#kLEss3Ee*~Zn4HTVl6Ts3
zr0Ly$I{|O-sMjm2t(Fu<hAnbuy3As?>x+4bJIXshP@&2<LsD~z-OW+0o0a_IPwKdZ
zI^uR2^DxSDxY>5)47Y@}PsD8Wn!Nj6e<#3`S%I}UL`}8!A$jlAitlv&9f40@r>~m?
z)RMk*&B`hCV$bdi`>W`@Xa(&G-L6Y23)V2Kj}{hdB*KORwb46R+4rExoWaaZ($6w8
z11y+YCuFMmt%$lC&K?0Li-N-l`q^MPBA>J<XW$J^zP)-Z<(MA!e+s!n;LHf6Sik#%
zodkCGeU3uoi{6rMNHlt!O(V8v^YD!pt~W+SDPSfjId>H~(DhE2P0-w+1oopOW~23z
zu)A-aBj990fL!a`-7qAdeCwQnHzeq)!9kAcStjHZv(~j0`PIzP!PrC!L~0*n#FdRj
z*kBplmQw|go=V8HZ0UR0TxwV`_uLO<IN1Dj;0bQZnZTCm1WnocA$V`BTJ|<X9Z(gr
zBcd)dFz5v<Su!VYCUDXBESjMRM^E|@$q8A9AhGe;hUy{a-TFtFfBXr(<-BXzMf@<r
z{{z@j;O6&aOd9WAe<cHZ1Uy+2aO@^$U>W4IQOOZ_V`QvbHpG~oWlc^oV{`wTm!T^Y
zIg&|q-rh<yC%Q@)vv!blT_t99;`N1uDJ}`c$<g>#W^P=9N0ib7C$7rc+z3vAiGjdG
zKbsjx<js|H-BQjJI^T|ns+rL;&;_d$GKb6r#;D{4`&)riEK;nStDo$ik@f4%gL};A
zM0p(;mUtvwBjPVd#*#bn8u>*rPedTFs5hrp8QkqnmA$puN6?KCvFa(Y3_W3ehNqaN
zsZ2*BE8>@u!INsu?U!<@SXN2B+ZLN&G^bt4+g`gAZrF@lx&d)j08s}DK}O`FM=Vbh
zCx!l$G|?sn31j3|aJq?{$zAxvC-WD%c^$4Q6nl(pt{mW9Hp@CtWNqg{QBm%QcEgr(
zy2$YHOi$1{`<elGeW2)*T3w)Kf04fWBEy(_N==TC8v{LFME%tAp~%0=Y^$%5&Y>@e
zTM4xTo%>N1)jUfr{<z=8M%LA^?njC9LUF^sJPlWAh*{@d2Lo==<5lat+^-S#Tjj5j
z_QB5)_crOAAT~PUwjxSjTR%o_>c$>&CO6LdzL~!uYQC+uji^r+Tb2~7NnZD&zT%-9
zH#r$wIT=4jpVE;d<Vj6nKMfsuAyxS|(0!@lggr#ZRPYvNrjsdpS?Pvz8Lzg^yws8w
zoky?5%OhH-4NeAzB#Bv5E@#AD2Y#ZnEou^)?P+x7Y2+AtD(*W0ZgfD0Ln|Py`zkr}
zbHq;27xP$A_5)8i95;42@>-ffBDmh<a4PMld7BYBGtY1WIq5Ze8u!xc5%b)G{SbPn
zRJ-MA<eI0MW9DsubVZWEl#yS4sV%Q16c(9xEaq~M6}GejGW-M7(3?ZZmKG)ddTeMr
z%gA{N<cND>3FH(u->p}Xc0Ln26gNLyJpyiYvGta&OIXVg_yJ_5(JTD9Z9O1=p{O+u
zh`+pgk%5YW<JCj=87Yw4Z}RF@b|ly_I`7GT1UacSdUg9$>ml>p`|%KZC>6YwtBm4G
zu5uEc*D;J)l0d#4n6(ZUdR#Q5SGC;Hmt&yFWF98pqy8Q=voQy12gGc$vl((XbX)8I
zXBXHdHVms*nsor)YZ&fbbUVRrbg?-!CtS^<)YTTLGtEiiFJH_fZm}PjKU|GHI{96r
za8!b`yu8<VTNpoi{fMQ2<VfN*%5s<|Mwn)p*&|HQwMxu}Jk5%%dm3^CoGc0K<xkYP
zd^#eZv?OQXjm90V&kCwp(wCd%p3q}yO$d94jwy#bnWHOq98r?kU~?kl&U5H3QZX8t
z%@z-jXO5D87ykma$F^JXFgdq9&n>0h0nWE32rggkQ3LQK7ft9I*?qTT_yD`n&|Cg$
zlw#?4BY$bONS$d(a3=D_{6%hdc%n@`VvX0NqFw(s6>hnt)`=ai9v2wW1{J}<u7rIv
zwuF}4#B6el=)AbQ&-f$Y$)><252DVs_Yrw7Lh0RmI|84Kim%J>dQ2}kU*#!gCo6-Z
z^^%U$D&`xNJc{CkwXMvcy>JoLVvSO6+E53h*7jiqi<-N|^$<1eu_k0o(d&Y+b1LIH
zIDa%j!`2s->kC8hNo#V1-Dnf)5`$V&mcFN-BWD`HqG?n$BNS^^jNpFY5QHms($x<$
zZ!Qeo6vWrpU4`KAIH!70>172v?t$hGSwr?AAsfk%HC`$9Hxg4g0*mO#fCM*2?idi?
zovuCspDc*4do)<e&9@+@(5<SB$h59>6DB8^V=UG+cvoeMZM+bUK##6gd-l1(^a^dE
zlY&Fd4@ZtrLu!hU>0HH%u)Alt=fL^l2(0W%(77RS1U_5HIl*ppu`D+?GBV(K1(7*q
zru8f05ZSEY@LK)VjrtveboH<`KF2)AlJrszzJS(SprHkc2Ck*}7qDTYB{3T*m$>^i
zg%jWun!q|bGA6mbWI*1@zIJOlN8pn+@pYpKOYRf3oI~hFm3Bq(zR-z;$r+U~3Jr_O
zbNYB=D75C{pgjEXW-y=4F`;1IbPf~5O~lDQj;Wiw&O5K2GvrCfVJS(-9#f3b>sgD~
zxq&kW&UBl_>ed(Wm>Trj?2t6KepZ~SpbWi=SPo&>?`|=qK=wP3u{AI`9UqsV{T^!8
zz>|a7Ng{T%2LEf++z&B<f0{jl)|4(8gVzSz=xK6ku9-hknLn|_-Zg(`q;52BoDJe-
z{zmA0^LGloSUdZI9)o{P*g<=2*6_4&4C4`2|3Ig$Q56MYy`x_(7$^uQWa<@UU^fOR
zcVM$JuXuBrfc2`Z<!#Uw3S}9Xsvs+pmNzO089!4QKL$7^0mGfhMk`#vLsc6S8O)W{
z`vg}<6@;j9`1(b>q#{w@t0PL)ZyFgeSPg?W&8MvKO@ocPdQTfB9-hj2P4VA|y179#
z^djvO<VjIri;a&j^&X*%AHmff;I`6m8NMlV-kF#}yXhbgzQl4@?CN0~hkY5^Y&dKa
zA_UtHD+GtR60_X`&3oE-xTr?N&YLAkcUPNFikkVf@sQ*uXc|gd5qItbnk1L*ns;}V
zch^ho-7oTt)Qy(t<Y{fB31f7=lRu#3MoVl$e-W<;yqn-TBXEsZ2RcsPFFSdU%$ru#
z=}NtQ7*o$VoD<|mOLX$#rQRcSzIq=6ca?_AugaX=JAf%nx^#oFcQ((fy#o$+Qs}V5
z&3_W7KfuJuVV-dF+o6-Ygwzfp2N9P<y$7314TDdKI6L_TYTav}n#5*%`0AY#%#xOL
zUzJC|jV{*c(p?I}5V`n~Tb<RDL|r&|-+IM2sP_w+?<HlZJv(MvZE&NKr0#ikhs>My
z1L`U*<^7m?My=0~Ck;W*?%#SnK<DfAF>qI_c4UC_>c2D0ycG%9Ek!F5l42U54U8>}
zrW1t(*k_nq5-ykb;NecZo-U&QW@as*jf8lE)4!b=cXYaEQu|jk8-;6gpIL1;gsvV0
zrt=;+f?PPm7w!ldsvU8Igt=X<s<^HEpz25Z_kjIOjP#`Lv_lz8PMR$(Man|kA0c}h
z0p%bX-^?Fk*NL+`v9*AE1B4uC6V|-6Z^jPLHfNvR0KXmEsA4U#c$<%(xkU$9-2m)s
z<DsU2rQ9K6W&;#v$6S(cESeQO<4N0l8yd`bm_0{l{U@}0wm>nkD^>0{6CJ>&Fi96(
zP@e9wFUVW!cqh5W0eqqkPA!T2c5*mfNYuHT^7oS)1@7_L18VFTy-ua-ZWGiDI5&2}
zneaF9koptYZILwVwWW&vxRQ3CI)s&$lOF3JORQ>`9Zg#i`-6$uXcjj+<U7JmF&|vG
zOwgWI9V`f3YI7%f3j4qWCh9=rKno(jogDYbC+ggMu|yv4Bu^&L)-5A;j4oK#?-X;a
z44{h_n9s{uNLVA4NG;`k(PTS@i|k}19a?QGHq<rn;8DU2N->ZdeXHUwXe}H(!4!Rn
zOLD#y8j>LdoNF2bXz?9dldoTw)t3vn>M(A=e(^Wz3~n!2n!;tzJUUgakEl{jS%O1b
z(J>bJ$DiC=n)s9f#UN<!#1gpkw}MAlJxtKS=zjn_g&j~ZGS4QK-w&Q_h^>2A7)o9}
zygs?r4ctLg#-z?Xu_WHjK+T~uqYsUvrIZuFRJ-O3QTO`zig{SOrL9aTs46C8D<cP+
z8#B#evwJ=RuD^&WY?4dZ-2%rE@Dw`18zw;qul@;e7$79*-1GVC!HvT0>(54226>%+
zlD!Am95>T;7Xg)SmF^nU`vv_UFQ6(mugmJGm}A7%Wn2LVXRO_`_yW$z#|NDlU7_y9
zfJd+?283a@1nun_cvnRZkw<u-6Lm0(L(aD%XUMhi*v+DH!_$yld=EKUK3jJ>=?l#2
z24*iRyXWF0v)&@-+E5D!L5f8pCdE$COX$T?igjQ+eD0mme|xeN^jLTi*KswTHG0Ex
zfJ5a7?*LZ5nCG_AK4N-_eBx@Jd|d}uBd)Yp<ZB{Cq)%85aC5KOA!OWq^r6eD&}G8M
zGp9;$WbI5(H3WkD9pG9U)aoZT2feibY7czV*7XEmwEmi?AJJk%rwkmy%bvza=(X?*
z>)Cp;hjG$3IfuTb@dx?QthizYzf4xp;#aD!Nn91g<`S{SnYA}Bhj~iQ*Qt9t?usMf
zk~9VVj%FDb-SaydzfTpn={PitzsWiDE!pqkpAda4)<V$@_-Jqv%u9~wjqIR%7>V$D
z6S`Ko;PeH~fp1CvZu}(qB6^8QZ47?0o~87@i;hZT<SxlW;r9*Bfp6}6-hw~2>!G;S
zWYbGCQqSTCv$Gt5#||)#_4<W2OMzm>d&N)OA+p$x$`EaFdOJNOqQMZ$8I~1MJz#^t
z_6o4ZYUCSth%EM_&iKhtJSeRumB5vQtwU0EH)u~SaQlomyTVwF6`MCW2fkr4ZpT+;
z?$T<~7>)4ilAAR6ZZq2=6a{6~H#vuX%1>VBN0Z_UlVZug<C$WsFPRjJ+G6EJa}Alx
zH}8;H9AM>*(-+o+ZeN9B%Z0zNH3yn9f{;7L=`Gv}e~!~HFxxHAtU8Sh&KJ}4E<L1H
zsHN7o$vVZSuu_<q11)eKarYiJwzG!+0J@IY$VEG+1?@5&v5Ow@X<=JaOzysD8Cp`W
ziqQT(<rbJ-3lAqM9WidXqro^N*4ITX1xzgwuaj<txvL=us8xhDP(&QG8B&YB=RS&S
z1ni_FR4J64;|*?uc$uG{#aj9cb*vPP1z~=NQt*n?ctb2cj8I9LA-gKqJ-9@3F*v`@
zyKMy<stA`hTl{ilJRp%=H@Wa3a-|tNka-qP!Tz2%?g%-*9zIR7Y_AKM1LhTVrO=-q
zJBi%UeK{I|{V3@&y7_uLjs-H?>q5qxw=REqfq`79@($$x6q6a9NO;JYW4fQAMHSBV
zD*jW<&-FA6b;f4TH}Qy?0#QYk>Ganh>Kp6yjpyLI4*n4z!FszCYb3Qv&o?0FY<7|`
zNTvQlON5?Y>{Kx;0eR94oSfPSTJ+B$AEm_uKSY}T0|$nTM@O6&ssCeQOPHO1BTq>=
zK(b&}%0DGFf`njM#fMH&q;tg)pGhP4L5jXa$qU^e0tQ7hrxh!#QrR15VMYF%bVQpU
z*O1;9pH6xam6<MbMe@Z8R~g~B-oF`<_<F->dPNId7DJaCe?7AT=ER%V7!H}a@#Y*e
z+ebt0^G!UWE<;Xm&E}|}V}x!jO&hqY$CDQ8=}!zM1_w--ssZ~?iPzSzr(eemHO$0I
z$}wi<s`C^x_xa=tU2Z&|v{-yT%?Wv2CMjEIsQJWT^NGDyn6gmV30hq(lR(4Fi+9K@
zZes0rYZP*hRJ|0~@W3iZ$zF?(*T`<R6#zj;-sBwmW_#G({7Lpj*_#>(H8v4?mX1r^
zV=wf^?UTI)*+0oS^sV;O+xb-ph2Ez>DQax7avZ(ycDA`fZNfg$Lx0!{{I|iQH4lZR
zQv<%nwkmf`(;aGx5f`nwg;uZ^FNe8lTkfG&!58fuHrYgteO1<8vgXzz@l~&BA&z?S
za+s%V_;u=@9VuruELlQqx3cDvW?O^o`}`+Vhu-A>2)zo$<OU6h#Ntk^VRiV5Ugr<y
zo6J7vX|ZYS3C@9UInQ(WpI@qQ64KS~LH&Tv;bsEE=uuJaER;k=S(vIT(q`Z#iPg##
z-eQr$L14_BNlN(IUrh}2<$q{L#J#~U-_H78hwd7Xq7zS(lP|gl#U<ls@KNl<HVa~~
z_wh;2p`Qv*rucu(42%C)cP7b><hT}{*IJbJ**A-+rPSU(K|MwIr8`8hk?Z9o&2pf~
zlL$BoqPg&(aIIrGKj?de=dnaJ&}hcF@rn;=Dd!GR34wYu0~^x@Sjm@Y;p}*__IOWO
zcN4C&?)yxe0<5f~W!$uCKw))A;ss1814-jbDZ?lz3{cOEj&=qX#)dzJ3j>uEwfw^i
zc;C-ue~i~Pyie2~F7`5VmBJCu{^#XGGbBuBE#^(#<(isvGBRGDv<{b$kYd%^vkH9o
z#oJ|8`&p#}%__#w$oQ5^O~X6TN%~GSwAUT5n?8u7wqVyc`=P~7KWIms0Q_Qtd<XbI
z6rmC*BM^5@qRz1Ew8iT32uOn}(~G;y&O|_-NxYBRUhM3tjXevxM|3k-@H$dsS}B=5
z)CrF4!t7I)aKA5l&2x`<I=r|Gc1>ANm>h!TdH5kuw{5DOG&Xwd+`xk3Jbl^r81DNf
z!A>72wjC?MTQ(@h+6teA$t`9#Ae&TRJ!zQyW?*QNCfYhk`+JG4hGE(lZI@UvsCEIh
z<GP{E=@v?hl#)3L&Dj;>rxaFT1GI+~R3GveaRq*hdAa-?s-6M1>JDP7VeQh3wo9x;
zr|zmRu)#FCa0xf4(tiZjX+FL{Wtv(`-4b6w&bBc7<R#qV_+pTIAijWMNW!kV9TVu<
zxSQdvjwiv90^Wt^^0<tY)aQ(klDN-cT1AYGM2e8?0}QL-dEWyJ55p2rXZ5dP2RSJM
zuYxHv@Xp>0Z*@2+y%g{+JX3*lmW!#!_<Ip`qcdBcy9%GX%B<Y;_yEXeDJ+4W&RQ+>
zU&ZalC8%OpXlrN91hGlC5EmZ~Z6A;lxP)R*?FWtPTj@FS1$@6M!32YgoMmw=Ag{iy
ztZQQGsD3xFLs$6eu$my|(;Gv`0_U}Df0YtA1s8K<&X4!n**Z+yRcvTCwJAxA%p4K*
z*GJyPo(+c^&-BBSp4qP^h9-5wtvzAiL+*PrCPjZ}yTqI)Gl}RyXlW2<9Ujc#k(xD+
zS&i<FJwRv7p65N4BBx<AvN(1ABKAnk?C@eK+|+e9!_J=5AA>KB?wfW&0`J2A(;NG>
z^YmiF>$X|&L4P#tlaR!soXxRKoxc4&)F_nr@Fx5#xDD#|7HSg4`y%;}mzze=kGQ++
zTxS*M=R^Ej?&i%NCRNBIlDk3Gq9e3JXtM_zc9BpXfi$`L*ypwOJFw;1N`oVS1)4Mn
zXTU?=Lq6c;&}{nR?y@ua4;wizAL4hN;JaBeM!W`tEJ4-4c`hmp$m*6@p*x`jvCjWu
zT4!N&vHVAA;P89A{g~Udl9UA71!lE8?8i`*b>S3YYmAsg8XkrV_cYS3Rp%U>Y31Jb
z>UZ;^s(^nE3jbnaTVHrECQP(lV#T4_X;k@5r<+|Jfx>=#-$u0%Rw$(2R87>dx2mqh
zb`oxRTrtA!<Y5J5#tJhH2+i0#haKP}QH4&;TvMtMXa}83g>YUz<}XejJf~CeoSLPB
zepG|^hz(82xg+8y$A-Cz8a`(U_*r1}W^e-oWkgMLEZ-v^a&+H}-w<{eom&*aJ`#uU
zyXssS_c@c&pEIOjilgIN2|746H`s!eBkDL`V%El6Xk{<Jk;KFV&=*OwcpEirpeAB#
z(xj<xqqYh<L5MhsY<=Ds8^cjb@q^4x!P1t$ynSen_mehG2@7B8K{XmpB5xopAaG{I
zh|hU^znD=S@3S*II5!A5(rDQXwDxyFdq_eOur)yfeenU_1#OiFjV8+XM%9N_=iN!^
z`up3C>{PRB^@ZDI=5VJiEVuzP*tfj&ef|10pe8}ej&q5G882g({aE9Bpz5rOm@ks)
zW&^ayjd8~U@fzx_>Opfe3+{T%Z##E}QHuj}4_tA$A2f50ki?Dg;b=xxDae9Jo-B#+
zizfawe$l=fdj<(Nm^g*Z`tlI7>`XSWSb=~IHCgqjIcE;n&b%KyLzCkHx<{@!-g)N`
zhzDoovAf3A7{j7Gp`@QQUlZ3KACcqY2dGsB4gCj=3rdj1&#5tFSzP2Gm@C9Ic{^ul
z9qz-1Y#t$7lP8URBX)){EkY&{yFT{Ciz;46bo-&5$`I210q#?CzzbG>n@`WK(eX3%
z{A(mltsk6pIj~wh<=zW#zDM<-*-}6qEsUOl)piGMN1q`;UmLN;>}Gjy0ftv9!CI?D
zz!&?Lw*YsV<V}W-Dx!UE6zUP54~L_0toamgdHBcE_9LAqP3-g*pLkzy%cjv0wl$*1
zW*#k2N;gbQUw?e0UD7=+|FiJ^FCo2CBH;I;R4c?CX%uL5AljJnoQZED#(`O)wf1-0
zI9og>)Pn{k`^4vCA~RW`t-MYd3&+HZwGYg(&fE6A8Wj$l7T>KAB|MHy5=>2S3sw@0
zALKQ$)I?1J#|!S^loIh?IBwoS-0@ongVO{XNg8kp*r*$TJ#+~ZtgY#ZUkhAc-G|pj
zEGL7+CDdD7^C4WPKqCJyYM*z%Wd&l&P~<I#uBoV~j%%~1-JQw#)Sn-alU_xJ0F8jn
z^Ni?IU$!sb!|fEVLi@|y1s{3d@1Q<C@FV1a=n6^CouEf-Ez;ahoV7uJF)D3$aBI9w
z3N=Y;iO{cH<xY5q;=Tv)E`87LdKz87fBZKi5f2yY?pTz3mME<;SrxB<)vQEt8nae}
z8mtIco~Iw;?Y>KozWf)p$9ob$J+7&D^TzER)1f^x5}g^1_&^qIU2*>Uv#UQpAbYon
zjK@W)$AytmUmX`Waoe06o)j<UE_lz{dNcLugboVPeesj{-1rXQSIs#5LT>}u2C?H7
zY#4nYWKG@8UGDPdr_+novVO83-R6jrw12R>?3X!2)>%Gabq5PA>7}I}RLwq8%l0@0
zMu*)+^zm%BU}KX`iTiXpTO{OHr^=n|Hd~ax|KaYk_l&Nm!8^CQQaJ2g!r_SP$(+;E
zr4k4GCQ5jzR^}wM!p)2M5h#B!fvY*e_`Sf!CeUCf+7gJ&5u1C6q1%OMsYByeBRkNw
z{)5{^W(F4xqaQv--4$*+DO<-@o8M_WDur~Q)fQ>>nnI(4CMZP`99aS^Pcx1Y_wwU5
z;WS{bU)~fj>&9ay?l>{V(m$+S-qTiDZe7DNY<txyjQ*=SZaLbT22V*$#8lB>y=ByT
zy=&4!M(K%br;s_9_yltVzn}#U$qS(6$MF!fs5KmQ-d?;tW=QCIroD3rRuHji)hs(L
zR*KHx&9QP0yXL#w@Cqb#%VXDwdH9?q)aM~7b02kaWjHVhnLfWBw)z&Y1J8J|4)N+_
znd5i}_<h0BL4QDbNZN2(pOXbyL@tp5@;k9+(x<OE8=;qh@|~LQ=5boM={|-F^5hj&
zn`8yNm&2<!5IcialONa~Fel={#KL35g0C&vj8%7S9s#8r>SoIR02H^RsQKO&+kBJr
z*hgJHIyFVieRaEu>Dx>2?WyOtCxAYs;Ig_4+Cla54{#Uy6d1dFeG)Gtqv|xi>dIek
zG$@&E<{M8Ptgwo@Gk4f~(<NB5O9C$?KAyqlpLAP+jfKvJC#{wc4?IFQ6GNBQlh*xi
zVrb`l(RPWsUV+TyQih-f!J6{Tasx*raahgKf}E9O(<zwzF>3Y3qnwI?Hpyp7Wdiz5
zN@Y8>u_m;MmEzW4#FoB3V6pX!xyy}@QZAYwv$MpVn-*nv%2PO%7ha_*Be2=v&K70^
z?865&37v1FF7Ax0XXsA(S71Yp%+wm0{U*2gGi(ZE_9{1Y2IqG4F=?VPc8Pn(jDv`p
zZbe+3X(a0Jmb=Cy0&l2Bs=A!{ud&m^$1I_KugyD;E%j}bfzQuRa>Ceef~Nh}F0QSb
zZ<3h1+^2@4l$cv)%+_ynMh3c#Xx_n5&InqgBrVOHL`rH<{YnxB+T<#z&H`BZ%H^%J
z(1u8)<&c}Q?LD{wyC#27d$?TfG%=zKL&TDNk&f86KxqM}l^HAW2&TiL{`Sbbp5HRi
zj!55|nj%hnkVVI^g3nIX&+eBqLsss^+hsl_i@ax&MMK2zYt#vM^%NJT&(0#LXj2wv
zT}*75rS;*-Kxb1Oq|FlEi&(<k0bD{pINF}LVGh~cg^UVugsau>Mz+v>^TO>SGZ#qK
z*B8hj^?O&=v01cD$Am&&zmU1NnA|dX?ZbopLjHAiba^jaLf-*QAD(S*j^fEPCcX{X
zD${&;gxf_v#qLL5H_h9rG9-BXYo#Cl9ARd`)1OmV%lLS<D~(MCs^|n7vKPS0!{M#8
zFyBX{nj*~}uDYGmVb~ro!*)5Ro#m7?F_DZiW;4@+ltiG7VxcVN@Y}NM`87)SfGAn*
zu$f}s11*Ss@kw8Ki~Ig^W(X=@yj|wgv3rbx-86A0UJn|>hD0R<AT=RRdvX2k5p`w7
zL<-PnQ%I@zQ9ye-b&cPG+q)x<Za}EzM6-QfbvvlTR`VaoF6hZ&EmKJvqy0y8l<B6^
zoLXxfCMBKV70->>*B>8|!<G(5G_<Ls9s+E6)H}*8k!AJmxJO8K%GkG3L%2@Fnzp}x
z5nDvvc*qZNmzsHaCa#dQ8(g6t1MPQDrxcafl37A-LLGtQ2DgS;3c@9~?jp<GV~AOV
z486uL+#a$x54db&tSqKx6sWvD0|fGQ8CTc3Of9DV_(;3jHU=Ge1(rIo1i%A5O=HCG
z?`#caxyqW%94{ARY~}@N;lipZVKwCu_W(EJ^gpm&V6KM5O?Pi(t{O5&=5jtL-R66=
z7B~ebg{+&NAh$9uSeydRGh!tt?(@pe;LX6eXzK^I3w)kuV-jkkw4w@rf)^fTK9V`>
zO?#VWByQ`^4#YleAvPfHq)AvI3y`_BLy;4A+7It=ocjRYrN7j`*<*J>EjMV_yr{|x
z5W-Fq_2{bc!y7Q7Ylp><GldAlyZT{co+4%|9-E2FSMN~sl)5Ow95j0get;VLttxTy
zed@C)r(x7tKEMopZ7<wDGE|_`J+vv<qbFxdYw30tB<1;0w}jc3u>KAK!EB;^dPNsm
z?#BC>Q#^U`dE_SL*@>GW;I58BYT7bYDv>9SXlh9@mmTuQ402R!Itms`cd2$s3xG#-
z6o!c3hjF+_?a3PEcul;67o?|&Rg;6wc*H%x+F(EQ4{R5hdpvPsN9%5Up4e>i%Jy_?
zc)v2S*$|uMiA{L&*@yLcikP3++)GSfAJj#v;)<WMGUv=6fCl-l3LFH6zKDUC<tF=)
zHT3MhaQn!j7-*ID=)%yQkc$h4Qw=f;au&>8moZw4cIo24L4W<@x;<98=kBD{=H#>I
zvR>A+RlOlp>1+pVrY=!XZLRU(vQhAE=8F9hU(L~P$W~z1?FnpVpxGYMk5EI=mxwjJ
zWPUxiZ^HN|au1scEHtA8F+|?$TEL_st+Z&f$j0V{u6}%Y#I(X%Tfq;y^|c>*hW1TA
z^bl|7JcbjlvU=6$RiZ@7R#03MN|4?OK;<cvt+Wwo-Bs!1n$~@Q_8-|S3JM#gI{eiX
z&SRLL>xco6(}vW%&bWn~fUOrmUnskq8>tgq9kjTBbfkLNXJ<Y_o6kZU1ySZ7U<tHi
zdn%@(&mZ97FZJcoK4C^amgp<t(2ryjIfO#`5W)kn8D02y0UV(5vEbVBH~ckZk&Oe`
zn0QIE>31{ZLW|0qy@dH3ChuS-ZEXRzrWK(_fxjQ-F1O<Lkhza~vsSs$J+i5Vb=FKf
zM*Z!P*e(-mWic`T2+DkqS<9Hg$^;zruZPA}^#rVQ`E$F}>QtQ0$J=BUTKoxG+_dmw
z?s8L7z>r{C`6s&<(9ZJ<-P@o0XUqE!cb`-V>u#<{UHeM?@e$kaz=l@1imXN0QV;(K
zwbnpgh^xDFvBfSvMy-WcjBWj!fV<F~f9GrO9yGX!T_t;NK|H$&eZXTqlLu`2@ew<&
z`-w`ZKV6V%Q>p-48jXB}IxCz%CGR$-kFDN7n`vmNb8B$!AKor=aqd8WT5uBA9s-vc
zTQ{vm>11dd(x~p&U*!7ZBXZt=3^E1<*ps$eANnFYx&vBvf*7zf5qoQ<sMC$mpdmuQ
zmbx8!(CRC+<$8dO;}7W&ZN7fN?DyiFnqoG!K{ccjjeWx$%ob(q>tEy|afZ&K!t0fh
zFrNdwEzF{uJ7+L65qoW>EPWreR=B&Gh%IevnXvU1YU$?(1=t_pE_B<)#eIU?iA!+Q
zD1e`6O`La(`r9M$at<LS7>g>n?)(LckhzO*j9KK&DT9@X*lF`ULkppyctya5#@l<)
zYB#O)%fsYdzWVacw8AfM)V}{G@@3m-QANrtq4<eYqs?3gXos&r=a;`e2aoPZ0{kLo
zao9P=Eb?OqRwiIOYv>!HAyH6)^EWLmPojqm-{BLw3x4Wj)`9sF$FOCuDW_o2D?Ypn
zEprgG+Xi=S>)??&?O=BBm@2^DOQ1UwF&~BwxF9Z+pf1l?dJnYNsbO#63%Q3a_US=r
zk)?w^_q<cuOJgoZP=v!K{bMEuOIqG-aF7sC8N7IP6k&@G>(5{(z>buzQ@PKrF19yt
z3A+(&VaybuUhyLCQuEaoE@wByE(@NFZd<_|6)vD%A_>}ZnS&&0L=MYWx(O)lTFyTI
zHDZ~GA$3l)w#1r!;!gAatdXUMwFT-Q;vTi)ngiV@O`M~}5%Y(m<TJARG=Cp@Oxgvt
zeAwj(=_KNHISH7>C-g^{VNFK)H&RfYu=5sX;pq&0+b`Z8GvuB1wHxm@a574_dZ{Jy
zkMR2TadbxXfE*FoZ9v9%Vd1sKFnwn6>Glz3XrL*)biVbN)oxhvQ4DwV3v~pSJ&MP8
zMP~$T+s?im#lB_DcK(RS7KzjP<pD_o!gV=zk=2)2A)8n@=|uaMd4(r1tSNf&j@b8j
zExTD*VLCA@(@tfdI=)Pj+{;|rHo?8&-?tFUkfFhxfSoZC=(8fw7HH8yp~21sOx<KN
zmcA1jv^`ucW9u(kdY~l`b1(X`D>tRCS}oU^JBpoT4I1fqHk<VD#<wqPBS~X0%>xFW
z)TFVup2aY@Wv~Ey8)l&IWOl%8!%urgk6GGMGQ=!RyVz5YhVCMB*S4EB@YS_~gNT2o
zQ(|+qxa=M|DAaYl&?dPU1X9Nwkv)hzW@Pu9*sV4A_Ir{`=r1KpKgSO<ZV@}7wSUAC
zGnI1%pMUzQ0kGLrqpt^o>TmxNN0nBIVY-HBHA(q*kr`Dq$806p%<WVo2J(lw3x4I_
zjul%Sp%zAb5ia#|k-2m_uan^HGtA+a;5>;s?a0JH@KpW_F87%wZ<Y_hqBJ3a)-=qx
zfwwSAZx`LBjn21Anz>zuU}eobQNxk(aO&g>Q6e|aWIrP$38LAM=*rN;O1w_bG3)!7
zEif0}XMfChn1yca^QoUlcbU&6*K1cE0v6dAHRsfWvY)7AW88c#zW(?Kygm$TV8X!s
zBy4{-GV1!(jO`q>z7ZNE^9lHw2kk<OPq{H@aqbq<p)ckxw<vi#Ml5@9Tb%k24}W&(
zuwdoTAp7+p4u>M?h1b^#M2}hC!t)7c=yae8gvv8^-oh+)X0Y^&xJP}yO&EXvfSs#C
z=ih2XtOGs`aQ4%wnCy{w!xWVPJ-6p{PwFD8FR?-&noTup)Hkm*Yczx`Kao?DH@a}*
zw+3b%c#K!_bZUkH%NOU)=do6T@~ZV*BUcl|<@E<2Ra6g=av^r-6Zwi-94dc=8aj(y
zJ(KMhspSrhseOCp&}VM(u{=oKNpG3dq(IYy^pTDkB4Z^fP~5d~NFf@i3Z@w5ajk`x
z)fcP;_$n8-2U!@%SsY1<s;&0ev=HLgA0LoY+!1>^SY-Q*J%2g0!~42MpWmd`!uS)k
zvFSNg+p)XU;sA7vdZ3PZ3PI0x%rp4;uw&|&gV>^rCA89zCtfS426}G(*#;!ua1};q
z{!F!<@_Wp(z9TU5v!8MfI)&Sy6D*)7;MyM3gI3#V2h_b%+st$E{n;sXuVG|);kA*b
za3!qHuBl4}Nz|daD_kGhlhScl;T84NUgQ$`s}SUa{1E4nFGKiIE}V=j4Bgcj>BXu@
z#jFK@VbY{*UL}U;gQSLOn}`JZ%Fs7q+iY=f&ku4JyJu=W%`90Y>NCb44`0>bBd*R8
zAbW0c761=V-CeB)03n4c3Lj^X**&5o$fC^vApP*7?GeLC?HN({G4pmmJs+CBm=aTG
z6TpF!7abPv`gp59KM)7I_SIpJ*NeBytZriEuEB_Qrf!Pt@hy9`>T=*3ghiKyeP90(
zbn?8&CG<nr;1Iu-8$LCLr$hp_PFcT{^{_{$$-|3%IIDxlys#zcL-~(Ic+4<G*Vwvz
zm?0ssEW;EzT#LA7CBuZ3pdVNX@TG-sKvpp~(KKz<f~}X%2$lyp$3z?E&;w|cadB<u
zGj#IMfIscWnc<CFc;9=k(KrH4`|H9l#)X}5FVrqB+=E$N2N`cc|NFoH{6B5sw4YcH
FDgfyW^<V%1

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/HELPERS.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..0910f74138decf498e7fc445cc2daff4390169d6
GIT binary patch
literal 35042
zcmX6@Wk8eP+a{Ed2I=l@BqSA;4gu-z?uOAJIXVPEq@)|9M#tz-Lb^qIFa~U}cfbF;
zZ~O3^^E~I==Q>y1j7d0X|NSs9PkW~`=#?^RJNvZItNa8If-*Ap0S^AG*Ux;)pGR>F
z2q?EG6ORA;m&5ybp2=i{mS?ZByl2I*!%$L?b67Pse1CQK7WgIq5Auo8V-s;u&<BF=
zY;7VDxyZd~WZ2W}5%$y3HIf#w=z+Wn4|@O_h9Mg~K;g*q_&(&#ZEgS~DEx^L(TsSK
z??LY50x!bu4j-?hi^K08!^7?l?)w%W5XH#H<EB0Y^bscCi@f_SpDp(Y4SzyBAQ(?B
zkm2`G%5Ws`Y|(<?{<`>nXG4(jY40(&57KY}x`&1L!0*nEl!_QbU{@CMGV<j>B=mMH
z9C7)y)`83ofggjzLy^aoVfS}1m=+QNCXx?@KUKnJkw@_sVaQc2!Nb1Iu<JcoIC71s
zxTw}3{C1J|{_<L|_-RW}{)^2WVrUEAfxNq%B)SNHy0789JqFwZkGAfi4jqV_gB_rJ
z81nelW5X;^M*bFwI5@6B;#=J#ERYa561G*0?Ck4>&vwjeosRVZ0>i??5O>Fn%Hem6
zeekQjtxW*(wi0;J2fr-#=!4D5Ur`o!%p!*^!h&HtYe&fYu?x9S<P%WqesMOAc)6j-
z{SI0xU?EE?53o0R_?NE5*q~*BT!I{TfWm$k%l&0BpKO@jzgKvKuc2mzo|#zRAsn6{
zSC7||clQMWTYd1m+YQ(j@(#GARb-JkTU<PkT7rZNIS_meUc41{y$stzbR%xU!;sTJ
z)H2<|iTZkwcjs_<(7&U;M~Zt^WRKA1)7C6<DBuEwyeC3V0_72ir@e4Qu<cgZ<5c*=
z-Hr!i7~lrFe2IW>h27mf6<Ek2?uIIXC)X;-2kfVljSfaokX$tCo6m<N7>j0?W<9oK
z`^x%|mpi!@$U6Cu&Ay_Mqpe5ywa4SmNO<u576^WPZ+3rERRMuYAtohe`)*E<m%BR`
z@`y7Fc|iYstUQ89{t>z{+Xs?_#m9$-u*%7TD%hWP!h^%o<pHmKz<{uuzP_+O$os|X
z0!V08SSa%P+9>=f9AtWdwEflh^w@n77M%iL+(KZK?@us>L*PfS>)Z=@*8Q^p#?5f#
z*{nt6a5(gO3xL{<v&y5#+p(iQ*fD7+7Pv$H@owjy;AySfqDVff_yCT4rTqjQ12Tpq
z#;)aWcH)blo+dAlD~$P&W7Vh2>xS^NGdMC7)=>;XLV-^W;rIWr!vc{Wee~@|nXpMw
zy-hi?om{PkJ9vOR5^}$BkJ#*!X^;;?TzbqtyMH?CxCje^9jL@yLSr9!xb^fMTjv5x
zNEEF`@thG?wm<goI4z#W4CEhk9q2Rz7cUFo57sf~G{+^~qXt@sZQUP?ms~bpMHL|H
zN!DEgQo@UTH^l-Mw>3)7Dy|MD$Kc^T0OXm6MP9~aF(drA0SUd1KY|@~Ag`8_jxCBC
z(mb{Rh|9IL$CIu5(3+s9Z25JzFvQbZ1JQ<soNU1nc6-AmbUMCxv+pM_*H&m)cTx}X
zJeLv(2)-F2nsvB5Ll&5?3x)Nn$q+#L8K2-5Pj~Y2TWP4X8A=%}cO}o;FkpZT4!&0i
zx{sI@WK7s?u)T5!B@XA}yVtUq0B!+b*QjT3zQ}uC9PA;twzdFp_0JB@eGtgTA`=nf
z$}b#hfqaZVxjG<0o(&KoZw(kWz(Dt&?fFk0bP(xhS852-KAA2hx{VRI0bxU*Si~#o
zqw>aEH4S5UX_+70buZvA1_@_S(0xCL=Iw)C_e6zNcX8%fnBbZjl(kl#SW~V`?ssvE
zjP)*ej4!<(eE~zd$G-ZDf|nezDpopyg%|Oqx>RYaC1qcx1S+LguCB28K=H2^FG_0e
zPKTG(FREv&?z@jymp_NH_p@>ef%3Y!o~{;8;sQQKNyam;pqmYnNrOrXl2|;P#_tJo
zy_*xPtn;Wi;!dbEud*@e>Itotodt)K-SDEuGN~Dt${(^Kz60}nz1wqH8qywC-S59H
zl3aw)nFomMF5cd)rX-Q?Py)Z2w|Ltn15z7`SLZllaIN0v5!ZuHe;R{NSA~+tPu*(3
zr(&L3{&aP=-14SDj?FS?B#j2Pb-H2K)4LrD1Ia`{#&eN~%#2%7kbqWC<g!k90E{@y
z%Wt@kO8cXHp9W4AX+-HiyGK!qOT-r=?)N>V1>T)l+ns{DW`?Sdr20>{>SlkQiA2g^
zrO|r2%sY_c?pw@yG(+U<pNlYoO0S1Ldn7d<tkxPlB<wFw6Wn)kpA<KhP+nOscmTEh
z?$lH-;s$dP@_!!vb<Y4nuCqK<cd0mVr}F+KR*p+g&(lYL>?-AcVPDy^B(HIwn--u8
zCpQ11&Pu(>CXyf%f9uZF+;Im9(qf@(>Dudg7q=f!26J<2`)tExmQ_en!;Ze8*8ITU
zw{_n_i>nLO?WtH^*p9<a>T8OJy(gXM?1E`W_;79Hup55iU!8coeWPF$tj&%-Yt|X}
zb+?KKkVyOJ@it$(z2iOK=^2*6W4*Tc$x{L4L>i9PO+SB-U_tXRdn*t2kO6jB>qqQu
zEYDz|6(-VQ7@*kVGURlA5;ghHgpU@jiR*KAxfk=N)MvKF*#qCAwLB*vQhd$#IzbH-
zTSBr#prdqg$r5$0f>{HsXs%4qhr20lai2lXI1#qN+=O?5R7J3fz@|X*nuaAoR?A5)
zfT{P3J=gVk?x>oKAkXX(qua6Dh@;?7W~sG7?{j~h<$QX|Ikl4kVVZV^MIg|agjknn
z;~}EDM5d&}&#uzUKVJyT(BbY{<cb>6Z&9n@SDj_&bR1Cr;_K5-WUZgVM=P&6U9}D5
zZ3B3&1!SN%EYN?RSgi{$OKi)q%`8E{I<BLw59n2cxVSykf-ziaR}HE{aa_J{X|QCD
z_eOVj6R&P$j+dL%pUC{TBPFXFeuL&q{MqM79A6?9So9+H>4kIi@K`(#|7CdN8ok6l
ze&}MvW0Yjf*xJS>^RXB0c7(Y4U#IZcFbN}d3KL*IoZ(QJEy<1kg4+t;={zMTV7W8c
zsgY~o%Y4TjcRJSOkGzYP<dTMiv$VN#0?F<PQveS%lc^h5S4!si-Dn^<o=(WIc<@C}
z00f{T7h_j)@ZXz`a!0#|PKKDX&~kiLSF^R1Mc`eX0d_^c%DTmRf02|aiWRIWgM7p9
z8n>#E_hG^bmu9%TrCn6dfqm@(zo8I3sgxjZiFHx}mcF-yn>_AwR~*|1hjnVj({aSl
zo0Bb<8Y>d=j!6u=a&$YedMzHRzISgB1-s$BZ>g!SqTh-;(Cz1<Z*97B?DSS2&wI6N
z;8S&m|58<k;wnj$n5#}<*%p7rOh>=vh9}9-VWPUzTeMCChiowB@+(tMV7LJeD?dB)
zZ@b%Z4R+C5RZP`a#<)I4j2`ltPR)C-h=RA%UG#-%b(9HHt9X>-bl$cX-5V0+{cf+%
zUQBUg%)0C#cZBgb710tO8Jnx1Rs+W2&6cjRpSs4|CpO<F&_5)J=c{=i_Ot@~6>MTr
zZ$nq5_rdO?qLeiIk}L|~ZEA^FZ-_BIZPrI;sVWwTVYkOoSq|eTOSg+j)<{j*{3<i}
z@U1;xd^B^g>@w|TdtRLvP;2MC&WiUJ!0Q)^Z@aY}3s~eZEee+&%4ySS=Ea9pTf2GA
z=7x^2ZV*LI^qpL6<J?(kl$HdaTa5>4?0>Hf@Dlwt;1_#JzID;tcqfwX`qh+_Ao+YH
zAi~?7ZLENmI(>UhKX>~{4EOwS573&o80iUYb0dM_ocDHO1Yl{lOShBh6LzXKONdcX
z*w&X1t)>tyiy0&ld7Xs>6X~zB3E|3MNAly(D`RvNnsxi1cjDmVobDqOFr>{%E|PFJ
z0Vk%zt98)<BO#~EjYM)?5GsLwjN@NayOuMsvH0oXwk|X~>`q#K6FtRvr)?A%@4yu#
zNe7P-Pmh`K!Kd#S*ZhY(p`<H+4%bRtqU<I!al+F+pZ{s8Q=dY^3$~4HUZK0(;AfkE
zx_nrP{m444LW<gJJLdHRX<N1!0=rvZVl3O+-Bkf^u^qfQ0p&r9)Jrqpj=HH$nyx9b
z#^Tf0B5Q4YVlHsrtkoDH=5^XZFUfpa?iix1)#x`=>8loBHo05iF9B$*b_c{Wr!gIQ
zPB)yKX=Q%THD6knb7jf9@j<Mb=rQIP1jDgHeq0HD^d$qoYxaX>zAv)dlFaB#cjf4<
zd@sT_z{-9X!5<xIBbBLkDe%Y&81vqr>ZY3nuiBovPJzd9b7HhT$@-sNIxP#JuYYpZ
zdTyy;?r?#f_>@FBo{vE&-RN5qH1coNUp17*_TABT9(Pjc>9xu8gDSQ2tLBOY?;qJp
zL@R@orz0xk&jWuPl<I9gTE(#@Sbx9c;Yy8f&HQQdU6O8DTZAc*1Wdm%o*_LmcApdb
zg5+*9kzX$J#30_pdbCZv0Wxn1zhnT@@852IOAe$A8ZSg}msLwSuH3Q&<djci4qZSX
zcrLP|M(|e$%zY`{rWuADIf6-cT70nn=5DeaW^TC*IAD3hJ|!pV$h{>$|AN4|pyF|(
zxxGq~UE^S8w5o_(UwzXuEdzClZ<+dy*oyUgvc=7A3QHll4!S;wf4MPpTv~dSXS7jh
z;><{9wa_<jo4(z)(wSCB+c?WsOA+V3XfeMPdYhj%%yt!#<gWQwG(U3K-i<>ygNk%L
zAqtN0A6ycuemg}Jb)QL!-i>$8U(iY>?({Wl!ZT$<m@SDmSXpbXKx;sQG;<hp)N5?$
zIqW5yTw_Cs0x4!xcT8*)+;PgG<(}R;jA6=z>vHIMfaeSobGuit!@Gex;_f^|#?zs$
zXXbyi53I-Iol7axX{sN}6%VIv&%9g*;N@>pvwv*LkP<n1lxpbi9^pS4%u==I`-)MM
z>cJB^>hKVn^{-nCtU-}EqO1PoFVT5q*<@w{PUgdU*8!vcET~dBtv*`mQ(sAMkW~08
z70TJmqkBoX-9=i%UH`MC(l6rZ?+{w8*5OlPc<8>caZJ&vWN!_2d-O|NDy4M-ee6Ji
z_gBn>_5fTCOzG!TU(71M6tX4b?m1cFC%+;c-LP~Omyu#kCfVSB2ZQMN=H|Z(5DK)U
zJc{gMz5FejA0*=7V;;nfB4ZJtylBwDU!y{Y#XY=X&GIn+5_v$<=UEM483;QtbU=fc
zY`8Sy=OhMQl;JCRoxbUd(o(9lwUV-~ZF6jjb+dP=+(&KKh0z0rS0rusk9o7du|IG*
z)IW~2OCNd`h=A&~@e_)SsTn1ffmi(|MJE!Vq#8G!JQQ=h(AXJ)ck57*{4uG*JM%Rr
zgC&zsk>?E?MMl}Z!w?&*v3yw57dkl@kBcgoZ;v`YaceL}*VP<y_&6>Yfy<24jG`y!
zotSh0B~bF!Z%s2l4nmlT5Ob2HnZv?fq0DqjyLpo5(KZUfV?UGmdKHIM<ny7bR!Yt0
zuh}8-Y32iZTUVY!|2l%7g+rw*Fm9f_oTZZrVz0(ib?xU~HrT$$3Q0TZFJD|!4JGFE
z*6@z8kb^#8SN8<`k>)Gz?+3G^fHsu;jGke6vq(7%isMidckYy)tbF<0QFKS(4qJc*
zZNLR^?D;H5)R9cC(nGHMWWg$c@WPE!J5iqEMB<3)$ZYV1ByZyT7Kgn{7xtOE%e&Oj
z?~u-h1qz-fW3X0Y!86&H);kP=EcwdkDYi;%Fs0@`k_=|tBBh+|9gd!c4j!)GGg5&U
z<8T9pOIdfciXN@1UqQtutnzc;cbK6a-YK!ctIeAqPO|UT`PKIUWGII7NnxG64W7f)
zJ}I0}JRGsE=~Xl77XHVwyZ{JkT6QHA<7z50+wt|$*#tIXZ(1+TfTqr$OMcw>fk~*i
zX;kG_*BUrACaGP3%dC#0^<pQpS~#6p{HCKaT8O13vvTTO?XLX1o{6#_qwoc37+wAu
zk#LiSoj(un+rW{g%puN$%hwh8D}>(9pWhM_zg|LAa(5-zvUI}q8c&4XeJt1tR4$y-
z@l`J0;krvt>K*{lUle`@N7+3~hs9rltk$|E##3I&cDXzzA3XePX>;211P;-{lnl@<
zGE?P1S?lkFNY;PpSU2Gm;hgidb1Dk4G#Q9z(oMsrf268_wAh>Y|7g6v-gtFsmfDkh
zqI`Nan8MwNYl(69!%79?&Nfn3B!VQ!?1M8)f<!soSc~3Sv-9ZP%nx5!DgB12d{sH9
zWT5fbk8@+=N%&5iasH}llHW3~N?9ZiAH)~UN-dK&Sd=o5Hf~>_?9fk}!oycMlK<k;
zY?K~O_>RMl-#u4_&P{O$?K%x0H?)2$+S&xR6uAq<8nZcK=Ct#arwsAM!eo&SzbEWZ
z>yxv1Uk9>x{;1RGp38uL7mfI{(_D^_Vp$8^HZyYGj!ePj_+{WO7_w|BU&v3cnwt=?
zKl{%^PWMUKI^zzZqpoHGqgQclH}zH}WsQ=?|5^=*<$p0zKUc>-o$c~6?l3f0yzhFM
z3(cv%rrAK!%&}#fCAX%WU!v~giq4wix~n2bCOA5W2E4xqS2?sovF(n?cY!}6mYaVa
z*^sxexA_?~)l1c%0o0$VTr|4H9zv4+XcM<K%&nVL?|x9<m0)(LSZ4(4ufg-!GL%UR
z+&fT69<goScRFoVkbryGO)k;aJ}|g@_#+rjHC7%{0Hy%)xKAW8m3ud?r|#s<e!LI3
zktlZKU=vo6*&g<g>6x~DL0Zt3udZUP?Ag-L9iY-u+A!!pXeAl0K7M<ZveEpbin#i`
zW|+Sf{56`r!?)QRutI-Nz5Gi{Qac0}MV4nLb_Ez<S9Kdcjgr2!WrdL=5q|~TOaIEz
z-HZsd#(yjR;0sq=r|_BoYOKJhCJdpPrQARd9EV~6zW?P&0`HQL{nR4f&~5x#`In)1
z<n!OBDCWd-xo;Oz60=c<jfL{|{*@hvgv|7r#^vhMj9W$vm4Thl_L-r*mAf3Dad**M
zFo-Vr@-c?3{x<e+GGXnv8-`}Ct2OneW}1`I98%JNHqL))XH|s6j`Z85xt<dUN~d+{
zn%@?Hb6F}A4_Hkeeg1rZb+X)Bdm-XQ!4Ph_Oj3{ZsS&w5H@2}rZ<#BFQ)a9V_dM|J
z(~?BQ%Rore@n83idg-c<+cyU}iZfoHeZTkz&R;DA+pA}UXA?acWrx(4u3tmjUIf{$
zdKUVvUYZ${j4&juV>6m{W(ayfq1}EYy6aMtaf}v9oxg_As*4rSyAaE=N4Y0lsLK6$
z{P%;%oh25$MwCi>)hehnRV0+$83I4n+B4kR6LiaFG&ijo`=Ayv{kw%-;wu()Wgnf!
zUHMZ_?gOtBIt09K?4*3y?m4knw0EK(^rMV3gSqt01Lj0el9%DB!MhNzEXLH!)MhVj
z2EBv$g+yQ8&#(c^#kXOmM+J@?U*g~UC|)(r@)6F5x`?r6gqE{O9ESDcX?y9t=zlC{
zC<zbqueA*hMfgqO0FZZJ*Pr}ot}A<#JTCHO8QSNVG&er)&M`;l0;)_-PB~JKmzG}F
z;y<c5;=9I>O~gR_N?e806uHPIfY9P+1~G(Mrj<6G!&aC}mHBl7w?F{p5n()8faJ}w
z%6h5(clD%C-c?zzuqRfh>aCuXq~`y&_68cCIRw^8f9~Ab(;$!^@OzCa<n@pSY86-2
z-M{Xt*6Lm!ti0#A5)=*nqr1?-Z;Ushr-Toezjjh^fXLw@?@H@ruD`jOMIuv&2kGb2
zK`j-E#~wUDSN;>F+%vBw`7P)8`Hg+yAQ@cX*8!Z=k(U*H{J=9vi2c5B8R-2!)9((y
zc30Z7lcefjSD#Z_D<9ltyS*|m(|>n7kLZm$!}#_7_nXkxE+@YzGV531ZYEL&yyWG{
z@RNJiZwQVw-2JZ(%U^9`wkXCot1m)ym~0-_h|2mJ(!{#k^`s)_A5<JKJd6+M%DY@l
z4{oS^OhmK~^o+>>;?F=GnS2FN&Z~3XZDJ`OEEz0y!`!S85-14|W9UEKjo6}^7*UPU
zn%o~%$ckOeZP$h2iP!>tU4F-_*qU({YJ?tWehS|wRfL@rudTKIqpra<P?afAPyVDn
zY|5B<CGe`!ygXydSX)Q-&V`rXt4R&I@hOa3iqJe`Y~KspW}nJBb1Y!r%jO1mq~j{<
zQAg0hy0O7Sg!Obbx>w>e4L%mpX(ZsQ7V&9sl7?)Xw4)#*js8T{c3fbtbnYEo8LGiV
zHok|kO8xWiGYEfV^7zFrcV9>de^pqZa!Bx2il;>OR#M9H_gVy|y(89@an`WZ(LYkc
z5<tcOR;^{~!luVv2{lF@VkYvuL-;IR^KJRBV-wY{k*$n|Ve$9t7mhaVt|wRKNk%m#
z0q8$t3LF_DSGgxVF!B``Mu?==9y!t~pNp{cJx<;X{FOO?6%BuTmd9T%N5s}5lU_PV
zPUO(EDes5#PAYh0=u7&?V7o+z?E1*{`=m3UIi>`lC00w6!`h=WIt@=WOTa=ArUro~
zPv!*J9+IWUk)2Yt{wt2O?*{MV=Z+Nt<=>*1++W|U{xGilJ{|%d7~iUfh?-^GnJvvS
zx<*aXs#g~Yj`)1ct4o1pz1B?{(!3y@X3?hD&*vFcuU9fYcv!31Jg4CCL=i3VbA{t5
z8znlju^%_)<=91Bz0xgV{7_XpzE8@*<*L<mze^t}5|YcqCLX<k0x$7)VP{f$eBC%k
z0z4oR(f0{PpLQLsChe~Dm5f?+%N#fc8W35S0_gp!lfHvs6oBPr%h-ypBB%-q9tOE5
z0&*0Vb4VT0XP$d{Fx|~Q?+btZ-2f4I*-ehtm!VO^*1@xGz{I$YV>ib%cD1N~F{u|;
z5eu1+^(klL%vU+Id96nWRu?JA=;UUV32T$ij9MQ~cq8HzNimFO8eE7+vl@p>IgVq{
zA&zqi_Q83nkh?CIjr1Px1Mq~WdvrGNN;!yNlxaLKe@m{3`eK`US5Ho*7_u?N-Jjgd
zg$wXPg+FnUy3Ju+OJkLUPm`XwJH#h@Sab3P&0&B8wD|arH+<0NiB&S2!OF)Pr~wRy
znxv%|3ndvy$J}~%vNkJY<};wVEk+#4oTjd>6zn2uUwCrFldPz6bR4qR>$gS=+Uq|C
zlZ_2u^}iqAX&y+}WA<97&`>@Gd?0pPVbE%3JrNuWmIxJ*v~L+6a-(Q@Q7PiX3CCI<
zbIbYv8IN`X2is(ZugWB`$~uTFHX*ZrOopT4OIri}dUev_!^>y3FxCmn$jDxJirF&$
z8mJA>ik7*gI*twkEV6{R9~?F+Rq~N4yJQN?YuXRTh3rp1r#mw`V`=;c(|x|^U0+!;
z%#XZuqUMSbwvypaHW82+Tp=Aj7!?}zg}qKYPo-3NG*$xatrJB(c#8kqV^*Lgf>M-E
zI&KdP%l?ROm*8T(86VL5UaBL)_GoX{{A}ASw|4;2k+H_7jSOv}AHC*CP1uw2biFF%
z&%k{&^Kw0kQcti^5219vxV9o<8^`|qL~9k!d`3^Ww3%TAZkso+H^3uaEm*8=clC?P
zeduPuYb1KDQt&=V!mRf|r0ebf&VBFifWKGz_uUw)wW}feD9j5feL6Qetfh?2Dth;=
z!9{%?UXUZD#C<`NEA<$aQuean6usul^st2PHu!ht;p6w@KSA5f!xJAf@>$s>^VK<E
zsZ{u8AAHXz_ifn+EA2$S5B5D2LAA)A*z*oU$r+AVLCxkR>^5YzLGI8_M2lH&;G+A`
z-A^z*t*M6^tqk{&q<5Z7Il)^{D8!qH+LtmS9x&LRM*wG&s$vT;<su5|l-0cFKHhVM
z1U|dpER#IP;aF7{-^!nMcQ}$?4aF8$tPV9hsg@}c2L|N`w;WBnqABz(bu@BkQs8N4
zlP){Sg<x?JT~RNMGr|Q2YYh?}_kQav9%gMT%C>4859&JqP!-l=+29>B_ve&r@!g^h
zqk?lYb?@5Bih<vJi|Pr7#P9d@xeejlXH1kq*z{5f7Vf=d8M<%dwKNY#c<@5ac@$N9
ze&(vm2xrfUWAXB9;I<kET_1Z59bHn@9)S1L)!s#gMDzRzM?}gVN!YOusunqoFdCw{
zWxhz$DA*6wK#z9(x+;}ZoaL&ElNewu=rueVzy5PcvPqq9HrY;zk8D!5DH&S*tYqX-
z(ip*~Xuq8Gyph1VDm*1sp`v`LnX5i`ha)EIC=f_KzS;l13i(dx6%lKO0<EpIg)F1y
zo9^0Nj+Zd@FVLjrV#jCVpm#y&mH3FXr`yyuK~0qRx6JG<gywl_GLs)SzIK+7%<U=o
zGVpbsAiMcDj4t%<Dwbwi>PCH^4O0z=S?ngXKlSyr=Tw`JzdZDbFEX=(!!p~xtG^sL
zSrPZpe>AOje)mOX*N3~_cu~(#el3w<Ay2F*Yn0+S{njfXJ8K%smexTjr(|f!a2Mn-
zu1M*{2YxkX9cZje#YEf<i#PXhf$oA%)Ei{L(4#f*n%)jnT_~R^s93esnd8WJFawFW
zA=LM|C!`u|S>^hXOmNTd^`6K{od#CXG_tJP=R*t|6caB17iNs+K`2`Ck{BH*MAaps
zrDAN<bsuhjUxX)KWZ=RjDyOU;7}5;@(Jx9{F~pCNZWEt@BIUc^t{xr+ZDlIw`11Y9
z1s&=-9(gtf(asM9!KP7>Z4yE13|iJ9N{~BCh6a5|$Oi_Se<8HWfZ|unHmV^+&t?*d
zeEqcdKZVh8pA57%NN5S<mi0=<9hiwWet*d^FjDQ87nu?@z;0{PtV92Nui^By=03eL
zc>B|CkN0HUV(t1XiYmg#cP+Un)veA(1|Hzcb2ewQp)qxxFvXz1q^Hzy+5wo;K7?d@
zG>X7Q=RKujU;}6uP3RXDy15F}=1JA>2_=R0OOL64x#1=mwJk2=^>oVR92$IE$&Y;C
zJo6aL6Ov;XrC`kui1iYwc|U_=qa5Jj&a?rTzGsk1EGP)ZktJ;k_b<u3mKDl20|waV
z&SIzsbJ|%o-1WXUVm7S~n=Tq5nsk02?Bp{}K-DR8<{|Q_?90L-x4VB~J6np%9wv`C
zh4`I@Q(^BaO%b<KGPg&%PxHIin-v^Mkl#(_q^eLhqZwGTYqJ>D`nm0xiLkbaP<QF@
zTc$;skzcmBo2tRAR$e6xC&|e$)KmWfD@Jl}Y%ptbcyyDX{zS+JDw{58!m{p$?Is1<
zCDOU1*c+O|*YY_##(0mi_WW9}r@Ga1bPT8_Kzm#PDPU1XVuIGOYw;R)9;aDI(Fwz{
zJt48nO%K=xa>ur~wkw1UxeHicLm{CiYA;PrmyJlxJSI^$iD4i5)~CozCc-5m*Va3q
z2aQ`Qen=Tl_aXwzQo0u6THndw*EZ%tLOw+QVDi945{N@xrq!?5e2}&zk)Y0UA=5Q>
zQ<yexL9$wVVXMhv^FoH8tiM6X7&s-zrwlCFtrx3xG>ShFo+_;M5Z8UsT;i?qwNX${
zN1IwY3eGH<o%T;!4gSjH@wQ5GyQD%m*t0o|8(*3^UB#9(D2xS8OG2%?ous{uCwn=Q
znzX*~?BD=1b@KT6Z1-yc{z<MeyxeS)-}~f$(>_^RVLlKH*;5OgO!IjPTC}O>W+za&
zC^{EFv{Yc(gp#O|zS#E)?a3^V*&MMEC6HqW3PXDd%Rqu8{N2CeS+k-X&_RB65Ro<i
znXr{T&{KMO!7c6U=%Lf@TUzH*>j{PYOze-xg(eZq4?oJ9+5`>M=G`Yl(_E5<5@i6E
zL(ved5A1XLMz}3=*#FUzb6tG4>yNg#0W6{w<1O0zL3Hv6(kg?_^S)nr1*);W<3CqD
z7rq8dBFhJ!<YeI?b-=H@m=EO)zF1<bXLto>(=#5`-GwC#uACRqM)%TA)od?ORSn`x
z9`an>x*l9{rSQ>2)kwE?0Ap(Kvwb&PMi0nQy;Dnx(zfLm(@S>BPA0R!l1*10L5xnA
zmC~A3tIJ!X>K_)2NWH9B!qt?oQEyRhriTEjDtYie!7ag?{QMD@j+e!_hRId#oo-?D
zmB@Y4k1f2!0om#zyVyd8yDG=}dz{}4Ye6!hi*{J}IfjCIs-GJM#BZf<eQ<IgPBNDp
zLXUEuohmVa&pA*>gm&>~$*;dEdt2Up2BLi-sx+(<(vtFN5Kz>Z&KH>+@9Z<@0H|RU
zI+*`3)c^Uky<_i}GDE1S!E3w@%M~N4-h4=XuDH!3DAv~8?qS1L*hmH|iQirT(+EME
z)bi=f>jQ;NwTXM4pt`j1*ME_GInVR{UE$}^Q$jble>`N4ogDm&D^tG=ycd%os&h^Y
zH#^r*o)%XVD+Q1UzE<1F{zpF3jJ5~mZ4}P;;zT98u4eUKSl8muAjN1wP0hWP&qONv
zh7=y)q`FYTMq_bX^D$=bw@{UDJGV9b5+l9grr{Fr%1+lBuznq7XVOHn6Hn}9m%dT$
zp!W}Lkw{X?fyp$8VNEaz;f8#xE#Z$euly7EU;flWDn&!w=`jO-o^X1hX!~PNdUAN+
ztQ>=APjcHmaC35Uprh9R6CIV^p5h}d{O!>5UBF*?-3$CcA_Q-UcU_rbdJ@eSe<Zl{
z<i-B{sdTRu>=;ULqHNnxadt1e2K_INIeCkUW85kwHeU{=&6sy|%~UKtes0)}d{3w*
zOK#5Em7Fv!-RH1qAmyINN#{+rlFi6Fnb)kzD1m)Sq=MI6A;}f?9Z{k)r=Mw=bK3iC
zTeCv!iKj)gzp`44Sa5=9{(>VHe1QI86KqE-0Ec^0>+HS1`5H=1dw)cpj&%+vEd3~t
zrc33r7z6ZnyXW~hIWVUsTf6Zzr^U%;e9v$n-OX{LyRmTX_1y94_d~tBuCRA=4=V7G
z4s5#W!uYKsb;vrcNu=(`eU_x#0mvNNzrvAmcYK{7D}v)OwP*V(PLwmPsUnkYze8Rl
zOd?NUXvaMNI5IIm<J_C}6JUz7I0YWu?g+v@H&cAK4TjK;ztxY*ZB?jlv)Y&AF2V{7
zj-~Ci0fCsc#e=pt+uy+YMBK-jP?nNK?1)*Sl<idm-%O3!d+)atHWe@yy#SiZ-_kS7
zc7}|WmnLc;*JqlEjE!KS^-}O9+d_djH4pm83&csA>%BuL*21Q@vmD4C&ktdY)GJe;
zgi00X6jMo<rJ;fo&XGpWxNfTz6a>G<w;}9sgqgqZMty-x_dOFML$SM~X>|pZe&RJL
zb};dH$aN$`z_?y{RZWKJ(2AT;PYXsz<a&|CL2XPs*dZ@tT9AOX^*_H+4nLLRI2vZt
zXcVyJi$5C2V`gS2+OwZNxj)_+RPK7S!mc%p`tLFvpYtMkal6M`dj99^WyYeNILh+f
z!Wm2_c8?YsQhQQ&$nBc34+OLNF&YJ4LA6)N9jCKPp(hdgs<m?9P%v|lgAkd=d|0!G
zoD#*l9l&h0pQ&;%BFa{e=Ggy~CDp#rz}@AI%Oiik&dURSKWLIg=kmjTzS&z8r(=D+
zJ`CA2ybTx>`8HzE+0=}mW$L}8(eH2S@Mfu`GiQ3JeA6b-*E}1WqHOGeRf2jI*NkCB
zH`Ag#fA^nBOm=UV9BX^B5>Jt*b+!>elsiB?2(G63@~dfL#i4Hyn}>pz>9Ut}_kY6D
zP+Wpdt#iJs`^dh<jB56m>nJ|N(BR-nEE>U47sos2{CRq#*nRk}pq)lMCf$&)OUw;M
z$gr~XExC*Jhsmo#Oc>Eh!s>$`AUF7pfw1n<L%Md@hoHarHq@guoG2e<5@VHQTnTM;
z<Jq`jYXajqIgoN3_zBd^9<jl_)G>siNIvlrJt+M1*@D9LTxp>57i)3}yWWV}KIvm|
zR}!bZ?A+^A<G+)Ls#{UI4E@h9XJ3t13Z4{A2)fTP0{86kNGFFOY=-9xcL4vN+j@qn
zNk;J#J%(7VfdbYgp;w}>eyBH2yuq@YkfdWb;u?R|Jh}I;zEGB6|D=><Cu4*A>1ybd
zA8{i)?>au0+9Nzp`0hex&Y^PHvXh>~V8-?9mjDyMu#$Q5M4gAm?+y=4_taU&p?4|V
zwj%j59GSFCZcUWe?dpVU-T@po_t9QV<nB$`|8Df(SuS20_x@VW5vhLN7JjS07yQAY
zvy5?5sMx6~+F@BeELi4Pl{<g*^=eX!Opn^>vXV(hSDA|r+I&1d9Ox23HZ&|Gtd5T)
z8S+m=6~BZ%K&@`N_5!;;E4a<u<;8F{rEGiz!pz4W0Q~$WfN#J27~9ojyqsN0iq0!=
z5B<f#-=WEG9vFFO?fLPX5h;WXt8558G<W)Xb-H>P`inUR>=}runnkhvBv~XGc?2T9
z-Hb5gL(r6%KSq18AA<Uz<WhttdMFzO^6E@lxV8bbC^abk8!7=CmG_+H>%X~jZr`@r
zSlyXS8PUgMK<qiTZ}&QFTB`SN8L&Oi0xyN)Ne0eqz7aW6-EeSvNEfRA{a+H8+4!?W
zc9;cHz}J4;&1ozAt*b+0Kh(qeU`Axdc`|y?4ra=iu?m?mBqhdVyXH6%m6_<D8~A2W
zQ8J>mZ_IE^1TPPVTe@n`6F7%y9o3j>Hgnk+G*b$^cOvHj#F_w#6*Ksg{|2{Z>9+{H
zl`3Q942qiUSNsSr%=Upztkoj;ks|muW#zfUqE|AaMZE)FXFXvK-ZGrL9=7f>tP4Fo
zr!Y-{X}0Mh&r>C9E7r@wtPL%K6tj@C;m1=L6rSmFmwq*V!I-;2L7S=}su?8))oCkg
zaMk0jl7lxZ;Pni|ZtQ0KnfLvBl4RU^w;o)q__(*U8JR0B5Vy4ZpIM0mqy<qtFwk$q
z_PrAAbtQEnRL3811(tpX&=~@V4A9@-ijSYLE7rwAw*mLLvjPzn1?MvDf7x7(9Quy_
zPE2Z~1lGxU1QotYbn7pZeE~OU3s_+s<!JbucQRV#p`57wZ}dCd+wn|;CUaDAVa57u
zXf%np0ZoBj;gpKayC7*;Gm*^5wXqIgyA=N4mi>17y4URJ#Ul+$vyZh{RZS4!l;PD4
zR=cXq5-ewz8M9>k^X&Jzu=H>hTmXg@<FvjMR|k7gCzeA0?=7h*2P6B<dPRoJv7^fs
z=wBdY>|t{ea`$_wKah;U284=T0h|GUUfTEc?`vUkgsU!M*#ym|aT&Icfr8f-!{%l$
z@3^M~;7Sk1{3-&}gcHnbw%oqD#vjZ8^_=+vuWkoiUy9mM7d7!|jcc{7FXTS3T0w_C
zds^okf&_Btn?i|mHryJMrFOn!vzO-=UhY(ci(HQU8hf@K9MlsHE@p^ePiljd*F(`u
z8qG=$gs5b;fnTTfMuTnrbf}|MASGPatr@4%SwkO2+Gd`Ht&id-$^K@;-hdaizi=F|
zGa<XgjoHGT@yI%NQO=vpivrrXZT>?c4Q$aP`|B=aYIfZgYLq3`Qy5+iv7@dOl`$`&
zY~uG7Uoru;T0QgnmZ}M@)sI~YxnVI@ziG9#JEO+XafW;bH0#Ox*qsfrcqA?0yiLF8
zn4Y3-;LX+O1h8B78CMl2ynIO-V--B~p9~q5xg{6|aRb#lFi|$QFqB{BN)Ttq)P9IP
zx;9jK{2Rz6GK41ecJHj|b=)n%p}$O!fT;T}b=K&IA$(sxV@(YH5xz?8)cdkv!Cm`w
z){>YfZ@x?+j^r~dI!3Jw*`M5Y_EZI(Te^c(iyQC%o<qep=miskzafbYxoN8n7KtZ;
zj~bkpv=x3)u~pVzNX+G9RmUtJg?Kx)E8>@>Ti6C4&J2S7dB1M>wWV@#U8ET5zlZxq
zop=j-nBWJ9^Ye7hOD!C0b&sT*3&EWE2)Tef;_Gr%5En=XO#b7`GK&&yL|8WX?^CVW
z7@7Vneul;~epB`XaU;7$7OQj>#J8!=gV*n`f{JY`KG}jlbrNvPw^7}FHn(5v^6GU*
z*~J`bNcHM1%JH?jpk(j`LMN;NZ%v($sPO%l7i7&zw@o$0kuCbIM6$sjXjH$3@D!M@
zg=3%bkIG~^+ne}8Ua!oJujXEvN`DBcZV=3_xLk=VMIzi=W@E%SQc|uh&47{`3wL-a
z)1>{JWx^Fb1|>bK+p>ZuL#xqH+sBfLHUAzR0Xf|d+FA42pIzD0?+gUUrw8+OgIsD}
zo+w!a`Os%epv;HaZ#^n|AG2XiVxw6dhCMCydYd7jYK)VdtVDZ^nZyPP?bf>Sp=`-T
zb}Pp2;ViLG{w>j&%t*}g;R-3Xy*CVA<!b_B%MvZ0d`hs}lYjB%Zn6gXocuJ~M6vr&
zGm4PrpR7rgE%Oui|A~+$PX~U?G2FO&Itn|oOi3;m`dw`rH^QMh@fpR?7|a`ThL#7b
zWovAwf85l%5X|gCi}VG1y`LbP2E{;Xo$jGatQ?(p{OXi<%m)O|<USdUro3d!1n*09
zfL}QU)*w>y3#VK!RPyob{-j@VoQ$g-?FkFFY%EJLX{rFeVqQK!NB9xe+XW51H#i$+
z=s;ilBt6leGNq;~Zq)tU>bozEtoDtdWt}LWeVe8Qf^56&gKfcgY=*aCZWXO$-ub3Q
zd6Pw^;s@ShHR>}HcIqif43`=9I(t@P|7`eUpRSTjsF~1~l)h=0Jhs!r<Ho1A1#lnZ
zwl8u%<%iG^k?%cIwvAqJ=y-jZeVv45R^Dt#5?*y}E`X!=U5J?Mg$htpPOEI_Kb1_(
z5)$1+>mfYpqs8K3PtTo6O8rmOtE#>qI}uJOddtXCL;r1MdOb}q_{KSY<Qvfisc;L0
zr+n~iYT3;f^hNfZa)v~{)N2}iFF~QzR5(s+M%)AIgdloR8U7DhuSG(XaGssmivt%p
z_U|b$AV>FHJEE*q85ExaLOZR)u8#alV|ah^H-W_XF-qnBFwNq-t9@I8{KMo}lm$Fq
z7$Uh;GgnzozT!21BQUGwsQ>2wM-a3rL`R%!>oh*{aWm4b0`UftC&LgkMv=s~v3d?`
zmC>{(;PQb`>25uhKM;Bqo@Y90C(CyoX`kCBLe1Y0g$gTT6+Ygs1YEFwAuOf+?$auL
z#-I9KK8Q=y9kQ1>NtqQAwV=iYC(SH$N+RSgk7_coPuWf+(3{wc7q11g;2-te{g==b
zQI4DW7j)WiiX34z_q|F-M+emj8dwN;QCGs)%$a@sYr=yjPjq{?aGlH`4j#tWzmMUe
zi|<~-d}GYF+RonKcB%F^WA`b)1@8jJ=aj=lPp2W;S>(<t0=?P{Iu!IgM6dWw@YsPh
z1Gsjm?pls4#t2l;M-~b76Z@aX7W`Sv$xF`^oIiRV<2tw&9IjIM5^m@h3s!$q-O&x4
zJxTsbuB$%AxJ0pcK;#NWBGoz;6M$B3C!Dp|!&T6|1oi)t8U~E9D>^#t-Mi)M?$^AJ
zvYe?++MZRtO6DV?R%mr1XDuv?a%+3}t-7w^p1HOFp}aPaH1P_T<(}oP4K!zX@LlH8
zM_$Z!?+}D5j{YvKV^fx(B!-I!aWT7AYf?N4T^lfLl2DD+R7k?T+|!mR3`U00ymN}W
zttRb&3m$TGcxng7QsqOe-1cF7LE|Q)wE%kkWNHg93^=UOPRtYSLVBBMLYy{Gv;ex_
zIgtHf7E~F$7>OVOCLdwSXVR7b=QJ`FKWZ?nK~~g5XUA>$d@m13i|mY6yqfnCSJ76E
z9@s#@di2|g>eZcKd`#X#`nKtMX2yQjtgn8M(}|rNG*^Xro}!Y7$JkZZzdG&k`ex@o
z^hhREAvgED?kx;jO=X*fp8>lnRP~P@)-(;U3KaT{j2{e|Ul<u}70swD%~thj7}TQI
z!WOWbtb64^;$@KAiLcc&!NvbXA0{mP^)}0don)dRsbyEV6CpA*ii$bkcWkMD%uAb>
zbP&JkZ4T!DZGwAH?)4C66QKJ`qD<e2Z&0kxgQu?Q#pzcUVL01qE<XFO?|{t{FY@4W
zY+apoX*+E}^l<0xFf!B@f?lNdM%JeeU-3$&+AHSx>{4ZHT7zdqyc+^~-gz)Lv-{WK
ziLL@9Sxy&aS?ap*f5D^IGzw+>yu-|k99E5~%<5ar2wI&l`0?xWf?`b`7xmuOmnH4)
zOYhOnAg|@c=fBg7<f}7ef+=|S_XadLeMDD7YS0T+@{@gw?)ZX1eXg^QN56?jh5I)y
zhi9SSb%M{G)eeKvZ(1BM<<*6^$qrXsP9I(iczfMqt)r)5brYyII-iS(sY!h#KC2Gq
zcZEtloLvFEX_xOf;u3aLgijN8+^JIa;S?1^LKST-bAOJ->gdPVhULb2r5D%^Y&Oh3
zeq+Ec>nZm6B9~WL;A`|{Dd3B_k#i1<$m`<BR$lNW#<1CrqO5&M)C5c1^PnHL+m*)t
zCn<|Z8Yp_!Qhgq`puq&3UEauqQ0Z*hu|eqt6yVS17*=VY*J&$Ozn^M;9dk>unIXSw
zlOTfs%HdmPqu$A?&W~Z&&%q9{!3KT$k-(-K***t}JYrPmsUI^P?oKB3)|S|PjiC>9
z66z@ie>HQu)e(()C_LGYS6--?)G)4k1F4JRydGNY+7}M6#fT@`KiO$`Wo61Q(Z@J7
zK|1X&y}3{##6$0Joae#<bMU8B5$Z};Li1)yBZ#1LN4Is2)ud7mx3G#aALy0&Epjnt
z&{rnVpY`~emsU~{Ni$_bG-)@B16(S2p<e#X%}*F3fKfe&aXOjeAmdX}Z%-t<W8B!Z
ztbq!ujUiKEm8G1mQ07EVI;-VVJGfRGwIah<_pgWw-9>CN$Su2Unap%%rg@VV_vzpR
z{TI!BULVLex4nwZj<Pbh)i8{o9q?vXS29h~__G<6yJydQ3Tv*{WWLwOT2A8{AkTRw
z{APXak)i&?!<u*u9!1sC%L?^B`byCG1SL~VC4h3RqDR-PYX~#qV{r~OmC8(9;VQdU
z+ZUlJnZ95d@p>cG$G4%t=mVTx`snsQ@fXUCU+JxdFL9n=(J3~zr1PdeqTGBXaZV?$
zg`b>4bSIaZfG^u})oPc#&<=aJR8@Bb-6d$CwT(ZbUR7yklG9lA@f9oR#U+V@`!q8U
zym!7u2>=#WNnZyZw@W%;FxY4YFen4Y7)qd+?wp!m+sRzse{WH&Iq&+uLj`sFv(<}k
zX&}Ujxg??kGCdeM^N$(%P;;zmN9{$w=TaL@ud?em0he`;V?t3Ji=0u4Ein%@8_^wE
z_7veQlMe+iQBvT6FJUdg;~+$7jhz5j(hu|#t9XQST<@budNl1E>~_@;Vw4q72>M@g
zvJ-+*5qFz=S5()%%aOk%zUBZlla_AYR~}4&0!~AG$s5(Cm^G84ypCJ%+8)ugwnKR7
zwjw%~=VAZZrqrPx3xNz<-JB^U(^55`U-Ds|eJ=KN8o~%Yn(8kS+xLD0xyGyv-YjhH
zXtuHiS!sRg5Hr?ikLAHEVrp!A!yKa8uWyqFWi}iL!}K-iHLfzPj{s+gNc<%pjcICw
zxZ`9vM|iO%hsQUqQtaSbCA-zCv!0v>YW!;GFXH-Ufk&GqNekVn=;~&EH)kz>Rn$WJ
zZ|m9qYPJc@+g>>;BB>rCi7$LmN{6NZHuWrrx6jB1azC!6<DAD>dK?5##ad3SQ7mR1
z^weEmVMJIIP>^DBs`X;D2iFV^M4;MYWWt!6q}c$|t!dN;!3|Whq<VBE6>n^7mEOp|
zmKC&i3dq_kUyhb#+lqI?G<|tLb7!}HOZuNmBFUkZJWH^%zTYAAXcBdx4f3-q^ej>e
zTQsdP2*IK$h`TZVmow)L3}WyQ+Foon3DZi=ZXmMY{%FuIHk$+Q;s+<+qUS9pK)?82
zK_%*c=DT@h<gpcH4HFQs^0(x|*si>7NNp0O3CeypNR8-5EDhj?=KkhLJrNZx+zs-X
zcnOrYjoK9JRpsvX_yZETN?=j?v>MtT`}%>!xv5saH|Bl*k4b`j^zyLET#ug%x!mIV
zp4AyL9Kf?6x_C86QT|xLr%7;`%;>KU%6|pYya9kuDGGwjb0x9(^OGH%N#TG4uGs?J
z_Hz2`h+{4-<Ndr;U5<GQux-P>CODq7@$K|0LG=*7R>+lVFX=w{$w#X3yHrSgRyP`@
zVFuV1Ql@@u>%BqViI*u%4oa>a6#RJNN>{v<R#+WucXeu9seazaeW?hHWbiod<l@E3
zvSqi6A6oF%1LU-6Nck6AJ$I+D%dS@CWkJ`|f+m|||CHtw_{E%>V1v4%+y}k7UZtX+
z^^!Y90DC69F<M5@p)>0*&B{%aoQ_7q`?G+3@v95$UDeFNo<yhFI`(|tuG8FM<57At
zcKhUM*KrGS91ic{I9v@lzM2!0ZK?288f|41c~xf#Q1N&B$#kx^@7TWUiVBbp1E`fF
z<MG7kaw=XCR+azBkNoOf*`VF6GE_1$ULMl(e!Ug*eNrla|CFX~cgefQqQlIQ0*!}p
zUXnZS=b<^?64!AzlKAT(Z>h*eefm)Z$p%GUUhEkJ;EkE|Q;C2^K76gy_74#7W;v<&
z?$P-jv8oZbbA>@wfNynt?q8AriS8}fxcu}7elMHlPmQV+EXyQJ)BV<F!z@DqcK>g#
z{Y2n4Z(Jj@!h`IK7b6m={1SF9-K5a$v<0407RQ4ZQGxTIy&B~ML*({n*;O_JPFyRx
z3{9T5wU1`l0KNq)jirmzd7j-E_Hs|4A-A({ZH81jx*)c{X<_~j%fT{fMEuK?CGDeG
zx*j%ETf~spy3j8LI!2N(5!TeEI%z@LzLq`vN%W=aR|3L^#%&+|5H+nX*y=crt$xC&
ziP*L=`kD#-I2_d~-vgI0;SsD?lk?8w+AF~4h#s@`lwtdmjeq{nUu)D--A?eWoli$O
z_fAIz))2X*%Q#`1=PjQW+qMPV5kIkLw1$7ASWQ($m+;)Nq=i;Yv%!@pvs^1Q$yj)C
zZGyCgm<5t%fS(`SrnqUML-!#lb8;U-d!EIaJKcHeK4kY}Yj`Br8Bv3{Sd_gGVuUU(
z?vc-a4y}8CN+Fd)Yq%ZiGx5R3V=ltmH&PVMiV(z*Si9ZJWJ34HM5Fe#MuZ{$whbR(
z_F`3o!&Zn|20Oa+%`z@^XycJAbu>x#S;k+!tE=(}P0Y%m_#KSeh>Qc{KHv23_W4$E
za$3TpnNzrohc2vosaii^{ckm55_i)0NiMAA$1$g;JLO8m+7>wC!B*aRboJgV-QC_)
z*R8r{Zi|bXdzDNi`c2$}iD47{VTmX6%Nw~6mk$$(P;td8>1MirBxLqzTC|oRBJ5&|
z;6JDrTfgb*uKmmz4G;cfBZ?X(T6=Y}zv%W&i_B37w>h<GTKUuiG?$Pgv?_jCf3j=&
zMu#u8{^AP-SG!EuYoBpvVmsD6eOo1UN_ITnXP3kt1;4rVNlh?WD!sAXNoeQ3e{=ml
ziRn?zmXmNWX}nHgwl)l5e32SyI?CrEtVccE6&U_UyS!l5y$ZYBo&Oa>U8N^&W8?8r
zt4S!5oxrTM<M>iDE!8}k_{4N5ujh;1Z&2mV!OykSN5|$#1@{JRhU)MlmHL9Ar<-d|
z(J2LXRFg|43Q8C_#^6HKx;sWcE+fUq#_kuav#XWSKOFjG(qh)S7!rPXvTlstCN0=Q
zrO=}xiR{3aJ|9<g_-0#Nx^Vl~Xuccycl1nhACp59m9W^pU{+7Do~3Z2Zf%u7y4f8s
zCSdrHSM$Gj`I%!859ULY(^680iw_@Z{uS;`-~MXiHz>ak2Iee8;iL!_Pe0gXNN5R$
z#xcas<{THxPB$N4rHk5aL;<zA__o{b&=|H{JGkqtLVO|OF8Lcj-$bFPi#oA9B=(?)
z$vg)|T_&z(K=mC%lEEQ^J%%;7j9d!0H@J-9i@3#(+BNtTt5G>7kFDN&#;-`SAWZ!~
zWy$1(^N!D2^)6gp@D4j%z;382Dasn6s0d(-_ajuQxt6AnC-E^MG#T}?^pRHoTgBx!
zS^jh;WzQs7`OASQmEj~oE7}t2syk99dU<7aYqm!14X7-}c-sFrO8xe!>>T46Ha}&}
zt$ROVdi}=<zt8Zb`?dev4{8edm<lb}`Vm3l@q1r_IY~Ilgl{Z?Hu@P{z<!*vU7yPO
z_y1A#R#9zrZMZ0I#jQ96f;+{%#U*HQcXzkqR@@y*u~OV6xH}Yg3r^7D((ds6XYVo2
zMeedjR_0oBzVgWXSKPbfmP=QcSuMHvi?UtRt*e!j-Qb#yW6U(?QiEye9AP&nF!2Lj
zlogE2>+=Ng6WRGYQ*oz5DR<|<M_EkD0^xC)x?+Fz9b9d;{owB}iTg7!jQ<XzZ1PkI
zV<3ecF9$UUa&lp;x3RzAcrcsQMF9=+mQ5<4{D801ns4trbR&}H+HtjJ^<Jf;4=J9h
zXstljHo+w$r_v^(95XP>te-&1+Fil}ignhs0?!cY{qfSi;^_e8i;6I@iX?=e2K7!k
zP}!i&c5UGLJ{@#L6BZ?1$s#$MSVP+02kLTowc4QAueB<Pca``)F*?Pg1UFe@+|WNW
z7S7{M)}k+eucS&}R2)bh@51W{q_p7nHMh0O0nkO$)4Fhb2LXoU)}5I5j{rmXEhsyN
za9TSPy^k2JOdk(-*av*JmNZ>@>Jxwzk`{WIT>5k%uxag$X2$}K=DDi;P=)^pb4!m(
zMzt$}1ljU2-5UepvG84(<R){c6)jh3&r$}Ou$AwoA6qtk%vGLvnFZUX-@9A?=DB2%
zT6y+mhzRN2W&VfmOiMl-MTE65INV;az=k>%(cH3>H6)D$R8eN?`6P4mMSBv$SpIwf
zYx@;7u|H7}vy}_G>-pyVf^oEMcsS}s<C{HHfxvs$1oV7N?ls`KGe;jHY=1}Z2h=|j
z9fdP7>dYZa@Md!tyWx=08(3P}j`;rNW6>nsjzReN6<<5Ehw-s^Tq?ZmTd8#YkQsg+
zES&FE<fla;L2-X#`0E1q$VFLofXr1qKL8*CyqLK?I;fhW_u+_%>zv)Wtd9wUp$l4(
zGClIf>oIseJH1V;q(-fkRFc<SWX~BBa=^RF9T&j3Fc6f~^>%6xt=VjV%RNukogat6
z0I*V;$YXS;3J}Y|rSt$Un@}LtO2&#NWf^GC<6OLg%Y^>Of(S{Y_lQT>Un1!EBiwMe
zUg!R<JRsp&E^XGMFd#WhBXeMuN-Bk`1&It?$|G`0nzwe?!z0D*<zZ&}V!1b<n)S8v
z#hN9+I6{LuYV3xCN$jy>5^O7H@Ia$;n>%UXq4^a5Pcb@m(7pR!1X=x25aFT^JwWS<
zjwXTIKeM9jh%Q>r)C`w0r5u{{p9cWul8DsT+5gCDW(=<|5g&qugKjY{)lS|`r=9|1
zy2SjlbaF%f6#n~O%y-!r%vfe{@QuHtd<3^Bw?Fz_;ueWHzJ16YYSH<a!n37}z-II~
z`{;C^-0?napyKWZJ>!gdPG8TT<YKOJVa7C?a(~>k{(zt83|F~%*t^t392jIeT<hQL
z_ha@o|NYvhQB#)pK!}oAY>?UObhVfdJV1cZ|C#K&I*$4+|2Tav&^0zp+cdZf<L|e>
zxSbect-4MUNe<3TCcZC;P7RhqwJ86W{W8B#ibs0`CZt1Sr-HIjOhzG~#^;5aKSC*O
z+B&;)$;1sqOYPKUJb!z_Y1Zn=W~?$#*kV_$S{I}~7-YKXXBz+3b+xzFNT#`RN#d)i
zXOu=YEgOOIgz$?@0@sddMOlVJ-Q^`NZxw{Xw6z2<u|KP^%#zTj$yxkyXH<LSW&(j!
zi0g)=v>u);jE;5|y}e(;B6pC2g2vq)MiIWrOInGDdUn8m=cc|=4<tXwh}!a6HC%Bd
z)FrVQM*>J#zi2gl!E%&}U3>EWsj<!y7U#XzY?9rFY8vvu^dTO>MHxFMiwgSC+`3xY
zw@d%L_6*j;QN+B&x5M;{%B$jEYRCWeJSjlRIucwqLlv>j!1%uP(UtwNL);Z!F7%cY
z{+Z-1u?wL>PO+*%D?9%aNLn3h-70(YjsAhLC;p)T-aPQ#2Z<+8M=Yg&cTW^21FMnd
zGsG!8;v&m?LEi6qpn}b6<)Q<mC7)ZK?~T~l%bRy0;wH9BXrAej23ihTWjYF8)J*Q*
z;}CeE$AZa!WECJgA2(5S7|yVLR?vw*b!TDdb}tg<`URQ3(<HhJI6B2lmsx_hfzsg=
z1^n{juWgkdvD<)=&|QeSJqiP1!!%YjVrRegh;?r`)J|{4i1KP@h%mg}c_wYQS5VjF
z8-THQBoa5_6IN0D8YayPJ$on<w*TB`O-36x9A}MU$J*F)QWN9xH1D?~!CY1(h4*=2
zl)-M^C(g^T1L9TiC2oTxI)lur!?(~^9|b9mZ0)HtQJNWhB&nCtdM%m!m=MfJ^!8xc
zelQEg<4NE~Aa_jsMlYn`PRqW-WL~Mef{-oCp;AspI`>hH@Hrr(D``@tP3%fx2Fgek
zeUOe0duldg4%IpTQhvz%+(?bZYS(YY)TzSf_yHA~Ivc$o-3;30ldcB|By(c0EoxYL
zWg{ifBP!{@b#q&ErrU;6)khZQI@PmafI8Sl{bJ5iS<OWKUV7UxQOlo-_qCOg7E8|r
zI@r@xK*P8vSp?UEBkwCA^okgt?D47wsG$9*3gcxx|FaI7i1!t?V1J^a#%5VqeQ=Mi
zP`p$1h+WJ4$5Ox@--mN6scWO@QvYhvQw5c-ou8h^5-Voa41^(MOw0~bV-e^b%zA{z
zc2f4At*ttn4L=(;<kWQQwHcnX+@4a!SG1#=!#%c(V<Na>eTdY9A)ejJSw`umyUWQ$
zvVuDcsiU~2sgb1Zld-g<Fnmv9F8pG>>Q&dAKoMgEt1LyxkW!O_Uhecab%n$`{Exz`
zi1GqmKfjwEAEP4L90FCi-7w!~T3_bu9ebLm&WeWVnD_pXrjcf~5$)Fz*V39NrX31-
zkcmt|_@DZ5JbWvq9|G{N)i5(@k}Kq8UYtT*y7z1|2>So@)ofb_8>+&f@i$HYGP2`H
zrgXp0QQ91;vKHReOuHY7+>A0lx_d<7M7cLHWs~Y9GJn@=mMTY4u)QbNM$M~`ddMe#
z_-P6<^1T#1%+Oivd41c#-wpR#*n`o_+@$Qg4)v;7&l%~G`LP`r4RKU5R}7Ac<1?~x
zWx5<@Co%UgD+wdknalll-!-i0zm;v7EHqAryT&A+?JBsrurW*}sIYhH!OBR~Lpr*M
z3$+Y6kKb9QVf{w5nBdgG8o^n`>e=R$`-40Fr>nSyY{c3?yKc&>;kc&F!-djg(^C>_
zvH!<?A*{33FYf`Wnr9ocmQ~hfLSs<Ik3GFqg@F7;T8t)zgHM}<F@ns?tS;r*C|U6v
zAat&XX@31l5%b=dtF&(rbIhRxywTQ&iZRyEC%|*rPi0Ww>8I2&;eg1TOSLqfrRs@?
zx$5?#vT7tKd{ui#-}-CH2*A~e`kBH?AbBM6CU-*o?T=%mt%)0K;rX(S*ei>8&9$IE
z$8xNx|3ks^Nyy(1wesWbVMV_M=LHM=u@_u5YbM8#_0$kvs1lU!hF#l1Iv03*cgIba
zy;M)U25MLGw;wrTZO$@sm}1tJ-AqaFNrTWL&08}}1U#B}gW7PN<R2r7NFo)^Ju!*&
zl9b1MdUSu2AQRLl{C1<BochWCgIQ&<N(|-;U#Hpl+s5-s*r!TP`0Uz>2;FyoUDYkF
z;2nPDy6|vv48zn4&sRv8DcwsV4gauOy7#W|L>y+aL{=I9;%Q00P0ay}pX^#|#>ujz
zh4)M&{yuw;P07;vrVqr$eU|WTliOXgcWUVD{a<Lk*GOk4cZO#=_l|b)HD+{qts-h@
z)ER!^Ay1DW3XVumDaycAC|$y`h10~YX;z3{g7@kl&!9J&n7x*s0<=J_V;<^>D4h6S
z07Rm$d@sgC(v5do(TN33ym$x>^hY>jG02*u2>TVx!(Kxr{t7Q!qwr})7GwdUnHBZU
zTAaGnTopz53Lj@&y!ymTxTA}G<(RKk#;tzEJ~)3*mZeJuy>og8kfClHmfTO39pY|%
zPvT#QbkUL3`WKj*6HO29<a2IN-clq>(xK2QV9St}IM!Pbb{F&i8Ho1ozW>eiAt+!Y
zAOBo>$6E`{OkN13ByVNB^YGN>Cp`#$9$8Z^oXRd+A>kJOqrAhCS@tlczh{gv=vpYe
z@lPTO)7r06f;}yluj8663aNZ0hV}aI?_8lWbr-L;Ghb)k<N>TKioZwzB>a2LflG6J
zV&nQlwIriHQwi3O?BcBIS+ePasYR#a3-nn|Ck}er5dmfUX0Jz%W0r>Hx^NsWr4CjM
zB^z3DmT_THY@$hI>~(*mYQVNtMi@yuv`}5OeVkd$BJS>k2^mOl8wxv63vm$oZsZMn
z1zlU@Hs<>*nfSyAItsVtm&aa+cLv>}X3V$c9#>U58h;&LFgjN|aRNvvM46a+OQP$s
z%(T%)V38M*z3Y#fCuDY!M{{qZuhZauUsB(l+B`PT##eh?SW|^t?30)(yBs3f$F!ip
zuJLWF@3&}+5wEd1{fKSxbz%acnReUE3A7B|!>MxQdPHgP)1;H2_Q#<Xp1lxVw`N>G
z4MMPI!W`oh=EcV}Z48sp#dL@xWJTlUA!2R2e~CB3YScB)Yo4?l4bSIORm8`NGIipJ
zbko9TM<%3{k>KP~KHd|y&@FERe%h)}G+E7h1QGIWfMxjZTItVW1Cr6FVV(j4C_{yR
zm1mxtMQN%FSBuscX%~C2(DG&__U~Q7ka_Moi(x)HMrRbc5vi@ILhT#E9q7_gHRPq-
zDkKazfocoB#J@FBm9a?Kml`!l{L`H)`&lcluC>Q*zskeef1%qeJkBHci{xXD(ZhU^
zq2E7jo^Q&jutK%ByUpMtRfGao-USDDBCE}E;7A*Y<0r7@erH_DOaS8I_&N#gH?&&y
zM#Db+Zc4I=C&|SknWa8v^fao|;d&Dbr(c#nA7-X*#WfOQC#@21Hg!;)kXZ<-*Sat;
z8lt-0O%>nP1aB}w*jWqz*^y`XN)_G4k)2na&BS;zATHaooHF$Z!pT45c1PGKJRsxU
zv9?jtQtT$?1tafLKT$rBO>Q_JyJ^p<q!gLP^QXt=jh5@LL#TI?AzA;xLztsM0VP5e
zx2JsBND`rQ`@+*ieXw$e=BH>pNQORi1S~rU{$=StGZLq7N><|W130Nb(x?8%@+a2V
zu9F3sXbpx3aNh}j^`|}LBa{NZ2m7ojy9ZAKw4`;dfK!I>WEJ&9bCXyS@^9&v^`Lqm
zf(VNiT7rbZ?^moBzifX|tJsDYHfo6W1f@7tn>G9=6P~gEOsKr(U^-%I|FL5^y@7>Y
z!;2s25lJ;vL)orBAQPJ^Oryf{O_oNDsJidCH1j*w!D$q0JCMZuAs@|3<(uCMd~!cc
z{0A;j(F~R&3wp1-*Z6o{KI^_gMrE@JH=mp$?)0bKhy~Pq055G_)=7TsfOcSuc6Ng^
zkN-t`X)D^^FZHSE>HRA1uz{zmIYmHcE$mYe#473={YPMKbfrmz!|6xy3-V{h5wq*%
z*6HGLCWY&VV)2w6?^us4@4~KkWz0b4oHnIr->F~Mh~6Uu%g(c}J}=N;84<!$4F4tp
zXLkC0@%gZ6AZ8;Z;%WD@KsCUjtm*>wK%W+xKdh;=DmUD-GTJX5@sWn>rQM0I1n;1U
zgte7Ks@P2=r(Bu5^e}m;8<oVw;kF}b(zdlIub3jyYC?TIRDWf01x|*thOw80da_VW
zc}O%+#WTUxAzwdHFbXHK(8bjBnWpS-8@TDyTV5Sh;orxyM0~l=sKNdBWkaAAWFBuz
zS9UN=^~$+HE2BK=w<O4$fc{I;0?j)A1D-|A&IxenU>`IEz<Yxy8~Vc(Dd@+{#p%p8
zTb8j3Xh4eETjl|7L2N0ZejQkqPL3<wJf62j@A*Go64w3>gEl#2?72~gk-U}Bce#DL
zjl{59PR<4lQ*=&pdbF`lbDXN@?BKqL-%m_MB4T4|n-YY$cxW0~N|Y3>0h|35!_^h2
zhy+9uq4b!o+O@qTr;?VEI)nbvFzzAVftdMoVU=vT%xU8!Dh=kIr<(^0(b8UAzb}_;
zznx}rpM4>K1mTRte%#aX={;4R%>>JX8rg?MqrB9QJ){Dc;<Qk<;}%grAzpgRfV1|*
zNnC>o(dpS{*diO`tl41*jv>LF5H9NxzLMtdHaK2Et*elG#o6qLOrvQr$Cz)0oF-5<
z=QK%>jtSH)5876;EM~uEN-nJHp(&gP4iGGF)z;VLK+(mjV0%?dKq4h_JqS6Gvj)^L
zzh(D*378U2r{I-RQh0sLZdPAeTBpHTRkq4<{Uqg|&NFjC_bqxCRu!Urewt4_xK<uM
z?4}xP<5*YV8h6t{U#HD2BbEC}m*xF+hY;2@JfT9O(&sNM(LrC>QrvoYO})K0r*7}Y
zHTiTxa?7+RuE$rmn?|vy-;->;)wn;dfJ~I80m=#%lF{#o*;YH|df?Mt__t~9<jb8n
zly313Q(RH@<4gtoQVrX@7AOT^pGMc+kFSGHbB<V5TIT!bf4sb;23YBm&(RM2W{e#E
zgl`?3a}C*-khj$s!C)r;u|=2N1js}^i0<)MB-m~?j<@uD=rEQZ@J6Yw9)7j)UB^%r
z_On-N^Nq6)lA!U<hsNsz;{y<<SRct%K;Z7P#5pQR8d5?AJMkBiXyXf^s||hlYq976
zV#Fi@+*Wk_p%T>&{GYQ1)Hkf_!&jjHvt20B+*-bGPA2`qBu&+NtnXTraTj{9k4zJ=
z35br@&(n}hbpETkylF=|#Z|XR4r=x@TjnM5QG`N?5tTBDW6Jfex=~ot?Fhd_F~;<@
zI{N7;9~3K2tn<lUU=bXnLyqTjUM+e=lR?yc^S<3hr~}%W_Ljxe6Si{teHEa9S!4O9
zcg}^Vp-BSTqh9>Ftro2zoIxmtxROyir8J`~Fra*eWOg(4xesDP7JKW468l|FjoR%{
zMCk&oo_1|^6B$-LH%Avbx}Asa=*&D~Trp>NV5K~?O()?;Iy{4kN5V+_Q*5zYyIMoS
zRFTHwYzK3~x;TttYV0wG_yhA`i@DaB?j&}zBZ0yoBGawRUXX$ON4-@5r<^~fLJq)@
z&PBgHK%FdqfYlY$nzeUVb+}XX0{6?F(^JMueemi1x$V*(&{wwoXQs%`7n8JM#eA+d
zDy^)jCF%ac&0d4Jkgs*Pn>bll$|F(T9ho^uyZxGU$y<PrqyDrX0l8#fxWuw1?-(ZJ
zEh~osiv$9GiWHCMy5WX96I0I3F#!R80HgIzmR7Jz_=#+uQ!`2<nz|iRdum!15N@hy
zxn0=y*LHiQ57GZ(2P{|p*l_uXx4#<03mcj`(=T`dOn76iZ&`D@a;P+GqV^&2m8!1o
z8>xT2+`nBVI~@lyv*VU~^R~0t=>N+xrpvSmEU*tuKtI^VYU)NtaI1JdQ*P)6vkv(+
zGbh}8XR{r__s88=0_Q}uNa|vDS5p&;Z?AfOmCq@nytx(9g(V1fHhgLwy}<-mmc{a2
zX`Wbyx_&|zSXIX=({&Uy_nDCHHuiNFNsRubO_e-feqo)UJZk?>=hyTd!(#G{3EP6{
zXQ+LTQ?;PkipA4S=?B9fD_jdJ;_HBB8k+V5OMgpl$X;x>9Ml`=TLdefjJtxJY$=8;
z!F%H0K+KeWc-u2#ns(&<%R-zDGnZDEInb9i2&K=qnhm4D!BhB;1z%~hRg>fT3L{tN
zV=nK<L^xk#HrD&QW(-6q|L6l2kAMDccU^s481&p9-DR%j-wYazi*Zr<vJqVT?=``h
zv43ASaOP+#zX;UijxKMWVFPMjV)~}+g+#3R8QKrz4JXE3KDo)R8qE6E17ro*<bFMK
zPMIy?U$Xloy;BmV*E~#DB*f3ygB{o*BO5Jrcyo@%sG3|xNb9l;tMLcLLb=Uc;9a*x
zL)Y1Cv*>4^5mN=-ku{Fw9H<apZXcO4im$Z({_m#tP_Co+w}$TGhUvcF52XAXWO0;R
z$CjdR7B_F6a?xe?n2&%QYx-#L!-k7@my@{Xff`n*hxp8?pz$?xqMH!)78r$;F>jFX
zT4WaB-J==Yr%T}XiR}fxh4Xv$SiMdb6UHGc9}A&jzhnTdB&Vvs4!+QjWx_$r(-Are
zmy~TK_;=?VRQp=Sm@?HU@fb05skrKbnb*TCH`zhg$e%V`c@3ZFM`6v={Ro?96Orny
zROmbO|JBmSR>3amb$T;yjXGF1y*;t}om%?HPng~9VUTMw$K=&<el?-Z0hLiiaepNA
zv^kuD6IJO9N&gJg`-t8rk+^l2@(L7o&<kLDJ_5AJYQ=D{WV&Bwtz0?ZP__%_|AP(w
z;^!<^D<%zS)SSyljV{uy9u6Fk)v=L33d9vIpz8%A>Zi}nk`ZD5eQrN<6+NeSpp2yf
z^y>b+6Jb*bI5OzvoLS0FT3@Q#Fk>v#o0W(;oTW0fFFrem8uj>74gwL(P?R*yxZS8)
zKN&l*)#nvA6eORDgfJV|vapybN#4&C+1dyZcFT9x(rqW&<V+@t_Ax~I-MM4<cI%jQ
zeW=0dc_6{?jmQ^6;7v~)0bK7$##;@`0G0QQEnKH%_vjuc9nbqs3f>#*W*UUS_y5h_
zSjYL)*(mj$@KZ_bp&RlH=?xB?K}b(zmZ!3@s^^>A7wdDI74?;;7H-Rk!$p?nY+HI3
zNx#qH$#V*mU2?lbR~NRAg;4YceDC#<X>?6p@yVntC$;MwTO+OUAzvE&covX1rh*sV
zj<1i1Nb5~6_px@lxyIa(ko|AZdDo8iI-m_cl0oR13HyK#0N?%XF&tjViEX`?-1ou&
z=0gpw3M^|FB1tdu;a-{32T3(JegQe?7EZZw*}@+f5BRiB-Q2C11zjmTu*Jo9WTNi*
zitKCZTdNvEr8kDFWRGr`)9_UOm~KMGHRcK07d4Z#>K=&VA=s=%y>jZAk4)j{)jf^O
z$}<gn1mT)kriH3{Z&94h3&}O+;qPpN(p3QdDM2W0>F@@A{a54AealKGM(Zcfspm=Z
zRm0g!6TzSt$iaVZI6A@&IIi3=<FgKUQ<p4`$?K5A=0SfX+ib)hf4KI<p??3oXL~jq
z_VC-Gjy^hoHJbMP2RR*mP+fAoP<M6k<KPWULsHJ$A*Y)nj&i}uH)JQ#DrX)U{IRv>
zH$M?h7rQdnbPsyZy>^o+9z7WOwka*`ot{lEsNNqYrtX`oF2$CoWwWb^gr#*hZbhmW
zzol_Yl2BDu7_>xZZ1bX8*&rPKy+u9>g!2zzgnBl@tz#%Z@0Y{=gB|%5VtG7n77|NJ
zWJqyUsDJJZDej2G#u(6&;~m@RM`R%0CEc1F7-PUOgLmqsg2q8AVzQBKJYup+;qx}4
zbwFLq9Kf@cdb3mFv)9S9J{01-?)5L={>yViIe)xslas#zu<D2D8V9q`khpHm<!CZ@
zJ=^~#jp|5JzfXRv2t5SslSkbYFzK1q{RA;vWX~plPl~R}CFKR#-P+#&{w-ISV(RUV
zLobzufknzyi3ga+<FbrjW3&ud8?zH0Rld4ueCwW!weQBs<yOTejLNP9THcSHF`{MQ
zph0DBHRz8s1lMC|cE!%+-ZbJnvrcEj85=ZTR>Po{s-GVeQ5pge2v#=R_?7<2c35uI
z&!48_=x}sQav)GTGBxybE=HeOjy74m3re0O(R@@dXBEB;lXd_E++`}e<#r~&9bq)X
zp$wbhrdzBj=Jxn4jOPRKXCfP#bb|^;!=j{!hd(-`4vn{pm=g*osPDuJj0HMWYt6(t
zYxi2ai23R6?B3cSsrYxr9RGDe_>S$nXIIYc%j}i0mh6+PpQx~vh4!`Y2NspeL5$@}
z!hsLR8|`_9L5DJ}rj7r}*x~{_lF*w4J4<r1M7Tq9xIK-ZWDoDe&0EyJ3a_NIjYWHl
z9TX2$%V=p1?yJEQdobY{o%)TY{(dBn^umzvupVz2sk!A#H{^v@Jj$O;l+o<)4ILGB
z=<>)#JnnWx$J8zmQr}CZ;*G_;%t^k4V`Is>fEUGSB?@5%7A^PFGBquLeenl9`5|kT
zXkEQTU;iTfY=vqTyp<@Pp&YX|_Jp;@d-*ewP|%M+O4<{~PFB_Ki00OE!bqtqJ0%-8
z=8GhE?I5uRq%p@InGB^T`6z?qajNU3tt%R?5B5r(b}EmSW4;ICnPR21wQgE+Na<Qj
z%x-E!sZ)rPUoau-Nb*TNH%ca2sBgC~_jdbbURPcv9N!xx<br1J$`~E^D8c=6;F)QU
zqr<1~FPUHgw*k=8-`M+MbG0)Q|Gc9fe!p^w-|3f}dQ~hHYo8w>{eHD0ZxBKS3_os9
z9!!TPX#yE>4^Y(8^`_3sSw*|Lqabt^<W>wb`IUmfM!pRfd*I@y7KN<^&0{rTOYosr
zfh8}rRiGSg8mNv>d18eXu`4a3XX_}qDnY`8eI$aB_D*0GtL$9N(;fDg)%FAdOl)at
zSs73{2Zb(V7^Sv@KIGUITz%)G1Gu8l9Mdgpt5M$n>CK*CaITN)-^6OstCnTm00{cM
z9fV;q!WE9kC7W3RL`vy(YHiFw|C-tx-L{(Wu$(XIsfAa<J=w*My`z=Q5SqzAFH#$G
z2{QwXZ(-eXYyZ7d5(9*JGvQQ$F?2-T=EV}4>Cf*Ii@s%d98TDn5fhm2$29PWMz&3N
z_#6F0@n!L=zm4hKz?)3gP0{{yCYxty4Ed4iw8;<q+nNqCr|#xx({J8kM|8t$M3;?q
zHfB&HlLOVCB>32@Nc2vN@=7e>t02&5NhFPfWP>17viWpe_s3pa2aJEfU=|l^66S%Q
z&kM~p{G~`%jU<Z5XPtm0uKngkc76-MP~_8{UI|(>KKqWEg||m-KzAH<f#2L;qeot!
z0=n7NH<~eP9EgP}s`!c-%D2Jz9!WYwG_#?%3bTKveEOj+q^7>{feGhQBLdy=mhV=B
z#c~xq+FMm<XvvPz^$oC}4h+?sG<{9gK*8{GZrk?zcj#>jk4mhFv=!N#kIrl1+#v`h
z&vf$tg8V`4=0!R~=MMwxbaD^ej>>2)vRRZdarI%Q9j=u*hg=+#Ft9&lPIIbQr1ZYw
z{z9SPL1OfBd*w6-zpQ}>Iwst&zJ1RrLp+KK=gCgvV3CkvyuT$bzpLxh-b1F!+x>pM
zq1bexR#wg({Gn87<Ui}D>4huO=I}%*xXvjs9qk>cUUnA77OLwOc5mSLP#>im%)+1-
zARE`xgaV1lYNm|MDYzaA%{{*-aS82`$Kl^F4*fR2BLQLu@`H^GTK``D9j@A`)^n0E
zK0tXxy=v-7g;l6qae6Hc@AOfIBt45W0=Rc_G+&+;^SW<TH)HE|Ti#v!MRL!l(3%GH
zJ23@d)hKI{(~O2p+1OnHtu5cuLs1mu&)&i)&lM6xc&pK$pO1EOCK<ZYVkxt(9HXoQ
zz&oU)2l^x@SItUe%{o+@0EID5^DqRu;Ic0(fLhkzjV9DsIY>AL4b4<bgRTH5<BZaY
zNI*!+){U1_Ei!{SrU7?lj2F4*uPa>_YK}Ctb-GN{f93K=5Vt>$=<ap*1!<V$L-U_s
z)(+F1r|HarX*4P)OMW7-?lajI{v-p20^WyCp*g!4u8j`U)fG<n%RxnGv2APln@5#`
zG9<R?<$nd}*bM34eB2*q@i8qWxKdP!>Y4(Sg62!BI){}xNj#MGUxd;MxWKzxsqHL(
z({9rFB1B>WjsEgf8`1~M8RKRmh{pCLRV*2CHZ&0=2BST@cSX{5VPUVxcNL(&h!mOi
zdh7@}cigi)-Oew~FYU2ED*VmwGm`PBsyO9QF_=Eh$Dhq}=PUNpmcVMa+vDAc6!!pn
z0RJX;?_Dsyl(c^>#t~98NI5TlzH(1MY8r(-&d;?g6rv#KnO)I10rjw3puHiGqLjV)
zD2|_MLChgI$U=y=_Hg+@1sY~Kf(&TUKr(!vt?xsnLv$h0+sxL`uai7a`_;zGFGrI+
z-^~9^|E^dnorm&p*=ihbu&aB21G9Lzs7`)4wsIyi;>f$Nt;<y;EF?8z%;hbP<OdG~
zBAKDb^I35GsLzOF$_b<2nO0fp$1&XXt3Z~;5clr(cz0Gb_Etfk{({INk#e@Kr}id}
zX?8%M3{;5sr1qkIw{ty<khEM-$(KTB_a@gjHK6vQZ{9TN7v}vn2U4OEGEPR>7wSN)
zZ*ff5wxdeX$#7cnteV9cTGq)KE{V#9oB#Ct*~0chu4g!OR>HUn{S6poK0gvMfI#BJ
zzjp*+1cmbtJPQUB3^ITLq@P)CrOc`X)YvJtv820NwHHs|X+DVE86~KQZR|jPdkw<M
zUF#6KXoCr1bB9CLk?+K}^iZ!p#Jh~>z4j^1da8cKdcaP@GL`Em+8*Gl6J}1|nERUW
zvMqdeTxak3t!$8MFWRbn@Z)>w^H%5d^t?jV7tQq3eACx=0dIQ8_%$Q8uT%Ahj?X3M
zB?H44*`ZDR&S*uc6ggb*1wjl<7M5kHcPu@o&D>mLk8R&OaAI=5*fM0Z-4<*g$U@nq
z&DDDYJ5@<-E@YL>GE-6D#p(<HY%Gd`yZhOEjOW=fPoJ154@wVmXYVdYvW)>Jn<IX7
zq}}z4tkY509#8jKbd_x)m}I+^S_SKa*YUZ3kNCrp1TilRfEKg#ty19`;@sjab=TL%
zFz#w3`ZwmB=?b+K(<bqFP8wRl`|&Cf#?v=<A$rT<H2756)J!IXr>?O%|Gzg0HDYB7
zpT#I<gW;mScXh?g{>&7veb0Z;<q~4jki28_>52Xnh&+~43v*$42}U==g?e^rI72W6
z#`F3A5)9WkdfoH&ayBy4!>tO%&S8mu{ryplXGUz{m@+ZH3YPw&A8414QJX-2Pws1j
z$l_7>Bey>+7CcV5`pK^$j2RK^N``WT%a-t-4_Qf^Dspt^*?Bpoe^NEnGLF8%1qwA7
z{yOW6cbW_K!$M!@+t-ycR#@E0Oi&KJA)|<WO!4H+)ZJK(zP`08Unf6_Av5K`NNwV3
zCpS)-7fXZlUqo!pC(rp0r=yP!MbwnrZRlo?SKeJTxU|UaNKxR%hm+A~wiNtsP-{3P
z93ZFr%D8D>y-AKMWKHJv!{loP@{FzFyBQ#nzUnIWr%3~7|HY<<cROEjn`G&nslRm{
z8ovB>NMu5{o!*3oMQO-fRB<@_os0$>YYO{$L&q$r!`>WzT_s~qIlC9k$Naj68n3>v
zcT%l$-9OsP+<xUJ{1%O??XIVK&#XPA?HdW1ni41Zm3y9anbMM8)rrF^)i8-^m_;|X
zP$M^jfz^tyNsG#oux9!h>d)5zvvSYC3%8~0gtmwOjL|U-V=f-(SHqKIuWxVD_NB`3
zOqH#Cxi!L;e9FFURIMq6DR*<$UJkSNu*mNvD3ZsW9E`fc0$$5f(L2tN{L1LoNegZ4
z7bx#G#3bUSEN^5Es3gkae)ID{=gKm3HB{Kge@{h!xTQ}&Qp|q%-aLzhOR&bl8HU7W
zA$7$jMKP7HP;{ioM}v`bGz`iB&obx2Nf?gd6385mdSWB}-qp`vwTTyhGxE;Tj#DGZ
zpj9GXa@{<jpYzW1NH05MVKOr~cR9Vi#GUY-Y)dN#h^}U~0ZyBoLVkc?Izd}WU1(t<
zRQ5<a@uURO5ggoV<wy2nm$DYE1K886+ym<Wl1nG0u&<nyh<61_tJd6s*&*J8TERcN
zONUB7A-*i58Vbof7*P!Sw>B@nd71LP*GUJXnkry>K@KTM1`=xwU^*vfdPGV-ShKqz
z{J5;U_-^Hv?-#v;+@9;W)|^c6Q|EIFT&?AbqEADtV@cGCT0i<n8TS-uDP+M98Qp;w
zfC%xXpii1eI?xYpV4|bv_J6s8|J)^7RJ+dogGu-+sdW^7Bd-R&S20ZKH{mGK9(RjU
z<e``GPw&;egqGN~El~Agueru12;U^9-EFqU#_;)a;Aw8di7p<foNMIJ5OyC};5Y3x
z?^@icW?h4BTEl%r7+Bv~Pc?UDr|{t73Otu*K_yQy5`1F5wZnmZl`hKpA1e|NmGh~?
zlZ8JX!}Mo@-Z67DJhJ<+*+e?|lKhQFR85>uZ5P!QQ{INyk@`5zN4h>;fI4C*vM0Hb
z59WR_rYoLHQa3%N+P7>{PX+!}s)^hE@v-R<tNeiRX=|)Uen)w}az!RAg?+Y<s5{$W
zp^s^2x<JbkF2aRQ7`62R%K&8}Y|;wj%}O}a7Fc-GS0MDG9{D>zeK6gxKF*?(i?A4m
zQlb187Hxp0i>2E0p8q#XpAAl`zopmeQ%6>*8rbx<E>JN9U3#>I8Ot!K2{AUfBE^q+
zX@EDCTuTXQ$Um`akl7g`4H1CM>bp#G79gF#Kg#<d#PH@fz|B%iqn<)e6vzmT$xsR^
zj4GkYBs+`E4>-!jY(<vr!-Vix1}KB0Lp^esLU2841R0PwA!jZdOfMdc)hKQCQb>u_
zNIi&n#AmN(z=G_Lb?`cCvFF`aUNA%3{EPX*qDehjgrNcnJB3=nhD@4ag-OUA#jS}c
z*fu8G3}FJNcpCRHOXJFN$e>gL>S39pvXb{FE%{6H1Cs!A8Wk;@)=1#OFW2_>6o+nx
zi|G!S4nyx6P0#GXw443j0uh%zAiHl+U)YoVpNgvKUl*8v=*n?&Q*KXAps>$!!cn+r
z*p7q#(CJY%bDV3_nJ7Zp|6x~{L?EFaqS=ji-$CG>qAaivD{5vdJFrblzMN4*dHHu<
z<ZVqHb0;CF0Hw4|Yb;A|KYCU3yO?T)C1D9$c2IbCVUX1H;QrSEt$d;&|G}b9U!}{b
z!~zBJfL6E@2p@sY6%9gSnM-S-#Is<fldFk*XN6O#V{yqv5_X5dnI5_CpE@$UW%~=u
zDKa3Qc3^AlMrokjI$8;L%Lk-}PahsbGzZxUl)pMKoIXEYus~3tBx$qLg$x6(^HDIx
zZ7!-0die#)Pp9@BEPc-8?rRN)s6*;*--AnUt*zhT(<)8cTx-2K)2>^6Wg*sxd&J9b
zWD?RRxwIxP$X>>lOHRxQrbMF$VG$!MM7THkbIA0`(R-V+cars-$*-MBvDTNx?jbc0
zgo`!*%wU`EB_)p>^^eX(@awm--!TG;YVn5$X@-mfEQ}`t{IJ}HH~XL9r5G*XCL^z{
zLiEFjm7M?Qvc?*k0ktnfmk!N<L2(Mqehe5zUu{0Kmqj{*Q5QQeC2kDJg_!Z(JV;GF
z*k8HSBNOvgh%3gmaTy_A@t=}Ha36(wj8Mm+di&b_H+y=g19W&V!qH8Hs~u!-LF^XZ
zoYcA4b7xp5+9q%2DrO4T4Mzb`J+afO&JpJEO?*PYCV>+oNy|!*yne`TMNo4edNo$8
zWm~8$Nl=5fJ$jgB^!_vrPZsu|<dudBS+uDTzE#6z`J+l~);b0D26x-NH?zX4noiDv
zU&M>8d<uyESYk_8SVb#?FO)?o&mJ|Epqo{XVv98^uIO=?@%*)yJ`?kenC0c#D!20o
zj7VR^Vd@m<W7N%X7I)`)IO=0u6)JN;OU5N1$h!ychm3(^_>Z)-GZfdzBrd9jp07N7
z7Y0vi1(zx}TuV>>bNv|CZ?@tNn6%N^l27w<`)|DCQ=PGNHXPhXD(al*3*zY5tPRY>
z?Z1txW2g@4Py9kEhc`W?k=(_TyH2(ZWadA}{M>`{f^M1q>d5e&r!#e-UlHf?i^#oY
z-0Y8jQ(A+CkMBlKb4%L)$~!lt?Gd%t^q}-tW{d!jHn$Om*nTdn2iEYRls+ZKyL!59
z^^=CI#42sPv!Hpa9H)DYon~Y||1Uvy2B!ivcu|%6D8JW7(sT^8tP3V00ba(#>C)W<
zzN|p&M1P$$@=;?Nq>LOcqO1DuRo6c{7Ji=Jaw!BBbT<S7R%#Em0Z;fKdx5nUdvEAG
z4s3xEvc+}R0T+4;&T;B!y>XegEdR{a`m{6$nm128_*in2mqQNEmLL~!J?V+#kNlsM
zZrFdFH>z0hkeD*{_(^V0O-n#YqonudR|=SNhd<8gpmP%hj3FpsvB)|QVk}O#pSo`g
zyvIF0Ga-ML8)wY^%_!N2pkJ6z1jemrzTrfZAuYf==1TD@-yMGd^tsL*b%};=>@%(t
z!ONBahf=PrGMT`PXS<YE9nF-5?BMrKC5=l+a8*4`@+CmDl)lDhCpi-@A2bPhzchI$
zMY5Irz|0?R*C5H2wpNk~F1V0vuJ;4wQ-Zv7D9m!#BtSKNy7^0<p!!sy@HAKHuT0Dn
z{*OjN3!!NlW_=5h#OVMi?@Nahf`N`{N;Fifb9bT-r964M2Q9{zwXIsI1`b2X(SxXV
z0h^r^g#vWoj1>E@yx4@-l4dDKxuda%uw2f4Y3yLV(19-2{gkZ5yFw+OW3SSux^yR}
z%#qbM^jA*R9!KdjKA53-jZT34TOptaz~dzdbmQ|5>kp>5Rt;izS}jK&a@o7z4wW+!
zn;fT=qntkeot`mKO>J5JRlBZO@GkXJ$~?XnLFihR<ZW#owMC}nomwYk9b9JUGdFP1
zoTMq2JP4(Ryp;VL1L|~SAxcjUoBpf-!2ilIpiS_Xsp3O(yj3VsLbUAG4cY9<7T75^
zcf3}EF)W+CzZsgHKB)FHTx<H%@@8>WkA7!fOAxBXyk^FR)N+@?0`IqmN5~m!XNwbC
zNc&Y?Q(~IVpJJDWtS;(UrlC1t{so;;Mm_*X;^*|$k!(iGyBQT6AFcGYi4*3~mUamy
zv5uy%tSAyT0I!@k@PA@u!zxJuR~EcvV^7x(HOENpiDS6nP@=!*8S-$&do7%`{0iA^
zi41_^x|)BD-Adk#k$&yF2o6B%IX?wdKF6$nS}5JG>jz~wxd?4nYy2Zi`u)HIn~MeJ
zePeQ60RZRM?Gj7*$u@Ew?$5LQu+daCdU6O85Qe%vsK=rxmFK%zd;BTGh8|lwM+L7s
zy}L%t>ahW(>h~rD$_QiGx@n((_9-?dt?9Kf2XQd>FtgdSP(hy}u?hr3Qc(2;aj-B4
zo{RsR-o4_1%e6dRrL|*EqQCtw>!&9+EuYc6{C~bF-z+7%B*-RpVSl-z<)#H#%i@R$
z{H(w(_FtahDkt2N)+|WU+6=2IFD4%6(ByMbB<pS)xiRNA$6wyU8}=j}p&R7<-q`~D
zy~)hCt$l8&ePT3|?OE+wRZ9gq^I|9aBTaPSecz+IqwU)7n>1w?-ariLr_SoIABOH_
zU6W}k{{R18<}3z%^x#ufo?ml%AD=O^vAVacHYD*{pDp!;z=kC4_QSl>{KnfQjQ?-@
zLoX?s-`IzGy08U3JuP2)TFirTer(<nr91TwQlzPkfunUl-N8~|_y(@;X!v5Xh&FLM
z8oenoj1ZxX1gJRGOC3Ri#IJCOZX5MMho|{$Tgg$jO5+@DetCZR4Zy;R10txK{VN}0
zlUEv*jtk(}UMl6xuf@6ShY=Ny!?|(h-);&+LR@quqa6_n<=s%9+3~&rVGJjDMKCu0
zCnlpv>aW%_oF5^JAajsu+Q_<=#t2am8I2N}Li+K-30imX%H2PSNqlj%!CZ%qiVNU*
zzP&;n<pc>cHbAFVc;BOO!L_~*N=fU=N9#$<=|l^7P1`H&5=FYOOT$PK3bPspp>{lD
zZl^MB`Uf0|6c=GRMYZe+A@ZUs!sQr(0M0bQ{j98*vL;SnmhDjhTUgd8?k(l&Bs>Ux
zv}3MC{R+YVw^6$3h-xfu<af9?1J+tu#a~V^0$lwJBEJp*bPd0|G(fdo;3|$#NaP~*
z{o-qv@Hj6_`$j9jkf@~(QI@C$F@{hjosmnu1%hd&dWYfF3<B*$@g!gp5UK^nUy<aH
z;@vZ6o?H&DuxW3GGi+Bo)+zVjkK?Bkvfbhh`*I<dCNzR1n}Fs6?Qr3`!cd$vhqJiw
zU_f)WX&5sZqJILh8?46Ys26(-9izVWoB6j_x$BV4O0D!nj9QXjXZqro4}5!6DOl>8
zpBXx!iV$yHBB8!zZ~DDdjv=y(58+<sdZWiw)wkU5FuM~bpBk=Z?^3~Tuk#DawyqvC
zq*&b`$6rDkTQEv8$xxLFK0-XenH}!g5q6aZk0@n18aKxw6hU}+>lR$(@QME<s2_Y0
z{7Ca<8G!><5vBlsd*mfa3(+$bPDs_bAfFvka?VYnPu3qxge<j)50E-co~mEw=Mwa(
z6$}}QBjiQog<kdV5k4R09AW!2@-t5`IUgG24+g&DQzz_JzXN)zI`8YjNcd^$%6}$l
z1<^Y_0jD)cuZ*UCI}Cd(rz89UA4&H&z?;#OPWbhWv7O^wV8ZzPE}f-#V!-3*t`*7f
z<~tdxw{<{*uEWE$3B(cBOx8P6atFAWa*G_>2{L<<7i=&j_LG66m4B3-O&OeSO&3B6
z=Yy`eG8}Zp@25WyQx0Wb-l=(8HD|axP}-9kY4aC+BsgWIh#FqxNvTQb$suzpDHiCn
z%n@bA<GK_;ZcfMUmAni>xs$xSv1*|SsS7)Uz5;zImkr<S*Y+(+$Rr-Z5R_HT)y?ss
z-#entK`9-nzHzi-tk?Pmsm2p@2))dmA<n+UfEU=I#uFSlK){rDRe75*1*PnpWril#
z#GHMu3+T$L=khp-NKGgzQL4HvX2C-ESn_WFZ(6&-=fbzw&5e2)uU8u7JmZCrJA^Z-
zQ$ERnp<br}u;bJ!wDU8&#B>Itop*Vy)z%U5rl^1phhczW*EjrQYt&rUBigOG;-W{)
znriY$AuZId*SW_qz5Zymq;8~cl=7B5jW-A_pO9Ga?MeFt_=YEg0&5cP`LhFlAl78t
zD<0)idz5zF{ibejQZae^lRMDGsKp4`0OG_(Lq7k%#pw0?zSQ`&BVjA)|L&2)C}_))
z8bn>6kwGoQKYYuL?DTIE*uc9U#eu!^Di>W@N{TZ}4Z0!>)$G~R*BXeN)WZ;tSl9z8
zj~o5wO)3drvl%h1_eLTVs((<{fjIV>DtgwWZb*u#c9Y&-9pg8ES|E$NB@|-Y^2zf*
z6{u1g_<MnYQf*=?o+*RoR{$1I^SU#o5k{TZQAc`<7Apn0rPprpu!=+Le)FGL!+X-V
zQUT?g{;4>3zAn|z`g^8nECl&TI0X;}s$jY802#jIo=6=2EDcgCY7V+Ocv@aPBvfxY
zh0Z!#;(1#aAZw^|<NUbTGz16QOs0cg(T~!>6|lz>{c4f5@IIQHp$_X#WwH5Ela0D4
z(i9X`>G;DsXLOI6%lc)*8!xM64MpzbTe+^I1c+J_Cv()%7!Y<)?iJZ>Mlk=w9+OVv
zCVF#(4FM%8vSI!qd<{;1)Z?wv5&YQW7n9}rSgL9Vg)A=dp;?17Y3Ss7{3sFn2&A5A
zawUlgRFPxaloA`(omaJyaVel>6jtmJ6GW_OF*gmpPvfT*z@-k!v#s=<CffJfej7BQ
ziQ#*?aR5&my~SEO3qRsD`Ho-fw*+!U5&Ww2)@<%~)I(_cztB17M$gOY-+Jz%P!QCa
zIh@aTrKTm;-v?+^?D=DU)1?Gv3Y7~5Jz&M$Zkr>q<_|v!+4)Qxj|y3VKDO}^D%)R0
z*ja<C>Yl{P;^vCYy6Z{E8+y`(7Aiu#p3rMaRiVxa9c<T2#g!vMlb}ye*KjWD$;_PY
z8Fl}P6F5`57heQgbW)%YH@5A4%<s=J;7c+%`43+(ruJ4s@S|Qv>FvrHq9Ey&T^jjS
z8Ktk(P!A?>!1sZ}r=)ELHjUeTeo@>D33Kzu|K~m?)G#db+jf`Kv>1j~!QwTzqtH6^
zqBX;m5OV+G1a}d7tujYwLR?IsxxY(kX@dcs1)>bM-(K^(<ctq{>`rRPrV#x$)qkPl
zwH-SFjB>><{AcY6q1Pw;<S608`ER9hwa%v{oFq!+pH{jZ6A#O*T_G>5Fsf?ufYdG1
zrjxRRFSO=r7(%@<dA2KkR8qjIXYoz<f~|8GT7GC^qWldkOLjlt!c;@H<NS`yY*%l^
zE@j1LwrQe`XJ5H)VkPD7E9TXP4{z7}phQ_$uZY$CLa*Gkqa)Nkk}l|Mj~BKQ*1L0`
zAA_*IQ`LCQ5bztYon|*~dH5V_H@<ge^UIKg+}WQg-;d_MQBs*OqR2f-b~HwD0M+Xz
zEi?!tI{wcea$QEFz2}|pmqpIML#Ly`Oa^}sDU1Y0za2<mZ)i4Q06~`W{4tWhB>8F9
zP^YA$F&dX8q1y9DQ1Qnc_-YTpkFpG2UY@tWozi24lPP*<hpTsT>bi<<?k!wz#ozAK
zlj?^Q;b<!Ul610k<Ib_6eC<e2)b0|AzM-AaDT6$*!!T<m5%1)T$)z`=VNnhyD)x^v
z5Ea}1NW^cN!~Zr;LG0Pr!;H)?(1=Xp;EoXX3h4HnM1nn@(WtpOu|kEC%HAKfKmOS*
z=iq;LL675I)b{#ofGu@74;G7sQ!g&US-Vph<I?KZJV%qA<~qFl3qfo~yop{gg=klo
zwuemtftgIw8(=$x9&dgbjJ{d9+E`}ltcNu^M3HP0lYR_YKxNUT@Kp=7aIO$MG7L&7
zM=xhSuKu(V$@<S%9{whgLHXbJA0>nrV-&bhR3IOB`0o&Z^C?vp)^KKT9?TUm)DPD!
zoL~Y(ygtOJUb6XtErF=MxKcni4v7!L5xPGpmbd9bZJd|P@8q)r@}xg4awto@(3WnS
zd3UI)2t;J6n`-x&SMWj;mH%&@t5%({MztPS*9ZST(1zf%($v3rePq<70D6gi#XsPb
z8aFd`T$R`jPPSk{?Yma@n9DM4wDueCDegAkFT7z?5|oV6XpwTp5Q6rGv91W}{?@Fg
z4Lo)MhFBaVUFT*u&3>|Mgc!6H*c(gi7uS)2f0dwrWPbd)XX?*Twzi{zl%{kwcx3Yy
zDvI9XrYedjpA-jO{m1{CN&)rY34Cdg-bq348JciyeSyYK{1q(E_=n&*8Outou?CD(
z|HjIvbl-j7OM>JIua>ktnqe1{`&N*m#~@RB&kIOxc)IF#Y_IYpZ4B@1<5Sm%C9mb7
zI0~wmQPcX?l==Lu!8)^(kxQ1L*fW?B$3WfwJK7~UCoNBn7oY*bKlg8wro!=fv`ZO+
zg9-v`TBtre?<huZvCtl~(y`P{0%H4b?4f-%P80w6-<{NNX<97mMR;FMCH<*agQ#fU
ztm&+tw_WqQ?S8VUr$I&U;ra!!v47p2ZpU$8q>xL4Zqqs|@{t2G%lLSz9yGGi+SEUN
zvSB^2*FiKiWiR)#@nkeq7I&`MWUe|gsMmc$<Bz4y?G-s!d;*k~4=BNxNU^YBCF4pM
za81891}wOP4bQf0d?447X|v>Gf0CTII+qbe+rGWUOqrcNX4>Q-zT0f7$pgO~_cw)v
z5){Hw;au-&2D8~d9bDWs2H}qhmjFK7HJ44*sKDU|$^P-OG%I1aRULPDDAosZdB0)K
zu@XDJXW>of#@)JzClNuT#CX!;%*z@Et{}7XC#V-DePn&|-cx^%5pn#vY|>0%@*{ku
z{qD4B{5bWc{Sb?zF%gkt&mB?(v)M9Mv`P9hUC1)h{-;OQ0Z%`he3V(@!AV|*nlrb2
zzE2LJ{o5S#y!`s%{o{#bQ>W~l7#H1z2gC(3mp9&%vKbj>irCcLxaUgV|KeD{4W6*4
z?h@Y*SwM#VT{)&Pa;aPjL_ZDkFpxrfg>F)UdWX3(iw|UP2aOH?jZ7r2)HW`y)9Vy*
z3234*_k_~+c~quqn%^;b^lA5cyd2-fQuOo4Xkod#@0i1P_po2CVSimneAvH@v5q=D
zI~Fzh4R^HpId2wiTZC7Ekr{28UDfx<?#K?C2mvXWkNOfJdh#5n4#TOv5cAKuXqhPS
zC`f21uE{50wprk;(L11iq?g;{m?DdZfNN>W<|80E`7oB-0M?tjju$8Co4GfTMPi<(
zvf-0yqPH=wU1Fw!X;CCCXN}PSCxDOTtS<r$Eq#NO=}Y+O!n<^JWP)*vBwLhu!(H{<
zZ5#Mrapw#aUU6r_kU{Bc&j@3~t*DR@=>^;{nFZI#E}WaVpq>vLDClsMK;xUZ%V%l*
z{syUtl@yNsRCdzkl<z5C-NW`tR+udV5j#8}J9q27aKAtSiGt6}5p>g8Tm(KIp3NK4
zXR!b!8=jl)SY@NiOSO_n4TsiNByprfFK}~$EX)e}yFDA{4}aQag(ZUew++o|_|cuo
zdkhPyS*e<qXeVs^!a3m`Qedm62!#4{9scO_9Uw*anj9OHZ9D5=u5k)Xq^!N$<K@7b
zaH47<t+XtSY?P)ztb!<9sy*X=Z-F%p@+RxVz#b3rCczu<*`TFRmy?Xi%AFEdA{15o
zrC3zr$=N`#;Df945Gy-PG9qIh%1dT=N_)+m!)B*v7@R^Jsr4t_<za-!Sn_~)i8Mt{
z+-#=x9f{q{gAs`xA6uMHuiS9rCP(|y1M}dIs{tK&#K4mHZdcs8yl4bdAveQ*WA2P0
zp^gab{}WXOs`{LS!wmw1z##BO1U3jxJ}0q_g2e7N8NV<JPMAJb2k=y7jw_>bw#H8h
zzsxVk13n@=ILY{kAHm-lX_Qn>XBIF;AhN+=Ft`f_8!%Xm!CGn#YgY`;>mZrXLDFr_
z(jFI&M$NMGnk7lb;Uit9v4K?9a@zZdGHRC5XM^gZgCuedBpwY99{@T?Kx5FjOB(BO
zX}oO*$+k4+b&z<5^oG6NiM4|I<!JVH>A|l{wZX3uSh5S4u(x4vgTY|%Hug3c40}5z
zvlqzh(`ge#1#>gRt42JPRTWHYOSB2bjS^Nw2aVbg*&r|o3<5V!U^Hs;J4ohsI!MeZ
zEL6y>St`bipY*-vD%0I2|BDVAZscHIx`QOP;D8geVT_{+aUSkrSeSgDNXkOV_)u~x
zoSdvuFk@>&nGFyF#JgcujY<5IK|yTB1u@UiHVnZHL;HxE#faD`SQy-yonjiXQ%IKc
zW_IUA{6Z46Q?%InJz5%>76wNf2nK?WJGvSO-VDKNPz3Wt_6(5?!h`U=ifqxwz!=UW
z;T(u;h-@Gj2!_Z8f+4cgB0E&rOT&{#+Amk;oo$y_uGGm}ZK`~S_+)i*Lb<Y_hoWSo
zH<5|1k%DDL@1SP|<{dFL_OfN;NaTOcC}9#Sv}Am{gGT^kz!)$tq_um7vD@&=;`T7+
zS=*K&ysKH;2ATJ#3t@WoRW#x_*<Ysh)^Qvsu{XhlvstZDMU54soYdTroX6|T`4!`J
zBB=lW!>*q028+RBuz0hhdx9)hL$H`9yC=wQpdP5-0`(Hvvj$~1)2NX|eQ@rp%5JM>
z#;>v-8IavzF<9IQixpV>RTiruSj>^#Hk|(V#ijpz8_;H|+w@2J@Jo`)ipfvu@8c#i
zYiikgrGh?hq%-t5)RTB4H&qG2i=JJZEJD*_7z=;H<2<wAuadd&XDgd>D?t{`dDCvL
zGSPQxMsx$kKyj}qRzNXOTm{7(&F!JNg>M#@oVl(UHwFj%;Cw@zPq)2N5v)rd-6`#y
zgm|Wj(LOt~o(}n(7prMT-VIHhI8%|88Bp8+F+jZ1<_3rX;wm6!=xvG&1SAc;T^aL~
z74L~HF>9}y3B6tQLQq-EM`pZw$_UB}V}5z={L;~!58qBiJW+T%+7h281UE<w64w{p
zATdZ>N^vhx+zpg613DT;zL>d<0ifS?+f`B-^o&xb*9`X0Sq+4%oE0Mm`WV&2HytiV
zf#e2?f#Th%c9j6dK(UPG*5O2MB4}<&ZzTeHpHa=!nJFF*&~IaNQ-5byXPAE4A0JYa
zJ-XUSL7wyOGI~C>=;?*l27-ZL+s`QSkrAv;9KjroZ7ei)X~63oz_Wt!C}6e&c-_d^
zrNV$W5`>Qk8paCUX9;g+sSzcS_h-yfB3qR{9tJua7zT!c;qEbPP9DR#JtPKNTe9Jb
z6^BoEAjArnNayrqrs)14&na9+8UZ5_o>`TxTv{t7w`0Zs@KC2uwHNp>HRLu(3=*#-
zF@eM&aSamZy4z6PqMYZ%;cZT_5}0op^Btyh7?=+a*vVnutMjakd=b#2Ya1vAiltGk
zfMTGy2#Wu!xzC<1)Bg8&@4qm4um71)^7N7J>CylHoL1eN$4j_8UBkWoG_d>gU%JP?
ze0neY`QeB8?CB=j|8f8B{^R3C+`oBob94Ci`ts`b@ap3An~S%H*Dr2wFJE39yrIL(
z>(}3ZcXf04=KA*4;ri|6#ntVL+so^#oBgMk`SZhXzy5T%`{n)p{oRj;$2;=y;qK?V
aA0B>sc<uWSAMeioI{O>729@G=`w{@8rYQda

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
new file mode 100644
index 0000000000..ffb5bc17c4
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/MAIN-ADAPTERS.json
@@ -0,0 +1 @@
+[{"entrance":true,"frame":2,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,11,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":0},{"entrance":true,"frame":3,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,19,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":1},{"entrance":true,"frame":4,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,35,64,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":2},{"entrance":true,"frame":5,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,67,128,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":3},{"entrance":true,"frame":6,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,64,131,256],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":4},{"entrance":true,"frame":7,"recipe":{"left":{"linear_Z4":[1,1,0,0,0,0,0,0,0],"matrix_rows":[2,1,4,8,16,32,64,128,259],"offset":0,"phase":0,"quadratic_rows":[3,3,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":5},{"entrance":true,"frame":8,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,13,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":6},{"entrance":true,"frame":9,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,21,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":7},{"entrance":true,"frame":10,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,37,64,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":8},{"entrance":true,"frame":11,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,69,128,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":9},{"entrance":true,"frame":12,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,64,133,256],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":10},{"entrance":true,"frame":13,"recipe":{"left":{"linear_Z4":[1,0,1,0,0,0,0,0,0],"matrix_rows":[4,2,1,8,16,32,64,128,261],"offset":0,"phase":0,"quadratic_rows":[5,0,5,0,0,0,0,0,0]},"rank":0,"right":null},"role":11},{"entrance":true,"frame":14,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,41,64,128,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":12},{"entrance":true,"frame":15,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,73,128,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":13},{"entrance":true,"frame":16,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,64,137,256],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":14},{"entrance":true,"frame":17,"recipe":{"left":{"linear_Z4":[1,0,0,1,0,0,0,0,0],"matrix_rows":[8,2,4,1,16,32,64,128,265],"offset":0,"phase":0,"quadratic_rows":[9,0,0,9,0,0,0,0,0]},"rank":0,"right":null},"role":15},{"entrance":true,"frame":18,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,49,64,128,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":16},{"entrance":true,"frame":19,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,81,128,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":17},{"entrance":true,"frame":20,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,64,145,256],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":18},{"entrance":true,"frame":21,"recipe":{"left":{"linear_Z4":[1,0,0,0,1,0,0,0,0],"matrix_rows":[16,2,4,8,1,32,64,128,273],"offset":0,"phase":0,"quadratic_rows":[17,0,0,0,17,0,0,0,0]},"rank":0,"right":null},"role":19},{"entrance":true,"frame":22,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,1,0,0,0],"matrix_rows":[32,2,4,8,16,1,64,161,256],"offset":0,"phase":0,"quadratic_rows":[33,0,0,0,0,33,0,0,0]},"rank":0,"right":null},"role":20},{"entrance":true,"frame":23,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,1,0,0,0],"matrix_rows":[32,2,4,8,16,1,64,128,289],"offset":0,"phase":0,"quadratic_rows":[33,0,0,0,0,33,0,0,0]},"rank":0,"right":null},"role":21},{"entrance":true,"frame":24,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,1,0,0],"matrix_rows":[64,2,4,8,16,32,1,193,256],"offset":0,"phase":0,"quadratic_rows":[65,0,0,0,0,0,65,0,0]},"rank":0,"right":null},"role":22},{"entrance":true,"frame":25,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,1,0,0],"matrix_rows":[64,2,4,8,16,32,1,128,321],"offset":0,"phase":0,"quadratic_rows":[65,0,0,0,0,0,65,0,0]},"rank":0,"right":null},"role":23},{"entrance":true,"frame":26,"recipe":{"left":{"linear_Z4":[1,0,0,0,0,0,0,1,0],"matrix_rows":[128,2,4,8,16,32,64,1,385],"offset":0,"phase":0,"quadratic_rows":[129,0,0,0,0,0,0,129,0]},"rank":0,"right":null},"role":24},{"entrance":true,"frame":27,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,14,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":25},{"entrance":true,"frame":28,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,22,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":26},{"entrance":true,"frame":29,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,38,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":27},{"entrance":true,"frame":30,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,70,128,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":28},{"entrance":true,"frame":31,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,64,134,256],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":29},{"entrance":true,"frame":32,"recipe":{"left":{"linear_Z4":[0,1,1,0,0,0,0,0,0],"matrix_rows":[1,4,2,8,16,32,64,128,262],"offset":0,"phase":0,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"rank":0,"right":null},"role":30},{"entrance":true,"frame":33,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,26,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":31},{"entrance":true,"frame":34,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,74,128,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":32},{"entrance":true,"frame":35,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,64,138,256],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":33},{"entrance":true,"frame":36,"recipe":{"left":{"linear_Z4":[0,1,0,1,0,0,0,0,0],"matrix_rows":[1,8,4,2,16,32,64,128,266],"offset":0,"phase":0,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"rank":0,"right":null},"role":34},{"entrance":true,"frame":37,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,50,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":35},{"entrance":true,"frame":38,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,32,64,146,256],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":36},{"entrance":true,"frame":39,"recipe":{"left":{"linear_Z4":[0,1,0,0,1,0,0,0,0],"matrix_rows":[1,16,4,8,2,32,64,128,274],"offset":0,"phase":0,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"rank":0,"right":null},"role":37},{"entrance":true,"frame":40,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,98,128,256],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":38},{"entrance":true,"frame":41,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,64,162,256],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":39},{"entrance":true,"frame":42,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,1,0,0,0],"matrix_rows":[1,32,4,8,16,2,64,128,290],"offset":0,"phase":0,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"rank":0,"right":null},"role":40},{"entrance":true,"frame":43,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,1,0,0],"matrix_rows":[1,64,4,8,16,32,2,194,256],"offset":0,"phase":0,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"rank":0,"right":null},"role":41},{"entrance":true,"frame":44,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,1,0,0],"matrix_rows":[1,64,4,8,16,32,2,128,322],"offset":0,"phase":0,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"rank":0,"right":null},"role":42},{"entrance":true,"frame":45,"recipe":{"left":{"linear_Z4":[0,1,0,0,0,0,0,1,0],"matrix_rows":[1,128,4,8,16,32,64,2,386],"offset":0,"phase":0,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"rank":0,"right":null},"role":43},{"entrance":true,"frame":46,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,28,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":44},{"entrance":true,"frame":47,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,44,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":45},{"entrance":true,"frame":48,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,32,64,140,256],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":46},{"entrance":true,"frame":49,"recipe":{"left":{"linear_Z4":[0,0,1,1,0,0,0,0,0],"matrix_rows":[1,2,8,4,16,32,64,128,268],"offset":0,"phase":0,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"rank":0,"right":null},"role":47},{"entrance":true,"frame":50,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,84,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":48},{"entrance":true,"frame":51,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,64,148,256],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":49},{"entrance":true,"frame":52,"recipe":{"left":{"linear_Z4":[0,0,1,0,1,0,0,0,0],"matrix_rows":[1,2,16,8,4,32,64,128,276],"offset":0,"phase":0,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"rank":0,"right":null},"role":50},{"entrance":true,"frame":53,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,100,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":51},{"entrance":true,"frame":54,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,64,164,256],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":52},{"entrance":true,"frame":55,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,1,0,0,0],"matrix_rows":[1,2,32,8,16,4,64,128,292],"offset":0,"phase":0,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"rank":0,"right":null},"role":53},{"entrance":true,"frame":56,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,1,0,0],"matrix_rows":[1,2,64,8,16,32,4,196,256],"offset":0,"phase":0,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"rank":0,"right":null},"role":54},{"entrance":true,"frame":57,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,1,0,0],"matrix_rows":[1,2,64,8,16,32,4,128,324],"offset":0,"phase":0,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"rank":0,"right":null},"role":55},{"entrance":true,"frame":58,"recipe":{"left":{"linear_Z4":[0,0,1,0,0,0,0,1,0],"matrix_rows":[1,2,128,8,16,32,64,4,388],"offset":0,"phase":0,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"rank":0,"right":null},"role":56},{"entrance":true,"frame":59,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,56,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":57},{"entrance":true,"frame":60,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,88,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":58},{"entrance":true,"frame":61,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,64,152,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":59},{"entrance":true,"frame":62,"recipe":{"left":{"linear_Z4":[0,0,0,1,1,0,0,0,0],"matrix_rows":[1,2,4,16,8,32,64,128,280],"offset":0,"phase":0,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"rank":0,"right":null},"role":60},{"entrance":true,"frame":63,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,104,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":61},{"entrance":true,"frame":64,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,64,168,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":62},{"entrance":true,"frame":65,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,1,0,0,0],"matrix_rows":[1,2,4,32,16,8,64,128,296],"offset":0,"phase":0,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"rank":0,"right":null},"role":63},{"entrance":true,"frame":66,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,1,0,0],"matrix_rows":[1,2,4,64,16,32,8,200,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"rank":0,"right":null},"role":64},{"entrance":true,"frame":67,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,1,0,0],"matrix_rows":[1,2,4,64,16,32,8,128,328],"offset":0,"phase":0,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"rank":0,"right":null},"role":65},{"entrance":true,"frame":68,"recipe":{"left":{"linear_Z4":[0,0,0,1,0,0,0,1,0],"matrix_rows":[1,2,4,128,16,32,64,8,392],"offset":0,"phase":0,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"rank":0,"right":null},"role":66},{"entrance":true,"frame":69,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,112,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":67},{"entrance":true,"frame":70,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,64,176,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":68},{"entrance":true,"frame":71,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,1,0,0,0],"matrix_rows":[1,2,4,8,32,16,64,128,304],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"rank":0,"right":null},"role":69},{"entrance":true,"frame":72,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,1,0,0],"matrix_rows":[1,2,4,8,64,32,16,208,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"rank":0,"right":null},"role":70},{"entrance":true,"frame":73,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,1,0,0],"matrix_rows":[1,2,4,8,64,32,16,128,336],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"rank":0,"right":null},"role":71},{"entrance":true,"frame":74,"recipe":{"left":{"linear_Z4":[0,0,0,0,1,0,0,1,0],"matrix_rows":[1,2,4,8,128,32,64,16,400],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"rank":0,"right":null},"role":72},{"entrance":true,"frame":75,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,1,0,0],"matrix_rows":[1,2,4,8,16,64,32,224,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"rank":0,"right":null},"role":73},{"entrance":true,"frame":76,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,1,0,0],"matrix_rows":[1,2,4,8,16,64,32,128,352],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"rank":0,"right":null},"role":74},{"entrance":true,"frame":77,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,1,0,1,0],"matrix_rows":[1,2,4,8,16,128,64,32,416],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"rank":0,"right":null},"role":75},{"entrance":true,"frame":78,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,1,1,0],"matrix_rows":[1,2,4,8,16,32,128,64,448],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"rank":0,"right":null},"role":76},{"entrance":true,"frame":79,"recipe":{"left":{"linear_Z4":[0,0,1,1,1,1,1,1,0],"matrix_rows":[1,2,248,244,236,220,188,124,508],"offset":0,"phase":0,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"rank":0,"right":null},"role":77},{"entrance":true,"frame":80,"recipe":{"left":{"linear_Z4":[0,1,0,1,1,1,1,1,0],"matrix_rows":[1,248,4,242,234,218,186,122,506],"offset":0,"phase":0,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"rank":0,"right":null},"role":78},{"entrance":true,"frame":81,"recipe":{"left":{"linear_Z4":[0,1,1,0,1,1,1,1,0],"matrix_rows":[1,244,242,8,230,214,182,118,502],"offset":0,"phase":0,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"rank":0,"right":null},"role":79},{"entrance":true,"frame":82,"recipe":{"left":{"linear_Z4":[0,1,1,1,0,1,1,1,0],"matrix_rows":[1,236,234,230,16,206,174,110,494],"offset":0,"phase":0,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"rank":0,"right":null},"role":80},{"entrance":true,"frame":83,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,0,1,1,0],"matrix_rows":[1,220,218,214,206,32,158,94,478],"offset":0,"phase":0,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"rank":0,"right":null},"role":81},{"entrance":true,"frame":84,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,0,1,0],"matrix_rows":[1,188,186,182,174,158,64,62,446],"offset":0,"phase":0,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"rank":0,"right":null},"role":82},{"entrance":true,"frame":85,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,1,0,0],"matrix_rows":[1,124,122,118,110,94,62,128,382],"offset":0,"phase":0,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"rank":0,"right":null},"role":83},{"entrance":true,"frame":86,"recipe":{"left":{"linear_Z4":[0,1,1,1,1,1,1,0,0],"matrix_rows":[1,124,122,118,110,94,62,254,256],"offset":0,"phase":0,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"rank":0,"right":null},"role":84},{"entrance":true,"frame":87,"recipe":{"left":{"linear_Z4":[1,0,0,1,1,1,1,1,0],"matrix_rows":[248,2,4,241,233,217,185,121,505],"offset":0,"phase":0,"quadratic_rows":[249,0,0,249,249,249,249,249,0]},"rank":0,"right":null},"role":85},{"entrance":true,"frame":88,"recipe":{"left":{"linear_Z4":[1,0,1,0,1,1,1,1,0],"matrix_rows":[244,2,241,8,229,213,181,117,501],"offset":0,"phase":0,"quadratic_rows":[245,0,245,0,245,245,245,245,0]},"rank":0,"right":null},"role":86},{"entrance":true,"frame":89,"recipe":{"left":{"linear_Z4":[1,0,1,1,0,1,1,1,0],"matrix_rows":[236,2,233,229,16,205,173,109,493],"offset":0,"phase":0,"quadratic_rows":[237,0,237,237,0,237,237,237,0]},"rank":0,"right":null},"role":87},{"entrance":true,"frame":90,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,0,1,1,0],"matrix_rows":[220,2,217,213,205,32,157,93,477],"offset":0,"phase":0,"quadratic_rows":[221,0,221,221,221,0,221,221,0]},"rank":0,"right":null},"role":88},{"entrance":true,"frame":91,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,0,1,0],"matrix_rows":[188,2,185,181,173,157,64,61,445],"offset":0,"phase":0,"quadratic_rows":[189,0,189,189,189,189,0,189,0]},"rank":0,"right":null},"role":89},{"entrance":true,"frame":92,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,1,0,0],"matrix_rows":[124,2,121,117,109,93,61,128,381],"offset":0,"phase":0,"quadratic_rows":[125,0,125,125,125,125,125,0,0]},"rank":0,"right":null},"role":90},{"entrance":true,"frame":93,"recipe":{"left":{"linear_Z4":[1,0,1,1,1,1,1,0,0],"matrix_rows":[124,2,121,117,109,93,61,253,256],"offset":0,"phase":0,"quadratic_rows":[125,0,125,125,125,125,125,0,0]},"rank":0,"right":null},"role":91},{"entrance":true,"frame":94,"recipe":{"left":{"linear_Z4":[1,1,0,0,1,1,1,1,0],"matrix_rows":[242,241,4,8,227,211,179,115,499],"offset":0,"phase":0,"quadratic_rows":[243,243,0,0,243,243,243,243,0]},"rank":0,"right":null},"role":92},{"entrance":true,"frame":95,"recipe":{"left":{"linear_Z4":[1,1,0,1,0,1,1,1,0],"matrix_rows":[234,233,4,227,16,203,171,107,491],"offset":0,"phase":0,"quadratic_rows":[235,235,0,235,0,235,235,235,0]},"rank":0,"right":null},"role":93},{"entrance":true,"frame":96,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,0,1,1,0],"matrix_rows":[218,217,4,211,203,32,155,91,475],"offset":0,"phase":0,"quadratic_rows":[219,219,0,219,219,0,219,219,0]},"rank":0,"right":null},"role":94},{"entrance":true,"frame":97,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,0,1,0],"matrix_rows":[186,185,4,179,171,155,64,59,443],"offset":0,"phase":0,"quadratic_rows":[187,187,0,187,187,187,0,187,0]},"rank":0,"right":null},"role":95},{"entrance":true,"frame":98,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,1,0,0],"matrix_rows":[122,121,4,115,107,91,59,128,379],"offset":0,"phase":0,"quadratic_rows":[123,123,0,123,123,123,123,0,0]},"rank":0,"right":null},"role":96},{"entrance":true,"frame":99,"recipe":{"left":{"linear_Z4":[1,1,0,1,1,1,1,0,0],"matrix_rows":[122,121,4,115,107,91,59,251,256],"offset":0,"phase":0,"quadratic_rows":[123,123,0,123,123,123,123,0,0]},"rank":0,"right":null},"role":97},{"entrance":true,"frame":100,"recipe":{"left":{"linear_Z4":[1,1,1,0,0,1,1,1,0],"matrix_rows":[230,229,227,8,16,199,167,103,487],"offset":0,"phase":0,"quadratic_rows":[231,231,231,0,0,231,231,231,0]},"rank":0,"right":null},"role":98},{"entrance":true,"frame":101,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,0,1,1,0],"matrix_rows":[214,213,211,8,199,32,151,87,471],"offset":0,"phase":0,"quadratic_rows":[215,215,215,0,215,0,215,215,0]},"rank":0,"right":null},"role":99},{"entrance":true,"frame":102,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,0,1,0],"matrix_rows":[182,181,179,8,167,151,64,55,439],"offset":0,"phase":0,"quadratic_rows":[183,183,183,0,183,183,0,183,0]},"rank":0,"right":null},"role":100},{"entrance":true,"frame":103,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,1,0,0],"matrix_rows":[118,117,115,8,103,87,55,128,375],"offset":0,"phase":0,"quadratic_rows":[119,119,119,0,119,119,119,0,0]},"rank":0,"right":null},"role":101},{"entrance":true,"frame":104,"recipe":{"left":{"linear_Z4":[1,1,1,0,1,1,1,0,0],"matrix_rows":[118,117,115,8,103,87,55,247,256],"offset":0,"phase":0,"quadratic_rows":[119,119,119,0,119,119,119,0,0]},"rank":0,"right":null},"role":102},{"entrance":true,"frame":105,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,0,1,1,0],"matrix_rows":[206,205,203,199,16,32,143,79,463],"offset":0,"phase":0,"quadratic_rows":[207,207,207,207,0,0,207,207,0]},"rank":0,"right":null},"role":103},{"entrance":true,"frame":106,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,0,1,0],"matrix_rows":[174,173,171,167,16,143,64,47,431],"offset":0,"phase":0,"quadratic_rows":[175,175,175,175,0,175,0,175,0]},"rank":0,"right":null},"role":104},{"entrance":true,"frame":107,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,1,0,0],"matrix_rows":[110,109,107,103,16,79,47,128,367],"offset":0,"phase":0,"quadratic_rows":[111,111,111,111,0,111,111,0,0]},"rank":0,"right":null},"role":105},{"entrance":true,"frame":108,"recipe":{"left":{"linear_Z4":[1,1,1,1,0,1,1,0,0],"matrix_rows":[110,109,107,103,16,79,47,239,256],"offset":0,"phase":0,"quadratic_rows":[111,111,111,111,0,111,111,0,0]},"rank":0,"right":null},"role":106},{"entrance":true,"frame":109,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,0,1,0],"matrix_rows":[158,157,155,151,143,32,64,31,415],"offset":0,"phase":0,"quadratic_rows":[159,159,159,159,159,0,0,159,0]},"rank":0,"right":null},"role":107},{"entrance":true,"frame":110,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,1,0,0],"matrix_rows":[94,93,91,87,79,32,31,128,351],"offset":0,"phase":0,"quadratic_rows":[95,95,95,95,95,0,95,0,0]},"rank":0,"right":null},"role":108},{"entrance":true,"frame":111,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,0,1,0,0],"matrix_rows":[94,93,91,87,79,32,31,223,256],"offset":0,"phase":0,"quadratic_rows":[95,95,95,95,95,0,95,0,0]},"rank":0,"right":null},"role":109},{"entrance":true,"frame":112,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,1,0,0,0],"matrix_rows":[62,61,59,55,47,31,64,128,319],"offset":0,"phase":0,"quadratic_rows":[63,63,63,63,63,63,0,0,0]},"rank":0,"right":null},"role":110},{"entrance":true,"frame":113,"recipe":{"left":{"linear_Z4":[1,1,1,1,1,1,0,0,0],"matrix_rows":[62,61,59,55,47,31,64,191,256],"offset":0,"phase":0,"quadratic_rows":[63,63,63,63,63,63,0,0,0]},"rank":0,"right":null},"role":111},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":112},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":113},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":114},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":115},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":116},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":117},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":118},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":119},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":120},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":121},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":122},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":123},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":124},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":125},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":126},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":127},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":128},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":129},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":130},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":131},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":132},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":133},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":134},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":135},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":136},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":137},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":138},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":139},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":140},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":141},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":142},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":143},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":144},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":145},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":146},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":147},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":148},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":149},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":150},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":151},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":152},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":153},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":154},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":155},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":156},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":157},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":158},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":159},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":160},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":161},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":162},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":163},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":164},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":165},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":166},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":167},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":168},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":169},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":170},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":171},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":172},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":173},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":174},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":175},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":176},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":177},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":178},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":179},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":180},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":181},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":182},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":183},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":184},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":185},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":186},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":187},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":188},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":189},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":190},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":191},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":192},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":193},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":194},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":195},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":196},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":197},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":198},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":199},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":200},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":201},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":202},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":203},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":204},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":205},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":206},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":207},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":208},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":209},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":210},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":211},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":212},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":213},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":214},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":215},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":216},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":217},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":218},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":219},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":220},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":221},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":222},{"entrance":true,"frame":0,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":223},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":0},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":1},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":2},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":3},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":4},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":5},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":6},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":7},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":8},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":9},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":10},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":11},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":12},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":13},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":14},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":15},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":16},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":17},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":18},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":19},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":20},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":21},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":22},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":23},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":24},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":25},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":26},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":27},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":28},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":29},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":30},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":31},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":32},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":33},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":34},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":35},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":36},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":37},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":38},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":39},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":40},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":41},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":42},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":43},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":44},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":45},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":46},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":47},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":48},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":49},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":50},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":51},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":52},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":53},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":54},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":55},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":56},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":57},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":58},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":59},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":60},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":61},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":62},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":63},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":64},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":65},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":66},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":67},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":68},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":69},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":70},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":71},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":72},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":73},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":74},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":75},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":76},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":77},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":78},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":79},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":80},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":81},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":82},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":83},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":84},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":85},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":86},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":87},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":88},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":89},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":90},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":91},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":92},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":93},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":94},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":95},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":96},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":97},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":98},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":99},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":100},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":101},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":102},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":103},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":104},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":105},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":106},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":107},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":108},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":109},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":110},{"entrance":false,"frame":1,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":111},{"entrance":false,"frame":142,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":112},{"entrance":false,"frame":143,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,17,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":113},{"entrance":false,"frame":144,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,33,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":114},{"entrance":false,"frame":145,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,65,128,256],"offset":67,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":115},{"entrance":false,"frame":146,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,64,129,256],"offset":131,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":116},{"entrance":false,"frame":147,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,16,32,64,128,257],"offset":259,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":117},{"entrance":false,"frame":148,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":118},{"entrance":false,"frame":149,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,17,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":119},{"entrance":false,"frame":150,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,33,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":120},{"entrance":false,"frame":151,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,65,128,256],"offset":69,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":121},{"entrance":false,"frame":152,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,64,129,256],"offset":133,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":122},{"entrance":false,"frame":153,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,16,32,64,128,257],"offset":261,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":123},{"entrance":false,"frame":154,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,33,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":124},{"entrance":false,"frame":155,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,65,128,256],"offset":73,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":125},{"entrance":false,"frame":156,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,64,129,256],"offset":137,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":126},{"entrance":false,"frame":157,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,16,32,64,128,257],"offset":265,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":127},{"entrance":false,"frame":158,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,33,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":128},{"entrance":false,"frame":159,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,65,128,256],"offset":81,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":129},{"entrance":false,"frame":160,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,64,129,256],"offset":145,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":130},{"entrance":false,"frame":161,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,17,32,64,128,257],"offset":273,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":131},{"entrance":false,"frame":162,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,33,64,129,256],"offset":161,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":132},{"entrance":false,"frame":163,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,33,64,128,257],"offset":289,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":133},{"entrance":false,"frame":164,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,65,129,256],"offset":193,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":134},{"entrance":false,"frame":165,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,65,128,257],"offset":321,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":135},{"entrance":false,"frame":166,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,129,257],"offset":385,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":136},{"entrance":false,"frame":167,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":137},{"entrance":false,"frame":168,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,18,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":138},{"entrance":false,"frame":169,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,34,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":139},{"entrance":false,"frame":170,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,66,128,256],"offset":70,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":140},{"entrance":false,"frame":171,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,64,130,256],"offset":134,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":141},{"entrance":false,"frame":172,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,16,32,64,128,258],"offset":262,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":142},{"entrance":false,"frame":173,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,18,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":143},{"entrance":false,"frame":174,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,66,128,256],"offset":74,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":144},{"entrance":false,"frame":175,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,64,130,256],"offset":138,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":145},{"entrance":false,"frame":176,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,16,32,64,128,258],"offset":266,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":146},{"entrance":false,"frame":177,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,34,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":147},{"entrance":false,"frame":178,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,32,64,130,256],"offset":146,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":148},{"entrance":false,"frame":179,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,18,32,64,128,258],"offset":274,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":149},{"entrance":false,"frame":180,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,66,128,256],"offset":98,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":150},{"entrance":false,"frame":181,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,64,130,256],"offset":162,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":151},{"entrance":false,"frame":182,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,34,64,128,258],"offset":290,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":152},{"entrance":false,"frame":183,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,66,130,256],"offset":194,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":153},{"entrance":false,"frame":184,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,66,128,258],"offset":322,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":154},{"entrance":false,"frame":185,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,130,258],"offset":386,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":155},{"entrance":false,"frame":186,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,20,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":156},{"entrance":false,"frame":187,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,36,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":157},{"entrance":false,"frame":188,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,32,64,132,256],"offset":140,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":158},{"entrance":false,"frame":189,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,16,32,64,128,260],"offset":268,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":159},{"entrance":false,"frame":190,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,68,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":160},{"entrance":false,"frame":191,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,64,132,256],"offset":148,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":161},{"entrance":false,"frame":192,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,20,32,64,128,260],"offset":276,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":162},{"entrance":false,"frame":193,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,68,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":163},{"entrance":false,"frame":194,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,64,132,256],"offset":164,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":164},{"entrance":false,"frame":195,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,36,64,128,260],"offset":292,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":165},{"entrance":false,"frame":196,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,68,132,256],"offset":196,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":166},{"entrance":false,"frame":197,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,68,128,260],"offset":324,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":167},{"entrance":false,"frame":198,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,132,260],"offset":388,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":168},{"entrance":false,"frame":199,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,40,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":169},{"entrance":false,"frame":200,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,72,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":170},{"entrance":false,"frame":201,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,64,136,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":171},{"entrance":false,"frame":202,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,24,32,64,128,264],"offset":280,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":172},{"entrance":false,"frame":203,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,72,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":173},{"entrance":false,"frame":204,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,64,136,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":174},{"entrance":false,"frame":205,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,40,64,128,264],"offset":296,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":175},{"entrance":false,"frame":206,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,72,136,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":176},{"entrance":false,"frame":207,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,72,128,264],"offset":328,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":177},{"entrance":false,"frame":208,"recipe":{"left":{"linear_Z4":[0,0,0,2,0,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,136,264],"offset":392,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":178},{"entrance":false,"frame":209,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,80,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":179},{"entrance":false,"frame":210,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,64,144,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":180},{"entrance":false,"frame":211,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,48,64,128,272],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":181},{"entrance":false,"frame":212,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,80,144,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":182},{"entrance":false,"frame":213,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,80,128,272],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":183},{"entrance":false,"frame":214,"recipe":{"left":{"linear_Z4":[0,0,0,0,2,0,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,144,272],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":184},{"entrance":false,"frame":215,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,96,160,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":185},{"entrance":false,"frame":216,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,96,128,288],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":186},{"entrance":false,"frame":217,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,2,0,0,0],"matrix_rows":[1,2,4,8,16,32,64,160,288],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":187},{"entrance":false,"frame":218,"recipe":{"left":{"linear_Z4":[0,0,0,0,0,0,2,0,0],"matrix_rows":[1,2,4,8,16,32,64,192,320],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":188},{"entrance":false,"frame":219,"recipe":{"left":{"linear_Z4":[0,0,2,0,0,0,0,0,0],"matrix_rows":[1,2,4,12,20,36,68,132,260],"offset":508,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":189},{"entrance":false,"frame":220,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,10,18,34,66,130,258],"offset":506,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":190},{"entrance":false,"frame":221,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,8,18,34,66,130,258],"offset":502,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":191},{"entrance":false,"frame":222,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,16,34,66,130,258],"offset":494,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":192},{"entrance":false,"frame":223,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,32,66,130,258],"offset":478,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":193},{"entrance":false,"frame":224,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,64,130,258],"offset":446,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":194},{"entrance":false,"frame":225,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,66,128,258],"offset":382,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":195},{"entrance":false,"frame":226,"recipe":{"left":{"linear_Z4":[0,2,0,0,0,0,0,0,0],"matrix_rows":[1,2,6,10,18,34,66,130,256],"offset":254,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":196},{"entrance":false,"frame":227,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,4,9,17,33,65,129,257],"offset":505,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":197},{"entrance":false,"frame":228,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,8,17,33,65,129,257],"offset":501,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":198},{"entrance":false,"frame":229,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,16,33,65,129,257],"offset":493,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":199},{"entrance":false,"frame":230,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,32,65,129,257],"offset":477,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":200},{"entrance":false,"frame":231,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,64,129,257],"offset":445,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":201},{"entrance":false,"frame":232,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,65,128,257],"offset":381,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":202},{"entrance":false,"frame":233,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,2,5,9,17,33,65,129,256],"offset":253,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":203},{"entrance":false,"frame":234,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,8,17,33,65,129,257],"offset":499,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":204},{"entrance":false,"frame":235,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,16,33,65,129,257],"offset":491,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":205},{"entrance":false,"frame":236,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,32,65,129,257],"offset":475,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":206},{"entrance":false,"frame":237,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,64,129,257],"offset":443,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":207},{"entrance":false,"frame":238,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,65,128,257],"offset":379,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":208},{"entrance":false,"frame":239,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,4,9,17,33,65,129,256],"offset":251,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":209},{"entrance":false,"frame":240,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,16,33,65,129,257],"offset":487,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":210},{"entrance":false,"frame":241,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,32,65,129,257],"offset":471,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":211},{"entrance":false,"frame":242,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,64,129,257],"offset":439,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":212},{"entrance":false,"frame":243,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,65,128,257],"offset":375,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":213},{"entrance":false,"frame":244,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,8,17,33,65,129,256],"offset":247,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":214},{"entrance":false,"frame":245,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,32,65,129,257],"offset":463,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":215},{"entrance":false,"frame":246,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,64,129,257],"offset":431,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":216},{"entrance":false,"frame":247,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,65,128,257],"offset":367,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":217},{"entrance":false,"frame":248,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,16,33,65,129,256],"offset":239,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":218},{"entrance":false,"frame":249,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,64,129,257],"offset":415,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":219},{"entrance":false,"frame":250,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,65,128,257],"offset":351,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":220},{"entrance":false,"frame":251,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,32,65,129,256],"offset":223,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":221},{"entrance":false,"frame":252,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,33,64,128,257],"offset":319,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":222},{"entrance":false,"frame":253,"recipe":{"left":{"linear_Z4":[2,0,0,0,0,0,0,0,0],"matrix_rows":[1,3,5,9,17,33,64,129,256],"offset":191,"phase":3,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"rank":0,"right":null},"role":223}]
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md
new file mode 100644
index 0000000000..50ee0013c3
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/NOTICE.md
@@ -0,0 +1,55 @@
+# Provider sources and attribution
+
+New material: Ali Romman, with substantial OpenAI Codex assistance in the
+proof, implementation, checks and publication. Apache-2.0. The checks do not
+constitute independent human review or a proof-kernel verification.
+
+The source checkpoint is canonical main
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. `SOURCES.json` records exact
+source paths, Git objects and SHA-256 values for the copied data.
+
+- **Cao Yifan / intqwq** supplies the final
+  [PR #4610](https://github.com/CrocSwap/integer-mult-bounds/pull/4610)
+  native word and phase data. His
+  [construction proof](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/kappa-round3-warp-20261022/PROOF.md)
+  records the changed construction and its OpenAI assistance. `WORD.json.gz`
+  and `PHASES.json.gz` are byte-exact copies of that selected source.
+- **Chris R / Clear1nsight** supplies the
+  [PR #5241](https://github.com/CrocSwap/integer-mult-bounds/pull/5241)
+  independent admission and paid catalogue. `PAID.jsonl.gz` is a byte-exact
+  copy. The [admission proof](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/final4610-independent-admission/PROOF.md)
+  already contains a quantified free-group lift. The new work does not claim
+  priority for that argument. The prior source uses substantial OpenAI
+  Codex assistance and retains Apache-2.0.
+- **Cinna Davis / 1337isnot1337** supplies the joint-helper, native warp,
+  query-thinned controller and preceding construction chain. `HELPERS.json.gz`
+  retains the recipes from the
+  [joint-helper source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/joint-helper-lattice/PROOF.md).
+  **zxv**, **Jacob Alan Sussman** and **Dugongue** retain credit for productive
+  helpers, mixed-target recursion and frame/physical interfaces. See the
+  [selected contributor map](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/community-native4610-contributors.md).
+- **Rohan Arun**, **Jeremy Kothe** and the full native lineage supply the
+  retained exact Clifford kernel. **Tekalign / tekuuu** retains it in the
+  source package. The byte-exact kernel, scalar layer and full lineage
+  notice remain in `../vendor/`. The scalar layer is from **zxv**.
+- **icekylinx** supplies the earlier phase-lowering source, with Codex
+  assistance. **DreamingOfClouds** supplies the wrapper source, with Claude
+  Opus 5.5 assistance; that source credits **chafreaky** for the residual
+  wrapper construction. Cinna Davis adds native warp support. The
+  [phase source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_phases.py)
+  gives the exact main-adapter formula used here. The
+  [wrapper source](https://github.com/CrocSwap/integer-mult-bounds/blob/1ec1119972c9aefe42525172d07b332fcff81cb4/research/t74-native-fast/vendor/native/new/code/borrow/bw_adapters.py)
+  retains the source notice and predecessor credit.
+
+The [PR #5243 handoff](https://github.com/CrocSwap/integer-mult-bounds/discussions/1166#discussioncomment-19147021)
+motivates the initial paid-pair test. The separate
+[PR #5393](https://github.com/CrocSwap/integer-mult-bounds/pull/5393) concerns
+zero-row deletion and single-field reachability on a frozen eight-relation
+provider. It is related work, not an input to this proof or an additional gain.
+
+The source construction, proposed recipe compiler, new quadratic-sum checker,
+complete word interpreters and literal witness checker have different roles.
+The Gaussian scalar layer is shared. The proof and implementation are not
+independent of all earlier source definitions. No general stabilizer-method
+priority is claimed; the classical code and quadratic-form work is credited
+in `../ADVANCES.md`.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PAID.jsonl.gz
new file mode 100644
index 0000000000000000000000000000000000000000..73fa3ced93981949ad8f2432af840b787d9182c0
GIT binary patch
literal 125818
zcmY(qby(ET7cfeLq*6;G9m3Mm-O?Z>-QC?KAkv7GlnN|J_rlWM-LN!EclX`z@80`9
z&%1x_oH;Rbdd`PB76StT{zH0ImsFHtmzMl2sjMaswD)jvc0@R8JxtmDm~wg_L@k}S
zwa|t5mi|%WX5ov0qV`g9POeU6b3d#seiXt1?ZhIXccVi<P3F|Lv@H5ZODg^{z2SPd
z(;ob=a~ty7?-KHO-f!}H@3Q6#3Vs+?3#7P9bXn71^SI-}n8aBN(Rk)K&=q{?3Q21Z
zedvpPC<=Z#zq~bRzkQl_UZ)6tL2UP4TP(g)tIP|2It_Wc+c6PudnGb?b`gKM-l}YW
zJzq|2pZ0mVInH~1Iv>w_nY!*6dx3>KJvXkszRZUNJ{~9TbDT@Y%&WcL-SoEyKi)Lv
zy<8kNwm)C?UtLqTzi!=zsJ`wUXwSD-1!RW2T)+`OFJIw;PJ>^mU+)@S;Aq8z?{98T
z+k;+jDyd(Yl;@xG+F!$7VXu$Nr)zC462bS^>8Dc9Y?<o^0k7rc`HzTeAtxvpEQNdh
zdA*h5w>b})w`;;<>*=bJ^TQ?!6VDe|k1x-l*B9}ZL(pmaGgs^6ez^+A-634Q-A3^?
zHSx1XIA3r9r%j5KUY^BYWb-cO)!?!`zCP@8a0Xp$rLVo5Z-LsM;Qv0JAGYt^!#BXi
zGkN8>pEh}63aNe$dA&UZg}^x$4}M$=dEUBx&0f8JC9FK*YgtD<V7OBn1e|T~wSx9J
zUS19>U!Q)5aEIlOzpTO0JSV!mJ{+g-pe}64KQ;RKwLgo$dV^Wd@uy9;(@K$i<16=p
zipyS|{zk6uMi0?P6^HF>G_Oy`>95-CJNux*{1&71Zv~D&Y83GFRZbyQsW>C@0|c8d
zsNFJtceMpio<m=T8d-LK){G$f`F~K?8~Om-()QxudS+Kl0>wV^{09-6>Y_RJVFyTH
z8Ti4fP{cya@aKWazW|nc2|3i%w2NsL7tJ<V!OB!^xd95J=5S5Mk^Vxpb!hIKcqjJQ
z^feLD<+R{0^R`~W%IwFM3{c}mxVw9<1a-xCpDj<)=PQz%4A9{Rrd^Q7>hL|<Zi_or
zig_A1hn-^3lmPLN%0L+qIcywA|M!<M7(xdFY00s42Mu|%JgPS+`YGczxza}*ce~5S
zB7*y29AkgzNE-|Pk5t@I{nJ`NvLVw)@XGl={}s#2boI&Kam!zVMPRZc{9HD~JeGe9
zff=1Q$xT}y1A3fpJY}UlIk(y}@)G<AF4;#idq;RQfdpfwj|(d?ADC=^iFW2xeBjP@
zGZ|AucN)4U-Wv%g_7enP*j5F7J=vRJnIJy~=(2sxcQct#LvICK;Y?(rvJ-evxeBW<
z_^ckI;OR0*3VU5J=og%dOerPuZ$EjCd>L{D)EbS5Wt5wraBBefg-;v8qe~AWy$`la
zcaz&LgSf;gFBxG589cH2Rt1JbKC4csYKG0h-up#LSvM;ha0o$h$~u-^gM1#W=JDaC
zZ>KHGxVd0Y=+Tsl?a#Q&oKvia{rubTHbkM?{OGG}A|VZ{Ae$|Pv%Q)4SS|jR?YCP(
zYD1Iame2Ht<7&Gt%%sk44Y7-fwc2AAj3ZX9HWoa-;D3n3jn2L}Y<+&JH2>Yzc3`xJ
zv!F-XI}gFv#RXg{sL*1$Gt^U3Qw}`-2Ibjzswn?7X$)vLfYqFY?&OG>m;kN2G^T*;
zhZjM8z{ojLQ)*1D>7F9{M=3CU2@k`N?_c(3j|G-+QHzc{p!`^4J|BbQzNKDGE4n;N
zf@PPIX%A$VSnZMlo?IVVo2lfNx#FUZGb$4Bq+Q26kQBvpu8gP73u=|Vz>wIz;-v&X
zh{_AAvU2yXdaoB*ZA<EW$z-a2h&6=+*7?D3_!X8Jj^&qF_kkRH;X3}_q6xaaW-h`g
z558;zpFl})s;3N;YC@0#ZPf|n)^76@M&Y2Af4_x8b1PJ_r$T%N`k{%xD<k-xJ!c->
zKYWutUZC>-)9_tr$Ba0{tG6^veIOz0!}sMH16kc4gBdT7X))M+cBi)2PVXYnj(SW-
z5O1FgP>wO>-k^hGrbCA9b5L<odVinMsqMQHAy}KyPmzjc%?C7Z_>5v^sx%-Rse9Y|
z6gaZZ+H%pEtveEK^~dl)&zs=VN{4P0qws{#7)tDcn$fA@yAuiDO+&YX-x;hmqAM8h
z+07&hWo~Ka*xijlv)T9wfNLzwPtXRB_82uNcY0vo8_x%`@&xPQKEG4ncLx=&A+qLU
zsRahUbl^iqk1qXFbw(wczx?46VSk0ggT?k5qqyDjjofb#orvm2I-9CqkC@w1mZ~8d
zfj^}t#?f&qE<R9CETTfKwhf1(y@^b5Y8`z3B7BG}$V(*4X3#S(u8sY&!(h~t=uKo+
zve*jI`1(_7W?UX;jGK*PW>FRjVlt|euzh#sMWfU28Oq!CHuiV4LVmQZtau)e0A_Wd
zfbh;y=OXJa4FRksA-dIFw!GBLapx1Jq<9{$zz5wx1)KD%41gz1W4Cb=?R-6FgF6G9
zwi;RX&kte+9!g(o*z&zD{1ibJUc$J#e7M6Ovn!lFzf<k6OB)lHkyBOo6WeWkIAtCK
z3O>3v43To11NS`_Fss2$gmOgYg>SDe6(efj4o7=>D_*wb#|l!WNtGp&Dw!G5=wK?s
zSpZ{Jx4>Db8$fMV_e&yehOqXe1T4SP_}1&nXXL>0IrV?MMCyqZ<n*so6_lr>`AGum
zrsgB{0$qe@F{?Ed9_|Y|^}p>%!<7$`osaby{Ww4-4`5z`yw@ScCRfy7jEm2e6)a}&
zN^I_z?=2_XqHZ9Yb0ZKd<PI47>-V8oh@}Da)4c}3kDull^sb$Yy8&&&R88*!@i?Up
z&$cxGks>=bO}mB2f^r#CGoP@O^^ZXw=&dJCe&_1b3c9DaBwnUKy6~ufshObQ=+rOL
z5t;VnDo>LszI?QRt`zEnqd!!aDZnZ_zfvo~!9SVl(!D42Y*2s~PH|^))pn#%W3g~r
zuID6il~P&vl)Y}{x6jCcdHeK}^#>Yf%OITW&Q<&Qh+2a&XSfwe%Z=<%;01I|RaHct
zzfrnHHA1#?rDwbU&vE4b?-FyX3g+rL#mx5G3LM_!Bz$F{o?2vJuL%WaDqN;91=Uf;
zIl=G055L=~<(#l$k4z$h&ted(&S1iMLPv5qE?cRYvLThh4j7fpqI662ANqp-q5seD
z&7Gs!tzyVy%^ZiOf)wW^$S7Ep#Qt+3J4i-s$uM@U2l`~WV<-8~L-^gZo?}8Jf9U^z
z1l~$ZDsb;1_Mi875VBG{`48&<LgGL0rdfe%)WCjUk!sWxfik<M;FqbBAFqhiH2fsx
zhf>h(6QzmqW^^<_ViQwDcYka*JAroldX;7K(qzq41_0Gnx@+9;I2*H_q>f%2RN2sQ
zZ;ysS{c7b5rCjS{&9nrNes^5cF25>{%TN>kn5i(|)q1wkSkgO>lKiQPh$}b9)OjY4
z)r3qQ*(#AIWkIL6{hlmbsr-y5WE(y}C|Z8Z7=4WBd&<1i>V~9LMDQ-C;<Wxxb&;Bn
z%;qX|_Xo|=R&=`Ww4|fjHlAqYCcQ$@4oiNc+fqwHBn(j5dE9~f-tbN69$ax^d@ZGW
zLJASrGZX)rh7Vk+J%k-WQA2vzTWUC`pPF%}Ohx&wXmX6ESOI(CHu@0H!YysChDOR{
zP!zWA^f8OxlvfhkaLI3KJ8DIUf&l|`7u9IulSv*KF5G<l?0t3rTZfa!g9i*M_i&(R
zYW?tuKsePsqGwMD4c)XwAaU8gkb1=N%mjLUVga<c{Lh$cRw2PutaDGiNB33(D)H23
zUP8*V{8~;ynTM%**QmqLXmlI6FapclE46VM!^d54KsuOlc?Q=NHRTDoaMxa<+Y8+N
zpHWB~k43f!Z*8A}@hieKjevxdM_{JCFB08WRoz(d^-II-*prTU>9ik|cU3$TlfQAJ
z4)>mD3@7SC(Ugk2k?ZpEkMqm_mn_sxq$lJ4_Ku<xns8HtuSXq9MC0upg{KJ$0+s{G
z&-X0QOZnvNb(o{01xYe<t_Afb>yx5}IivCH#3lcCG**bBd6q<mSn~q?=l||tE2HwY
z)vD;n(Ej2I2vJzn2T(V9U0%U|^mO3Ki2>HULcbgP5qOZ4|3kHEKc(b6GFe47?*H8M
z?zW*Tiy?nhf8pC1;avq#MDlE=INFD1swvkUPv4{)qPm<q?I~&C#BgvS$=>3zz&?s_
zM*i;cr|g1j?(d1Nit{pLV+_ZVOS)6uQ#y*fc3CV9vsE0^d7k%)c_T7V{!v4uLar_t
zrFhU+tQNEr(<h&3i2Pv{!pX-bJhox=!<2<y)iaxgTj}zxoiX9~mphEK0Mr#TraR#k
zBX_(l=br%w`aysFP;?Ydiq^-gIOseYZoVeFr+=qfwmI|(-+2i<sUmoyJW*{zcWWHV
z0rjt*Hr&W=x4n7kaiAy+gDSWsPC!WJ`j>S({X@ij7g%11eL?FH9R{czHLd{EMn!X`
zdxDeavp%SR92TL-E~Nh^$F)<OTI7g61gk~sOme+EJiQ6*vm-a1nIayGRZMWAQ7uc7
zn0RkdwVsDZ<(<-wx++)!#AwkzGg3W??2FAx5kG9`<p4+L;UemS5=nZ+^F)q#LlRrG
zE+n_hQ*`}00i^g&GPYwC{|w{+m0Kk+&+RjUm(-LHv3nzh3&#8K6g9tarV($>$Q!lI
z-fXkM1YpD(wvxNxn2K3nH=W^`+Ab~!3|r~Jy>VDH6{3A2ZGKePZSfzdVn+2EmXiD8
zyQ`hQ_ZaDq(@ov6g54=?|KC|YW>5u8?q&FL+30DKEVz7SXxd|8oNK?yoBZ!|gna*7
zm?CeHJ_}oS3a8d5KH2$W@oT2CJLQ@DcA$!Ww~qgp7%=g;)U;Ea>WT6Cu&RLHH+mhp
z(*PB(2@Lq2kU2J@tyd$wLG>=}D<Y-hldag5PZ#Q|=UEZI2T|G;nhPM1*|&7vPxS;f
z+~Scf>vEmM&=n6y3F*{!+ug@krpJ~_EjUl!BfUlXA`E_30KZNfyo6SUgdDW~uX7#8
zRhC}{#dDqv4i;1{P#HLWgrD9}5`Mosf9%*^d{H!s8e4`CfHIAZ#&Eb`<MXGeSTFl4
z8})d~s~acZr@zAWqg5%f)iv9iIzyxz7wyKtEo<-t5h104c*Ppl+~ag-w*z%%3+gHn
z=nb+9QOi(Qt0f#ZO9Ttx>9S(6#mm`B-SIp%Xww-UB6P<t<v|HLM>~BR_#Q6Oqv1+y
zuiee>!CKcafek7mQ0D6JgjQ&N$Z<O+;Ay(^m&RSGKs>*%ZZ;z}TvMb~Ph>ZFA1AgI
z>+-4Ls?u-gO2BCQNbjAPp>jAqc#0))lH%j^rF+1DK^%r^@?N!8iCrL`IJAwhGcLx=
z%`FSAEkgH=S)gCr!-`ZSO3J~3r*@hhm0Z$%Ov8s0m3`JZ!{m(~InKvV`Nd)PUd7va
zYE;ILrlaf^73B^jevoY%th<^3T^>V^hRAUKv&n#YJC2Xy8RyAjSm{sGgD%ET*Ra`N
zEe@Ata;reUT&%!OXenuxAR<Q}!I=hR-i|AW`slb81AZGVnOYvzLDx*DOKnlfjY`Jb
zC?>YA_EC;w-WpKUyY=S}%BRl3Rr4>U7^C8p&uxDmf&S5Z$dk*m9G58^H4%KOzsGJg
zYD{i5d^bgVPEDu3zwGa=Es?Cqm}p)Z`CkMLCb$^HT}<Wan%g+v{2dRc@c-EQ{X8E!
zbKwWx%S#Bx(li#jLfoUI3VQDk+0zDI$cp-#9VWA`#|6eIiI>m8A~LDFWnVq7tmn>t
zDxD^-n(hBbeQlTCWCR3gP@VtRPD_0<qsG7J%ehsHF)N<)+~zRqbOS_Zifc8xkv6`H
zZ1FeyrT4xs$H5N!C!WvYkD-_SqqQtPsFjK4jRo=54&$E;ZCYKYbx1^S%r8k~=+((8
z)%J|HMchGN!YUg<(*YKoEX{+&mChvcuwq+&tVQPgxlW>cb%0IwYTkMDKHi3Zh{$zN
zbj|Y2ariCBIbCQw(s-o2S~+BU6I|D)5~j>}4blp6=<`YUCoQ=&oWR0Kh5Bp?*K=^@
zE~S5a(`N5)@+i)xdY}esJMHrM)ogU|GIOj6@cRv@J4n}>mlvq#csD)&L-BckW{pgB
zwa{4Z;6*-|ws--*At*)M6RhPp$WdX>%`ttAq4+b+{aaJT;OWs-Vkh<jm(F^8eRNfj
z{<0O6L8kTQ;_I~@hp_z?_9G@={Y5qqMJa@i!|~!iUHpAxEY_@7#PK}$EM9~5f;sfT
zmEU2*6iT;`7-9rs&>V5GeGeE-=W90~WiLA)x)K+~Vm2p^M5&_-v@Dfp&JaPX2aDzk
z&>jt<lI-?h36c^%AvM$J?cux#1}3Am8Qld<^?Dpy>p7oW{<86PwnT9YQBnQf^Dc)A
zAjd8Y!n?w*uJDaGwwnCW(U-e&2_ap1q-wT2!jXN=X<>f|%2~y1Wol#BMifI#O7s~D
z0I!!b0kse`OqK>C71_uL+{Ygn?pr@#eT6=D6QkJ%YvA!GaRrfA9gIJKKM5#yw-lPZ
z3LF0X;)7Q7>*C<lP@8#&OJXWOBkxnzrsQ_eAhWDR%F;!r!DMVvCDEu`EKmL$E&-pX
z)kxGotJX^XZ~Q-$iAu9i&~VW*z5V{c&ALJ7z+>(e{tJfX*{q(*?Sx3T=<xQ(?QJD@
zswm3PidmCa18!c3k5$~*xyhw&)tHT>;X&ZTwN|W(KF;@MA1lch>b0eHMUxy82z~L%
zo73%Y<|*q~#An<C_idK!?B_pZ5iI-1TkzkD8`!|iuO}?kjlrrzG(B$!3B@`wFp2H^
z6KP#mYTX(KjU21H#(Yp)6O7k^xH(7^&r=*kBP6)D!8X~}eCEr)XUF+EebRT|4j1kl
z?Pg-hHlikmR84a<80t>{j3=4@d`dpH8XOOXq$00I>~jS%Fr86$pPJd`M1N}k6M#^A
zwc$BV?T$yWgSgSy@nG=2FEkX(=SW(3i7=jHvNbiU|9zyKp`L9IYQsoVY;(rG@n)6c
zO5A4e`o@clF{r*O-xshdlFin{8@BD+K`6dci}?_HaW8A9jPZPY;fw#Ev#$ih$rHAS
z$HW;6J<>?jKt~nHes)*)BnscCli4I>FmzyuZQ_g+w|)qv{3`2-T|~Te^wFt`TIg}A
zL5Uo{%eZR~%(D?`%3;vtu%LPRhoKix86MkZuZGgfVq`wwJM^$$u-L-is<;&Vc|(2)
zXqV|(!b_f&_JyS}^u9iiHo7t2?`v#LY=-=)(jjf|@h{)EKFtiPJ>~ePItH{)-qIh}
zr|0aK`jkIdRvPhkP>p>;K`G%Hg60tb()+%a0~l4i5j0gk(47QvPPWY3<mccHQ#J{Y
z@`EHK`nMhYjGic{4biB@bUX6e?|@XUKg4UlWMRB`-^U_6xe)K3iAC>hw}YxMijX!n
zAj;LLm<}med1^0eADWoCP*reKXwPg`3N7d_d;A|Feneg8*%Fw%aev0+5aPL`K`$+N
zBjpV6+f^|HJ1NUQ21VYpvkvv;JAk^94(T8}Tb7%upJd&*dK7(xjtx0wSI~*eyb`7(
zCsR}b-}l)y(ech8cO=^2ZR!wYPnvfl$=;H^sQk{M?sar;+7WL|Ld9&8>wjgtB_JiK
z4bmy&hDa6<>VGWa+!D`x$2Os!H28Zu16OS>aXsKMtt8JmZ)`fpxD2v2AWkJ%w(q%V
z&sIzA9xY7}z5=}9QmVqrsVmO<L-AWyb`mIN3dZ`|Y@Lwaes6L2<BX0fqJqWveV42;
zx_cTzlV}%7_zJ6g?*)FexOlMYtn~COGq+d9P2*d<p^Bpzk3^0-7?+ex-olrpT9kp#
zN%bM>CZp{nCX5EEiNc|2FVxO7nXu^*?6Dh3P8K!${MM}m<lj`ANC&eBdDAY=2)DSx
zLZQp3K%UFoITd5o^&^oXB|BpB)1527c4uOIU-pjrj#C5<+A}Jok53gO^VvfGFmBzW
zxSTegMY~U~8xSwn&bm{8LEMvH%o!<7t@c92C9#pMQ&oH9cBmbHciTK+c$QxM{foj7
zcx+lCPW>EgoG3uacoLmkDCYtYRZ|F7RO<VIJ;JITuDMVfZgWYRGIl7G7cCzuk-Yqn
zMbW!oib$}L;bxXYS5dm#<BCbS&a?A(Dx9L?Mks>=@~75NQyi9*(qsgq-HCyYb?kZa
z{UJ&H%3*;$lGYngb9gF<*gq|!s`Kq|&=kzf3OjB${Wo;AOkbj`e3p=ARU`Bkc>M{?
z@uj^VT5-#H;@vcSw6M`TJor50lY03MxuNL&a-xZ{>gCrQyq6Op5W9G=%ry56k2e+9
z*K)EGxsF3LAIM5KczI`)!BBl(k~HF^{#%fPiJ36N^$lIiY@4%cq8wUXG{4bLsbBn}
zvB}x;Z(b4}Lxl^&61LJn$C2H$#^~O^rcYvX7<!!nkWWpz2N;hEHpnxDCObaV>Bbd~
zs$k*a-aStzoFeE3O;mx0kWkvq&EjN{?QqvX1pQ@rCB;syc<uwShK;T&gxX6%5emE(
z+i<rhBcU1WC|)To$qaMTu#dwEP%|Ls4)9b3f{Rw&PRBwh8I=DjpC6&;36Bu(cU>A&
z;X#k9AEkG7%A+M3v4RFhMJ|DM99KMz$x=EgQl_6*i^<8j<ecf!!=!dSWDxR%<3$bk
z)S^#rW}kmQVnFeljrIh8aESd)tpJ&Kzq8v?cMf8uT(OCnq=)R&sT22o*(9pC5c*d8
z*h3kEfC%>~)KZ!pU;+VL5q$%`k=0Fwrn<)3J#cRZM{7JYIG8)lzblSMiL1N#Z-a34
z&#BKQ`F*<mcMkUy<E^s_iTg~bN-y_52(TT`CS=!B+=ZXiUg$^dNP=2Cv{^i>pNLG;
z8GPef^9<3wdwFpySgIp}&x_P(=}oZQGPH{R#sq*c1!9&NfYa%h2m35}+5+*_2x9zQ
z-;1-++zEO#hsk$3MX2g+cIpV~{|=V|>`RN~6*6A&2=6=J&reygZgjC^Q+mTN`w3>c
zl`!j^HL2%W9P=7R4e*LvI*3J6aK&v4Pvo9o_O`Ap!XsY-pQ;>UhQ^=L-aaLK&M<xQ
zKEM3Rkg#BClmC*@nhOkjrS*y5n&S;MqOe(?!>}dI@mAXMWa31O3G55i6wZcX^1Av{
zT(e?cF%7wuL<$)!qswUd^vre_FBbwe(>?;DifjlU{&2q6=|ls^a#z&3Ju<o0xcmUe
z?9-#7RUr%Mz!QW6q-Jza>{|&6NQ&|{Nc^rDUpUtsy&PzGo*3O8Iaf)%h;Wxg0?$sk
zH!vZo)s;4LN$nlU<vD(x=9>(p<i6ML`Udh|`Xd3k{`1p$g`1%pzz=g>;(7Nebnn^F
zRwD%IEuGW-^!A%AG;&s}^LgpN=<K(!jU*q<$9Nz<E5fq&dnYJ396I7?MEWh7J&meR
zTlTsr$dntkGGt1PAGAxtDJiwF3nH;z&acwf(;42deQkSoWXWhVdSGP;gfeRNzv)>S
zr5#w&qc!VVDo!sS^&2a~T$d__Dq<^HY&~vu9qf^vX>Rk5Y*eOyuRlrL#i{+!)W8(K
zeXMYD4RcEO$rI=#Y+T{}nM^z@HsRNE&KOkOl8)T!$L}LjN5$0~JBRSi7nC^7B~IsA
z`hBs`koDj-=8(nP?Dy!xmHyYc51}01JYvpWKD>x{UtIt%Nx%7Gatrc@7l%C~^mS%=
zYFBS7gWn7PEtbBl$&Dhtc_Z|Y3@tsi(VCVII8n2~b+|1N6lTe462&L&Sz+{ONh*+^
zcgQ=fFuVv|z+n_sqRLQ?%Ub?H^5b~>ZLY}sqVx{*+^=eh2{?CA=^UUuLe>Y&la9?3
zETs#H4oX*gyq*=r!%74Rsl*gC?cd`c&Hd{W00lxr4gI!pW?yX1k=R~(XV3UX6#Xtp
zIQA%clqJ<FsL($dPT{D_$gEY8CArv8r_+#8Z&$okL2!o*_$`I|j1B%gDycRFyhFjQ
z$kA^xa3c-tPvW@w^2_^@1XT{_{q?jyV-6jrNcpOsR0pSrwE1qJ;-#|uLz?<q;C=sE
zXki$eq1=YFGeW`tVrBv8eagj8e^2(NlPU>Nm(kcsR-pGz`p9QDeEO{!A<`l%;_+r1
zNW}A0q78K2)sr#Elp|KrETy@6!-j;S$K{O1@HKIFeD$td^rdS9hH}|BY{DpZLzOON
zwxmxacw_9XqdSNeK2~fudwf1sT<~LZV)4u~LX~=N8u2dhf^zrZGeU0pyJruRe)1Nz
zzA$lL$T|V__xx6kW=6nZ?30_hn69k}R&ZNcn7My#HEEOuXJ^Ijpe!ZdcCu?Nxp|1l
z)y~oNm!r0c<7josiDM~UNwmHXtrmJiLv>+q+}OO#+|CeFq1Bxkh-lxqa$_aU#W>2o
z=b*$uq5J}QfVtp&n+9N6M>n4dVhGIDG5k)L;+HEt-??SE)ebj*BYIMrdXh=Krz^+T
zxa8ubcIGovE8{L{v!)~<3BW_&SzK5CY3IOat`eRPI3hXz$7%H`3Y{ZQErk7j?rr@h
zaZv7m#vwg4tHb~Lo0AM}vKiluw^~)c^^<5vGV}Docjpc841p3W6Yd)$&BC2JuqvZt
zKJGj2xlTV3_e;*FmCkcnXCD}H(z0xBLpDh(o4v_5Qi;N)-AgFq?BaXJpr|l2WD(1}
zmO;B)LXoO`(ByDk(z>esjJOvzzz=mmpKQA#4E1H8oOYLu=N#$y(ulTy49uzd_>?Jd
z^$r=UNO#W*A2UeR+B&XkoA14iT@nP1_>QhIR>W!W44k^^xw91OBKQyRyduvk(&1aD
zYC)Dpcaju*LOBZj47T?M?@r~(DYT%i%T2G5cO1(uy>uKSrDyu>Qol9Be5y;HRe<vI
zxwxMu`RvIgSRz#--Z7pDcf?{CN<0M41P`_XXAJ$`d^Cpr-CT^^RPwM&McgsLBIBZ(
zn<1-pv}?F~lC{)2WCe5ZmAd|dKuYSx;i25m`)E;^Aj@5x`dgQm-0F&96FJNs`6CK{
zz1-ByjQu@rMTr;Dib~Vk)`_$I@i-LdlkE8kMJL(I!6cbmi?%`HK~^(&EK5olnPYL3
z(Rv9S84p`G94)uL-qjQCD=D!7&*kAkSE6&h@2?|pS$;1^0txV5C%b$3A2m%+@E!Tk
z(mm3Pvl{<yh<~y>`23le)91~POcD@!0J}+yWFvmM5qO0<G1z0#$s;{*qIPEQ_|Iv|
z$GpO_ASc^C&GPbejp1~oG%HYIp;w_;uBL+)ot3(SgYszyZgfsTQu+%Lj+(F2&1E%2
z)F<TVW_ptI$h*39Wu~^V@ndiBk{u~K5(DLA32&TSj;lhz;TztaO!vZ)Er3)69^i4h
z8uIKNa->>~ZrT{zswU1N^_Y|qreQDEpYm#+Hy%d0V5|AnShJcG^cslUs+eUXGeXWN
z%0k=c2JZ=sy7-Llx~fN~!pnK;6kLQ&$Ngt@XM~BVgbqQUn9T|EjMo0MCM6Q11sFoL
z6N38Jxx7T^PTixqjbgPyFHpa08mGyVXr7<>51v!cc~rxPDx(#B8a%5e)kknb-(MNN
z0onP`E$T9?6gQ)g(vH!TbyxzosoILS8|bK-E&ZR5V51&z)-uz;&H}eFdpIPWEbI*H
zm&i!67{2|eu;GgKy7e2^2<eqvaQWuRd$ZAWV~!?gaLoFZE#-jz1w%txTe@ULf~HVr
zTUOy<8McG1%It%$3Z;q*>}z&^frltn)1u7QpP?~=CW|f7P<WbO0P=*odroQyR{m+R
zI6pu>Fm7IeeLl>boSagbk2IRv5jgPEA<WYRFdW}Bv{Br8NvXL+?DL_j;%1ppx8uDv
z4%QeJ)ic1%F8?Tb+wtymVl(=U3377HQ|!(1bmSFh<7#SW<9qOv!yCVt!mINuV$*lc
zGRn}l&Kh;Ic+~uE9{Z8>TxZE>rnRp@{t6F5o9XN4KBoHCX3q72x42c?J{>O~-v4NH
z(yF_0H{A3+Tl&y#F#L^A0}TkJH1rMI2Uq?P+z0WUI48=xJ3bcS-J}8Hul#dWgMW3<
z1Ib{hNj?K&Ni9YfM!3JEv0Old>D3SBPJF@69zqT5EuXK2FJk|h;FYR%*JU*D=PWo&
zWY2~?QR;~VnbkkM_=GaFBj1=H{_MP&xR0JGbtWxs?_uUB7pwT5-)N}BVU0lLc!i!o
z!(Zefls5ZuY)_n0gk<!RO>PaVWf>M7+KAPrMrMvs&(<K7=Lq<A0RC4#|F)Ym(IvNk
z87<9#z?g!Kf1v!1U-eMU<^<SyV||ivc*os19H>C9)gf^X?jdAOO%pFNt+;Cd;{q!z
zP2wuH!UsFRs%qybfiMz@PG#IUU3C%EfQCWWMO}Biz)hjx+YX}nm?rogM5M}|%^Vo)
z{=2wd7xsDA;+qL6t+ixit;+-i9{h<dOnoW{oH|+A3KRVGIuRCg@CUafH<7}dF4Bdj
z5pZ=+*ZAGgN|cywa=$YOQ|S$(FK{40u>)Ob`OQ&9*sF65hi`*G@%79jk=gR0=~xP<
z4`ts2PvcOF+M+WBN+ywLY2ZiJjG*);K!F}a(s)MAd~}<F_Hdw`XvW<}jD7<#vUJ9a
zLWyaYiP#AI5O}uC)`qfP_}85erN!t>MA#>@QDxTn>`25Saa{K+j#Nor;uMeg;#*qZ
z1TUFpU-w}1$->fc^mf3L%Gs0#gbZmFc$aFGdWj)ZF^&)|NG|O0oi)ITE{cPEe6v`7
zg07`1NwbZU1j9wAZxs=rpt`Ao#lmB_=-$iE7gR-76*2ipIL0xIC9D<$1$t-lQU*BH
zlsPbKXL>qv-DU~m;dW&6vA+?@y~jaj5Z-u$cB>lE|3+T`punz11_|DAt)K6JVz*uT
zp0KgNowElYkqJ2VX%$l9<30JALif(tWT9BvEPHe}@a4PwVHYXiR8C$R@ZsIq$W|vL
zClldpMFU0%7s2;uPJs6*lu)Ey?}!Vn2q%6bo`U&C$*TJ$9Hh>n+GLQoFr_ALc$SEM
zx>|t-S1&Pa_-O?tJk*%Q-lwq~5*&8<8_j`Q2b$WH<FXU(ebtTD>R4UW48rtfJi;--
z5DGGv|Chz+Itb%ROx)wt#u22*3F1E~6IgLRYi<1nCLF9IbhKJZYwH|1!$DrFTOKZ?
zht(ija+x|)u1T$l+jzW-o8$Qvnx5%2Y(3m&xIE}-CSoJk9Xd$9?1qjLSUb`ndU_wx
z<TsoQ7Gv&l8BN>=p_I0TlOs3)Qe!u|X!tvfm&v@4%i0kvhMMaZ3k#xjn{nQZi@(IT
zkJxwA@_Bd6=w?Tt@KVa&N|Sc6A_hFkYI(dq?X!DbaRrV)1g<(l`8#`;4*Hj!x1ar%
zcSf}~Phk5|gnm+o_|7H|86^!}3fe+S#L}hwtyNtx9l9Lfs|U|h1!%Q?FOU^X;&b(#
z^6*?q<T8n?zm#vnCc&cZ{X@lEN7&Wz6kza|(e>rkH@mQ7WG0gh-)OPG>7lsdZT(%<
z{6fOrC3EQ=t6X;K@So$=irG~1VYQKHS#*eR`5{~9d+9?KT;w^w_5vO&tw`XV@o7M|
z84s*5%x3+--i^uVy06qE#MAw8zD~Pm$4f@#%5w^EFt#qk5fe@Q%*jzTJuK(Xt0s?o
z*g*(pzCDw1#+yW;X^d@A5~<Nw`?+W0-{p{;JUSfCTCsb8`1T@9s7U=ojQU?O!DYIa
z{6U(+Pz-}y+Rw&sF3aC}^Lq3fw!VdVXM)P;x*f-<kj<fFqzVA?DyEq8>-Hb(*xqmY
zHxc6WM|LUom|QVeou`rk>EHX#x&2+P{;LJ)x`<2=gY`s7#2T$z!`7TvyU&+<*FbF4
z#(P^-Ru$E6u4(*i?>Pe?Wjqhy%Kr2Eg?eJj!6u8I<kr?6Mb(h@ZbH!nYjhLhJl{k$
zsjtzS4xxCe!&^9cOi}+8BvVIKe&OYMs!hMYVzqn5RtfTl6E9J{4q3XT`MP!#J7OlV
zd?#6NP~6vNcN-hs%Isbu?}e@Saz=ZO9CK6u&|RG9vn#I&!^gqv{M@Y=44%^d_?{@|
ze*a5NNAkbv@lHZ#e>NPveHKI5PfnXR84%WAPnpY>t6Z6NcE<v@WvG-$Ku*Nua-tub
z_S*$LeGkoc<rV1#Dr)NkiVdad*@1%^y)(sgC=?ZPs{Tke31KR29py;TsekdJGd~tF
zn;l_6NOp7cYVKHFNe>F!KJ0Cm_#N$~Bt_d${Jj{X>PR5|KD541!_Y?i@gAGl4|O8P
zE@^e5NgDP7PtA9mGHr5mY5)&*8zc?by2?BtGb5#ceB@n`V|M2`R6m9nC-Yn#j1fI;
z>T~%$seeC8He!iB_jJ2`2%;X2%QQ?irRGs=y(uw|yEt1PtpWEbcL_{Hj9zM`#YD48
z?Ttsb_0At#Fj7v?FnB^HtTbT(Tj4BE4EA(pDhYyl+$A3Q!WE(mf{jA1L-Ypdlm{)M
z4dh-6=Wq`uNmVAz_&iWMvwfU$no<GE$oM^%^RCZxxD3?LgY8L{ER;niG_KbyYI;9H
zQb$uL2P2fse;@vxl3O3k+aVpt<p_vO9S(P&KY#fr8%@#POdlxl-JVDu=utFz`|tT>
zEZ8mlHs$d$G^LAHo(qS5Nj->%3i1jgK#Y!pmKe0z<Ee^$i@qTb8jtMV1#H$UwJIHW
z!s<^hLhE@XRfPqMGulx64F%hxEZtNCC`UR!noY$D7Ql=7`y}tYIvyZH-wziJl4VO@
z8P!L6wr|-6BG_SK!f3?IV2N_9>%UqaDh1ep$IC%Tkhk~+8=qh4c9VjyJ;?a-oOfq6
zhWqb^>G4{3<(0(Z_?8H-Lr125=OszC7?Nk!K(SVFe=$LUzi(|o%dva`VoUi2F$>mv
zNFlVy8Ai!9$MXkiDqF?FO@I0maGxX@=8wAzfZ1BaGw#oBBu;Pu_+;ymR$vlY!eD(e
zc%rvk;@vZgzm~+TZS;?0RMY5tHT&%7Us1a~?FAHE)k+*fu8EJR;;~7$TVcPhXVNY-
z`Ca9O>0Q>n!!A=Z|4{s3W?JP%KnfWb4*HbtGlaM7{Q$y2sah0`n_kOmu>Q-n_Vzb5
zjJ&xy#H`uwwaXfCH<FnZV1JWAOHQR<7X7+e(INVh10DJLUztkps8CNV<jql^hVeB{
ze18(yGn-K}e9oko_{}HuwmF*H`qS{@wx@`~v!*xUc<&g_mEfw%+~m95o)}#t@Jn6@
za>L8r8|Tnc59J=5s#m0eRLaFV9>K<9GEXGG34ij*WG8Yt4?a)DjTf}}Ww%V{Z%4?x
zpD+oDDMSADYMkSaZG~~vx6U*66M+9_hVr{YI=cNGF##?sx^eztKY31*P`w{o3vcla
z6U<7bH96ks6*IiM<L-799K$G)K3Gr)GveE%%zjb$2O{(ow<vqu+Te%~s5neQT9-Dz
z^WFflh45~+&J;N+dSNjmTDT?OunWVsB@}lpO>f>-{EMh~CDT?X#g`VnUTPk&LNYIN
z3lY0y=mJ*Yo<C(sOTj(pEeliAxnDR<jsr$(7^XRun_+9+UQ@yZ+sO4z3=BZ)IgHRf
zt)DZYb-7>+^5V>}k(Bw=ihp9N#B;sv3<zL`rvuT-KU=dqV#ira`^=n4Xb!av_4%lR
zk@d663w(fQ@yw+aNNpkd^#o#S*lWNiE;A#&Te4j;ld`j%#47Eqv5gz)R=(L=Hg(Q1
zRBm50f1{t>gWFP&%>I+CyC00FwSTETizW)&{zJaQ&uc<n37*=<TVZt_<h~p;x&s65
z>{J#MBDt_mdmpjNcvTqAK82Da4%n_+q2LN$a)0_<3Ar@o)F<O%A@tT>SF)Eg?MB$E
zw)eB6{NQOUr%c`dJ*gHlKsm^XIB-mxo*4rmt#$+mqBTs^U{70EqMaxCwTG*me%o)z
z4g4y2Z|jc<@Z%d;G}`t~j(*?xy+tXr;I}ZZD<$q!Nr9f?FFtvTVa@2_3oqYMn;AlX
z0%ae90_4MlfOO5nJo+ksN1$2aG3lA_UhI&TM0&+vI+s1~-<K;RR%FAQOjpwv*UmG7
z)1StD_M)1c7|E-Y6!RwpsT{`{j;ckGsqlh0t^y|DQ^Dv^;8lT#HN<a>&3njjcf`5^
zm$TbxchZmy4J#EuyCZ;?b$o9&R@RE}=1jZK8EDMEJMtal*Ng9w=~KidCcVi~5<c7|
z?e~vdcwx|ZyR&lrj4%IL*l^zFe^8`JCP-YVq#iaML>k<I!Z@^LU?O06RBzf2l(^^}
zOEGVZ6*X8pC513=@n5jVKDXGsw^jd}A8y>5eeiL>Y_T;CpOtBt)=OVy#c|CZyu3mZ
za<WcxOx^`A(0@_}ygPLxH+ILzR=0dRF|<xf38UC2($-|^3>|Ef_+jOC5VKI#uY6M;
z1#t>E7>6b=lJr1<x2Z%&67|gAT1~YpGYA$$4@%r{X6US~d_}LPCUSFhujQCu&i9}%
zaUA|>WUWS5(oqdKmiASKa;cd-5Z+;dwNfAsu|Hp<lLUVXe8f${d~3>F1s!8yse#5C
z^abmZkNSOzpxWRHtH;lqKr(<f)J7#uIG-4HbT<8s!!JJLf{A(YXY+Ry5Q;+U;=vhS
zO<$$CCX&4buAF#=!N9R1;tO1J)B=3@)kR0R)fz?+`3x>%fx=4`{?wG}9@{wIk4#)O
z5$+WQzN&;Y1Y!XEa0c}8w<`(|Lbi31Z<9nWWDyy^U!;8xj1g=drgHu4o)9=%?o(y<
z*|q202U}*Os659?in1$sf5f<1baQWeECoKLlLHc+oxu6z&+M1cGxtZh-%L{tL`Hbf
zJ7;eet(e^zm>ZUNtjgDQ{BT+A5(V|k*zUk(sb1~{rsV1zzTm{hv;4s7Hc<kEmDXXi
z_Vku^)?xE<E4eIGS!N_Zh?%<RVWX+%Eeu4pB!b$As2TE|)$lQXJEu2~;D`o%jAOaJ
zG{eoQkg-h72%7}El^f$JMt3&ytJ~;(O&G5}_N7(};<)}bW2E`t;DLYo#}&S;Es9T(
z5MmBkSA;$cr~q9L&VjupwkXg8%(IZ*wX`_KA!{Lfax#9d)!P&KFRp7ZX<>^r{!kK5
zkwRB6CAls|rsw7m%`tcErdX9v7f?-_umw(25X!d3>Emu7|NCHix|-)-Yg4kgY_-ND
zRza11a4pEI{$4nOoF?<~2zzOM!Z^6#?ua`RQ+IZ~jwD}9OxZ?99@IO7u(~sb5_&rr
zdyeV?cuInoC;U@{Pj<m_py{aMOqj@-);LAaW&A`BiR!8A*tGg&3>ROhkCQfXM}TFY
zZ$u+z@PL16BU@FWs@kI8neHC&R_b=fFyZ3tBg$1|a!y6vV#0-IxeVB?GOS5Z0L_`x
zCpXuhr*YVj(Gk5u7hwM_w1l)dl5vb{a5*T*foVYX@pj0#%@VKq;T@5L$AV`FAJrUk
z%y2Mw*7UIQIHlH=ptno6iwgYRB{KE}-bY|z)H^{~fgs;V&lU@tJ`<5>;cDf^+BO$P
zv)z+@YIz7H9)gzQjfbrOkLr*~fN|60Kexa-aT)~rN3ye#e16+{3USUTj6xd@fBIa1
zeMAbPelH?gmKIQTB`1VM_Z5oVAN=uvY9R#2cc`x>aIk}FcP_%Hxp!W>j1?$+zbVp*
zsB{G>Oa_llk%xb|KN#AyyDp?v2L64{*`+f{S?#srFfrL)#~2BKw;K%$T+-Lrd*QXs
zjt5=P{@%$RxU<bjY#v%tTp((0h!}0=^sBvLIQ{MKJJ!2j`xdT=?Q7t01bCx%`0KNk
zd<{S5al9eHE%$9Yk;B;I%H@@>GfztE<g~_~|AGTac>m<y^K4x+F4Uo;yCb=u>>k9!
zZ|~sg(_jm$;7&w<$2y;wfMHx-A}LM1f9fv!W_tJ25$|M2?(HoYr)xZ=a1ZxOyGPAW
zxFA<)@hSeOE2G<{;7%xXn*S@r=!DfOJ+R3!m$_PcqHZUDlmJ-5+EUJD(Elfwc%D=B
z7sZN*SzJbHXk_Zts{YN)ggS%BUj?qyfw}c`Tc;w>84K$8?zoAP{g0PZU`Sd<yU`0v
zB1*KN62yk1UT5XX4^Ls?ODQ{0t&>Gn<if9&+V;yG$;U8j?-Va;cM*hi!hnR@t8p7=
z;xtJS58Zz%7#@(3=$`AY)K|`Q^(dDd+Noa+2s_%l-Ybk=--=CibcKHRU^6gs_^9r7
ztE2Q%oQ0LBAos1x`CC1usc$e<kGCUU-X9Vdws;}Gf5xeLMq*Ao^i+4!${fxf0H*u+
z3k?J`iBtAyrAUKRZ<CKW^KiTJ6Vd5L0*MA1lTZ1RA!?S-@OCwj0RPma+Zzcugs_HY
zW&+Tix~NFBs<QX}eEG&#@73hXCr(I=y{q*){2l$pbDNFS{bcX;FcJQcuJFYUO=(%G
z)d(L&B%tUfjUps@H_QP_kD%B@h3|y?(WvO~N;NS(<8@~I8S_!n$FL}Ur!%OcG{4QN
zzjm54jL9oE1wNF-Ev+Jj7iGtyiBV&?STc3K;MdHnsAKy_<rhT|At|>U-ZBN!ocX47
z|M8wz_Xo*?{5C;$S1P89KVw>&jY>v4%)HVw5@CO&c7m#+_Ed3exjr+@OYvM?R^5J)
zKgPUWp@dfSVh2s&U5JxHLtU%Ia~^|7rc_Q6qUI%6j@?hS7+pH1D5Z1{zh?%_ZO1cg
zLa?dD^Ijub7)BAg2H!RFeE;JbdZ9-DR(Wy{Bkrr)v;I*_0%k`owCIY_7ZQet{6C)~
zJTB}P$Z;1N<7|0FSU9mM@}9L-!$ZwFr1QtxH|el%!a>BsktIlHBb1Tn=<tb0&9g&{
z?oPZGJ#>p)pOD^)(2Pv}Mh@&)-@Ucv^SDP-oV)LSWCY@B<K3}YzkUz1n@&QTDkR1z
zS_H`#b993^nEj)d#d2^-;b}Aaj~I$4MUIm8VG<ZYq{X~e3)?|YbvV^sD;Ab4J2FFS
zr&#h8XN&br-CET8`&DmZpiD+Fju~~1UcJ%WQi)V+-^*%bBzwBZ`MVO}SW%{VDo(_W
z227lG#{o8<%yV54tO2&n+zC#@F*RXfnx;7)mv~fDcl7)I)`xOnF>9S9o`M4Mf&h<%
zSh*j!hHcH+VSyaX$>$6o1Kfq)r`T(Z(j+gJnY<c8yyWPw=Ls(9XPCzeh)?8hr^#0+
zo4o(K1;AqUWxn39O4DVmM)Hh92L+%><>fl<@gqCFiR%j5tDNJ#!-n%=>Cre;1DU!9
z%6eN+-i>?6QeMPR({lImX*ZBDx`)y14glhhQ;ZKZCX}aI?{yu)?2}h>>wWh)t!~Su
zcl^_oA11fjadKfPRkhr+>SHl9MgMQ=T?9~NDqbElmC<d>_o|E+TYk*-BWcS%=_N$2
zAxb}?P!Z^2?XL!Y?QUzImi|;o$9{!+rar6NnRooZx3on=k)(F*m*u_iRI5*|4Tv74
zq?v!P!XUiZz=l$z*FUgAp`K!n5@Ea64K|z~*)p@8O6>)6dR2heK$wAD26&<Jf!il7
z>K@*g3?$K<v&XogUn9d&*3D?tv9{yw0G5gLTl<j^uZ!l;;;d-?+h9hJdyIJmA+jsW
zJ9w+Td)oiI-C585^UMY<1l(`37_TA_Qu@?iAg|c`D<fa4zR<}sX)wnAq9fjRG&57)
zB#GA2&}I{;h$N|FJn@95xS2noXQ)tvv~F7GBhYxB+d;Xk<FfuS3@;nRAvtSIpVu&n
zK|2sz5LUGDY`ZuYe^W-yUW6Ej?3eNbz#`P-mmJNCvwyYOR3X(VMVMbj;t!hE?KH1M
zdZ~DO3Vd1>OkqK3Q@NY)I;64R-Bl*zU*Bs`w5Ow!0M#B2I4Hbhb@nt}P5MUnI%W<{
zca0Yq4cNv<MxD-;|307p$b2m%Eq4~tyMHwQ?NxQ+t@aTc&tlbno40@?Io?|<S3v2|
z2_jqlr^XY++DCr)AlbP=2l7d%?=kHgoBEd@=lfpPpTw6@@5zwZ-ufMA`mkNV#^Z#l
zr&Z1Gn#~Jfv!DO*j*XUcp)Rzm91Hx}5@{v*_^!J<Ew>qc=o|eEYe%;sa){`s1#*!E
z9_#RqWt8#7s+*OhU^5<PeGkE#nvCG;0A*1^Uk!`m2tmnCa-W91q2U!$XI>1kYfdgN
z4UJj^v8(344Cw%`l7y2;LzO<+GL{Z}!0BK}uaS<t56!}ft{XwdJ0amp0gUE19o#FC
z-7ZLL&f!UiOIRlX9TZl90{5ob(^nk>u~<U1Eep0`^*AWCsplK-QACE{9q>6`2c+|`
zjE|Sh1ax#uAN_QT@{(J@85@~&>>gbN+MLAe3vgLv9EvJ(%+i~=HfT1NeJa$8N@|vK
z`PKx)Mn9yU?o3&vqS^0TlAdZSJFX#qQyx9BKa+vgIBYy-C)(2@b>Z*}%^wn_at5p%
zb}l?$uZGwZ=8ciw&}CT&3ez8V-oLl0HcLY;=x-^-Wu~)n7PlldY0i)$`styaZRTT5
zI4anf-G7C(@kL+LnTEFoQv1Nf$3K4vnE4GT0vYi<hwZ=Nd6(r}6(n<vwaj{yY_(J;
zQ{7fC*kTUl5yjWMrE8VQvGC9%wb9#R<QK46p!n1cS+?#g=r;5ev>an5nZU7Wd`b`y
z)kPyS42}lut%RQ}eaV<Tx2+l$q!ONE?H6lV4`+^xD&H+5%CSBdPLN+gt7aWD#kK}_
z3U;Ga^Z2j3Ptq0&{+){VsxH35^#UFuM*f{j<0)@?-i@#A7WiO9w9DU4m*(O80lK>o
zDZPLEo9}MiYq^^|n#~Q;JtPounA98X5jFaon-krVf)_;BwQpMn{{&2UhW#avA2w;4
z9_yD;CY+XZy)vNGICDBwWjq9)pV;T(H<^5;okH$TLv}0WJ3F2%VYcF5G8X&Be;iR4
zFdaA0AOiE0B|9{)7{K+KcT_Nrh1$OA6C3dLbCjk-P17%Hq61lyFE8|XfA|Bc#Z0Ke
zibMzY-me+_WmZ$s?Y%EwVo2lhxEgl#Xc!iB!s&D8eUF)id$Yt)p2tw;f(}NG<(fwR
z5_gOoEuhFhN0oA8<&<7;8v|-eFlXI*Dv1I8)z|5nGDr}6K;U0;7qGShqJsqtRC*0F
zWFmgsbk<buLvXySii6CSBiW|{{35ZMywPF1!T?9zu+b204VPxtF&A`LbvBRhG$Smb
z-WsE6C1FS)#GVJm)Ve6%Q8+Cd(v1dLxp5u;vhxi{RF1d6>zdrSTKR5z;n^&EO#@)d
z`5*{I$mu*^a3e0;$%S2r*dsre41#{3w>SAdFL-b0OH;*rcV_hC-XuAweC?9|mIhU_
zv0Ugm#;40k{3p@gTVx@*>ni4*9X$u2$-C7c-A{CiL$IdfpT$MwhET_QOWs<b8`KGC
z&E*?M7y*lIYEBFk<zSu%Q4mWpK8(wO(&GspVR|@RbkEoF&jxh0Li9M^g3*@!{<a@1
zt)mMzfcr@#<!kgxqDfzE0b*_|US{IPKc~>mc*j{k!q9t!1rBsc4;tl;+=`8cZX}Q2
z@~N$`IDl(~<h<!EU}bUL+Bla7%<Qpr0!8USo{UHGtYD%2-nMS`DR0HcWN(Epb(<4q
zKf!PzH4Qn*J8>qw_x&tr|C4zD*Slh;+S1{(^}~FBNyXnNCx@<-!FMI!uVCL+Xma}B
zErzKYd=Oer`~%5o6iKcnt;v`F3tiwmm_es%HY>yBTi}lqD~A4l%YX2<c=V&|rv_QB
zN~|ecfTyH))pAS92zkF8WWCP~-GD)qg>y-VP?*K{(B0Qq+`g{-n@}cV-~R8de?K(H
zXnUc)0ccgCe$+coHxXJ+pxi|kyE-f(2H}Mk_8)#ZDRPi}t(pk-CECno7Q2>MAqKfp
zFfhO8s&=bvgw*C5=Tmj5!UvtNrC!NbL_XSevb0M{UmJ{;1QXsqOij!A{5VQ5dfS^a
zY^u+2oa_Xp55bOi&_yMiOHDS&KW1D;ualmzP{JR}N`@Q6@W4m%{&)*==M;}5<p?9^
zl(<15B_S&l|5PB4umt6^=>NmiR|dqn18cWvaY}J5F2&uUK=DFxcXxL$?krl|rMR=~
z;!bh4#ogWAdY5y~z2En9^UfyoPM$oOB$IhH>+u=c${3lY)$)vTn+Q?(!%^xt1=SPD
zMv3pc<)*=jY{KtK%*wnlV0l!9)Dv(0)3~Yf{Svr&w1;HI7eGHCNLEl*A@`ZlTO8h6
z;^v;)ZjSYt@e^Pe^5ukh;t6G}OKR{T*%ju@lD`U4(b%lSc{VH_4?HS1EPm(0W3A|X
z9k(s9GtSFDXo-uDBdUoR(m(Y~%t*)Gl8qM0w$;m^lBdy>g(3}#1kqQzo#PIBies&)
zdsWD{vj{7#WPZRewa<T>M@>li=h=6O0>@tZ`y%-XTRR56fe+y^?1HtTTlB@cdd@1G
z*F8r&arBIP;qk8X<CL(h&W~C%ees^UcAa5tb^m11+0HxGj1emR6iNLark_zQ(gOl%
zI`zHFegs|)ho)H|ljX#6$7ofcODna&LOD~i*Yayu>KNZ-sZ@54e>#?YoJe$Ut`g`d
ztTQcw(-<D9dZat)2jU>;r05EV^Z_e+n3UJUsDLCJq@6LqQ?&+@pc`a?vW#}-6$%0e
z>7GYAheD+6BW+8D2Ax;f$;r>jZZ}cEQ&L~1_w3K;IeIowxf;FAPb5kOGeG}xij}H^
zW+1sDz{4uGT&M4$2K>UX)Y@imwsYPX%Km?K)E66=D|*<qMVEjxfM9M%?n~bGFz^<y
zkiBc+2k`~naC<kH5iUo}xG=o}j$dLMguJ#QR6~?Mk*|#F9lkdoF1#YDDvSlpG3|-x
zCg~1TaafQtf#{c;gw?u_ek)W$$C|yw@Hkrj>htV6se`zolSgu$NSYV_oqKVT`j~d|
z==x_h(P_brcQ|-r>n5dPwr6Tx`r78xrKS(bzJUh3_hpSk(D=GRW)|#$QtwQEBFWzn
zKQc&-39T_t3;-Pp%~i>dec#8|1AiQgQ5W$L?|jxIM;T+%fDh!!{YqG?tAUH6hqJd_
zo8dXh$9NUzBJlXjcY4kePtc0f$U|#Jg3hX9enmT%tM|u=NNgHDg`Hc`r4o+i91l?(
ze0KLerukrNhgN)BGiZw0vcjV_2^}`~tF%#PM!L%E#O?=UB(5{hPX2NAS$M+HYX9>*
zm&F6Xb_DC^{n!G#uW)vg2vMvlOLQ~vgf~v{nv(?FQ9ZUyJk8sz4VP2UUKB>1Be6;9
zbjfAlUiqSka|;YlrA+6cZdzwfPh=Ra&Z~3-4IQO&F2FA*lGv`G%9w+f9sgRn``8K_
z+UJ7LnGal0T-3=Ml}cMBvuEHRT%@v3_$+?B!xs4?>`jqiS1#0*!A7tQUw*1DL`r<6
zXUPJP6cGIUCk@IN2^VldnZsRr>85K{l9Ia6J&s}}ZFNcTPjk(3p1+s`HkF?~wm&g<
zp-qpE6(a5z7L74GD>wUjuarp_>ajA^2QSk$kt_Ey@10o**j-m{+wj2B^)$?YU7vdG
z_dp204R5RbzJbLl?0=&xVQAq>DkU_sk|Z?DeON&r1b$5`F`BeFbrgq8&>m;l9*8dx
zAe?{nOTMZ$B5wRYW(5IB$Cz-ja8RHOIUpuK=STE0(@om}N>$o5tVI1ko24d>;$Dpd
zAUUc|2UK!{yI+!Qo2_#U^hLl^%zGBM=J-)+SYaEp&)R3r9!DhtFd$+%crazk6t0Y=
zIMxEXRmD{)!ucoDtGBU$Cs$zk=UhThbPF(l?)qW4rq-<J!b$X9f;-s+P)2|%dwnvG
zWuDpo!xhe+e#b{cipBo>nDGqX<*BPnC2$)i%kL9Gwb$tZ(dCJ)Xmz+R_eAp4)V37-
zaVFJCe-LbeM>92%DLmO=X8RmjO>}H%^f>J<omsm2tMAbVbM?d8Ljs;;p<l;i^6e1_
zG;H)+#N4}nw9<nf+<mi8w}G@sZVRxY<mjZNYq84`$<cgY&ynO%(ZcSj<$cfG=u{cg
zBHbr2JLAOZ)X*%w<0eCR{GE9i-F;SlxRO~WSZ|zqzV76b88DC7+i^`ILV_yy>AKNj
zR*p)4n$U=8JyCT)hiW5xm>MAI!}oqN;t(R2diSU39q4(}vDaSl)S_CgXIrGteilKe
zC=gA?P$!g$!_Mvn)u`c6Td>jQSBvukg3j4>Esxkd*W|y}b+_83<2aUUhSQ6)VSFA+
z85d6SFKwrfx3Ly~p83X$?v}bqXyp#K&1X|87xvQl3`G92P9t}2=GKRT67#g|_=N#F
zv9FD9#~fL<#O1YuKXa{o0e?Pr!eFxEwFq;EdLZID&X8xK%j(4b?*WHM^H!|L6PS|C
zm5H88L3N!(3NmKEFN902Sy)NjyJHEaO$%r@xh73shwvH8i}r2N-iwlHtqM(TVQpGa
zpQW2IQRs*{4L0J`l92!|D}G3!P}y=;(yNrl*;@peDCrY{_6IE@2S5Z5)%tOQ$6x9#
zG>OMln}Xlpy}gmo<^ItX%HQ!D-24-6%X7HD+U#Wt^(L9vj6UVeCSaq&jt`oZI{mat
z$Ii+eq0-Y7B|Zz&Q6_*^=)v4#8t(Iib%9V|SDBQ5(6OGX8m3d!ojt<DmNDrjzSwEu
zE(h&R``6y20d14y%{rzL=e3kBx4<@3mL{ROw?bqJG4y6zvVEXV78LjiKWY&HR+>gX
zcO(~8hemcJ#WDdzenlH4Vl(jGnaEx!u3<kD1jZ>xrh}?YwIGXI8HLw|wl<&f1O(#q
z&)IS)sPy2ieXt_&tXq7JCH=77Oj{;r7=%mId<*qz)t*S*XT2ND56860_A!pfK#0pN
zE0qM%exJmjTidm^4f%cSG;;V5ptDp=kVLbp?TTBn$Fe2fRrS}oF73tEETI>|BWIzP
zt?Jz@TNG1$k5`T3B$`!hPo$FtUgtI`_uBAgF>^O5!Xx7oX$$V`r251;hRzuApPzLA
zL7;JZf}}?Ylus7#(ZUZ4nXo3qs2WM8#~p1kPanVZ;^M9<9+<#_4|j$0-?n`TnmT&;
zwzzBy9i5bfJl5f5YSf!N{nY#D4xuJit~rya-fv0mEw$Cy)p6|s?xd5R3Bs}qw(O-J
zHw!dNgvy*6eU$jeuFK!eg&YoiEYYMb;$NXaI@PrwLiacvNNED*bu(+|)><$vB>2Rm
zT#`7SDnnfeN;`uEDXUDqo#aul1TI}Bw_YNo-l~6R&AP@O%{a<UrhJnr@oaoM@yPLZ
zEOo1CDfTAUtW{_5qHP5V>+wZyqEWPOU&pXIh57U35i0dS9Hub`DOYn934MSE$7pOI
zIg))iaL~GMj1k@|B$H9*%5ta`7vs_6b7S+Mb)#QA)DN>ubC1)8^r$Rf(HEJO6ZQL&
zXz`~jkXMM?O+;LXW$$7;&#Eh!H-4m!x3&GSeAgyeZuZV%39en!;lEcriHNb;Sqk&+
zL%X(Yi$=em+a%Q%WpKEwnPSF&;m91J9|C{F6#&-ByQy5xgvI;n(`}aQ_4CvGImeap
z+;x@*0o}*P*dkr!2~P{+A|t^Tc0WfCe?aM)<b&BbQ*u=ay~SItV7=Nv+d<IC_FG&c
zUo+BW-O!RfO#G65wws~sFu5`#f;=qeEqxMu01OXR_c3P61J(u&;x|YfX#p+Q@uU^k
z^*S!Sqd3-*lv5_t9&e)>dxhMzVVaA~1CU@{$-KxA^UQe<$LzzWHU=+?0nN%k)#xqK
zLEw--xJPmknZ%-Bbp!(6Z<3olA0ND$)#ZLsl9GRTVL+(n-)h_|b<m`DhTNeuUVVG8
zP@__)7p*w=5;d*3yW}T+ausj@%5h?B?2o3p_tPhC3U#J+%VYrNZ+f31YT-_ht)dqj
z$&u{B8@+I9tDa-A?OSN3-|>&n4phDi^CwH=an(bycEaGI5<SMe){Jc5nT_3>Tfm;R
zCC6Nmv2On8;VPtVTyr`Ng*V2uy158Q81E>tT^!HGkBu#&rZ#+Cp>&4MYF1ijsYFj~
z0k#IF*{y4lwJKiKjYm(#6oPQ{F%Y2UFFyMx5BK()I1F?io;9vXkLAQ2Lies9wWw)&
z&hu6eBm!0U>#r80$ykyV+ualpx%4or#ewXICoWxogZRY;PhD+eT_hQ{n6RLLjl%~D
z%rs%ztVFo?>aiEJmo8gZxuhjPiCJz4o5!i4P0kG9OF~)Vmr-L9)1Of}96Mg+R4o(Q
z_6268RX2&meyUQ&{&3mzuhope{>OzKFYxbW$K9K@*c(?02taJUIa)5}@j}`t{R@ix
z%E6j!J2#9@((eeJr9m_q$Hjgj*FO=DpwcqkhDf(@vn(JIaEYDSq)!jY-ihoVe0UhZ
z+hyWO-@tzGysFcxT#Xf`y7y1~A_pd&+aR@-e)C9YTga3Bjgj&&5s|OCqrh5+>W^bZ
zyiKyAGPwgF(1W?uG(5BA`RmTHX|JBMKx?5;^ZF+~+GWnUZJK4eLYC~kfwpMVI!a<4
zMWt5eL|@ewZ=fU}HO>Vt5)|^X@=N8#0$c8~geQp#!*TAbGsBe%uTw8Qn>NHPvB{i(
zPap|e6@Su^)}`)>L3d6xcsLQSwcpb&t4;?!avYrd65>gTGmYC~^^bQFZy>fHM~2@=
zGV3m-LbDcR=VATY4`Ebo@fY0CDvfO`Ox4qhx|w$qe^eI#vXMeYcvIuU{OeELJK<4x
zs)9kY%H`^W7U?c<$Z~3LT0+as+xN{kZ+pQXq<ohCX=e8Vh{%x-tV;CKOGE%?$r;!0
zwEYR%ss=;Xo-@lwjxASVZG+s<8O9`Y$`rb75y0?pb!(n965Y%?s!93wF1s8qEZX*m
zlrpuQQxcSQjuV<IB^PGDj<>+j)>HD755MCMx3n6uF8YU)juYH9kZk4J(eRh?0IpeJ
zp_WUmMuDglccI39D1(OFd|nXZ=v7L1@7{`xSr~u#zBze^aDEVXNy3}TZ3EZC$--IY
zrcvju^v>@Y=$?c1VNSE9cxZi`qje)noa4b5shjeS9yLlffPh3VUZdE@Y_y`tkiCA5
zW`_PJRtqp%AWfyda5=2ota<U3aa$G{flDt?Bu}sIn7e%_5}~1#Q)X^A;)Cmucfhpi
zQmY>dQ^sN%x(dn(jtV3?KC{I#fclJ=y6A>e5?+OPYgVe(O;lNE=czgvPDmqfDwCRl
zGDL}!?$SEGNLCK>Xwm}JTVeaA8$qGliN7OtminP6ChNCrE>WpxdbK!og(yd{v0y4e
zkocXvYlPE_(36)XQLOB)AcQWhNOoa^=2#c%!!<u(O|Q&I7m;Xu#XU?^eXS^agqn>A
zf@ZgxGfxfmjzLt={R0x}Eg>NE2kFw0VN0D@>&P&adACjdEEL8P_nmGbiyzu1*;@su
z1X`#E<ar6ajFO^TpOA>VXDvtGxjjy~OAAbl``M@Ju&#kplSzy|H4DJ)=njxA@991!
z@X8eb+eOXd3kT8Ci<;D%jqO)K`EZe#xkbuL8>G;c^&_2q0}n~?|L1(({D68sD8TA3
zW`h-kEABi6o9``nrrg1=e>lN%Cz`{1f4lQ`z)E0YwK};O_(dSC)6TUdNqn)z!u@~!
z*9w?nUsnipy#|`^Ce^;J&Z?S*x(`*;-i1ur2~5lEE;LX#i#5p<5p0v~?9xnaUpvx7
zz0#m=r;_A>GH;2uBu1#WPbEhZMHp*rgZ$<CUR(*q{=pN-Fkdkr=g4(FK+xn;h}vB@
zl7(t3-*aBQUbtzgoXR4UqEF)c`LEOSIj*lX$|||9TI^ZVmEzop86isjU_Q<drFekW
z2H8hnl3@6Uw5*){w^!Jd{|cRUhc}*)^pJIgoYC``(I^&EUcQxxINGNjTS`OBF_MV#
zzr!lHg~g!nCW90CA#@Vf=+_0(6G>-ZN~7y)iWVP}@!~PW4>UnDoG{TNMh|9gG`^yL
z=iL*YyJr*3Vm@yG=6yLMXYvg{16zj#*zNB>e(?5!O!o#3j`aEYCv+<*6`Yp8e{L$i
zg@?8w09VryvUdK_1f~X|Jy)#o!!Cq!`yQzk!XXi@?}s$?*aOuzz6Y`4EQ;D(B%?|J
z1&M6O@GK>|H&rb)o;aT0zLoc)zqp!qP%~?CwVO91_v{l?i~awn#TTxg&c-`cXFA@n
z&a;mp-Y=4^yzfZJENy`u@UVV_l-^3Qdn{G$Jf6}>(0FcuA5yoXM(`S2TwoZDux(^5
zfU~MmSLCDm73Cw;ETI@y>tvx5W9KpibGP8EeTtshbYeW_xap*B$!5~jA@YU(_nvKK
zd*oMI!%r!t|LFqaefzIP@(I@sbbOnSDja`qgK)HtN}AL9$a2$If^v*QF#f#zyRh-t
z`%mxe8i?IxMn~?EbNkECSkTmTYIj6@6Z(r)eoKWxKTJmLz<vF}L{4KYgLugjPab`x
zJCz~&E8Bw_ZvBq$d|M7E0dng!cF4v!YJST$=Qo%|(;-X;W|{P=iFv|Gw!qz8P7*Al
zI!$<*RBm+H>E)T*zF0>j(AXlfR7xH8?zg=^$~L$QKgEUj_~Lnhm#W1|h`|Sre4FEC
zw$%cwZhk)6J|r%Cfj;a}CBbeXWF4$mP3ktG-Bf;4DFg>y3JAf4F;@#|_Ze#yjm2rr
zyUv&+4vJ>6q<$X|3v1+tscs&mqBXoaoAEN+8v~Vq_sFTC*+RUi3&KYf^kKsIZm%lG
zKh|oH42sbF4J^@b3c{208q_;WK!@h6*@%9(B3Q}l0@$d08W717H?doLhC4+hoemN~
z*6-&kh~Lo9D?G0@d^{?ryGCdAlUB%eTL>-^9;Cz|v3G)0{X~7P)_tUT7_}dZ^EHUv
zTL;-ZNC#MCiLR@@4;nQ!J-qT!?_fVGN$EuC$VwsWh+1P?iRN>OnVMT4(t6wSboZ;v
z2YCg>S6yVqR*X(13^l|)O1IJ9R-hxe0xrm?19ka+m&p{<xxDY(P<g5nk#A!mYE_do
zr=SM8LldkNT|pcKy-JGPA%15<-P5901)~>s;`X;A9{Ihnyv}4XxvUgM8=|TL<O@<j
zrNmuxxmv)hwB8-bBYV#-&*KM7LsTXCwlu_)VX4TM^R?$M6Am}D@8ANkpA2(eig)xu
zP*oru?oJ@Llzx-<1g9HkN-T9GOwB-YqS^4$y^8NFGe-Nf%yA<B(MIH%omzz_I)+?t
z3z1sIyX;g=&78gbT;q@$hW8y+)_=%^i$YH^U(U=zI+KS7Zwl8{4WNfRYl8Y$y=m{;
zi3E#Yo5r7Y%tie3I~k{~UEb$`8R0`29`cP(Zwh;XY^EX)Cd$A=+6$^cer+6SPE<|Q
zQ-QlqY%`CSw9E?meaH2ui3O65Ddss6e+-{H_L-%<Z>00C!4U5@!o=cJ@wU%o9WkG8
zgI>p7h)6v!jJC>^rNFfYx~>7WSY!{DC4WL#AuOt|K%@6|d1&h$T_95P{7qs2Z(;z6
z@4YSV?7NKHZ@|wNA$ghkn4)JV3%e$+eTTjd^<D0CL=CMJKlLbP^8QI=+S;x8sC~Ve
z_N|>3s@V(Oy<WV+5PZkCy4rcvOufYiJqbfAc_Pgcv|j0BKB?y}kFXX2(F-*IkAP8w
zjrge)sdA!+w7)zwzHB7tr><+4BTc+>*OP7b$Y=kPGUJP2f>OliynVip0>JaQcLSc6
z%_BahRldA7bx`lUR?~;m8y%V2g*hF*eE23wK%ruoHDJ$m7?o)TL7{!lQz~9*Es+m7
zAVmY-U!-Z1*;5*Eh5W9Au-jm^>V|f)U^|9i;S4#oH1LGoEeH?H=j+ie&VPp9jbR{m
z#(#KaZvhi3Vk_Ap2*Z$Z0CP&~X#gEePfBOza$@jatrj&@K17o4&1Su8$pwEEnUWD1
zvWueDyTp#c%wN^kRuKTpaJheq=bgwZ-ana*F$|PRw$aK}v8F00d-?A9pOna{;M}!`
zcA^MZ$eB2w&d*{BGGDYrH=cqx)q-xZ+i349nPX#Y(kFtIxqeZH9FH_kI463OFiu`(
zIiO~2VM!5vKM_~R4SGQk7W`s><Leh<O~Og=hHSd01;xPKK<bXNkdwOGwC$+)#|RBP
z^+rE5$Z8E%;uP+m>0?!c!c(WJd|a)7H0Maa%DN`9qDi;jfQ+r+^wazHD)oO59DwbQ
zr$M{)i_iEMAC#ZAiGAh>W~O_#iFJeyzMxa(DhkseI-j^>@yRAe?|;4K5B2paunNO0
zzAEiCKse9}JAm){hn7z}W6tWds_eaB7_@Ki3@@dq(9g@Eg$F{fd?+>iiGw4)X+2C!
zN``v@UP|V~=#r7U*pz;-gZY{fOt@l;d~F*|x1IN~OWF+Xhu-o&s?Y<K*p4DCi~eK5
zZ=Ef2YOnCEK^AhaHdHu=EBY9Q#lr}`j+T8DU&a&@r*g8+kORMUD14>XiK>tVh6Xw`
z(I7Lzk$NZrXn&RKSBT%BR~z-rIQ*V~8{X8|d<rc+sGwkpd67BNzV?5u9K6NXxF60Z
z^%Z*7A^G)03!_St(Zfl9Q?HSC!jf+;vJ%A{@Z{bA+4Lg+8c=5#rokGCCp>2Z_h72c
zI{1c2AIG!q@X8ZUum~C>({@z;{>klg_(@p|E#ZawXDOZz{tF}vXll1%|4QU18c)C*
zs2ntL)?aG40Mvl~lq06Fun34=pft)~&olq;(Aj^#iws^QV@XT@1pZ>tW2{2aLkhaO
z2oyWve5%p_;K<+VW|ViG>Sch}8bF)^Ck0Tr<GEg`N(Wz}Q~$yFwymiO4-rB!_!oQ~
zKSEFEpwQEgGUT|OLoNXe`>L%8!Ji@tmttVV^vCks-nX;ex1)Is!>#fx{QST<n&9wL
z@NL7lea2;lN<fg;90sX%AL<_!NM<^jcO^NVC}dfctn|7RVgSloNF;gQ7uSAZ-j8OX
z^ox1FmoAc5kP_c`{@IKl!a-WxccAY}u<Vl;p1h|h;m}BTgfM@h&|rQKU5i6}S1oU~
zMrG%Vq+Co7BDIWk`bW9@nHVPUT#jocBxx;O<u)B7K0H9CSa6pUFZSX|l?yx~UwyEE
zOY--AswFi$F&M5NgA%_^g~$APKBIO$l_Q&;76Eijm40JSNAd60HPCEGVJ;Tgb^7>3
zE<CHzw)dGMXpbY?>7eGZe9{5bDSvY<g+V_BmRO~ZjUUz{2Fm-!96KY&X@ugg_q#=(
z2la1DOi!#WQhq#I@syIFY=;7+N*m+3@&gKVsYr<uNTBzQIy|ewJm0sr>SveN#!sLo
zS1^Y^+p3B89y`I4@yn9NE|dwMahx&*izrVM1#2WPX6X|gvG5~ggR(?Tgnry$T;mZN
zQ%_U?+N4EErvV-^`o2iRr;0pfdqOm0dg8NdyDTsVX$+L7v|a`m32{%6Tg6EF(4=To
zpGNmmT{HX_s`g9g480;I9@`J+RKNJ2&Mi^r&eqKbomK#z+$f4B)7WLL3u-JRC8)(#
znxMSAs&fzCLeaiow~@{<&!{Evy#mI8JABo)gs4wtglkwFnkh{QB)zfjoRNsZ-|sli
zDD~qLurpG{N8Q}c4xm}FAnj~)dL>inXp#@m^INc-gUZaLLu+49mDS_0xfQX8)T}1;
zPYmAg9}sH|?w;0cWkmZ)@NOpJ0S}OUmR`#_vklRAe$sNQ)Xy(+(gE}s`fK94CHOhP
zit+F-zHhLYo?hhMt)>YTnFdh!n9+Qy)7^{S8DX3+OT!JwL2MkgN5Dy8g?KFNthsd3
zl!Og+Fx+Gw)nJ*6&56t2Fwa-a)H7KGv`K;ugWGuK#N`xzWuwk`;(bNnAi{Dt8UNBS
zCv%WE@9&)x&OtnmH+B|6;CYRI0Pj6nFdzR`wg$O<zb4{wkDLVRc%_s{UZw5B+8PiK
zTTywbz62g=94O}=e4ZOtR@>v5ipKs|%;$z$A^-~~V&sEPosEllu0#|x#QRy|G?sKa
zU*vuJeDOCk8iPGSH>M?lOD8tZ&{iVPaw(|dgT-S@t`6m5ogNPMg%gJ>M?)3X5&`KF
zlOEtBv;(!W0xS!AFppaPs?NjW-X(}f;G%aH^LeQXv*D`DAU{ezyLEp>HFQPgs^j&k
z<e(V+MF?hJDu>b@Fp`CjWL9d4H@QtJK5^_kcx{tL@T99bYebyK4TaCXJgS{F!+^ub
zI|$K7dU%EWF|fp*iH3|I$)PQJV9NtI$W29e`K<(@?MRj8O#`1%n%h1je$>_o`OW?C
z;Qcg#_ulXLnmXu3RS*GI;?HRCetpE_68U?N@Fg{k$fY#jSW0){BY~DF-pVQuoropc
z1sMIq!CJv|5Rk<g&k86`al+hsYan^DV-?PpB>3%w=Dt>v!_Db74UFd@-S;eUVrXpP
zRfmTnc+u}CD6-on2hhX_bm?{DCpF)OCuLi9F)!cf@G!S`nb;dWs*RT2s;+vps>Op<
zJ?++~H&OOK)w(SQo>o2DorG5UOmxI8?baI#PWJY!@wTp>Emv%ie)J$aA@K7k)XF!W
zuVvxl?DzHX^V=2P@=;(IyFN-CcvzX`ncqUXyHX0k;_lC5KFM54atxP%=8@D$8Oml!
zDNma(JAKPGI*O7EKC;+BJ`8dDC0VqjM(w;SmvSI<k`MuwJL#RRJ8_9tK#s8c+7DX=
zZf04S3E^5Ui}ne0yIn_*1m+Iu{g@+Xx%u89FiT$NLUthpt9Af~MIBsyn!}-jbKAb;
z@b3%8zqSduJzRpc1mf?k!~c5z_c@14rjMk>Kp*<iq2_HX6K%2fL@Zx#)gzik3B$?T
zndR`;r+bQYciumkmiT1lF0(!z5w<Se$FqE~&vuBLzKWlyL#YXq-SCYG!KZ4C_s$CW
zaU(k-8rjuK;<?zYgmsrvGehKx=n6zyCcm=(%Drv>*h6w-rqHirk%UsRsYri>(lUqF
zY_68Ot!8rbw=qf~Z9v~y0jKY%$WO9KlO-ls_s36eLDW8}m_D-j#jI@PQffGVpcd8=
zvl9lA)u#uhLj#II&R!e0%Rg$^rMU1D_PlYblHxp4u&!~EzyZEB@#)Bc3xII6(!=IF
zOV#Bppu1(RA>@dpo(y6S*jjMoE;mt2o)|Ls@&8k2{X;-qMy{8kwmN^3<)(O*nNf2)
zUaGyQvzO`jjjFrIZ+E4UK-O7{W@Y^uPNUZHeP@1Mu2x;5z_6d%uAmh5)OQtW5r5o-
z8p(0&+=H9t7U-pN&YF5ZvZyZtldiq&Hd*(?Y%(?xstY86K<0%l#sMn(G%dvAV;&e|
zEAZi=ujOL#a`zAXX1=%v?4z$syJlctW^-L_#V<0MN=qYmjJgX=lL(oOewIEdar{;S
zMPpjVv!~zQB(zgxx4WCjE8Ot3kC$s=q_ec}xCgoXO6ZLrF?nQ=+>5usunD?S!>0~x
z*E`8S(yLd@Ca`1t7RsHLS>fEVneKiy61ctY+)>|)5fFKMh>Uj+kqKTeS^8*~)`DRL
zF2V`)D3j$CSG!U`AdYCTqbrfSYN6SH&j*xK-?a08q9t8-WmDE5&i9ZW*<(c5`~`%3
zUAN8~d@8&e35y1!?__pO+zRTC9tU+}?x3fm;0Eg6WedG~IPT}r5tJr1pfFUNFqt4t
z-H1wR0}jLP{C?*G!VW`v;pZCfu+C9<WAZE)m-k4k$g*H^mM+|j81p`{CahC>G`Dp9
zG*P5T#CwquJ(+*Macn<5RfUs%BoTC+&=b$^;2@bhK{WG|K!f9_pjQJ`+wsMT55V!W
zT4qg|EK}J|e*9SEJ`HHZ3l3cq_0q_*^C@e);a;s5=f!txXFYx_+=;veMG&r4Zi_v5
z)-nW|xjlzpr$LQbLb&{ojjk&BHs)5DNkHQLuH$`%0hc5+*T`y!KfN=pb4%_?^b+%h
zkzBCc7v1A#$uAKO?oYB?styX0W{dctQM$KOS~<HKXn0;sL*3-gJkBjcegLpUbz*gP
z*9yiu^4+H$(&Oo56ZVThlrn-XWGBrXq4;yCF$ad8&L@p-6`5mOi9o$(NP+fv{9QAA
zQlQ(<4qjs#kY;)_%~9&=507c6bMK}^-uQ><=^M_<MAUxG<=54$xx7SZM>)_Jq9hVW
z5?|4o2&(bPf9u-uZR?}~{m6D)q%C&Y-WaAfH)8om=;&ZK5y(;e)C%nwsdW;3$hwCK
zOEQBJTtVgE=-WqJF)}zSN=Z;MK~3kd2k9i*t_X;gUsTHOt9go#vfe@`8-QMcdMjwu
z{p;%2oQ>j!0OYOSQ*n-MT)^l<vA&;Xf0QNy$(Xw&u{g*WL@eA<OPzXB%Nn0y%xS`8
zN!2yiS)1&XrEiz#6WN>`mTAcMh{^oqj#z#Arl=J*&fx77ye4Uf`x#K0FHs@@#7@5Z
zB~_W@Nx*oW#3y!rCugG6E6rX|+(W}c6kzd_CCR937RYbr=D^xel*YoSTiU#G_x-8|
za!Xn1k9L&it!oq=c3<Z)mm_+EKJUT4uC<cr&)Lp}487y%^d)QC4hhx~5Xea{y7s)4
z<P*W<wsZeI|EB@u5g&V=kx$;i;eodjgW1^DpZds4`-TF^C+$dWns+|Y4bf>k8q>dI
z5cTv{a93&UPjr?-&1U(RQi0GB2Jcjc0>ehJ4MTeTYswR45RVhMPX!|*5nKso4=(w^
zA;GO^H)o(1p;l@Jxnr3Q^%6dQc7W@fcE_Idf<_PMnD1d1y9WcJN57d=bb2Oo35{w&
zEN4;=((qeCO~n2@<rUgo9=^*L$q~XAk7s6|d7c+wpMjkRo8~sJRV=FYCl3{xgZpY4
zDh`Tsc&KOfDY^*`vC%U{LbfY41{UNWqRfwTj<?N^6Pk?q(#9!-z#jI$_Uoc22gWKf
zYGaIfV{hFD;-?HG_8!h_jZTXtdYe%eF`DJ(5~jkEExpVa4x>{oI6q?E8aSu#Rn^qA
zLF4wh@d@;KEb(gRpMT)rXab8yDmg%!r1Sn)X33wN_u6n750RyV=?^rgnU%oMunQs4
z2dnDm8AxRxr^aj$u*arH^MHJro(g%KO#<F{lO+E@)=->(j*%4FD!U&?sNJA`WqMCy
zln)_OkQw?dNF)A0_cKbNw#dLc=qZrnd&H}tV+gPZZIStidH*W&wz#g(7w#r?*hx9O
z>`s}y*&)b<i-0_dNE!Cf@0T6t;ZmIR;Kx!V0=YbMbF;~LC9%QPuMu{m&C7=IoT<Xf
zGuO3Y6@UxjO26Z#*e1Cdc9sK}M;Dcu(qN5NP9+rubHij7K;@wknnrJ^pXP2_(|7r%
z2IsGnEUMLQ2#@0~v)K4e4G^vZJbdM64qMvJhf65+K!eq`YA@?pq64yqNSZ|64(U;x
zCN_)CakZx74KFd#&e_-qIL(~HTA4Ty`Z?D&GGsDEBk%Elj{NH~7KmAgetQY1SsqB^
z=HW?bpc*2fz+hl-Ej2Ob8sIH0!x<Um)EKMqm6uiOJx?@6qi`{r>Q5-tzF?DT6)tc#
zstB5Z^x(;?fkSegd%6=dS~Ir*^S^8T7>?3^rpxE9yqnr<-#-`~OK5Rgb-(3lyCn3?
zq*rb6Y=EZtxFAicE^?{6o59ZSJHyuKWxV<@RW7elKe2~2d{dIWd}7PXPSgyub&{i%
zGo(eag$_VTPvgB{p2a!oiHO(it1w4&pW|Z4ym?vSpB1-P->GX=#bM=9L+43vpn_%z
zI1Lw`t&S)a(syx?Xe}=L{EH8wFP|D}>cng0lIh(1NiUvrdxEy(SiH5kwmX<tPGX7t
z9AFV`pJKJ%s2JXEk4AelRn=9k_5GA^&+*4&a^$;M5z>2M`Wp~e7D_ASI9A{iwKJfR
z@C@jRYnjR9&V*S5GG8~BZ*hpSRg0@Qy>PNw<Ln!1gV{5WI&zz3q;;KbhLC~e_WZ<l
z7Nm&B?n#3VEt2it+puH4xbW^D2Av}|*@o6yY#mWe`v;t9fT<i@yj6^~0a8z`S0q!A
zhAqFCgHJ%%#VZACCf7ssxneSx*F1u-L`j+1`L+!memOHuRcQ_LY(6yz3*HLxehtC|
z)ej7LnMgXb%_~UDc87lX0wL&(;+KE)bX%k^)u0#DFH^mON~hP4?f1hCA+*bPNCuo@
z+c@tLb-+4!PPz6i{(U5VDg#wdI(H$kz;;Cf#;HInJwK*YYSTN!PDy4)CQ-MO7eSmy
zQ{(xozfue|n2oguD_kyt9xXp^ZXO&eZ3zbPTp{30#`>eF++?8GX4{OgagFvMN#K{0
z2d7<h*1_bEGXcjZoGzq~I;Td`B4hILM~AX*4}oc3#@^hS&L>wvyF{0x9Vg|L-;sQR
zae}S{WDoOR0xqEe9G0efXK7)Th6JdDFu9A5RdC%cD7g*fX0pnivE{!_#3Wum^Omgh
z-EMC8=_4N%l*E@)bA=lqsGrQsfsb=jwV*Lk^=IUR02;L((-|tQB4`dbwWVOY`{LT3
zDxZ(UOuHs0-NQAX9k$dxOdj}M8iK_D<&+%Tw|#Ku#aQN-k-di;zts^7VU*3RgWDBv
zVndHB`7Z*GF`K_%RegR)q}Dg)*?4N}v#~L1CIXWb*k-E<g{4CN^b@+njyu#s$uGP~
ze8%rU>!L+=jMBy^Rk#9AgKO_7cAtA_2;_g`?ny#>$e_tmmE}<DK1<T7C15JF)%ekD
zAdN$VgLfhITwrWXdG25^iQDcPZF-*R`bWPv_VL=)jQSqFL*}5RiR4wRzZSi%8%|^Q
z3d=~myT45pzUlm6L{HTks*fLxPSx0O2}&Y+^@l9dVMOt^dYiy!^Lk1n0itfNE@5OH
zXA?oK2gk}PJ>?R97yH)o^DmcXMaT6LduI32AS3@yMt`Eq$RA(Sf0bYDm<`_BQV{AV
zqI0FFxoql6jI(o?Ulk#n=zk`wk^NSy$_#*fcec-p9%>zlZ`CFH%`-XpD+rxMGQH4W
zZn)KnnZiO1!R6=jE&7$y`@RMBwq&z3=Z?p5%00;kY5wS<N8>z{n`y8hq~Is(!Exh_
zV@ZnCbnF$t6;}qMRa7PB3YKTZd&q77PO?|GM>t-KK47aOQ^7)RkcV&=%lSmpe3T4$
zT9N}7x=9r4Lck~PKbqTox^u(F;<dHJiwEFf3BGS|U-mt8&|vJClE#a2a4o>!Q(SOc
zlrr1`xKirTbW9EV=B51}n7BONnwhCchD`C|Iq`#@euzx8G?*Xk0RDODa?~Bg%cIH<
zc9-u!0Ol?6+kVl2WDAQbpApJ^Nl*fYkSToC&J+&W?jjlsU$SdH(GJ#)*QnzC2O;n}
zS8XD?Yp<^8XjDr6lb8Oo8_73ZKAuUlHVgQE-hdy9E!@xan}W~+UyFVhmmN8QmI)5x
z5yxH%Tu>0RN&XkMaWV^D!((~P9x<p8V<TgiR%#B_i5>5iWyPzEaNsz_UN!!%A}4Vv
z2|QH6e@ZOXB3yz}hn%vQV9%8gTAfnUKKNomnX(m!`}Dp|`y+A5ci*ahQ9Y<C<EOLK
zE<;{JQTLFjpdEX$8RI;`f4bCbH0Hhmi=epU_`f2#p;n7~wtz{#%IVuBZPes1<Np|)
zV3Z7N8_%|5b4EE&@Vk9cd{KjR1|ID5d!?d#|3$f=3uzEQIB}f93V?BSMvE$QwpcE`
zm=FRL&5GtFVdvP1zdEk$7yY-(Tr?0aOTFCxs|w|QvK)Ue{^F>zSk#MZSsL#m|FJSp
zq>9ioE`Fgr=wh$ch}kGN{3%()g}jY9cZhNq0Tk2AhP(M>G_vM)FG2d5XY$KZY|!>j
zWy6?=-Raj^?sDamS1>K(=b>)L>%y~G2VD%c1~G5gqqgDi#_Pb>KntKoWZtxofXNam
z#ob$W%$kAOe(wtF_a^(xWc|OEZW8r^TNWh~wRrEU5pfxg4NJmD7WJx+lmBkkm+|@W
zs<QQ)@Zw*2p`J?WLDXvIqZGRX_s^g(V&@YMlb6Z^q%S|t*A76-?xfHj__8IqHTWbm
zsIHrdCd<<)pFI4(17y%RPsAv<;7Ya(GRE@3>_1bI?*q)>pRI)ShQF`F>)pDJ73_w!
zhK#U@5&X(+!PK|-wFPj2)$3cw_kyCQ8TGXQs=waAGG;4ZfNFJ29lHMZs|?f*{3Gni
zBF;E%L(n!~jR&5>*?e-USW_#Je>I-j5}I1zC8F7{Hi9^ad^)tx@-Xrm-ho&K?mwUn
zTKy}8IH?6EguU@Z@ROZ33*#rd*VPhlr^`6SZp^MaDETExHomw-{(Q1xdUHR+W$4vJ
zmD3~X9I0fNyTm%zz5_9UqG*!}Mkwe|h6#Qdz9jP|X7EAa^@w%Muv{tqsItFIw?R=b
zS2{$%S^P_vSl2A^zhVlWJw^UDcD&w--U|6wJZV~LAzVr^hvJ26q{Bh+;>-_%TF{=p
zjlbg;)$3S=<Rb^Z<iS?*EIN4yrpWw9Hm?J^;Fwpa=T+z*W(pU}6WPK(eD~lOl_E2R
zcJ<a3_w%mM;50P#V*?^tste=AfkMlgm?_kVPhot$n5O8JsM{Fx0dlRzGabvrHv;il
zM0=EbjNikIvqZXUbi|7uoE3Ohp-TOO8cvq3dzYIPhp<i8!)%#JG)@-de}=jxuL94?
zt55?4t~M^zq(rBbyS*I(NjXHj9^+bDOWOm2xdwg%{AJDAJbQMxP9&;&xI#RWh?DH$
zd1`FqxwYu%!NXdaakp-)NqIzjuuu(7P@G<3LeGZoYcb8IT{fS_`J%JJVSc3f{mPBg
zI$P$abM0STY{emK*lUGy2dVQreji%-x~kykQn#MISd;~<t=vx8=I)NbZ1K6Q?HvAR
zrOMS31%rn14L{Dg-C7smN5RcE?NfrI53Dnm3Sk>P(C7=KObfH+)8;L*0dM;eJ>_}m
zbs($grP_YPWAnJ$U6={wY5T?rD+@p~;~Vf}n~^Ea5npdfNF&j)%Ys(XGS2sBBNxh5
zqcj4@yraR!IEB4h%#GC7`{JDpO|EbmGyHr8cGcGPj=t<KOX&)|A@lOv!Q4FU+*IS9
zs;RoA2#>_>aUrzATPDwu=VhTypGZ@r=Ad_wjN-Ml0(5zQncAUAZ7V@f1Qiy(Z-+f=
zt(SSsrLC7SLUm%Xv;c5p2R?sZFXNaiT`v>-Pfu<ZxJU5<C5>7|<fM8_@OnoVwCMu;
zW5o!`b+bIB%LvKs_a41|K?2c0Gv<Zmj)lJsf?f8L*B)jj(A!Vlv8HJ$*QF;5k#6_+
z&`1^K1qPm@_@$<rT9iR)=t&t{V#k}KiN&T<L%bLOG&s_PN}PNyx5-MRiy4Q~3Me-q
zJz(4@VhM>$7r0Q21aK}vB@(v_g*sX~@5;=SX?c>DWuZr5Es0ppy)VDV#!_2U>_5GR
zy~xVyzqygJx4)scGHXtR#y3|LVTT$9EUoPPu+uX9H1C)O714^h2|u<wgY%?oPq76?
z+f#!p8y_bQeqY<m?j+TJNB8KhLiS!Ne{&pv{WjKQO^o@q;9<#+e1U8qu49`w*%3tK
zpf-I-8nyl+%9AjTt*X=lK3AuHK4IfIi6>-pGXA<VXG1<)^lCNnC6Z4Pk0xodn}+#;
zHq)L47vmHTbYYJwX|nVzJ3upl$EIJuKy;he+ofC%hs&Oftcm4OiqnC|C=Xn(Xk(zr
z9JEAc{C`V`1}$v8M1qN0Jom$2PPbyG91gA|@%w{jg2TuIdDa#KRW^Fzo&1zUdyn>~
z6`19XaZB><euEHIScVlXR0B^_;OoaZc;Bu*+~oX{&NO)LStm9K%7#!aHjFR(*EtF6
zYQ%L!`z7yVhRyTxkN|&2?+dk$*<Z8}-%&EN8qA|Td5yMJ_p1GDl1$GuFBEB-So2T|
zN>E`5cf1I5wn^8iDbKVA)f=ecmKG{8uUTK2WL4C8a4YDcEnvx?2C3h?Qw&}g$rkbS
zA&jnZI<}IR^!mXpcSIaJ?#k)N{__unx3ymMH-UM)lJalFs=z2gVcGD+-g`4Mg7X>H
zP6PG0b$i(8YmU^v<Huodt~i?Y$U_#;xQ?lA17O->w?*9T1$Y$-2J8;5Jd8kMfwPuy
zX25+9I`F2GS9;Kq%gMk9gYV4U)ZpPa7;E;~UKBj+8$vaDydtQN6NZX;8pcaO%6}X>
z5tkBkE`Ij<<qR^IhXUs3gvdH=;tsdN0vHNXS`FMG{s~mo<0HR_vg@pa{qNo#7TJsM
zt+GZuDU=o^)<tGvDOw^igVQ_Rb^4PkV4{{40;KfyXK^*Lb^*%QH!4q8x;U1pxSY}O
zeiVDm7#0orWY`;{*+lrDeKBRjb8Fb%DsS9HjG&J~8hz>1JEO*YWZQy-Qk$;Gd8?6E
z%b)av2dHZU0E1Cdu1Rmxbw9(`jOV(B|1Iwg@PyIPZWDM}I7#HyCpa8F#)cG6b@QST
zfRDN-=h2$Kc_Q5R(9T1$GgoNslyUB4+B<ymLeVR%o@;&9?zr}nR$yX&tVufO=>$ew
zX}%o588}G8-t~IRxU_9qBGB`}HE&^3UkUN<P84n4SrR)5@YnQteiv$YaL_TJ_OlBW
zj_nYCfR%ff3wh}bxE8Z`*#{U>tG{XgJ+3tR;gAwRK76`P41_4|usu;ZgV;zUtGKzP
zcNKOIc;ET<m<Ah&bYlS5Pu|NO<Kys4+xr?`FaHm@piWrnY|-e6zdd=x)A=RP3}_KS
zoO?D@*tv`R#|dMO*z{@A$MM3((DVbk-`_K=hvU&b20ir%t4JwhOM3c@S_!{%$)j~~
z9uQUi3sQ{KOz89T?K$%eIg)$YT)6z$H(3(tUeGp3FoE>kJLF0zQMiFMiKT90B<lSg
zMCmZN>ak4fkUSB?I<0K5sJr3VvC#Bvw5}0_o#+Rr>F{nN*=ISv_Qs<#3>}R-d?OJO
z9>q8!`!)9npGA7=aW&@Ibwt#^PrlivEbX%VGtzuvvj}h_V3@Uye&V=DmNW9Vj%i&g
zw43qf$Ts9b!A-hf4OeCk5EeXxH#cbHTp>(9-`omYyrA2=6Sc@K2?`x|*uv07>C9zy
z8G+~oXDNBkej%wE>M@oET*KVsdc2#xxwML&Rd#ibZWc<|lUk&<16WCj4_9qrf%rQa
z=y#rDahd^D0fbH2{^&=zTXa?;+0B}<Lthu#|0LW^xy$I76PRdmQw<T@6lt2M%y22Y
z=Bv4_FZlDHc)as)99aY^_APIZcI>&Hz!xf@?tPMXh(|nHy?6759;%raLUKP4d}C>j
zWJda|M8oG(lbsgasA2IdjnIHHhf@VGBe!4fxbx|9p(}H8|LX6DE&;e)!Nr2Y#K?5;
zWN}t{Yo^huOE+avx&UjPW+$vC+nfpA=AANjm1b8oQB+Ojlk&zn!4^p(nKIcYxwhu|
zwOia5`HN+9YnqK8B-kd_tPW9Zzf%!v>}5I-E{JaLb^lThEmGHbD(i?t@9%<o+CUfI
z*J`TT=4{92bmU{7JwM>*qWtCb^!;NwtRa>oQ2CVm`9<Qw{I4TF#?)!_qbdWt)ZcKV
zOHl-i6_3(I-t&?Elp1SZhqS;n)_EkhykRyQ@QOT|hv|6i@8upkvNLRNy|z$5v0HqL
zP}bq#BK4^PRbSPO$-Y}|%j@?o9vPWg3uzAgfgHac&)aS<I(jpA0WDLc0oW8yNQJ{-
zdBT48Z%+D&(N+(@)TBtFIWHOeLE<kvLNv;BUx~zwV{oR;k*qE~p&yYMxvEvWS|g1Z
z)2b`(P!bphFm>xLbhLT&YZMlu5*l<pu?b4f#a<KHkd7@-A2QGKeaZJyJux8{RwxUf
ziUfx<mWruOx#uE#LCpEkL)~lDN;bEZpFf8H3Z19OLXi7(4=I5PY5mOUY_fBT7HA5C
z6Y*Rw+h2iNVAJe|p`w_|`;1Y?I6^)ZA>c{6+n>9EpEg^9E0Al5QLvJXCrY!*oc$cL
zQ7IEMKqt|eO(TS_zK4zXb2O#;W!!<Y6Y-H62I1vbGbs4DKT^Qk`Da3pi%h1`#=g!?
zRXN(qWPw!DVL5rZ<6X(5mdaEpLuN54j|LuMx#C~9WKH?_Q~Rsql-|<K9+bg;Q&5xu
zZTQ_CV26R;pH{r#k&De7+!TI)`-7v&&fY@2RCQUCt_dwBE4-oCqiYMLp5%9idhQyG
zIWWChVjgd3*mI8&@z4G<+Nf1t#|@bK#MWNLCtF!F2bu>6d7#hB?n<swC1p@7J*yV^
znPJvcRML6e=8$zHJkZF%9MZw+SlqPUNplgEH7O8P11Gdtoay@xdib5xQl1X+ow5Ha
zodchMSV9{~-E{8l!JU~AH25Q9-(ai+Aw1~NIN7s%HZZ&WW@ZPr7Tovpx52~QChmau
zjXyba8_NXeX@E$oZ5P!5QJBL0+1Ju?(5|YOKeo&a!$|@9Xg}re5kmjc6NSH}vSBI7
zF@Fvn3bfj(j#V6Km8ygvkxrm)q)emMcNcEYr!)SF5}RzHW4XV?1M<Eo!9~#qL?~NE
zZ<9V!5$_3yVd`Y(7K&ZLU}#>6_h@V^BWm%$+FRe*;`{Qy@s~Nf&xYpqc7b5dygT(U
z#j`5rSq^~j@iampc>C+_<GRh=3gt}znNVzBj=sbMLIDd>``slnZMEq-Uns0N4cG4i
z1iAZuy`h5o-PDa>!(+NOswbP$`rJ?<qLCbQLjx?I%fYFdBu&qm;kOD)bgH~G$~<K5
z>f3HYn(Cf!?65kp+Oo5qMeuyNQH4p~h_KwL4~K#L^$p`UA8hxI^$#DI#-FN8CdO}B
z8=@9=T|d!<m$8PHBFw!b+eL1uxksL_WY7so#titlR|2ZR?R~G{yJ+T*aPovHzV^JN
zwZ5PYOzYEAGuiFu#zmt&Ot@Fk*{KN?usb!;f{^PJsvC<I>%yfy<|E^g5MA1tpg<z2
zbf~B>*r<D;pZc=b9ro6JKpF}lg=GdzU?|#B7+`q`eS=8DkyQ|)makM;3nN25Fp%O!
z)Fza(RfOsZjR0{zlF=eKV7a$j5#x83%%|@N!TjBAy`&=&OJwNC@ey{0^t4l*m>U)r
ztjGyGlqHdJsSpw%FLc$N`!g}S82W9X17LsDwGYyRI3HJO^)m<;M0L?W=3qK`o0x@n
z{X!=$?&^)>^a!)oLWTJi8Bj@9CiC=Vkya&6pfpn(DTSn#5-m$w7u~rMG7>x(O7S9L
z>GvgR6`8^&`}W@cO>~rv{}BSV@Ea2z38X9%v(M+X-?pB*;u^Wk9YK_69Lwa~s22X3
z7&z)1ROYa$?B7xF#skH*J~~Z{b(xDh!kx4q+`+YZtepsadw3U<OI_T=GF?&@N?QN+
zJY%#7nF5TgY^swmplZ#RTvSYrw{)uOQZAK8A?8veJwa<2MYPt!X>Qlm33_{v(KTl*
zGAXKgw9A!{+veJdpiShUz?Bep5xnM4==~KobXZlBOFCWSv*|wOU;48K*6+KB=d>Xr
z`T(nICW55#pF_8%R#lxbhnZ|2ecMWrWu)<XIzh8#*w0q$4MAu7Z|=Oh!<FU(GKFGQ
z$%WFLEqjT}x$<^uzD3lKsL&Y145Uj=pS?RuAGp&_Tbn@0MGIC$?3zI7`16$Go4+)G
zBAiwFbr&VnG++HXf!aa-x3X^aFn6fQlda$ILa0B&nQvt2js9DMU%#6JS&-U*lm<ha
zK^Y=|pT+JIc-~JGds!vARjcGER+8-uyb9+AOVL*m&$)vJY1LH&4#*|VXaO>J+oBIn
zC#?7jtMC0?=)PZ@RCkDtgr=;fhCI`|ny{QXWEcG1U7wBe$9Ym7XhVaJ)IUP4eNC8?
zPm(vdcf>A{KV=#!8*dkvMRVn;Y_JQZmi`J~WL()XISak<k{Oax59=%b<~JnZ`z!ul
zo)(8s)}f@yU?`<KeN*S|O)~Am0;$s9%eDEzZ@&KUZA^A+We5gXo*b^+9kFN!lnf<;
z#D6OA9oA=K8U0`|4&d9A|H{^$*UDA=b=%rT`pGnO{bmb^9J+?rQCe)n={Foq_i?$t
z7tNJy5$aVR_vvx!P9PHsGSh<N0rI6|miX`G{QVl%Ic9VPhhr2>#M5;0pt_{hXmeva
zG}gJMkLh7I$kLz<J}0pM284cvps|CA>4c$i1D1M8O}fMT+zid_`<5Ta3zya3%el?Z
zP8QQIf;Zo5SL<4jcSEwH6pu<Uz@LwJ)!%tU-pW1Z?vCR+&%M8=T)Ny4_OG6N3+`bk
z4LJEloE#%VsH$c5jp^oAH|4q$<JrV-PEl0x9SGQvkm<Slewizb^3NJ6Co0Z&HuSR*
zp{6TA4lrs3U*p7y(iwGr*zkkks)w4?I*q76=9!K#{K}h+aO+kc9r`<t6*vc@fGZko
z;dea1lm*5Y<_KC5#PB+xMaxGj!M1!fuBz1gEDt%MPwJPg6C^q15x4BULLW)ULS*b=
zqJ76!!APMPJ#zyH?L6GlL%5EYlR{_hXpOEIWdlBMxV))U0}PiDtt$Tq)j%r0ZDkgE
zmKKR$DU8zd5o6u)DR}R|-FG1W5g0pXk?By{jn??t8$b#>;_(KMa09}MiwifvE&>Z0
z;cHMqou7euZUH;AkpI#xNPGxnY>UO<S<=#%{6TjE_7glXOPU`l|5Es!!U&~Ki>3e$
zChUGzx{AX7M5ST4F7;stzqlONmebn9z`Weg4#LlKFNpgcfj0dxc6MA9n!pZw%L8@?
z9HtT_v72mO-1w>R5E_w}#eD|u@kHZvG05}W^Wr{uQ-Iw@Nn_kmk%x9;kb-vSyOseR
zc&26Y*foJ77ehBKBm2dD67H-J=6s%eLEMLjmZir|1NLXN%(=L4S_YV7v5NU_+cEhC
zjLuD#>q-pVj&VWUXW-5b>qyv7a8HQ4iu%+jzhxyO$4~PU%SPE=U3#+L%bk<JjJj*n
z3>P1%#C5TJo0JHrBly#@|8h#$(T?ao*oCRBb+Ai<Er&K>io>AXCl=SyEi`-@te{}?
zKpQyXxFI^ZxvnswSm7J<U-wx<UE)0payAe-y@b3V<P9s(tBGTkHr=aN)xGWY<XF3!
zs9XgJU{Hp~aXVx3!f0XD2q+Twh2u0i-mSnV;mt<!rWbgZ#9RMyg|dn_&y<UU?M8iK
zPSpvm&?Y$5AKQs#uW-*on~tJQF3`@4wpF&FakA82qoVd2*)`Oh_e>f-Zc#||$_ob8
zl5?M^fU%9M$^1xGl<Jt=6TtLb9ojC}n1bT%Vm=XhI+Q%SOuiuUnhfnIGw?z7+~GfO
zKmD-whB9(Y(tTYOY?4C{5i6-3^W^b|M%FXgqzxzgken0C+AQ25>VKYioTRu$ywI6l
zOS~lFbf9jL;dqZ}iXPy!9XR(dl)WlwBcr}{Vp~4<eQBbw0}YBfpc;uTFzVAitL=4M
z=Aq6;QfC*bmqeZ203D;6d|^*O_bcak?yzq?EV=mcgJ;lXe*G53QT@OigS3|<eGcgK
zr=TYUUEf<}LBS(~<OF<}{Y;Stf006pxNVg#-$&^C>i0w|JcC0GZdSyRwYdU2Ci7Fp
zyx(ad{);8o7!&3iPYb+un%<oEzy}zA@g5XD24hQ2(fG(kBS|R1@Z<jKb&tkhl)jd~
zx$I><J0(s|IBXmuR~BzXzS6XG6NGyq<{wb84s~|!`MAL&l<4>%ym#S=yO94V44&uA
zz}Lj;2ko_yc<3guC7v^xQb+DIMNxHlbtEs`1L)v^fG|9;jT6^=`4vX(pMzO$!TK3s
zKX?lYAA+%E*WnJh_eI5{nrKb-ooOP#PGMv^%rr;CY_Aw)=XxlM52`*CQP0O<lAExV
z<^AMMNPG~?{Z-hUt&@WuC|uf)WGqwt?%R=pmJcOkfAQhcxUu<8X^U^qcOjFoyuf*<
zwpRG(1kVcP?+=473B0|f4*OB=<S=mctp43|cNb=T4&@8GFd{$L+(+wh#+>J_t_b`D
z;MpOf&wc}ZUf^#lP4(O%F7RXp{8@V$-?(G9JfLsq4v|E?gkiZ*jeSAEPr?0Ih|PY2
zdr92IJ&gx`m@|72d(NTZn_aa!V^#~5*aWkooCoeQ6l8bG`xM|=!J+vF;1dFGABZkv
zD1pK$s%?llo}u*Gl3VRb@{+`Zk%tX+;0D4Jl@MP}uP9|i<YVB_hL8JNLLHS2lO$wq
zfPd0kuzv!6>lTzg1cRMRj4eYb!Ce@FeBusl<WGZ|kQd~7r7uDl;q(s3!a4;AKxicI
zo(mUsUHTNva1S=m{x|PI;bU-Hf(5r(Q1Z~nU|m<|KMp*(uNM+5ux8pv)O1!6k-Rlt
zvnv7@cg6RhI?MImgokfJ>4QLT&_z#M<Z_aW5{Lw=-6G>&Bh#ykzz{2(rlRe2uV{*U
zKo)Z7Wc#su@cl7x`r*cj={^SGhfb_x`2YE^4~Ri1KQvveRld0G=vZ5*vM~sWeQaDr
z@nvjF7N$=0r{jK%{IH+kUJ&=Yaw;Lu@d$Pv&DJHS$*h2#TO_Yi*mbs+7Po@IFYn>D
zesQ0T`*|+wS?(oqzbT{gBz6*MnDbFi0lVM$A`@Ds6mf$zyW>qU*ru+E`vly}!#<wp
zo)`DKMhfAnia#dqtf1X_q-FTImdP7c7z2#W*`Q_kHF2MWJ1Gq6d!Bnj+~d7of{tBI
z>MN=7O@gYyYisKCq&*ulNp^Q2wl;(eIfs2*VJR=1o77=4bYUE*W6V_4uFmSutdl`!
z+jtxQ;Qi3^QxfW-mjs;+U0_G4ZyE5+Ni*}Vy`*t_N@{~0ges^e+ZJBoqZsgqG)cPq
z1(=H{*!qRlwqi}md~e~u!dwkuUJ`RYu$?(V&iouu(-;ox>St!hn83Gcf#VGz*K9?;
z>XnZ;7|)L^ql)?YSrmHr@h1AAT3y0E0r}FJ?*{UP*5(%SC6O0Ht*MEPDQRA>-sQot
zL$6O_tT{F#`vospe;$nK7j~G%p5JXB_SadB-TVZf)<W!$_sINTN52oM;Ai`f>(Q4s
z+c%*v3B4TaLLN-(Lw<X_^*ec3lA8;8u&m8~J6XJC1ve6Y!Y-j6asTtsLz*??w^u_i
z`R%pPOM<S(`jF&9$2{Rf(t~<W_>f9&KIGxB)abVx?>JJ$S0B>!xiS+l-$rg-X0C=X
zFNwJx>ph}I^()qY$8TrhsHDE)0iUbt3T`|2j0~R(Y-xD(2>Jxni#~fbbz5-RYpIt+
z-P~bC*`p5ou^Th7nbgWf&~+0Xm{CE}UZY}#Moi@$Msyv~YjjWB@38-Q_GOQ~fqmiX
z+Sn(=KHA4iDYpZyDozgdljg!OH`q&sl6Y${%&#O3IzAB$!?~ffG*OY{M=Ii{iyWpY
z)@t|pi1SdLcagXnLA)g54e@}oJzYold*B^Y=2-jK(Csj~mPCHnXBbS|<!33{yaNNT
zVewQ2W*GYRRj-IoL_GNFoy2WXzUzo5L_FH0Xp9`co?;sS4aw?JDkV1nnk?&$;wgs_
znr~ov;)3)0eYJIJeWH+sSt@=t1)Qm*e>wc8N->{`I*p_pjpzmH`7YN6>LpRXXOKVN
zXBD<U@0fK?qO~_^=s?IvBXIpusIB(?Y|DvM5N|aFvG`bjrqxdRRN&by;K^n1C4tv>
ztsd&(-mPWmwz59qE}C7-@O3*n3qw!p&3sTXcoXqQ)2G(|I&dECdb$Rj4gp>ga5I&F
zC!<}^Cj$dQL##_|gP{M3fSaiV{0i`A1l$hf%|3ZQ;3u*J@3eQ0*R<k3_Y*lS1knR=
zw)=^a^-1|0)M?f`ucc1%-g!Osf~Z?E*h!4{BtGFJ9+RTyPGX=QMj0j(7fKYo^VKn=
z1HAJ|z_Y>N$z|{*fv5io?>x4pect)1SoY<hv`el3dEj;4c@1zn1b9in*?+=2k55B=
z-uW;AXa5QByaxDf0xl293NkeNyyfFGHfyyyiXF-4eGd6q;vdWBd}c5>iS81KNR41-
zG{0BQ>ECsTGu~#|w$N`n^rbQ6E$H*puba>pg`N*xFt_hggcO}G8*M4M=t$8W=ffoH
z(<Mx+ibl1aqNjzq;{w{%RcNA=+JCQ|6geCC-Ag}Reozmd<v)@2;J*c)9aGXHt1i^H
zQ8l4h{I;qKy2SS?={G9(DX@N6R_HfZYXiHx$hem`ABAyeKC!6yBwQ!ylM&|!4Ret=
z%TEEWAzl)3DTdaKny89yZCHPz>VoVw(%&%vC>yn5;oX`shl;t66?4_1fQx@E>yz-Q
zfU_&WMX|D|26#fiBim^Sy`uqu`6Y_9qpYZNDnPU{^xIwJi^Qq0*7%Z(^j2Jw_tM=j
z8DIauSlAi|<=^#Md^YAh1Qz*4=4=r2l9-QO6$&2Wy8M~$rt{u4=PY!mpSF%V*AV&^
zotCp9nk$lp7EI+mbBcq5zyvD{1lSN0u)Igury);=lBbu+mqeZq1#j05M*ZA&TzWi?
zeskCBB52AWZ?R7P{;nC#J1>;z#p0%2*ain#kWir7A?|Zf=Yy%UYt&1kE(Su^Yp)BA
zm0}$RwS)R`P<uM+?D#-C1sc>d<VqLzKr@_*Ocv;t;g<w`8s_Y0n3u#{PM}*ztX&Ga
z<(#>;dFEcVKr0sxUArLWvoNQ>!@MNs>IUS}D;E9)avn}aG^bd^s#r1x)bL8Tg=?6m
zc}2|UV9tgzXV;jQ#9R+Vt^m3HI2X0`=XRWn_}<Hv&eKuU1~A5-=g&oXL1)TIgf^J`
zfRoW0)UD2t&Iz6l1<x*nFA2OEo2A>rUb4%Ul3tH-Uz7cPSytmXZd|^T3wzmou1GD0
z`mmRVLH7NT#y^jo95zN?L7s0fsz#m=aurn?DLb%cl=+UXIEB$_NV{6;4)!<EJG_oe
z?!7FZvsey$(W_+pC7rn}-b=b5(wf}Rcpl}P+eSonXXN&UkO_O~bO!gs71qU>8}nF+
z=(1SD47F`0yYjUe?ZQ0?^W3hfTIQ-O;C0LsVy+|PoD5Ao+sBd9gEyWQbBoB)ty5X-
ztS};qyZ46=Xg=S)!Ul1liaie*qMW$bvo8!qYhzy!drgNnxyVD4%M)glFT9W@q7*I$
zXZe6g7?O4oS$@ccmWzgWr+s$|ZK>gUffs<Y3&0ZsZerfzmY&6}q=+`Vz8!udi}ZSe
zH)w)&jmcW^M6p8pa0Zh3f;r!edt8K4CEgR_rXz6kqU%z`T@r42L$SZ`s)UVHCb@c0
zve0ePTymk6#$d9S0nKnm)b{~DzZDRiBZR%~)9IA%Ie7Eyyz>#;THXoqwy|HRUh%$L
zyeH)SSHxSZdu=67ynfC#Ne|!Nf>?Mp+cbq^DgSM*$%MG+2;8^0CY;2&gbghaGSRs0
z(2+&&t@~tQUHux$O7~>p5@iFYaS<lW?^6^U__%?B<im$BSeY$;ns|sJSWzEPnGZg_
z2|l|BzaaRE4oyr%;jD)a_`cMc?d^z(tT%<@y;iy7eM$Ynba@j}6Ae>wU)CL2pc>W*
zv8J&~5u-OKc;}GyvF^$x^R1Mho#v9UYlUH8_AHs4_f^2+VwHe`C*!=uUzwITzeYUo
zj#m>eh`3UBjyE$;#I9Il>`I8_ln_O4amQz*%?HpXw|L|1upxonH$EQT+ry2_G)bF9
z^W#m}@AMf+smS50t*I9GflyN~;BzwHmdSN8ugKw7GB1j`ymb)>4p_Q%KmuEMX+VMm
zO%m=t;_?A3f6_m68|Ft+;PDnG^)+ho*@)B95RiJ}dDpOtctXUFyKY9d7z*sX+6tIE
zswMbURi5mqbyr}~PlxVag*zqXccp|X4W$5!3lFkSyiqtCty0n_1<y`5vHlD2MS(X%
zx!cH$2JG~1?6fde3z_?AQzR&uBz9Fgp+RL40$(SZ!FNGam%Puy{aoDt1^0xwivxCX
z!;GiyfeDwUYO#|v1y_C;t26Fll$kK!Zlf{zhC^nf0Z$F1K_|n_KW4}E;<kk`@>RHt
z!mWqSzA?ME$i_}$trPCFx2Tsu{ND@rU&nnE?ta{N33uFWMfLb(#J0QanPdcytYsz{
z0htKMMI<|DB`YT*)QY+#@iQH3Hj*{zW?d5Nv8!!%)U>yEta)1b(H}`%l@1j_Ty6Rz
zF#sW7AMW0dJYHD4RR49<pT0;h>inFn8q_7B9^F0obQM1PXt4UeDzn%n%=0))8`FFr
zvM+_ud|lJjC(|$KBWc!4x**bw{Bh7^`S3v#ped%Y^KB)zpw$dCm5@t9Jqc?zkTvaP
zT@Y(MhyLIN{ZT~CWkFY)y;rJNtY6k&tXVJXf>@jXh6X8^MNu<VT!~9UZT=f}v7R*T
zC0!C}defPlJ~)wsXNS#T%A#;~k)>(}j8^R@@;;&d`>fem)})(tNvzpThw`paQ&;?B
zZ(}$KHR(m!Vz7zQLIC7r*;9{L|8>?p>RPzOniL`+W!4F?R)<|ObZE05I8{0-XP}Ll
zudZ&tIAWd3d`Y|r+|2HPgV*NgK7MRW%2&G@h&3r2f&j8Xv|rvy-uVN19qyuZtD$9S
zX0O%hn|#+%mbRv%*y)%JWX!hW%cSF{@-aTP2DjEW)=uG`1vkHlTjv#b9qxp1>jP~z
zP?h+(jy4Qm_oXnmtCGm^J5eQ+`(<}FEP3?%O#R;8uQiWcmUrH9)I?C`(<J7TfsYFS
zM}X(~UZ_g&MS+($RMHD9{OvgIbZyr3V+pojO%>@dpyh|Go*j4?DYUVgMe;@9u}P5&
zf<6Oq8c${G1)lc}Yk?;O+#CvZ=-pNH^xi78a^C`~H?7ur@NsQ1wd{$$h1rOg`W709
z-_y5n1g`GwhQfFDTnAcu5g0jiL%|#ZuT|PQ(BSt-*nJw@QewJ<d=}>Hd@*tr^Ku7T
zE%St!M?+?myffR-ynekig|==lp+SdzToqM5i56B1>;pGG&-wX_Gni-)N-sjgE5cWJ
zxaY5w^$EeV!QlC2@OgpPWNaJv$Mjx1uEdyTJ(qQt2~Thr&OB1>&t}^1qYh^D8@(v(
z>~X*Dh%wll2j8(hh4_CY?NUDjeH!?mNqrN2Hk5uz^zFcCfWn4A9kzpc_BM#)?ep?h
z-IGWy!>~LWrYw<tY_$-mdyal2bZuuH0El*2j?cgt$Dav)wQ@14NB;l(Euh7DvyHbP
zUw+?y3-TWVN|hYCPbrM4iB3|t4;!P0&`fIBm;evc-2(wTenV$0BP2w{zKY^xAt=Td
zK{P&KY%qNHw*VBA`+wU%2eaJ;`1*r);rpW?NS`ro8ST#cj4|!06xjEQow%Tc`<V<9
z_qxM{otWbM#R(@*@F3x<{|*oL3U%`TqA#Q81JD<QzM;OqdW@6mCf_+#b=%vK_W#9N
zU}sL5(~9!C5H_-YT0H3x^QmB;xce2b%k#2oU>5|NZ5CD3#LjrO?3luv0>3htQ~&vO
z@3Lw99?lU<;T9SHe)W54a)1+@`Cu;%LUtC>uSHev2a}w?m&!VEjY<Tg!}5}Rzs#$r
zOja|`i#erxeYB|Y91G0BlEia@`GU@5!x2g@+n)yNY@75!{nU>{9KoS>XD9*gowK2i
zpfIRl1VoTyX(y#PHWVB%P@C|Ye1CMv{7g51{p1Zud;p?3lxiPf_Bt@PI55+~{y_(Z
z-jxyIenYD2jtzI6iO50=si<%!TC>|e63~1a#d6cnukdg$&>`h7`Rc=HBl(iZtC9Yr
zvrlR*uU27TS(7R4^dIT6S6Zk1N1)><Lk19+>j=Vpu{CGaKD)2f1`F@U^!e|sN7yG|
z9$c2o%=12bJ@dSnQ>s{l%NVaQNitVqNfW~b8od3S#IYRYxMsTSFZ$YcFYd|N!VF7C
zVQDHc7?J}&(Yc1lbCR)zwJPqnI3{(VW?d-!7M`_T+$UmBw$v-@X3vMRPl$aqYnV&+
zdg`}&>eIshK~Md_+PwbabDsK3{vUbjJO(drX<%oMmFw+8o#`2PejKC?)kn#4y^`vK
zC>cC3R~LSUhkJoak$=gT$nyc@OCqmc_vKdiWm?!j=)Q=)pl-Dh#o~*nhLP}XY4CZ!
zy}&pGS0PuIys$#A7#ySAX^3up?bVV!A#FO4HtDBb5^XcEzBE!Iy;XIzw}EEugrrF|
z0w?=bl?Xqw;bS5iqg9&3;A?Roxr10ihkVb1oQ4QjH}ZT0w*h%x$j4R{ZHFMbS<45e
z?i>e`BrG@<c0<|!VotA%7NWPLXTbAZq}QY7Mbde<q=s}}q$xFg^gxnzcj{pOk7Wm>
z@vWjFvDSk@*Wx-jf<QMr)KZAAX_mG$`w!;_Z8;O~35p&8pM?9mlR16JspnqWgiy~t
zA@1_7U~MRWj?X&}XmEa<2$LAUv-Un_t}Cy>6HN(K0zMUKdeq;&r1KiQhIC1!_4tbZ
zM<-ma40z6fTU2froDvG_6eyO#ZQ~$%#CjImbQEoJfp$W)RScVtZ`xJeC-|<|6fbR5
z3ANWay|ph~0wY^hhqj)KG%YPusUcko1C~jbL|TncD(LQm4eb?ao^6VB-Y4{m_d6g?
z@3<SuASR`*Nc9}B={VS=A9g~p^?lj0=f{fdvvba~Wvp(jh^m_BVmN*^+rvG7rI1eu
zo(%@iFM}@$yc{2*(%tFd?j2-2l((hlxlp_ea0V?~TWS4Jkx%qGKdp-qTxQ0&Uf@Ug
zZTtcM(j)bMo&H+V=~F!PDt$GSenRw344?k_5mKzwL=NHN5T0Ep>7;cICB<1fesCrX
zk5aT}e%GAv*<kp50Q{2Rn~A1Ko#=c`(53X_{Z@0!(?g95ZVt|mq5?ci_(t$6{?sG)
zW}^9NCmO$jJsZhBA@=sZ=)hZ$^`C+Lg9TZ(&x?Eq5nUfd^rHVqgNP)#%Yl4_z9953
z`ri<G{kkxBx-j#?{yi5)Ms2p7k||WmF4!ckQlRzM9gKW1;EZ_TL@Hn=ro<?KFrDgr
zLiTJldpdx9UhF9~n~vc%^>g{Xz!Zigt^1`I6h4FLa`$0`lHr+33>KxV69sfIf*6LD
zxyv&SlqI4185TKwWIl9$52l4R+#H8pp~7+Bb-i+*j6B_z1&$zZ^4nhP$rnZ5R)hb@
z(Wi^o{OUkW_6;SDhpq+>vlwI>_;{%rOAe5RVt&v$2Ex%02qTf!sU9FA;6_3C42B-7
zP=TZ1CP*i1v`gw=_zC!I2>gWLvzyKATj4l8?H{dhjA1*qVg?%1Z5yoi{Z!nKG7xv#
z(tQn*&u_5Qcv;694@~~*a7GTQyrTmt@|G0G)GD#=gr%@nw&8#}C-$|7;{tY>?|Ny#
zUJ`aonrvvEx=-J!^{hmF&TMH>E$ZVXs$6y+8PS9Z#i>ogy>F-SB%G1_?6c3M3#!n8
zAs44%lnG<jXmsN0koGCK$K4qH+@;R<W3+Hjh&#W_kiMn9-!eWS>|ZVQjafT=LdRN9
zFi8srnAF(#E-%)9ojEOFH*sqYmPPr-MU%3g)MUlmPbp+jyy^qJyvb>q5j$VcpI5LK
z#w;{oFA6&!Xgr~b)r4IOY}+<W7uj_1r#)T^+cu{qtfv7PfOS#aNVr0_W;H(DmVDd=
z0>un;j6nSYLe=KBOh%qA#|yhaUgi%+P2>|IFK)J_|7h^pX<EY%K68#SlvbPWvUbQ~
z2z-!`*=U|QH!FHJ5Ir4$J}>kX%)>bAYB8%}5j&1Qcp$66mg8`MR38oQ6rt8r*TOG~
z6$t|iX^O0-cczu&!zVQaK5X@J-s#vM#|2zupD$`}VqX+{F)**;V@+~9nkZlIteav3
zswb^Mwx!@asc|^-MwMY=0|(N3#Z!GyW$s=HL-4VtG`6&cG+ko<vj1k!hOkeFz3j8I
zzu8RS?JUoggGo`_OrT038rb`dnk(e6;YatV)%BB+-vc!#wP6k9OAV_H<ntm=p_XB^
zkrj&$)1A=Bww$Iqj4X-P9-ozMz}7UssvfXgKQ7QF$~I_T=BaxcZ6T$jW!ON1PIQOJ
zPeGn8EOKzJkuS9DHIOfgydGJ!0sXS*SQ<1ux@+0D=qVCg6WXcR4JtfPe8gQ49Q!5a
zJvd|_KcmB<;MEJJ7kJ<=W5E(UE6mXlP^2Zhgnx>AKyJAQY|K4Kd<@jhCifkqG%4wy
z9itS3rci}YZ&E8#+PGc{9BOz!%>^9ndyHS%q_SXCPwQqh?yC}TUcyL$RmrNEd`KQn
zPMGp@n#sbugR@ji3Tj5|*}9oZ?1gzJE!c~~ZiZ9$#5d+`;j!lWjoo|XCmAR>!x?|b
zXAp>>pkBmRn1EAV$k8~*7_SP-loV-9Kg~sbKP}Od>{B&$R+vLwO+6v%`Yr?d&gY$(
z^bgPHjX^s-($YClQMQ2-p}?Yq0<|`qnc35jOKxlt-qR9a+^GPED|8DrOBT!IQ+lxO
z9)4e;dnpCB5VZIzb8;u=+ea(87y2TbxEI8o5jxOpuDt_r-0vzj?J%1@1h=a3WVwtA
z)us;C;@crD`#$M&s`4%FPBU?A2E#O-YIIg+q#m`S_ERtJ+O4IY5Os62302*b*hqit
zb!HlvbT?mfzakKqVrE9M<r{z*HofgVGsOSR*2mPRVjp)You!c)*ykPeHuib3r(hh0
zHUJ09Dlww_Q0w*D^M01k5Oxs|%!To3mTt|z?pKKTfY0;&Ge$4U=}-X&B;$A5YwR#+
zm--pd({0G|2=sXa+k(C*^lW4r!`JXzANC44Vu*s>+5fwS1L$cQ1Da->M8Gw1Of$oE
z8CaZlX#Z8E)Ts?!VlcPI&@g+DGu`0aOvrwnoWxHGfm_*=5$qFUA5CdfO5QTbhezFG
zcPBJR<l?a8gp+8JkHEAw9DUkSN705s(-M)HlJ%-!I$4wY1)8QICKI97MBmXZ){DBk
z%$jCUTM?>XAyfg!oC@A)IlxJ>(Zl~s{ocEme6OT8kuQimr31Ics<3Zxi>dNP@EzM?
zc{D(Sr!Bh!4E~-)YireV(n^!}UO4(loJXVC+>`dm`kzNmqbV9`<5`KEWGh}8kmrS*
zQl*D()uc3TpE2ks4l<&-wVL~^n4}SP9xP1D3cU>w97uG!mv$mkUx7hQV-9Ij-1H)D
zG646ta4Qm<PIJdj<e*TV+&;aP7kw)^?Al>lj{s*+ZJ(ZtbgZ~9kiKL4^a1p~!d}#5
zE%L)CXsAqs4=eXgzCLo);_F6hhCf(~Y*>YDNBgv!io1|CPABo+AS|MH#H%$n*Elj0
zG!S4ny|VoxuXY7%k>`b+Qfco!*yD)4`w#ZJI3&vdc^Dz#4?Rw+0C{v%ab5|D<(%uh
zJIKruR(>ly;tTvrd5^qLM1MVXUZt-F(l3d=VGY{mBV&<>9)S$%H7yNYFBCqP_2c~G
zsemo2hHur2i5d*ZKs!F#OM=zjkP?sWz@Ccys925RTE0Ni4>ckLG=%As`#+DK2AN+=
z7_Xtvk4J7HpOE=zQmo=*H-zt-37?yvNeX6P;y6zd%xYh|g~MdPxZ-Xq+2pEENSh9%
zP5NmUL|e%l&qZMjGJWa<dNQUVEZy|weTTgh=Jqq_RIKTT#_wi*%PBNQt!d+ts9-6b
z#{@A^j1d`MT11*y`%TAfZpuCmAnm5$v@0ATNWr@C5KM*+-H&4^DI7!z)Dj8zzL+z(
z3I$6j{3qKX=TpGnC#<C%m1_9VH=WhvZSeDgPpJ~s@Ocsb$Npr4^+c+{N6ZW$5mmlQ
z3O%a5ka|N87H0~QPwq+=X4+$mi}2Aq8~jYuquD2+PO}1ENgdAS*&Sf@)Dxl}Pqo)<
zd=x;(sfuT!0J{T|P%@xR!aNASD%_Y>&&9ur*uK>JE)&AuJ(ynDHKi;i*d@U>uTOrb
zPd*jv-}cGldEQ#Q`ubLVJt6F$)z=5s>ebhG>g%ak|F*ssaU50+t?T?+`T9UzXT0(?
zRS1N|8}X&Jm(m_LzN+dH+81?am3RSlL8t{8Sire%cjbFE85>2K6~ZIu-4D{2v&9Jp
zAriQY#VKogp}jg~LgKmd@LJ;e1sB!C^CEsvc|`2{J=AqVw|y>&5ZRiw#;|at?V4mE
zs*5nI2iQ=PG9z@pZFA{{PKQA+3A&LDwaUDv8sCP2AiRq?>rpK<E};Ep?g)d63Wc4a
z5Xh&CTXZ?q9Nj?*CHPBt^a%MB!1)N^g@Lz~z!L&49}K$wicUel5ZkK!tg(zr85=Q~
z5O&dO7Gd8MF*&f-_nzYElYI|odW5$b%aIY2saPK)CKp)W5;2Kq1#AB5>s$5pgs^{B
zU#kbBuK#s?Jr(QU*4O&3B-tz0|C^fi9};W%x*@l^Arr#>SvMq}5V;o?zxw(PeLWTH
z-`3aWt{SvgUl-)sy!!f1eQobLqQ8Yv|C^fiZx=?{2VK7Zd?D+Euz$6XRg(vOzW=zs
zo{RNQ>+2(G{p#yG_4SOfe^y^dZKuq#@nyq$-I(#jqztkzyFa@s0oMb2cNa>qFtTSb
z2`*fM@kve%!Iojz0a-8JFY=D*B=yMiLT-nyL9)1OnytG@6;=<ot%Ye`gGBa8Q@*`A
zxoaA9iq~$|II)mebM~<k#<J2#QXB>YYr|l?v<kCH+r@ka=<%A&OVD+}YF0xp2s+h6
zm)ikz;hA&42L_f7HEhH<o$gf<baFb?j#BRnTHGv2F(j3w&L}TYHvu|PsAQ<0H`yWU
z6L9C-GRMo@X=#>9HTQ(Lv!^U+^SUqE?<k(HJ&G(T_>64b<oLDhi&WWC*xAd%;6`}8
z%Edb`^&)kCk$PU#ZNsvobx&n>*%9N*HdCEr8(5Qy5#LAZ@`^7SM)QWjb_o>&BTD7M
zVb`d3{~e5K^3+q?OY@!#{JL~cqi`3bfgPp{pBeOxX&3tm?f?&sB6OWxdi4&_(w5}5
zJ5cxt(2<+hsRRf<DqvCVi2FUtwFQuc8}YsGi)nWW)RUvs(>uQbk%yCPA#v}IX&4Iz
ztAG_`swqA@Ou+8Y{8QY4eZwYx6fWKY*a?s`POWz!@e$yCruWw~&+N3KLhZ2w-#G<W
z*4UT1THdWSu)(pP5I7$IoDKn=7jR2#(@w{lpux7V8mIR*#>To83=13DQ=Q&WOF=a*
zVx)@s%S!-PHorkuLa(^O?njDc8vdC(#C!(qbQAKc*kyiuYy<X!uroQ3I(U?1TiffW
zmC7dUGKzIIV?UF27`6(~6=E|Y&D`VzWZ)mTJ7y$m829$@SrzM&^%<!15DE5yvTo{p
z9QA~#iwEuKgDJh!n1MP54JazTTvBhe<1!&|J^=V_j*EzoM&w=#itp?>$0c<(m6)Vv
z)_?_NmcZpDfj2oWa2Fwt;hwu)%xAzJJ1*C-w>U0&>;++G>Shy)xrOH(mlSq`)6~sw
zLX*tPjtkte)r2yoJapTk(x;#vJ1(i{OC@zaj(S4W<z2~+c$3U#M{iDc?Bi<AiZ!6H
z!hpJiH+wXsA9?J2g$%*yzWeHb3bvH;N>P8Qm#CAA)bpZlIUg9^_3olXTN<|ZLiV^m
zWBEP&si<C7eYABEeP7jDamR4Kfe2Z>58^WKzd$*XS`55`fem3sHTdY00q5%x^dzBF
z2VAlImDK_-2)M9At2AI+iww(qIcw&f*}Ps7@C<KvP-EU<q`*nxYU;1NMOngE-e5S5
z=oIh?fENY44!EKv39ka45ODQ`*?em49o-AR&dug}<`?92?Oh>tF2e?2*&btgaW`)S
zuf?4gZp+13W#SIPcF{B(^_}yj_@Wz>iEOVYWzoLg)agfnCSeOWgcNHpK#@S<(0Abx
z6ZwU`47G@WjI%SkPPM=oPJyv5BHCqr2KsB=1wA?OH_<0W7qNwYLG)!?l&esB#8As1
zb^|z^O>LzQ%BuO~&!U~CEESM|f!7)r;R$~ha<EeHxh$+Abi#$M0^pX5^kq_1cZmHQ
z<jD=>`9<;xk=J+SFLv7+6`4NLN4f{%68Q@wKSBU;ooP$koq}8IzCg32ZS`oTqP}`G
zbO`mlUsFvzFX~pbHOlZp4g)^O;IBa-0OOy$$&F;~D#mY-;GyW1C*4TtFD8s_cix2W
zceJ0CA%&(5wfK2E*b|1mW$=`o^+@{+;ORm}fzOX4ZvtNscsa6LhT_NFM9pCk6=3(r
z1y*;SBo`|qEADf5l>3OB!9r-SX`-tWMr38)H@xwXruM53Y?r|Qeei1u#wzg_!RK2D
z>cJ-j-aKel9~wHhZ?jHSbL)kIC0r;rv>U&_26Rqlhs|(jW-97OXXYyP`<xjQ+f;V1
zO~p^~bIwe%N5dW2F!Jm>0vOcDtv2<;YcD%9n2C&SDuL&2m-ZRJ$Ii?}@MUMF8hk<E
zrMcaviiWnZ%gzi-frkk^(7gf%UixF4@$KrUX&Rgvct1y*3Qws!1pe=XKRPp)!RMWs
zdhiK>kEW?<V%`b5cTV`4iuF%V&^@50q+u^vdB-FrVKG^h%WG-xW#{UIWn=7He&eLK
zQBWW2g{#pDYco9WW2l!Gl!?=p?imDKzk6d(@mY0;r2l>V-cP4{d+8PYWHA1`@Kaba
zH@sZ{+X^@O`iXV{vL!pd0|SDPZGA9=d{fwKrrQxbV{PBtWql&rYdKOM?Yd>nCE6v?
z)+05G<4ac)wKu}>2F*g+w+BaUjVDG_5QZv+hFWf?5=fYrRjt#pyaPd-evf4)-1H)D
zG646ta2pc)hZ}5Bcj)K2Gmx(z_5A=omg}?B4cm~>joZRUN8aMpaI%7r$e>UJM@C_e
zPI>Oss}<;AsjmFu&Mq6f2<A{28Nvv@&4+@3Rk|+o-Gp@){Pw>qHz99EyKX}1gD`eO
zWwaw+bj+mcIw*PPeT}pyEUK1x8Qds5DsjtJwIjr5MV=5M??F26*!tv%`)1+e2Y=<&
zo6F~-&x7y2M%*vcmjmhNMW51!wGF>HkBx03AJ6DB7)pYNI$x@RB^$;hN|bC#HZU9L
zoD`wqCE+VP+zYhJ{WR#=X!QIt`jXHaT5WXWj>8j`L)T770YNf~XBIedj6g3kXQ*8$
zQs|*Z)-I6aV?<(gUg(~Is-=%`jm$^gg}cSVy#|bz6$*d0;a|E`{tP$3tDLRz`q~YM
zG(H(}0}>yAXyUBmYN8MVs}0zEXSKNzg=1D6MZkAPOtr*MNqn7Z-A!B$B3=-2qZ`jv
zISs=wZ44uAFt>+Oo8WBK0G#?R`KCh^--m4`J3f>T9a!&I61qTW0kD(L1PHTv6;FwU
zPy&R$CC(glE+(og_xv5wJ_CHZ&6-6Q=K_3A*hu(!!KYO5CfizwD8Nh-?sUtdgVt$m
zEc3}V(`H)NW{)5k->OFV?SgQc0_KJ!u1gj~-dk{IL=6e;X{1NBzrZ)(ycAlh16~wx
zdt+X^nfJvSf;4aU7M1j!K5J6Db>~cH1;J#f;}U`ksP8BsFwt;iKDgXe?(e0i8@NlR
z4-%caDhd9oJE;ZdwP%mg_mqh$nVyO?JqmO$X;K=$UL;)-X*0CJUG75!#WS0#`0}yN
zF>zH+b!ecw_(g0TdRpm4<9ic(nzl!*=b%jo(kA`16Qa#y*kb5uUV>Tt+MapuX})yo
zqGAi&W-hE$^5S$)hq|5&HH`v={isXv@iOX?P^+Qo2)X-uk8Kv*+tt%og%L9t5NP^c
z5IEtpMTcmZTvV@M&x4ze!A-8<P6)S%<FES8_^W+t6~j87E?MV7%ocxz@M$vsT34fJ
zwlB4kJtb?p=6L#8*HtLyS?9%ia1MDtpm!Ee(EbB@E{DtyTf9SVp>>I!a0h*|e13%o
ztDQ3XqA#Q81JD<RUNlsR@~U$G&-t#bDVxUHyDjK;xa7%#IS$!fF9V^LFUDW3(T%SK
z^n(Gz7uKWIXP{2EA}z1iFHp~y=hjm%h`Mf=@>)9t6TCL)klGs+@9huWrv#=;6LHNq
z*1^fJN`a=9Wfp2A!blMqK}CE6k2lFZqCN|CzOO3nrk-y?Z=s$Lb$M4@_H82imhdTI
z|7H)-k+mLw(AV9pX>SCJW>{0{yMc{wIsiRaB%T%oXhw`5@QT>=C{2%;zv%0Qy$yXr
z=v7RfzvLej`WO9A2)%k;m|I<#DPjMp3#0E#!o7n1pMd=r1Y3@;nowH{mU$wEOSeP*
ziLKN=lnmB#<<0!$v!?Jlmy6)O%5DD{zPcCak@A;(ZS=g6d_v?+44%H=pA-3){4a>S
zdEJ*=-Ipn0|ET+7?>p*0-$A}_H99@&8?hBLuLu2g-@?a!5h6;ZM7XY7i145^{LQ^a
zrJzp=pACi22f!~0zPxifw|Qb_h$qiaN6`ze{bfLa%N(XBd?_1d^Ri)}C!QMU8DHQp
z@F4zckKq4x_%!6A&;6Jt_+}*hZ^5_ZE+6vW%nV^AAJT}*nITkG&1>OiQ#+0Nen#|c
zIC_2=eM#u`BnpS0ZhR48qc<0altyx=x26S!W3e6;-c)$t@d<t)J#w!nv9&aG7+s`K
zhSE=nK8@Fq%n~Ns8Z*){1K6o%$sRN4kb6O#a1p)-4G3us*UXBZ4Ma}|pwA1vC4A)G
zOp3$2!)gXtB#)M@VQ(hXZp!w3u_TNRNssfUparep{jE8U{h)?~_1}j{u&gi-)439$
zaJ0fDBpe?Ew^(ta+vWbHe?p%Pp<fVvrW+RV6!(%ic6`-1IBS^V-kTxKGo@v{YlHf?
zwbc}r1<Xz1uq>IObgZF;qnpVKLoRSltS3(Kfiq@FhuHsp@^PQ(0P^`QNDbr@BF}EN
zv+taM$!Y)WoPZd%C8EicvhrFrSgPiivf{w&rA4Kn^=((?u{!4o*w8y6+&gu4RDl*T
zVgHW9e$XfRP69_;!K6$ai|_qaOs!OhYNq2J4-L4$J&FzUtK19X&dfj)YF5Y5W9Lh2
z+f0WAUE^c?JR?FB(8dfP#bK@_Y(xIqcFzk#|NI;Z2n(CmgzJpdSApl(sGF>`*Hcf3
zI={<|{<|XUY+S|{Su1r&fuwTXh4d3l`%~dT`U>1<WY0#krvupM#okgnP}f*IBU$`p
zuY(=#J|o5BH&4$<P{RTV4qUGW*u7o-8r$s*XJJDxUGQ)u@PV&cuj41<ejHnOjk_r=
z=&j{m5_dZ=6y{B<gh|GH+eSqjB4PA<##3D+Y|pv!q^4mS2lPk|oyv@?bLv%n@felR
zLTvD{N5Om?j2YD<@h|#s^lS+FgwTtd&Feb{?7x8fH|K!Gv@K<04@+R0;Hvx*Vlgh6
z%?tH2>(Z%obt;4_d|=L;MtGShoRt(j4IYGrT+oiT98ssFzAjq3K)p1UzMgtP)EOBV
z1cTX>2G{I_1@~aP91hu($D=*b$IWF-MZt`_B4_$2?gCUW(<GV212-^BU86V=<nDwD
zp0zFfI2U<(AWtrl&lifdkxz)c?6ak;!IpNG=#eW?nbWdhf)@l88~b>wvzlyKbYTp`
z6Bog+p-`#bkC}}9np!%o3T|OvtcP!4pBH;8`0(g}2+;vJMBsi^d8c_Ln-=6J(E(WZ
z3ef?x0$0Jpa>+h3*M*}hY!H%gAcT=u?q|H)x<}?`08cm1<~n#*@F(lR7X)6mg~ND-
zKWP`(Pz=<i_2nA%eWLEa*X_Xpwt4Y9v0jQfnq0X50w&Em705#swmUa*^|dmV<>wJn
zh^V<Ysj*4}Hdh&q1y4*+c!dtppW+t82dT@qfET2{`4%KT1nOpk`z|4v74`2fA&5y^
zAsW<5MdgNyPEL4uZ%Sr=&#|pgD=g@Ab~1SrG>KZ*e`9td<T*aWGx@?_3vPnOv7HbC
z1~1ti##$mYQ*vKVPZzlB?6tLVFNnKj!?AOWL3I@>k@i9*8tP@%TnA5L$4Vsw=@;Ky
zU|FJ2$=E^^157*vk@7mGEj}|9bsp+vHaGGDbx~MtS4}-3>iRAlx)+{yj?3@fyT-Fa
zIKsGm2#2w_Y$Me`SvaN&XdVkCsPGqGtW<waor--NnK_Hiw6HJ4BwN_$#olr`Hjk~b
zawAIZxnGfY=CR{e`E(GT60AN2R2B;^5We`zW2?d%WC6S(CI<B=zF`s-j%`r$)1jxE
zc_m}elM(0(LND#eUK)Yu(dpXjm3Tw-MrXa!zF{I+lWLuLb(aB(f-~-mmV9*Jt6-_%
z?RxOkNf*>%bGwknIQ(qvdBmPxWUmLZPl&y_+04F6e5WM+!%KW)(3Y#=VcxANl3|gv
zXgVs1b{oo~)Kc<*YOsYDj!SY;QQ?N52cd@P)47?2?%L2vRlX6j@q9Wdbb59^t%Y9P
z`cn(NAn1xTt^BER7U9z1eJ-q7qj0=O9UhAh^PX(FS8H?^U_0dC^?h9!lUXrm(1GKA
zT^sy$e9A5zJ`3@vQLmSHzKx)sctXUZxovv)4By2N_wVF*(f_NR90&4>4jxBqKl5V`
zjHBIUBDp}%_+_-dCTY96*5SXt{Wl!Cc=hJI`DpJS586w+JpH$Zc3!j%w*%7{TjQ?@
zRn_$VoZae|`v7Ay$U?CmisM?r1ygUJS-yA|#>7wq?k~Y4hOl5p!7@Weqg}>lz`ic!
zq$errTI@^}X5lqp&kMV?o3|+I&P37S_xm%<VCVsrI3om#?36R9tPQ)nTbzVHU+859
zJ>4=$XA&=I7?KPHL*VfFdmzLys0;s)t@<*HBoNn9_<%qev{k~h!{6O2wM+j*_ko9_
z5;`^4?t?CApZ5Fk^>Kj0g)WD(E&yhuF+R^^Q}@|2Y26QU2UDtIm(pPIMq*l(;(0M4
z?(GP^JrsDAFpF96N*gd4e!lAd^#pqnKO2g_ApDBmG?}w2`b+!c>>14nmm?wcwr2C%
z<Lok&Si=yBtrfOi)~BION6{u1Xy--Sa2+qPFXpWCu*DL_Z{mz6|Bh@^T{S=VE?L&8
zCqc2NV!zBliWxj#zRh`n)LkgeJ5uK~Kj38DIKFKjhnFT08<Ew~_nB`2Pv$)S@hvEP
z2m~EDfmVjTn$Ryy@i5amzfHAwu97&3olrRxx*W9hgU3l2jEkA<&%<q@V;ClSx?2P*
zRTQ>G^Yv$UTRT1gbKqxN+weI2WCZ?%@YC4bk~d&^XTWko+P@pH{D95={HcjY1;EJ?
zV8youi0i4zBTtl}=F@&eFY#lws`zt{q_aOCF^CgT^dkJcz_-HB3%=o|!KGwHm(t)w
zh)Bnn&_Y_D>TdKXW1Y^E6APh|gIeGF02*i2G(wo_T?Y8<Y|X->PwJnwUEJqDPB*ol
zHlsDj^PRyh$n!$p78&Lhkzt92$lxsMMPYBEX*f4AKL(J5VSo*xVILOer=w3WEUX=8
zn7oEP!XOOpi_jn4HL@^^fMFFY&Xds2Ej9$76aVfW?seJ)f1caGqpCfYaN%2SLqXej
z+=j%5AsWgoD0>S&9;>x^(f_Mjn-B8lJ-Xg|be)d&FCSfb3|qXSeXnRwNBhr+wtDU5
zgRaVp{$IH&qA%|ImJoE65KKw?S4#-QT{YNzZ9fc3<(V#2vWa%OlgUsBOZXk?z9y+v
zvgtZ4Zu_B2uKzmfJ-~Pcb#cOP1?s#|8$qhWxvZin!+hFF70M(o7hSXLxIv!Vq~}}L
zy;mqh^>tz!gf0pJlvvZP2t<*FLYN7e)7%!lO6ID<5wBvN7jtWDV|6vlIRHFb<Azhi
zQN1wIz??!kHt}C7Be(H_&UEnw!--OBKY?@N7HJZrsYHIFrn8keD-;KwSZ^(`GS#%p
z`V`>frDExjc_nzBPt!GlPYArcIas@GKWWZNU)bfw&QCzfPYn-8AmJUn^we-cN?T9_
z^AEqP)55$G_^W%7N~xceJ{wD)51?NXeLeJ0B=&*%;u-jK9~*uKUxdpDr~h?7ZHMRs
zI|}1FrJoh;2le1zh3ygjS?IIT^!Wh#3DH+Ed_KMwY2OuLo@t-qTQ46!nVXNbNRUz9
z=`+8k`AA>po0lk5jvM!q@Ev0V@DuT0D@A`Q`gEV0e>M%Wg+3cfza;u<0{Hv<+4LAx
zjaAi=&0QCze8D#b(FgD_pH1T0XZR-Yo<pFlNA%SMif5m>Os~>sL+K|(U*DD03(+$D
z?0CFGSTYsmpy+HaA~>2IF?VlTZR2>n$w<><RI-<J-l?e}T@vZhiy;s+eRc;2iKkS2
zUlkOXQgbDZ1pD2V@a2L~|9#f`iRl9CQl7MibwaF7jG7LO3q-Ns$9B^0lVwiy2U$^j
zpAhP(+r?Vp)<S|_AwgACFWXZBr=x(AYrsnaZl)J-&>-GG0w_Z|mt2zo9HxxZ#diwy
z2>3j}=^)_b67Yn8+rBe?b$Cl}kzMmtc#AIN^o&n+IOE5?Uda=FA+pGP7}qZQPyVZW
zg-TI>(HGJ40q9FYFW(~Fdy90Zqy580x|H-eh_7h(i1vK6|BPts*Iqv7s=Vm`m8(K&
zyuiec4`ywZ7taN=q7^3JixCZ;&s1%Q_T)Uo1vaL`?WHZT!`X22A-L%f+<D<PMvmQI
zV%E9}?st*2n$NENCHrX7GxMo%iL8Vx!_6fG3#32lDokN%446$GfD<1TYj9eoqfR&K
z`~r1J3tMCAspm!A?iRFaiAiDG8bj(To-zVR>X!`4gWp#<D~;|IT<OAe<EMecpfo3B
z)~w)B$;6Y=v?yF1_r*~NUa;2c^vTH6EtSkqwj|Y)SEjJWw}E^@<XN9B{msfben>4}
ztem5Tt)>I&7U!f-M$>1v)GfyFjZp)4Yg(TT<95+>Tdmo)IJ{%E<~G607w&!=ewbtl
zB|d7kurL>vbM?JhvoIDGmWE4)kA3!!s&;KA<W4uWbBQ}EOf#zIo)>q!C+$XVIuYo5
z!8?SrQ~f4c@F#g2_EpEP`%V&rkR5a7SB1lZZ_qFdRSr&qt#2n43Ww#xk_e~~#n^x(
ze!em{?IJ$|`*;pGPjw^JvM;PTX=a}gdw#QteLO0*PaI55Ys9D+6p4BZYt`Bn(^{Yl
zyQh5^%>M)@wAP5^r0m&9_H+RIyx1GdM~?l*&*MJzKFrr{P&v?aE_(t9d+viKy1}fI
z2nheewjt;Z!vhr)UneT53z2v@gbC~dfTsxk01IrU=C(ufC&3?=NDso#hv3f(zh!!$
zhe@3Shmq9K28sRUiZ{^jaxqzSvPwnI7$G?5l4^<ulfzU_hILAYH07aSpBuOmplN(C
z&EkBA`oQIk?0M!)+rnNCWS<awadTeetzVy(^$*vt$Eb}J16PaNuv#2PI`~lsu*9UL
z+ElbJFkxGqCOs|2X*S}gI5@)>A_g!F85j7}FOSifzjO)(oKoKo(-xAS5<5K|7*mZs
zKf9y}dtTTrYl{@{ib#P1>V7Itt6qVZ5beRSxScv-)M0HV3@&kgt%X4<={ZzP7dG`^
zfi?l?0#_2TK2<&ga<(;+(o4wIAmj-lmv<S@w|8`A(m&ig8iTf6kFD46)^g3_nMP~b
zRj)y#{B_Dnfode5vs?ITEpd#Xpa&(wMPWY!j9&;QSv6M;Oa`4t<r?G)bY8S7mCy@<
zuH-<saJ81ym%6oEOOE%b%RwP)eDUk5wD6ZhQOUW>Go;Huaj4ucYj`PVD@C6Qp8+@<
z16+;)o)B<#SJL8NjqxrdjQkkyb)1eNYfVP$Fe4b7W^isdeD^7f#u4gsvS(x2(*f-B
zVsE(_n6WVXmSnljhiyqwcdUtB^F{P@OD|Srh>)VTSSR8u@XXhYSZVT?2aBnQz}Y$Y
z)?}EFsv&(R+9iJu{Cta>vtju85c~z<SL&vuh1hD6ekWlhot4DmQMM*6zKW6xAqoRQ
z08CndKIQ)41jSCIL-J=~UzISbV6O+VPl&y~+1x%nF_y=(sjp3ph3%V#`59N|_0CG4
zjHS<Rnb#Y`w?f}igsPzTL}E2iOTR&f(%DLqLcTOLHq*%gQJ76$E0UPs`vBFXNBV_|
zNM-!ZgMFNU9lpqFbw45aXk79&@GS4?)PpYwyt2bfP^B+HrN|r;dez+BDZQusmqjxN
z62>1|YOHSnQ{3wq-(drl*T-N2D2_aM7J5O0w&56qV@|Ky4rM<B{$mX=yM{k%H(&$s
zCxqYJoCf(Pt9?jewa;3vfhwncl9moL+0@oAT&?4$!p#TarbBS&h1&`<Fbm>+NS_74
zG@ta|TSIdJX)QG+p+S4iV1KI?2<*ZLH6JP1wv~MK(g=~ysA7<rV}U9(AG;e!c~gt_
zblho(nx$K`tGVY7t!>;3;;zX+OKPzeLhVUEg+yAEi~4wp>P}%AHv8~2c5rLS;`9tR
z8~M*(8pd@=!ze7c!edwa2C=!oubmuQqxKc>th6St9(+RJqtR?y^Bb)x^9x-cTLFpW
z6Jfg$vhY_Y)_T)NmO#!0J6-~L1@=8_AdjqXojGXlXC05h<7w8`>ou@->y#mCS!2Pv
z({(1ijQ^oWuxEh13wJ;4@)*1_?7UzbAqK{{{5x?ccCtlvRmiX1n$h43%XGM777vc~
zMEEWNfFI&r%$UPbUzU0VaM`ASXX#elb1<iocXEk2G38<RW#)M?x0Y6~+2moj*?G4K
z4>dq$&pf?lR2)s$wvD?dNFYE6?k+)tySux)ySoJo7Tle|-Q8UVcXt~czPaw_UEj~1
zRja$Es(V${-sgF2-O?EgJ^gf-Al~M6mrj}#6lx(_h=%%pSL#xx*p5DEM?HyjsmJUF
zcbFZ-w{0w+OE=BW*X=#}jB}F<74oOPrx=RMt=p-Q;4TuPpls)Xc^Wgq8boz?By;Px
zwk^yYWY8?;Rk&{)sh>&J<pZj{xv$HBa^<ft`d<=BglB&OH~u{N)EMtvhJu?A)pG=?
zGIo9<Xpn0d|K%s!-1kef2YTg{)f%Kzh^0Ir<vnIfp9|}s(P>zSm=h0p@*h!<93OmY
zeE+^y)=t?YXKd<(%`<6zZFNp=sP3K<U?B`PoRqN=wqZ%68%M!}`LLV|iIgeqCnz8J
zOgt(di5|LVaes@wDDfx=Yv!h%@BP>)-AQQly5nsoVk`-IU-QgPYsBp6CESNy8fGyU
zkS%o7{bB9i_ZarsfYtkYdD%s_){?0fdXXt<V|-(M^6R6^dk$?U8=i|0Hd7xu8}~ZJ
z<NS2*R)}{=n>1$V#e<F%l~klON4Ou~cxNph)?>Div?a{sh7CZXG9kq0AESGXbZt0C
zEKZ4Fgj1R;(%vE;_{sXy4_3e&JF1w-U+Ae|WhkhA*|v4jHXR8R*G><=bU4JWEMM~x
z5m}<~%Hq9_X!15;J4XW?uutzx#e5HXe>5aE+TEy;hM&X-BK96KTi;lnYqNt?YW#JK
zi8U(Jjkn5cDTCkV@wIvJ!rrGTk4u8z`w_hy)m3k`l~gfoo>NpdPND|p>q9$?*@{-b
zBE<abaP>dq)(*-^vDignr4ntzy9sJF<H`zyxqNUQM<fejE;?uJXA^Pe3GsouekF2o
z`sU+TV1)eC(X-~e7h5^{>#J4bx63xnQlste1+IoR!;(>TtpdD2-IAJ@8!Kveg<Z<P
zz|oLujqXs{5r7kM{@vL3%`f;ehIx%m%ZlmHztBfc$oE4pk{3t52r*nCbyH07qPK(*
z*Ct(6)R9po8*CZ&Di^fR`S)a^fW*%Wzkp=nC!nq0Uv`>bc9eTR90ha+E1xTB?H7Sb
zy&smbRhLNJUHI)kfTxQ<cPpEBgT8YCMj*H$m`kCrzOSZk!U7byh)PRi_hkoF;d|2n
z1*&T&gGDVrJ!AR4o#!k8LA}8*{#^=I;C8xHrdLj{n{!J+2II{Q4`S*eN$u-h>c;+v
zAe$P0O=DusGw_&~)gA@C@8R>DN*$OGk@rn$>|v0d3&8^WaPv(KlJ1QFxqLNGm6A=A
zdy~W0#ljv(gKKzv4)pAoH&E=mXLNa7y6jVU7S;7S$lA|s5*Gx`Zb$(h;}+@*HBsY?
z7kqSpaT<G4$H-+N$0~?w*cm@U@Ak}TsO(Et_UeFTP0>vle#YyR#tTEn*cYR(0{&+;
zki=ihi66)d5Ul!38JntXWUz7eY|yFTmk?t2sug20c79fSz(A>2a-AWITO(u!|CYq#
zm?61gjTex56TQt>nb(!&C%HWrOnNbpNXZH{AwLy}n1D;d=ita5G!buSO1e2T_Sib?
zs{tnd^QNcnsz1_6TM!~Ozr?FF4dD&eRb;K`N%X_8cQmXyf|(Lyitf~$GKZ9Zj9<dO
zre~0W1k)1emE8%HmS&ioRzfAK<b;1S)h_Ht${KzdFMg%7b~4<)Bt)ggJ3x!f3G|`6
z0oz1%(!9V4<Rf2-2ldp-d5b~cvBL7j+!wn`1Ep@xN?cz&jm`0|JZXz#y2FfjSk8X2
zo_Z6p$<XesN;(Up2l<x3HR>CDd)=v#CGx_vu#>BCBaCAwbtA_;_DAFE7Lc|fKS!d_
zpqpDBAIhrPYR|cZkC=afYj}q|#8&u1Gm6+)j%AR(2HOl27_61D3fDh|Tup{;NK38D
z=GNcm<Z4NvhT5a$y0U38{l2;P#dHsX2bBu91jMD-#mZS`n>G^cZZts1WX8sy)seej
z0wpgNbc72|BkS>+>a1}NJq{vxnCM8ZwrHKtiOsjE7cZeJyAAzi0v6Wbt1V(Ad3rWi
z*8z^QaP5u785XWfWA#e|#S6u@YK`-TQaZICktool@Zs&^x7ob52iD$$wJ?hvWOl6x
zzRA4ozrqqhr`~d3cLZpQ4cW!aUhf=Sub?KasE*H|xplSInsAJkt$h91MmvcSjgI9(
zu@RU#EaDAYrh@8Jo~!6J{~=ePv4_2DgmM!SG2T9h=fj%rBk;Mki9XPOUop=X24_Dd
zMgk!>aQMB6O<v+2{#(cTCGJwxv&w?y_23D{>GOy*`$I>m_N?1IVAKQwf+5H*L3T5*
zXUk&g@Kq|rggI>AL9xXzAkPy1jC#dLfL7E(Z_e<L4D#JdF}qST2V7Db{O;hgK=~LV
zIw3y=_0aM$B?vyZ*<05aPbc@rLkK9wK(3-;VO+u~p!r7V*rvxAGsAh|w{jI=e25Gf
zpwJB`6I`x%lYLwzJrcbz+~ST__{7&{gU>FD!C?=9NDsg)Nt_fZ4QJunI=1uPc_N=P
zoC@hnFsLE!azgd=v6Ypksr*#00*To8Ig=+z%7jUHCx5#VMt!e}h83pr^hjY;%N-61
zWwU&jq*C|4&NlO>NpDwdq_h0jTjzE~-%>I&+lSqgYuw6`uon`_FBU4xt8>PNVxw7s
z8IOi4JF=%}k)N;o;OCj%db$_?cdmNSMMUkwP8X73O6S7Mp3z`+yJyRTG!D8sCu2d3
z4dPYk{+`&=EXH|Ql-17Q7YL36(l_^4oY$ZQJN;qLS9tz$rAF<uHJD8mgvs=RUr7}>
z9^4l%Ll{P7;S5lqd&Dl53BRs0y#RaHUX@T~2wvaz-zh+_waYFh)NsO}_#-8+6Y9Zj
zh5lJR`3v!$oY*NxeiEQ;tHbUTH{9>6MWbsUEOaF1+@MGYA8y`Xd50$$FP<Ywz5gfl
z;FM2WtWrKa#G3al@))YDZbid1<?eFw3KhbGYLxDZCG3LVld>&p=$=8I85KSD6l^wf
zxLxg}jFoMa(0Ov6%R2aG-8!IFn6Th|NkdoO{d)~hN77A3FDX%!JmF`B`?CJJ<@yWv
zWsrk4M+XRjmQ_f7;yw9W`vY&5sb%fR3S?Mb%5UAskoGjjP-X+l<Og&AU14X!zV{=?
z`4Q3X5bc<rER0JF?teyZKCA#e$~=yoxAqLrg1K2h#a!QGF5)`LA+$qmXd5^^wKG;u
z=FPGMmNhSox3K{#!d&$#8)x^L3r;cGu%~l3m+^}MQcnk^-=j}UPs;?vr&`pnf;6Uk
z|5dXdzi6i7&ZdC#w5t)a!8QM`Rf!ryrt#P_pbSZ&8_yTGE?qw?v4u!Z4tWl07jnu6
zTo1hScbbJG0zpv^Un?KsW|1rJ;Q!GqdDa$(M1&D0cr)DWPY`AD>H8uoYJLv6@L8jV
z=f;hC6|pCH!y|*QbbVkO1WI0QnqLVl{@zDYq^rYm&UUhYXUO-#Y;Y$uZI7Q8%pUZ%
z*eO_)<hMd7N*(o&?)c&UZPIs$d`&jV&x`=}R~F7eiwH7SQ-yUTvJt(`eRo*-K&u6D
zqrgRxE*_PZWINfan-7E=&mk|fMxfa6_kSUi62SMJam8eW9_?XG1WR0x`0GXg@Nn-?
zqF?^A%Shg|FC8-kdGKD*r`p|k5!>vAK#Pj{5%g7F)f4oTB(1L8;>d;=jN(mJ^PAA#
zt-ksu<ku~6IdmF6TOsRs-0$~r`>-Ub!Cyudl1Q0vdIVQyhA@BDbwd0dCK{LgxuT1^
zpulzhS3;)FF~}98k1eHI0Ty4h_rj?g1wc>5|I6Ke&G!o9Mbi$leFvw8x%tNpNp5W{
zd-LBn_o>*^+w~I;IqoVqm^+RX)*ObLTAdMfA4=-d8c)jKzqBXwe18X9kv~C)L~b-|
zsr%8qu`OVDX2~<|aSGq0hHQO!?!=u?hU$+^_J+{>B)*Yd#!3%5*M0=8L)$@wFNbhB
zJvB3|H2dp;j2DFgbDY9pmB<#t{I=aKln-ikCTFJ+ZJx30C562!=OZRrUKtxR+7cgq
z-Z7aHGLPhX|BFcW+xY{Q%3&7q)8O^BtLVfQ5*3ciW3A@fQ5!VxO7u<K)$b3|89aKu
z&t*LNL)2ynsl=>*8r!n7DGKkKj1Ee2r<YLuk|Tl_nS(LNi=<fRO*ubX;9_sK9DtR!
zpC~fU$o$42VLM1-CuA(*APb4Qc$?!=_S(vRuWW+GrXi1~6;<04yEFk)342>eHGhoK
zwcyC{e11$GS_f_fu2z^1vhBlel5HR|oH^~-3(WT{sWj-Fc%IG$#{d0}+A~VNjR<+f
zY|lJdBjblZ1u}j_Y*ivGey?nNxL#mdwNu-4!LWA<b(ic|^cU&?#BP#<lgWwq$jvYE
z2#<}u?TcW^1^s1tu3v>2Rz4s0g+AaPrmrWe9;|m&zF)a*f}QHZJq!m-Gp|hqN5~xN
zIv@FJxmi4y&xZf4{swKs_;Ykuo>eiXuikN1`@p|3dC#UdHXsFqkR!&#Ql9Lwt47_D
zlCM;%FEt7ueP$pLBi-lFKz87Iy};3Mt4)5C7vUc{CbK?bKZ6*B9H$&OK4fXh>b#OB
zrjlA%U&Uij<4ISBkcttx&HUGqwUIpzA>#fGdQJLQzL`XcgVv;YSo`Tth(L&1<yZ}$
z8_}FIAzVNSW1e9awM<lxKrd_m<EkXnm(9>diY<R6i#pe`7lt&Uckf|c37@Yf`WDUH
zc^9PmanE;-QRL6mxr#zOKs~&qrJW^djXP(b+<xja`W}_*le&+qiB9`K{p(u-Fze#e
z_Os>r2M>6t1V+m7IQ(5-3b=h~p8RD>D!L@DE9To>UQ`<VbxY2=P&R2-b^jYw0rJ&b
zS9Ky+_2Qt<;dSgU^(6qgZuJs*(br|ywiDV?Z`T)uEPm`af#P}Ft(#B!_fwkpe}6&t
zDSj*b>NoVO7j&yxe;?y;E~Ms;h`VHQvt)7Wp*|Ojqe<=Gn<h6lI5=sq^=&hf*fx3k
zhUFhGxAK<wHZsmxAG+m@dk9=0$|0v-7-C-Xa*?d!{}szkhh?Dm%7$-GAvZJES=wt2
z9;#=K?o45qTjSJOZ2S<##lns*HYagjAmPG*N}(w<BMAni>0(B7!!_h}u45kM%XgXo
z^fP0mjXa`6TKX~_-9p}A+3IL{g+OXOfi#rzoB)j~JqLVt!OWiBvMzG-ny2ODdV+RE
zl357UNM3On&%??(9M9`D!cW5uhn+PXw|>`1UFiX6L#~Xfoxoj(Mh4M?!CccXbQZ2_
z(W_96ph!_mveo$BB!X1mwP@iXHk`{>Nu@|brBGN`xUI||EOmuXaUFGg$D;ay**fAm
zxL(E!GZ#uIi?Jc9X@VP6UB^7?B?(4Eauz@x#QLeX<L?rZT=ioc%%gsP(CH=s&d1k~
z-Cc0=>+R&=ASQu_A0{t$|Hu*fW@5tYLMd^xt(s^-JdZWdbG=r<wv!5HmEa3#F<lnu
zNt?yc01Vr6pJCPcCb64tNpS{5r~$Ox;z9QXN&4vRcJ0bv1PNe&)<|AM`BRJE$wvru
z)5`S-^chS~OvK=>Q6e**+gWYsvKaQHn{O>>$`YPo&^cfPSB3glE<PzI2vqMJ;Ev8a
z?%(~iulx>hd|KUliXYP4Gcv~~Ht+X}g>JV__=P8PWkAI3eMfr<8{8Wn#N7znt8ZQ!
z+!y#~!YWjN_JcKaD_{$4C<oV1`ULn;%k>jy&#ZfITl%~1m5SU9Yfa*qrZ)LMLLW47
zar@fd#rq=h4)Kj?xNLnGeWz=J5lS+>b!-^}>t4c(iL05efq9%%fyJPTgbR7zn+JL4
z-IKwM+N%aMcfFQaTV#T-^FQ!>Li35km|=h@a|Y6bZ5HjK6*Z<?EeTO$$U-Dn9dcYC
zWWQXp6J!413G`8jSLy(E(=&|ZrnEN~;G-<TK9XBf+(`3(+0vp)%U1M?0<?62?Tu=!
zg<)xx{WlF@fls!n>oTds1iIK@;y+QGsA5Ak3{H|8@fiKVmAr9tD8FozDoDK%ZdGV`
zgq99Qvg<1^Xs2F0;&cP8rvY&Uq<wGb#N8iHwVXd-U`0Cp`LSOc$tiIEl$pzm*D*%$
z9YN!!R&Iw*`)*4T;&`pMx9mSjM+QJ7N6(z!X~5_*>x+}7bAn(JeYttJRlcH$UyfRY
zuYY<z+5B3~)(^_T^%<kGF25LgO*q6uD#&Xp7>rYizC=W-Oc+tgC*Ul3S`3-<PQXC8
zt7k_KWKwS7K=4;Y2@Y)KXh}>l{3hMLATOGoQ~GLk8;W5<@EkHy@!ALdS$_WSvZ7pR
z4kI7hFTkeG4xj-WGm3^l5NyegiuNYm&WEEc-u`1%2SumlJ5seJ0!mFnji#F!^>|OQ
zLYx)!6)RB5)N+kIp;>*xO#+1cO8X|%W_Sd<_D$MPyhYjz9aHvzR8g#}QgoR&y`00b
zMf!O%2u^1xjEXdTB<zm4cBYAMgp1e>pJrXN?Y0@mn`8_a0JfjJbPc5&U!1VUvXYHF
zryD8un&I2f_ONvDqlYF`^B0{s+(G`ATY=pvehBwfa|a5bt$bUO?m^NuJUgLWl+NXJ
z?Th6`Su5i|3J&A#P)NeciFulBJ)vN@m5jF9^~7{nn~%9b36872LUGp5K0z_o{u5!A
zh@<f`(dK>ALr{0t3h(k&)tB3cW?vA=JK-qf<}`saWPN@4N4@(ae`8{}{YK{zDvOJ}
zT707*MQc*YLIzB&mf!hpsJ{z9fg0?RXYq0(^c6fVvtcSKBK0>ZbOG7}{(;t#K%}2u
z+ealUiV~8)GqGv1LtcW2gUw;R%iq3Gch~SPNH3o~Quof!FIXUZWC=uZ1WY4$)K|FK
zOj1>52YH#aA0GM@5=?XJIZ1F5-MKEYh|p-Y-I!5KGbREohbu(>vp!Y-YdW72tXVob
z%*JnzPB^l^v+|_6Ujv}6GHD(DDC5F9`c$GmRPHSnznDYi@mDGj*2S`6_WKd{M+ovh
zJ&@N2xwG(1EXKvrLNhSpoC3LOPdxRyh`y5Rn{8X1S%*-2+Dm0_7Ori*y%Yh)UX;_s
z&klhlgp9`FmL((xw|udX>r}A3|BY=zE%^f8t)KX9bhq;~{^FOzd<#Y!I_Id_Zn<M>
zh&KCR6VgT0cVX?HN~BE0-emx<<Z<!eO~ty**_9bl>BbX~ZF5E5$V0ECGpb>5cL<#r
z+fV{5Fk5tD>`aMkr2GCvJdtLF`a=wLb$W5{+CWvdugW(WlN6byC(d$6l4^t04V!S@
z6oVu=PTff?1h!sJIxh2F!;+DPTYgKegrFOP^q|Ra@2gBu<$0oY?dU1az5GOUuZCOB
zH8Gk5znZZAB(lHaU@Op_Zz{DI%LS3w*~`?ziWfg8|1`@H*T2fVo|Kr=%i@EzZIfl`
z65+Y>SD&4V<{%eQW6aZE`#rVR)E|VVArzORSxk^Rb0w$t0Of^GbKl%sfXD}x<cL#=
z6ojo<W7a3n{v2<cFBO$xM5XnNxzX9?4Ry>LBnJ>IaYDHd$(;x4-7a5sEnj8Ffb3s4
z?yDuv&)jjzv^)GBv;5q71NHt?o-afbpX>{(WQI}yc$;FP(_S*_m<hd|)LIpN()F9+
zM6Uj^AQ|Fm2EWaFhGJEEs=ux-We}M2D(DjRv^6XTqUk>aYN|~U)EtF&j#BIR>gw%%
z%?}lNT~UG#`NG*lTiCXYTS93^@>f`4fqDl{;T|RQ_;#2%r;aE5dVo+!0QJMQcf|FL
zNrbz^@gF#QAb_ukQUI-Y^`>^^!?N0akwt8fL9hnM4t!TkO{BUI0g}WwUXj=(+3XS^
zuaJ*sLxS??ioUo>)>s=*!ek6r4$=afkw7jrpHT)C%img;zomo!IuGe?wO2$l=vBM!
zzo2mA7W3KK7qrjk)vFbYPnQdKlnku=jJiR(4Ekb)t7uwO1T8Xsj~NAY!6|c?@!hwP
znT+%{nsJAE!L+|t{XtSxi!(Qa%-T^n?a(CiF#dc%#LtBbCw^EjeEP-1QKi3H_vD)P
zB>IV-j|r{6@TIk_0;=Krm6eremHNPNaE>0~au|2U-jkyOnvQBN*zw4GDa6MGJ|_Xh
z4?a9UY=2#*4lHn__`r8(1yIlLYi007pt-v5X@|B8M?Zo=y_mCxh46eM{UqF1+2Ei@
zt6T1+Q|`s2!GBFso%#In&9mM@UhEY;vdL>BL3<<N#Ne}rC!ctt?EMJVn;YmaT61s~
zvwjvMBlg;yh54nw7+|qQyP7onA)Ifk=MFA{Xu=H?IR68Lmp`-TTLj;>J$r2P=(Ur*
zX1@Pp17Ab-^6pKqH=78gk7@JHP1?*&T0i??X)ZGFVIS7w-2Fo8{Nu@R-bE^QrvCl3
zYVSvB$Ohzx{Fz^4Yt5^ps>@eUN1?hgcpYW-+CCHuChdF5zv=9O*E}7H{Wgi5pg~n`
zzH%}5l_9c1^zu|LRLC0(oze7}TB=2T6;MRR6x}Oe8Qw76n<ZXR%HX74G`X1!MkCur
z+G-U~ApyT3uXX#}!5QGje(Besb;C&k-mM4W5zSZ+<MXa0`(?EB|7G4r8Oif#aAcph
z*<U6HxxjcPZB4EH{$J>`{pB}6>wKzExS`7z3FoI_3x|#8iG^nS{*+AU`|*^{kY5f@
zzfrx_B}YX=+3bEkPtw0ZG*1LGRHDQ}&azyiw<fXS&W)@<VRfbo1uMqYB44!2b{^++
z?_?h3UOvW4w=2fh@zS}lMd;LxbTYS{S6v7`6#qICOoDd~$M9B@8ZA<ea-h%>!!>Js
z+(!ENe)OdbJ9xFd<8L3U5Heh9RwN8Ebhl$CCpHZFtNRcg`ffMeh3s6qEHG&|5zXUm
z_y%>^;gHcu;?u(-e!9u#H3cMG3)Z&P1)#Q@Eaios+x+d&VRJ}~b_r7{0!W)JM&3JD
z9_)UXM|5jY?<j$|YzEv}_pJQb_JnK>;iQw^J$OI6jFkjSLGIDBYA+|M@ZHGEM4NXu
zQvtI{KNy>TKmZ?5#}n5dDh2g!Yb*ZN^190H@Pex#%nAgcId7qDG91?jQ1<uUMT0la
zjCRdAj&d)D<mdaO=`KbBU#Mdzz#nSy-*1h49JEr_aRrPISgub0dGsdv=X`q-5SAvl
zk2FK?;NHSse@A0N1EyV3Hu@kax#6OOwz(@&*>jP}`89n5vWZ#bB0=?E5%84SfpAx*
z9J@Xkj>&P1YFPiB0gMXUTWnQs@3K9CAPw|P`Udo;t~07y+YMdF;klmyrX(LYEzJ=v
zbI~c*F47@F8E%+40Z*5+chLib7`up=sqP2#AEubP#VEoF4!g@-CT7i<=Gb^A(!r%E
zTTg5FhUsWr#8CfHFfknL#2AY>0y)m4CR}ZV4cC-T>&@swodTrGW>Y9r1FW-MN0@)*
z&8S4#on(h_5dY@!2LkfJOW{~4en!~*THm)D75qP!d#Lhr4j87Wjnf%H&O(rKJ0#S-
zqWpv~-QbG%3{4LHc}!&h&5@GrE-5a;9=@FS%A;%y_lMjApUP(@WuxBo=1c|s-T^Hz
z=wIObMY#-oCOV{FMg`X0;kn-4$|=5{i|Sl;9x%29fG(SyyLC`5Bawlg>l;^*k4B-q
zWy@mE81P3o*@UkY=G%`hbDxUL0PA-;_$oJ5CaXYFoegI<upM^YSp9(JQA)jN1WcBB
zsSbhptjU!Bt9TtJ>}Ms)E3)|A9MVl0Q2-g(Kp)f7Y`Sm8Mc^jZ(Q(%?ioFSYb6DQ%
zQU`U}$fGz=BRl^b-tcd#za!a&NXQtG;0S(iC2j97?XDQ556x1zBdxl|QPLB8<(<(*
zOc9<1o#A-N9YSMs$~ON98Ze)ItA1sa6^I0YD!)Y_>e+r--`Y4Jay+uGqe4rD-~Q|5
z!?8iRU9WItT#9@9ZxQTrw##No^LT1)H44I+=l7F;P{-MA=PiwgQu!+Xs73teu}*1D
z|Cs#v4gWqU*ICz=-*ZsSEm-u+_h^cyST<DJUtUdh{voK{(*igynP4VoM4-vFB;j|{
zm5RLuM(1WZ9>od8H9O6mFdl;OEZu#ue8pVm;93m3)uJY!FEocRmL}~_1kG4C?o115
zt3g*7s?@GfH@&RoHwqE{nIKvlu38Pjovz+`qlL6Ix4fL7F8e7hfrK}F-+$=M4YTqQ
zer!iF%zRwhwHL8}2}N_WR-!tcsIX747UF`DmWN_20c{%`%H<c<MTPQ6Ydq|}HRDOm
zRt86~+S+`ZwhJ4T?HgkM3{eq@iKWBH9Mj-ce`L3D1*UxIx)gW@Tw<>dzKQBHo>v{;
z3E3ACre!5bQ^8_8=A?9S^0`+Y%a=LZ<uaS`F^O77WkijqUumr<(_S+Ya{EH<-v?xZ
zNT<W`&;B#@V_D(jirr51Nj%;R=BA>12!25x3O|k9qr}<F(3St8N=v$ora+|i<;#kr
z1Tl|vROj}bx6fsO1T%{5E(&21Z`|hZh1Ct-%Y*3M{?7%HJLL^X{$sSS#WZZ2fmd+>
zB(<bvVNG_S>}43#@zVnXBRC`ou}53#2W&Be`SGqiOsmURcZp;A-^q$6f1-r=hcf?1
z4a(Y|{(sb<X=I;hX-!V5u>ppn&d>dU=8Yb`6G}O`OBaOH-fvS}kv?Nr6u2}NhLOxJ
zE7A)U_zy9!<?ozx4B#>@-S+P#Byz%xdz8XAN1<CIJo$Yer(A`LHp=XCkJ2h4p_=>p
z#k<B1*}E_l*<3|mQ~K_<Eyt!AAbXMbPAYS%#PR_SJT1E(q!|bP)jU1(MQ5KNw6FY7
zQ5>NW$SZb{@R;?M#F@pDxEoACBF%ryfJcj=@`6Te(E1RS3f49xEWPwQQipGdXFLJl
z!pHZQzym}~c>DQya~Db<ZnQxAG-~jMxKr}@D~rXXXC+wfXm!i`(j}1zxXEaXP~6;j
z4#6uMie4#>DA3>E`MYSndtZA08RFJ6VR@;;vW#b5slM-Hut8;FRbqZyvhLqUdX+Tq
zg8Mavd?HBI!=v}mQW$A)NoJq}vKxcq8|{=d$5Zyxwfri>1}kO>WnM7NE?EYKB}q2!
zP4O`kt$6sem&~m$&6&eQm?hcNj9oBgMM3{PsX_|=HARf~?;FgHAZ53{)_A1noRF}j
z<#6TaZ%btcqhBp1u4^uC`7u8<CTslOo*PtX!D?A?(zsAlVdpKDV}cKZ%M3A6nE6)w
ztCkmb6|-oJW;H?w_u&?MexQFC;1ZVR;DdZi)n!Jai|iHv@B;w&sn2un7d<DmI)Z#F
z4CIksA7QmSi*J8X9*}>=Wqx(kKXLs!dU4`<r8C%mkt%nDz2ip(yK<)b*!Tx0U=x0E
z(~FPb#25brc8*+Dk0J~AB&Fs8U`P0zmj6lUt8s2VYFQzXq2MC*Jk_pSZXPH*+)MFZ
za~C8#%I{ZF2QG5_Q{!x(5dR`%xYt;gc@3a@?Fw1xTfOWqPE@ynT!yQI6_M&z*;o_G
z$Cy?!bU<#nnR`|0vS|iR`1bnAf&k3xejqWNA#<?IK7!90Z*OwkxTBT_$L=?<x8zL>
zXQjqJq~UU9XZ*6b#v~oHX9-EVJg)-6`hxA10-Z18SL2kU8T^t(h!|8(Q#HfYzZl-w
z<}Nbn^YYR0w-x{eIK!Ii%dD+tuj(BqOxTrwwWHzfpM;5Hmz#-yMmv$0|I+R+h8si6
zuAmlvi0#kjfxK;9G$TKh4VQDswmsLQ7i$78Q}jOEjsR?e0kI(&I7E^UPBs`S3b$1w
z-~^g8q919s76{k`I1pn7Ml<iwR;huM`^<xP?jWzf1ObddKKNPA)mM%HK87r$s$SZU
zD<W0xzdkcuT2JAF_8-Jn>>nog>ek-XHw4ESdH2%!fRBz<!=e!YrfZh5irT}uBf#G4
z>qp4`ipA|43wXD5*7cXj{tVySrt6&l_Wr!Qff#VWSWbIfeUM*68F7VNLo?_jwCeK1
zc1|9g)o}6=E<8npPtpUn&W<kF@fV)NbW-9kt`5Ecl8VEBb!`;hd9{bR2o=hr{F7rr
z%{+qpwYQ2jvG#zf|7hHkJXk!`v~uP=S6pC`gxnyVZyR=s5t1dHxRF~m>UeEvL_U2A
z;btzyb5uPo%IyJEmrNokt|nM>Pw^jK(<QQh%>Pv1yZEzzpdIgREqGa2<6rw@Ig#J~
z8v7irHyaytg$&|B0ts>+h<*arze?}LlHc;#ZMv;zM&F|oa~jVK0Rv&3hKm5-qa`+u
z)MN1Sdss!koFP;v339<GAshT+J~kO?`nRt^HE^fxX2?V*Qn{@rcoU)-W96h;JkWJH
z+!Da2PdgjJ$9S#=%zKp(ssq{#=0fZ*`I6D8NM@$)(CnYdWI6!Z(F_hb6j8>?7!1NS
zZPF-;TV5K=5ZpOVy~9P@V4AbN{LDn5!Os8s4Aj!o>eyqBTr%~5XaaYxrX~Yup=$g;
zDJ34kS_%9ln0^6(WGDgbS3X!5FEm?2`7ze>iWRVPq(`vK(3668vK}Q&b@!`xX8%Hq
zQ&a=~lIz9I%X>!W9(lwN;$7ybt2f0&-M;=^jP0hf`<3)|kJgd6(p&m(f8p>M`QO=M
z(Tj{p=CIS9fj(eaBpGTo8RJ#7>1B6qjVUUxWST)`hB;oe+O_rBFM*Z1CNz^^cI5B7
zP??qci$@8FLmg)C9tU)l-aYo*ISZYNXap%6to=#Ks|>G6>rigv^ajRug1f>!SFEj{
zMt}HX%XQ`)-Q2&8T`3_R<d%@?meD=&{LsFn2(|k4#Ozb`_oEDW^$>Yv_=p37^)Cqp
zquOE{NwLudIp^&zVm}%-4P5e`6`JC%4#&GBe=Tkzbn4C6oPY2X`4BMZm2=b4Q%iI}
zoMMQ(m4{a^ejwM^?Wph&zvy1XlN^tN2}gO&b7&wob`QPlG7}IragOc6d^W|oO%2Xt
zl*1vZcZ>AOZ?^M-HS+FUsTTL6`;sL3z$2PJ*~O=`_g~^mGQtIdI>z9g@kb~{^ww>R
zw#x6RB|jZhy--%MSU6}pU`M#TX=o<$f6KDq*!!rY1zYL~!v@6zavcQYS_lRmANzzt
zEzkz#5wo(xcdhg8ggy%Jy#!~lzh#`xzhbSFDEYp+Wx0ecwgS+23SYQp!dwH&Wc2?!
zNmVZge$dD6N#_>)t`N;AhB*sa@O8J~?$wgay6MAvggZr4O!XbQyFk7;LC#75O@l&*
zYA(>)Pg`=9DZ94iY+>CeQ<9prr}jP`OmfNhYY=r(LD5jj60+B0(VWL$fC$H^jms&r
zMB^^&dqOqHV6@vyr0jq4!2O=2uC1uZ8=XttL9x3P$C)kjlk23k>W$N+QbyDP{31{r
zlhoS{n)kP4i%R_*jF-0fRQ({kTfuv)V?;r9PJ&r~mS%5hqM{==VZlZmKRfrMg`W~Z
z2<J=We#ok?Blo{%>+_CJApV;fk=O~{8P)lo6^Rg6rAosyYw^n<8$X#5E&tRUEhL8^
ziI%f`vnpk7GRE6^36hu}eXSAOEZT>6t~GaQ$8Kf*E0insB<ILRfCb<^>|e`}Yg|tn
z$FJ?zqu?tl#|g^*K6@RnIFg!yy4SvHdum+j&Q}=c>|YN%Omign{yDs{nNN`Wnq}OT
zDgTKId^te+4^amj1eeyVO`0|4okpR|9SZYElZIbqZS-?CL(W$${!iwtO*2ecF6=lI
zOb*piXy4*JuRw+R0(W%%Wb&Y%uXUmn8K4s~#Db3174<@TuCu*-({9|8p%nU?9;|t=
z<_1=%C}g0VIiz{cRhVd_x{X!r=c3}!p@dgMRjVb>@6Psfn~r4k@Co~~fM_hkC%Vro
z_+HFFh_#%Y89?`jjr#_Fmj+#wH6?ZqyvkfWSwjNe>~sguzRq5QCRf**`XQTZP>*wA
z^cK}$UIyj_&H{xXLbJnQO|w{%C+f1h_}7--x`)Wp1f{qly7hs-_@fAlmflqgttHW|
z_2UMb!}y%qh(@2ia<y{LSDvH#tkaq<BxVq<{4fi;pFk$YcCH+kY`by{4ym5l^8?_c
z4aa7I=UK7+*?V1yS<uZsW~4OeS1}U4X(sgr9+DaMTiNnaQXLur{Hw<D6wG+-RCFT=
zXy~EF5Rur|3X@SXAMQe?f0erK`?BR`XOug~(tYk(yXIDH%wvF-tytpXUzsCC>+Z-!
zLic{q#I^@}u9<nMrkfYy8kQR(>Mq)jkP+{<dK`-E7Po<{tFy)UB)!rkIaFMD|Ku#J
zkE7bF&V_w$kWX7Fq_-q+vF8IqrxbU|l%*lX&m;&hFblURE9d;_5X%h@+LgSZaU{`~
zX&QG;P!QWrBrJh1)7|<uJz_q3;I6k{Yghj#gCrZDvZW(HT;giWh}e6J&Q(=rfQTe>
ztjtuFq+jpKTWg8rb8Gko=jt`!#Vzg{a-sHdGI3QlgbRN`UWCXn!{E_lYrghR=M{3L
z{dHGdX)@k19CwjmP#{X>nyN%SG2WwY;UasZ0nv>S$Jz*%7TJ}zF!qocQEhUre9I@l
zBR*zHYQ)jTr4~5AUJ_z=DzelXK)1Y(nyx7;ByRU~jAk{Ktcf0PPbrh#Mgu*Zp&IQ#
z5cL7s`sd5f37qObNS{MgoE0B^CmF?H2iWg!hDlRO+2e;}>9LMbAECn&U&EDU?evTX
zMsM016?>`8`hzU<aY@b3-4zzGDvw6#k!XfIV9NMBz3RHg<2+{c2J+QhsiT6#C?TDS
zCaitDlM3nenUqT;h^*s;Yx523s>6fRE70cGS4XqX-;JX8xJyeOXEL}SmbbloA<(iq
zcsf{v<%BXA(wY0>2g_yR^NEyHsF^v10VVw}DkHd92q#U^ue@)MtTXH%ii=zXJpv>j
zv)4wFD;~n-%jHw%Z~dKL4+aF*rN|5_peCG89S3h#;*=E0&%X5i37c^3t9I0u0vFwS
zCt|VZGm#s5NkvcR6{FYl^{wd2#sE#9o<Unb{15nKQt7X$AN?BjW3vs|s`+WBdk*<<
zakKpChTGpz=?{qB3HXO4mZ8+w@fXVsBSz?I%u{V5H`U~yQeQbc`9umkgtw9dl%RT`
zk0Taw*ht88qD>!io$R}cpocW>fH%$ITjhRX;xA?6G~59lj)xCyc-JSwB_nP9;9yl#
z;gSkoG^lFbzb(W+lc4Kt)1><||JA>>$bJ;ux6HVoz`JZW*;U?aIy>_1@<V#J4g48X
z1t}dMcN2hXu;^{#`uY0afcsp>==ZzoDprYapZGFA>$k1MHM$^}wa>Fcve-$|i)eTS
z-bB9^$LB_A-l^+vl>sP?-^X9HHgJ7?A0GT6z=L7^ZqW9h9u!Q}A^___#rNgJO<0z?
z&m+?C*uib8Uc7{W0u_MC;0KHUfL!0s^p}=Fy{s?(og!A?b~-;zukM~U6PG?Az)(=j
zqJ93<tHovK`VT{2Uy&+(U*D3hY|Q^2gKyt5v*#MIsg}4}@+bE7wp1jKTyP2h&(Rp}
z@aX2M8gMYgzf>c{D)D->be?G-5G_|vWy|$H=n$PPjnH1v&gWM)#NkdXgUmjLIjd6z
zPU=-;h&@LDwfCq)GseVh03<^0MMMC*?iMlx(u05W7Q5ue21^YATu$Oc#4F6cCGXEe
zmgkO+=J@I8j$|(;57f`a`R%)(-G+}djjueiz`4Ft^%iqKC5}J&LxQk7YHkwXT2{Vb
z5BhNn0dGAiSels4XQ4sN?N`l`;6lhw6baK33m0ygTYZ8r?b@4_9^-XBrBn33AZWpu
z9Y?t>GBiUwYZ>*wuAuBa67gB4dsFsuV)h49ceuK5wTgquvKQcqeJ<c}PWD;JDkIOq
z^`xDgRC~a@hE33~edQ}{SAExzPE@~enBKks7O28rHt6nBLioFwOBiXXl0OCU%p>rV
zTz5>@+<Ns(#g!fMJjPvyJ*eQ%RO4$D4T~IwVx~nMea<ZP?EU}IPl5_@hM*hm!i#)M
z2|S56-evm)wKa(0Fi|GIy*>OBSt{&Diag@@9uW^bnTrAgHN&sx#_v?iE7iZH-mt7F
z6&=np3C8F`UV36MW*IKOtV7goK=_%-W!U}R47ce5SKbUrZm@h{V6+nw`uKVUA<num
zk^`z#G`~5X7s1ouRvOrXZohSJ0q;ra&V{k`-zLZOoBSatS|DxOA<c;cnh4^r2JO2b
zBhdp|Ha3SI^4dsHg#aSfbs!KcG8PEyJ1|v<eWLWDR#R820;GRRe!Bk?ETkl`7L)t^
z!!PT5c1{3Shqk)`t}G?hoR^Df=!u{aq;ZA8JDWbI++HYA{J0QrngQLwH#HGigGo}`
z>!YKfF8!qyygcq>8pdP#nY$o6^7hbH`M_Bw)jbkH0b{g3KNQ08AoBvfnJVe)7|>^S
zMkR6z<$rh5oh&XO_vy)lA)~il4a40P%0}rgJdK0MONHWHN+%}a$y#?_RX6E~fp?HS
zCm8<)jlG2-0Gi{9L~Hx%5C1TJ82D-0_X8=G_*u?sis?^ikk;w8RZ<+PD>WxyaUEsr
z+Sc<KX7Sd-G7#GFwp)4jeV{Jc7}z_9bitX=x=?Tl!{jd5cAbHF;Pl`I%rQ<$38vG}
zGg#t{4Q9fa5^tPpM-p(g+_;8M-*X>=Sr0W@<w#w$fou%7hg^E!O3qYMFT4ViVG;xf
zH9ziE&-DLDX>S}yqJv^8>oy`g8>2^=sU~j1dt;Q)y$nP#R60wzH*iO=ufSS;xRfG}
z@n@LzxT$gSOVlap$p8A%x)Q}71}-@v8_=aW+fa#1!?sSiRz=nCeq45kX8HLFjGL0C
z30MDreel&sBCRX3{+zg=j#>2lb(Vv<KmNCRl6BZZJ?pWLIwgZefZrRlk!V7?QzT2j
zFdNrZ`hMhlBh0RoZb;8;mUX^d-*A&8;5Fh>jUt|E&fya_DrkrX)oc{Yjkh>)p@E5a
zt*^aKuIG1Z8z-_U!DTvPhgdsM-VwgT^q{2nVTh;a7Q4I3J@*<@!ObKq5eCJp9rF7)
z`<h+Ai$^RH!CCM858^Uz^2aR&_l(?t0bSA=FqrPIxjn?XWJj<Abm?n{L*C5_;+ylZ
zxIq}twg8kKW|8!R)+Ge9=iY)BJQgwJ-QN@6Vis3aqU-v`jrJ3EJc4=}N5dkPZ}#rB
z*IEX{K^BqA9V7K4qoVtsB+UaTn^<+lQ$lfh#O7{~DHwIOLy{D=*m|Lh9{cWXqI4fj
z4`upDc?PFf)E2lu75hW{ty1q1TL828ZhE{5<5{@(UeJ$0E!IxsN|`hMf5aY`9X|!U
z&6~)7MFsERMj^wb9i$(=UkzgchcMG7x5sk#WXx4%bE;*I%!@Fz{B(`rm${8LPLAfk
z(Zd0z*T2agHLSco1~b+?I$eK@20#!qKm87ujm-8^<x;~NQ{q5DRm~~2A2UcOQNoXN
zFA9ncZe*U&gl$~!EBX0ejJzbp&6)m>GK<5qKhHScBS4Jvc47d?&lT@c{@{osCb)ah
zqcK#Nx-7IOcxL`9f7Yr#JDlS_f6{JdD$Q++N8prf=F!+^uA<5FU#Ew!H1*RC9w#}-
zQ_6_XxHGAW)7Lr+-qG~_;qi{z(w2g5Aam%YY9|(ns(oiIL2JSX?lveQdR#VnaKF~z
zZx`ZXuKXG=Q!g#3?snM{_<m=ee)$sQRZ2~EpW&y;>{X}54Na?7A7$_-aadWm?->^t
zr7Ogb-Va6~MoX}`KBgi`@SRwlTywpBXxh-Tb8=dcs0nsJ+hJ3RpEW{D^kaVi7qYM@
z=s>iy^JGe2m~;@8%d5OKCq7dBLC8Ew%1yG<uLP-^;ob6GqgyO}aT+nlJ&cjNN1mW-
zr{j!JGJE)kt*d0g&L0<<525?`WQ{3}V6!5S?tq{0=+O*{RVz8+Pj^8UKlP8`&cC0+
zohSYRewY#h5v3=~JE^)i<}sfZ+Pmbo(v~l`mCJ_|0ivRCbWWJ)#Eh3719Adg{zT$#
zH!*{{>rkIEUX&Gkm}A{R3UZR>bq3bCNNEBoAH*HnkX->dYdKL}5yWDjfBaVOD}Ks4
zVyU<MVe4EK#;{y<dULVU`jl6#L^NdC*_*|&>0sJ-dow&MTyMC6zYe_@yC?a!RKL^c
zvDG+K70okt6CC+M9MrlQEIp|F<zNzQae%P$Ku;hJ|6S&W+2LRQv_XK17A%r0_ys*!
zZFMM7cRM6aAl$R^d;YutyutNI5s3aR_Cvx~R{G|AUgtj4z66FiY_pKDeQr9v>-l93
z_pY<j0g^a|uG9CVPRxjU*?ZZ`K6&9Fu)A8nVDQ#FaGIwdmvCDgB`5sc)F1Xo<HH@_
z{OY}0^UDNd5_O9sY!r;vn3_+9MlPUGcg;4hN`8!h`^L=O<7h%V78ngXxm!5d0)VaN
z65xKskFJX)7%?M7&Deh>oFfIrIWm{$?Qzk2W|*zT?(B3@Kd^c=@&XG{Y-v3A^9SJC
z^C5UhZGonh_?D^X#N+dF8E&#ap8#W+LZy)3kzsJZ&?)mXA^`{vlUi7QKIJlDtX1PG
z+aC$svk&Qo^V{C{{29|%Y|SW1(*N$9m*`?2|0{V|9iV(-w5f)8$f6(q(rA4fVJTD~
zbuRsqiE9=d$>ZjmsSaa$+dZ^V3&S3}etoX&h)dW~->~b!{8-s4ELzQ(DHgZMzTJqA
z!ofkj7Far3*3sUd==XkdVAfi{{3{|dLf4ovNtf|Ch%NEJiohukndet#l&wjrV?;WX
zNnR20Cf(9rTHJdc>S(n~_4tarFmbKdO3M1XD90md2JwqO_Dbf+*_N#9xvZ<us{dng
zTS$%Q@=b7+V{kL}S#FWa7$_wjxg<X{&V;iBs@hEPWSTsA=4N?M{!*PPS@R`tx&W7O
z<|sz*{q0%9pP%HS`)pcOTl3O<RkoOq<bsj;;=ujW^ZN8z_!Cf_%}w@6n}`NF`ZD*?
z{-G0hn)0g4S8@Ip{?S`eV%dKGd2nd4W9>S-<Wf!OxvuJQiS=&4$Xa#M;`)`KuvP<}
z>OG*F`O!LWLtd2F4Ks+g9gzRO_v+*JL1{dkd(qXsA$K<RPT{wVjq>4(SlO8P#_W?|
zl#OfENmAdD?oKq?HEEdrTK?GXyqaxui8+}cP?`)j8K(~Vj%5y6aKSo+`lWhem&`A1
z4PV#dM0qYuuVDps_1FB;JLP89<%;m+T)5_4Maf*dx+P(o21ie_?TK<i*hZm!f}Hpn
zd7*%;7Ro&1FC&pnid~2*?qJCqyu&N8=wAnrR=AEMrk&XIF2q{v9ycKSsNoX-<GW)~
z_<PF&fFj9T(Kqe67}mLudds0N=f>ESj0q+qh)HR`@zWKIwaM>+Kc|pov_-rN%E<pQ
zqi4?0y89!pHF*Zw7G#cs+CM8%L41g}lX2pml9;zHv|gyUF$vbkt<&(OuPa@DFl<8g
z=FwyC{zzwaP^_`Gsh^H0RV~>Enz%QSszjjr#1d03tXG-iT;99nc)WkQSu#CoUc)PG
zH(%d1Y)jLBMBE6sEDpRe<n=S;IVXIKr_Mk$FgICc39shit?K=}K8gh?sRp|d{3w4L
zrN~BH+n+pIK;=u(l&p$CWx$HzO%1uHNBG>umj(DQ&%CnOhVh}>J6ZxwJLZE$20P{t
zZR5Cg!ta~_BBi!jELDAqq|NBrW+FGs670L=tr==Mr7nl}6J)J_XDsjTGpYFTQ?}Qu
zCsQkqBj@mEY!=XWUY`bZem%%|6=ix2EIe<M-Wf{j;eLw}F&j+IR8$nH=-mH4X=Ql9
z^{br9auWKaSIVIgQOuvt^-Q@JoikI9T+3>^q^b+eZ}mFXRCSZ0{zmYHRW&g)F=I}b
zk*p2=?LNING>Ul~K6-BB_W+DO!Y}S9c8`W~n&dxQxjNky4-my$zHmafIPEzh?<Bae
zoGWL4&gaeS;}QbUqJcW#0BA#ojK2RI_D8Z){TyTIM*onH25D1PT+X*6_P>9f_<mC3
zh$P$ZERAs!_Bhb_Vvfo{*y;6mTU+vOJQJ2cjnEopo?Lt1xVm3&_Sq+WbP@RvJPnrK
zfzrNg+v<u<u3CzBOP_a;>q`VfrCh}p;rfb6%f(=JqF9`C#H#yMIlLtG;(8nJsn#e%
z3#{#{LJHVE4W0fus}gDs=5dtJBA{7E6IWk6eBkU4mk?&>kH{N*Z278!x2zHMLdHhz
z4B`b(3aL&;_F$8hFkeyHHH7Jn^#Z}?cgF4G*PvI%9~Unb`oCY`d!%NWcN-X28R8J3
zM7L;&i5-YEVf_}D|5VMi$m)2{dRP0<$kKH%088x0VKb4Oe>C0x;UV<Iw9)Mn*Lx%-
zX7>E`)bTEPD<}0bEp;1~8_Q0}I^ez4kpITSn?SNzc(#E^JU(tr6r66WywlWT{_bAM
zz}RiTJy1s0rX;JY=SOp@Es4^kvVwZrI%mcF&`_pLT>&+Ob&N&pH+Nu7>x)z(WhmSO
z<)`1j`0-<p0)~om$e7<$5_*^njN@Ji8-$Rp7>%5U(ILa(I0!769(UTtgw|h0o9wP!
zacH=&qn(7ybm2|qw>pxkg&duMM`AbN)Nj-q$~^bf2h9Zf4xPvS<YaVYwY(o6=iF<3
zjmHgV$Bst$5<TQ8gbSkb9{?&Z_RIS@Zp9xZLJ%jTCxpd`*E|rH%Tk$fztEkZwMgol
zy|A4fm&k6N{-dBsxVoxoNzgu7=2-iqPNBQws$%<n6hyywo(~e#8;%9_)wNM-30tEr
zEBnxghANBDSVrgNqH~(mbhIcw6n_@@3+A}z5i|R;KlQxZe!j?Ge-x~B%e8<x6ye6I
zM&ZF%3dz;3fVQS(hsvlQYaZ;(O`HEX_V=%Up0O#mQ90_f6FB5L5$O$B72lhMphf-@
zqjt$~Il`Wq53@t9;1*$xmClS%PB9?(-cS3cG~u%nEri|5gsH-s|4kw|0EQk@pOAR6
z_k6ow3Qn35DWc_Sqz_O?qa5$-82-iGE%^1NK7Jx%(IGCaoyaxj<FDaQF@Ew3fpQe*
zAm36y_jE`&5I;=i8@A~-hJyvHdbW;+&vT!_>XLU-+yO63bLi@ZFNjg~V8}e!?}PSY
z#?$WAh5EiB4>~-1a;f@3!X6P2+SS|kS6vvuF3^}M=2cZj95o+_C^5Bs#gC=;-DNIW
z*^{8XT&91iow~Mv)4~^?=crX|OXwWam@_zT#{b9n3_6-Thss(DmLr_`IPC;E+++t9
z_-KMv>!G$ev1E&@%5zWo|C@Hv*j&l3${S|UVjmAhuga)ZV{8yLOSdH}%K>TT+ej2K
zx|$cH8X@BklpnHYblL`{7<x}Ue!1<A-IbqBy|?~Pj5osYZ<c%d@><8gWScO2+X)*J
zi$|ZNV|lIm(|w6lIW-;gnju1iO}4A$7@F9wf?;V0cO~dnD!T(5W<rTcs+(WGjR?n&
zw#xHoy;l7Ie@O&Ln71F?J2Vz&AvaMhNA1=F_#s<vv_R>wX?0ck7ne{`F)-TxE@BIH
z=|rvrYss>n!{=KWkHv5Szx2+a0`WhahMl!YWKF%5x<8-uyiZk|)#ibnwCHU842qr;
zy;FEihn>&^xp)`WuI%X>r&78aZ*lcFb}jFXHNIlGOVxw7S`yoVEbT!bA1{*HG2Zyw
zGsrD1@Vw^R<$E3l1yxO4GpGo^Rlk>74HGoig<jK(B^>^Y6z8Ny+7+(qZd<4x2w)PK
zavHysl$j^5VmEb*edVNg`?y$dHpIJL&r5G-Pd8=81`1T^X1nwZ0^{Smx{vy<fK~9Y
zeCUMNcXzR9-A6|6#Wk~2ULsHQE5VpM4hu)uJYiZb$jjjkzOkyD;ajYIVeiXoK;yov
zFV^(pIf<^7_F|N^O5c}vL+4xdUh(85Z|%sye5I^yx>q-u{9Uw<PaJ|zugjxj7&`~X
zNI9w6k}6-{{?~-ozwF~T1KXTlUt=9}|H{$fVymg!&lh~JB{S1$!F7!(QM{hJyEQ^C
zwY8UABhuYmNjR$9n5od!PibJZ{MY%+HW7L?(%GNsZbZcFjF+7HE=rpN0&Bem2&zJ~
zwshX@Qc3Mom1{rNn#VC3aR|KyuwysFDq=;+&qVw&<ke2%sPiJwdqWZ(T#XtTL2kX<
z1Xm5$R88MzOLsnY<fCy&KmBgE)umlYaz-QnKL7_o_`cVWPn&#IROli?k(g8nqe8zq
z9<@bGrF-GKHceG54wofO(8fu!3BS*KjSRuB&;b>S{&AbuEIL9%x&yUFD^qb7UAU(g
zeU);Ln0ugYye#||xQq;3regiK1D6wO)Bo<Hg7fpCyU#IE9y>jyzx%k<6-sqi8uj)?
z)*HPv?Pfg->wQ&V8|#v5W{!2ltVM`g{>*x$Sx?FO3(WeLJsBE=OvU<d2O)A)8^o_Q
z_S3E>g#A}rV?)-%GqC^hQHHr#|LIYN5H&EdR1}1Ht{^O33d;CRmYY6&52b@8Vb^>Y
znv5$Qpsb{LZCV~i@1ogj^cUv3bGzj<eNS$yncGZ^pI4OX98N|aJbAe6MJ^_v+oxCq
zK5Ox2bkfySaPN@pj$d<>OS<A=Nk^w2(EUI^GTA*VchQCWuw?f#Dghh0(mxa<20K<F
z1qQWW>8TY-vD&DmJ$*7I>wU()jrE}P$qBXoh2tZ`@u^t<?QmR$sKw8$N1F9itiQ;t
z)h`Gc8H7y9`fmmy`oVJ9f8DI7Wc>wZz5IfZkwM5*tp9cpVnWpLGwYFNJr(OOGHde-
zLPiE5Q?mY>L5O|ucK%=QkD7}0-|mmHqvE|^H|ziY6RiJaH|xSi#d|-q{@;Is^%t16
z{skcegOIsc|LGuPfp7zc?T`AHw6;%~^|3)Og4*~E7?ydZ48gY5>UF{->pP>?Gp_M>
zuvG>=6?O0`uh4~h+RBTmr%l~hs94CDRsM$;b!GV<THGR}NNlJ_m!(MboE?3Z(e*}@
zg<9y8M74hOc9Lx?FIMuw<4Ggasz(Ah)sbIvqW^9^W4*agKz^G_;M;KfP4Yb5?^jGd
zZSqz^Uo|@vvlV<_LaGo-Id^_7@pa9edo{bug<dOj>T}jk#tsDaary=7br!#ED#Mp1
zU;8q<dW)X{yfb*w34D5aeL47u!Se?X)`to^TR0QV$}Y$WHPH7_D6QNZsGK~z70ygW
z{T$BRr9Lj4;o+gmhaal4Vq4?wa3(f1LN_EOsPe!S_=ypkXK~~!oIBpM&W9=v$LM-<
zpMd;1oViav9nO@KPn*1zeDtX*E3Qqq!<i^|B`7E0hFKJC6XVj0Bvo3xq6|ZLsv>t&
zZ}BsL55t-J;B(<jDfo!Ni?)MRR3yUCV;rflvHMAbiSD@nv-mtTCq?PmhUZ!%@5Ox?
zTn$qf#{6ifo=e=Ioi=S_ZO=oL<2E3T-x&VKEjILeTa#X<a4+_`%V<Rf_v7MvNWL<Y
zc=Sb|EbYaSx5j-*xUAZ4>>KQR0_3pYjo=>gbih)MJZ<FmnCtFvZsM|8_R`Lwh!)}v
z>jaorSHB*=<qNJj;H$sGDeRYDS5#}{1}U$fhiG%rYU5K7heOf+4)Ju1QcOHz;_`_@
z^Qjf;B2@UfIy8?;hS}>F9}Cnog;BN|64PFpS8qor*g`A+LC-*EH=(Bu-7?m3akSf)
zj)&)V>36rFiaSvCrC+?xnF1bNXYD&I>`S}o(AO_c%+o^PdO<yg^%E_JepbDWe?M;s
zkIh@WWe?sN^A@V-UUY^@EkPc|Z0*c{z`obdx=_JF>zCe|nW<b+Vc#okO)pN}vhVK)
zUSQybz-15M5d&XF6)FC0uiRzN1?~>mulK=`dDU(aJu<mV)Kb4(Wj19>-r_EA=)yZ=
z-iM@8hm9HA`e;F`>jZNZxQd!Y)2foK7IfKmONcc+lpxO35c;{!3nfbu87y~TVpbQC
zFTBcyPsv<dx8D{s*9AdJ0rRw(181fpi6x4{LPaixX7?QPnj~$*VoY(=nd2gbWC!av
zx;~bcn1b-<<{NUQ)8!vJHo4`l*uu4P)jrGXO??vX;TA(^=PvqjkC?l9@DP1)%J8zY
z0=J^?hv?Q-k(e{=9kfizTioS6ENBUFA3GWc9iY7`Ze>9Wk7m~pad?2zDD7vqc4W{p
zC3A5(xLnSBT+pIUho>ETc&bX~H-i=tXTDm1VW-10g1jhb0dz+MUSd`Q|8Ik-Ps05O
zTHp?M(T{t?-1VsH#IcLO9imV4Q5^H1mnFF448`_m;JFeUBo0xW7{Fq)_1!{+mi|MY
zM$Yab&lowBZz%ojSNl9hU7RSlW0Y5x;Mm7Wojpbm;^J~fQEwgn933C9)h^g)365tc
zooS&dQJ1pa$R|P$H<63%y`c<w+Q_ZxImTkP^Hb8Sh-@I<&`iPh*&%U3oa_MDo^WHY
zSe=;%8zHXD9M(^S_aTPfMbiImvh+E)Z#N^j$DQk}trv5Tn7euE6y<h&Tg4%!a9OfA
zPSN+7+%xyGd<$QllfWvU^*a;_jr~VGM_t^co-uV;I-aH2L<ZC+kBta^?To1?T_igC
zd1B)XY`3Cl8Xa4Q`1+r*g&uBo4vV_L4$36K<6;zC=YhYkj)vRy^Lh9Jpuy%Rzz@L$
zQ7oHYh2N&1uNHsW_^shptrsHQda<CpSv-E;;BqjRplb61n{1!BDk3pWyw+!<x1g@^
zbAa^DC5zD$qk#dz)=vh$5rdg})1LzVc4vaCN>T-UX42<T75s?d2Qp}yL;s^zHE)T8
z_VUK{mPmETMdepS=87)(cPny_Kh(TQ9W;YFXVkk|lq@+*PuHc3`4MHQNfcJk!YL(c
zD$ECHd^d(#UOE(4LE>9}Aof^zq}!KVm}~nd;LCdgdPz6Z0Xd)rr(5jH=@q+oW?C$K
z0`6hT5pHk?-VuDp-bLT_2g|!>d7!ZlHYx3^)p?v|q`fwpp=?&H5hJ}ek6~&LzYzMB
zm#NrRI2&)V^M+fzp$G4bc}q6Rt#I#F;30RuQ5TWHGVc8f_7H-?9%)G@s4`U^9dPw2
zc^14wtuKylg0|74&w&1vU%!Vw<J9Zee_Fi?BrlaxW1Y+cjYpwVk2W4z>9Z4ulZh3o
zM>+M`c!y5?4(~xuJ;bd!>)cmI%@}ajbRFGSck*}<!AqAAqfNr1sUg5A{oy~A>bdi=
zKC<b}tn+uzJnNiU%Z_PW>3ivdZ-@NI$TaRrq&Rx>#ETCtuy%@;yPuP?<|M~+a=+=<
z-a6++P68s0$RT6i<;c@U4pbcJSgfFiVK<2@nkKn;ea9#}jVeY8bPB^aOxe1geXEf9
z$0S#JFcj0X7!Goa1Lv+jVe3tN65yf-aGtJ*76OkLcp%oQDt5JtqFB&w1?b08wc!7E
z6$|d6Af?x^u}I3c<T&U2^x^)EEl!gE$mhw6`{Z*bZ;EgFBIpsk5D<ZvTwdCxHQh=B
z0IwNbEMd9cqOncC=CaQ=8FU}K@TjPtRG7V8UJ`3^Z2dEKNmE`|q4YwrcQ@D-Enb%4
zQwoFL27l$S-in%Rf1XzWfAke(eh8HAs-ojBN>smiM(<Aq9ROD|3qrdS)`_<^TuP<W
zX_K%Yu`SmAV_njoUdB3O)>>3#ae2nEV2dW*j}#qV<XCu>JaP1*o%1U^=pDW2+jaS5
zye3IHV!7`kHSaD(=Mr4(Mc<U6KeZb8Jk&)O>dIuFuYh{Q)B|1OMf0x0^IPlalY5-m
zp&xp&TUfg);U+uZvd7t9jjGd%Q?Z7iW$PB}bf8|sI%n3Ve+JimD-TYgAEq5e?VE@2
zR^$c&+7>wr-wmhQ?Ro~-hi$jR&gaYXup@>oLe}zU*h39_I@sT0*y<OEj0{AkV*R%R
z5gF#FU?A!zO39&F^XOA)niJ!Gs$5+(NenUSsYr)LeS`F9lh#7~5>X?Qem~ZaCH>^7
zW~@5OIw`CkxLq+MEsbI@bw%SQT_+xFXo~NGe+h|Amw=fu?AKKCXlyGkBk=WWpeMo)
zqv&_vjL~4^GmwY3Q}PD+bXQ6p`JBlcRnaEFv#me~KD^(!)TZchX!689xKrHy30@e=
z0`JZFLa17MC&xsmvuTe|X2K0OakCD%BgVZvm~9<CbaK8>##?|En$_iA6(MZI8y<U4
z#rk}qyuo@%^nF6D$L6FS5rscpDkHiFZoemXxKU1u_IuP>b$bGEI@qUsWh3lC2|yLH
z7C*xtYS`1k{uaYlzd&SUATkx}za5C^QN^*JS^sZp)?Z}S%P$NW8iq^<`wxd9CS(mi
z!yanb)4~20!#2M_WMm*R73;qph}cnA^j|~N|E6aBw;Q7DgCXC4zJYZ**nhWyRkH^}
zzW=&m&j<Tk3|s#Kk%588T&(|eAfkhDQ_Ger74?$Mb~J7(yj&yRi)Doj5?rB9iKwT0
zakyKBwBE}N;LN|=*707gLb_hz$ViD@Za+tbracvJctNJstdO_t!aHN$LU&w%1hnW4
zHy|nB3oj~pCnS(k8yZ;fXrH{DSSaS7#75fC7LOYHwocc|SaK(}(Yj~AE&AYAY0q7R
zJ8j%xkBvuN7TNiZVVte-E05|9%BJ-%%quiFm4=9j9g5MQ%nQoCtY1N||2eL(Kv`h?
z{k#AMbXw?Z{r>P<Q|s4T*-Ki%y8fot5A%{*)Z6?FZ{gS&-~=Va-M6695<v}bA@ZZZ
z!(&xdE$9_l$7Apfpxn@Fjnf1=9(XOq?_m9_FWusJHm#EAxw`&KK`R3+ZiQK|LF{T5
z3{Ojy;0q9|oh@$aWM!}Y_MbBIpOHN4PF~z3pD}r1I!2PH*+mP26v~jdOhu70do6h8
zWn!*&_3GDxs*JcXL;0<apU<VzLplpCT;~dP&G3`eWn1O~4&K9vd%&R+@U($f9jv0{
zU}gKk+Bo;e>%*HP2M`~KS`R*f`y6S*7ejIq2LQQ=uJ}qX5|HbQlc;F7#wT35PYkHX
zw|XkEKFR|1RzKTYxcF)O*KZ;6qYy|H*kfb0C>agRxE`@(n@q6fu|^bZITeqKT+ika
z_v`HEV_`N7_o=VG2Ug!fTTZuX`1%^c)Pa!693;45t1WvVB#D^WVy{0J`px;kcD22S
zK7HKQpwAe+TskgzwA+$)yMJq@N}*knLUc8F*hi70;1`$DpbYT(P;R*+EHnsSXY*Xr
z0!q3sYA@EVnk;?_?jl&&ev^A<2)vkk+T1(m5#)Bz%2#8%T+>Pdcx?-vAimIaJy!X8
zW!z3$bSHS!u1D;4+=eMjyCiQ@5^amtLkY7U+4vo=H!3=4bwxI3!neTuwF;uUt7_ju
zI#u8B79u|iGCXtT@H3ZJq>*ojJF#~_+l4WYVAgk}x25iGR~`zZ*0_EpKh9kIE_I>(
z&xQUR?%YP7$u3l&&ltT_qmNx);dgF_J5lfkT$$3>O&oFV^*`!t-W|L2Dz|*!`e_?1
zehTg)RL{T1y(ru%;GQ=3&Upp7l}+SPHmTd+-jG)aHqTzHD%5PxE1)7sc+Qf)IiW8(
zXYrCoe_3vM1tC%Y#^OGNdgGt%Ezl&!-+K#@AB8|)!D`#Hgd(YgLe&$uHMO>cvQnyd
zL2g;<_WC~G0TxdLx(u8tz<w2WSwfMS<>TusHtRD2?*E`q>VT+1^PiPG>q=hSB%d~U
z;J|x!in#fd<)vXgov@mWLo2Hbs^}C^wZ#;^Z}RlrezEP6e0kw=G2Blkd^!zy41Ex1
zMl+fUD@6j_qRRC%;vb#hnW?w?8St|pqv<NBxA3Q<o=W@~;~#wJK2cH$58e2_PhpQ!
z7xyh0ma3@$WD`A@oda6-B*U7DTvl(ypy7vLveyvb0s8M>L*$1c&?>Qpb*!oze*!B*
z8!D-FYIH;FwxRO+1eWHt_$kWONaV}MotQeP=+I;@jhpNd!1@U}y3F!EhRKK@3!Ux}
zmwkw*O?*9VMc<}xY^A2!IXN3ydB;l3Gl-1fCBN)rpjqLS7AW89jn9Y61K;~%rO7ZC
zYX4%a&BA}cL*UDDA9%*V#}`e8x4^R3w%pk}q)$&rJ1w`833k9z5`p`}^z9%`cfjI7
zO6ymxSwD-SO_Z(!7F$F(TN;dhl9#}J8bNe;2|63i)V_qs4}uOI4>KL_Rc3QMiywd_
zw^KF$&~U5ezD1B-B$H{8prWe}zN+;<(&{K|o^xqILLoi{Yh2&ScEGx9a;eLokNj3J
z>_9$u%odZ+nLMbfilHc&Xp`h|u%_&M&a37UC10wx4f#mr#4`z&kdv~H-e!JQ*CW`w
z9EwQWyT)tb%3BLW?pD_`T6o!D@Y8VL;{Q9`MbgvPaL<_gz;@WZKV)#h#C3-7ecB{4
z?W2J1_L#u-?ICV_Gg2YX_UKsQ+F==14DFUP!1djnt-ovAVEmK41reWo``2$F@}po*
zN3I=x<jSgB*3DoizI9&G!(iTwj$DvtZxwlKlPU;yu<Il^a`7{l20QbSKYagf^7&w=
zkbKVML61FjRb|HbX0RjTPld=)W<_rU8n|dpzdu`5u!F!Yeby#}pN9J`o^XSEO|X;Z
zo-z0Fqs_ycVPRj@<0lP29Sts%VtDD_yF>gj`#JrPYYySdLc6V8s|lJJ(Ecr9upK})
zSpEdB;HVPzc?Ic6r~Va0eh32fIAv9Tk*!C?KG}<%dRJm+t=UCvn}t>BrwnU@)zVMX
z(T0q)Y7y<crdghL+O##>yFg@F7@68&iCsa8mJM$0AC#i1Xn(>~vwi!P!Uv28lCbxC
zL%a<HTd|gxT(C)-k>Ui$TNR`3R~aJb)+S9H|JwSWNREX;j3?KtgYq+cOM|t~@B)tZ
z17AG3^8!RLTifLYWPSiR>*{S5CsDZlG}|Wx6c3Atw;+R+e)dA{PY0G)s#U5Z+*PX0
zwa)<iaO-dbcFwbxz|I-ADt0W}y4-|gQMi;Ce~RfkL8U>OYp59G@fC|o&%RY<A$nty
zlHg)h1cyp-t*qOi{9Xw(I^A696!e5!oxFZlbX6#8ggLebJD-C+-z(y=kiDFJx}~g=
z{ioTRKsZzxKGMaQetjP~7qeelBYhwEI)zcr#Yh>|4aJVv^rNAZazUiqE(@}FT6{L-
zB0w%~Am^Qsr;S{5n8e80HaYd#wQ9oM$yetnCI~VMl*RF2u4p1#jC=;<!Tmq#S4xpD
zosg%E9N<`{++j<&tMJh|6G%YUoT3d|!b9cOxS8YZ@rs>Rtsr+y_d4(LMm?h{XFYX$
z*PG9P9Ztira0@%nNS&8r&l$UseUrS*C%s5vi&sw~u(opcmI&Z+w?}#u8pAz~6*<9^
z(sB?NcU1d;9526y&ITKNvg;;nmUQJsup@>YXyd8{eoGSuE=`z=^`Bmva7L{w(zb66
z7*TOqQaPun&`;3RObz3wm9MJ%J@_v7eaIm4RCIc-w{n7P*ALS1x9>9kkoF>S!5<!K
zW#ZDGk@)8Ye{Zq!IneWjz<fFSq)(|OpRsu(hFpQfgM~SfU0fl9D-hSbsR{}{6f`${
z`2?^byOpH`b}m(30y}5ewxdVEbS<ZJEp=8HYA#w`r0F35Bs0x)V$;%&=&Bpi?N???
z*W%5^(nO?WVS9y5-|w;HO#TwRlcChKX|?ewxcjvgx48$YEOC!}#M}ct=f(1gQdz7x
zd-yT>n|0$Nd@lNbg+@LZ?QlFBT4`tfcoFTKX_v2M7DcdK?~rJN4Q;St?;e7vaP6K$
z^W8(o$$3RQZV8g+D31>cWl_mxF)eofLtk#}b?75TFGBM2=g-Ib^T}xcZGV1(t-5Bk
zmZKMRc?Pz4ZK`os%KH*0%~8oAa4R^LZcMF(1NQv~A1wT}#nQhW{^8Hz!qRKtrwzUq
ze#G!)nB?O9*&o+``viNjx2uY{;cLepy^X*@bQI<E9ij5QP$6Yz>;hIts_`GREQ7kV
z_-CPuEq^Ndn-VAZ-nrZKmyYyvrZ0OcaxSD!McW2lV`i-|Ax?%>PkOOavH~JCL(Whc
zU%P#Bv{!E1Jn`=H(+%lLP=a@%Wn%Ov{DuMZX|l!gCxGuVMZ7b7b{~Gm@a^*TUPtU*
zqw$_mA;o^)ZeGXVp#&)kp4#bx#?jalI*)_C=j3%HYx4PDPagv9Du~~r>gcnM^wXvf
zIO5t*%|X+QBk9qqO&-U3ZOk(KqD8st&}yTAGlE~c{cqg04beFJHsJWC=75rgNymuY
z*Zu>QD=ZcFB)yLY>!0Zbu*>=CfB6C;KLATxmRJ-GJ(?|h)}}+-H1x<`K}_)ZR8Ggl
zciREaZ5EAAf4SF-z6<wG+n1|r7aIJez@Zaxb_;mU!1eS7E?v(lCtR*uqt?FZ=ul2w
z8Kv2<M%ZfLvjB%)z}Y?E5d&8tZ}IinG7)Suh{liBy4l?zTjnKsKC)#teRHBTnH2j6
zrXAc7DvGUrD*9sYArMzt`5OABEB&15tB$TlIK_tj>hy%GIr8(@P2Qx9g?c2^iPzA&
zu8{ERqA9<;wVJe;`Yg1e7j1TfcEq%GTea_J+D)cCCGD>;?WO;;0Kta%MPtxpMv!X%
z3=r*h12TA2He5LO4Tt+5n(X@9QA4PC(TqA*K`lWYF=`W%hTk=F_%(A%;D7j<X$H61
zsr{m3pK7z?34IH2av<A1$85Kp*t$ZN%U((DK3rv+p=-hayMB!pW1j~;?+RaZfFCh@
z+jhhMwf5d`?fs$uSFOEvRN(k)?akTw@@wrK+1hJaTj2O>?d{OoI~V-#YVAF<*FT>=
z)Thrz`)~X7V4&AB-F2@lU+?5@5dx)_xT1vD$i1?GC`0Oggc}3>Q(5Yp!|S{Y7{iHP
znHI*N-6o2f_2{b!Ls^320_e=>#a;BeANq{ZOWk$TEG3$-aSr=4am@&_*JC%$vW$n3
zxH$ngAzPOSpt^;58GO+9WwV*OKYm;Ifh&BrVu@IqOnx%(;wJc9!(s*bw8ewvykoPd
zq-Iea$avFS%Glj&hcby@91u~OlCDwODK_AUfTSeu=Ry+6An9#{+w>rvJ~Hi?b!&OJ
z;`Mg_!#@^(#Q1r5(3&c*lifpQXb)AOUyqxmYEpf*12UT=>86kQxi15k@K{RsQpe}w
zCd9ZGJwEMM&UJYaXXW0Td*6$b2QM@GslbbU3Dwn>*$VI~S4%AipD}n@w^q4;yGyK^
zS4)Kt^);8;V-|Lqp14*f#khu!SB1Fa6+V_x6;!kY5omK2pdP*`uc^*T{Hmr}NIavN
zSxh`_;*}?APV-nDWj*E9V4+tPJEaH9LJ|9@guQFhp!1aNZsmRMYstD6N;tTGMBrOg
zy{S(?UUVd%>)Nd$A2Inr+`+=q@$!V_Eqsob+$z~H{`SQ8=<#xE18T47^+y8(TA^JH
z`$9=Glh0Uzudk4H(Bdj9=MP~i-X$<8dvU#_q=LQf$UbBC!d7jOElHCtTbgX4;dWV}
zZLinABWjOUzLz~NtX@lZT@vp34Anef+2(vtH>dO>S?(4%(Be#-ZCofc#YN<J6_X97
zKLP)+!#6hOTg5-4t5MBAZT_8)Te*$-N*ePO{y3_50S)Kv(IDwwK>WNF`x-WCxpSFf
zd=KXrzzg=ZldJLD9fai-x7X>&^I)^7xJRB9>}xM0A2E3u9=57V(In?_fKpO)l_CxL
z%FER9dMk~ToV8n_n_paCQCk*+$_4GgU8+8xOQsjdNc_92yITLc<?hp!UtXu=eLYrC
z#(PO?vzPMDn73pdvtm2$W&05xpB3YqSd3pD6Y(l*BuODI5+~hqN*PF$Lk`2p;QAEZ
zL*OcY!fm$|vN{<#9ri;nhTXxgGlpJ)J#FlrD<Avfo^U>_GF{NPxCavH0uW*0gJjuA
z`MWkzBNw-@5ce)`Rgbzv%@6$}=p#lS2sr=;)-fIIe2sp&R=tK3wILn6ZJODKY(BxG
zZ=qGPq}gv(d@eFLQ`yCJiMcT}gKNR@a4ipF=3{>BCb+{~c4D42b6J%dD5>uWCqLy%
zX;5{fLR)?BFoswpgC5UPXC5x9*pwSARYC+W7k$LxUtE4g`z^qYOxDFRGm_t{O}EJF
zq-U=qpE3E~jU4tZB~V@bXz1hE)CPS%IGPeLM?zqqpsYJk*;e_$ayTXgOl2rDCwBNt
z*dxZSPF@CjRy_oTk9vbHeUs|HZj@Y5To!}IH3G!s?@{$IAKJ3%vWIX<Z6W<?S)k%J
zHUpLhG*i<TH|cZUk$%?nm%h<ts4MF_;&{c%LOfn|J$wE-Dy|WSgO_|9voV;eQ$Atf
z*1DZrm$=O23nX3?6n#lW;+ldI$W2!N10R52x`EFae9Z}4v|t&+fnnbnS2cFikSquf
z*cf=yW5eMxWA_$SZq?SKdSVX-@*`#<oG_ynZL2Fn`pI5^*zZ#OqS{pV0$5%Vui^zn
zegFc&A8VjvnHy-krBHjF0h^h<NtUW9SC8X}UG2v`U<ALx`;>lRU!*WDMXb!8G7BC~
zh;(LNkWC5Y+OuVSW_~X8NAU?RqWcQ;!3-MQMV~hM^|Up8iz0gK&=#)1Q9EndP!tin
zG>W*KwOmPKvTVyDtb{+KOKH-LH8f(x{5%44{jU`huCrl>0K2$>eSzFqVlnoNvG+Y;
z<yH^j!9+r(s9RGOVH?7U`x(Eq*4IPO+cXwLu=5EQ4XI!Pr!IjrA$!q_z0QeXRj`kk
zy$MfO-q+WteasmAk2X|f5jfp=8ZJ~v7iA<>Z2Um6?>lw<dyyfWjAVy2PH%$JgIwvC
z<W2@|{i3Y&Hai`AwzC(pslQV8JU!lB%|31RK!a`_XN_@zH!jA~uy<_pmm1x%&4LTn
z=NY@glIRJS&BxHFu~=WlN5gieJjEroyHd+5yo5VrRB>=KBlshga0@(7kDyh6&lr5)
z8j0H4Rr%4bsw&%68!|ZjlrN4KNkD2B;O?V2TfeF*9}mGkdai{Z%@MQ=2*(xHo0(o3
ztbQW;yf1y;fqumFZQCL^QKXG!K67V7)ea%34nox9*h3mihGK`p4IGpwH*ler)YR7(
z{)xRT6q@~ye3rbpPd;t(n(a9=S+@04q;h6!v<1}ZB;-re0SkBvRk#~UIMXi?_%fL=
zW{F+|tPe`<&PO_Nu|ZEuI(cbURGo%%luD=0aB<3dc8g_wry9K$=8f^+pia@!@B=W@
zd*FZhJ!F0ygy^anC(km^wKK^LnsGdo>c`(B6?{$;6|}q4ot*45wO}DrF=X#;iPa`Q
z1#8iRHOtKB<XPv;+7^44<0tsiyHInqKUk#;;<lccQr19m8mn<G+^;p?sYhr#sVu4j
zn$;Wx-v)=?{fbS7l?MICdY-yVlxnr_X`qWf(9`Y2WzatiU9mv(QyI~J-O8RHer~gk
zI4)418+L`;Bjk2_s+Ofqj<K!u-jk8u$GGp2&L{&Fkj|NOT_aPbs?E2m_I5@tl@$+J
zKUNuRSaJUQlQgF9G`h59uX&J8=i8&DXXb^=CP)%;#50pVZIf|-J@aGd!Ik4KWuECG
zC}y5Eb1h{5Z9<POfIFIlulxy+STjAEVL5M-@^Z#66>9R_Khj02*d?UXCcS=5(YF=v
zRIE1D;|5Kwc!%re7x5oW5_9V^%zW1&uL(#N{L4!yrd4m(GvE%r_AT7$w0RNkh;au}
zv`VR;7a8ZTf21Gs*CA-lD=+Lk1sY|CNl_fj4}=<jSZhWGAWY>|CBnCYKSX8*Tz4PG
zSxCUn={10}PPWQ%uL`%N#Ly3WW67f!=0CY?u=DT755fLlh*v&q@SAMpU4uVk{6~w?
z059Wynn!PXW5JD{MYl-oUglWwR#WucyO{K57N8mo{fD~Tp=VI%jM|KKDOhLbk9qXC
zOTpaK`a{3o<R#;Do2SWL#@hY4Z$PEXJUJB2Tg?3H;fMY_ew<doFZJeS@FRvFh$}1L
zLv~*^x|kcA#>AzIL9xwa_tlk`$*vl68iW3~@&J7@*pTt(Ww5iG#tLBP4BPZC8lNut
z<5{y)_eO-ZGHwpxSY6m++1OR&l-F)p_6)Qk$elOS&POYG+7Z(hA#C|G?Xjjk9qq3%
zZPmY6tWHa3)##1CM>qKeY~$8v?e{UiZnnm<Met=ryJdenY<Qh7n60ogeY8ceBZe)*
z+^ink!#14txnD5uMc7ubPOu)*FE}A<(S!AXe!(}?w(m+=wqX{ob&Xc^j2*oS_uR!%
zOSf481u!WG>n2bP>FI<z3M!)u=<YN2pwMF5-w*s~6ub>Q-EvX{JY(Qijfno>9REEL
zYxC=;^1)xQbgH&buszbAjx~g*WE<;2ads%xjRHnJrMm4V3F7DU7F#tu`1vJ@8&3R!
z(pW?)1&xrP`V9%YTCaSDz6ICqSYDz2ggSAY3-^HwwMYSKb(~VP82dDDfDd^Cyu%xa
z{0J-$CSzf|w|VOUkL-O@Uf-2&KQg{ka8%}dGT3iz;Ek{cWxh|W_1J_JJQcDe#-*gY
zjACCKX>F?}%We%?rlWmY4ckh4P}rhE*kWwP3Z9wTVaEt^q#?q|j_et$=p^8%^x#ym
z&*{N-*n`r8YE&xr=d*K`t$sdxsL$39*3W*XJss_@G416SjtmV)rh@&)!x0m*hM&(K
z>$9h${g-{V8P}=yOZ!a@`%kC+?1R_!|9tDzRIvYe>y#Z8`2E^lbC$jQ+FeHmBfuVv
z{QmQ%Js<6_F>U=DEE^eT&j$N150*hNt!gA2)m^-?*5kcM_`i5}F@)X4?&;2Z2CAQ{
z$f|#&KS{%F(rJ^nMptP{rw6d{n^@e=81BV1XeC~cRy3Jhpm8+1eu7>|CrP=bWvD&s
zn~Kk*m-NySFy28)`;w;Bu79|9+)EGKY2yYfMAudBZqF%6EHw2MH!RBFFZMbl1|arW
z%BiGd0l~Q7jV|kWXFoHS!B*?&nprd+91Fl*k?U{xxfc538aLt8oBLcZfM0EOZ+ZdH
z<po530D{?U!)?X3)7*k<cjZ}L`lT5SjmXONNK5^KYxhhW`<S~~$*dP2TmyzWyoSFl
z-?zlP?{rVE1rzJ{hFbzG?M4C|k<zq@tkCeM1kXBy7dOFY3|_E~OYi`j&GGH1R`7T%
z%la*NB0VG}Xov)NcHl}2_YN+=L%OY=ycF$L(hGi%G@H_9@!wCL(=^~AtA3As+T?4<
zr%k@<jO8Ea-^Wk&i$>?%6<gC$CaR8De!bE9dfVx?+raspPYET-0Jl-%FbNgi+!-s~
zzSB4IHoZ+87vMP&C7@wLjeo>p5?8mYHvCEWyS*83v5c*XzwXOFV*Y`W0Wb+w5@I5K
zrJ|&+X0L5OMSZG3UF|)U3H<5Zn^cR#?3Z5v30rpeEm;68mvE%PVC8&G%^mhfJWd=%
zHSQD7m^f#$qlb~Fy?287)GF_h4dVs1qBwBvPEmA2YgDPX9Rru?u)d|D`DjD1wWO6c
zA5$t4!x99V5(IR5t~ZK@5(MmYL5*f;Rxcs!%d4_)TiW%zGr`j}soAj_rd%UpsVU)y
zYwc)ZyDg5_CndivYv(=4!)@{rlb7K|2|A_*@LV!9`)yw+`>$zdHB@L=ufFMB2_}C<
z-41oQ$PKJ90$$;<qlqmqZr8uT++N{N_*|wXXECY~IMTj`!veDy>sz4oKxwc(BYZXh
zzPJlNXZXA)`}N0OP*My#Flh~`6F#U&it$?ZK>2|q8ysVg%D#A~2fQ*ZE<b>3HJ|J=
zYFHRFV9rm_qW0Ci{A#`ytDk~A3?R>Ml24m_=iGpgB|}x4;kkh=R|nU*ne}XB#+5&W
z3kjv%Y9Mdttjf50#oTx0w$-ff&E*CJl*@}x$lqmUE^{+A{8eB65%XV8nF8K(z3GuD
zz$gsM4tRwrFLxV~II}I80_M|`k!2|ymutAn`^FFCe%x|?&KL0H6I#lx(FKvVo6-)a
zg+A~4H41+K=6eHtk9cms0c-odfXq+8axAPVxMdY3hxaxnvG)&EG<-ly{hI|%AF+VI
zzVIEa-ZmIttiArJ<IAkT={?xu{LNg*!~Y!aAkVjZlp)U;`M^|yFM-s>myM|ev3nX3
zpVV3J`))FZx;)6YER<1L58NpAXpe`)0?&Gp^2r2PzeP#;1o}6nTd`(+0nEPu-sJ^|
zPA?$x1E9kDm8iI1<&;@LYz{~HO<m6E$cp<Ft6c@m_cWS&4I)|*p*`*kHeUhWiTog@
ze4lvaGW{cfsb{mTnRlKC^Aozz^5-Idj&E+0m+6L&a`HKommS+ZTywU3?ThcQccVs(
zI3j0V!X0)2%NTd$O<}I@@=(4!NrS!%uQ2!(v-CAe5?aPbMLpvNd!GUO7IndG?CC^K
zIrg-%k53~|s_Ka}&Snx3><pVQ_(dK8umAOV9Nbt58pj(1qud?fzp6L;NnU`{e(^n(
zH(!A2`vM|A06HAUSvqdb-b&(2>(XpqFIXI`vA(#)V%eYMNnU=lFk_jm*;mzi?Xn|u
z#2WgXrPtUAk*994rN|-Mhfsz*ZRFN26|*@!*VaU{Ia+Ps;5NKil{Ww$_OO->=Nwn4
zXs%34cYQ+0j0SY5y~+CY!D-3DlAb;T->J2JgP48O;&>73m#H`TDP92I2Zy1<3($RE
zK>7z@+_cW&c1EWWf&{`<9><#3;>sm7SL|{K{*+zM&EV;j%}(oJ538`uwX`z#4X)QS
zl%_WgUVpAvz^*bmO|L+7dIgam0u$b_mWmse$Zpv|H)Qsm#H6WHQ!rsvFlk8TFkdf>
z-LNQcps=!y(INGk%l#Fc`Ae4j8F)Fh2}J=0`5#K06x#lD<PYzEmpt%Hh+j@VXY#6J
zQo;CTB%1Am_R{y}m4cU7{oJX=Qp}tEg~<yC9f67C#>Y3Q%?gu80NTl{_;{1vLyN(G
zKlh`h8*X!l%nq1h?rC!$Kd>`AnQ#nD@r!H@NbLL*R4xf7c6_<y9A)Mvrl??o$u|b>
zuw|=hQQNm%Ll9=_Eq{_%0DB5Kmd~ks1-kbui2M))T5tQXrYS3%xL<ix29stPoy1CB
zbSm0(K?I{+A?9*C`ADeI|306}J=BLv7Z1C0O*(D=`COHlp}$n*<6G^H#Mwnl5YCQZ
z;oy3!ofx7Q^y7Tp@6k^!h(n9l;IFgah<rn?ztFjEj1X$QMpV%&=Qp+|+A4pMK4M%p
zijSqpm2GaroYvK;4#I9})G$!h?MaK?t@`7su*i;&gRBh;SceI)5su@B`Teov2)`lQ
zqm9FJ#MY>qqvZ{I^K1P^RG7Fd-Uwoj&tked9xG6CwmLiqc?W&!G-?<qPW?v=no^lN
zYpb3LIDVKPi8q3}zhLEx)S}2g+fZxWRw@lZo46_LNx^6llzNH<ce%h_Z9OvkE^}g#
zC@+Q|q?>0H>2u)k>z63B@M+oee(a$G`?T5jol-TV!g#9xpp(%R=v8fEFmx^?suV>p
zFz{#8$c|I0*sNl_5<&5pBwt^g#E9Maucrik0BMSudb|I@SH+W(_3$%>zd*<8C(VPp
z%O!O<Lbdir!)9~{#<O{JUQb|;m$lT+>jsV3PX68Pi1Y<W@-=o?7WyFmm}*3^H2im5
zG#LNy1zf%W-sJ^EegO2~L$^JX)pY2-ImL)oSjyI$cSY`Ur@#K!>#N1V)WbIx8vBH>
zp&xA44m)kwM%vDT?jKu|1`E3L(~7F7*o;d^97~gyh&*1VaaSB)2HRuYKx>0-&%_%p
z+K9?{>pr~G<_(;ws;H6YBsRRTjM_%6u}7prSY~<g+Ce07lIn|2W*F=ckl=(MQPhqd
z+)t;b%;mXo+=O!eZsv4XP^~uf8OXz%Na7vx*`;jd<Rd0;!qZca^f30Bl}hZz5}Gnj
zBTrF#t$Vs<?^Ud6B%={4swFEY9aiemC*>{f@rEwE)8<__Sz7N_X#C<ihtA_}g=3fF
zHdlIbD{sVWJUYq2BlY#u*W397;0yeDIrs{Po&ldR_(gS;%{Z+za(m6|TCy5sGvKYJ
z5yS47zXgr&$kRy|d}F(8hNLS$5{Cv;|9a%&lxmDlHI^Yy%P3bMj~KZP4^c5_4<tO;
zDRc-|M~6P7%Y3czBJ+x;wfU81A?5j4dy&mMtjBEJ3{jh9z-?bY+sAU~kHqWI+V|U%
zd%J36QF*&IH_dt$*5Wqnyj`1nW(^Ef<+{9_dY#<0UHn!$^Rg9v%KWNNStc^HJaE^M
zHgPPHxWxjlKiP?~%k#yai*z9l4|=zE&uP0bU(8tQ4SWLX{6w8MQ-}2QVHNdHQx_~e
zEKSE+gm9gRIt&I!cUx@BWA+?*WZd6fcd*|=1}m!T>z=|cFZ^IHxj4fRmeZftuTf_4
z^TOvH;X?=bX~XZkDG$e;?b{d-Ui|e)ZR)UfKi+SFvMa=&xn+5nj9`B76W>Cyc%WSW
z27aJY1~yu3O&8Q~A)wy$fB3KP^Dg)^#xJ3x$cy&V{&?I{8!4VmmAhtmi>}de)W!uD
zh&~B7S~_&m`^adUoych7<9<{epAKBl((d;sz`r~E?KRxPpOJg3#2+z!7<}rUMgm5+
zUx;1f;`*u9$6092qiO7QSzXIQbCs0l6*bq^IcY;L+Uy4Hv}qe*yUNu89Hlyb%+ZhB
zA;yE|3x09fOZ0W?f$yh_q9X!10hevhJLtNU%%r%*P24)Y0kRBt+PJMTl`>tq^nh?{
z=<uclK0N@u%9VU1P;(iAaKrM293w%-{D8Cw-sx7H^8-5F9=(w667wx2VoMK{Dqv0u
zogcA!6ZDKnsev9bbRHg=V=}!#THuk6i_{`W5)fK2JtsF+7E#~gvNc?2pX7uJKRzLF
z(E&Jg0iHJS8pW-AtA(r1slchY`+wD_3vX$0VY@3Av6zrM2_olFHo+}d(kK`Eb8ZEk
z&qNl)zqrF?KI}nR^cMD|z?+w0&ltPx*=(^*GoJ4H>cx9pfOzuwJXX!dR%DRQ7F~jr
zA^#G0F4`8{IoD66T~<M>Hite7^J6i|9p<{==2^fzV&>w(GZdZ~O^2haC?YDS_A~U*
zjIO<<-3eMI1TH!N9~QKT(5J}3KBZS8tIUt{Xd;XDy=*=Ok;i$D^y3pU7rR2}9p;bt
zackAc3%~KI%TH!m;9C2{ZgC>)$7g+-g*0@xbRBCl^ogkRt@ovsdSRZWgnGo(Wq5+h
zQEEC5ouKE=bAGX~5tlX65vqA>$g;Q-)K9lmg)CD67u|qE7vO0FH%bm{8TEY@@Kk#)
zyUc6(p3!abZcGSvP=oG_v_%KnLt1o0*uc0P*(_>aw#t{>ZqbFPRH<tg#RHQJU~3kA
zQ$tJl=+Yq@c8k)<X+?{TPk=q_(dBorXPR`Yut$tN*t4sosaU3-jSihq=yL4iaym4;
z%C%HShkPGtx#~z4(vPxW9d2<#QLhh$MV;;v#d-Cu#_VLb*MnFV>Tyj7UF@dL<CV`c
z=;_tQ<<QfH4!UX$Q9(xq+t!`DL`%C+<KFrsSAH=YEF?8DC5E>+WQebSSCIR}-ngom
zWlG>dKU^d5^eI{jJYwL1&Y2Qsl$b(G$Nx>m_=~~>_uH#?;pfkePwWcKMTl&>|Ck!%
zo)$LTfNipupFHfeVe6xxzt0Xujz4VhBB_2%kW!~m)jsr#cK-AVMW>b<XDyv9vB15K
zVn@x{+vR6T2PoiPrgY-y?bbaPadC%u=5k+5JYwQH3<%i}cOo9{5<0ddM%;<tic1?y
z-R1rhHxzjj!)jgkl&s;}b(gSaMaN{Cb=s`8<W+uzXSd%{ea)4%@b*iY9@!%Tl*tGX
zyzpwY$fn$#ehu9i`YG%W!Z7YVab*gk?$r~m@!v`t+U<K9=we?w*$&+<`N+Endc@EJ
z)f=U2+TZeP4_D0KL|0|YO($_+ih=|4QWwM>-;}?)xao+};}Tz7)y?upJ94kIJ!q#*
z8$k7Kl-Mf|>bXV<7NpR4yx|l#5$c!np2Q_oKg!2CGs%o~Img?!8uui;p$qSfRD2Qd
zPxF?+ysTPm)xz5BhGy;O2i+tS$`bHbm%6b?Cck;2vbLUU7z8TJQ-OSK`)c1OWqEqT
zP?(6Vu<hAkpS#!FVawaF(}unJ5k4UOD#E>n&!k^dVr4E4+~U7G32zq#vQ6}+!Mf)m
zo~kw#5*MX$canI-#7$&jS(kGXX<J9T_xN{uLN<B*dP%+?k(ab(T2J*XJ6~?wGofak
zP^*lNY60quQA^ob)Zl%G^>|T(oCN@Oof(h0O+o@-Pk*syqyC{TX&5X*oiS>qyOO@C
zo7zB{zuxv)M@Z8-oz_j|DkBQq!Bu}fYu24L@93-Ts8jKLQKxUmjGY90H)?*d(L8`1
zT}Y$Zm;huV)T|R~WrhSG0cj5M=c~`Ud83T_`%$yrs7D#KfX<{(MPKuT9O~N@Ch9=8
zl?1!U%$xfVX=wud1SilhXt3%Z>vz_?nf0exFQ<g6?5g%?>0Tbz3ZBv0+$0~b#2&$k
zJ)$SEd^;OSjpJ%DUR-KZt#>s16?J|EHCtNxSieA-ozDgTkeKZOUuA?g>)>Y$Ux|ti
zdQs3pe{6wNR8gTh)AE%{sAPv3O%SzhYQoz-k1pWEUVe_P4Q{pdveII{joz4xHv0JN
z0%z;rvGmpK`iYqP9dp(Is=@l_c>~~wisK_Y<!>OD^R9gZkskpFUjXYlE`?JSFAZ*`
zHKUyd)~_fnZG!+OGbwBN^F6;5TWyVnVtP8<*vqLS0wo{SUNjC9Sw`hLA|&p2=gVs~
zU;Lxu)Et4)Y3UEagzsQm80p>v+<ON$^K)AJ4$?mc>yOUTwV%_kynb{xR-7DUY>A}W
z_ROO<!hK;E<FUC0S`qwHl{lY{Ir#tGXP#@MEn^-ra~^scsPZ)F;})M~^)ybyL(+w6
z{qs_Dt6E<BKNYU#Tu6vVoa=#rK5%^|&TuV<p!q>zoK?IXy6H9wjt?l;x5&i{UnjK+
z(Z9gQE;RfZ-vZyeDtO<wz<a!f^pC>oeN@K;!-w~&)%t*Y9$#G921dgc)v=Xpy=EpS
z_W^N*GLE}canc-p8ON7yH2I?XAArf&LqGQHKKqE-%P`%bJ1gASher<2&OdhB#l!$U
z2H$4bFZMZQjKX5;ocoo&5;h6q|0}fjsi2E+nTNkjv_Xe%&@+Z!)c`FDi+w!I9`mXd
z!lGqsbLg2qFI399<CN1}5tkwMur87j=HrTvaRu)J35#g3^{KeWB`N+1_lUWxXbz#@
zPT@VB_QdkluvI(0=tG(Hpr_g&@s6(f0GVsjeH-K{Gw>hjPtrM=n>^{9Ne^hO)1k`E
z=nCNb*cgx0YsjJD4}OpyKs|(yLZD4sHg4NPSF&y2bN|yV_Wk|X*%0jP7WRm->u64(
zUlWIVJ2;1zyCL00D)9PGo1<3JfmF$R$6ejA={MSl(qLs`>bwtixJf-{>io;0zdM*X
z^v~PSC-fyFnQd?)(f#V7D`++Kxv29#)Zr%eh^d?CsN#qU#{(CC9#l6jDjW+2i&$-U
z=cx>}Lf-EF%ZS;~*?@~o@KOVO#C+(9_tC%c#Ri_?t?;?1gqPzzX83tF;3DTyDuDA5
z25!fWEJCyRWQXaDi;+cAo)oHaIMkf?4;LHuOrTjG(CPli63`igmc0M<UOhQ2P%^G4
zXtZ1?7X-E~7l)R?j34Tj&En87m~kSl>~92yNUI^^Msu;|-C1{>H&Se{Uc%Bk8Zc@!
zblLYp;$#4~+t!Yc(EvVV>Uk>QtSfLfV)QxWjlEnyUovi@e=gR4dZPb?S_~_pwOrDh
z$_n|w5624LOK8zcdPdF@KhOCQp~1R;$S;tyX5<kghnBOFmuV>&Puq1!iYjly+eFG(
z_@f@*lt;p;%q<K7wcT;f&$d8562wo!yv8ej(ozpTEpc&&xHNr;XH0xiqiSZ0Uk^I?
z$UOfQ9uHH|yV2tiYsB`!Tcz`VSa@UfiMB7bG#U65ym?>V>;~_QdD~IKAwKScCn7?~
z;--CO=uBMNHC7VN<W0ai6d`Wf_tyjG1Awy|z#|6EA3HFqx&65VGu8o4-41wI;zX4b
zR|rZAl_3g#61L0Gub;Ni!Y3v!+KHEhC?&)*CcfygM`qm&?d=dHma<y5rk=$Y8GNJW
z+m5ANe=MENOIQwG8Vr02-n=hwc7u1uyzMgf#2k+MtzLV9Tlt<fT3@Z=Gx;iG-|VeF
zv(3K09ylKWoZSE(F>o=m;-G!SLHwJF1G}g=@NMSXt3O364m@My{<u7Trb;t~GZE)q
ziD$fc5%IK%bIyK+2in~>q&7bnYTg@l&(eHIT0-Y~g9)dk{#d<1o@S&zy@=6+Dm*{p
zdE#9QJo1sdyr_01H}CRsiH`NfD}&RmuGYXP6#RU$lH7?^{vxkTh3lS_wzxyPByW<Z
zoiXiY8F-6-;+%xnTTl`)0=2k}PuDZtnVgBj`hr@H3~ZBOPr;h^WX+mcXUy7)ftUBE
zB5lZ_MxVC+;OlK0O?4YAc@1T6+V$7N=G|elX4nzKUc#v-`}NyQH+AN#Wz-98GnKT5
zQaCjkW@7DYOyu^*D%y$)xQBZEUU`LmPs!X34&P%AxgD})%rj=LO;0s!tOw)Tbw$Nk
z?iP5}Y0Gfh`NeBwAvfyReN{N!hoPV4Xb-3g9Ca(1%?Co02K>ui|9$afeS0mYJ`;ED
zb;#SfXBI(LaF3XKs5GNhCHB<jMNT@X$~BO2+MH`BJzIg@$z|734_BRDY45M!wOdw=
z!tKQ0)s59T`EAn%&%h(+R?}zkpL2a`TWIvt(LcuJc~q9Lf<Eg?KW+L@vtO@467m7<
z>%7Vm=_1ACIBLYkm%TlrYP5JV*pMx17Q#-ejF-TU7<MQ#qji;6$?q~?TL-?=wss3W
z>b%Oa9lCUt0c;_oTdWeHEy)Mqak_@GmUMn)MASN`0cl>e%f?-g=#QlaJ|}eO1Dz**
zc^UMyp#!$2_f_IBXHj1mtpoWc=^HZzEB$5d&^X06P%}xt5x!;NQ_w!CRyWhm?TIL%
z9WiYix)VNxwP?$1-DDllY#AzPD<Z8fZbDfnXWsVvm6`Qqq(ukPaG!L}q;1Fgn%vrc
zI9>8-o}*g`$TLD!eEYb%>rnd1^=@MJ)|mHrTZoKCG8l>iZyELkyhX6y<Q8w4QA#f0
z{b}ABqIdZLex!P^gxzVex)yh2-lfs$=+al8qnNc1R$|#d)G^fZHtL*F+s;Dk`!0dy
znOi$Qx*;xa?U+m8{uXoDYOf2_*X%v3o`W^qXPs8!C}ABjYu+Zr`&Vx=l@8?MCNsuY
z|4>Iz5AoGJnt>Xy6yquXkxOUO-rn3;l+Fa#P3i3USVIriDic_@WV5vhQ7`>b>n95b
zb!MHKhO$HKdOFz91-2P(*rtEHr<xZqjyV~nq(mz{8#nQTQHUWy$PaY{H6Ia#1Ra@z
z=^>=~HX-sLX>gr9k>VV4=~U(AV>p)$dEV7@l-urZaY18+Wlzdm+~W;hc&E+VEb_~7
z^8k0e1cr2RiOcqIlo0#yB&t}!(P}>{Qg7We;f9O)ZXs^n19#fEfgjF9l<W=V=|MV9
z15nh2>9vSxr9?UJ<@GiMb?_FK9Z|=F#TTL@TXZ3~7aI4*y*P^xLFH-&xYKL>BIvUe
z*%P`c%UkSx2J&#~PrOM!U0|;vA2Io5ln}x5?e*tT?dajT)eiP??WljzY{+2zOsrWi
z)@sOPe2AI@|7j3V7us;E{(jV~H|kMFEqV|8-MYlz7#QXW@d1!a_7cCOg)-%GR*Pve
z>mTe7*t{8b#IV&s*#S+l-=CAnlwPorTdynKCXu;GHd-&(C=0E7V&bBmxHNr;XH0w<
z;7;`4lE}1v_9N5Vkdw&tI;4SUqirzoNqF;~yx9%jY4hf628qmc>y9l`Y&043mfnXf
zcg*|ydGr3f*$v(i^VWmq8n^!VKa(a|AH+At?-!lOoQ)iFqnwF0>qmRcr80zVe%sGR
zW=f_){iib}I+STN{bd^4doBmbG=j+YT<Xk95jfqwpvA0zus>n*X4nzKHe&@E<!MfD
z?7f}6>Hc3Y6CpQ3m-ma+7Qz;YMtfhfUvUbpdt&0^265Ggc*ew)`0}ew-7=9o+ZLL)
ziOdI_cLv^foydu|v0uKurEZ<bjcqy2+eGH#&HMB2yG%se@wa!iotS?!S0ZI(zucf)
z$xO6aKiXril_6|xez}r?xss_+|LI&wK$>^1l-<-4c;fngp(QXXS4_PHR~&7yH5wp5
z@DSVy?(P~OxD4*@?(QV`;O;KL-QC^Y26uOdZ{BmxUF-gUnVvOW-Bq=pEjNEN12<UJ
z40};k#s)2ckXgwG%qC0CS(PmHW@E?xkWkt)wH1x-w`4dLYWl89b0!ErxNRQ*mZ<F3
z@%h8P?0DCTo~hOy0G^<~Db&7Lw){POgU)WLZW(uTBG!S#C`C~o4^5j~FmA0hcDQ`>
zv<v$-dRb5u12nl9cMJObjpDzZun?^l@t>mAg_HSLI-1HcMxQc6kWLIH<g$Wqr+!A}
z>0?8vmb0tm{~jx;C4YA0koEzjJZFH^^|vcWbw2OVAD75JW3RJ-^p6u`&&Cx$8GFI+
z+*yn?*W61+{;wp~bWT1`O~-C3XVZS=Xyu~3r=c2*Q<7|d#(*DMk}^c3m7P-3O<4#;
zqvwa7zkWFJfVd^c4M8Gg%z)-doU%DCZQ0-sl?+l#mNdDG0iDN^tjvVBOKKxNJgb?Y
z`|m%E^0R+fdhhh2g&Phs@}+rYimA~@*(u?ZgmIHvfCCN#i4WlFO$0?Z9R8#T&I7`*
z@X(~9M`LI6iyXC{ZDwak9j+Pq<{M+}fTKgpchPs0$J-P>WVtX$Q35W+rn9TgZX<M#
zgn3syL>A2e&%n+yxFux?-Vu+KVGc<ZdqPvjFx#@2uC4^F`-JKN+2v^n*THIfB5Ix&
zZ~zu4>w8<Q(FY2Maqmzh7PbKr+jM1aI=HP~l)_=dbk*I)<Cma_GEpSwJu9&<8v|o|
zO1v+jkuKlv?a1hzRQa0oKibCbDJiY>T%977xO{MThK8Xr<D2n-V@%S3Jxs@$r7m{9
zZFJpiOU9^<4CaTk0!6c1nPzfWO^V5J^DoIGTFlShADR2E6vQu5I>_zrhjFIeKh_;|
zXw;c5qSgh6)U!0x7Tg>b*%%6C)4IcPwqtROW%qRo^>HZmm~QB!;7D`TaE#e4ny!~m
zX#e}XDVLQ<lV(?>$$y9vFn{~Y$e~6dVODjG)}5Yb+Mx2OjwQRAP!pBH?q~n4p|tp{
zgg9{3OVHB}M)W7^jOn|1^z}0MiSRQR?q)KknfK#C+}=i~A>s{s@!yf&m<a`uF4Az*
zAV2rW^<LnH2J&}@pzCah#z{m|8KnMFGUJUr-{O4y<JeKjj{BWU<ZGU-6g9q2V5me|
zw-m$$2gz(iXW$+i+etx=hP%X{VObhDU^diY^}3ev#a#JjM@;GTUa=3-I?5-=7wMS9
zzRybHlj+M5gscUFs`J<`;lFPPf@O!uZBr5o-z-~luF<esEGZ2`E_W*!GH|+08Krk5
z%Me6xi;C2_@mz_=HrJ<R&!(Zh`j=If{i#c}k*8YlTej>=bFu|0tLcC%ACAd&EY8Vg
zg^Pz*)kq|@B9rA)jRM)iem`dphX(>LiIuItrrvYUmy~A|5PT3dg1#bDd<+SWZ9eQ|
zb9^ow|Et9PIwtvdD@-)k0Q<WhI{cz6P|4~2#dt}$-C_b3iSaS|)$ju4o<b19$(?|O
z*FN6EQ?ohYIV9C;FfYKQD{D`_^e(`qnU9y}k9eovU)p&CR6B}J<9XCQkF@IHPQPkK
z{r`b7DtIrQJe<f;sE`BI7N3+_5Hd(7`W!_k-f%+im9elf@ef;VYc6m?Z$bUrnAf3U
zB5cBE$8uYAZ2YU4zZ`Q(+``%Zb<r|r18*VndC~GP3FLtvb-a|bX+Ezy*<jr-FMq~s
zeq?yEnhz}y-3UyIiGB=wjKiU|NNJp>o421Y`uvHr<NFk|w;~ev=U0NGGM(el2=-IQ
zmNCnPHKN-h@9*tgH&i1#zCLne_;#S7^X`aEZ%it2;koDYUxJ_x<KBd#(?aYO7Gs~W
z7<)X7Y+G$pEP8Of-0(f(HfDYW(_@iB4087dVg8)lt?+497}up#28MOiC@LVG>+tH7
zkVYMMVY!4I#|o6`(xqC#YMC2cP=d?I_qQ!%{Uz@dAzChZPV=?Fw_iH6&R15;Ig+T&
zK%xFQ4i67=8@I{Vp-WF8ZOL(4h6RCszf;HI-B~*EH0yg~GlJH=e<t&p$uM&MBHLM{
zq-R#RtP2NH`kE13lv7NE4bvI5{%vKo2J2ab0Uo<?ex5tq2inM!-O8@uUth8pb(W18
z>gvBrNBTszK%M^popg3PQv&AG{Th|2oszn1_0)R@4#%cnVfIR;DmZ>ECE=p}96>N;
zS=VUExR3Sy1N1wkDAy5Tv;wY6tbEiLXpD4ETB?o3;wF~dhWYIky*9O1)c&`V-7832
zI8dCXXSIjos!hL=n$rERW%-Zr1?<bTE8=W9h1csZs}8}v&Xm(#d|a!6QAMU{rHfwW
zt7d7lZ-_jr2K4-I#0D*TQLeoQi*NN4+O00(&8jm%{vAzGi#*S{89BT2IBiv~MDmyV
z#ZPGk%Zs^dSWDxzkW#~2{=&Ch*3bH9EB$vf3zumJK|W5rw2n~m2&*%CE^Do$s9NTZ
zKXvd*t=8@3*~1KE-wZc0C0hLIe8a$I20;EhqbVLRx6%hJOHK45P+-w+@J(N>uoy%Y
zkgQpg2FrwWL6^g=D>Pgb@Fj{@*Tzp41D-6Eu9QghdfMxVbeNQryY(c~!X4NZEGH(a
zP^<_aaFjh)kPRSsddB(>IK2ROA!2JP+fK+-kh%6V{H);Dw0l+CE|p}f6RaO>CW+W(
ziBH<=Q)opej*2N{UdJ=6uvxwa_ojkS&N)Ow{og#Go!6kj=w{yl-jI4Oog~l%tJp~<
zqIF<`)}6>ql{wkrpyX*b^<^Ouer$4m?T>>_P8ndiRj|*9gTIckyv+DpTZ`5!O{7hc
z2r^il1jG&MpW~>6fT@)6%X_}{0nsnM!R>*X?P~qk8wY(~k136is%~*-O&6gs=jY&B
z@{@Qi6@HKx4L#~#W04^Vw9)9b(hwBsJ#|r8#a3G-A?vCM)|Jae_JDdAsV`~WbvmG#
zt^=ao-r)Qi<gNGXat{Nx<QebmiF{U%AP}qm?S|#q9+HZ&G5D9!?1ilg6Iv^31qx{L
zh+eFrNuv93o}uyX$>`2)ieID&T-i2s&J_;qnSJS6X}==Tn%MejbfvN-h(xIF>?oQr
zl3rL{by(bO{lz!L@Mi@c-;nV@K&fu&<Xm8$)wOcOTs^by<8DwXXUdqS$Xen@`f#Kn
zw-2|nC=~TkAJO)zPGxw6FUM2J8N3Vh`d^e5d>N#-`t2&@;zMoVYJZ3cSCYA&;hr{-
zi+&2YAW)4>x?qXv{qrCYMC|z*`!zVix%Y*>!U4|K=JDz}{?yP;5by2XeM6JrvU{qY
zN~I=x*@w$zQdZRZd9f7T0<QP-YxM?__Vtw6H=4Mv!&mu$IqpMPL&9t;(WT-A1X~l{
zLmQGXrdU<S0Ze2!()_6=ZUPnaJEvH;5ph&RiS?gd1-vD+V9t{7Jx6)(+Mc0wB=_Hi
zmgz>F^HD;TNwN8mq_d17AUf|AH6oY(>X}lj!_AlDJ;qKUS-;Ov*hTj|&;g~;)L@QT
z)3kU5NK8!^%hl~FB9uJQ=h|L}gE{(sxnjlL`+|vHm0sXSPxcYUcHzii(2lghKQn-D
zy*6vQ?ay6Xi@^J0+BH3$)Cqt%p>FO}i>U5FrSibu97Puo9=EZLy^+>XWJ3=_Wr&14
zbxqv6;&xJogh<F1PNt#Dyz!SrJ$lBd-9vIY?mX3<Jd|qy+M&Uq|62GWlJ0ctw&%l<
zz|YJtZ)3`VF`+Q(nN}+d6_xcgB;6y$`o=&}{-#Cs>2C#m>}RRuZHQlV!nzLxAL1(U
z`l)YHSd6k`-d+FI9^v{sKIGAYPtdD;iw-eW3AOw=+^>h%bZAu{y;@B9H56}wUf`+p
zkWtZQUvQp$e}QElH6J;VehI-bQV_L;3$+VLT4$+NNR3jFd9p3OVwjR4t-C<_Uh$Ng
zYb1O5nED132(z8RD5Uay^AO+>+eg2rxfgeC0=C}(1B<a^PX7PIU_;LeywNOLcfGM%
z*0Z8ikCdM;hy|?KFI)71c-6U3XQ2jTG551xTWY+|s2?$Jq04<&(g@X5lf({$iZ#-)
z!SzJ3Ks-~h`9^s>atZ?HnZhIgdO5;HhC_O3uXB;|wk9)X@*%3PaD<9V(KE({@+H>S
z=s}~3iX?4Vc9X4}uNWQ6jFMaMN8k0B*lpG-yx>832$#-#I)l81pfRrfbHCUI!&F-2
z%rM3*IZX$xSAEf>cM$?18{7OzZ1yI-E~<cg^@K03{c_>Y@^0#%5T@O7@RfO352&2D
zxAPw(B5~W6;*d#Gd-uBO)?t8l>5&ADd*gCZl*Q?Q|IT#ul~P^ql>0re%#!XM>aqeF
zj(R*}G)~PAMY{9>oTsnsS-@iAJ=Tu!CTwpuHFTiBVqBIwv+sO02V`mt+d4VYh<a6^
z^J>B0^yekd==FDU?OAlb4V606sq`K2cx}PGlV=VCuOg5kv46<^6{~h7j%P*}p{u=}
zPQLc)iy*Lk{7m+n)_NelEXp!YUs7Y8?`DNajl<lsB-iV1iMi8c$Cb#R%_(2}NF-PA
z#Jd;`Zi<=AR#siwNCN7kzG1lLwt<DUvK0J`J5sIQ+&djGbswIK?VMJN<2;6ouJfuj
zKKIneCZE7UL%vqmu#O7daE$i77;-h%8q*E+TU6;v;d%UVyKL<9GD6#h&FHjyG5*ni
z&;I5B{*q)*hF<O1NmU1E<8oY3D|Bwpe><i=c*o2Rre7XjD7vJ~e|c2+MmUAHJrVs|
zlVT|Fr_z6eFUs`_<uXRTN7t{tEO0A7>B0{UENGd34_aH}U5904lXYo6b!I7W@j63s
z#pSqc=28unzll{VeJ~A{er|MwNlrED4w?L|n%L#<yp9(f?|SYZN*3qEA~rhzu%8i{
zBPyMn2eEYQxvRR&{*+$gu;#=P!Z1FU2VpWkXNs(!^z*%Y=Nh#z@P^-lrNvC-Un(5A
z1m6<<Yt}bc;p@(?uC^&nU%^|xNwZRZ@exq3$Qa+abrV}z2dq$ub>=Tc^Wh%z7qKoG
zfyWDxBKvM7Z<_;^z(^Jd`dvs~6sQCn57eWUJRf}GR)A1PA7veXfZ1|MINDvsX1CK<
zu(*Fc;f(n}^-sI+Y|o=uZzhUsSPT?3^dqE^ZbOP?X(3{f1U0gMk%PgL)8XUPFYaiw
zIe|dmo`v8TV@^AgnS0|BO9ooSd?!u&;`h%8d@C5b(JV&9$C>z#1fQt2!(LG?f>T(=
zyh9KpCSdVey9t?DD6H9#Gk$%|Z;yVO3qiD4`N)mRC7h`vh`ZqLcXndGx3|kwm#qll
zIz9dmF0%BmN}|Iz+7TH{$r8<MW2O-t`i(Mgx)@1n#9ABtTE1|8-CnN&``Xr;1>C8j
zcWF4xn`-y{M}-V0<O}{m;(^3J!~iVZ%ueOv{Olw3Sm-3Q?B!i8)23L-iY^t%^zlYd
z78yi608PuaxgS_=p~;ca`(a>=ds`$p4L5o?Ju~^5be0fjVIDQr7RFf%6UV32#=#aC
z0O(DB+?%kyl1t|_%U_*OtCi=38JTT%K*wO@3ZqLHNol$nqq-xw{qO~~3;qW@_qRV^
z{iM7v)@;$aYPvUQz3CBe!o{1t=0USs1U9gcYU+y2<M&rZdubCrg4a1mqQ|iMEfLd<
z{=XFil#|zshV->Apz$BS=|S^yIsd=f?g;Gjat&oWY8-m|*`c-Um1#sf99ZbI8uO2>
z;<11|yT&F&yLMcYt{pX(GOsY~LVDEjke|q-rfLq;ZA66g#v-0G&P^BF_-{|A<#uI}
zlG0b{J)<z1o_09*yVH2dL0rwxqgQ6j&lqC<mwj@uw1nen8bRRnKZoEiVrs(=W}G}#
zn}|b*Hq8UtVaXTUPQM+!1IfLS%?`-#Ph65P;=0X~?AFEw7gNj>hl2;T3S5bRQx^24
z0~=FcKVSY;1XS_%ezJKFtVXTw^mOyr-1qatJ%q(c2SNT4$*IVmHv=>^kHXH4NgMqQ
zbk+IsWq)aw=z`7G;XkY{5<P#_k8u7cQn7@g=S%`$(XO+VrBfR>0GJsu9vBmG)A>;u
zNH|!E36%}?JoEJ{XUzY|$i4ab$2gJ0&IWTk8m-sEZ!EKG+d(H|<ROO#Do;Ux+&O&q
z3yF@IejWHJGJVzVC%2`k>KLvP>)UNK2&`necEn~`-I(wIaYTHv%+%apJi#G=a8un~
z4hF1hfwXG~gAQBXt%*(SWC$jVMt*Xuqkhf$I=S?QEz3}{q4?T1K1M2f%-MCHROyWk
z=OmMrIP<t#obriEziMDDO%Pa2Fd=SYH;^^tX$!z_*Pq(Z4fJ1(J0sBD;kJ2d$Ltz2
zR!s5ThAj_Z{kW*&ee#n&_ojI;fVtioRO%u0tOcZZY`q8?JUn4*eKc;I#a=(u<Z@Q1
ze!d@#m3N}^JOBQ)xZ{~FL`8gQ()cF=cN6BVN-T*MZAhIxa7|$(uT=EY%bY3F<*k>t
zHbiiBVcUcHKiUrSYzbdY^68nfA)v4Vuuxf#*0L%?;M}od^Qj#5IX>{}4R$-r<hWD>
zV~8+JjWj^=THq)WNN`Vjn>f_HLVUp!N{ePz{iM(eD-q};B&My1cxsHGJKq$ZE<M*O
z26T#to{~_mawDzr^~0off8wtMK@+LXYrV)EX_(#ZP`rfBj1?n;5B8QtsnpzE{CR|2
zdzexE^E^|DnM<j}PNRDDT3!pM*ZrpPNN#bDEJQeay?r{Rjc;@yiOdW-<$AQ@fMrS=
zRQQFR+zJ@2GLm?nGp3yX(G<FCqc()KVkAguZJ*$(mTHICY(};{$mtH4s!$*qSD^`9
zC`oW?w`wG@i0@J+2KgZ_^Ors1o6dT`Enj-gVrBZ5!H|_#hL>t3nblETGyzHlH%8Ec
zaZm&2i;{|*2@fa__J2JFGu1>sX>XBTS;ZXw7H5u@f=^@QOz>?UW=m%}i@*3P3)(>(
z^81S;YV#if2o-AJit9;=$xjIBUTub+(L5^=N*+KTUjKdFrNIYp|HL`^!30_=ZGXqc
zzMI>R9{x!`04(2`ZVQBW%;(^Bd|!6x2aR!b($6UE1rr>|Y_g@C>@`csJ1FIfCl0*R
zb++HAr`Bx-5U2GT=|PX1%va`mA0B8H-spx7^gnv$7NUjmdu7D+I?Zb?F2xz-hPPpE
z3ej%rW1-ZKmQyd0rFPR$S8>Va*OI9uRBTR0?OW{Bq~_ncgDs_$B+)#o$t#4#{>HMA
zhUxtt#j5wXk_^2i?AIXLK}F-V5jQRTzH&1j)4aTP%UDRJ@bNbTUR=#kG90l_2tAQ+
z-zZY{(uSmqq`U|vL8beS?qls<8Xfnw;Q!2&SI;I`pggbPX-0?u<Qoc7c^1oC7Sy_X
zwo-+qr6U=;{hRMr`shWKSt<<ou7Y^pN6^{#{@EPf{vxLx()UQb7;GcAa5M)|$zt{@
zVSU?vVzG(_lq?tiZtPq?vG*ZW?}Akt6P?Pp4ED9rTzG688VJjpUM-f1G}RxM!LIG3
zrglRF4Tt01to$P1_hv+$84GzWYdGbKUY|`UCN<7ZYA|{1bO2OYjZb!9(w_O_-2ajG
zaQdp2)o;~Sh>pckqnQVoM}_nE$>Zr}ewjf>5&a`+Sf)P(ewx1jKynqt@H!gGa?$^^
zc;Lv`Iw`Mux0}&B*|9bP-bBqH@EMilN_OW)K?P;D2%gv+=nC=MoQRzWA&{k~iKZiX
zlH|(B99LwpI8=7`OYBE1VWu1y5rk^g*G^)jNU0Z3;4+zPUe=-?4I6!Vlt`!Y%3RAa
zN+u7KvFu+)s8~)SD6<$Fi11gVDgZ2*uPJ>IM0d1<NY?qUF!@~6KN5cUH4~{yAzI*B
zyr67e02RT4Ib_dB5~sMGl+HpfCYtwzHpk9&!MjB3#M`X!N9Gg6M|U%hb@Us#^hZzC
z(JZv4o1oO$d%V7I2*+-O`<Ik`xf^oO<9U)O<y$B$X*YS+7A?8{Sk`c1s@A&SZ4q@g
zvf`I3yx*eKz)kX+rBJ;EyjQ-vl`k(l4DX@GV~tMrxd_JrA2Uw7YTjj~MbaP7WEHj&
zdfKP|E{Q7OwTmDbS|LIhx>;cu^l_mM)d-HW9zmvNDiMu3j_pm1fvw4{Go4*oO<eb}
zply1utEiO65^>MtbyA<zpxe+K4)=2{2bE88m+w{9rr=`}PQ46(9CT{XrT@N*b!(9v
zN@1fO0+J8Q&5lcg@HWMB#E~k}bNvY3z^C+t?jPsC{RvaXGj_*JF|DpxI@^ad9D%z(
zQ=Z^x7=dXxP|NmknK1vd{nu9~9d@tnoC}bBzm5|%C;f!3p-*IZ#>tF*eZBju<T4S#
zgMIve5_7``(<`B}EW#E9ad%Q9{qe{Eo096H*tYwsu2R?waEM9q_MO;li>G-Oc*>7F
z>3|vf`n*xRxOEmqb}{U5y5}I;yIW^-9rMXD8tLo6pe5r)v9n{iS{d^+8|J>+4}lVQ
z1I3!W;1czF)@K08PlX5V?ME%SdH|_$7{RU_9V`K4mpW!`K?fXtXHP+cPDdemyrm;(
z?h9aIH4y?plrYdOh`3&@gjavj72VJw2J41AM!Vjdfil)OAQCYbf~Pp7DP9xs>Cb6H
zL<610VPAKry3Wy~@>!DinWfrJC4AaM2n^2a(k3AAjonSAcm+>S-zm^8ujI7csW0n2
zstyY;XzM0QzPEiG{ZT){FKe3xzCg_-zKKei;w_mWpu<AIIOi5WaFOZi+^M;~E8mE^
zc|L|JI|svPWkU<#LF%msep)<rXYq(<o1dDkm@@E)Z@{0Q7d6gLDVAsZG2aR4A$(e!
z`<IPx`As`bugLz_Nr1;w+H;RjF&7+O9nYQ7#fncdr%vAHp9vw1!D-nwG!DiMV1_T|
z@-zyERY)es+5KI)26G0j*cT_kGW3S+N9B!mM$O+%&yvUFvnBz?CCCA##5ayC;8@PB
zxN793`8_)@=MLteSDJp^tda#NjF9S=#*NZc%QE*VT#%((GZ44`&1F4A6G70f$Dzbw
zN))%(2kyLpb>jdUEDyC|yVMJw284gq*h5|zVvs+YeB0!nDX2T@ijr?TA{vchTYjJ$
z7InO~#QEPhc$Iiz1rLpA&rvQJKjaIc)dpNvLZX}3MV)#z!Cv;T#rPK@$vinolRAMc
zAmj1u)Jxn|Rh6IHb#~=QKP9AZhe#P>vs|*T6nOs0KoMXdvUy)u1%-|Y&?TG@lYf`Z
zX^wmK?2HBh@b{%EzYLTln+Og4h9vD|`)OTM1Az8hyZo9QsqS*+;i>)){=Ym8Oj3sD
zwMv0oWlY*-!pD&;1p!%XQ7jh2=oL-fHBafxY<082sXambmxT#-><{a!TrBTJDDVd%
zNOOJ9v)${8NL4%8))x07E<X3Rt3Boqcl*QVe_aUMZ+i;jRFu`1);=y?#w=a*@e-Ut
zR&c&?Z^6?1R>;<a(sK(WVt$+ZV11qQ_Z0Rx6@Mq9vdhfDEBs`YcG!?T8C2Bn-c7hI
z?Z}P)zmOM;IbDGKQD;G7XTEsyPL|laAgShdnh1_u7TxSmJFW1sYg)SV|3(BGsz(mH
zmH&qR1*M^VfY)irtHyZ+noYipnNZNx>Zc6G-H}m?`6-rdKw;jzwJ(GNTNCiy9(#3G
z(4}y?#NI9up*f6~wNWt?Y*%<HG~(r|VjmHAR9=7qeb3+s2h}<|Y)nM%MyY;QGybCP
zuOs;4+0!Vq`gkH5F)+sGOIX*I=!uXW!2QJ0AL+&FlocU2nkqidXYSTGh>VJhX|s`y
zB)88m(E*y33WCpW8u$YZ9eRkszjq(3g{$e?%@}YvP>=VbDGW-AR9{$KeP8Kcb0NF2
z5)WxG>kf?>8$0{~#`tU0tXSsr5Kd(LXXnewdy@dFxh51R(i72z1|Ge@FPMUh`Z1L}
zxxI76c-zOqtl`#<tM>ufrr9KnGJXKKEEm|Ri-0LyzE1#l`=)*TE^-->lxDl8APQXd
z%>byu{Uf{j3FhXE@HuoOq{1m8jByjfu^iC83PB=|6{x5lMnH^n8AYOUe<RFVi%Fmk
zl;LAIg$@QOpv2&OSYZ)6QdnMkb-Gf9M>pGl`0GJoK`~^IoWU99bY(npKqPNRM)%$P
z%##qvDwH$xw?xZEXj#TgcN3btB%Q)-N$nku?@vtDnn1&PfFtEp!sd1swhhK^;mXXA
z{`@Bo?K8oo>k^j@%TMa1LM>J}q(LMxYA#(jEh2pNtS^GHZ223}*R-O`8>9DCPckHM
zZEi-ObB^Y#!mB=#>$}mr?u_v}iJb?}&vOatg|2|rl=uXi5sr>{)v@n&A2m@mNqrM(
zeKFkEW&klv_(*X%v2i(tWpThfZixJ}+gvSW4-$d>AxSLcI_j=&ZyGaV*vrTKF?PL(
zc6O9&=oomR&fy^CdkCvP+Wdwp)!K&^`JK)wQ7A;Nul(XzKH<GDfXb&0jl^nUa|-vR
zTD1w!o5Zw2u5gRF48H$w`BWTx4URT$?>&lmpWnSJ(%L(|bD_yp7~aJWIO_`MqTGRz
zbRp$q_?n87ox(c>xQluhBfkgB3$GRVO{}-W-E*Gn)XD2wE)t1ZB`uypHkWL|q%X}i
zjt$;~;@v^Pd`IxiM(P*F^4y?p<S{j<v%T5g6JLP3u(ZaHZjT1XZlk&n!}YqBiXlg`
zfOuNplQy<cNojp+>~Ava6N-)CLg~aR<#s1~+TAXL?SByi&Ac+{v1%{kZXpZW$Ab8X
zct2|1B*e9!L+u9wvwpkbL#*cu@4L?N=bB7Rr6(9h^#h`rC~>HFZ@!ZM$VB`UVCYGz
z_@B5Tf@1V*WSD}d|A-FAW(D;rziuCg$qU*10$@3_QN(+1X~xu3mU)kYXgDt6JVXqc
zU4C8`f|<)6M4-TA_joqjKQ?c7jh8Az4&8*HKuY@%0wt1K8B<ZK4Pm9#UP2~Dl+Mf;
zb`Ocq!Z*A!&THzF5WkX4kIwYYnCIfuG5f*@(}7{Z+l%ZmtuKw2V&LqB_x5j9CJcX+
zZVl-nDz*GHq|r#tF}}xBO8`|NtXCzgK~DB5YRMtgbEsH4p=Q4mfnmk6?FV90z@$;G
zT<%>L*#XvGYr22Gyt6Wbw~;b_G|<wu$$o}CVz~1V;PO!Oy|Ea}1~;rceI4#Iq1?fA
zByR(&XSf4ra`79Ml?AAir{ZRwZaCIg6GVR2xEgfGvzIN5WCLHg1E??LLu}_+i+qnJ
zui_AGa9?gf+Lx_<q6?~Xqqk_Fb=2QMUXk8tjG=*HjwPz}#6%{^Fh<#duY@e07#FBc
zhtY|f)+U$z=QnuK0vP<E%AIeG4FK;8wb4ZWnU)x0FLgh(fzJ1#4*$01A%2?+*ABes
z@~)Y%7e&AV|E_KDiJf;OA^Al)N99jJf4wa4fPq;O$Z~F_4UbKZ0-25p0OV)0;@w}y
zi@s>=PWN(#M|;v4(T&uxKSc*`e@iN=gjKAa(y<zwA@F#*<?tFC#zI>&Gyux$$74sP
zz2Y>vwyi;1W1=&y8TR5-3;Xkl3<7k|qwAwyj1vv3k9^|;4Xo5AmA4CrBnPOh$p#F+
zP=4roO3lA0pF|hCY@p}5#!1V*Jasz$w9-;P5TU=w4}Sf}D(3Tqsv9>vp|W?T8he|W
z{XQv~mGTL90Gm&`3B!!wi7CpT?Mnn&b1$Ee`?A4t24^qAMc@V1WV-S*2XhyBiS*dy
ztb5^#_)0e6>QAFcN2G6C<v|lMQ=N9BL#qwPavqwsz%OMDh8ZhwEY2MX*e3T~#zm-&
zZ-S9pqUyV&*tw0dW&D35gkg($`B2a+at;I6GWtbPc1rtX4Ep<3up!g*>iL;gvyktz
zBO6tmA-!dumTY7i=~g?_z7$`fWDf`V>DKMq$h*qd^W$7Ft#<zPlCSr{C9Nl2==&I4
zm;B9tmI{|mbR0tAEj-=bYWwWCIrImE<$it`j+b1+s9;9Ry@9Fx)KH{2tUx0f|7^iW
zpZa@OMnXjqKb!+7$X)KUEdor&@3Ro<<8f<V*;@S=H<fX>Nt?&=l1O#eh@_}aQ?o4e
zH#wGdt-3Fj44`+KACvW_+4&_zEO^1m87hLZV}YheH0XNfSv`NJf1Hj+CEcWqHOADY
za;&7^B|Qi<sm@VnlxJ7V`GzK_Try=#UIA(ZK@Ys#H0w;;v1q@VUt?CCAo)OEcppyk
zI%09Qh>!DQ*X}f$>EXG36#6s~)c+3Ial!ozmmS#BiSX;M*e{F1vDL<)3_1};`>d%1
zWF}P0rMo0@ZbO6mH}|O-?vVJ)0Mw@RTJ2A%4WS^<gj4yVpn~PbmSh~cvJRF;`fuEi
z?M=(ItDVJvCog|Z*{stCeOMfgSsWN26A@jEv1UmQ^_Gx*J}alWMpC<21Da@VjA<%7
zsuri^mx>il|I*7rKf5l!aezf8A!VnXu5Y|_pm5-|onrB|qP%T|vvDsODa|&Sax}=?
zAjuI+;HS&cZ+_A#4H<sJleZegbE4z>;6Jjs$FNF5JrMk+EhyQT|KCHw!KAMOVIb*?
zDQz*@Zainnc>h2Se{m-+_6E;Et{jvn^2Q@XOYBojc?+jhUx6tAcTZ1?%vn+lm~=cr
zRl)-7TV$J?Be3pbsc>Yxb98<V+n&0XINWxW*{IukGaMM$z6sn4tz7Td-%HoVYG^L4
zHu5DBbYZ^^(pBjDdiP5ynyxO6WTdan9y?Ullp*c=HH^*ebP>CmTZ7|5x&_8#+>9A7
z>cFSV(_xIwPbRjorXzmkL}PJ`wKMr_WY#(hvi!-_7&Rv>8#fAl{@?B3wD2!|cXi?^
zD3gsn!04@5=4OFzJS9LOI_0IrM&rGGR08G0=sg8i?V7%w;EpsoS#3!qd)ggt=N@j2
z)!J9V2{^w73i(=gk|Epp4&{scXM#@??kY4OWMd3Q%;JQ9+2IIryLDIo^@B5`*s!)?
z*B(i~AjbeB$MSb#Bw%3Oq?UNaNqrRmg$a<(%_P5Z`EXOXy;9j{B-$_fi08?>`7ziu
zFjv%YZr`!!WcBxf)12u6ZumBn?^05Cog7RcR5D{FYB7Je8!z-`(DXC?as>O5`kcK#
z-$R#cv@!9LYZpOuWn7viw!IYhk7R`x0!{%6xSeDFGuLs=%&?E@SejoP^_RMc?rZJ2
zD?gH5EYq1V2<K-F3%J=4E_UE^$aRY}d45Y)7|Itu8(8a*=u---WASUz`TV6Pm}m~2
z$#Eq0*>mfmzJFW2mOD(lmZ;$~KJmDZ$G2KZw**XP@#<o!5!*+;kF$4}2m?Cfd(a3+
zZ|Zu4Y<ti5skoodJ1~o#h*xF26ql6EM2?|M`G>GPU;BLTJVvV03U82G|Jz;Xmm6(l
zwybzEY?jX;M=;L$PlWTtLP_uPmLIKtO}G7E;A^`tb5C1qXs9il=wYq#OR~-2{Rq=T
zInHZp8dsOlI$89LA{b&i1niq-pRlhx?x^|Lxn6pq(b|@2dLdmJ4;<zZnhsnl5hY=%
z73-QZh?|-bopA2;1mbBMn?)CKE*<__1K{ByUz06Vb9Pi@cQo(Xv%DDCwp04d{O6@K
zU}Uk@#f(vZ^;mB+2Kh~}fW$$$X1xh81_pS8k;~^yJ3yb$Y#KLZ(BFwPw8{+Ys5O&{
zZS2$^*@i{)`ZdDwM`_U##RSSjo|9=m13q9|9LdvlBt#aIc*wKH5{Dc$G8k<c*4^l{
zZC^6RZk$_G3_wYZCy9^YfZ_Ke_|_5rcqYa}LgvRo<by68lp7^B_XQSIo+P0E^r*2?
z#kbCwe>XevJHhGA$@R31y_p;r_o^raiIvH9gCQG@<B`g(0^Z!(R61I+0n}0}%_XQp
zC3INm!DU_^QI92GmW)C1UqW)Gy`i}F-XtNwwVnNvEb8Z$_nETO5ck26z1$;E&~PRG
z^3%q_<wOy){1sl@k$8u?@YHFle*j+GFQgbF>QrO^o&PCLZ;Pr1R6Sj6Reu)d50su`
zfMOu-Dy;wF-ro(79d(rW_LNbt+gv~+;AEIWgj>K~$k2w4gKMlo?zaDl+ED2wwY9@x
zpM@jD00mZH-j^+RuFYqPJM6Pn8LK&|bJ!>e%Dfp)|2B%8+WA+x+;$a|PUwA0b1eI?
zuFv<(a)-i6<|vD{)e4$76Po&a;zN12!vF@5*RBj1J3%AWkd*oF9Ur3uR2v4+y5pn8
z#z>FqWylDGbEX7535@6NUVi*b1a<;#_6ygTXG&A)LORjg<NeP_J2YsO38<fJ4(l(N
zP#;8HtEZ?M2}Gw<R_w&lj$-u7j3hYNu`=+lfMBv0HY<{l@_h_(xN``s-nlvo-(fFa
zJcV|DTh5G*SJW2cDG6`cp?{JNF21Hm_Gqo+WR;^i#YjFbH1ajM#8_~a*7C4G{x<lk
z4z3Af{?OTRYb7eGxE{_ZmF<7og~5B@URzV+?aN2SQ|}iA5IiJcwm$>C`}dxWR2l_q
ziF&;QLu@Lxd>sM~FoeeHs|S$&<36rdt3?|YQPp1iWK|Rl7a9E^6kg3^S$mmi;n6A!
z0DRTaZi`nuYW<gz5dv1pUMts}hpqHfw|Y4AEb)~$&Wt>NK1@2xI-;xfaiR<Uq6-F|
zdf7oW_POf!Q<#0-H<P=cA5V>N?o@@(-B*%fjjQhDrf{5r;8qE8;)zHN4XYnNuoGeQ
zQ46{?)SgaW(U1BOSQbwoOpJ58x;W$@R4_QA)6VO+Snx(vS;UU;Wi>(Tjq1(dl>Ka2
z&v}c8*{=lvBl8&*oh)4}-x2b-IgI}D_|pMsx{d=P7yws#huv{C)-3HxAm#ym?3&dy
zJOexBL$eY6IA1-}6sIeM7K&5oha7<jhsCC4B2ApD^l=j2(_igFwQZJI@d)jKu(|bj
z?swl!qgZa?_51zTHo?s#tmdC3B<l^LQ?Rb+9Fhx4166N=Uh1_OeU26VI)q8aE>p}7
zx2o&E6Q}yFh?%W@%?_V}h#aKYtcbC-;eZ*j#tx4$&7!QfdCjj(JXGio-;aD<E)gKB
zc#?H2WGZ$RD|aZ2I0<T-Uxj>wGH5P9Q<@cm(c?;7-%H9>sKl@zfv2Taw}LvsX1+2i
z)9c5e_}8v)P8#&9+@y+f_cG%|?F;eXe_S!tnS7Yei+6pA<yd9#7p#F>5330%c(3cD
zEK%^rec%oC)=bg)tZdqM0SFwA%Eb6nTP55cl_*ST(GvV@!0|kP%0Lo@2s6>R_epj7
zX}wexrl$Tue1!6jq4$T7{iTH0!|hOS-e&!vC9gv|anED+$iOu)-VGTfNp?(XIB|i|
zDmdwJoEco5RXXnb?TN(V!4F!{5bRc4&Hp+-)~D(@g1GNg%n-#2{ipOr8T$9siW}Zi
z;%ww=qI$p0?`4ng$L(7b1nR+6#tamh^pc69w@}-@da9y$7tS)Nk$B9u6ei+@crA2%
z%Lx?H?@~dt6RRp;!z7amYpAL_)kpf>MuoB7wfRD!k|}1ycPBQ>6w=*qk=qq+IS7=X
zXfLL@)$(&ZHh5rDY3S%yc_>BJGTK4b^jDoN3+evWOqUAoK&zP<IuN`a^28Pavz?Zk
zDx|Awa6;v4q)S=B*wpB8^;IzyTMOnkf=zDO4QLhzHx~N`yo1xaT1g?mahT<m5T45!
z5*f2fd+!Sv6O&xHZ|1vb=-h4A_L^8}2w#NPf)%2~!J66mX76FULCbN$tPe!4E);?n
z<+7fywpsc+YyJ4#hCJG>e#TZRm?ib1b3O^hl_-Jc$JEWEcEH<iW$Ch6(c=^if$#Z6
zE#-6)^21^)cp*E%gdBd`b*Y6;wI}IU*T~pnMv^^!3k%%lgk297wYP(Tq}D)f0~&?S
zX{UTJNywT-^*mL#DMxbj1EjvgzE+p$DS~`Tg3SoRFJFk1c>-vAXL~L!mDVS=ptOkd
z)fL9dtEu%vD?al}C+|$z<L_))+W?7|nCqDGOxeg5JIds5Dr@j-MA04QhS`|JG)B>>
z9fmsT%#fab3V-0kg2J6JIlU+mF4Kg~9{qEZdB)B*^b!1|&8HX}22Wsx7=Nhh{n0hm
z@WBMXnQvF?RE_89dLNGW%Uxhm6CxbKo)=2`!a$6RsN+xU@xuxTe3Xk0L_ZY2UgmQs
z9T_rxSjGGe=1G0K70%TD2z^c_L%uq>TlGIAh;A<CdIvpwxHR4PpmQYTn@I$8bnKu=
zzTD;#>rm0@tjJ+jlwe2j#yDUhtus4adQQp}J2mD(m*fpYNRUSGnl-FWu9#>Odrrdd
zU1xNsot{>2yQ=`RXV_srZ}+Bfq-KN(V_9jyk`9l5R$LgVu;skOJ`=6=7uy-}rPOTK
z{mv2TR*0!pskJQ(nzXT<#~u*shb5-4DoNo)z{i^F=B%dQoRy~6V&iRedND3ejteb?
zT;AgQf3x{Ktv5><y~o9>>9v3>O`^DY+6}eM<80VxxAb|qjkdv&xUK+<3zyiHbXS9g
ze5oL>jg5?D#ZO%l?|bc>+of+!DG%7qqK@Pi$QRUp3a+sZ2%~ZeIE~vrYDNraJfgBL
zMi;G@l8GA}u)UcpVBBWXVtk@I65DMgXUvVmsQuJcf;Cu*!^l1e*ccujvll=R#9zp&
zhEuK3cL5?fNuTemAb0D^uWBW4vSr-KX`iES;j$C0$DA2nomp>Jnr){*qd_f%E0yp0
zURe0e)xBDR+Wg@MDBt2>$|g2#Vm~8)Zst^`ZPqR|<gE8|`OX8+r|h*yoUY5bo_urW
z8)veY(la+#gBv>uODaO{lKBb@(UV>Ze~~icBEtgWq4S=jEug&jY)FJLZQ5vb9r{Qi
zKijvx;!X!acvT8|Q7ui5045+5C%Jkcvt5M5?0i_%lZqJ6qkmXsPZ`5w;ak!;p^X#c
zTE{R3WvxS7Q^6=(_{xW_GtTr=VcD3j(6<|f;EprGM=}=7XL>wLnU#zFYxk=8+yKtI
z?Z^~PrS^Q`v}N?!i?xFxKyT7_a)yI!+$exr0VTqN%PNAB!CDuJ)?L5^Z?_nd7Lv*G
zOnuUBd66BHHG6`AS|0_AwT{~_NXK8cg29@|!&h^%(C4Tp+J*Go#8t^vFUXvA3<fSs
z_-?xj_S0(09=zFs0CRd;@#b+PsbCXAG}H;xESyARCh_qM>S0&vyk8Dl^DXGQWz8Mw
zO3~Kz0f~)x<_2^pN?*sAotd_$TE)FS&frCeB6*y1C-F-1iz-9>8GfjQbKXrX{LcA1
z8hevG{v>#c@Q?kz=AQ`GNqa2V@1c10FZzw$<CfjyN2jiRo0%Fe38X@rSu$Ssn>5xX
zrqAP)KJp~Zox#sC331@qeinU5i5gv&AjjN1Y!O4+zrSa{37B1qz9v4r$+l_GE~@vt
z)xpcv4H?RV+EY16HH;m4WgAfsix%K9@Emr^FeDaH_^WrTsTWajoOTUL;M2C#P^1a1
z?wvcwpV^wY`d>UVkm$d!0uq-3sV<z_1s#aethW0Uu_EW4M9>p>3{PYvHJcnyU!G2_
zcMN>Iz3Is#QT+794dP$zix6$--1|V3Np+7FwBr6P>PzC7UeP1zoVOI=9X1mN)YFdr
zAJunm_*e*|c^xaY&UPI5q&>qvSs}=ryT!)cB~{#hJ5Ci|;w*(KwvA4XVS(YEiZDBo
zj|F=-!2<25w-hZS05{cmz~j@N<Z<|SmBQEk^w0%dnZ{E>)JF55|EYmBL~spoz_l@Q
zzm*uI=OVV@azq+viOmrixCLaZbNuuX0)$)5slSkdpkdH736Qt5>B||=*$X2O_*WC+
zkaP|Q$Z@7oMHpN9fq%rBUc(39l#N4moaZb5-j)hN(uqG@+ECuyG=0%gQGYR?&qZ(n
zNf5B#9}ndMmEKv9-#6wo))GlpUhGdd+jUI}OQJ;yTICNT=Shnu?dSxq)FiKH0h@W|
zgOs4eT1+DE_hp;_zh-k_adl&LMPm-FiSbDuxO(!UQam?N6S|J#mfefn$a*UzC|b!1
zMvqJmJhc>(ybuTyIPDJTSz8gALH|5XC;w7CaE0C=MgFKHtZj)OQ$QC|nDN#hGJp~i
zo$HMZF-b+U;G=sM4IXIvGV-opPFu~rOl&2bFiiweTR>}~eUg{>zn2_AluFck4i<xB
zKX)ezAsF#_g5rfwUk`cAjC%(%gc+UrtdQ3X{#nxbVO;Z=((b`(m$$4Hvp@<CezN+-
z+7)O@qb))zxSxMrnUHy=wcZBtc=*6$yyM9!@-ZqMM&O*{db5Zhf0>fg-5o-T+!0zF
zRCN<dN->#mo|dU{nJT1`%dV;ty44oL^r7qvEslMrnM4O&(vDKWY|L1vReGol^@s$O
z*E>#hqBgGq<uX3s@Z@l0z=RoaAuQ4rLKu+6;cW5_Bk3xST)}h~;^Dd}#c&&%DqV}`
zYmNfX>0PtVY1}jVN1C0#J@G+G+|T!Ub_rfrwW}Pi_cpfSQhT4RQvLkY#=uFaC<rA?
zi*3iW2-dd0In^|flybl_cERR(Cv)gU+n6K%;W2yqi<!$_jf^L`!8BX-fJXwV!maAO
zMd~pA{67WhQLT3ypUjbn1yzN$!FCb94*^bzczkcLN;AFy=2#i<E~|^@$6)Cf&&Z8c
zrVQAwo~Eo_QSgYgqR3qPb`7!(xpXjU6a9031u@<r502-q|I{vC7cjwnmOoMpA(+0U
zxGSRd>_1AShyf=uUnrM|^=?BtDtJv>riaOHoX$m?0rIiRdl&t(|C4oaqKV6DBN^-*
z=U%$;n&CD}+T|V_ZCidrxcsWk0TqqiTuBfKErYZ0H`v~{RW`z;*o;Ik2$o^n4s}@?
z$nuErDjZ>c&wl96?Zk<zrFe!D&UPw{i!i_{K}s>f_V%RmG0x+ec(|;R6}!$zG#h(v
zjlMKSYW}XhckD=ka?<8Vp|lY|b*0%m`@Ute;`1niYI^^NW271ZBY{aUulHrP@V;lG
z15klN(Q#|_?AdtMqJ_M5W<Bz2dWE|A;C`Cj`EL}q=cd-{<~(MOh>d~aL<97AySUJX
zCUd&G(*Pp7<)7`?V<v1-UvP5Z6e`1s)$X<2AO0kulxMs^BR`A-D6H9<f{@ukNlRmx
zm$u`V_|XAfTTNZGNeqD_>EeD)k}m9aJlssj$t>{-DnwP^KdB-Ilz}uC!^rdS5&g&%
z7x1+`jQ4nL&oynN+)vwwb>QM)?{#o~h^TV9vyh>j2#&_6r^WT;HUxw$!kGBXlAzqy
zZw9J*Qt4KNyRsuTEi45~1;86*6Jb1`*`$D7J~wS}G#L(?h7iWRh>xbRJUzoSIh^~a
zr73=AAxhRf5~AL_nM%+ZJQjM|;C|(7VCl9vqh2gGTE8FNSbjHm%}e}Q!S9o1SI&A4
z;Scof7H!31f_e%G&>9>L7J8G!;lcgmjQGwpycQiwbtc(f6caEzIU(z*B+jF|Dn!!R
z&&f{rCn|oN;}XK*mY&U`J92``cv~!@?eSNr8wJrUt{YE$=#xLIx7nAH!=2idX#FI9
zNGniKgQWnOLLKJRekKjzCa04YV2D#ZGxIGOXS3^Q6xJ4IO)m+^H0GIF<$m35JuB{8
zBE39uKci(Kn?)5(&33XaU*|f{{d(|yK2(8q!^`X_q;_eu4dr~`YhPpD<6NeCy!#2P
z%h!h7hk5IrOwx{Xv*)xZ14{F)X@<jln~oKf<8;qDdZ^K7C7csz!xF57jL-|M;l}5=
zr=u#Dfen+*ipy~aYDxzI3~2EoK;M=Hwy?`?@gjPCEi%jpm(zq+cU{&N>R+=}XB$iT
z%ekAzREgjsjXtAxv<mGdB+>9G8I794PXPx|BDh?lQlGvG+U;mKEsh?184_D-TYj1%
zJ@kpa{m;b#E8+g@dA&I0rgO>BDcl)!2#hVEq})UobY)(3Jty6x$9Da!;GQ_Q`0t{{
zd#6)NhHUL@<DwFjZ&`ZC0vLaqjveI$-21mu8{ey*=Q{4U^Mwkko~>Tr5<^BLv66W2
zL!Q_j(tpxy?9Hu^y==bdV69dp*7tG0Xh=E{eAk8@xhp$_l%2L^A^cD6`FqBK!~!65
z`D+}jq&?hTchc?M#B+h#$sv=AUdg8VLq7>f=aprH0;gRM6++mJ3T1}oMf2TxAPZc=
z16iaN&%5NI?=vnMf4-~385)uiDCg%M@XI@e!_bI&v$PVO6)}vnFSmhUPK4!miTYg(
zg45f&CcW_^ju8`A>f4{{=|e~A&LBL1t{|C*E%3ZH68R4In{eI@mL&Yex&6Ipa@Foc
zqO^hI2TmmWW$&uIu_)X1jJXenf#<Oo!|`h$vtl>%19Vcw(w$3C#&nIs!uvBe)J3Of
zTS*(>-sP(itBtqB)my2*($}owzZZ~Kp*`{18`+SPB5!sGTxqTU>|aF*R~c`T$jn%9
zEoYz_a)(o88sc!dGt+uqEEmI~S_e}{F*Q0fQnC*VQ~Q)^XgpKxZ3k7vV=*<BR&nmc
zHj?p*1@+w(Le74z8>q1X-G&dGVAo=K4KI9#B>Qzkwm5RdVizh)MAGkyet*ZXTz9Dz
z5?2$zbpXY3S^ZC)h|J^VT%VCCu;ZXK90jEPp6Z_-Z-jZQK}s0D#3pT=+u<(Pz2L3G
zz*c1yJ2R1xja5JiNo&ZT#32=vCl%XpbKRpp;`{gcFUM#&SZhF1bGOaeWuxwy@M&!@
zlxUVS5>;y_t=H4d0TRz?ORah^sllc%K%IGro3W=c_xsTDsdq~o=hB%x51RVaz86*C
zb7b3Xv8m=`_p~V5o#bOc6gE#f`nC^+^ZojvLObA@?mI#wSJS}e^)$%In@M!1gJ_X?
zF>ckbF04MCa?dxE*5u57Asp841pSR(*W^;-cPk+s*5!=pGU@bzj(Kq#(8=5{jl+yH
zE3R~_7UV5;qmFQJLsbd&ckS1Db{x}CufB|h`Hp}QKlz54speDjv?%Fa#xxl$kKvK^
zY`t#KT(RbggYi#C?U$bpe)_hrnvlMpL;}P%pdgMG6tmzNu|IpTred~I^bp6maIFkk
zF+BNEtwf6oi|7iR#Yv<-hnksy)LQP-XHnUEmq4q@j~m;9%K&605)eLmKk&?9o<Xur
z2P9J0cb36Y;ibOEoSg~8*8!$P;xjvP?7MM>{^`I>bb;1g0>p7ZFDdrBbs(+XW){Gp
zt1_c;ysdz$VV0_t4UX~+LIjpQNL|O5kv=_64hwZ0PI|d2AmVc>Ytjny&pxc@JAfrD
z4?Wc)L}%@&V8v?*xy)v=w_8%uJkgf-2-OA?ewE;p>iE4U(F5p(y&3lN4^iQzU47-m
zMBPoU`z0xs`4;`_mDqT?Y;b|Qx1PvXaVTeldCX?rR`mXr0RBQMjUby(0qYr9j>|82
ztkzH>I2_uciJl-o+hxK3HXd2y<(<J&D8EE9<NaeTbZD|`hJ^F-#ax^npN`}k=PoRn
zgnecBR(Y{t2F;u{FmRSb8m#Ns!gy)*8aMe(4GN-;2ZK6aH^>-uwU5WQp<p-!p|<XZ
z@r7iW+RA(3Px(yew}5qrJ?SRghwt?sSgZbfGWKA<_9XC)Hz~jaNcy5ey_j;KR<2jd
z;p38I5JL>lPVa4e&jq&12L~~%=9mRhaDxZwORv~ZU}tDPO4kX{UKjclm~*|oI|Hty
z_}8mA8W9z;CyY$gu^;)#-c#m&&SKNQH&9Not>XS^p#thUp}MP%gi{-nzA?f)5R#yV
zB!%|2WY#hy7{m^>$+N`P?V)P;<1^pHY5a)Y2V7Ks2hRD6oaLZP`{b4&h`K|hUQIO+
z{AoMB1Mg%=ymvj5cr`|Yy3@VSne)%$Q@#<N|G0_Izgrl&ML-=J@%~P%K?x>!(Lap*
zFE%91q!*OzP5G)K&+^u8oDh-L-zF~{lFlocEX&wQ+gm-C0$0l_HD&}^{13r|803y6
z#bCD*!f6QVIFy+`zu%3gjOGwKDvYjcRiE-EJi|^%T6_3bEef`dfC7V0=kmcw$xake
zPuX~l1f$hu252}Bzg=4%+mzdRQg}~{p^q$oa!Bkcot0`?ZisMSx80hqOB#Qxp)W3=
z9{z#+KktuJWfAcEV*)X9y&i3`!;E<l$8~QIgQBSYHKu6J2xIL|Bu%dF<g4e)_2l^M
zkG`O-%;ugVqIu^5e3Ac0)mKNg)iryU;_gsfLV=>i-HNw3#odd$6DaOb+}+*Xix+oy
zw*ZA;0s5uS^WOK~@2{+tm6e=xviHnSX3w|@<ZxT6a6zzvIhrrr7~sd>3(s{?%+mQi
zWff+7!Myf8NhdUk24}k>gRQE{$18LnhE1E7<Ny>%FTN8Tv0J2HrYo|Ku?sAu;$6hn
z>2BUJ34dU>?ZgXJ7!{;O)weQJ91>?<Rn9OECYmorUr>MJx|Q}}RtJVN)&^d4fLEcs
zle!H*H`X>*G}9e`F);w3RbVzOe-8hkU!Lmb=ywPyt5z64cmiQefNO6yuwt5ow|3hG
z^2Pr&(T0_EOf`aP_~&Lr;V2F>b^0R92>&KiWf4EG?lmq}Ma8A6G(n+*`SptMw1;=4
zk^)v6>p@Y(O&5M`f0~&iJH~)sW7Hqz>y~~~Wm5`cpEto7^UZ}bmrsfM>DSNR%qo_3
zuPYe)b}u_`r>5dmHiaDEHbnc#9j5ge#q%AivZn#eC!=UrQc!u4$rU;dMY^)?EQ%S0
zKT7jI=^E1SCctRjU{o@TeRq<uT~P&6GTsW7UNYQ%r|$lFc2D^M{F~5ioiM^?T}!_^
zXWgwR<mTO|Z<A*u>DvyBFf&NxuXR~LcGnphvL_{JxhyROkE9+Gf?5~8(S!A({OKkN
zEGTNz!5LZ2(ZprqO?N9fNMYvP^|jS#WKED*di5s@m8Y`7d>S%|_jnn*P91OqF{x7P
z$M?QurPXiKgxQ_P$kqg>SpFsS6Z3hPt^@OF@Y*fE&Cb|K&tIaW)<Z>V3u;G!ybbBx
zSkK+ADjLLroXYnewVs&EG|D{S=`dgKSk@T<&)C{_>sH87e8nnV8SU+BH;D=U&Jk>e
z<yJp?51!ztaW**#i(yPEUqgNcvDn^-K@u^HboMXiCub|Tk!gx!mqU`oNXGlO^J3B8
zHK06tIS<oqGmMPu?qs+uhuck8$zUVOChp$R_+rk#y^8y;?th~!qWss9C)UuDEyir7
zRU<n@Ii*Y23lU-EjviQ;wEa<;-Ub@Q-`_bHCK6!n&EFT5pV&q}$Tqzt(*`H7e|~WG
zOxip!V27OYk=x8*WVnBiCT=GBRlE1ZF1+@Gpuc0dc0wsc4?Sb3Hn>!X%K0;<m1Tpw
z*UM{3f>3_%`VSfvFORfoKS2&|8!fpKVPdX0*!Z)1uY!2p9htxFWPTP>Fo$v(FOIKH
zvh14>K5ex$FteC$1a&u3Q)pVp&rSyNhotA%I#W()+54xxw0YF@jvtsNV%Sc5wXkoK
zGv^?3t<xL=OgHlA*)aznrR!hg$(=-$9OzG*)mRDn;y!kx*x<i+MNjjkIo%d@^Q3R3
z|JYh%@P}wpdOB^R79b`9J%ZqMobC>#Ozk9~6Oc;rMP{ej-KC3BtnLyxUf5~ocoq(u
z;&qP!S@?M4+KE+|+G!KH%|<$gxb2(*O~D=0zTw4VepprB&MTsU^2CFyiy4ibbYZY_
z_&amDk&fwU&15a(k+hSdT#fpE#Mgux`f!`+?e2UKXtKtj$JvZSb6E4?tfPjB>4}KW
zKkZhEzrp2G>y!htNG9RC2c_vex?2}{VG<}9$h@9R+9~E}C};OcUk!gJer!0x#}Q}y
zZVm^lTW8HCI8S7nHMarbxHPYV?rR>JnpDtBRUXO-XSjAEG8_{;qn3l!@89v0Brdu)
zrZ_dSUQ0WJm$Y4nri%Ilg@crxPdLsL2i*%aD01Gs>(5zhrNcr-LbQCX*n5X)*;cT6
zMn_^m4WlC&?LQt(JB=O!`nFgeO;keSZz-ypxzt}Em7au)Cp)F2(3T+CBML*7X=K><
zSy988vV~hlUVTpN>`PCz%-I66zZ`-u=`eWQ?|F0#S73JuCR)=@{7KkA@r)4MFuaa)
zD9rXBk?`Ps9puW|S#p5{+%oIcxm0uQXA(zyq0M*Vb18;U@s$FkZ0V&nTg(x6tlp**
z%KDAYVyp9hv({C^hWk$O>`+4Wus9~~e!py*&q3p!g6kCUc8xrS_m<i&uG|~LabVy}
z_36r<54e4HVbAA>4@1foX1`B&ghLr)^pefbD~2ss+a!|5{?1C%gnm*kXYk$#q3j8#
z6Hh}qSB$Qs&u1M)X~$v)alg{xvIYcbAxVpALIq?Iace}0mr+HCVLU~ou33{!Ck?rz
z7!%{bdvC1nno1}KeT=HJQHhsskFa~+eF$R!sCuBc(&C^&)&@A-^bV7F=`%+2*Sk(p
zkbnNDMv6?tC-B(dBu?SadnujSgexuA>E3c^kjA@><DoT7f9FAF;{&(f32@qsd7c}2
z4<K;_^Lt!5z33ZoDs-~w!5J8s;Li=vwME<Pkt1`R1!<e&d(W0)7l4GMekXd7&-*E#
z^2HH|===53=>nx`Rs0NjmZ3S&DpAuZ9U&~bb~Cx0cQM`VdR_QA!gdik7Dt=%XXJe-
zR}f=sGGbrN2iO)7vabEIKgmO;>G!?!k|eH+;ZVIZQ$9$~W~&*u|C+mnh0@b-tL6Lt
zNP5EE({cv^{CS8Z4vgV)b!+mESns#3Ux^@LU9TxNwHN*#H&UDI1zd0Upw3q7b?y9o
zhvR+d`<~CzkML49bYHepx<0Cs<+s+{U$ShCgch-Amo+HNW2+vGPkSY2C`>FQNGncA
zX1joyUY{GU*cL<&Mx_rXNIbW;NBIy}bFV76iL*>U+iOyQd%Nv{iFlk784$swP@CsV
zP>%fyn{`V++WOX>k)vB^0uJqXZOd-JpC4v5S(98>MtQ?a=lh=!_bbOkq1?ct*~Eb4
z+}*I$+s&{uv}j=A6dPR!F-QxZCxRz-{D_99;#cDz5>5BlPr*g8QvZsXY^q1QM|n4U
zyod0&8|Hu$;Fy*l?8g!iC9ChaT}AY%9Ps1mbTGetAvv3?>|C#B_nE-zEu+DkmAVF`
zj3;N#aS!P15Vt?3v=CCWu}|Q0d;yc|A@%e9-{wFMz@bo14$a`cx4TK<d--6!iqTN6
z_Jb9~6dY7Pj+LcJY@<l^e=*d7QV7|WISt`r_LBi|GwHu5s=2-H;f-W}?eKf0!MFEy
z)rn0HSifw}7B)-Fiv%}8gLdz@S&LL=lh{AH&Pb8*D@)6D?b{h_p4>4<<9InTGM<$h
zq{%q#VxH66$j9Mo%pV<0=;25Miz--<sqTTJanP3^-jmI73L{=?<Y7Ga`{*)<G@;OX
zb8vKM5rZb;oR8*EyUHTLq>_jmzKI>!Ew%<-dHo1UYd(pc$#v%QKR=nZ|Jlzu1upjh
z(d~+f5UQqT`+VK(jJrqA?kwC_!pHL!FBovEGtiT*R1Bbh`;WRVv5l)0IKYPY98;ZW
z_LByW*k_f2+lX2ePa!pts|amO5Gr1eWt!dEAF@f0cbd*iB)&JdXC$i08+BET;8Q1M
z@K*6L2uis^{{wfHoAJLMg-P+G5z?{XN`i3=SD1%;&<L9=q8Fs3oEzNtUxz~eg1qA=
zdAP%mWITW_KpFfzDybOZl!1_J;&Nh$k+3~Xj-2fs)2^+frTELCGePJ>TBjDpW|-%F
zwxDte=w6_FG&M2x%t4^hWib(y1y2T;by_2bX+DPen}3Pij&_!NxNTZV1y;BmUek;)
z-{{<ahmxCQIRP6rK78wy2bMJMR(<@vyZ+Wl1zvokIE=uA@!3L4msJGgiT1i=noqWf
zUDDO`LvW9dN>?#KOuEAO_tc!LM%*vi70cxm^NHo^(z9-1`V-F#{cbGTh2$k9l}|?U
z8q>;AZno7u1p;ZVWT2D84NQmAl8DB^bfqIKx$fj<#GRT`_F|DN{jt4nLoJu;7euEX
z!(LNRIt8wvfg2;I|I!I<7!FjBaITi+rwVun1~N{s=)^y9=nRqOUfHb9#geAV(b#6y
zY~1-U-0TO=5=1x7Ie+(TWSc`+6nU440XBBZauv1XllF|!LuaOL?Cv-X^NsrzC>X43
zhUXjsOQ7!_OW1Z)yk<STVSwUTL7146A^o;4TJTCcrTw9SJuyPh`tXA$+o&1Q*iwz^
zdSoXgvCYeh=5Ux`<$*g}?vU6Ex)?HVPLNe)`V-kK{VY?RzM~5<qCrRbocofEGq-q)
zx)o0K-0TdjPma4%jUSO2yx03o2TKvccllG-%@Ep%xAekygoT%P(fASD491?Gm6vo(
zAgA-<76l%W1Vg^dtUd;EW*SZ{-R=30WIEwI>|U(}FrR2Uxs>&}OW4wNT-KjIQboQO
z-2TWq>*0>?4%LS6-D3)2vIAiC9FL5E296fg6>M-rc|+TPN^iHHojUq}d$$xSowr@J
zoPogy(!yLt+tU`A1+nMdlR0sDW%?G)T`_WcoXUuEf8#SL+z$F{H<hT2J_Ap5?S1`m
zELCqM$S$QXDOkZrZoLzqXKcj7q*Zw@yB#5bLMUx3mu)X(gvY{ZCFz6AZo=OZ6D2tM
z!=ZxT$<ZG#$G=v(aR*0#baJHXPTM33z@>eoMVi}MqZ9kNChT9}96jIgHj(r+tjzgG
zqul|cn}wXfW=aRgH=qBwB?6>{dE2(Au>)Yw4+jExw^MkuFEN->1fH?s87;fC5uMD@
zcSEnGx`HDbHaltDM&Mli_R82hkf{hyzSE)9qSS=ss^YO6Dn+uV53(YQ^GI6cFC!?H
zMqE&i5p6s)W!y)4kew8!HRc!jp`41x)oh32@(y6|2RH-3QiTTT|8Q7klNJ#Lz05`A
zfiiEN1bzDNWe}teAI1)|_j-v+mggq_>Kk{8CQDJ~tmEAro-^B&Td2;720h<WvV2mC
zw@~(I+f#%U=(4&~fSm6+h9vXp05HRniuL|y!cZOYNR->i$(b+B;0)g;DeSR)N)z0T
zbI4&l))c1p?w+?+64z!EmfL(e0BXwCt(EL`)cZ!JzXls&!s>AL6|>t&dVc!lKJ%dS
z31`BMu25i&R<pSHPN2}Ag@y>pLtQ2wF*7chCbWqtz}=1Z&JDRJ!B|a#gegoQJGn5W
z-Hv7RjcM}{IcD>>(EnP$*Fe{uM3?bD%e4#tfcTMGF0Ii%QWuY&lJSCZb*Jgsipq@G
zcvv~jw4<uQoeWkV0`8^mP%~ex!%<_Fx>}kPKI22*d)Z+;n}TK&H57G9#e-e{B%kso
z^f4b2jppSwxYCtzxSHDAnSc3+fYtfaaM?`)sZ(Y<V>OjZaqb+mMob-~p`^MZ8pw1$
zjVNG0K+bj-t|BjIA9|w4LHA?buCuCQ#+Pf4-*&e{5Nvr2hsHhFjGpOn;EE~i9N9lI
zF9~p6427<1UnBjcvSn4W$H=FfmtT5$_GBR*hFd&nj>baDdJpy)Wp8N`@L8Uz#I4=V
zVq=8HR;i;KDfsqL`pIFS9C3}(wviXwmL-EEc9i5$p0aI;cRV9VaGo0GkWQYUth2ut
znLN{`pLQqp)*FGH*+=s<KaKxP9BL)A&{XNPnN3wgEpuUZa4ast#ZdcAxX;5sByeAN
z{eDUrAz+JB*%h?eY2<U^58Qf4ZyuPyJ}fG4ln=HqF4ab9t?G%QXOd?HqzpQBlT#(5
z&r+Ngvu9;;Sx5ZxYjTNx0QIkoeJYN_g!5(fo7z)@yuB(1KuLUCZI*?}g;x7sayvVX
zy|7OKc{(ji5hcFjXEFW?C47*N;BF_0<DwiXhvNq%*naPQpRL|Kr|!+AN7%X0U}Zjo
zu>`xKNLx&Q?ZyIy7J@}0@IV;kedgP!8@hT2qw(2qsx4i-MUJP0rz~s6K0GCy7U8P&
zTE!W*^Lu&b7p2baeb`WQ!g<u!ca7e6PV3%+)M~IqJZ@LzF*hbJ8BXIDuI0*~C(vHk
z<=h2WRpn4Bct7-3{_Q9(9SiM)dWyXcE)qertt(bD5|XX3I=ARhwkU~8H3(O2G`*Lt
z&&2vIN8ehMkiQnxhB%5hM1S%&8j_FfqJ%WA*NnB=CasDKie(xntRlBQJyr;uH(4;$
zfD(#E;?csO_rr~+g+nRKdU3W<A?2&jB0hM=P&37)zw_Z|<ypO6ulJ7zSeRbIlE<+Q
z$Ek0o{+5_X&+SnOn7TV1bL`)t?VaBXE_t*^jRrndM~%icg8YOhZDN@*Z`FeI##WD1
z+5ChN#Ag5c3OJEb!|CpZLdtM}fYw1VNXPgSqj$nAvhF2=eh|;PV{2Gds7gTc<7YbK
zE&Z`yi3(D0edQ27p*k!g@)~dJD#TL4<xviNukBIC+8xmr!V$hFYWAY>p-0#0)(Tv~
zQU1}u$P>-ae~TAWB{-k6wcGQuHy9YdC({z9Z~2Verf1FF)Db9b`8!Auy&hkZCh%JL
zv&h$*kN`SH6q)^<D9+g9e&&2kag#sVGob)i@W|sj;E03st|sXwZT^)qNe^?jiks<@
zUuNoNmD=mk5%Gk-p^GAtUz9bqk||O*1eRqs?hCC$I0nyI`}9HXeW|8&%iFcY5un|m
z9xvbS1euL{04?i7EeUxHE+YEt)HPbw$D5u1Zuj3uWvDcPq@_KG`3&NOEeN#FE2UHR
zxr@ugKQVx{H&W-=CQD6pA1J4Rjo*CCKC#%^dMV3UE7%`o7iwseMq&)tYiswsx7g(v
zB6Fo0+MDpcPKKMsN~jhT`;vZjnW(~`3?(Bf)XE_qn$lXTNaC4Fs1d^9Iz^YC3w=~(
z-7{A$Fh6Cu=S|QHayQwPA#3Y?LC@Vco~n_FgtJWk8mXtM5z~sqe8=e0w_o<rpV<d}
zB0IFnh`|}=5E@uWz*(khxKPc<n@7HMYEVDjt6akL)<G)5{%BhQA5ZWm>)~6iC&ltf
zsQ@B0aHIIX_DUpqN@@;<k)|foocltnJV+v1*XG^iL=}dE_-rcYB7+!LE?(BzV6f+z
zZXLV7P)%YKKGO@Oh7VX`4rSc$$?vwvn^j08F+PTnJkJh#R+nXA$P)Lw^v3)wzFXVq
z;1vlFQ4rAxXpyW`7$_-LM|9F3%Pq~i!}@y}G~{cun`?BSFUY^PXlS*m!1t=xk;oeN
zNN%*_%R0XOdOca=5EpXitdG+5r$ip_W3I~1i~ib0pk3p{j;M~~K{7UXbG(_fQTq%`
z-K?>q;`qDp<;S$bEn{*ZOJBxKZEARIpSFwPL^>l{s+Nvae%Y(uZ+2;Uu(c<VVY<Zh
z5tXmJ4>i^;TU2ZBwz~1?)t)j%YUOjU?!5U!C_!l7e8Mwr2Nph?pT7CpL+VI_N&lC9
z0_UBy5o~~kR00}mNXC><d@Pa5XVA!PA^Oem<FJYA@mXJ#H<b31HBloeC=@cQ=}ZxR
zn8;l9GXBf~HQz8#-&sMexBk(u^WggJ!K~<dkG?MnhA-5^*!Dk7Z8olUX)evDL-e-R
zYs78+*wd*i$YZ$9dikZxQH-Kfxj1%@6bBPdU7o)N-ImGZgI<1g%Wgp6Rs}7n^&YOF
zp6&A+cIJ<J8zEZFV`UHmi0vFOht&YtJraX1f9=DO4yo>LIB?mOKdI}ux}nH-TUhg3
zP1rAXR31RwmUV%i&D|IsW;31Vz<yesgxU_|7xHuMdj?~$!Z)eHB_sL;UECokg`dwy
zv|3p|`%Vm&XcAK1RF&fW&@ZJZN3xQAyml-?0DF!=??2w^N5OX)uFC_6edlSz4d)ai
zXJhEP#&^Gou9TlYX|4USF4{TL;e=MZ-79g<QmYU*!+sq$&%8?s;HZjWHBibNO|N-?
zJ!%~zW5Y*iz*`bCLSplDB-=1q7%oR_YH-5p+2K2Mtr-<~*O5uM<ml*qbP{ej{Y)b=
zHdgiI|AI_XZUhLioqvPV`565>rBc=$hkO=$77rGAXdcdskNRU~mn-|Wkj%WvHZf-T
ziX?)AFF{p`%JOOwu2y?dt;x)(?X>pU+XnKa=5KlELf-(zRZK~5EhqTfekHK!y}QxN
z*6vn0+jrrAETp@KPLa^ITZXL->8{k`vL2{J2ec1;UGVm_T}2kVaQ{_!+C>dC$?VZq
zoG^d6sm$ZCR-b@&<w}0|c6(N3#d4%3z1Phwz<+0J!0^VcabfTW;%q%}XZ|JmZwd_@
z!`LuyRoALPAtMNVg9Bh_LrwW>rA~%*%cxp-Ucc})9+2T)!q>vtID@p_ZUNJr>~7#|
z>fM`KEsJF(bP~36S*6-)vWdN#5XZZ*x0lJP@==FWAr}z?r@3=#CQzd(!!;Cr0Xo}d
zLjY#sSc2GvxH>D0@mG`A`Rb=9!%|Pe`GDLn1MI8i)h>BGS8pR*G+b9C)s`lb1I!>@
zIdRH!w>CA9C=)8C23`&vhhr4oeC=f3t44p=7RB)U+K5gIHXzgNbehYs@e@qr*O#*n
z@Y9=p@J6HX8|hn^@-L^Dze)EiO^jYdGi7!Tgt4QX;M?&WlRCG)E-q1QFZG&nKu=5D
zc%$@ylyKY$d|&J#CDJe?ri<b_X482yIVvt5c^kl=kUNkt$I{Q?_bl3B;uO1K;nq@`
zZ&?U*Y?xYx2ML1jZ8Mhh@3w_K0PyZDT=T&3>jP+s`kT%?9{a^!5;psO<S%{h+vcUo
zrJAM_TH0Umux{MQgLpFTr*1-CJGEe;{SgvqjLy17$=U}rHiIPOd^s08F|Fk(zt{{4
zIm;Q3y8G^oq;~9P67<cCFGUTcyPC+ebGnJzme4^yb8~VNoUoD;uLUA}pg&5r*};ie
zJ4_YcKwOw#7AMKuaJD&rli`*+>bvHfWW7w|Z1PWp=wqt@Mc#RlMS8}$-l8;AALH$a
z-i88N95yHyxR8j#xXy;sY3nx&nxDcePpHrGWc-{>tM2Nu3!}kyAI1&q$O(<h#;YuL
zOCX}u*7w*D&Df<>u($w6{bWIODz|Ivy%~u`jnSOMBIYTQRs4wd)>7N{0q^CRuHkDp
z-ds1=7l9ZN@+|t}VSa^9jr|R-PB{Vk1j{u5E+Kdz4-+a!a+O@@wZ4Bz>@E&H2nUHJ
zqol&#_mQ07BR@sXo&5ig7q+nrb-#6G6mifIQBUbn9sZ>^`ZmHNw$P@*^N*nY@l*!a
z)$2$5$#?TvDb#13x6bklyShqHTUepNp!6p6URc%QvaU<@=wowJ$l08!VT>cDbcSnw
zbd~r>Zgg5RC@m>~^3<oo<BfO{ab^RbBMTYTnF(|^ngg{|)3{_Hd!^ToZb*Pd%lT9(
zz82^fgw{+<SZfWBYhzJF+g$<=@KkSRMsTDHatzWN0lsyDX#n9h;LmHy$wpA!4{_=J
z<2^G<=_pb|ub5Gj-6ne(_IK9DW9`;5PT#~#MEvA_lMmBaNU)8<3Ls}N(EC?^sYyNv
z-s0Bj($P=Nu2Ro5On!mMelz(rRX^4FUcODvu3YN*y<I#8@Q?4!fC3L$jI3pKk$9bC
z>1>emtbGJaJ&4LOl6$oh(RRF%F8<+CJzO$|vxsm0XU-4gaLMX8L!DIohH9P*s&C>N
ztCi{8=BpuZ?k--ENkh>mGj#8DsNc&Tc5A1qkCDIOz73xE8wb&|QpSIAv;I8QjBI48
z4y?jv4LJO>kJ7eUJ#083P^+*7aMpxAj}5gu<{Z=ZsuA+EnS%2A*x(HCPx-IrTXT!2
zqYWy_D~Kj96J~e7gid3{la%`L*V^u?@#-+#$}MiSt}nIvifX6<Y#E`hnOwIy4Qa}X
zjcIDvpbEU(G__t%tuF3N5z?Yt23?eVV&@KqiG!76VdJji4$O&WkWpMD!T#*6SPao)
zVHmseR)J0#AyuH6U5!G^EOxRO#O*Pqn&X=4ySTx2B@D0mb}}wLHfRsH8b*9{QS`}T
znEDnX%F47FRFeWdF!{#uSRs=OOIj|I=1luiC7pf!WW_qVEis&SP>2-DSeuJS9G%?^
zW}EO_O=3t`B%b>59$u*_l*cH4Ibw$Vz2k&E;pxTSqmH<Tt<okhgM1(%E2Zbr4xGbQ
zip7?L);8L4Ir+62dXQy<;D<q=zU8g86NSz4*ofN3@gCGT@E->vxNm)s<2lg2%Wai}
zwX<yB9*Xil)ni=a-#>6t?q)+qa#ZHO7nxCbG4rME-))^C-QLHo{xX!bKzvWxng_5`
zkA)u2FpT<0=4x<0th~x$y_fYXn4=GYrVEm4n&BAxorHhS9NcO$B&4jrQdJSJhVXrX
z2uCLEd%|d-5+k&Qvmc_#M0;&BXUd4sX*Gn-_rVx2Ju=_C28M;eHXnON3)XTg&Q7^s
zzAN;Y?uROJ8LlDd6676z2I=S`S{Empqx`P?+9j387(>~yYBmd)Cq)wCGk=EB9XsiI
zw1li)bBNvYNWLd8S}znJh+~k&Srdaxg&e;hMUC6Ul%vTY1fpjdxp#d6X`zB;h&>lW
zO0gb$q5aLZ!y8)?hq|qp#A<|o&+0a59O46BLYcPY_gflc#&n?viYjExKMs%k>;_5J
zU%r#Oa)p!j^~`@7h1(Oe@A+Ce`3q4DLocp@U_UGlmc)p6C-;M^80lq_G$Zd%0Rp4d
zD5$?MO~z*}M$YC`!X;jp?It8BdCYQkX1Sr3?k2>{@O78<s>3^W>ln;d$B*sW9s{4@
z8X!N{*JXkJtcCDtrB8_Xj1{ykoQtp^g63l%*x+7G7YJunYqJJV=t{L}{K4Kkowtnb
zJoFCHwzN1p&Fy}ti*}jwl<3t34z8KHOjWqjr1HIF5zf9XwD0Om<IyJ_8$j)K`=QTT
zTYU{0VF}zu=+#A&RhsoCEC(TY{6-~!Xq=5B=R3Cu7~Wg;WkIO&TGx62KT?&<kSv+C
z$FEE?Itep?w4K_58Hzd)5gH%MNWyaPzEp=zRdS)S(1JA4toDC5IoW^wjr~L1eZLak
zb9^NH)Ux6YPAe(?I>)Aax#7?dBr(IQ{>iLg>hL&dBr)da;FIlPY}&;rp5!i6wM2(D
zdV<E9qSJO8-R_j=3h%=l1+_6vppg?MZnaQ@NG(5ie3k-AI=Ew;Vu1AW^Bj2y_ig^f
zsU@HoecUa$YO~fpt8hIyNO_qZtvY?IO>LlY>2kMBBjfIJE@ZP&O9=Yq(bTf)YERhe
zm^!*YxydnirDydveb6CqkF>|g5xDIGvyz!d1IgHI`o5j^S)bG0XQJB*z0*G`{1b|K
z?T$l-&74Bwv&`*sTBNx3eo&U|{aUrO@q}01qNl%G1k{i1MVr|fvA5<mmsyCi&#fW+
z2GgbXN7!nSh$~Gwvh0u9VQOglw;LtWtaE2_8eQ{bN%5VN7>uA2)XQyqHi!>lP2JhQ
ze<>M<twK_OHUi{pE1~ladq#4zu3L=w<KQAn!}xDoPxU@i(?-mx=eF3DqRw^cBjU%A
zbxDBxaX*xaygBwUUj?p=&q4?~RX%*;>mv+bX?F3^T5v)^nlp;{gJ!09*|xsym&1>x
zY=J({rb-wE$3H(|!*keClc#ues^w!&BI_-%4Qfc22fjHK{glO}G%VNUyjhOzrMCGw
zx1%N5aRBWYmpX-}+zUw>Fe!jD>=Gj>PnRb^C$lH%p$4+AjvzEb-W*VC$O4urSx&RU
zv#J&;;#aGHNP=P+*{`rYZ<sHXhjkn(uYL@YaM(*a*qjQK$iVT}0iJauDFAFs{P66y
zn{LefVH$ysn4%f3#pnxAHG47SZS!{$j@`Gia}n?58C^!GmQtG`POhyx8fkY^bLJbC
z;#?Q0mXY44R_^1C>Wd!%XTfC=sjz>iDd4KH4R$wj3#rNdWH?kR?P-r_qhm%h)4K@q
zUu<t*EkVp<G!br{YlSSbEihNzwjlXu9Wt?U(}XPS+u30*x;<fDq^_^P|KXdXMozwH
z3zcNi{vl4cpBnc?e)+3ksKo4tBjQUzj1JM4{zqW$c>=G>gyS3{s#C2_g?V%|ra0*n
zwgvM5HZI~MQpVXOuKwD^hX`1n$mNZuc{20eGpFD9z@l(yRp_x|W)s%1TxR3gYmDT9
zgUvuVjC;vp&=X#HUdTU(5x<(C&)JGmwLM9h3+&)M&8S}#F88|Gk%Ee>-d;bNIHUU*
z?&p(3+u6hrwPk)Q_?c0CC)<_q!R7HG^k&q^L^#|;Pi;<pY`NX%;j77BKUS#kfEFqg
zN%=dkmR`{|C1fG!leX&PnU5EBqnYonk!(zBq&-~XhQ9v&*!Vyhthf_drwJ+fg^}~B
zeybu?WPj+ugpQ-?;Lc&Um1B(nG!Y4V9bGdVTN_OfeP4?<no^WfPp3fQK10YT<?Pw|
zHgKz&PRBHX8T?f7<tCI%FS%LWM>UN~kMWS2G@456!248K5J@H7ouW=8z%$E8r1j?W
zjVCn6$hQ@Y@e<-37F`|}ZaH^P<IS^P{O%oMJWWSU>mY?UWli7T6|w!Cd6(NL341|$
zVUh`jBnjuNN?r|D#L}GbuA1xxs-F!@Pp=2`GuX?jo6e~W#TAz;iJ=liGB(5ICjOIS
zW|K<~WUhUx(-=|<aay!mft?PSY}Dei9cYBq^n7yyRAMyC^t&Aa4y9_lu74L<7YBuk
zPpm1I;QIcx)|pqBmA5pQiH*i)QANTh$_b-`Z~`{n^!JJHM@A%terIY5Ao7{-C(xq3
z=`ooI(^uDTm1bksk=m}kGNv_v_P~7;+TE)K>oDGXfy5}~fne{l0Z;56S`(^{+5)h7
zcOw5Upx~zIEI{du?Pe|SeI1`q{gM~nGaNYK-CG>qYrlHw6FcOxz<z-_qf)N7Y62Z@
zuQ^van;Z(BoNM@;;gEFqt+K}>=?;cV=GVdGp#s@*z`-O1d5}%Q9TYfroKf3)ZaG<q
zvyN*vtv@DkO^{zeYo)nHiEWYZ2fXiZHQurZqKlDi1390Hvtr%I>bJe<mn(5?@{ft{
zuyefft$!VReO%lk)w@&<EJk}cC!@yTgV`!a?gs~>iuGGp@63A|7%gL7j6d*)LjRsd
zv790eT*Fp4#nMOW+VHpMp{_w(@<CmMgh_Y9X3m3k4eTr#B#F*C5)ny|AH;FHGv68}
z8}t5x&DGb|Wxmc}x9Y*kCTmKo_+<C&lF!<{Oskaw(3A*`pKbR5QTAaPyF0)MA1%@3
zFwyP8cXCDI=KZx}g%zg#K>pzLh5VtY)m4jAJo)gim=7_*#QX&yzHLVQg}T=DnG)}4
z;*Nrj_tO3@KmBsEDrSM54xb}CKcWy}@wg03oI08e*)l8R9(0js6g0lLO4W}+qWYrN
zSbqgb?UBFXaT$VsWH?Gk72elRnfp7T^ccchRuYE<^=pGmjzO+;L^mAnnqX*I5b)GU
zs{o;CaJbJ<++ta;BGx;P4@;ywpv`>P`(^j+iR{uu8Ik%l%e|8#PY36Cx69-h)xDEd
zoIGbbZp>^f=6<FW78yJ#uz8^05Sc-zAz1?9Avm>Pd=dCT5HGPv`a0m(|NcZTH1Ip6
zt%Cy<=?XhYc&C<(*&DDWE+9`*ZaFNsrotCj(&Xy0xV64&RaVUxYW~IZ&jAjLGHS0+
znCST`@TZu1`%o>#Dh2e}yA3qr7ql-v*A62DhQWVrKc6vdn5@k!m=dlffDST6$(L3W
z%cVAM-l(Nmrl^%1#)(-yGc4^ssCQS@UKVmp!Sx@wZk^2G_m{k@Z!iA7*A(&d_au(i
z1-5d7U8xo`RC5svqo6|{J}6b5C3v4DOc*%3UjL_jv6Nz-Z}5(3o~>XrmYq#jQhSrD
zz+Gkj)rX<&0kef+L^;Mj^G(7|RaS>9#a>U!I1h*_4$7J;;h{S&^LNy9%*KWNF4kSx
zFc0$>DT%v5Rqp5zA{B;Ecmu&M8!q8j1<6K+bRIRTnlDH()d{OT>YR!iR4H#9df4ga
znnOQL@E4djm9iBO1Xz(R%Ig;zlc~=~{;;L+b^x??*iop)pYHlDllq=jw-ko;;zbbc
z>{tQpSr$-;&zrw<FZG5>K;h{>fbl*WcCcjnhEQTNyVWsoH;P{(fC{Y59<bMK6%DTz
z8T~&=AU5s6_f$5VZb?4%j2sJ`a@f8gj2A=)^Ck7nS7|HhY!MRKkuTr5SwDC<-Rhi`
z7~nu!opoK3#Gut?*P@2n>@7H=yGM@0=OQtw{li3R65jR@OuO3=uMp6R0$E!xog21F
zs?>FVuv#?T3&aY|hQ{~n)NsYGMuz*uiWsC6EPJY{&c87=E{2U(7whZ-6?}d*UH{J`
zHQonyMSRnXliVGCWFI+_eynykHRA5>nnedD{hvE%%|pS+Nk5o|=38^i((0Qy>Q#9<
zv-U8AoBqn3ZECKowiXV(1{Vs)&WYc|{k{%I3rsf-!%>ircLQZ`2zCakNi{`v9haHK
zIh<($qnh*nVO|#S39v4GvW3%ww)Jd9D75C{uOEv1^*KrK<fIBPXyyeNQ;%Ov@lsyQ
zxSI9$4Ddp&g>v$6D;beNC<DV#tkwV`3a3y)l}~G6zxQ;I2@Xl%Ev^)v{F2A+9Mt&{
z!_Sb;NSy0D)yTPA9LG&Z8)O~$9qk(CNK&pg@Y|@z><I7kWTa?#4|x>V*%+~vR)Kky
zA1PNST!i*^X<Y7QQ3(c=*bCPYG*z0IqkqNTy7aQHBsMs!L=>NB&o>tWaw!!R8kP)r
zXtWNq-%jiG(#`E`25B}yzMHJH{j8)|{wtRWm@h-P93v=Uno{oCEw^ZBa(+Fn{FpZ}
z5_o(V18EE#be#2RHgs3!C3BfCI+KbwEZ=nFQ4m~)zrScCkDh77HC_UZZDHq>a-HXt
zOtjC1Sgo?n2{VZ%2H|gabjgr51DWBsbI&QzpU`NSy=4WN)eLovS73jdzZi;h*$mYB
zBj>C1-P^D>WUP7`XQ)3N()YVxlL*^tF|p&>9HVEb^~Vr3=Q~mRCHU-;#Vcw9BFC(7
zftY7_)|(tNC8gCIJsH5+uW8+Vn&JkFdaA(mQ+8NL47}@+8A80`pn>pXBGMzTip^~s
z9eoS*D9#ScJrmRpyGOtGUD6<-))0DUbsW)NQL>47BHzOr3sWOrMadA`r=|T_)UXRh
zLBx<Dh1ye-PU}W{F;#173!)6{bCXd=J&y__ZqEaKs4bXyeG3Rx0`AzBv&x_pY8xJj
z>7~Pz;V<*WH^-Jt;*pnK&%@@2*p+s8S$&c8sz6(B<w3f%A$$#AACNM($6~)2c~PQT
zb7$CJ1sgWzaoDQMlW<(fVqK`dc2{GiDZyiflz%XVrahkXY9T7z0+h!AU!fygTa@n&
z>KH9@O)U+LMvB&vpURA45i-ERP+60$ALJ$WCnNiZDld*_c@#H1&AYT7-BO`b{;^lj
z)#)tm3TVQ*c%c@z&L%<6in$9b?NOEXRwRBvT5=H`$Re}E_%Kfy7as)>JfW@d)%2@9
z{JXrma%AGCd<_tTVI$fnwJ=B0!6xWJU0|3dufhkiQy2B7c7~f;g?a+AG4_O9{&#+w
z&N8#d0?~uS&^=Ig=_1OE%&jNy&Uh>KyDamzM1VL@J5$bb@Iw;FVd>cwuV<g@@a1EV
z;beK*@VKsu-Xeu-cb%4B6aN;u>(;|%l?+A;%Fux~&W&$-0`5+joLkeD?>9P2agEq6
z3WeEBoI8#466LY#M4|JD7f$kf<)7*Y>Guu;c^r<5qEKH|0KGOVq@ed&?SqU?GsO4~
zWj=%H`N&_~4=SyAjQ8FbcpzkNa0ZFpL$SIi&qOw-jM#FS^He>aXm&(T07JLFw`=~G
z3av{<-}R11u%1Yx$iLuU@v8!yLcGpBQ~ID=;Wv%<s>N)FZlQpODNjGvEbGmF?9j;p
zEm$a!y^!FQdHGA1y6vRee$yR)mtUrW`>WeH9HVD)y@@4i&1)YN`MeTX@Ty;QE_BkZ
zynV@Vfoqv1RH|C){W(h>qD9-EbB<)>W=cPAkVUp~NuC&g*FAYjEF{0N)P}?gY^!m;
zz-*hNQT3W$0{+By|9h1;^#IRCK(Xyzpj`UQ;_!nW$9V<`6nyy1_U>)sjWTCKnB&fo
z2th~gIgR+3^%LHLyVGgB)|4@6tqYCt?7qW%qsrSuFgapVm^2#T@6>tp_k%Y)IQa`d
z{m6N55hsbi52IzO!Ux3pF!tEr-bb{INjdfr16u=`Uyf`>OMOr&Vt8F>CyB#MXzjRc
ze}YkcTJ>4<BEPhSA<v+-K%9m<XMQ5S!RYdDK-gx3MJzA98g;;odGh91M<})Xtr!9k
zdyyuxbJpA`&OvtP=ZeQx_A4PC&F1XA9oOyfCW}74g5s+7lH*#wC~l$OS3$q80Qs*9
zo(}*^$hYLF!uN3{zDjgT?%??dkep943wrdEcM1!cjJq2}PrG3PNB-?_KmTC6^{e=t
z-me@vFf?)Ss#cwVSQU$(#9nyPPWx#;@eR;^lDi{VlNgzSvpQHEMsy=?K5o6g9`W+3
zmk*-u2h_i+#2GbEbaBjKu^*61W+i{f`7VX?YLsQVp^EeReO1`(-Or6!=ygqQ#174p
zMV?}YTyACz>=x?z72bLKRfk^EG^-dJgE*QeM|>K{F}TnEx;Q2wwnW%xkh?H4?jqe<
zH!o&|cFFVyle`cizow7&v#udRZ)_F`xxe<uylXadA#`a%O5AFrR3zmY8Pb9%7Y_X5
z{+Mc(u{1lWZ@#iOW3C5Xu24N<LIMubeS;m-x_4BdSXMkR$~Na_Fv*Y~_aC6^Hr{ye
zER*1MD{*`)G4$zW!i(B_HkWsYJ^WI&b^BA#u+Akmp66c(!Vt0C?~(O<ee%axGETcK
z*h?(#`ma)%1(v|*Wd7p_lVU6sXEmA$eZMXY7Up^~f?9pLEwP7}jg5lkXU4FCTwxYf
zX1m*cmqd3srW9#At_Au48}6mgnlfZU#eg~;K;VhmTt2Sm<#-r4W{&&Eb5~Rp%12_;
zS_=iZb6$P`8eUIdet6G!)!g_2x7yk#QE$5gnZk5I0$eKzi0;HZU-x2&?u`uco~~`}
zib$v{mW~!!!$>iCZ{asRMfUw$f+-9}wAv}^ec`QM0!IG5ND}G`UmN>b#fkWj=j140
zjU}dg6Yq!_+R|<t3#!)P*_pt2E6M#plD-XB>B6kzfZm?mXvqy~IRAIHG+Shw%PtT4
z)Jxrn0E~_B287+zaChMkBK0)}wFqiK^h#-ZcTLowJ8L1^j_^N%j+B(peK9PzKCS1H
z?Q=g;*(0!Jd;F=dXG%#@Tx?<n4L|-8gV0?c*HZ+l6XX%QkGJ0AD(Ue!N6gVC2|S05
zv>qK>vLfPw0fKyOAN}6c+^qafiRxp-9B1J|o*z2HR4F3R{)xWtA{?42fbqo~r}75d
z+?YRON=)FuG;VKU@h81zejXI5zvQyqEoeb&juGx2taN=^7u7IB{*sf^GCsY^`xX#D
zVU=HvcmPPByjOlS<@m?^%ea^5awUaLX-M=tH+#Z*n(T)<7tzZq_k%zr>z1hLgRf%x
z!W!BNC;^x-;QC8CM(*>iQ1mXN2CHSZeuVb#m-hBY4%c6ASVg=9QZyM%uPHO4#H!6O
zrT#~I$=38+4s|*eil2g3eeX3o@)c&Ivf18)pPQCYD%dan7iVnRJMYao7f><sVT3$I
zdcVXJ`cvLF8oXXSY1vtY2AtufB3INrH?)0Tj#7BnwuCLo{}Lq>KUu{iTsv2rN9;CU
zd*2{ONnw9c&0)E4<mE1e_jmT*?d_8H{3mei1NX|2x2}wDLv6;a!$o4XElkwoEsfLX
z8uc>UY2Q=}HVd+jMm|*+ax*&Eu47bX0IQ`DdVw6H!_rqz8inN{{&%jF`I{|CV7QIv
zPWMp?8PP7(4W*wB^Zr3zTYYeooEuHAC#&RXU><i{3T0HV?wPDJJ?1&YiGHq|7L7(A
zWSb0glXBbPhsm=C!)Wq*@v-G>@50|=^#^lRzQKWuFLY@a&4`j18$X~}KQ+!-zE$Qd
zhU&*0Ofn59pwAsklcvAn4Uc)hzV-jX+?R9@v>tAQc^YG@O+MoJ<{L`xx?}E?=(*X<
z<HE+G>J9U@oxYkSS~tF^HGB;&7!qWcJX=(olwCN5D+Uf$#&)%9_ew@)nLpYVh3K7*
zLo%D7K2fJTT&wlyb9$;bRrS^<*BLCVCPx$XZPX_Q5@=!kE$yUs7}T5KXpelxegI0F
zGhhYTx@MM;39;9yEqA~%;YrXH<eBR!H)zkND!a$PE*L$XkhA`b^EHts_E9$KY9EH<
z_-^96W^b|ig0S%JE)atIpAG(j+OM9*MeA>But+vlBo-CnasSCQ+W*wdgd7SS8MYiV
zeXgF_K7$w6K{nFLJs|vsSL34H9n0;jm3fCB<a0)j$LAvcFK5BG&5GJ`|Ll~=8)VC*
z+pr5RXT0LM(<Y$^;=QGT-odb(?lgP=McI<Q=EM=?VAFfo>V<bn=dD~&<=5_L%m~tU
zs(%FQ%L_GOry7Ip;lWkBcIKw&cKr3B7W@4fjnxOFfjl0^#ZQ9fyYVc%KJ^>o1+Tj{
zErlIZeuW11{2%IW841k^F@_eY@>lHcu`li6Tti;ACnwyFwxQ9?_f15ag>beVo(0qV
zR;9TUCG)#*{yhcP<K!JIQMi|dMeR;Y>a4>@rg~wqEChf@^k1Oz?H`r$@+kWaIo&5Z
z4v}|fHOXlrxdgbQq}=PYd`bmXb&bW6oQRp7AH#D;VTDk=G$e6_mC2HOylt1heu)1U
zRy)(+Ld#uH=e<W$8Ry?hSItr7uBpx2En=SGTI-MTn=gi({(9YSK$LzNe6$gFt@2-{
zK0N7I4QB<NxlF8KUeH{0cddm2LnA)5frc*d`5+i=e)JA{2`QhBEf+jHwsO>VYbh3s
zAiwH0P0XuusL_kUt~D!rv<KeZp<?0#X0F<6l=VqTrj1KWTqBby#G*rd7HK9{D=`nx
z5PcXvp0imt=r`tNa~rR2hg8dUBK5dhtk}h=qurhJ9cHwz(X+@ux6NkxI+4{SyNT(U
zt@bFAc+HuE8%>HQ$}mRU_pY+`<Vz%*W>BMLJFsKWdHPOFM>x+yU9^0%B#GHhx?lI)
zofSi9CwPeevIUED%<reZuRLaNXY%AeQvH5udY=~R8sBuR8PAuiuBg0Juqg9J1xmwA
zCZ6g;vNyd%V(7pH{GUqr*{M%2zmlyaAQ<^&a(1Rr8pJo#Thi?9ivV%trCxG{3l5t~
zO{9SDI_Jd0U<)~=MM3Z%*Et5wKhKa0|FOkmIwibm`9-lumcV-pfUZar+DRgO2hWnB
zv106WxYz97isS{y-$W?sHa=MU)A)ZqAr2==d<5Sp<_*#3!WuG929nh)js5n?kv60j
zw|lJ}?-d^siXXf#@1fZUK)ZRrjhEA9VSrV>EcqPJb<l3yFppE`&^6K_Cr|JS>CF>y
zSbQUBzMXzL@53z{Gx1cxBTKG?`enJ?Ih2GCl-K&LD$%-P@&Gu@>?zk~TNcxSeuf6g
zdlCCb_<__eI}jV6=vbxfyG_A#jie3VDVmxo_I9=qw?`^edt%D|t6Q_-9%bG!_^qjv
zWWzjHEgE#OEYwJv%5w`NIUPqp!%ZyFqi<hcW;V1-Ntcu8yn%Mj`qU}%4c-jWSrW80
z$7xdXFQ7zy^}fa4;}^>K1Si#6Y0v844yO3WPB~4!tQpp8usEUBe}VbH07TzW!e;1c
ziZv-REY4t~ZRFh`x2f#F&;G|&r<$g#Ekul$zvvVjmN4qn_h!Fs*!*R|69j8z^o^sY
zC78BsoDo_I(W!4<{6mmOZZ|P*hb!b|dh(a^(M(L*ov+(e`LKzq*Lj|%U(4`j?4@hZ
z>Ux*RbD^0_9{9Xo8Khjj6zUu!vHI+~jy%Z71nDE|LtlWZ&%k%?)U6B0m%kFj9PBl`
z1iCBO-~S>9oeSe8TW<wohl2iP717U+a>!F}vK<|zKl6aj$Zr2Xpp^TTT<hr$p0*mO
z7$-I<*Vqro`4H>r$Cw4}d<649(l2w`GPF|$hG3vO)<q4b>N52c=KtEsf6-P1D#gY{
zpR!*K=q{Uc<ODn1v4mzKA_&nH#dQiD*;r)G;vnIuc-$Ft@Tucw9U>-d`3<+GWjx3*
zT!U~Qp?fK^KTfa(64w8@pJB|`!Q!y(ujHb0DK0FZ;rbFV>W)ngH_mdV&G9(t&awQZ
z$D$hezi^Oe_lR!G6X7aK%!X#_qI*-!p8Gn74g(H)_y34T!Uv;qXfaQb(CDN_`LHho
zJuQ_4VEZa<QYd-{-xtP6@es)D*&)Ul&k}hgY+gaOpK<5Vo5u=W!=xMzjFx96Eyr?>
znJuxexjUampO*xVqyOuq|JB2ar=lo{yHqVYNq-*xAl6Jmi~HohuqR76g&<OyQ0d8R
zJziPm(Fkv@fzHW}0r<=Dy?^nJ^cRbRzoB~2j~<mTI(k5rgUFaq7}E2Hj+DMQWI_ZL
znc%QWEs@3PIUQ$)`J>fKJ#R~@aP8oxM(yHcw9#89>kd$%>mQZ(ZcyWX5f=*ahtSp{
zVBFqN6dF=jUKcgWI9w#<5)yq=Ykcd$v^-71T@gaYVUrv2NU%8f+)ojb4!T-i`t<gf
zP~4>`tmmWd_j!zmb}`*93g)T$(1MBfS*SphYDppw137e4_s@!*&5EU6F;3&Qy$BGp
zwa$;r`_=&ZE4)Iv0Ld<mUo~f1{Tf%xFpRP|&pcFKL7eppyT!HtB4R0Du>6#(kOwMT
zX1E7<N(q4i6?D8M=C{hKy6Dh*eX}`pg99GLG>N$k;a!H^tr|{4!HEARiwG33@a3%;
zhbLA$y~X?tNmL$@A1NxAi`0hm)3vDfY$cm+;-|p)g{pd8<rO|NLM@gau8|rEHvOAV
z?>u=)OI*?wR}u^{YwAFukMPdw6N2W4=?o7Lz0gmb?ZO051JqSxtE$XNk)ojZaP4^n
zbP~g2`U#(jF$?NCz>~CloxNaXv(Z#uR$bMb1}_mF1l<<aFm%drk?EIQ0HM=I@&0<K
z6_U~Kxah?+VIaagk@NGMNz)_!BzqfbmJ*=hL{2QecmYSk6MY$?qG(RBCZy;n1X3^9
z%SsNXZ6TuaH%h>QNg41r`^fPTO=#4-nq&aXs_-S6P2Vnp8pO$dt33T|%C7r*PsHC=
z4K;V?n*T`^=1rB@4ImQ4S9q&sjbWBSR;BsWX{3LucP76Qj~bG(Sr3*f45NcJMzb%1
zSx?QTv<sz%0MG%U?u*2HZ+JNCC3mH^gS7#!8ovn2;%2^!+izzjNzMDlk1o?q$)_BV
zqk?&k+U^U*U~D(RV+2IS&4$X%F+Lt9ogH>DUm;?&%-`m!4O;kSn?M8K0AjLZyCeU8
z$-NZ0hhj4K#gmygpd#h8sWO@r6{-MidRiCae8o5zb&j2Uio99(o(Jyr(oI2&jXDHd
z3i-(ZT1%{J*E&5z?PjBw9#A>vdQ!(1vp2d(zQcDTdFvOW*;xG6zrW!AT&}03xpvW-
z_|D$_y!W-`o`Z;UE51wW^E+1*jfltM{(6579tE!vzOL}GeKP3>5&iVDy|zMkK=nt;
zpbDmO<-G9N5TuqyN;9n4iNw}RdZ3%<YwSl^3UblvHq20w+tPqPu&*r@#D5aW30MYV
z-~D-hxw#bmA&~!a$6drYs3l+fPA)(IVNz81@}64ohg-aBwF8>|+weyV+}cokd7M{v
zr+Owu7eWA-9n>J_TPREml-}&}=YArnXiA!nP3_)XNT@moPTHN@Zwd^kjy2MTj;stu
zv9JWiRA$eEV4qv+f_1Wo3Ynp^;=oXYS-n!^{AALxH%plgM`xRm)0={j0ue4I<oxLh
zm^;+?um8bqwc6<{_Gq{KJczZ7(eztI7I}G{`oJ5^ukYiTWGT`(_1B=XTAil2tCB7h
zB`lj{_45Y;B|t2qGx!8&fu4u@-&z<biT+!>FySvg92xUX?X3w{<BGNX#*n3=aRD$|
zr+DK|B~FP|Rr3vT6t}^r3-#5LGamxm^+rE~YYMj^;Es&Ls9&}|DYeGPEQ@d9VymBD
zmZbfr(i91g{o~D9nlrIVEqJ_R9q+7d3&^`%$!fFd*bfPBI!*UhYoUm@`5>TcQOM+7
zQdq4h+h2#4%Np*`{1~Tw_6pq1n;g;!2XJM}L7kB;u-$1urnRgq%;rLHcyoL2m7RlO
zWaaIXO?Rb3YbT+IdbXuVp@__l`D~c1qTvTr^FtC*$kXy${`nE%8|7QtmmkHPCwd*l
z+4GdSOS;y?jiyZe3+eZocC?FsykD`dQ~z^>$9Op*C=X5GP>ghIBGAUx#?Nqhua`i+
zb`(tqR3Ieo6zkuPhF6glz8mgnyEAJ%TSwrlr|YAyLm9cz&m5A1NF6vs0O^i{K6!tr
zKlls7X!XM~hXqL@5>9QK7<Za0+Xc)w)PcDDnP#$Y!*V(oM)tmNSL@}XhF@|rXFzmw
z2^zS+aY^8%_mA!$?Em;^G^2lc8g0?_CBP`W#oRq?nt#^VGn(Qd-f|qh=-!xRsKl3d
z5-}LmOK}_#mqh?6R#(M_<=hWrUOcev`F-J!$Yk-3Q}6uI4cut$JYx|7r`MmHE#0R7
zzW~S|H{jy*MWV9so-2u|C;3?^DQ4{IC9Lq=g$eKAlYjaF!40Qa_hU-V{a^ieb>BhB
z8uK6F1^ANWR@#Ba7l7%Zl)Zr1FM!^=A6?*nuw4{tNzDu8`r4hmE%@Po(WA5mmmMhK
zU)TKo(}>v`th@DxhBkLYGUlArGLW8gaKi2GqttxS3Wu+2|53SyKN@)M58W={(`y$C
zz@r9lvmK6j0pf7X3SIdjCU{MS2?6J)iv7)ds4b{zd|aC}c-(?HLB}xfYL-;4f)jd`
zt|{~R+s(X%p5HVNlT}U##5F9>-=fO!M|lCT*gkK30qIRh#V;WC3ozB4xO=x6=kHIV
zrPA#0S99Q5*h`^L-vZ??widW`@kP|{xS-Pw6k6Xe6itc=k#5ZjQar+i5bk4?|4iTo
zx7xwLzvCSLi&+gG((RsQ;4y=rMD|Gw=nYH10(lwQEXxH_*~ej?anP>r<|@Q@ThEm5
z)pKh%LQX--Pw+^1Gr7B?^s%#fsj~ddki<nZ@pLLUmw3#?%^o=K7)(l+Q3|aLAzvm~
zkZ~+XBJfh;>r2{(2|tOu$KZaTSq9C$=%6?{#%{wmGXC%gdpxp@d^G0!I$i^FROvdC
zIcnyrAX$(RI-0cw)F;X&e}<M6^W6WwI9bD%GzLV6^8Maj9+0hDl)NMeGcJbQL*EHf
zL<fQbZtpx<5QulLp~}?9;QmfgwsA*BgR;5D%zZBb@?Of@B}K4xh3c&<)VzQ;Ljb$L
zMMN_Mu6ixQ0)r4Ox)Szh;G$K2#5kYBekw~A^b8EieH+ed;GSL`Tf!YPcWT8O|0eDb
z9NHSbVx<rk8c4J+T5#dKL}-UTjc7@Mr3Hj>1{Iu@|Av!GE9)AI9|FDDjmE{qhO*I%
zbdkFVeZ=S|woeL3%A|l#xW43HXJdTrFJuLL?PF_`*0M4k<32_$mB0CuGi`n}^82z=
z{B+GEUyzT%$zvw}7V?9fXcD_P8K(&o8uEM-K)>z|K%&XSJpb%!ysXm;)?t^Z>J6Iu
zW!}w{Hq(rVTXeu}uu=z(J7(PRiI;9yrD?q?$yFXQo3>mEWffOczRq(+X}beY8&6#M
zVMS*S6P%PPCDKY0I-k@l=>EB&!IW6}aNJ>`-ppO2HN8ykn7Ny2fUDBJu>>MVyKkzV
zmb8UrYZ?2b^0d1tv5PZQ2YJf*gKU{U9}+olN3PI-F$a0f$PdFYrs#Hb=u-Nu4Rc3(
zdf$%tvM0Udb|jboE4m+@2L3;vY<?c@do08pGr;`E#fo<2A8k>JV%M%TB7>-zU*F^x
zLAgIXch|~z{NMXOmN(JBA31yq`6K2(|0hMHEK)VaTe-|>P0aA<9o4C)2osKb*P6GD
zh)MY&o+Hw_073>o>i(VW{^@cCb-w`58@PT0(B%!peg$>|2@`{kXRcQ<SZW~CyPjQe
z=vLJF)^MJ0LVQs{VhH_HPK|pJp%3%F$M|we=O(B5=b2qBUlL=h7n;98uJMn>UMylH
z>pVys`*eSN5qs3^%Ti=Wb9NAS4=qAlW*A<opjQv-ZdLo`k)M9&<wk>CLMwO;>6`ZS
zB74aW*Q#`g@3X=}cs~<D*6`2Cd7moNAAmn>Vs+4yKkvXlX8vlApLZP1nU>7i=6Im6
zjj3WXXK(u=+TZ~`D4avtAQ>;c`V^QYOPoIyWqfmoFMLm4rP~&D8$8%??9hfCHFni`
z5NBEjao$ZHB{638BvkUT+@nnMW7x^Znn9_@`0*K6*ElwMC^lg>@4hHBH3_l&(=Rd+
zb%sC8D_D!L(EJK?*H;kxCD8jfz&gg7eo$p8mZ<H>g+3Q8Y!;SX>Y&Wb+4R0@h4Qyg
zxIvgn%Xf|Q*H6~3-I*4l?~-w-!N{{M#_vHs-BMXV9yNK<(do>P=l_unK1YVZmpNq2
zKW*IrkFE(ZdE&Hnq#bcT8aG4J+xYRqeqSTh9IKr;cQpqSA)oBVe8Oi}S^XIBMK}1Y
zAN+{nn?wHxd(>)3)oMng{nctUd)Pa-@~G92sMU-{`>WMzoDTE57N~!G^Nu*Exy5g(
zArb6%@9g&+pFD{|vXOTAR(87$_{d<&wef+mLm%wC5j$e+lN@8s6i1BR=K-8=v2aO!
zQiv{%+E_2tUHZ7n*hj+-eX#RJ>@j2C_cd8YLOs;D?^!&Bd3I3ia-M0wv-Q-aip1mL
z>NEe_B*K=Sg0N*s-q4LVZ{UrX_XOt0apS(+ZH(f(-BVHADlJ7jg&%$rVV6m@d5^;z
zy7A@>ykq9Q*I9<C>y*JFXSFWqDV~OBb(wR%FIGoneO}zU=@*~Ag|LGvat~tZO^x#9
z8}!O|A`J&z>{i(|0Y?VMa)4t7E?ALl6=V$<aMyWXqxPVVuDDD$j9)aMO1X{$yV|t%
z4kZd4pX<=RyU=&uIpv;OBOd_zI)~j3U0}KKJm@h)uWUNXs6q#~B16-W@xWajS{01a
z6gM3mM^a-7d9EC&!bD`4q>*c8O8|?fv@QgbSWxc?<38)=pG-?1nL4ykH|gSMHg(L@
zL6eL|E@Ox{PNH7Nh?;Gak!~*kVrM4RAnJ&;MLTVpIaH(SPEJ6l+vgvEZIV5(WJ&p}
z1a|RsJM1J*FQhbl(=_w#KA{(4gMDfo6?Q_TlDt-reTA8s34Coi+sFsw&JVf6HtuM(
zGm|@J?vnKtV`IDhu*(6e3)GaW#Mt;@cdLl$s`$<}KeL-L9uPMO_rCn%dby1V%>Px5
zsgJ<?ttt@jPS0a5khQ$o%wuN0?-vrL>k(?#T@h=Gs4i-ft2{#AyCULi+Cuw(n9Jcy
zO3RJ7Yj#pCLDbs4JsJNIrZjFD5V}b2#><D!F|o%S=$N6uOK>z=$$p-kS{7+9Gr=QI
zrS&@JF2Xr4*%C08sUrDz<|Tf>9j41UDol;B4*(wa!o87mG#5NBic|nTX7D@7WNZ7@
zoYiqt@+~!Ijy#oHOW|tHZanL-$@wffm@a_2y%z4zZiB6_Ip<E;jf@@oVCRk4QDfIX
zP92{+^E+7FeNCApb*zcYxIT^PK;2dw`&iha4|d*&J!b4?PhE80Kx<p5S8kx?$%Wy5
znUy<t{n+{ibNsnnjIe$anIEeU2V1nm<{e<8hOLG&?C8BnhwOR~B>7XrRzn$fHEb%w
z-l-v5WBRk64#SAVtl?A(zh>>T4|<!$3iqMoYBtW03;)OC<yrSb{E|3F@>)1?%)~9h
zIF^3558X2%1c#QMk6PUPJbqnTcs3hTgmr2w3ETc$PE=vr1E3Z?P$Qk>8K@&hZQ0(7
zOcaAy{BTO%Fo?wx1!k8|^QC3C0r~2=0Gd(9ta>!oybEj5>_JeowgZHIEc<ZWg?`6#
z(Uv|}g;hVO{d1XS)G?#p%~)~9dR}P6G1+qqYL21~`Zi&ru=4ikg4g{w;rVtw7H!do
zHt#?iHEqs@GVSPHUA^ZA|JbyDp0?;io65A|;76v8B?K4t*_%rU?=67Wl^gjATEWRg
z6lg3S@d7*=PW7_f?(m_xLm%$EkvnSclKnh(bXGuw^(H1=P{0b6PVgZ7*|2M<Huu4}
zLm%$Ek$cSC#lgz}NgDP(B^&lSrBI?Hg)hDI{9KAOVLfgi3uyCfd_35^18jyEI1U>(
zZ299cV#dARcRlEHjCj1)3z`(l!#ctmNOCChfSRV;p;F_ZvTVlFr3K?%h<2b2yHM~j
zH12vl)}o!YCGpk=)WY`nAm3IE-g%I8HCO{l`TZe&O<Yiv->o_%t!(ED&fOAY>@X%6
zzgU{(K95L@O=un^Y%<e_`+V+n!_eHJ4|m?k9W{55KaX9Ys-0%J&o`-dy1Tre543W-
z&)1v#VBDb(cizZ7X72icop+8E&1p3DzAF&FI8LSCthzlL1O>9X5Y`PD`fxKlco~(p
zXrRq|&_+#L!ce9it+p)<_RF)$khuC2(;kSnXrN7I+S4I6)SWLu+YSH5OVEA=R_YS8
zY?!?L+W8Q_`Pz8|Zu<L^>Fy*J+gBYvcRzV~37?0O^%+B_UBH{odkos5nKqU)%%B}J
zZF7J<4Rcgp`jX>O>7^9TRR^tTN<0ti2y01F;yIv}y#En-uBT~w)R0sO@w@q;>tj_|
z^@F-7*e)|_dnh*ul7sQ?5;0G8BU@PfM<OYe^IT4rDg4dk+x3XFMJsLIfi`a1W+>B+
z&uPmAcA~s+lWCiwOuL#kjcEg82iU6rMvbil;=Z*=JHH)Snyq$?_L8x9Ey1RF!?eB7
z<!`=pCNmc!kBuF=VCRk4abur;oVs|Oj?F0b_rR1F#H%P+O13`S`Zq_v+Std!4qdSG
zM(i<TKa5a`-Vy~q5Brsa^WcuZ%d3y17@QvuHtzyk5lqgXS;G+VVS1i>jSqwVdbAgr
zPZar+2X-8`Cdi-wI}AvH?e9dk^<Vc?&W=t5qT6D`BA3M0d;NuC5>l<KcHE;e7d@E^
z0zsb>azWGDBW~1Af?cmkbjOF^)fAp><{i~e!WP`|^=8kfCJP@1w`jzjb|-nbW5zAx
z-47l13i#H{5Nz#tev$4K2m^rdUZD}~e$ZiS#$m4H<Vs*_9x90%_jtHP7u>RWUJ5gA
zVEV^<AHvqD=1vpM+j}2S+a85>bEk=B?R`Bl)7I33+xl+U9VP)MimA&HS$CLl)dW+Q
zC)5-(fX|Hl!}{(Sd0-QnJlNTTtXmK7^42LyN4-cozAFmHeMVINdOX^^2W=XUJyohC
zRd^8_w!z)!MWV$r_Za?q^?o|16?HluX<YULI|iG^XYV^P3pVIN)&@H5Z|MS-g>5ta
zY|wDMRa7Kg$bQNU;-KB`M;-Rg*<~#NV~anz*ai@-QCkRmMc2BsS9;7f@nNxxR_sjn
z!HyX_v*PEE%redCt0U9Wc<~2z47MTn;>;R~6#?%{4!^6bBqcr&e)XOBfZv~c(Vl5(
z%9Eqv=ACdGlFFpL@vM{ui_e?SN{DPHUY98H<=PI+a~IAKq$~?j+!r6tO4pe=<r?|G
z*hL$5Bt*%^ju|_%lGe45pPJ`i`Bdk_X@=yq6q?ABkA|Cf!cFhVnVo1u!f&|Pi%_U{
zkFz?G&tsD){(fM`V3Wk(oYkC_;*?;%Ix9u!b+Fr6S+MKlGu?@umB*8kMb65g`X!89
z==#=&wK#m(7?AYYyCaeX`|(AJJnJ5b_-PAC3vt<pIA-F^a;n{mx7E=&y8GoV=UBah
z*j=2CUaP{qN1!cw(B>Uz<EE{LGVS=rF1<-N{<UfAp-j7)HkE1f+DkloOwK=tKaPB2
ze>o<nY|?suRa5;jnP`2`Y&$6ZHQpWP`glxAf!^PDH+U6(Jg~V2J}mQC)Sb;d-62@O
z95Zufq4O;3-Ajy43g6MYj#vh_k)2)X`7_XdK0@=;&Mr}7>Z5UoKHPaDcii07k7GY6
zd|zM>quWip(u8rl7{fnTt!Z9w?qhL>KHPaD_n5gu-GM5y?)u7Ird{r6dWGq`{ALMv
z+^O11L|DuCdDj=pWhq>Z!D@e)!rCq|od-&$w7#Ri-}`e_D6if*e<o*Pw?J+cXe{<?
zPAjnIP3%oq_L$l8uF{Wxu_;F6N%m^Bjd@>7_L}shw>_!Eu^MCled4?)@u`_OYT^Jx
zn0UHJ=&eDM2F~T%xdWMv|2%Tu6}f3f9y4-LTdGJmQf#QT@5&MW(rjMPBV^2Jq_`M`
zUCYXT8|pF?YxUWkU@G^!QU#P)_fV`^AJ&*!at3S6tT~0``mG8EXWDTE14O`pL@oIt
zeUn)72{greqesK)f&B*>R$P+xa_Y5PLb&_5EIbzFN2a@=KjmsgnoC;EVCQJgYJZ()
z@ihV<(q3dc7w3<WW)YpqweBH_i&o+wyAa1roOAW_f=aA|pprF2@>PS<Zc_`hmPWnm
z2piaQQc{K`5A6HG5=Gg>>5B`~a!i&L7aH1T*BWxHiBkykS~5?@jlKpg1D}k#O1AQg
zUJ3Vw%y(HBC#~d5YXw!EfxvI0R4e=z@Twzt%-}iKB;zLHW?fT2#!a~2=!_*_6_%yq
z=N(HGral64-VeEIM~)l09m2@dC+NGu6RR*x$qGX+E4M>fc`xR=oq5d6HQ5b+TJ=pu
zXuJVx36G-{Tq~yp&Q5}ZTlw0iQD*S_OFmaQmwfjr{;D4qB;^|Vu+&8(b!Pfd$4s3A
z<!%2<q&z0rDiCX=_^C8Tqki?kj>0BUzdEuOq?dhrhmgl{sa>q0Q_sKp?%Dj%?uF7A
z-zCOlnJlxokT%mE1UK)1n<cNEIk;oSJ>7Uz5({{ontZNwQ{0=ELA^r&grhQ$XXOD(
zXx|Lr=TFYH@qwv}ChB<s3Qip}bq<==vD_fzf$iOO%<U;@yJ*(j;m1eB%{$<x_v5_t
zGNg}y@Ee3Yq}&3+#gBZ>oKQvI59}Chn&{h*&6d26N*4Mf=ATd9Gh1?{n&OVipyA;!
zIX-h0Bs}aM^(2ta*xj70DHTl_4tPp5B^NmK0gf3s2l3;(2TnQJi+PgwKItl92`}e+
zNJg?6>;8S(q7QA}fi`a1W+>B+t9b0UNB^y9o1sj*nl_bbTN?e2?dMS2DftbWDGqCx
zZe8NQMgCN%gXXDK8CI|<pTcre5<1tyhlL&$P059x6Px5g#|+&sC+sF?a9(A1hn&HF
zto}kqLamhsF_V>yMcs;EIi?OK{Mp1i<~LVi>Z4(YF4%b^cHG#fA*k;zW(n$>x2cd!
z37;;R@qgAgP;KmEVTUf*c_a3Sv76m&)x=cCt3LPb>rRDisY5I}qNI2IAXKv({E0Tb
zDKCfWZ6Rp?Ml!T%!4xt1uaRm=^oAi{_n{`!+y?~@iL6#0c#~FtD*}%h{CmkG<g_$n
z3#S+IVdiRUn&>k64VT>c!QdhCSTN1F7hzx@;w}?cC-6ywpMkrE?a6yARg@?nj=1PV
zJYAQ_B>rjQO6|nQEbF_+RJCc3RV7^bL255{F%8;dPChlMK9+tqH;1sl!DS284hCEt
zPM9X(yaRB|z&RVrz@s@X%R~CsOS_vtHt?SZE>0m-1Mpi6oOe}^RG$m+$ge_s1CREM
z3$>Nrf<t*<hfb@%(|Imo=TOkSJp2BJ?(g$As513mM-MdUSu=Xn=zGhJ+2bzXTNK_z
zvSr_?oVv$Y_f)@|g-&BBB3<Zr|9|N{&Gw$>|EA8h|2lPk*bUB`s6$#2A)7jC>f)b>
z(AV>{AwmzQ=~P}89SnG0gq{VQcL0tWxcny~^z}y65TW-naQRO}=vlyTF>pl^Cc=C4
z>eh7z*J0umLdDggEb~{#gHuZ+Lg!xJy;p?(`{;oJJ!?jf8hvkpgu7$KV<jaTp<A}f
zw<57(dV0deiRV~RR=W1zr;go7^QotYDDtVtOnoPQZLFYDNw{^<TXJs2_%flZTZGOD
z6_<BXB1Z{?7mrg62V7utS-HTW18~&9`?eMxPtjsoK3?a`kIEdMPbC)VYwuB_vV2A$
zbCG(g(HehPr&;q_)~H#lK|1Cj)wLR0h!QSD+Kk>%_W@@4Hm1t1AJ`|@Pz@V3Y~6pM
z*fvOej}L*jEc3;rnBNiU^Z{YjL-^Eomq{lwg;zO=_c(2pW&b*D)}1y~(?(5u>I~c5
zTyo?4Lo42(H-~*<Cu0*WwyC7ghDjWx&0VKsjb%TuPq3jHHfq?WKkMnvxNpBC?9z*<
zbw=ef?n7L5_}R5;blGFTX8mA8HEh(ddpEo_Ig!fp4kkRNf*bMI^@Jm_=>+UaAhgc3
ze;v2LWm0o-n`YdIaa+dv)2??U)wEMyd%kGT4>QTMD@nJ9ix=lLa<qfN<~z;h7T7FZ
zLd$_2G3;r-(2>2z2_a{A7VE?}zFR#gd#qlhpb?*yH{u5=cSv+W_=1M^6DC`~&(ht-
z?O}Wtupz4tvH2|P9+0@`MO-3DDV#WF;=m>ny|LX<NiK;Bhw|{%P7cm?;?`TA#=bJl
z5&JfERhuDsiw?XQV%?^uXfui3D3z8yN2zw=8LK;S+0J~?NO3J135fcExD<_ass~cP
zWyh9@@biSM$+81K3%<!u=1O4=%6$F8YUVnlrjW%PF>}tfAd%L)ujOHXj~CIF2Pw_Q
z+pM@h7Avug%EBt}!AuZvuQ2k#i1TP`PabjJhxn(7`zgT{I83%+vy#Z)tfYNUy3^g|
z1=HUFOR<g(Y}4O7dTzSO5Ehm{F2}i$i*HaL?nNNgVIFji<$RrT{)zi;3uEX1V*chV
zQ%Y#CmjJu*dml7*d<oF!C1Ae@hIM=geEtEg8=&@zPF^sexFAvS65hKwVL8mtj|C2u
zu=7*#kd<)ky%IuLH+G@x6nh8K%m=hvX5-{?Cg0Dg+!-^!60oY~*I=|)AbP$6(c={$
zzXY1w&Tqhr5G-%NJ=zz%0q21{elfGNjlTq(JC`>9WV7G#Z@|4<=ZEGqUMgAfTQI~s
zSg*3--+8}xAiBH*?AHKz-}BgdNgQ_`PyR%{At-`{{?&Qx`o_2Oc)tE|7T$n1k(@B_
zbdHiwGif~s*DyyM^U=J#T4#J}_Hm}>*Wl;h!7(NhJ>LQJc?XeS0|45vRJd0l{R>bp
zD6C{x9R_^&YrtcAIm#^eFf(7sc6E_Gdy`H%m=Mnz<-Xd-qN|W+?sZ@+?(3%8)%1IC
zhi2}Wxf?#bxpQ&kZlTKFEv($N^7>HD(bU`f&x2pff!Fq40UnycBL?3&(u94a>9BKp
z@O&5L#4UcwY|ogO3go>SnlxuYG&ZG!OcpL{{$q3?-{Rzlfd39};#OY+A3DIt4F6pX
z@4<f4yfl8w&#koPe{cAU=H<&yY4SG9?B`GMsb<yY>W3f?`-LuD$U{5%h{^8@D}8fo
zc1f+NFl<%Rm0H1l?Qr5D!4r8Z>5AjCgWybroS1a-#9p14A2jPhDI~2kf3x{#bpH-E
zoZas4!Ui?`TxIE@-vRIU4tTG3fc_fv4>fg|U*Ru#$17M1=zIw{MdB4m=HGx~Y<Uak
zSFqnYAMN(@QL6K<J}Ealq4@yzFL&7jQS(di>u&%y7ZlzA@AU>)pErQ~3Up7b`4<pc
zN?&l#uK-`<?IGt^K)R0C<wZnZ0Hzt^J7ngciOKm^>6D(`N4wUm+^sQ#(GNG>^&CLW
zKc7Bpr;nPxB!Le%9>DuK;dBr*HO4^NXVu(~D3{ztOYk!Sdsupq0S$hp#@MHf{fF5D
zGio>6pr(T6Z;{#jEu2b1P3Iu{Xih{s2l+NcEUtD{nVI<HvdG+B2wfr3*BF`h77}0b
z5S6}{u6W4jbM^(U|5v?0`2RHjz}#jT{%G{YYi+(?PTUsy>D?y9^ik6{9p@gVr72wP
z=N_QXc6&%Do-8Szi%PDX??!y~Ct&OfpSz=SG9U1fDwZo8&hOC9z~`9N*_ZVHQEHaG
zByT+atKSzFRonvpY2&ZpkD9;j=zCWDa$TY9a&5K<zo;4eVXt?#Gt$oEntErl3;r;#
z=>-b)M^mjtlnvY)nE6TL;!Gz_XqWo@{EcU?JHP3w-+^C$39v<-OJ%X`C8R_Cx|e|c
zB52m}9q4cfbMJ{<k+Jk0R2{;rf8-ax2vW}f3lMJk&*FyG^Y`Noq%+STXV){^n4>Rd
z7c@DiB*M#J^M56v=C@#gH}FpS$A1e7-hfH>nAf}k<X3>hTfej845+FNL@Ul>zP0*a
z#X{~JR<11c4n*Bq91BF#v5>O<1@PG!$(f>i0S><VkJZ7@0B=BSZ{R8#DtH6wXsG55
z;J*S>#~HfgQCty@@|rPdu_XVmZo<Mn#C#vyg`<9OG!l-cm#PZ2^piU=jF)sf<=m`>
zaM!V_oA3bmgXa<N<Z}ytWX)$Oe%$yC0ew*$hl-lJ*gpFiOZ@Zs5hN4)IFtj#<IpMH
z`5@h1T<y<X5N@8rX)kj3Q_tU+vpW0#^*3-91>kLOAl>y-{s!=0fxat1?I{;`&kI2A
z!|oa;eM!`s?Isq^-y?rWhd^A-?#2b7^T+siF!A?AY>q-z?JvQvzk`hHaQ-_;Uxw@6
z!N;$GuyQZt531``%td?qIJ9)as3If5mk>x?ie<PB=YHt~a9@M;+bh^I3tm(yvi4=e
z@RZX{cYm0_aEcjYZY^xk7r@`bt}QPhy}_d51)#qGx@$(x-An8~5T)l2TT=Q;OGEOR
zmrEK*_h`$eqMBa-A*COsbM0%~{ak8VUVwK*qUsmm=U>1oWx{*Bfb=gw#S1`x0jBQ!
z_lIy;KMvHt0BrjOhz+~DIKV}t&H*|8UJ;C~vPngYqrhb`YzRfAn^_Hd126ZAC9gXI
ze*O(Ccd+dZ@U}Og($81?2GC!Do|Q@IU%+-5tB6CPE)ErG7vyF_LoI#X;N`oh^e2Cj
z9)AJt2WDZu%Dr8X`#f-xO^Q|h3JmcE_F*V*dILyJp!^LWzXIIp2KCHG+fzQSxF*Bu
z!qC)4FXtd!DC$n(rh9-5IcVq7Tr-LY{)f*mwZ`}dU@y=eb_MK3NA|ec+pcN2CHfTW
z-p10iw<-m(5C3B-Cw@t(nYOdHI{cRtY|*Ey^4stY-A7wqXZb&m{}}u?;zuNY3h|@H
z&wJM4w^LW{^KWGed(aa1K-}@nr|#?swZ+5EbP>P}UbrD`<#aWe|HDGF7eJ-oAAvvY
zq8{GHKi!R6%pW&@-tpMgOZHjTX5Okoo_Fq<#~VUj<xqxe7aDY?y$@I~ENR`iwU-;P
h?uE!&)Bkn$A@10v9@^NaX8_Xd{|9zIv}4gXAOP}a_Dlc(

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/PHASES.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..ac77b78547d6dbf2e6bd102e1047c5b16c1bca88
GIT binary patch
literal 23356
zcmYhib8uzN_dOijHYT=hTN7Io+qSKVZDS_M#P%dNwr%?+H_30F@2Bdm_pCp<`&4&T
zpFX>~_g;H7X&fBbe-FghRe)hL5ufYU`)4e&usRAErYLxzz5q9+z;ebQL(gh)yNlfR
znyGaLksI%Ng6eBumsQlEl$YhsUvY3vQO)ZxPW6SYwl4aIAKyf#fk``{=e9<Yoxo4v
zT~t(`VBp)`-W6(+$j9U3LhTo5<I4@G()V!{1iJb%GJ1SLbrSi!eJB(W{Hiqmv@#BQ
zm+}4_dj%zN|7gtGeCR8h_~i3zY+dUMjx+uQ8uuCbKYb1*i3Iif$2bMOEsc>D3JV2(
zzMi?>-B5e?f*wvbv;%#8-#^FtK03c%pLvXWeEi>?GIu_&&(DwEP*rvUdOMycmtIH<
zNJNA{PF^0Qfgi@tX=S)3Kz-*=iN?<l<HoOtS`m@J&&SV3)I#CUBbsBL)iozPCzivR
zET8#DpM}b4!FPSc-Jq$lo8I@cGbhxwEzpFvNZ{A&!opGCrvGv6*ZadkS6okbklzi?
z>^uIq9?1sQKGu1^h{uG;?m37acQ?}CLGM98JL3Rf(5+J@sYL@z@7Kah-)1?g$k*+V
zQ`Sq*+x0<Zihq9%Y89%+UC7Si*Vkkv67FLijF5-7hc~kCIpjH{K1`3`A6;&o&Pyv5
zpZKX8g76m3!)#&+5)J2L`sBIAt!kPLT}kKRahg#~JP`$Pt0?cWwX5$|Rz(PcavaX=
zp$f}s433`&5n@CXo7EpLR$o=meY#a~KvSl;U^+w(I#drJ&0Bdfb6JCm*X*~Y2nP;*
zo{Lq{IWlx@mBpg7oo8`vueLSQj#`17ME1<O;x^Nq9<~KR9931mztzePL3SH$w(lEx
z$4EgrlYy?cPvQobXPh**;{--M&AAJVKlu^ZZg*=tJ8Clkosxk?68rwl0Ao{jZ4vz#
zLayQJs~4+xEr+0oPzxi8f?Z{U$)tb*CS;d|IbZkLzTC7I-uoPQC?kM7c-|C%ZPU%I
zc@a>L+IYg^b6%K+?fvB67WE3u&ULc|*@B3nIs`R-h5UU`r}IJNw!G=CVF^Q32s6OD
zAkt>HWKW`I01;U>Gnr)v_A;mtUZ?m%tBQO*gRDRx9O=ITw{x0Vq0tX4zZT}lyo)dm
zCQM@Vdh`NhFf+Wwbw43#rjlHMl9s;}hH`e;>P+Jd7IA+1{K;p+Z0F!Qfu}Op-YNKs
z4}%o1f5f&4g2I><p?)Kn1m$fg*a+u8nM?9)48E!*7$*ePv8DN0@z@Ra4C#0FNtwLT
zo>>3nAl9Z;ii5Y+UzkIOvLHZ<*DR$W#WDaGEHB=BSgz_fZK^#JAcaB(1P^J^DaCOS
zXuzt%@@lj+?_0MSi=aH?b8!f$WXQ#GYomVjmR5S3$ap=>EGH10EIuwhzH@x!e>3RS
zb0OaCjc~bhK|u}5+gP2<w#O+>tVGS5k_Y*Iif08y6dWwxFWt}JZrAa4d$<RNt>h{e
zBPS2DZ<NG`!J;Mp46zw~E*em}GP*L7&{wmLJ2SG5^E{hCZb5IWL61^pXHn|GblHUZ
zGaiPR0+yfIEsg4|&$Yh@uDlOM0WH9Q;z?YOWS@4II2#`=w|_iGvI-bLG;;mf3f}79
z3hH6%i@MElE9q%L_c~#;n(@kL*336xrMrZhsxjGbs;*O_vLApq!u3a)9dJEPoon7y
zfWkWmI|qwG@zf%^d}QR2mR6`XM!h~ZN<KK(Rc10~3Oc>Tspz_-wmH+CK9xM8r?Fbc
zNJTED0HkwWv^L(bo=KML_3C}%59VS=wS~!@6Pf>JRQv|3lB<$o<E-AL-L*37X@T)@
zhxFSx{Xy&GvY2NBLZL&+|NQLKvhA!>Q^}<IH*{(Ecv*o<L846-QbyvGl2P(9Bvnm0
zkC<x^GBz&ZBV5!*%hn>~A|wjQO&#yHM;SNkP3Ir+u@YNl{nSB-kNiUfO+3q$@Ng{D
zaGGiZwXua_2)&__@Qb`3_n-xAv|W<Ou}Nla4YdPfE09(~&_$>PGkR77mPdtvnu{LM
zq1g(<ZhH*x;kJ?&J@kZoxeLbb2&MbO#%BBG<kc{3*c|6igrE?Me!$dUiSPEM!|hSU
zcfV~vH*!R3fJvmM&KOahC+@bgo$>|+PYwGO$VfiCAKw*=2eag#2rP583<f)xBI@9L
zLxk(_pu@YS?C}?lz?3o5Ot~MM!My2V6uP>>%$5l0hx<8vBo1Ux$>O~4V$T`2;3Hh<
zt}+Wp_1LP|VjXf_TW~3Rv{7?}9gmB50KTQkU*qex5dcJEW^DCrsD0fuva=CNRcg1E
zUoPnO!k53rkV*S1#EDDagEdKcrKh^QK;|Vz?8Jz*IJ}(Ph7@Dt_C2iiFdU76iVG4s
zH~hA@%k1!_Q+HeS8|ebV-|OWX_-;-FZere?QbE?ory*xedbQAN`3{}RfvPg19^nBH
zCc}bwo!n8qtnFH;8d;7T0(%Lv>bxu5d-W@4kdr^_Q^|G`LfgpOq7<AmDuE3GDkGTm
z@w}y-{jtBtYz$25qP=d$$A-J%B%E?L9I}UkbM)!u-EFic%X&R9w`?&tM8WAb|GK)A
zWS!HB^TVKQ#qi9y=)bW(g>v`|MCzY%2fdvc;X#Qo30(pU`2GKgM^u7gzUhy(F0Q3f
zz65Xwcbr|F)?6LTucLf4^xHedFzd!*w!oU<msE?z<+aBk>Ue;Agbc}a`$Y*+A1fW}
zL<udp7Xj2_mqh^?D2=)jJ%e-Fb0FS!AYc0xu6s5}0PednHGTy?hqSMel_kts)BDld
zsgKj#aWa1>|6l?5E&aLS#rrEra}9RQ|FqI1bLPtXy!N-f5e4iv_mKs=f%3{QBEbqb
z5ak(|Y%>d$6F#pmHMV{l*WQbge|>Cg7bYokIgF^<V{-IkQn%Zreb(#dbqrc0Orr3s
zX;)My(<GCixRmZ%5<D~;B2G>8ahPiG-R+Wn!3HU%yA0n9S;{N1B}Qvrnd!q85heT_
z?i{WMN~|ydJ~Ihu;3P1tSt)Xv(@+<DQEpP>_tL#W$UlyhN>!<o_oQWTQHn~(=0W?0
zNik$2yM20gn^);;J9TwWO~m~y7LqXY9^*TZgE1b{ZPL{5b#pluA#DCOXBdn_;i&18
zM>aPYk*(t6g7G7qogHp$ZUs?0XJ5mqnrEt!Nqx5@Y#omh0HR%kBRsxr1E|Jn%II9f
zRV6m5!*%Ojv?F+MgQ*x?#T)v*h85@qLD${?8J)k`wqa=-7}8*cm~wj+&h0nY&MjK*
z-Z*l?3DCAwPJE~3-x|FIafC;C&Mq5=biys~2CK5Dvhe;m?DBduH`{S5bP4}^vYjAe
za%ywdPsl!nRZ@pMgoliJtk0I&?$2Eg1PWE)3~#FWz91D;zIJ#Ws1Wb{NSqCP8`*{r
z*?t&NjaT5Z>e;%x)F$KCkeC{|o-&<5?$#AszWDIRJzRr0PTk&^VPWy(FFfw6DV?{-
zF#Tl}D=yu?95+?7KpS2FeJ;WE*sa>LOT{Ak6j}<^>n9^Z{pjOYS4zrh=o37yiZn-*
zs5_T_%kNB;Lc){Ji-QtF<N-B+fH&kAqQy>eQnFII^KC~>Mpb5&1LAm0$Lc{e^P>V3
z?~jeoqSvF46j)*RT}5AP2i4Ec+Zoi&Sy-<BORnSuLOiN%sVqKgkE6(gesY!#zcW`r
z&0}6J7-9;!+ka8bTj*ElRN+-UaH|cs$alaLVyCB+6!Wd%y@HtJ17Q>#3U~QOcY$8H
z1ssCmTpbR99IEL^oqkVVCb?OOe_a31s_s(^DY4{P(e)pwes2tTXzIqQ#&`@U(q1f^
zM~#2Womh}65mAF@epVS`1gs;xt3a0Zs+BEGxX)q^xpX~&&yKKu^#muDu?<#CsTvej
zl4e3p^`gwHRSEwZq`w5yOfJX+TY^u-c)lk3YVUvP4qe#0L)Dk{&sj!B?aUvRRpu}U
z`zB@G&`d@Ne0tIlq}rL35_5_^)7N3yg)0syoD>`|O$yZdFhLX%eG1Fp-+3wtd+-6v
zyEnyeu6TF>QI5_!M<FPooid-aGK!!BzNo=jqq|7LmAs@j!gL+}JZR6-fL9imDke@v
zEieiwMQOT3At1Y)Hh|``adrOv$?#skC=u#cpv~zJsr}Xs8k`OXBW}MlA8(9?)ks;J
zQL{ve5y07imtl|1Qfu(ElH;h<dB3#KH^f(rgJre;Hrs7%JrBhn*ie|;N%A^Oz{uQl
z^@jb2pVqvoT;q11iH7y*PhQn@ti>=l{$C?3R?k`Te)lq^J_3oErslk>yZ`)LB8t;3
zfm=3H)UgWhUmNm-Y*RSPSb(;*khWYXPRuEL!sb6v7z5n8W&y{<BAZ%kviZA`%CkC)
z+@yHZbfFENlCB&b?t+;l&*CdW!tb4862p(wrdL$oi`-eFt3MS7|Dw=grn}+mb!H;|
zbPIidn<AuRV^<d`rC)iRCMxfV`p;ts;1!KCIcW}>uJpJMGgNkS!@exhC%E)qxtE&V
z$8K`d97|(xr)NOGv+vM~N(1_Gwi@K0O|XhHyYp_y89_h1M69Lq|D90&=gjp%9ys}z
zbd@wj3ScsKNRvYu5F8q)&~y@<GZNmMEz4SWaOn>u6S6P%x3^N#P_R*VY8-T=Tzc{U
zqEA`xS??*>xu1>n4P3y|Qr8jctG=tfYeRPRfts8#*DWg`3d-tQpKaf)Emvz`$QN1-
zxAZcXNqWF`FQUsX!Uiy&2om-)E=Y1|x4ExHsY#lS9#XQHb?;1zxWb0XUk*@*U;OvA
z#L`{ieEG3^2V2;2bp8u7*kfG{EfFS|Ha!Wr_Egser=s4eNSSP*=4}{%0d_o&CD+P9
zN%_`p#90b*{bZz6Q%chnVy*uM81^Jg;4C609zZk2W@iO?P0_eCj9WBlp&5Mc8tN(j
zGV|rX&~({@z{qfj;~!VOESKx28D=EqJAavxZrXw)pnw4QYwMMQzg^)E!b?;$&_Z;I
z{xZReWwTG6!@g~*qNt+CV}vl9|F^$3CN`q05{nV<{X}QAh0++)9$WeMwkWZwZ}5$4
zz*4yTtbrT<Hr9#iozW>%y1)7Yh3pUB^|rogG}R&(grkr`x-?!%u@yy@i@!GDrXvIT
zXwmCu*aW*d(k2xHn941$0*|00?(Co2@E(iEMa;<OaB2=#V2;tVZQ+O8Hcn)%+U$rQ
zGG3?A8V6H%;0rvSba-lf&_Aod0i$-5k)^H2Fl;Sbf#>{gohw2)uwkF0lCC>S#ryYu
zo0}x~9Q+)-GTO`NAb(Wg$uq(0zcx*@m-7F=Eifi9Uajd?6Pg#kwC>-BiUTWn>04HA
zGFtwl+{?)eR=z}`nvVAAda1duHMoQO6RH)IAIO$9*q!_B>T_XRvI6{GaZMrJ0?#I+
z6sZ|YvF+z9e-&aCVhf6o*Z$@ck;3$$Te&j0=ikf~w_}_>4Mp%`yFhkzb3q6FLfm%V
zmEOv3rTA|XOKDaGU-j7bV@3lln?j|&;?+6H_nK-&m8zl~`fq={b>NFrZ7iN3o<c)H
z3;P6yvjc|wAzs)ex;UTL8Y04N7oAM>-?qLtzLd;yaj=L!+e5k0v9#+A{!$!tJR{34
zA0f*X%<oQ{dSgQ{&%lR!lu^U_uCh9US?4RhgqQW;z>F9LbiVWeYw-aykl%>0tQ#`U
z-Mi-co87pv3q~Ay>|b#Igiq&STBCJayhO~w0y_%GQy;KKAv-(IJaWB$h#o8H4DRgb
zW}db5*=jCk&0HDh>uXerv7vLJDJxihwjFo=sS)^Rd*!J)S#(K*c23{~QBGFp^gP|$
zS{zZ8tVw)Q@6iqaxAE?29PHMTo!MvAapUpMktpJ3amlom&Xmv~4&1`LDsI=dY81j{
zw_jWw+gVPqS7ydtLU_&ozq9mE+cw=Txp)gZdSW;HA^dU5$usm0+3#nodzI*1!*Sm*
zNDUBFtLjzH`19rTUgrdq-+yvBFHWr(c7ZzJJv|LyJ<B{ijCCM2O~!Z-?h8Pa#~YcG
z-}4{KNB`-f5tjBQK;YXp7{eKD(jDIDMkDGG%Iz}4bg|RnuX<uj#;t97A2(!lS{)RH
zecY_@Ok(TXUAxfjyqTktrM-K<!NYRu#Twdpja<Kj2QEZTjkd|a6Cp<E{bw*od1628
zE%>cpS?s39?(E*rbwoJ8Yo23wzG?*<JI*k$SX$lbplYn8f|x5P(p8)D3CH>1Z-oUX
z$Jt-jCF)X<<YzX#8nI(7wl@nn%h?bmgMTBeW@=FDc+d04U=z`w@}z|ld<mX7&#O_b
z7X_3SCH~j4SyU&Tt!m5cR(+0Q>v|Du>1-1`9@y3Q*<w0CfYP*1iV#($HTaS0`|f~h
zB84l$#!2u~1FdNg=^AwT;$C1O*b3^*a9X-=i+1vwvCH~UP*y?%EwMS<1UDPPwi7h3
ze{^)vvPrqdV0?#~Df7$aVA72|4q2-zXY9yGrDJb|2ywMVLed^nGt1`>;TMxpp8a;Y
z#n%&YxpXG~<2lya?T)|TOivY@yEtvf`$;SL56nH?1iW;1Vd0mj{k`m1CEbd{8a4uK
zyUvG~0UdN}K<mecL!V3Zq!)JsyyiUdTtxd%h4qSpX%D|SgzL*=cODvfPd7Z0H`>D)
zrD8qd$>i<%R@w=><U3OaUX<DWxguEp*1*<J=K3!%Q)b&Nbs24$71qk-#^oKcfqPpG
zDk~j1?L0<Po4kuy4QTx)DHA7R1i7V1n?3cv;lrw$P}#LRb}CsT1<HMy3eQjeHc>tl
zSM`1aR_ayR(&<CZOtfKj>wW8eqn!$Mhy)jlD@!X}%heyXA5KIUuAbNa1;@4+m^JAv
zA38@03qLR%^tHV-Iw+@xz$KV<jQX?Je^HSS-A~4+=aP9-5PvJ|>w;}Cs`+<LIXQut
zLJfMqPOkrPE-COU=O+qbc>*Ax27!Fi&b>3JK;^WRej8E5Rz?O#3^sy=N51c*(ls+9
zoK$(c!bl9(y#ODSrBB>dk(v)Dob!8F-VT8-j}CWJ`3^E8J%Wp-N*yab>lTEpvbHCW
z^U^fQhOBeVieWejgf;S-D|9|Z2s6)4UCE<@Gb4>6XE5p8H5`{&Yb!n376k9IrGN2u
zXRH^HO(f{Awx!x^ZCJxdU=AZ{Hh6cwmPeHxM>N^B=Bllg0E{amLQ8K|+X4}nV(5&p
za;-8T$m>Cd>r3d{7MHqwAori`V*r0M{pwo5@@TH}$J!^V7m*TFeWZbq*YO#Phj-Oz
zh#YoKihLexCL?ymG4rn~>1?{qDm7H@y?~L=B=3A6cnv9$5C|VR==_=BlM_@;YW;c<
zO~c`o<a@Z`yCOK7W{mg#eI?xV`H8x#!w(Z`p1XYvSO6mv`F;g-s<2MHq#OX<6e|XA
z(#(+xiHtiesPPV|0)ou{n`IbGXH|%@kRfC~3_n*8vilXJ;i2Y*D`I=jdR_y4mK|?V
zWdp3XVnj9Pst>KeG=q+siWSTXUg9^}<ADe~J3#foaJ)qqFvM;yF3VVnCz}ZAFJuA}
z5!e#=BKRfV0CP|<aLXCEyk&^rg@p^##hNj$A{J(L)51O7Mce9&dotG9-oh<q+BGO%
z-<=_j=1@9&WLDJjyqWPmM2eTUu2V%USFb)O<w?KwGhk?Q$^0oM$tNqLruD5LHnU=+
zgzr+Y==<SmJf`2k^Yp_*p_}{3`4tJ<&h~UyXQ_V6X5_WMQJS>{T&38>zwR~vy62RT
zI3uB2&(#i{0$ERQ;K>cx8W^vZt|n@~?{-v3g>PnQ@1Mi(Kti#Qhg+@EgaZ(?9TsqG
zNFn-}f*f1a#Y8f-yp!4K4ZZKjqCGq@|E*!rf9n<$MR2;fu(ZH6TMeuQ-cScPkNk8k
zmnOLm@3FBdyneN(|Klgb;^+}MXNCfCQ@Fo8b@Qmtr$S07Z!}V8Kt3I(QEGb5qlT}E
z^VF~ey$J1z>a9(9%x96+@rJ6teXZ~NyV+b#0vAm3>pM++y83U*q3-B;#E>1mfqDE1
zS}qz7_QJ{U%T%~$TcrVc?mD)op+x9QpG%)J*ym*6xR+Tvurq+^kIW0jIK-cFW)W=y
zo!6m?XVlY#><F$xG~e>uXS*l;KQm%V1V=pFEn>47;vg`PWvp&lzn}X{RN}^4FcVwM
zG{n%XW~+HTK|O_+YVh1hidJ;{0M&`%x4Fo}#&Qx>Y6+9Gp2#}+b10ja6hjK-h?yY2
zvCoXzT98=sakH2DNZ-<5PtO|j7Vj>%gUO`y*_9xf*;$62BUHLY6kF<&`7p!nJB!V>
zRK3-~hl(n&#9wq_C|OYl{D2b2m>M^2ees1E!HcSB6N1wyse=;AB3j=Vk``Ggxlj6!
z<fei5Qywaa6!P#v_9J*+ghgpjNgQ=CP12PcQ{-$ExyH7hJJ&h58*kdC3JEL4oMMrg
zxFkF<*f)Yr$z=5M8^vUjq8MfsNrw%2m%<PZa9n31&WMH9bMLR`591#)g&+UDw<3rV
zc`zboPyk%dDRta5LLMq-I7`;2#V}YKx=WxGvlu0c&#gQYZOEr!4M$TZ0>8Td23JE^
zMM#uv!_T06_{(V@M#Nm?*Nnz2R_;!`jwbN%bQ{{gi%d45qeU$k(yX#ku6>dTPk|Yn
z*utEdtxcL0$Hj+RCMK{Vbo>w`4N>#Y!zKFu9q#-7K4~dk_^3P4mm*>cK+}S>(*p7*
zZ2^uzmUuEHdPDBhaxIWGf?z^a;H5XZB|@xX?>I>T9hLB15pl#qgGQBxS7B3u;Dz(L
zdeUxlp}kVM$$S&><=CLXH;3DJvSqIZgl}a1@@trRrUb|5GAuA-YtJKWTXqTCIMQfP
zz42v9Fo({XHI@2%AF596vP9HYGCLPrW)_LCgs*iEw!!}O@Q=jb*W1ImH5ejQEO|4y
zi5T$p(&7o>=N|;{To^Sh?)dNzX5v$hD)KL{rbb9%m!QfB!=YX2cx9!y;-5DV)za*g
z1DttKNLhMnxE^H3xiAyS{15as-PyW_JSVpgBSMfT)sf4zNhSXUmtMs;=L5$9{emcF
ziVE6bOe8Fi4oY69v=oh{F$Szuetmfo8>((M)j1m+j1kLxa)}Bth%|HWr`_b#^7*76
zF_62<l<nt;l@Ad(rmTg*6IUm($44kK&*hA_;#fa`#&v`VpX-0{K8-YCsf29rp-X;b
z)8GI?8?!*86U#O4!@%;RaeHbts6UD#g+}Zc+h~YURK24(xuR9VMZ!($i<1g}?vxiN
z5h1lXO3`s-gc84wfRUc79}K!D4g^niCa+BLvVr+*(6mjKdlPS#7rj&eOtTY7?Wad5
z396e2J{ulf)YW^svjAs;-#N6^edw|o>fW?$eD*cbr_uH6FZ~<tOW$1q@wK$H-<(qP
zEEq|i-+<>NzQlDpaiWJKaKh2^f_x@<BrUrgngi-RyNX86(X%`@rwg-{%8kV;5{15E
zEX6EerYnC@s>`<V*T!*WYQ1oN2Cml#O3GD_!6UrH^IEQ<<>l=-*Jz!`r0OLda!nvy
zBf8DdRgrXT>(0Vh*FF>(Ia9OniXSQv06FigXY39a#w(3xEjl>-p3?jMNT7{N+Ipk)
zn`*8tSH``<ZBNqi4l@6RcjvP#raw{_9ry}l&&vH<5~}xSuLIVwIYSv9`HHT&?X_<-
zM0hhvTP%Uy$KC@5`z-GvKIvQdZM>grz23sPO?oX$ug&l$A0%RwYxr?_dFaw9l|60m
zzmIHKINYYaS)&(?v#yNGOyqg|vZF${^JMmy7j@E9tyHa6g)ok%EY@b=)X<p7yNf(>
z7yK+k&^(dDx#$c0+&%^+GwH<9X7y!>3{^q8<&KuM4!mq0M2Ru6x)PR-IBp8+VpyWN
zDEd&XJ?MS4q<NF5%MpD7hJAw59fIW(Jm0TLaS<WNh8|r_32%ur#qBP?G&9~5Al{!{
z3ciHpf8^Vw7ygzAPUGv1d--nMWw0Cn`2*ZO#mTv2ST<9Q4DBf`k>b%&j}c4@=S`r9
zu&8t3*FoXJYvrBFLE)%KLJ+~1GTvAB|7x6{HlT&qHZM>Y;aXlF#vro)*z6eYqhkni
zkm=4XY-3w=)a)N1%bHzznX&<<!Tw9$&1^x};*CT7trgVdUoCC~(c2+bC^aNV9EqkI
zn5!?Yn5bD#vdd`4;B%PzO5+A^{p*OnyfZ4?&sJ(usMg5?Qi=CewV7)XINMHADCpZo
zM(E=yJo*C$GJ?QTx)y_-I=ur@O2a@xMSPOrY}za6qn@H>Cr4Kqd?>Ch)X*A^yjgs`
z@IilUYMx93h<*CkEyYk}7D@4pXM%m}lv(cLLE~nGBeh+S;)e_?E{W2HRF!SP47|5%
ziKVnNVHTnJX;Dw`)#k3L1Q|EFl-fV`bJYQU-!`31gyhXHk5wB&Hqhntz}qCXnW7#N
zhf#Sk|FeRAC4Qv~BT>RpE|!3YLz~$Eyg}M`{MWL2rIqA1lsvRnDmI4<jMGdrv`!PJ
znir;Qz%Hk-D%#8a{_*eY9j=q?Jt`-bs~y}(W1R@ELu(WEr9SYQLg@Dp4=JP2qFRVh
zCX$MFOubA$y+2=B>nJj_l=LsE^%~dO9Ds7Vyvj%2CUPC^$BV3j;B$C~>A=)}E4OLf
zi~Sx}Z!RudW4N$OAnH|vX%l?U$nuy-XEpu$TKV&3li~wGCG$R6^XH_jfdF+ODpJv$
zB}O@LH_*Ez$R!6w009!)%-l{sTEZK$hUbz9r4f3oIp~+}8Tcl)z-fSyeXh4JXLv8f
zx0cnI;EI-LB={8M&|ln^r)$tLt_U=7>};A8<S?(*T9Q9#i-}5I{w_M4QmGs@W)oV{
zg)~);P@D{!a_u5|QWVkYUz=`$FA@JKh@apgzfW^C8lEm(!LDZv)+a&1Pt2N}z<T2&
za}0y4sA0^>j2~em8$b$-D;vRc|1}@K%CjgH2SM<|GS9K(#H)rcn0d~S*0+fF?}T%%
zpxTz`R#Dn()LL!8^Ni05P(Jq142>mR#Keno_KD>4k1mc;+ShkTC>k`-kIhUM*K87`
zFyvfq8RF(*`{O837Orm2fUj$k&0dsELh`$F4b?#Co~nk3jvt(00x1y%m@jfL0T>sU
zE!ZMh75HsDIIH#l)l?yiU__CFiK{3Lkw*^O4lSjz9@;Zq`MJ6T;gs#sS}2r87SVo2
zaZRiAkcRjMaV}{z*>sJhcl9;m!tmXi>EVm9G6YY(61mxwv=yvr6IvKM6FQ-}!~RQV
zK@I&&X5}UTFT0FC(5!A;h7A&Mx|}q83`8XZ{aCLF(d=lAB_a^*j==?w*iylQG3!xB
z#NnK$;mFA%^uSZ_KhnU!h#esFtlvqq3weVEW%rs6*R+UD3IEGIl|~JenX2{}4;4j<
zc|akDRU(H?TjOcmtgu#@{-eBxOmNNFg{@R4^+SNpQ`jAzBv1puBe7)D)Co@hXD4)=
z$M>e-H1G7-ocx!7QDvr{;VVp78eNi#s=YGB*ftCchAJ#Ra*q3EI<e@d7Vtq{kq`S$
zjFDt#MVT{H9L{%paJin&&`xm~7uNSDZS`X9zY2T-ioPM5Sg&MoT`&U#z{Ywu>9$Db
zFxOKnkiZMyqeF5$f-HBUcJe7^?~p4&fP&5AoIJBGKg5_pDr>TH5=5dO)-ZzJyvGvP
z687{l0+VeCpWC`Sjq))RyEY>SOPykoDV-Ft1b*0VlrS95qDt-GbLA-{jwe6Ml7!+B
zmc89fzks@o*Hk}czB;^7KUOhkV?0;sYa9;uguP*_{?L888r&+}OB~=e6N+WybWlFP
zMvHtGF(rvg!Od}H+{)<2wU}OaKmBuQMM0620*ANdhpNBQsJ@bHWVO@;^OAR-EFo>C
zLX^;>W`~7lI_DCk@;<l>?}d-h#hI>3v%&urJw=(#M#AFhjc*(N=O^^{O1GiT%t6bD
z`7*)_;zV6FGYdE(RL+&cGviU&zWRfMbUby^u!>#pa>2@*ilRAvxsDk9gGZhuo~YXz
zvaq$5LFbSscOf`xEPYIOBua{bm<_aU%)_iND*m95B=gXTQ&SYRefwJ2Ays1?=?Vr`
zGir$6v<?2|RGo_(xITF2h|1)VlisDf&i$TuXWe8>+u3DH)AcQbi}=c?NMX?82W2T}
z$kvnwtcOZo`SkoE2lV-G!Y6qS0i@Iw7wBi-vYtP<<HFC8Xxt;0Q*I-fIOAUNDg<Kh
zXWZ&Jao%E(BkrK0#24HbH`e3^qsE(nYz{8TXkYV-S-KTHiZM?4uyN8$d}~g}njvPq
z6e`n;DT0Q=xtv(c=Tuc3RUAZoSS7#ab=voSHASjg59rre4ie!zV0rhYHSN1mkyB^>
zScz`SKu{_HP@)~RYX~p$vw%U#@WkaOou~nrycL!RV)%#P^G(|z=#Co)4Y&rkSdx`P
zki%_OBup_!E)x{QHQ3&5Jzr|G<*f_qhW%#w#N=f2V0NAYbQ-e(d~d@|J83(-a*j|#
z!h@SWf~~%w(H@AWhzH=Hjwu>|G9k?H3I07PY)T$$fxtAc(5@!VRhnNvlH{+<aB;?i
zo3(T<Mf?j#CLRoOBxd-hP+4p5!6W=T>i@T1u|xtp+)8Ig(f-Ap1Z$$FfV<9cPknO3
z3d#`7(pY?`iNZ7uc~(}WxJ}2oWeEtyz)3}ERwDoz?vp8^m}|`O-@PeA@l7oy?fkv)
zX;v*V$*_4@-nY}!(UjzjFuWbF)Bw`~Wh~`lg$$(Q-0yunp(~=X5G4~6GeLhm2*BD9
zg8$EYsK4I>Z3R~a?f@s?bK_dnf&v5wSGTaDtJ&yTbe~Yt)KVI_=-5GZRmk(uVj9WL
zYa9~$v;^oa1^B!#mD|MO`PutR|Cx(9^q@djm;vSR$;kq_gPvE)EPg0e%BK{~FQ4Q(
zg<lCN*q5)%%eG;xi2!$dYd~BF<`hJey>YDRw(}fmhH!nCYSp&0w39V4Vq^Pb!wZeL
za&f-hS>Qz=yMtJU+UO9zN<@OyL6+dE0`(wS`)@kChN9m-6qK^_CTg`&giq#_%Y&5d
zfN4G<%xfO@`UYobZ9GPVZG6n5!QDuiL4sU0zlDj}dea<8eVXiaOX+P%zT2FRcC?y_
z@(3VO7O6pz+#Mx;Tq)G>ltZtg3K9W~sUSPPN5n#h_yy}}Gt1t6a@NiqgGBIIZ(svJ
zT%QE`&RZdjDi+hO^IPQF4~xG~sp;f2av|!;s!GG{PbEL&p^Q06q7^+AaGPB)SeXxg
zDtB}0ln4~}7WF!>@_IXoV+lB+<tQCeYXJjgF?Li^*K8bLnOf4n=hmQG-9FLEWk=zE
ztJH0RwnTEtQE{0ql(87R%*U)@$(zPqNBw(9&P+P;o1C;*&dB%MAw{tOMO&2vfJq)(
zsvf-_h_k?&t&<1KbEIC@>?Su4xu=tvpT4-7RUKM%Sd#k-v4$saj!-%-(rZ<!!@Aun
z(^=Bhw1)S9Q6kKm64Ei1Tj1oA0S{ZBewr7ZD<fVlC0m3uet(Mda^M!N<>4IZ#4U34
zyi41ZjVH}rsx1S5Tk7plxPx|w=5b5_+fk7bi4BnSSC{(T{HJt%xNa7B*lfrNhb#^y
zgZWhX@S{q!0xY$<<?hoIK{(+9pq3^NfEgJZY@NypWqBZ@hsTs^P)do`|Dz5mP59t-
zpv56B*-Q!OA8h?IWWp|6VG0fko3RLLFvDiZn<>r_7itMt`2;ax$Ycs>aiC{56ILPG
zImi!fl@>2j1a3XQdNDQ%vLxJW5U~P!6=!Ifh@d<T-2I&=<^4=88HFQgT8ZYLnkD~i
zaS?U;2v$N$gj0>+lUopKxoEoo$gN~HOFh@c?+4{je7Jc`HUV0-n*yeBQ!jZED-WE?
z*b(MXXGEwjymV0HU4Y`rUdpe@9!LT=+gc8yEqnsl!8pC!9;%p7(X7|NUC#AwGL7gk
zj|JnV)W^&m8`Fcl<%ANtV?b3q9o0IFIkVb&HCa2G!KZ?o9d6|iGqQLDo=zJ{Nuo2e
z3?BXGmH?b`DKS(oRKFogC|m5Mz|Yz1Njj{`4|QXhwr>d607`r|k$b)-IV8y^=%<Ll
zK@;Xuzmcj8*w0$p*Lh#4J_fuf5onyp&l>)~pNGBU&PVJ|qzu+R8c*-O6HZuap?Gpb
zJM#?~^`Sm;_i+<>Cs;bOpxPYd8j8FrbZLa3<W$bjCm{?yw67u?$RE~iZK@7PqL91W
z1;LXWyG7utLZ*#yynP7Z+0YdCQ)?@Jk9&b|ha15$FrsdMbXA)zNqOaX!KDxfrRYly
zWn=l__j;_0Zp58meV<V{UeauePl--TN{jwW7R-rn_o$O%J~Ed)5;MqP<-I{o+{hVj
z?+N|!*QmVF<t*79wpv2O@e9#pS@nYz4tnMDd-XVcuvs%@$r?cQ(_~&Gc9$rk7;83n
zv}ny^o;Oe)g#M$uTwu3x{=4h{v{)q@`EJCxJ80Ai&gUoRCj@(o_gsTlXnU>=g1I*j
zA|fVdKmf@ni28K99v!Iops7Yf#`I(SG|I&_(ogkPN0KP=QCRH=?4Ll4tgXtU5~T>m
zxlG4PrXwWI^VMGTeXNUs-|GDO1#7CtgNAe0;|e_Ij_C<Z1ND@1-%x>IEuvC@cjv5u
z4|$}nkz!bW@=s5OGnAaH?iTESdNvg=KMag&NTOMA=~#~!Wv~AH>-hl{uk-6x6)%F@
zQT{EPQSEp4O7up<;oPaMdPp7bPKo>;1MLZP_Y*$fa>%C>JD)pH1nU=q&~o)r?NK31
zXR(-#zXazP{|x-!oyx}t-!VR97u&Zn)&Px#8}d<I%xmb5mSl#bHRl$wm8nUpBZAS%
zj}-Pby~Y7Dv^0bwnvQz<=W{R`m*C=1L+KH2+-o!kk<D2pUdW}Lpr;p32cNQq=(b!~
z>%VP_kg7sO7UPozt39llLfHnML&pvVvMf_&WDE%;f(hQ4{cET!cvx^fI8|`<XXEMv
zW^fOk#@z4-JV<f&hDmJ`8VeAmr%+RwN@VT&c@P9WfW&EWXD<(VnPS*l({l)Xat|1f
z$Wa$oR0n&a$IvxJzf75<2!MbQHmx(k*|LYhc?<S9RPFO6-Cb8cZeO1Eu<aHgdda`Q
z-y`Ibs>kMWW$pwoLwFoglUMDZ#4u2y%Sml@IFF3KOV}{x^ETx!Ri+zl>$Q`b1{51e
z2`CI@x6}lX)_6>e3#p5ERj5H4U!Htwd6ac0iGAdt_m&MZ_aD|sJ6F=G1w$V@oT$Ci
z(f-iVd{-moO+w|2@r_&&p0Ujx*ntmbaWS{-V$@b+NyK@wPiw0)^{a$1PP8;lT<t1k
z0k%v#v32UfH<Ye*nEU75ov?nDNG``^<qG@w9tqNP(>whazMh&UQ}tPNY}+wI{vx|q
zvOiP^km{x8r>Ur)hCg^nv0V7cP3Os4tTbzru!-tn?Hj{QP;xkmcdr^Ix_TvOCh})6
zL?yo{a(xCqugD{xL*&lF%l2=S-~;Bj@XURq!~N|ao(X=crik$Lw1y4UZsKHeIAp}y
zr46wQpKA?I)mr&cXUmWuZ?YBu!6&O@&E5P%4E853kyBb4dki!OKxpNE-d6F5#!33-
zg?lBXFV{_Wrq96E&X4vf#$SV?m=aVD4y+%;gVeQ%4!X46MGC0!P#yteaI(@g7|B@7
zXWSbWMLR^+S{HcUvRK>JU(p?iNLdhBrIG{G?}+Cx9RCpwut`BhcPhlj|M43hkO@IY
zcQ-u7j@PwgZG}OBpuIg7Qjs1%@AucegQyoLman&km!!-}H(<QBQ=i{E$`GLy+F;k&
zoXkbxWfu<#6aNXbAFk7F7f%|hlZo%iz-pVYjz~uv^;?@0pv$ZA^I3b_9|Zas$`pCJ
zTX?TTEo4DGI*5uQCEW??6r3w0DPUGPkDA<h2c4Z%_VpZGy(E!-K0aRW-H`T5_nnNr
z932PwtQudRW~Pp2<^nxf&+POudO;_RBM*&wzl{;mje#|N!mEuJSjLFIjrDVk9kv4Q
z3K~!5;Cr{`8h1eNm88r&pgq7?p-8u1H|Y4}=8Ng-^@(c5^Xz_rp->w;bYjW#0Yh>e
zb|7@3Mu5Dr1!`QLhI~d1B9@Z5*Mex~Y_t(3i@!mttwR;ld!}4zoi62sXp|bqe90Y_
z+fcCR%yZ>Kl~C(d^Hr$%%-1eglgSrm7ndQ?;QU6yQ^Ma};rqS9%q=(FPW&}gCQGw;
zM4KqU7H*c#fYG_ZrXW)M*g;=`F0By_F@t;m*@e6z0r5}7T~7W%sKTTJZh#FQS%f45
z(NPsOafHLv3d+wM2Dtx$1=_T~nm}ODgtePj%**FxQh(};s<D5gyQQEoP<;Cf6$l#+
zvVzUUJ%30z2YW$$TJ{yI7QWW1VZj4N=0jo#Ilt?mB^$I#yl#(tJFbLl$O4!6j=gZv
zYb3cw(7#lRn*Qg7aNUWvb00;sMVm~Ej07(_H@T7ltvL#ErNMni0E>lX=Y)oi)Ks?w
zWp1nDTz#zCH|?>?Hhfo*yx)?zr3X?{rvbZ7!aZxf^30O(pn-t6L{zs_kI}h&4*Uiq
zPCFVURG;Kn;&|Y}UCQ(y_S{OHC+~8m)!NCVf=rK4>Wln^uedc9C<R+A@LH137agj)
z$}qGQ^~WIJxGG};tAPxUhL)d7A5swxk5d<kl-{lv_=6~spfFPvHV6+eM-}D<6GV=u
zNPE%e5z0)w-X_kkqU@?ObDjt8*qPWF^SuY|=6MIyywZbarP!Gl&$OLD&@FIbj5KRx
z&3KK!fqG9w@DrH1@qErwC>;2@F!YZ4_4#=A@XjM5DCB?i>^*X4Be-A#0_~kOiU{|7
z_^)mD*i-fSz3%^*VR^k6Q$gMNY_LcoTG`oiB7Jy0uAKA}{&&sc&7dz}T_rP9*gvq_
ze_*VTbQ=T$?ybCl&Z3f>m<8sI6LvE_PIGhbKZjma3b()Rx%%E8C#^uQXJ=h;eu5uQ
zzm4))RKI|CA5l@2s5gP2*UzDos4=f3k-*-(NRq(MTMH4spsT1j!;klcHYGdp$nWa6
zf+EPqOn{BNbmmID{L}2KyC_nU?uf>n<Gs6~tNc&8_kb7Dw??b>3ksq%gzn%H9;2pX
z<GYcdo`JADqz42;qv1*YeUbM1-TkXQV#hOMIlcoN3V8AL4SI-wG2u*<w{ZWA*!~qR
zMU}K<<^;oOQr`z%+dkXjN*6=SagasYclm?<6yC-1ri6kgmF|OZ?W8Sg<29;ZDw&)t
zZ$;I6sm`^^%KrDu`GfIa1M%qxOi>D(!^H5ZXii-{8+%9Z0s1dx*ZzKXn@g%KZ{Kd>
zlmpZP?lgMweE#$rydD2NaYfiSSS7&JdX^FiXPKt_E!7*{Hn_tL;3eJ0NZHEStWQYO
z$nYL`;_J;9!SEu-IM2o-Vi^Pr34F<&ap!fDnJY{2XFsu>+`84{5?T@#jzmvN(%h#2
z_win%*vr^R93I*z-K(Gcj=MEZ0Wc8kS{kEV8q(k6EE_ZN2I5CFHS%-{(9;0>4*S-9
z3kY8Ljgec;DK9;}!?8(pXiO7qs6)5@xXI#W#}V*+ZDnupv^%hC-49t7MbPqhxa+qM
zZWz1zu{foD^$Z=*qMR*~Fa5*2i)<rGHHwc>RQHALv@sp;AqxkPS=%9q=m2i5q|V%G
z-C}Rlnz%Y^Fi+&WK%c|;l}jk)lgjtrlD@~$LMLdsy=7yjY7t`xQFq<hj_0wuPe(%%
zMz`;7R<#0$?(6&v{UF8u_;mDz$PRjxYD-7WW$-LQgr>G;vxh{4;|hmE$LwT-&K_2e
zvn-z&`k+hJEtipt?{-<X?-rYrEG{>C48D1H3aM?=oTQ~^Ez7Ya$J8F7*}z|iV>|Nh
z71>cgRAnHKKiJOfgQsDLg1ALpJzF|5ZkAMn^Fpv(31n|o{hS*zO|=ZrMI6@D?s4WF
zviR^*A)>k*au)6Y8w;hm&)Jq#nBdpTD#R|O8;ILE*@R|kJppk&J><ocQ(P>E27trE
zh`h4`ESmQ9z!(Z;_)YGzTBPjvjt9y+{qF-VZjSO%hJ(x;$8E+xr+U*MPu&TboHQZt
zGGww6`JS>nlz}FjKQo=KiOCF&aGZC}-Ix4-FDxAXPLxkk*>;@h&?lu#2k~k{XM2dL
z(3nk8E6WWEyZp+<-GmVuj7exKb(4I2e0D4=Ql@kJTc%w74{Pb_{H6a&AO6aCP#MZ$
zL?pxfP%Vkvb?R=7lf{~{fhzzhi79XI7t1^4FE&5Fkc?2vm5dnDu7vYO_p0OLu`O<u
z`o60MjLPnh;SCDPvl-<rT%UV4_U*fgi*HG_Lfout=qKKa3Ez?owGKi!Pkw(adt2@c
z*(CAKuaW24EfBr#I_yHTo~J-0K|RSnjk5{e6OPP8RrZ18N!)=Vg?KmxxIcp3Fw_T4
zTDp*KnfIsSPKRmVH@XFhj|dST*fSUzoDD{;x<eqSkjPO`m$Gj!UD;*yLm>UIgSfaf
zWrAQn(k5EUCo$;(n{1{A%4f1p&Ba6^a_%v`YW-nj{;Dd1<*|SN2RqfZ0{C=eL7u+k
zIIGQu+>?E0u*FLI-+yGGsDBO!e?0j8i;<w79U^WFsD3n*l;g0{rfvOTwnMibRUk8F
z)U~yv+9&EI>;tj=91v=aUTkd0H2Y<CN2Y@mJF;Qw!u3Fm5f}I1cv=O6a$wrSQvIjj
zzcoS{>8G{qrI7<0O~e}z@xN<B_#U-P<KtE4DP~AZQfA%#8e_gXwtWSgX1-LzYh$82
zl1>e~=8Ao92C>7j!(rdpv_#D`C>;$RNzh{c@s@>7NY>L^5N8r{QR?B3Bj+BmkAReI
z#+kpxMPTaKX9HOnWtAQnNDs0q-stqJPHB0$n`!X!$$=1n4(u50m=_tdx@0#7jGJUP
zugKvezP2S`YK@SR`r<;Kyl;+YP}NF-<w#bWi^>8&52|W-)=j2DQ+Ksoaltd^$g#dd
z@38VCtO^xiJQ!L?>6nV&xJ0K;r&|ao%<S&EauoenJLe6GXD6WRSD_w{d(zX?DOto7
z>&{+N^6|_{OWavYy>9r^YGD4D7OiJ)y#ixF;xM0j%bvN7_z;%SD*BLzCXSA<3La%?
z2y2kV>zSj}52-^nbo^)CCJo6?%fSY%Ek9LB=IH^qt*`_)XYVaJaLa_1SyEH^WiLh#
z3YOKPHb06_(3VG(B!~c##`1>TNzX|v8X(U)l`16Q)ZPF>CQLW5UihxzX1cxX0&W1V
z3l3}#HgMjTgg$)6qA`bX^?^yu2}weHo!ye|fe4&L>b3<yQ==&o#AaM(mnhsl?v3K}
zc4>%Ug9(@MFGLcn<<XKcklDfXt{uM21|vP$?n*$o+Q0|{7gb;qAt8j7O0B=*vYsey
zFyK3XJQj65%`OY#W{Obmn$v(nJtMBZu?DLwAidH54b@ZTQh)^;9{#Q4gpl{9S2nS9
z2%X71zYLwPavjF_D1g+^U)L`P$9f~l9Zdss9D8)@64Jp*(YBqIuDGM3=3hz=$T{-k
zmzBz;x3+4dJbf)GtCtM?XkokMST$8ZB5i{W+93g%`Yd$?%h@SWV9_cYhMSyG<#Cx<
zMxs+s41XK@O*Imz&OiryoI5Y5VN#JOEtNSAxR3Oqc%T&TJ93Gzj5wB%;Lyrq<T;5r
z){i;Cjud3&&OAOcDd_`D8jh8_p4NYpsO&g3V|S^D(H-jdA&#NseeA5q4YyW0{io{7
zzbc|UsJXEpynwk<U%+~UY~B|~A73y*qnq_ZuV<2VCqG;@PN+Z&es-XH)wdMPGICX<
zL!cgjDzo~7EFcfS&d1J|5wo%mnWpmpO(Sik;hb@D{0t;|$jdK{2z=F$w$Jnx>(Wr|
z0T<(|9Gj0fPW+^?$y{Cq;HpB@$r&c+kW-~NgG*^<@y_7GrjW=8YOrME!cnH}9Ask`
zQf77is6vU~rRLZHGaLK;gfR6#)T3rXLb~}V7Z8*6c1CQ~n>dahG>;rj6?_ZSrzzSz
zPnq^a5@*^7a}P+zAJYuiqh)2cHs57h^v6kR40jl{qYA3X{oQWXWOj>(*A3`E!w$=2
zT-gXSzs*tHu&wAhF5>SZq`(vVS?sUz^9JTf36TK1nazV~6eC@9f<I9ATXR5-!*LuX
z6-%{Ue~#^cuC_uTk5<-)I@&h>3JFs9q}!D}o}t?nHEW@*rbdY<&mjGjSE`+p`ioI(
z4nCBUPGoul%Dg56!Dx@$6|0{ZheL!(#4b6zg9e-<%)k}<RROuTQb9e}RSlVOwc8n$
z5*0MiQM7lWNmk#5#L{wx`%GW_kdu^u>bIRi5#a-!bwNE^9hx8n)WIKD!BTPOF2*h=
zIHNQx0YEb>w2y;+0n<!F?W-v6#zt^Aa>XRM1E3i@^gn2Sf5}4&<(e_dv4T}Ng)Ao3
zyZIC|VnxP-j=O7U@|^Gc<B~~+diC$>6#9@sxdRbiM6%BBJc<QJwBjJ04yZnZ^Y5Z-
za1Yv9(61?DGFbn%vN2IJd$m$&DKj>V1Dh0YspSvBkP2O|kfC<qME`GMqR7@!nUOc;
zrrwDbPcaWa?B#_#iTR};jA?UVjMw&#dG0*;I7Hop^{jQQg0x60S*y%d&V|^KcV(>I
z-*%)cfu4YMgsl_{z03w@Y^(2OH?31!;jv{dgG%s~WKe49EC^N6hUBPAqxfF8gbstK
zQXiG7b*h54`Cahj@bp+bGo4Xk`}f^`zFO?_-Cd;x)L5Z?W*_YfRI15Qjk-%Q!`}I6
zwDf3x73-#<@idDou~A3+0o6(}>S)YaBK5j$5WgVqK8ODGjwr;4z8e<p{&u4LezfVG
z3Zalw$d-zX;TiqZjtaRA*6LWLiu_Msc~J()3iLz6(}jcZF;$C*u(Nk8@DXU3mCQ%(
z5zSbIGaB0TI@Uy~aO9-H&ce=;fwuJD5@j>}yk38R;8<L*B_hbuKJBNm^1=))Z0r;L
z@*Vn9wY_hZueS`NG@07+wu)+Q_GQ~+s$=x}XVNbxRJ$%aHQzdgb`3a9>B<)Nb}d<6
zDK-nYWdK7$O)-n}r=YW{7-4t;BwK7QURl|g)3npszW;mwo~%87l4TV^@BX=^U2w@P
zmw+JCf{srwCsjuE+f5C|uvDitt!dkQqV*WY@T+eo6+n}C?vUzZCT3Zea`Fj@4@%uv
zcMhi&#@4h?3g)yYm^ru?6+tush-X2hp{S+k*jv8v!~9_}E57xdGR(}?hZ=>N9(Ipl
zwNQTf)}?o0xJXc5qaN#-=Pb@qJq-O(Yh}@d_FUktzQ@|HpoAx_e3k%7eHXnnkZTt9
zuTcMzoHg~Rfolvr6sJs4IrCV0KuKZ(13Lq|*J>-)rC$MVwqfi2>*_e8{N$a_;s+m-
zm9&<7VmGj)H?zrHcLL~nvwW&MhFv@&tvbM<l~AXOsPGM7FQ268pu<*YAJ059LFben
zrW)c=9B#NuLrkpAsKwZzgts9r-+P|*w_oS77NDCDHDbr^H0$fF+0vFy`<vHj{d3mH
z$0kUBbEr<Nq_qO|?^MgW+z$_kSjM>GYAi`>9xcLSo>$^UZ+Kd#Sn*%tch9Pu;d;+4
zs+TH=BX;+Wmozt{3!y^T(OIK9Fzf*^mm~wdN^2HM=@DA*yiJ8gaF>KCq~Dg=O(z)-
zW}3&>>0-YffiNFGEO!vb5ynd)*e@4C1zE^eHfHfLl2;CQl`ECkF_v(+`K1!j9o#+H
z-652$t#eWGgNxmqHcyMPXLSA&<l8+5HR)XurkS9n)-)(V_%c$o_dSNqmQEMYeq;F7
zHa(z(>C(FJ&9yE)EGc%}?zeNJu6Ln>N<NRE7C~YUAdo{qsKjT;)^JAHvJY^1UO<;E
zoA-s~+ZeV2(*LFNt33?;XM$Cq%;<h>^Ujdz-Tw=F8ieJV%sc4pcb}U+I&e4=+Sh2;
zZ$0}ReA&QZwN;-UX1`;>q@WF0W8g6A?6*R(LUE5vmsX*8`^<YdC|;9yPdfYE7VJTw
z)~2I|I{Ur->^F!OeL~B9`r<xksyF)0%nX9y#?1FQOJ1RK-wMVG#wVQn9vO^dy|M4%
zz<5pW9d+7d^A0EIh@lRB?>_WxsqTYgBm^0i2SJO|nYJT_p`HoHP%u9zm_p=64C(#V
zp>Ks`h2(w8A<)~@_t=nJZS!(eNS5W{&niF9dHD1!=&5;lf#U=L=ud)4L#E1-BpAQ9
z+=D%7!_yWF1-6(pTw}YD>BLh_ikQlJ@yrH|bxu%=u}NseHdX_EU`nA01wRP@1#dKh
z*U$(YgQnw(%!<s-Z5M0QzZIEtWUgk$10%C6E6>PJzGdYBwK~2^$f{)j9*Q*BIL6Su
zp<gR8zul6OwyyMpqXiXH@Ezt|z%ex!rmh&I^jG%?31N>R+9;Ux#~=unm*=5bxFWG4
z@#aX3HL&`WNNj7BMMgwoS=Jr6toyl9p;>nu)~hn*<FbZm(1Oc81sAhig1$!9UDb5K
z#CcPtBeqTe<V>x_rgHnO2KG432P!(_;O6n(7lZ_(Nw)&A0&!~~#tPzS3dCRX?ppPa
z@qk#Cb5Gp-i8ac7(s<!M&38GiU<#3|xWv5+EO62Si!G>1SJ-m1Rms1ni4MiN`Ba57
zyD11(fh5DW;;}<h3+^G%hsjJ;TG^{y!9(Tl=cF_!ipq-0D>Lx<WVuF%0IL#!4~@#G
zs4UCIGt%+rY&=p9aO@`=$L?`I7EKri(S%``?JI?4FtEW6{`^<$0rqhR_AA>0_E)iA
zO>_d#Na`b25D2&|#YlwR5LSw>tsg$2YdXwQKFq(1elSy!N+U_pD;_HzkAcTED&uCk
zKb#nkeJxdnA@Nw2fk!3-x7kD9JOwY{f#?qMnMWVWFh2?ih~~Y|Z;bhV6UBr6Fn^nr
zTd+&CM*1NV!=x1y$K){4&+B(fU^5gqKS@5cqWvit{1hO*5oB>ju=GSqPd&||C>|>w
z_ld_%Qf{*?QPs$Je3ul(o&%3XDY&03lY*xmIZ=*DMQa7!Pl3yLfeG3D=MOu5hCOcH
zn+gq6tO@yUO7oL-0F*7u&@V~>9h`(yi&;F9lVRC<qV&{B84sjwQlPv9j(H=}7tz>C
zqokWqX~Gqo6`Py$RY8RjLtAwrb9ii?s_p8GjLpK-96C$Q@f<1<Metubskr-U5a_sg
zLl)b*l|<@*v~b8&V}RPYr%U<_Ni9eMf*Ae5RGU#@^fH(cL!79!JIOtyH`+2JV#rKB
z+HNZ4ip`46ip|R?4HcVDkIll=9JOlRo++zrXGm0;i4s*?t<3Z)os1PKGj$uK6rsU{
zGW>TK1Ob3)&GIopIIoyowE)1(Hwe^_G19olAONk*aPU8A)m*Vzv3Ub*E@)4}wlszZ
zz-C{oY(6qJ3sZBaRr3wt-!_APX47ce8~&|oD;G;im<p-+n##;%$|^I6u^Rew8H`j)
zqHSi*Xk2h#-xXD6&@uD})W1#As<~pbVsnq!+?MQ6vH2L-EKJS4rsgBVzcx)z2mfuE
zwlEdqe`MC%%?@2tYa143tY?;rOfCFpx~7im$2g-CEeg&G&Rv2tG+hKza6Sk)3zPGp
zBQ3{jo9ePrKlqOoHit@X<{IiaH@|BnYnn2<MqFtIL=iy_|5HQw2cXe7(V7&ku_RNp
zYs3sRg7G@hqR_0++?*QGwwP!+H8fXS(H|O`g^Bs3Rr6t1jfC@z+BEHjp~cqN8!C|d
zT$8!bt#+oUKuN1)<BZJ2o@knJLC>__G-E=^s*$1YMu`+ebr~>Bhm^i*(t#GmX2s?%
zvDr3NbW?0T1~v;*^QblRV-a-es!_+{%}`-lQ4nO-XjT9UR*ewL<{3rs&sgvti$>r*
z{Tfy@+Bq*-L%}~V6vUJ(4V_lZ6_^#6SJJaU1=(Z;=AE|l2L@(QQXZaVoSu{N5Id6f
z#6xIU(DqNL(+Zsr7~3~X-Rn;Do%hxhYC_f3c*kh|*gyrJtzkG}X;d?2UdwrfhJ~r7
zU@-}Pjq~#o9cI>B1-IMun}sVBD-;hRCuCb3N323IZ@<2pxZ8M8EX=zZ;*}6mKY90n
z+Hs6X?Yxz9boNfr=M3}6y0?6@8KUB{8tb7#`2;E~d#<XuFeJ;)3HqM2I*{C~j5kwU
ziJX?2u-p==W!|wshdDI?s&0~Q#bL$aL2(!>a9Jr1FTmkyJ3M3Iuq@-Ytac}&PKGyL
z*`Jo5#hLJ+A{0G!IiZ3~b-}%>+U0aX!qQ4d6e$*Rdd6|yf+cFj_bk{!HNj>Z7*1P;
zNq{cY(-$#!!V4^ck+%ps6t1wWu-pMG7u3Ox!t&}Id|+4>CgjjrLJobR#<Hf->*Yr|
z5a9eIS!wQYPv0tqRy{Rl)09H%LeTVjw*7~Z)(L6E5FtOa4NrrCd`&-1wVIv`Sr)B9
zIYz&ksa;L;@1wZy-K;0~R1sHHR#YAom9c_AkZHR=KR7B!MP*?+&Z%@lHm9QLc!fet
zoUg;s)d9wYP*5B7aap-kTcOQ>-?SJFZ`%r;f}k)mf2yFPc#~|>upIMiRbT{95$3O$
zV~?XK1}g>+iorEHJ&M7s_1ap^$-yvqMXIf%D3xn0)|M1m{OqmJp6BSfHq_8qt~!cB
zsh2Pbc(4RmD5$2u1jRs4DnI2=?~Iek)G-@Df}+{{{Gw&<xXz#`9xEPikH=NURuqp{
zauSY-$HElc>F`Mxl@?oR$WYsy{Y)J~g-MdFhfgThnJAe$L`gxyxuQu#IqHW{tIf%b
z9dh0l=G~SFW0E!}BM>ox*1r{%6_qQSZVfG;#=|Frqq0|27N+A~E8@dcU_@hw;M21F
zOe-)uc0Ow;E@RD#IF&=7<p79D&~LXA2xNMlEEB-S6DZb2kvg=b24kt)IzbtR`|#kj
zFs`tyu)IAiLj_ni3d?IZ=0}EQVL~3XK7Oc53^&cCm6&1b<2CNxno0~BW+4UkF2#@<
zL^lO;Nc2b2X--<fF@jFFW&W5J$Q70qmNzeu*HAgaGsCi1SQaMajIe!lUd1!F-VE|(
zI4@Wg3M$doNg>9x5QnH*hylawqlE&}7sgbXm?CK`O6}Kfx1Y(ZIblJ9O82Ljdu>!L
zQ;}GaxHS^P>lS;S=S1QScZ|D3;_|Fp=TiD$r!9nkZGiU6PKy;@(ReN;5sUJYiA0#3
zpaaUtc1!9lm)eKSghOh`PRlS|VKNfZEF<w!+5)wn>B8z{iUP9&a|gf-8&9Sj6PWF(
zfLWN7N1aVM6h*BzL61co4%^PASh~Oh2?b+`r5v@Qu|%<MTSew@ZZMI;I@8VMLWH4%
zi2`OVM-yQabvi|XS%G<f?r_+4I%RlZjtb1uq#T)n@$fvz{?#w+ZaKLb5BlNt@-}HG
z8%#_Bsbv*X7D2!5VLqh>rPiuCITX--&6{^LqV{JwcX*83G1m&(oo@CeaU}L|#bCu?
z#o$E)=4Zs<wB3YYR~RhJw3(Td;EZP4yQ4f7qI^)49~b5A-kEmEu;ILUb0oCP6>jNf
zo$>Ah^3iCbtq`mbJSGI=-ih|05Nvy@b!-U1!aSQ9GYJ#fxWwH?zxUc2S>Y-3ol39;
ztM+aXO^A7-P2VHPWBXP6ZAQUORW90jGqgBwyAnl+HO33|Mhgp?3U2=J<3<w1R1j7W
zRuEPYUTC~%&kDljxwg$_U-sX#9B^{b*AYIRKie{7LeQZA+ew6vo5(tpbURm=ZjwyP
z5#tr~-JOIb%BFJjy~}8|*na8oB)J7s0n(>KW!s9vio%1UFe(bSL*c2KD)Cq-EK9eu
zX_4pB_VZ@v=A~_T-O1uk&8mt7)~x{Nsb|nbaG(Q*+P~bVs)Da~Nn+OYFRc-@9%(^@
zZg~rOnqCkd#G`^1T(xX_HjGVs+wb1Hl8V8K!DC>seZ32_%Ska9Pl>_hnf9fy4O-Z)
z%2Q<oz%STZ7^H)Vs@Sk)WxJ~FGNXd?{bx}HrS%*M)>?*lf*(VL=ED5LH(J_O99A6e
z5r=IHV()X}a5epe;c!@%atB6BK7^zhw>B}giP?PG6`D}T)-+v?=u}VxM2Yf(iB+NA
z*mlDtLD0&z^BXu689<Y6g<^%`4xzYURb8R@D->h9iIU!-SeSPwZeJ3Vm!#%Wyl=G>
z-(`VCm*QKNv7v1*9ts-m^UX^JE1{<C+Ge&(X_}j;-6<=H0<Z#bZ2-0kz#9RuIVS+G
z$+43v-)!E+1j*E3k`z#sd8(5xCbno=Ler^1plV;#4h3}q#tfrKNuiv33SG5=$~@5f
zlV#cp!wSQr!f?S1pTclC3}dr#lCEJ`mTyO|`S!>_Zv`F(3iO(93vD+rb&YwHV>E_C
z(V9*Qnr~~qtuU-GeC~XEWEj?bduhHMRYh`)7N$s$RqHB8njvYs6we^G6(E156?oRd
zb&5o%NECt<g8P{wQ3%#Kl7)HpWEi#f$?m5ii3b3Ad|hKxXIQ0Rds2|cO+*s}MVd9_
zQ<$hBN?@KT#4z?6+6o3&T#}@>AxXA%Qh{Pfko>L7gXv~hQXyF(Ss{7RUr|V2zbrW@
zBn$I!M$3INN$cHBi!G_B*y6_k{j(NZ3i_JRotC?sH(mzvC1ZmOn=CUo$fya6G2dZo
z#t<0k51glhjiJU%wD7H1tXSN9)DOB7bsrmx<7u&2n0Ygsl#{dlsJr8M!ot><R8yvT
zERg6gO#5#fPp=nWIE4NJR!|m(owwyJC1CLMOBySgb`@BwMOg)Aodqv0w}7R;2Iq~o
z@NLX%lI@o)P!U-Xc~nF;ulE@bR775B!J{H_c@}PMgnkw*@c<05*3>Gp#DXI0_Ab-s
zGwgsOwuS~Vv~7F(`ClP2Oqz|rJcH^Az_+$u4n7HfAA|Ul;1Ycsy_w$kTLV`(RyZC6
zj%|f0zk-c;t8n}a>Q+p^$An{90&WdAfP(!f!4Ft;q5U5EBa*<2&<iw%r&<4WdpAA9
z?1i(c5ZeliB(SW>JwpoNC7bn(G6)q4vq?l9Yv#kir8g=wVGOob*VEG5>X=I?xKy&R
zHO;qvdrHC;lNFQ4z~m-P9f2O^i7~m}I>VrtT%L(vO5s*@E7uSO6_H%IqIpARIfL#K
z=mt<HwHIiSi&q^$w2aztVAQj{0KhqvkMk&>$~S;gH4~<JnWZ9e3`;=?>NEFz@+x1c
zh^&Y_#6-$`b>zH=T(3hpC?t#W@aPx{!ub3bbtQ8*{;RUilk#76yau!landUOD_Uwn
zfr+^S17~)C)=&@{sKqopKnGt}F%^RqgNwS7iop#rxSDGGP#9dEX{YA{j*9ElP<4=i
zx+~nTk1J;p6y=+VI>1ilmQ_r%AlS*Vg64WzM#9OcC7~(_+<wvWWZTy0#M?>bbrgsd
zh=&AXt3bR0h*PyH_gFwI%DJs&738DWDU+HTJ`z@06ey{Q{3q_Mq^2!R@fjUjP=P~D
z({+aYLE745h7CpA^OJx|S-j!{VXDS)B`IRk)p&YeoLerzW?j$;6GdZ1<NeXtR;Zes
z7L9#1VapNGSeAZ+am<vrv0C(QjQFuk$#}l7qAat!A-<`A_<Ij|Gv*T{HIh)EWGq>*
zmroOdtA+Pwwr&(oHeR9_tQdS047Q5F?J#(%RqP%LgV*HRV1kZv*Bm2sb;>QStlSb5
z=l78^hS&QHd#^CvNx;w|z(H4n>1&Ml?gst(OnaWk%IYMyLa;*cm=J6gf-6C=ZI)<v
z4Z*TZJ8?ALFeMe!S>Y;4P(ShW=T=%!p~z1sxdL%ZzjqsRKI$Elu?ku!<+NpuWy}YY
z5y%p|AQ>4%X9TT2^yTcafLLp^1So421RCPPBxwCwfhJx|^s}iinV_mV3e5`5>k{x1
z`jHCI3<}Magciny<~51=^I=I7^AZ*y>Ii9mI!VMO>qcmGYGz(>rLv%mj;m}J=8+2%
zwN)#r1v0qKFkjgzl*>A#YNRHPZW%F`Fj4ECU+H1)AZ4YcaRrjsv|NE%fq4jEwhGJ=
zV21Mm^NOTASgn><#{M|J6d}TXFW??h>>sCG-Xtlvt7<Y%g7ipHF&!-_x0b0zQ3s@D
z6DQF&mQ-XM4L;s!R<6jb$b7zX$#IbxPK3;B(sHnxmRIeRCIRWye5Z60v`)2CdbS~!
zx=Qp|+9{=Dh7>zF?5B3WW@M454X?odi9&CnG;}}*8fb@A6hE1q(bGCt)U;fYS&_N&
z5V_f8hDDLN4oBg@$Sh3DpW#DCShfWJX?e9}lntV@f`1J``hp!J+thR&voOT4)f$v^
z5b5|LcZEg+FQupTz8ds1onPw4%&Q=wL{Hk<d4co`Q^D-5(6n5US&_L<WJX2id1Quj
zA@i!VT&v}+_lg9hL-Ro36#R#(mKPwoEf{Fr9{imVV83TbaO;9UA$=`3Vup7h%$HHw
zCa<A4!b<`wa5XJW$`zLtmn-jk7Suipa2XYs*H0FXjLR!havfmV0s37*`2`gEdrryi
z@?dUj>=^X`{cdssoac%*YoI^4b}2cfnWnyG=;$ZTYr-)1m~x(7K1kDX#bm|gb?JCP
zRRk+AwxD8ii*$SpOkS0WJ59xRhkel2=-{nUs37|TLkz7<N1It;w)*B#A30UJIQupo
zR#8M&MBW6EOEimXY=<f$ubx#I6p=+~IG9Y={#zQJo>#*67u&>>2))sP#Hmb8c_Hc2
z2I>=VQhDVX>YF9ym^JJCk-|5vqgaL_*9jK&IkEr~1lf*sm%mmP?i{mkPdD=D4`f7S
z2pRwiK8fOiP2DI0DJCl>kAcayMp>f*35z)`CdXPPJT4}$O2wn<-mg*9D$#xOWtz*B
zNDKCc{Tgy-Bf>tsZcrk}ZP`^EU3IaZ0#{5$uy2{J;1oMd#UrzrPh(%A=uL+)ndHq0
zKFS5|?sb!lD=I504~oiIfl}OV%d9dsDp#8o9~qTbrQ=B}<68s2697L7`e{CO2mE+a
z;IGjRE#cT&Q-uLa8bw#uMZkaQ!_!z0=X?Cr?l0{@>6%crS#e;nKho`<$P5|M5W%eF
zb3A3V6ho`Em&mLIa)oAv=GJV7wgn#|o*0^at*m@-XkL?;2cwDk3Kt3m?NKWz(a@6|
z_K5yEvQkmN8MjT$9o2;cpn4N!-BDR9bOrXuYEsQqMZ(gIjRAV3<(7%5<)9>H82af5
znw2XqD=x3Y<r-ZdyKPoJHZG@H<KtuF@`{w)!gISpXIHiwS@ee)Sv+f(w1&hR>^!@|
zv_w7K9x5GKWV)n%j*<H$fPPDhHjWl;80cqkp7|&pUQt+9SZ**$UIUgl9$pz6ma7e~
z3=PZcGV=WvJMpY@i|#OUi+dscfYapIglB7o=^|rKbg!s%Zjo6c>T{YLnXMiw>c;3X
z(uxhOT!C}*pG3dFev6%o$%@HGnOngMMB^JTc8-n7Q#JD0VKI4KE*>=(-x~MvF!PFd
z(lU&B-9Q?s;DTLMhN0Um25ZeLT7b6miqll9H%hS?sG0=R&jc#)2#J0copWSFs_FQm
z(R5s4Sz&qq4WEKxL_9Gpr&{&#fnj-FMxHbyuh|$)?I^Ys`gOUp=5i;qF60Dyg(;RT
z5J~!?V&sQvtDV-<VhJ;=NPjgK3?^H+KSYNWz2@W!%nHnBT<shhn5#{!3=YhqtQ^yG
z^*&qd1h0#oH5Z7Od9PaIiYRE9THWj4XI!zy1+#5`^rCb?k&4-qu>$Eg2G63I7j{4>
z7E!U)z(0`~NZX^9;k1n)xMT#IfC#=LT_A;Jh2;~$aud}nI4vyKo4gtrmRBX@K@;+t
z4N_)bAk`XJROIis8e=L9EEas|s+E3A(TrI@cZ~fqjm<b}LXM76mZr|f{2a#p=p_mC
za|IivKU7#&SgyX244Wk6=Y{2ZeV&0~c~wHLYMrf-zgBzH3O4*fk-w9Kyb1E#s&gyM
zDm&9~2P;5+ra>ARF*TTnesO~|_-aPX&=Dlb%%Za>xHP|Q#>8M}wM4GCthn5sBd7^3
z<B4(ERbwO{7nfJ1<f_`aN@Pm_{bgH3V@xcnK%5+<TSUoKbmVl$-bqA>8JOp0@EC!(
zP!ajD9v?aLb7-1Hm!b-bG0eS!=$I#=)Q5`8ip#Ze8T;>Dj*ZJxwTygVTwalq+so3Y
z=HzXch^BV^(f*Vu%t_hEag(wX)*M)5Y5>d(Bhw%4Vqg(#nQ)S@*D{4Gn!qua1Q`Jh
zq?(K?AS)m@pCGToccp+_-Gm1P<aJrNa;$7WrbsI=e$b|<?(%OsJ&rXiFwBw=#Hp+)
zy8W0URAbkgplnQ$QMpb9PmsCg$tt~yVzOfL5ToOY$@NWmSWI4(i$Cw2>)`li-B4GH
zS8Ml`p|grJ7ch=D8Bm0}-B4Ny45`!c#8}IOLljIWG9?&htdY6IEE;)1r`71xxPr2R
za*rb_(6&!GG$>c2A0HQ#*Ja~Y=TmAjYDq|L-C+o|bUsBsO44M(XbtW&0%%UME!4?u
zqOUeHPJK3!@0F;0+w28q35f|ZPUlk;kQI<C&!;p|e-PyECkEtdy~-g0`8o^#&6gYX
z>Zhl-A3wbN<yQjyCz~)OgXZ!-Fb;lw!N;FJy?uK4^W%s2-#z{G`QfMUA1}}I^7>aE
z@m+Yt$M`lP`gnPy$-FV<?Yp<`vg-MmQh0oNo8CRX^OslHN0=U`>B%9&+wl0-gr`@(
ze*Wjj&p-e2_h0?f@BaA5hyVVM|LuSN^TR*<{ty53`~UUuKYsU5e|-4eAO7(0yZ`#n
z|MI)b|NAe0{Kr51%Rm4A;h+BDcYpl-AAkLTe}DS){=4^2pR#XeE`QkKcNa0y@7`Vb
zXx;>Lmmd|}+v)8)u<*uRgkc}!<b!*f{9AO7=+l#l-`OW{$(Z!&H~;T9{~x{@E2dK>
F3IM0wtBe2u

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
new file mode 100644
index 0000000000..83b4901e17
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESEARCH-NOTES.md
@@ -0,0 +1,97 @@
+# Provider experiment record
+
+The user requested an application of the new verifier to a complete current
+provider, with a real kappa gain or a useful obstruction as the target.
+
+## Source and decision
+
+Canonical main was refreshed to
+`1ec1119972c9aefe42525172d07b332fcff81cb4`, priority revision 7. The selected
+record points to the final PR4610 word and PR5241 admission. The selected
+value is 0.0030217758. The older verifier proof inputs remain pinned to their
+original base. This application uses a separate current-source manifest.
+
+The first live overlap check covered 347 open PRs and 4,681 Discussion
+records, with complete remote pagination. Local notes were sparse. The
+PR5243 handoff asks for a physical H1+H1->H2 pair. PR5393 proves a different
+zero-row result on a frozen eight-relation provider. The new scope is the
+complete selected local provider and literal early/late fusion on one
+persistent role. The first test uses adjacent rank-one climbs. No other
+chat's work is changed.
+
+A second live check at 22:28 UTC on 2026-10-23 covered 350 open PRs and
+4,684 Discussion records, with complete remote pagination. The terms were
+`pair fusion`, `paid climbs`, `same persistent role`, `30328` and
+`clifford-tensor-gram`. No competing claim for this exact provider audit was
+found. Local coverage was 16 of 7,269 note paths; this check is not a full
+historical novelty certificate.
+
+## Experiments and corrections
+
+1. The source has 21,449 events in each direction, 632 persistent roles and
+   one owned role. The 5,710 paid class records cover 6,596 instances. Only
+   checking a single native warp would not cover this boundary.
+2. The first importer required each adapter marker's frame to be the current
+   frame. This rejected 82 source exit markers. Source inspection showed that
+   these adapters are identities. The importer now proves identity for a
+   moved marker. It still rejects a nonidentity adapter at a wrong frame.
+3. The first owned-lifetime tracker marked COPY but not ADD into a cleared
+   owned register as live. The backward source accumulates its center by
+   ADD. The tracker was corrected before any complete-provider claim.
+4. The native inverse circuit returns tuple gates. The first conjugation
+   helper combined a tuple with a list. This was a representation error,
+   not a mathematical failure. The helper now makes the new gate list
+   explicitly. Both orientations are replayed.
+5. All 5,710 paid recipes then passed the new phase-exact Gram test. The
+   rank-one normalized traces were zero or `(1+i)/2^j` and its conjugate,
+   with j from 1 to 4. The proof uses the more general checked bounds
+   `Re(tau)<=1/2` and `|tau|^2<=1/2`.
+6. The initial fusion scan required a common middle frame. It found 1,341
+   pairs per direction and a single-term off-diagonal contact for every
+   pair. The two-sided cut formula removed that unnecessary restriction.
+   The second census covers all 1,363 adjacent rank-one pairs per direction,
+   including 22 with an intervening change of middle frame. It excludes
+   both endpoint placements for each pair: 5,452 replacements in total.
+   The same proof then applies to all 2,658 adjacent pairs at all ranks.
+   A final extension removes adjacency as well: all 7,582 pairs on one
+   persistent role per direction have a certificate. The final result
+   excludes 30,328 endpoint placements. Each extension changes the search
+   domain explicitly; it does not reuse a smaller-domain receipt as proof.
+7. The complete physical programs pass the existing compact verifier. A
+   separate sparse expansion measures peak total support 22,331 forward
+   and 12,930 backward. Support growth is manageable for this source. No
+   general polynomial support bound follows.
+8. The proof is stronger than a width-one rejection: each saved contact
+   defect has normalized squared norm at least q^2 at every positive
+   width. The full-provider norm need not have that bound, because its
+   prefix and suffix can be nonunitary. Invertibility transfers nonzero
+   defect, not a condition-number estimate.
+9. The final proof audit checks the positions of all 224 nonidentity main
+   adapters in each direction. Each entrance precedes all uses of its role;
+   each exit follows all uses. This check is part of the importer. It makes
+   the interval's logical-frame interpretation explicit. All receipts keep
+   the same mathematical values.
+   A separate negative check moved role 112's nonidentity exit adapter from
+   event 15,723 to event 14,298, before its last scalar contact. The audit
+   rejected it with `Nonidentity adapters surround every use of their role`.
+10. The first hosted replay on Linux / CPython 3.12.15 passed the four earlier
+    checks, all native recipe classes and both complete provider endpoints.
+    Its 240-second provider limit then expired during the remaining checks.
+    No mathematical failure was reported. The manifest now assigns 90 seconds
+    to each earlier check and 420 seconds to each provider check. The total
+    stays 1,200 seconds. Source code, proof and scientific receipts are
+    unchanged by this budget correction.
+
+No promising fusion survived the exact endpoint test. The source remains
+unchanged. The hypothetical invoice delta is not an achieved saving, so a
+new compiler or outer arithmetic run is not warranted by this experiment.
+
+## Verification record
+
+`RESULT.json` contains the deterministic complete result. `FUSIONS.json.gz`
+contains every contact certificate. `WITNESSES.json` contains full physical
+program counterexamples. The same commands run in normal and optimized
+Python. The repository replay manifest includes both modes. Final export,
+committed-byte and publication results are recorded in the public handoff.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json
new file mode 100644
index 0000000000..0e471c979c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/RESULT.json
@@ -0,0 +1 @@
+{"achieved_paid_delta":{},"admission_head":"13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2","complete_local_provider":{"backward":{"certificate":{"axes":9,"cutoff":76,"decision_widths":[69,70,71,72,73,74,75,76],"equivalent_at_all_positive_widths":true,"nonzero_endpoint_entries":0,"problem_sha256":"94d24c4876b09ca464c6f3bed1b14f59219dc7ffc3360b7a8a772b14c6b8a2cc","schema":"clifford-tensor-gram/native-v1"},"events":{"adapter":448,"center":8,"climb":3290,"phase":10,"scalar":17453,"warp":240},"instructions":24819,"native_symbols":1297,"paid":{"1":2201,"2":412,"3":510,"4":127,"5":40,"8":8},"support":{"final_terms":744,"peak_row_terms":148,"peak_total_terms":12930}},"forward":{"certificate":{"axes":9,"cutoff":76,"decision_widths":[69,70,71,72,73,74,75,76],"equivalent_at_all_positive_widths":true,"nonzero_endpoint_entries":0,"problem_sha256":"d141a880691f5f0fb79266b5e8a990fa59b399d3f63f3458b7a8582446ecb433","schema":"clifford-tensor-gram/native-v1"},"events":{"adapter":448,"center":8,"climb":3290,"phase":10,"scalar":17453,"warp":240},"instructions":24827,"native_symbols":1297,"paid":{"1":2201,"2":412,"3":510,"4":127,"5":40,"8":8},"support":{"final_terms":744,"peak_row_terms":156,"peak_total_terms":22331}}},"controls":[{"name":"missing_paid_class","rejected":"All oriented paid classes, without gaps"},{"name":"paid_absolute_phase","rejected":"Exact native Gram equality with absolute phase"},{"name":"borrowed_erasure","rejected":"Only owned storage can be overwritten"},{"name":"live_owned_cut","rejected":"Persistent climb at a closed owned cut"},{"name":"missing_contact_is_not_a_certificate","rejected":"No single-term contact certificate for (-1, 0, 0, 0, 2, 2, 3)"}],"full_program_basis_witnesses":12,"fusion":{"contact_types":{"backward_column":6632,"backward_row":950,"forward_column":6640,"forward_row":942},"normalized_squared_cut_defect_lower_bound":"coefficient^2","pairs_by_direction":{"backward":7582,"forward":7582},"rank_pairs":{"[1, 1]":8132,"[1, 2]":1220,"[1, 3]":1098,"[1, 4]":542,"[1, 5]":64,"[2, 1]":1210,"[2, 2]":274,"[2, 3]":150,"[2, 4]":30,"[2, 5]":24,"[3, 1]":1156,"[3, 2]":234,"[3, 3]":476,"[3, 4]":2,"[4, 1]":330,"[4, 2]":70,"[5, 1]":152},"rejected_fusions":30328,"separate_contact_replays":15164,"trace_counts":{"-1/128+1/128i":30,"-1/128-1/128i":30,"-1/16":228,"-1/16+1/16i":626,"-1/16-1/16i":626,"-1/32":320,"-1/32+1/32i":347,"-1/32-1/32i":347,"-1/4":126,"-1/4+1/4i":373,"-1/4-1/4i":373,"-1/64+1/64i":21,"-1/64-1/64i":21,"-1/8":88,"-1/8+1/8i":201,"-1/8-1/8i":201,"0":5558,"0+1/16i":120,"0+1/2i":356,"0+1/32i":45,"0+1/4i":289,"0+1/8i":553,"0-1/16i":120,"0-1/2i":356,"0-1/32i":45,"0-1/4i":289,"0-1/8i":553,"1/16+1/16i":4,"1/16-1/16i":4,"1/2+1/2i":3984,"1/2-1/2i":3984,"1/4+1/4i":5051,"1/4-1/4i":5051,"1/8+1/8i":4,"1/8-1/8i":4},"uniform_squared_cut_block_lower_bound":"1/256","width_domain":"every positive integer"},"fusion_payload_sha256":"03ad505c868b60c806e2af85824291b39c599becf2cb48d76e5b34860cbf63d2","limits":"Fixed early/late fusion of any two persistent paid climbs on one role; no changed contacts, coupled fusions, new controller or physical/outer admission.","native":{"helper_oriented_classes":34,"helper_profile":{"4":28,"7":7,"8":47,"9":326},"helper_roles":408,"main_adapter_oriented_classes":896,"paid_oriented_classes":5710,"warp_oriented_classes":360},"new_kappa":false,"provider_head":"20bb93cd990d2ff683e4d0fc56b87a42cd5d3296","source_main":"1ec1119972c9aefe42525172d07b332fcff81cb4","status":"PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS","witness_payload_sha256":"fa8a6dc9f201f4662fd823f8825dd2a90b2f0d1b4ade619d55b1e61efe2a9362"}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json
new file mode 100644
index 0000000000..88f285b65d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/SOURCES.json
@@ -0,0 +1,40 @@
+{
+  "schema": "clifford-provider-inputs/v1",
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "provider_head": "20bb93cd990d2ff683e4d0fc56b87a42cd5d3296",
+  "admission_head": "13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2",
+  "inputs": [
+    {
+      "name": "word",
+      "file": "WORD.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "name": "paid",
+      "file": "PAID.jsonl.gz",
+      "source_path": "research/final4610-independent-admission/PAID-CATALOG.jsonl.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "73fa3ced93981949ad8f2432af840b787d9182c0",
+      "sha256": "964aa2e28057936825a67872ebe5c6b0abc3228e71a545dda6c1fc11adb983d5"
+    },
+    {
+      "name": "phases",
+      "file": "PHASES.json.gz",
+      "source_path": "research/kappa-round3-warp-20261022/PHASE-VALIDATION.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "ac77b78547d6dbf2e6bd102e1047c5b16c1bca88",
+      "sha256": "6eae66ed3cfa8a1533e89b9660a57276908e6646640a12f8b1e3489f4ea1354b"
+    },
+    {
+      "name": "helpers",
+      "file": "HELPERS.json.gz",
+      "source_path": "research/joint-helper-lattice/NATIVE.json.gz",
+      "source_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "git_blob": "0910f74138decf498e7fc445cc2daff4390169d6",
+      "sha256": "74582cce642c80f0235be7fcbce3716174666326ac6a1d46d02a62a75d7be4c6"
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json
new file mode 100644
index 0000000000..aea924193c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WITNESSES.json
@@ -0,0 +1 @@
+[{"direction":"forward","discrepancy":"1/32+1/16i","input_role":0,"input_tuple":[104],"mutated_program_sha256":"8d5931d2cdb7736001998571f07879d5c9a0fdce8fa6cd900f269ab8a6f46985","normalized_squared_norm":"1/2","output_role":115,"output_tuple":[0],"pair":[8266,8268,57,342,358,358,310],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[72],"mutated_program_sha256":"24bb1821ce0ca31ba74b175e653851300b97755ce775bd5eb9225fe1dcd07b11","normalized_squared_norm":"1/4","output_role":115,"output_tuple":[0],"pair":[8266,8268,57,342,358,358,310],"placement":"late","width":1},{"direction":"forward","discrepancy":"1/32+1/32i","input_role":0,"input_tuple":[2],"mutated_program_sha256":"71475c660fb76a79a7b4f6a8080f5d9130bf97e44ea1a919c5f432ce91e42841","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[144],"mutated_program_sha256":"aafc8616eb3feb46e753690040f9046b6444355a002b913e9c9f37c7b1bddd79","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"late","width":1},{"direction":"forward","discrepancy":"1/32+1/32i","input_role":0,"input_tuple":[2],"mutated_program_sha256":"71475c660fb76a79a7b4f6a8080f5d9130bf97e44ea1a919c5f432ce91e42841","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"early","width":1},{"direction":"forward","discrepancy":"-1/32+1/32i","input_role":0,"input_tuple":[144],"mutated_program_sha256":"aafc8616eb3feb46e753690040f9046b6444355a002b913e9c9f37c7b1bddd79","normalized_squared_norm":"1/4","output_role":112,"output_tuple":[0],"pair":[11981,11999,112,344,638,1164,659],"placement":"late","width":1},{"direction":"backward","discrepancy":"1/64-3/64i","input_role":184,"input_tuple":[2],"mutated_program_sha256":"b0fbabb0790d8f7bd56d88425f0e1787a9182bf8cb9d77fcd4464f983a6d1696","normalized_squared_norm":"1/2","output_role":2,"output_tuple":[0],"pair":[11988,11990,184,364,640,640,1162],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-3/64i","input_role":184,"input_tuple":[128],"mutated_program_sha256":"c3b2e621fe071d6718f1878aabd32ff270e89ec9c978a491cb84ae752ac7b397","normalized_squared_norm":"1/2","output_role":2,"output_tuple":[0],"pair":[11988,11990,184,364,640,640,1162],"placement":"late","width":1},{"direction":"backward","discrepancy":"-1/64+1/64i","input_role":112,"input_tuple":[0],"mutated_program_sha256":"ba85c9ccfa6a071fe615c1f3c6c1893709d7dbe002fc36ede676e454d4d67419","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-1/64i","input_role":112,"input_tuple":[144],"mutated_program_sha256":"1cb67d6c76dd8ab6b80bcc8b6bf20c0042114e4b5856993808d70b09cbd15a1f","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"late","width":1},{"direction":"backward","discrepancy":"-1/64+1/64i","input_role":112,"input_tuple":[0],"mutated_program_sha256":"ba85c9ccfa6a071fe615c1f3c6c1893709d7dbe002fc36ede676e454d4d67419","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"early","width":1},{"direction":"backward","discrepancy":"1/64-1/64i","input_role":112,"input_tuple":[144],"mutated_program_sha256":"1cb67d6c76dd8ab6b80bcc8b6bf20c0042114e4b5856993808d70b09cbd15a1f","normalized_squared_norm":"1/16","output_role":1,"output_tuple":[0],"pair":[11982,12000,112,344,638,1164,659],"placement":"late","width":1}]
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py
new file mode 100644
index 0000000000..b256bc0ca0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/provider/generate_adapters.py
@@ -0,0 +1,47 @@
+"""Propose main adapter recipes with the frozen source compiler.
+
+The verifier checks these data with quadratic sums. It does not run this file.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import json
+from pathlib import Path
+import sys
+
+PACKAGE = Path(__file__).resolve().parent.parent
+sys.path.insert(0, str(PACKAGE))
+sys.path.insert(0, str(PACKAGE / "vendor"))
+import clifford_exact as source
+import provider
+
+
+def generate():
+    _, data = provider.read_inputs()
+    model = provider.Provider(data["word"])
+    rows = []
+    for entrance in (True, False):
+        for role in range(224):
+            f = model.c["start" if entrance else "final"][role]
+            old = model.old_frame(role, entrance)
+            circuit = provider.inverse_circuit(9, old) + model.frame(f)
+            # Tableau generation is part of proposal generation only.
+            op = source.ident(9)
+            for gate in circuit:
+                kind = gate[0]
+                if kind == "P":
+                    part = source.perm(9, tuple(gate[1]))
+                elif kind == "D":
+                    part = source.diag(9, tuple(gate[1]), tuple(gate[2]))
+                else:
+                    provider.need(kind == "C", "Adapter generator gate")
+                    part = source.cgate(9, gate[1], gate[2])
+                op = op.then(part)
+            recipe, _ = source.lower_child(op)
+            provider.need(recipe["rank"] == 0, "Proposed main adapter is monomial")
+            rows.append(dict(entrance=entrance, role=role, frame=f, recipe=recipe))
+    return rows
+
+
+if __name__ == "__main__":
+    target = Path(__file__).resolve().parent / "MAIN-ADAPTERS.json"
+    target.write_text(json.dumps(generate(), sort_keys=True, separators=(",", ":")) + "\n")
+    print("PROPOSED_448_MAIN_ADAPTERS_REQUIRES_GRAM_CHECK")
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py
new file mode 100644
index 0000000000..a57ba96a01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/quadratic.py
@@ -0,0 +1,256 @@
+"""Exact sums of native Clifford paths, with no state vector.
+
+The proof and cost bounds are in ADVANCES.md. Binary affine forms use bit
+zero for the constant and bit j+1 for variable j. All phases are retained.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from itertools import combinations
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent / "vendor"))
+from fields import Gaussian as G
+
+
+def need(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def bits(mask):
+    while mask:
+        low = mask & -mask
+        yield low.bit_length()-1
+        mask ^= low
+
+
+def parity_sum(values):
+    out = 0
+    for value in values:
+        out ^= value
+    return out
+
+
+class Phase:
+    """A constant plus linear terms and even quadratic terms modulo four."""
+
+    def __init__(self, variables):
+        self.constant = 0
+        self.linear = [0]*variables
+        self.cross = set()
+
+    def toggle(self, i, j):
+        if i == j:
+            self.linear[i] = (self.linear[i]+2) % 4
+        else:
+            term = tuple(sorted((i, j)))
+            self.cross.symmetric_difference_update((term,))
+
+    def add_parity(self, mask, coefficient):
+        constant = mask & 1
+        variables = list(bits(mask >> 1))
+        self.constant = (self.constant+coefficient*constant) % 4
+        for i in variables:
+            self.linear[i] = (self.linear[i]+coefficient*(1-2*constant)) % 4
+        if coefficient % 2:
+            self.cross.symmetric_difference_update(combinations(variables, 2))
+
+    def add_product(self, left, right):
+        """Add twice the product of two binary affine forms."""
+        if left & 1:
+            self.add_parity(right, 2)
+        if right & 1:
+            self.add_parity(left ^ (left & 1), 2)
+        for i in bits(left >> 1):
+            for j in bits(right >> 1):
+                self.toggle(i, j)
+
+    def substitute(self, mapping, variables):
+        out = Phase(variables)
+        out.constant = self.constant
+        for i, coefficient in enumerate(self.linear):
+            out.add_parity(mapping[i], coefficient)
+        for i, j in self.cross:
+            out.add_product(mapping[i], mapping[j])
+        return out
+
+    def restrict(self, equations):
+        pivots = {}
+        for equation in equations:
+            while equation > 1:
+                pivot = equation.bit_length()-1
+                if pivot not in pivots:
+                    pivots[pivot] = equation
+                    break
+                equation ^= pivots[pivot]
+            if equation == 1:
+                return None
+        mapping, free = [], 0
+        for j in range(1, len(self.linear)+1):
+            if j in pivots:
+                equation = pivots[j] ^ (1 << j)
+                value = (equation & 1) ^ parity_sum(mapping[k] for k in bits(equation >> 1))
+            else:
+                free += 1
+                value = 1 << free
+            mapping.append(value)
+        return self.substitute(mapping, free)
+
+    def drop(self, j):
+        mapping = [0 if k == j else 1 << (k+1-(k > j)) for k in range(len(self.linear))]
+        return self.substitute(mapping, len(mapping)-1), mapping
+
+
+def gauss_sum(phase, equations=()):
+    """Sum i**phase over all solutions of the binary equations."""
+    phase = phase.restrict(equations)
+    if phase is None:
+        return G(0)
+    factor = G(1)
+    units = (G(1), G("i"), G(-1), G("-i"))
+    while phase.linear:
+        j = next((j for j, a in enumerate(phase.linear) if a % 2), None)
+        if j is not None:
+            a = phase.linear[j]
+            neighbors = [u if v == j else v for u, v in phase.cross if j in (u, v)]
+            phase, mapping = phase.drop(j)
+            phase.add_parity(parity_sum(mapping[k] for k in neighbors), -a)
+            factor = factor*(1+units[a])
+        elif phase.cross:
+            j = min(phase.cross)[0]
+            constant = phase.linear[j]//2
+            neighbors = [u if v == j else v for u, v in phase.cross if j in (u, v)]
+            phase, mapping = phase.drop(j)
+            equation = constant ^ parity_sum(mapping[k] for k in neighbors)
+            phase = phase.restrict((equation,))
+            if phase is None:
+                return G(0)
+            factor = factor*2
+        else:
+            if any(phase.linear):
+                return G(0)
+            factor = factor*(1 << len(phase.linear))
+            phase.linear = []
+    return factor*units[phase.constant]
+
+
+def rank(rows):
+    pivots = {}
+    for row in rows:
+        while row:
+            j = row.bit_length()-1
+            if j not in pivots:
+                pivots[j] = row
+                break
+            row ^= pivots[j]
+    return len(pivots)
+
+
+class Paths:
+    """Build a quadratic path sum from the frozen native gate grammar."""
+
+    def __init__(self, n, circuit):
+        need(type(n) is int and n >= 0, "Nonnegative axis count")
+        self.n = n
+        self.phase = Phase(n)
+        self.inputs = [1 << (j+1) for j in range(n)]
+        self.outputs = self.inputs.copy()
+        self.factor = G(1)
+        limit = 1 << n
+
+        def mask(x):
+            return type(x) is int and 0 <= x < limit
+
+        for gate in circuit:
+            need(type(gate) in (tuple, list) and bool(gate), "Native gate")
+            kind = gate[0]
+            if kind == "P":
+                need(len(gate) == 2 and len(gate[1]) == n and all(mask(x) for x in gate[1])
+                     and rank(gate[1]) == n, "Invertible native permutation")
+                self.outputs = [parity_sum(self.outputs[j] for j in bits(row)) for row in gate[1]]
+            elif kind == "X":
+                need(len(gate) == 2 and mask(gate[1]), "Native translation")
+                self.outputs = [x ^ ((gate[1] >> j) & 1) for j, x in enumerate(self.outputs)]
+            elif kind == "D":
+                need(len(gate) == 3 and len(gate[1]) == len(gate[2]) == n, "Native diagonal shape")
+                rows, alpha = gate[1:]
+                need(all(mask(x) for x in rows) and all(type(a) is int and 0 <= a < 4 for a in alpha),
+                     "Native diagonal entries")
+                need(all((rows[i] >> j) & 1 == (rows[j] >> i) & 1 for i in range(n) for j in range(n))
+                     and all(alpha[j] % 2 == (rows[j] >> j) & 1 for j in range(n)), "Native diagonal parity")
+                for j, a in enumerate(alpha):
+                    self.phase.add_parity(self.outputs[j], a)
+                for i, row in enumerate(rows):
+                    for j in bits(row >> (i+1)):
+                        self.phase.add_product(self.outputs[i], self.outputs[j+i+1])
+            elif kind == "C":
+                need(len(gate) == 3 and mask(gate[1]) and type(gate[2]) is int and gate[2] in (-1, 1),
+                     "Native C gate")
+                q, sign = gate[1:]
+                self.phase.linear.append((-sign) % 4)
+                variable = 1 << len(self.phase.linear)
+                self.outputs = [x ^ (variable if q >> j & 1 else 0) for j, x in enumerate(self.outputs)]
+                self.factor = self.factor*G.pair(1, sign)/2
+            elif kind == "phase":
+                need(len(gate) == 2 and type(gate[1]) is int, "Native global phase")
+                self.phase.constant = (self.phase.constant+gate[1]) % 4
+            else:
+                raise ValueError("Unknown native gate")
+
+    def entry(self, output, input_index):
+        need(type(output) is int and type(input_index) is int and
+             0 <= output < 1 << self.n and 0 <= input_index < 1 << self.n, "Base coordinate")
+        equations = [x ^ ((input_index >> j) & 1) for j, x in enumerate(self.inputs)]
+        equations += [x ^ ((output >> j) & 1) for j, x in enumerate(self.outputs)]
+        return self.factor*gauss_sum(self.phase, equations)
+
+    def trace(self):
+        return self.factor*gauss_sum(self.phase, [x ^ y for x, y in zip(self.inputs, self.outputs)])
+
+
+def partial_inner(left, right, output_prefix=(), input_prefix=()):
+    """Sum conjugate(left[x,y])*right[x,y] over the unspecified bits."""
+    need(left.n == right.n, "Common axis count")
+    n = left.n
+    need(len(output_prefix) <= n and len(input_prefix) <= n and
+         all(type(b) is int and b in (0, 1) for b in (*output_prefix, *input_prefix)), "Coordinate prefix")
+    a, b = len(left.phase.linear), len(right.phase.linear)
+    phase = Phase(a+b)
+    phase.constant = (-left.phase.constant+right.phase.constant) % 4
+    phase.linear = [(-x) % 4 for x in left.phase.linear]+right.phase.linear
+    phase.cross = left.phase.cross | {(i+a, j+a) for i, j in right.phase.cross}
+
+    def shift(mask):
+        return (mask & 1) | ((mask >> 1) << (a+1))
+
+    equations = [x ^ shift(y) for x, y in zip(left.inputs, right.inputs)]
+    equations += [x ^ shift(y) for x, y in zip(left.outputs, right.outputs)]
+    equations += [left.outputs[j] ^ x for j, x in enumerate(output_prefix)]
+    equations += [left.inputs[j] ^ x for j, x in enumerate(input_prefix)]
+    factor = G.pair(left.factor.real, -left.factor.imag)*right.factor
+    return factor*gauss_sum(phase, equations)
+
+
+def inverse_circuit(n, circuit):
+    """Invert a circuit after Paths has checked its gate data."""
+    out = []
+    for gate in reversed(circuit):
+        kind = gate[0]
+        if kind == "P":
+            rows = [x | (1 << (n+j)) for j, x in enumerate(gate[1])]
+            for j in range(n):
+                k = next(k for k in range(j, n) if rows[k] >> j & 1)
+                rows[j], rows[k] = rows[k], rows[j]
+                for k in range(n):
+                    if k != j and rows[k] >> j & 1:
+                        rows[k] ^= rows[j]
+            out.append((kind, tuple(x >> n for x in rows)))
+        elif kind == "D":
+            out.append((kind, gate[1], tuple((-a) % 4 for a in gate[2])))
+        elif kind == "C":
+            out.append((kind, gate[1], -gate[2]))
+        elif kind == "phase":
+            out.append((kind, -gate[1]))
+        else:
+            out.append(gate)
+    return out
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
new file mode 100644
index 0000000000..380e979f0e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/NATIVE-LINEAGE-NOTICE
@@ -0,0 +1,14 @@
+Anticipatory dirty borrowing: PR2226 (Cinna Davis / 1337isnot1337, with substantial OpenAI Codex assistance) is credited first. Its alias rule, changed-reference K_G handoffs, initial compensation and exact free-operator replay (vendored under new/code/borrow/vendor, see new/code/borrow/NOTICE-PR2226.md) are applied here to the T74 pivot-566+554 words; the native lowering, window-exact owner fill and independent audit of the borrow words are new in this package. Bootstrap carried-cutoff repair: PR1956 (Josie Elliston); Lemma G label/adapter checks and X/Y/Z mutants: PR1964 (thakrarsagar), extended here with borrow warp/zero-buffer controls.
+
+New research prepared by Rohan Arun with substantial OpenAI Codex assistance. Apache-2.0. Parent words and build recipe method derive from Jeremy Kothe PR1274 and Rohan Arun PR1218, with lineage credited in README.md. All inherited mathematical qualifications are retained.
+Additional pivot555 and567 composition by Rohan Arun with substantial OpenAI Codex assistance.
+
+T74 exact-fill owner construction by Rohan Arun with substantial OpenAI Codex assistance.
+
+PR1377 grid refinement credited to Jeremy Kothe. Outer witness refinement by Rohan Arun with OpenAI Codex assistance; construction unchanged.
+
+Pivot-566 kernel, words, edits, rebuild.py and rebind.py: PR1625 (mdumitrean). Endpoint/outer-witness stacking, fine_cache.py and oracle stage by jeremykothe2 with oh-my-pi assistance.
+
+The preceding paragraphs are inherited source notices, not attribution of this derivative.
+This joint twelve-source construction, generator, independent replay, hosting composition and package: Tekalign (@tekuuu), with substantial OpenAI Codex assistance. No independent human review claimed.
+Credits: Cinna Davis/PR2226 anticipatory dirty borrowing; Tekalign/PR2436 four lifted targets; Jeremy Kothe/PR2462,2588,2673 source pipeline, source-label swap and order/fill; zxv/PR2530 eight aliases; Mason Hale/PR2696 concentrated source-partner assignment and independent local interpreter; Philippe Van Velzen/PR2559,2679 evacuation, six pre-life hosts and refit/alias; themilkman216/PR2621 priority order; Marius-Paul Dumitrean/PR2733 independent concentrated/pre-life composition; Vlado Vojdanovski/PR2322 generator utilities. PR2720's fixed-old-path cut obstruction motivates the changed premise. The retained owner/native/bit/modern outer lineage and their notices remain in the pinned source. New work Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py
new file mode 100644
index 0000000000..f1b6dc83e2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/vendor/fields.py
@@ -0,0 +1,140 @@
+"""Small exact scalar layer shared by producer and checker (part of their trust base).
+
+Prepared for zxv with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from fractions import Fraction
+from math import isqrt
+from functools import lru_cache
+import re
+
+
+class Gaussian:
+    """Q(i); input strings use a+bi with rational a,b, or just i/-i."""
+    def __init__(self, value=0):
+        if isinstance(value, Gaussian):
+            self.real, self.imag = value.real, value.imag
+        elif type(value) is str and value.endswith("i"):
+            body = value[:-1]
+            rational = r"\d+(?:/\d+)?"
+            match = re.fullmatch(r"([+-]?"+rational+r")([+-](?:"+rational+r")?)", body)
+            if match:
+                self.real = Fraction(match[1])
+                self.imag = Fraction(match[2]+"1" if match[2] in ("+", "-") else match[2])
+            else:
+                if body in ("", "+", "-"):
+                    body += "1"
+                self.real, self.imag = Fraction(0), Fraction(body)
+        else:
+            self.real, self.imag = Fraction(value), Fraction(0)
+
+    @classmethod
+    def pair(cls, real, imag):
+        out = cls()
+        out.real, out.imag = real, imag
+        return out
+
+    def __add__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real+z.real, self.imag+z.imag)
+
+    __radd__ = __add__
+
+    def __mul__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real*z.real-self.imag*z.imag, self.real*z.imag+self.imag*z.real)
+
+    __rmul__ = __mul__
+
+    def __neg__(self):
+        return self.pair(-self.real, -self.imag)
+
+    def __sub__(self, other):
+        return self+-Gaussian(other)
+
+    def __rsub__(self, other):
+        return Gaussian(other)+-self
+
+    def __truediv__(self, other):
+        z = Gaussian(other)
+        norm = z.real*z.real+z.imag*z.imag
+        return self*self.pair(z.real/norm, -z.imag/norm)
+
+    def __rtruediv__(self, other):
+        return Gaussian(other)/self
+
+    def __eq__(self, other):
+        z = Gaussian(other)
+        return self.real == z.real and self.imag == z.imag
+
+    def __bool__(self):
+        return bool(self.real or self.imag)
+
+    def __str__(self):
+        if not self.imag:
+            return str(self.real)
+        return str(self.real)+("+" if self.imag >= 0 else "")+str(self.imag)+"i"
+
+    __repr__ = __str__
+
+
+def scalars(problem):
+    p = problem.get("field", "Q")
+    if p == "Q":
+        return Fraction
+    if p == "Qi":
+        return Gaussian
+    if type(p) is not int:
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+    return prime_scalars(p)
+
+
+@lru_cache(maxsize=32)
+def prime_scalars(p):
+    if not 2 <= p <= 2**31-1 or any(p % d == 0 for d in range(2, isqrt(p)+1)):
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+
+    class Prime:
+        def __init__(self, x=0):
+            if isinstance(x, Prime):
+                self.value = x.value
+            else:
+                q = Fraction(x)
+                self.value = q.numerator*pow(q.denominator, -1, p) % p
+
+        def __add__(self, other):
+            return Prime(self.value+Prime(other).value)
+
+        __radd__ = __add__
+
+        def __mul__(self, other):
+            return Prime(self.value*Prime(other).value)
+
+        __rmul__ = __mul__
+
+        def __neg__(self):
+            return Prime(-self.value)
+
+        def __sub__(self, other):
+            return self+-Prime(other)
+
+        def __rsub__(self, other):
+            return Prime(other)+-self
+
+        def __truediv__(self, other):
+            return Prime(self.value*pow(Prime(other).value, -1, p))
+
+        def __rtruediv__(self, other):
+            return Prime(other)/self
+
+        def __eq__(self, other):
+            return self.value == Prime(other).value
+
+        def __bool__(self):
+            return bool(self.value)
+
+        def __str__(self):
+            return str(self.value)
+
+        __repr__ = __str__
+
+    return Prime
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify.py
new file mode 100644
index 0000000000..ff3365a66c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify.py
@@ -0,0 +1,351 @@
+"""Check the trace proof, native source and literal tensor failures.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from collections import Counter, deque
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import random
+import sys
+
+HERE = Path(__file__).resolve().parent
+
+
+def need(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def source_integrity():
+    sources = json.loads((HERE / "SOURCES.json").read_text())
+    pairs = {"fields.py": "research/universal-dirty-certificates/fields.py",
+             "clifford_exact.py": "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py"}
+    for local, original in pairs.items():
+        record = next(item for item in sources["files"] if item["path"] == original)
+        need(hashlib.sha256((HERE / "vendor" / local).read_bytes()).hexdigest() == record["sha256"], "Frozen source: "+local)
+
+
+source_integrity()
+sys.path.insert(0, str(HERE))
+sys.path.insert(0, str(HERE / "vendor"))
+import certify as c
+import check_witness as independent
+import clifford_exact as native
+G = c.G
+
+
+def source_matrix(op):
+    columns = []
+    for j in range(1 << op.n):
+        values, exponent = op.zero_state(j)
+        columns.append([G.pair(Q(a, 1 << exponent), Q(b, 1 << exponent)) for a, b in values])
+    return tuple(tuple(column[i] for column in columns) for i in range(1 << op.n))
+
+
+def example(operators, program, reference=(), axes=1, roles=3):
+    return {"axes": axes, "roles": roles, "operators": {name: [[str(x) for x in row] for row in a] for name, a in operators.items()},
+            "program": list(program), "reference": list(reference)}
+
+
+def group_one_axis():
+    generators = [native.cgate(1, 1), native.diag(1, (1,))]
+    bank = {c.key(c.identity(2)): (c.identity(2), native.ident(1))}
+    queue = deque(bank.values())
+    edges = 0
+    while queue:
+        a, op = queue.popleft()
+        for generator in generators:
+            product = c.multiply(source_matrix(generator), a)
+            label = c.key(product)
+            edges += 1
+            if label not in bank:
+                following = product, op.then(generator)
+                bank[label] = following
+                queue.append(following)
+    need(len(bank) == 96 and edges == 192, "Complete group closure")
+    for a, op in bank.values():
+        need(a == source_matrix(op), "Literal native word phase")
+        c.validate_operator(a, 1)
+    return [a for a, _ in bank.values()]
+
+
+def kron(a, b):
+    return tuple(tuple(x*y for x in row_a for y in row_b) for row_a in a for row_b in b)
+
+
+def dense_tensor_norm(terms, width):
+    d = len(terms[0][1])**width
+    out = [[G(0) for _ in range(d)] for _ in range(d)]
+    for coefficient, a in terms:
+        tensor = ((G(1),),)
+        for _ in range(width):
+            tensor = kron(tensor, a)
+        for i in range(d):
+            for j in range(d):
+                out[i][j] = out[i][j]+coefficient*tensor[i][j]
+    return sum(c.norm2(z) for row in out for z in row)/d
+
+
+def dense_program(problem, instructions, width):
+    d, r = (1 << problem["axes"])**width, problem["roles"]
+    count = d*r
+    rows = [[[G(int(i == role*d+j)) for i in range(count)] for j in range(d)] for role in range(r)]
+    lifted = {}
+    for name, encoded in problem["operators"].items():
+        a = tuple(tuple(G(x) for x in row) for row in encoded)
+        tensor = ((G(1),),)
+        for _ in range(width):
+            tensor = kron(tensor, a)
+        lifted[name, False], lifted[name, True] = tensor, independent.star(tensor)
+    for op in instructions:
+        kind, dst = op["op"], op["dst"]
+        src = op.get("src", dst)
+        if kind == "swap":
+            rows[dst], rows[src] = rows[src], rows[dst]
+        elif kind == "scale":
+            rows[dst] = [[G(op["coefficient"])*x for x in row] for row in rows[dst]]
+        else:
+            image = rows[src]
+            if kind in ("apply", "query"):
+                a = lifted[op["symbol"], op.get("inverse", False)]
+                image = [[sum((a[j][k]*rows[src][k][i] for k in range(d)), G(0)) for i in range(count)] for j in range(d)]
+            if kind == "apply":
+                rows[dst] = image
+            else:
+                rows[dst] = [[x+G(op.get("coefficient", 1))*y for x, y in zip(a, b)] for a, b in zip(rows[dst], image)]
+    return rows
+
+
+def independent_residual(problem):
+    bank = independent.matrices(problem)
+    d, r = 1 << problem["axes"], problem["roles"]
+    result = {}
+    for input_role in range(r):
+        left = independent.word_endpoint(problem, problem["program"], input_role)
+        right = independent.word_endpoint(problem, problem["reference"], input_role)
+        for output in range(r):
+            row = {}
+            for sign, words in [(1, left[output]), (-1, right[output])]:
+                for word, coefficient in words.items():
+                    a = independent.evaluate_word(word, bank, d)
+                    c.accumulate(row, (output, input_role, c.key(a)), coefficient*sign)
+            result.update(row)
+    return result
+
+
+def verify(write=False):
+    rng = random.Random(20261023)
+    group = group_one_axis()
+    C, S = source_matrix(native.cgate(1, 1)), source_matrix(native.diag(1, (1,)))
+    H, I = source_matrix(native.hadamard(1, [0])), c.identity(2)
+    phase_i = tuple(tuple(G("i")*z for z in row) for row in I)
+    need(c.multiply(H, H) == phase_i, "Source Hadamard phase")
+    operators = {"C": C, "S": S, "H": H, "iI": phase_i}
+    zero_axis = example({str(k): ((c.power(G("i"), k),),) for k in range(4)},
+                        [{"op": "query", "src": 0, "dst": 1, "symbol": str(k), "coefficient": "1/4"}
+                         for k in range(4)], axes=0, roles=2)
+    zero_certificate = c.certify(zero_axis)
+    need(not zero_certificate["equivalent_at_all_positive_widths"], "Zero-axis scalar group")
+    need(zero_certificate["failure"]["normalized_squared_norms"] == ["0", "0", "0", "1"], "Zero-axis scalar group")
+    independent.check(zero_axis, zero_certificate)
+    need(c.certify(example({}, [], axes=0, roles=1))["equivalent_at_all_positive_widths"], "Empty zero-axis program")
+    polynomial_values = 0
+    for n in range(13):
+        polynomial = c.cutoff_polynomial(n)
+        need(len(polynomial) == 8*n+5 and polynomial[0] == 0 and sum(polynomial) == 1, "Polynomial endpoints")
+        need(sum(abs(b) for b in polynomial) < Q(8, 7), "Coefficient norm")
+        need(sum(b for b in polynomial if b > 0) < Q(15, 14), "Positive coefficient mass")
+        alphabet = [G(0)] + [c.power(G("i"), k)*c.power(G("1+1i"), d)/(1 << n) for d in range(2*n+1) for k in range(4)]
+        for z in alphabet:
+            value = G(0)
+            for b in reversed(polynomial):
+                value = value*z+b
+            need(value == int(z == 1), "Trace-filter value")
+            polynomial_values += 1
+    source_columns = 192
+    native_fixtures = []
+    for n in range(1, 5):
+        for q in range(1, 1 << n):
+            for sign in (-1, 1):
+                a = source_matrix(native.cgate(n, q, sign))
+                first, second = G.pair(Q(1, 2), Q(sign, 2)), G.pair(Q(1, 2), Q(-sign, 2))
+                expected = tuple(tuple(first if i == j else second if i == (j ^ q) else G(0) for j in range(1 << n)) for i in range(1 << n))
+                need(a == expected, "Source C column formula")
+                c.validate_operator(a, n)
+                source_columns += 1 << n
+                if n <= 3:
+                    native_fixtures.append((n, a))
+    for sign in (-1, 1):
+        op = native.cgate(9, 173, sign)
+        for j in range(512):
+            values, den = op.zero_state(j)
+            expected = [(0, 0)]*512
+            expected[j], expected[j ^ 173] = (1, sign), (1, -sign)
+            need(den == 1 and values == expected, "Nine-axis source column")
+            source_columns += 1
+    entangling_trace_cases = 0
+    for n in (2, 3):
+        for _ in range(24):
+            op = native.ident(n)
+            for _ in range(4):
+                source_axis, target_axis = rng.sample(range(n), 2)
+                rows = [1 << j for j in range(n)]
+                rows[target_axis] ^= 1 << source_axis
+                phase_rows = tuple(1 << j if j == target_axis else 0 for j in range(n))
+                op = op.then(native.cgate(n, rng.randrange(1, 1 << n), rng.choice([-1, 1])))
+                op = op.then(native.diag(n, phase_rows)).then(native.perm(n, rows))
+            a = source_matrix(op)
+            need(tuple(c.validate_operator(a, n)) == op.tab, "Entangling source tableau")
+            trace = sum((a[j][j] for j in range(1 << n)), G(0))
+            fixed_sum = 0
+            for x in range(1 << n):
+                for z in range(1 << n):
+                    phase = (x & z).bit_count() % 4
+                    u, v, p = native.apply(op.tab, (x, z, phase))
+                    if (u, v) == (x, z):
+                        need((p-phase) % 4 in (0, 2), "Hermitian Pauli sign")
+                        fixed_sum += 1 if p == phase else -1
+            need(c.norm2(trace) == fixed_sum, "Pauli conjugation trace identity")
+            alphabet = [G(0)] + [c.power(G("i"), k)*c.power(G("1+1i"), d) for d in range(2*n+1) for k in range(4)]
+            need(trace in alphabet, "Entangling trace alphabet")
+            native_fixtures.append((n, a))
+            source_columns += 1 << n
+            entangling_trace_cases += 1
+    dense_norm_cases = 0
+    for n in (1, 2):
+        pool = group if n == 1 else list({c.key(a): a for k, a in native_fixtures if k == n}.values())
+        for _ in range(12):
+            selected = rng.sample(pool, 4)
+            terms = [(G(rng.choice([-2, -1, "i", "1/2", "1/2-1/2i"])), a) for a in selected]
+            inner = c.gram(selected)
+            for width in range(1, 4 if n == 1 else 3):
+                need(c.energy([x for x, _ in terms], inner, width) == dense_tensor_norm(terms, width), "Independent dense norm")
+                dense_norm_cases += 1
+            result = c.analyze(n, terms)
+            w = result["witness"]
+            need(c.tensor_entry([x for x, _ in terms], selected, w["output_tuple"], w["input_tuple"]) == G(w["discrepancy"]) != 0, "Tensor entry")
+    differential_cases = literal_witnesses = full_column_cases = 0
+    for trial in range(72):
+        instructions = []
+        for _ in range(8):
+            kind = rng.choice(["add", "query", "apply", "scale", "swap"])
+            op = {"op": kind, "dst": rng.randrange(3)}
+            if kind in ("add", "query", "swap"):
+                op["src"] = rng.randrange(3)
+            if kind in ("query", "apply"):
+                op.update(symbol=rng.choice(list(operators)), inverse=bool(rng.randrange(2)))
+            if kind in ("add", "query", "scale"):
+                op["coefficient"] = rng.choice([-1, 0, 1, "1/2", "i"])
+            instructions.append(op)
+        problem = example(operators, instructions, instructions if trial % 3 == 0 else [])
+        _, differences = c.compile_difference(problem)
+        observed = {(o, i, c.key(a)): x for o, i, terms in differences for x, a in terms}
+        need(observed == independent_residual(problem), "Signed-word complete endpoint")
+        differential_cases += 1
+        if trial < 12:
+            for width in (1, 2):
+                left = dense_program(problem, problem["program"], width)
+                right = dense_program(problem, problem["reference"], width)
+                lookup = {(o, i): terms for o, i, terms in differences}
+                d = 2**width
+                for o in range(3):
+                    for i in range(3):
+                        terms = lookup.get((o, i), [])
+                        for x in range(d):
+                            for y in range(d):
+                                xt = [(x >> k) & 1 for k in reversed(range(width))]
+                                yt = [(y >> k) & 1 for k in reversed(range(width))]
+                                value = c.tensor_entry([a for a, _ in terms], [b for _, b in terms], xt, yt)
+                                need(value == left[o][x][i*d+y]-right[o][x][i*d+y], "Full tensor program column")
+                full_column_cases += 1
+        if trial < 24:
+            certificate = c.certify(problem)
+            if not certificate["equivalent_at_all_positive_widths"]:
+                independent.check(problem, certificate)
+                literal_witnesses += 1
+    positive = example(operators, [{"op": "apply", "dst": 1, "symbol": "H"}]*2,
+                       [{"op": "apply", "dst": 1, "symbol": "iI"}])
+    need(c.certify(positive)["equivalent_at_all_positive_widths"], "Native relation")
+    phase_trap = example(operators, positive["program"], [{"op": "scale", "dst": 1, "coefficient": "i"}])
+    phase_certificate = c.certify(phase_trap)
+    need(phase_certificate["failure"]["first_nonzero_width"] == 2, "Phase outside tensor")
+    independent.check(phase_trap, phase_certificate)
+    reynolds = example({str(i): a for i, a in enumerate(group)},
+                       [{"op": "query", "src": 0, "dst": 1, "symbol": str(i), "coefficient": "1/96"} for i in range(96)], roles=2)
+    reynolds_certificate = c.certify(reynolds)
+    norms = reynolds_certificate["failure"]["normalized_squared_norms"]
+    need(norms == ["0"]*7+["15/256", "0", "0", "0", "155/4096"], "Reynolds norm sequence")
+    independent.check(reynolds, reynolds_certificate)
+    need(independent.discrepancy(reynolds, 1, 0, [0]*8, [0]*8) == G("5/24"), "Reynolds entry")
+    for f, expected in enumerate(norms, 1):
+        rank = sum((c.power(sum((a[i][i] for i in range(2)), G(0)), f) for a in group), G(0))/96
+        need(rank.imag == 0 and rank.real.denominator == 1 and rank/(2**f) == G(expected), "Projector rank")
+    controls = []
+    def reject(label, function):
+        try:
+            function()
+        except (ValueError, KeyError, TypeError, ZeroDivisionError):
+            controls.append(label)
+            return
+        raise ValueError("Accepted control: "+label)
+    bad = json.loads(json.dumps(reynolds_certificate))
+    bad["failure"]["witness"]["discrepancy"] = "0"
+    reject("wrong witness value", lambda: independent.check(reynolds, bad))
+    bad_width = json.loads(json.dumps(reynolds_certificate))
+    bad_width["failure"]["witness"]["width"] = 7
+    reject("wrong witness width", lambda: independent.check(reynolds, bad_width))
+    for field, value in [("schema", "other"), ("problem_sha256", "0"*64), ("axes", 2), ("cutoff", 13)]:
+        altered = json.loads(json.dumps(reynolds_certificate))
+        altered[field] = value
+        reject("wrong certificate "+field, lambda altered=altered: independent.check(reynolds, altered))
+    for label, matrix in [("nonunitary", [[2, 0], [0, 2]]), ("continuous rational phase", [["3/5+4/5i", 0], [0, "3/5+4/5i"]]),
+                          ("wrong shape", [[1]]), ("floating scalar", [[1.0, 0], [0, 1]])]:
+        invalid = example({"C": C}, [])
+        invalid["operators"]["C"] = matrix
+        reject(label, lambda invalid=invalid: c.certify(invalid))
+    toffoli = [[int(i == (j ^ (4 if j & 3 == 3 else 0))) for j in range(8)] for i in range(8)]
+    invalid = {"axes": 3, "roles": 1, "operators": {"T": toffoli}, "program": [], "reference": []}
+    reject("non-Clifford dyadic unitary", lambda: c.certify(invalid))
+    for op in [{"op": "apply", "dst": 3, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "missing"},
+               {"op": "apply", "dst": 0, "symbol": "C", "inverse": 1}, {"op": "add", "src": 0, "dst": 1, "coefficient": 0.5},
+               {"op": "query", "dst": 0, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "C", "phase": 0}]:
+        reject("invalid instruction "+str(len(controls)), lambda op=op: c.certify(example(operators, [op])))
+    helper = example(operators, [{"op": "query", "src": 0, "dst": 2, "symbol": "C"}])
+    helper_certificate = c.certify(helper)
+    need(helper_certificate["failure"]["output_role"] == 2, "Dirty helper return")
+    independent.check(helper, helper_certificate)
+    controls.append("omitted helper return detected")
+    order = example(operators, [{"op": "apply", "dst": 0, "symbol": "C"}, {"op": "apply", "dst": 0, "symbol": "S"}],
+                    [{"op": "apply", "dst": 0, "symbol": "S"}, {"op": "apply", "dst": 0, "symbol": "C"}])
+    independent.check(order, c.certify(order))
+    controls += ["noncommuting order detected", "phase outside tensor detected"]
+    receipt = {"status": "PASS_CLIFFORD_TENSOR_GRAM_NO_NEW_KAPPA", "cutoff": "8n+4", "separation": "14/15",
+               "one_axis_group_order": 96, "closure_edges": 192,
+               "trace_histogram": dict(sorted(Counter(str(sum((a[i][i] for i in range(2)), G(0))) for a in group).items())),
+               "polynomial_values": polynomial_values, "native_source_columns": source_columns,
+               "entangling_trace_cases": entangling_trace_cases,
+               "dense_norm_cases": dense_norm_cases, "complete_endpoint_comparisons": differential_cases,
+               "full_tensor_programs": full_column_cases, "random_literal_witnesses": literal_witnesses,
+               "zero_axis_cases": 2,
+               "reynolds": reynolds_certificate["failure"], "controls": controls}
+    files = {"RESULT.json": receipt, "examples/native-relation.json": positive, "examples/phase-trap.json": phase_trap,
+             "examples/phase-trap.certificate.json": phase_certificate, "examples/reynolds.json": reynolds,
+             "examples/reynolds.certificate.json": reynolds_certificate}
+    for name, data in files.items():
+        path = HERE / name
+        if write:
+            path.parent.mkdir(parents=True, exist_ok=True)
+            path.write_text(json.dumps(data, indent=2, sort_keys=True)+"\n", encoding="utf-8")
+        else:
+            need(json.loads(path.read_text()) == data, "Committed result mismatch: "+name)
+    print(receipt["status"])
+    return receipt
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the receipt and examples")
+    verify(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py
new file mode 100644
index 0000000000..22437672d9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_advances.py
@@ -0,0 +1,288 @@
+"""Replay the width refinements and compact native computation.
+
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+from collections import deque
+from fractions import Fraction as Q
+import hashlib
+import json
+from pathlib import Path
+import random
+import sys
+
+HERE = Path(__file__).resolve().parent
+sys.path.insert(0, str(HERE))
+import verify as v
+import compact as compact
+import quadratic as q
+
+
+def saved(name, data, write):
+    path = HERE / name
+    encoded = json.dumps(data, indent=2, sort_keys=True)+"\n"
+    if write:
+        path.write_text(encoded, encoding="utf-8")
+    else:
+        v.need(path.read_text(encoding="utf-8") == encoded, "Committed advance receipt: "+name)
+
+
+def modular_inverse(matrix, p):
+    n = len(matrix)
+    rows = [row[:] + [int(i == j) for j in range(n)] for i, row in enumerate(matrix)]
+    for j in range(n):
+        k = next(k for k in range(j, n) if rows[k][j])
+        rows[k], rows[j] = rows[j], rows[k]
+        scale = pow(rows[j][j], -1, p)
+        rows[j] = [x*scale % p for x in rows[j]]
+        for k in range(n):
+            if k != j:
+                scale = rows[k][j]
+                rows[k] = [(x-scale*y) % p for x, y in zip(rows[k], rows[j])]
+    return [row[n:] for row in rows]
+
+
+def one_axis_certificate(group, write):
+    p, root = 65537, 256
+    v.need(all(p % d for d in range(2, 257)) and root*root % p == p-1, "Prime field")
+    inner = v.c.gram(group)
+
+    def reduce(z):
+        def part(x):
+            return x.numerator*pow(x.denominator, -1, p)
+        return (part(z.real)+root*part(z.imag)) % p
+
+    matrix = [[sum(pow(reduce(z), f, p) for f in range(5, 9)) % p for z in row] for row in inner]
+    digest = hashlib.sha256(json.dumps([[[str(z) for z in row] for row in a] for a in group]).encode()).hexdigest()
+    path = HERE / "ONE-AXIS-RANK.json"
+    if write:
+        inverse = modular_inverse(matrix, p)
+    else:
+        inverse = json.loads(path.read_text())["inverse"]
+    v.need(type(inverse) is list and len(inverse) == 96 and all(type(row) is list and len(row) == 96 and
+           all(type(x) is int and 0 <= x < p for x in row) for row in inverse), "Modular inverse shape")
+    for i, row in enumerate(matrix):
+        for j, column in enumerate(zip(*inverse)):
+            v.need(sum(x*y for x, y in zip(row, column)) % p == int(i == j), "One-axis inverse product")
+    certificate = {"prime": p, "image_of_i": root, "widths": [5, 6, 7, 8],
+                   "group_sha256": digest, "rank": 96, "inverse": inverse}
+    saved("ONE-AXIS-RANK.json", certificate, write)
+    return {key: value for key, value in certificate.items() if key != "inverse"}
+
+
+def check_forms(rng):
+    count = 0
+    units = (q.G(1), q.G("i"), q.G(-1), q.G("-i"))
+    for m in range(8):
+        for _ in range(80):
+            phase = q.Phase(m)
+            phase.constant = rng.randrange(4)
+            phase.linear = [rng.randrange(4) for _ in range(m)]
+            phase.cross = {(i, j) for i in range(m) for j in range(i+1, m) if rng.randrange(2)}
+            equations = [rng.randrange(1 << (m+1)) for _ in range(rng.randrange(m+1))]
+            expected = q.G(0)
+            for x in range(1 << m):
+                if any((e & 1) ^ (((e >> 1) & x).bit_count() % 2) for e in equations):
+                    continue
+                exponent = phase.constant+sum(a*((x >> i) & 1) for i, a in enumerate(phase.linear))
+                exponent += 2*sum(((x >> i) & 1)*((x >> j) & 1) for i, j in phase.cross)
+                expected = expected+units[exponent % 4]
+            v.need(q.gauss_sum(phase, equations) == expected, "Exhaustive constrained quadratic sum")
+            count += 1
+    return count
+
+
+def native_words():
+    bank = {v.c.key(v.c.identity(2)): v.native.ident(1)}
+    queue = deque(bank.values())
+    generators = (v.native.cgate(1, 1), v.native.diag(1, (1,)))
+    while queue:
+        op = queue.popleft()
+        for generator in generators:
+            new = op.then(generator)
+            label = v.c.key(v.source_matrix(new))
+            if label not in bank:
+                bank[label] = new
+                queue.append(new)
+    v.need(len(bank) == 96, "Native word group closure")
+    return list(bank.values())
+
+
+def check_native(rng):
+    words = native_words()
+    for n in (2, 3):
+        for _ in range(16):
+            op = v.native.ident(n)
+            for _ in range(8):
+                raw = [rng.randrange(1 << n) for _ in range(n)]
+                rows = [sum(((raw[min(i, j)] >> max(i, j)) & 1) << j for j in range(n)) for i in range(n)]
+                alpha = [((rows[i] >> i) & 1)+2*rng.randrange(2) for i in range(n)]
+                source, target = rng.sample(range(n), 2)
+                permutation = [1 << j for j in range(n)]
+                permutation[target] ^= 1 << source
+                op = op.then(v.native.diag(n, rows, alpha)).then(v.native.perm(n, permutation))
+                op = op.then(v.native.cgate(n, rng.randrange(1 << n), rng.choice((-1, 1))))
+                op = op.then(v.native.xgate(n, rng.randrange(1 << n)))
+            words.append(op)
+    entries, traces, partials = 0, 0, 0
+    for op in words:
+        matrix = v.source_matrix(op)
+        paths = q.Paths(op.n, op.circuit)
+        inverse = q.Paths(op.n, q.inverse_circuit(op.n, op.circuit))
+        star = v.c.adjoint(matrix)
+        d = 1 << op.n
+        v.need(paths.trace() == sum((matrix[j][j] for j in range(d)), q.G(0)), "Native trace phase")
+        traces += 1
+        for x in range(d):
+            for y in range(d):
+                v.need(paths.entry(x, y) == matrix[x][y] and inverse.entry(x, y) == star[x][y], "Native entry phase")
+                entries += 2
+        for k in range(op.n+1):
+            xp = [rng.randrange(2) for _ in range(k)]
+            yp = [rng.randrange(2) for _ in range(op.n-k)]
+            expected = sum((v.c.conjugate(matrix[x][y])*star[x][y]
+                            for x in range(d) for y in range(d)
+                            if all(((x >> j) & 1) == bit for j, bit in enumerate(xp)) and
+                            all(((y >> j) & 1) == bit for j, bit in enumerate(yp))), q.G(0))
+            v.need(q.partial_inner(paths, inverse, xp, yp) == expected, "Native partial inner product")
+            partials += 1
+    return {"native_words": len(words), "native_entries": entries, "native_traces": traces,
+            "partial_inner_products": partials}
+
+
+def check_programs(rng):
+    count, witnesses, relations = 0, 0, 0
+    for n in range(3):
+        ops = {"I": v.native.ident(n), "iI": v.native.Op(n, v.native.identity(n), [("phase", 1)])}
+        if n:
+            ops.update(C=v.native.cgate(n, (1 << n)-1), H=v.native.hadamard(n, range(n)),
+                       S=v.native.diag(n, tuple(1 << j for j in range(n))))
+        for _ in range(16):
+            program = []
+            for _ in range(8):
+                kind = rng.choice(("query", "apply", "add", "scale", "swap"))
+                instruction = {"op": kind, "dst": rng.randrange(3)}
+                if kind in ("query", "add", "swap"):
+                    instruction["src"] = rng.randrange(3)
+                if kind in ("query", "apply"):
+                    instruction.update(symbol=rng.choice(list(ops)), inverse=bool(rng.randrange(2)))
+                if kind in ("scale", "query", "add"):
+                    instruction["coefficient"] = rng.choice(("1", "-1", "i", "1/2"))
+                program.append(instruction)
+            problem = {"axes": n, "roles": 3, "operators": {s: o.circuit for s, o in ops.items()},
+                       "program": program, "reference": []}
+            dense = v.example({s: v.source_matrix(o) for s, o in ops.items()}, program, axes=n)
+            _, expected_entries = v.c.compile_difference(dense)
+            expected = {(output, source): {v.c.key(a): coefficient for coefficient, a in terms}
+                        for output, source, terms in expected_entries}
+            actual = {}
+            for output, source, coefficients, paths, _ in compact.residuals(problem):
+                matrices = [tuple(tuple(path.entry(x, y) for y in range(1 << n)) for x in range(1 << n)) for path in paths]
+                actual[output, source] = {v.c.key(a): coefficient for coefficient, a in zip(coefficients, matrices)}
+            v.need(actual == expected, "Compact complete endpoint")
+            certificate = compact.certify(problem)
+            v.need(certificate["equivalent_at_all_positive_widths"] == (not expected), "Compact decision")
+            if "failure" in certificate:
+                f = certificate["failure"]
+                w = f["witness"]
+                value = v.independent.discrepancy(dense, f["output_role"], f["input_role"], w["output_tuple"], w["input_tuple"])
+                v.need(value != 0 and str(value) == w["discrepancy"], "Compact literal witness")
+                witnesses += 1
+            count += 1
+    for n in (1, 2, 3):
+        ops = {"C": v.native.cgate(n, (1 << n)-1), "H": v.native.hadamard(n, range(n)),
+               "phase": v.native.Op(n, v.native.identity(n), [("phase", n)])}
+        cases = [([{"op": "apply", "dst": 2, "symbol": "C"}]*4, []),
+                 ([{"op": "apply", "dst": 1, "symbol": "H"}]*2,
+                  [{"op": "apply", "dst": 1, "symbol": "phase"}]),
+                 ([{"op": "apply", "dst": 0, "symbol": "C"},
+                   {"op": "apply", "dst": 0, "symbol": "C", "inverse": True}], [])]
+        for program, reference in cases:
+            problem = {"axes": n, "roles": 3, "operators": {s: o.circuit for s, o in ops.items()},
+                       "program": program, "reference": reference}
+            dense = v.example({s: v.source_matrix(o) for s, o in ops.items()}, program, reference, axes=n)
+            v.need(compact.certify(problem)["equivalent_at_all_positive_widths"] and
+                   v.c.certify(dense)["equivalent_at_all_positive_widths"], "Compact exact native relation")
+            relations += 1
+    phase_trap = {"axes": 1, "roles": 1, "operators": {"iI": [("phase", 1)]},
+                  "program": [{"op": "apply", "dst": 0, "symbol": "iI"}],
+                  "reference": [{"op": "scale", "dst": 0, "coefficient": "i"}]}
+    norms = compact.certify(phase_trap)["failure"]["normalized_squared_norms"]
+    v.need(norms[0] == "0" and Q(norms[1]) > 0, "Compact phase stays inside tensor")
+    return {"complete_programs": count, "literal_witnesses": witnesses, "exact_native_relations": relations,
+            "scalar_phase_traps": 1}
+
+
+def verify(write=False):
+    rng = random.Random(5376)
+    code = {q.parity_sum(row for j, row in enumerate((255, 240, 204, 170)) if mask >> j & 1) for mask in range(16)}
+    v.need(len(code) == 16 and all(x.bit_count() % 4 == 0 for x in code), "Doubly even code")
+    for y in range(256):
+        v.need(sum((-1)**((x & y).bit_count() % 2) for x in code) == 16*int(y in code), "Code Fourier invariant")
+    h = v.source_matrix(v.native.hadamard(1, [0]))
+    v.need(h == ((q.G("1/2+1/2i"), q.G("1/2+1/2i")),
+                 (q.G("1/2+1/2i"), q.G("-1/2-1/2i"))) and v.c.power(h[0][0], 8) == q.G("1/16"),
+           "Eight-copy native phase")
+    previous = None
+    for n in range(65):
+        polynomial = v.c.cutoff_polynomial(n)
+        norm = sum(abs(x) for x in polynomial)
+        v.need(norm <= Q(77, 75) and sum(x for x in polynomial if x > 0) <= Q(76, 75), "Improved filter bound")
+        descending = list(reversed(polynomial[1::4]))
+        v.need(all((x > 0) == ((-1)**(j*(j+3)//2) == 1) for j, x in enumerate(descending)), "Filter coefficient signs")
+        if n >= 2:
+            v.need(norm < previous, "Filter norm decreases")
+        previous = norm
+    forms = check_forms(rng)
+    rank_certificate = one_axis_certificate(v.group_one_axis(), write)
+    native = check_native(rng)
+    programs = check_programs(rng)
+    large = []
+    for n in (64, 65):
+        h = v.native.hadamard(n, range(n))
+        operators = {"H": h.circuit, "iI": [("phase", 1)]}
+        if n == 64:
+            program = [{"op": "query", "src": 0, "dst": 1, "symbol": "H"}]
+            reference = []
+        else:
+            program = [{"op": "apply", "dst": 0, "symbol": "H"}]*2
+            reference = [{"op": "apply", "dst": 0, "symbol": "iI"}]
+        problem = {"axes": n, "roles": 2, "operators": operators, "program": program, "reference": reference}
+        certificate = compact.certify(problem)
+        v.need(certificate["equivalent_at_all_positive_widths"] == (n == 65), "Large native decision")
+        if n == 64:
+            v.need(certificate["failure"]["witness"] == {"width": 1, "output_tuple": [0], "input_tuple": [0],
+                   "discrepancy": "1/4294967296"}, "Large literal Hadamard entry")
+        saved(f"examples/native-{n}.json", problem, write)
+        saved(f"examples/native-{n}.certificate.json", certificate, write)
+        large.append({"axes": n, "base_dimension": str(1 << n), "equivalent": n == 65})
+    controls = []
+    for label, function in [
+        ("singular permutation", lambda: q.Paths(2, [("P", [1, 1])])),
+        ("diagonal parity", lambda: q.Paths(1, [("D", [1], [0])])),
+        ("asymmetric diagonal", lambda: q.Paths(2, [("D", [2, 0], [0, 0])])),
+        ("wrong C sign", lambda: q.Paths(1, [("C", 1, 0)])),
+        ("unknown gate", lambda: q.Paths(1, [("H", 0)])),
+        ("coordinate out of range", lambda: q.Paths(1, []).entry(2, 0)),
+        ("invalid prefix", lambda: q.partial_inner(q.Paths(1, []), q.Paths(1, []), [2])),
+        ("negative axes", lambda: q.Paths(-1, [])),
+    ]:
+        try:
+            function()
+        except ValueError:
+            controls.append(label)
+        else:
+            raise ValueError("Accepted control: "+label)
+    receipt = {"status": "PASS_CLIFFORD_ADVANCES_NO_NEW_KAPPA", "general_test_widths": "8n-3 through 8n+4 for n>=2",
+               "stable_separation": "75/76", "filter_axis_counts": 65, "code_fourier_values": 256,
+               "one_axis": rank_certificate, "exhaustive_quadratic_forms": forms,
+               **native, **programs, "large_native_programs": large, "controls": controls}
+    saved("ADVANCES-RESULT.json", receipt, write)
+    print(receipt["status"])
+    return receipt
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--write", action="store_true", help="Regenerate the advance receipts")
+    verify(parser.parse_args().write)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py
new file mode 100644
index 0000000000..6a63161f9d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/clifford-tensor-gram/verify_provider.py
@@ -0,0 +1,310 @@
+"""Check the complete selected provider and the fixed pair-fusion domain.
+
+Use --write to save receipts. Normal replay does not change package files.
+Ali Romman, with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from collections import Counter
+from copy import deepcopy
+from fractions import Fraction as Q
+import gzip
+import hashlib
+import json
+from pathlib import Path
+import sys
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+import compact
+import certify as c
+import provider as p
+from check_witness import word_endpoint
+from quadratic import Paths, partial_inner, inverse_circuit
+from verify import source_integrity
+
+HERE = Path(__file__).resolve().parent
+
+
+def canonical(value):
+    return (json.dumps(value, sort_keys=True, separators=(",", ":")) + "\n").encode()
+
+
+def saved(name, value, write):
+    raw = canonical(value)
+    path = HERE / "provider" / name
+    if write:
+        path.write_bytes(gzip.compress(raw, mtime=0) if name.endswith(".gz") else raw)
+    else:
+        expected = path.read_bytes()
+        if name.endswith(".gz"):
+            expected = gzip.decompress(expected)
+        p.need(expected == raw, "Provider receipt differs: " + name)
+    return hashlib.sha256(raw).hexdigest()
+
+
+def equal(left, right):
+    a, b = Paths(p.N, left), Paths(p.N, right)
+    value = partial_inner(a, b) / p.D
+    p.need(value == 1, "Exact native Gram equality with absolute phase")
+    return a
+
+
+def check_catalogue(model, data, audits):
+    expected = {(a, b, direction): rank for direction, audit in audits.items()
+                for (a, b), rank in audit["pairs"].items()}
+    header, *records = data["paid"]
+    raw = gzip.decompress((HERE / "provider/WORD.json.gz").read_bytes())
+    p.need(header["word_payload_sha256"] == hashlib.sha256(raw).hexdigest()
+           and not header["partial"], "Complete catalogue bound to the exact word")
+    seen, traces = set(), {}
+    for row in records:
+        a, b, direction = row["input"], row["output"], row["direction"]
+        key = a, b, direction
+        p.need(key in expected and key not in seen and row["rank"] == row["recipe"]["rank"] == expected[key],
+               "Unique actual paid class and rank")
+        actual = equal(model.edge(a, b, direction), p.recipe(row["recipe"]))
+        traces[key] = actual.trace() / p.D
+        seen.add(key)
+    p.need(seen == set(expected) and len(seen) == header["expected_complete_oriented_classes"],
+           "All oriented paid classes, without gaps")
+
+    warp_records = {(row["operator"], row["input"], row["output"]): row
+                    for row in data["phases"]["actual_warp_classes"]}
+    p.need(len(warp_records) == len(data["phases"]["actual_warp_classes"]), "No duplicate warp classes")
+    for direction, audit in audits.items():
+        p.need(set(warp_records) == audit["warps"], "All actual native warp classes")
+        for (signed, a, b), row in warp_records.items():
+            rec = row["recipes"][direction]
+            p.need(rec["rank"] == 0, "Every warp is a monomial")
+            equal(model.warp(signed, a, b, direction), p.recipe(rec))
+
+    helpers = {}
+    for row in data["helpers"]["new_physical_edges_and_boundaries"]:
+        helpers[row["old"], row["new"]] = row
+    for row in data["phases"]["changed_helper_boundaries"]:
+        helpers[row["input"], row["output"]] = row
+    actual_helpers = Counter(zip(model.c["start"][224:], model.c["final"][224:]))
+    helper_profile = Counter()
+    for (a, b), count in sorted(actual_helpers.items()):
+        u, v = model.c["frames"][a], model.c["frames"][b]
+        r = len(v)-len(u)
+        p.need(r > 0 and p.rank(u+v) == len(v), "Strict productive helper boundary")
+        helper_profile[r] += count
+        for direction in ("forward", "backward"):
+            rec = helpers[a, b]["recipes"][direction]
+            p.need(rec["rank"] == r, "Complete helper recipe rank")
+            equal(model.edge(a, b, direction), p.recipe(rec))
+
+    adapters = json.loads((HERE / "provider/MAIN-ADAPTERS.json").read_bytes())
+    adapter_seen = set()
+    for row in adapters:
+        entrance, register, f = row["entrance"], row["role"], row["frame"]
+        p.need(type(entrance) is bool and type(register) is int and 0 <= register < 224,
+               "Main adapter label")
+        key = entrance, register
+        p.need(key not in adapter_seen and f == model.c["start" if entrance else "final"][register],
+               "Exact complete adapter boundary")
+        p.need(row["recipe"]["rank"] == 0, "Main adapter is a monomial")
+        target = inverse_circuit(p.N, model.old_frame(register, entrance)) + model.frame(f)
+        decoded = p.recipe(row["recipe"])
+        for direction in ("forward", "backward"):
+            equal(target if direction == "forward" else p.conjugate(target),
+                  decoded if direction == "forward" else p.conjugate(decoded))
+        adapter_seen.add(key)
+    p.need(adapter_seen == {(side, r) for side in (False, True) for r in range(224)},
+           "All main adapters in both orientations")
+    return traces, dict(paid_oriented_classes=len(seen), warp_oriented_classes=2*len(warp_records),
+                        helper_oriented_classes=2*len(actual_helpers), helper_roles=sum(actual_helpers.values()),
+                        helper_profile=dict(sorted(helper_profile.items())),
+                        main_adapter_oriented_classes=2*len(adapter_seen))
+
+
+def fusion_census(model, traces):
+    evidence, trace_counts, kinds, ranks = {}, Counter(), Counter(), Counter()
+    for direction, program in model.word["programs"].items():
+        rows = []
+        for pair in p.fusion_pairs(program):
+            row = p.contact_witness(program, pair)
+            a, b, c0, d = row["frames"]
+            for name, key in (("late_trace", (a, b, direction)), ("early_trace", (c0, d, direction))):
+                tau = traces[key]
+                # f=1: Re(tau)<=1/2. f>=2: |tau|^f<=1/2.
+                p.need(tau.real <= Q(1, 2) and c.norm2(tau) <= Q(1, 2), "Uniform noncentral trace bound")
+                row[name] = str(tau)
+                trace_counts[str(tau)] += 1
+            p.need(Q(row["coefficient"]) != 0, "Nonzero contact coefficient")
+            kinds[direction + ("_row" if row["output"] == row["role"] else "_column")] += 1
+            ranks[str(row["ranks"])] += 1
+            rows.append(row)
+        evidence[direction] = rows
+    minimum = min(Q(row["coefficient"])**2 for rows in evidence.values() for row in rows)
+    return evidence, dict(trace_counts=dict(sorted(trace_counts.items())), contact_types=dict(sorted(kinds.items())),
+                          rank_pairs=dict(sorted(ranks.items())), uniform_squared_cut_block_lower_bound=str(minimum),
+                          pairs_by_direction={d: len(rows) for d, rows in evidence.items()},
+                          rejected_fusions=2*sum(map(len, evidence.values())),
+                          width_domain="every positive integer",
+                          normalized_squared_cut_defect_lower_bound="coefficient^2")
+
+
+def check_contact_certificates(model, evidence):
+    """Check coverage by role lists, then use the older input-column engine."""
+    count = 0
+    for direction, certificates in evidence.items():
+        events = model.word["programs"][direction]
+        expected = set()
+        for register in range(p.PERSISTENT):
+            climbs = [(j, event) for j, event in enumerate(events)
+                      if event[0] == "climb" and event[2] == register]
+            expected.update((a, b) for j, (a, _) in enumerate(climbs) for b, _ in climbs[j+1:])
+        p.need(len(certificates) == len(expected) and {(r["first"], r["second"]) for r in certificates} == expected,
+               "Independent complete same-role pair census")
+        skeleton = []
+        for event in events:
+            instructions = []
+            if event[0] == "warp":
+                instructions.append(dict(op="apply", dst=p.role(event[1]), symbol=str(abs(event[2])), inverse=event[2] < 0))
+            elif event[0] == "scalar":
+                gate = event[1]
+                target, op = p.role(gate[1]), gate[0]
+                if op in ("clear", "copy"):
+                    instructions.append(dict(op="scale", dst=target, coefficient="0"))
+                if op in ("copy", "add"):
+                    instructions.append(dict(op="add", src=p.role(gate[2]), dst=target,
+                                             coefficient=str(Q(1) if op == "copy" else Q(gate[3], gate[4]))))
+                elif op == "scale":
+                    instructions.append(dict(op="scale", dst=target, coefficient=str(Q(gate[2], gate[3]))))
+            skeleton.append(instructions)
+        interface = dict(roles=p.PERSISTENT+1, operators={str(j): None for j in range(1, 73)})
+        for row in certificates:
+            program = [instruction for event in skeleton[row["first"]+1:row["second"]] for instruction in event]
+            result = word_endpoint(interface, program, row["input"])[row["output"]]
+            word = tuple((str(abs(signed)), signed < 0) for signed in row["word"])
+            p.need(result == {word: c.G(row["coefficient"])}, "Separate complete contact coefficient replay")
+            count += 1
+    return count
+
+
+def fused_program(problem, offsets, pair, early):
+    first, second, *_ = pair
+    program = problem["program"]
+    merged = program[offsets[first]:offsets[first+1]] + program[offsets[second]:offsets[second+1]]
+    return (program[:offsets[first]] + (merged if early else [])
+            + program[offsets[first+1]:offsets[second]] + ([] if early else merged)
+            + program[offsets[second+1]:])
+
+
+def full_witness(problem, program, reference):
+    """Find a width-one basis witness, then check a separate input-column replay."""
+    actual, _ = p.complete_endpoint(problem, program)
+    names = list(problem["operators"])
+    bank = compact.validate(problem)
+    for output, (left, right) in enumerate(zip(actual, reference)):
+        difference = left.copy()
+        p.add(difference, right, Q(-1))
+        for entry in sorted({key[0] for key in difference}):
+            terms = [(word, q) for (source, word), q in difference.items() if source == entry]
+            circuits = [[gate for signed in reversed(word)
+                         for gate in bank[names[abs(signed)-1], signed < 0]] for word, q in terms]
+            coefficients, paths, inner = compact.merge_terms([c.G(q) for word, q in terms],
+                                                             [Paths(p.N, circuit) for circuit in circuits])
+            if not coefficients or c.energy(coefficients, inner, 1) == 0:
+                continue
+            witness = compact.entry_witness(coefficients, paths, inner, 1)
+            literal = word_endpoint(problem, program, entry)[output]
+            wanted = word_endpoint(problem, problem["reference"], entry)[output]
+            from check_witness import add_term
+            for word, q in wanted.items():
+                add_term(literal, word, -q)
+            # Independent source amplitude evaluator; no Gram or path sum.
+            sys.path.insert(0, str(HERE / "vendor"))
+            import clifford_exact as source
+            value = c.G(0)
+            for word, q in literal.items():
+                circuit = [gate for letter in reversed(word) for gate in bank[letter]]
+                vector, denominator = source.Op(p.N, source.identity(p.N), circuit).zero_state(witness["input_tuple"][0])
+                real, imag = vector[witness["output_tuple"][0]]
+                value += q*c.G.pair(Q(real, 1 << denominator), Q(imag, 1 << denominator))
+            p.need(value != 0 and str(value) == witness["discrepancy"], "Independent complete-provider basis witness")
+            return dict(output_role=output, input_role=entry, **witness,
+                        normalized_squared_norm=str(c.energy(coefficients, inner, 1)),
+                        mutated_program_sha256=hashlib.sha256(canonical(program)).hexdigest())
+    raise ValueError("No width-one full-program witness")
+
+
+def rejection(name, action):
+    try:
+        action()
+    except (ValueError, KeyError) as error:
+        return dict(name=name, rejected=str(error))
+    raise ValueError("Accepted negative control: " + name)
+
+
+def verify(write=False):
+    source_integrity()
+    manifest, data = p.read_inputs()
+    model = p.Provider(data["word"])
+    audits = {d: model.audit_word(d) for d in ("forward", "backward")}
+    traces, native = check_catalogue(model, data, audits)
+    print("PASS_ALL_PROVIDER_NATIVE_CLASSES", native, flush=True)
+    results, witnesses = {}, []
+    for direction in ("forward", "backward"):
+        problem, offsets = model.problem(direction)
+        actual, support = p.complete_endpoint(problem, problem["program"])
+        reference, _ = p.complete_endpoint(problem, problem["reference"])
+        p.need(actual == reference, "Complete sparse physical endpoint")
+        certificate = compact.certify(problem)
+        p.need(certificate["equivalent_at_all_positive_widths"], "Complete compact provider certificate")
+        p.need(not actual[p.OWNED], "Arbitrary owned input is erased at return")
+        results[direction] = dict(certificate=certificate, support=support, instructions=len(problem["program"]),
+                                  native_symbols=len(problem["operators"]), events=audits[direction]["events"],
+                                  paid=audits[direction]["paid"])
+        pairs = p.fusion_pairs(model.word["programs"][direction])
+        selected = [min(pairs, key=lambda row: (row[1]-row[0], row)),
+                    min((row for row in pairs if row[4] != row[5]), key=lambda row: (row[1]-row[0], row))]
+        events = model.word["programs"][direction]
+        selected.append(min((row for row in pairs if max(events[row[0]][5], events[row[1]][5]) > 1
+                             and any(event[0] == "climb" and event[2] == row[2]
+                                     for event in events[row[0]+1:row[1]])),
+                            key=lambda row: (row[1]-row[0], row)))
+        for pair in selected:
+            for early in (True, False):
+                witness = full_witness(problem, fused_program(problem, offsets, pair, early), reference)
+                witnesses.append(dict(direction=direction, placement="early" if early else "late",
+                                      pair=list(pair), **witness))
+        print("PASS_COMPLETE_PROVIDER", direction, support, flush=True)
+    fusions, fusion_result = fusion_census(model, traces)
+    fusion_result["separate_contact_replays"] = check_contact_certificates(model, fusions)
+    controls = []
+    bad = deepcopy(data)
+    bad["paid"] = bad["paid"][:-1]
+    controls.append(rejection("missing_paid_class", lambda: check_catalogue(model, bad, audits)))
+    first = data["paid"][1]
+    wrong = deepcopy(first["recipe"])
+    wrong["left"]["phase"] = (wrong["left"]["phase"]+1) % 4
+    controls.append(rejection("paid_absolute_phase", lambda: equal(model.edge(first["input"], first["output"], first["direction"]), p.recipe(wrong))))
+    broken = deepcopy(data["word"])
+    broken["programs"]["forward"].insert(0, ["scalar", ["clear", ["L", 224]], broken["canonical"]["start"][224]])
+    controls.append(rejection("borrowed_erasure", lambda: p.Provider(broken).audit_word("forward")))
+    broken_live = deepcopy(data["word"])
+    prog = broken_live["programs"]["backward"]
+    at = next(j for j, event in enumerate(prog) if event[0] == "center")
+    prog.insert(at, next(event for event in prog if event[0] == "climb"))
+    controls.append(rejection("live_owned_cut", lambda: p.Provider(broken_live).audit_word("backward")))
+    # A block with no contact can permit fusion. The exclusion needs its contact witness.
+    p.need(all(not row for j, row in enumerate(p.interval([], -1, 0, 0)) if j != 0), "Identity interval positive control")
+    controls.append(rejection("missing_contact_is_not_a_certificate", lambda: p.contact_witness([], (-1, 0, 0, 0, 2, 2, 3))))
+    evidence_sha = saved("FUSIONS.json.gz", fusions, write)
+    witness_sha = saved("WITNESSES.json", witnesses, write)
+    result = dict(status="PASS_COMPLETE_PR4610_PROVIDER_AND_30328_FUSION_OBSTRUCTIONS", source_main=manifest["base_commit"],
+                  provider_head=manifest["provider_head"], admission_head=manifest["admission_head"],
+                  complete_local_provider=results, native=native, fusion=fusion_result,
+                  fusion_payload_sha256=evidence_sha, witness_payload_sha256=witness_sha,
+                  full_program_basis_witnesses=len(witnesses), controls=controls,
+                  new_kappa=False, achieved_paid_delta={},
+                  limits="Fixed early/late fusion of any two persistent paid climbs on one role; no changed contacts, coupled fusions, new controller or physical/outer admission.")
+    saved("RESULT.json", result, write)
+    print(result["status"], flush=True)
+    return result
+
+
+if __name__ == "__main__":
+    p.need(sys.argv[1:] in ([], ["--write"]), "Use --write or no argument")
+    verify("--write" in sys.argv)
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/universal-dirty-certificates/fields.py b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/universal-dirty-certificates/fields.py
new file mode 100644
index 0000000000..f1b6dc83e2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5376/source-capsule/research/universal-dirty-certificates/fields.py
@@ -0,0 +1,140 @@
+"""Small exact scalar layer shared by producer and checker (part of their trust base).
+
+Prepared for zxv with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from fractions import Fraction
+from math import isqrt
+from functools import lru_cache
+import re
+
+
+class Gaussian:
+    """Q(i); input strings use a+bi with rational a,b, or just i/-i."""
+    def __init__(self, value=0):
+        if isinstance(value, Gaussian):
+            self.real, self.imag = value.real, value.imag
+        elif type(value) is str and value.endswith("i"):
+            body = value[:-1]
+            rational = r"\d+(?:/\d+)?"
+            match = re.fullmatch(r"([+-]?"+rational+r")([+-](?:"+rational+r")?)", body)
+            if match:
+                self.real = Fraction(match[1])
+                self.imag = Fraction(match[2]+"1" if match[2] in ("+", "-") else match[2])
+            else:
+                if body in ("", "+", "-"):
+                    body += "1"
+                self.real, self.imag = Fraction(0), Fraction(body)
+        else:
+            self.real, self.imag = Fraction(value), Fraction(0)
+
+    @classmethod
+    def pair(cls, real, imag):
+        out = cls()
+        out.real, out.imag = real, imag
+        return out
+
+    def __add__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real+z.real, self.imag+z.imag)
+
+    __radd__ = __add__
+
+    def __mul__(self, other):
+        z = Gaussian(other)
+        return self.pair(self.real*z.real-self.imag*z.imag, self.real*z.imag+self.imag*z.real)
+
+    __rmul__ = __mul__
+
+    def __neg__(self):
+        return self.pair(-self.real, -self.imag)
+
+    def __sub__(self, other):
+        return self+-Gaussian(other)
+
+    def __rsub__(self, other):
+        return Gaussian(other)+-self
+
+    def __truediv__(self, other):
+        z = Gaussian(other)
+        norm = z.real*z.real+z.imag*z.imag
+        return self*self.pair(z.real/norm, -z.imag/norm)
+
+    def __rtruediv__(self, other):
+        return Gaussian(other)/self
+
+    def __eq__(self, other):
+        z = Gaussian(other)
+        return self.real == z.real and self.imag == z.imag
+
+    def __bool__(self):
+        return bool(self.real or self.imag)
+
+    def __str__(self):
+        if not self.imag:
+            return str(self.real)
+        return str(self.real)+("+" if self.imag >= 0 else "")+str(self.imag)+"i"
+
+    __repr__ = __str__
+
+
+def scalars(problem):
+    p = problem.get("field", "Q")
+    if p == "Q":
+        return Fraction
+    if p == "Qi":
+        return Gaussian
+    if type(p) is not int:
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+    return prime_scalars(p)
+
+
+@lru_cache(maxsize=32)
+def prime_scalars(p):
+    if not 2 <= p <= 2**31-1 or any(p % d == 0 for d in range(2, isqrt(p)+1)):
+        raise ValueError("field must be Q, Qi or a prime at most 2^31-1")
+
+    class Prime:
+        def __init__(self, x=0):
+            if isinstance(x, Prime):
+                self.value = x.value
+            else:
+                q = Fraction(x)
+                self.value = q.numerator*pow(q.denominator, -1, p) % p
+
+        def __add__(self, other):
+            return Prime(self.value+Prime(other).value)
+
+        __radd__ = __add__
+
+        def __mul__(self, other):
+            return Prime(self.value*Prime(other).value)
+
+        __rmul__ = __mul__
+
+        def __neg__(self):
+            return Prime(-self.value)
+
+        def __sub__(self, other):
+            return self+-Prime(other)
+
+        def __rsub__(self, other):
+            return Prime(other)+-self
+
+        def __truediv__(self, other):
+            return Prime(self.value*pow(Prime(other).value, -1, p))
+
+        def __rtruediv__(self, other):
+            return Prime(other)/self
+
+        def __eq__(self, other):
+            return self.value == Prime(other).value
+
+        def __bool__(self):
+            return bool(self.value)
+
+        def __str__(self):
+            return str(self.value)
+
+        __repr__ = __str__
+
+    return Prime
diff --git a/research/coupled-provider-independent-audit/custody/5402/OFFLINE-CUSTODY-VERIFICATION.json b/research/coupled-provider-independent-audit/custody/5402/OFFLINE-CUSTODY-VERIFICATION.json
new file mode 100644
index 0000000000..c86899631e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/OFFLINE-CUSTODY-VERIFICATION.json
@@ -0,0 +1,12 @@
+{
+  "status": "PASS_OFFLINE_SOURCE_CUSTODY",
+  "source_pr": 5402,
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "inventory_files_checked": 36,
+  "runtime_files_bound": 16,
+  "source_rows_bound": 8,
+  "all_source_bytes_unchanged": true,
+  "raw_commit_tree_blob_chain_verified": true,
+  "git_invocations": 0,
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/POST-AUTHOR-RUN-HASHES.json b/research/coupled-provider-independent-audit/custody/5402/POST-AUTHOR-RUN-HASHES.json
new file mode 100644
index 0000000000..1c8509ca9b
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/POST-AUTHOR-RUN-HASHES.json
@@ -0,0 +1,109 @@
+{
+  "observed_utc": "2026-10-23T23:13:30.616947+00:00",
+  "timing": "After completed root registered author normal/optimized replay; receipt exit0 read before hashing.",
+  "root_receipt": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-price-plane-20261023T112711Z/runs/provider5402-author-registered/RECEIPT.json",
+  "root_receipt_sha256": "f08ff9410f5b9908ed76ca4191945cb75acd945d23070c1862d141bf28bf364b",
+  "root_receipt_exit_code": 0,
+  "all_repository_runtime_files_match_pinned_capsule": true,
+  "all_capsule_inventory_bytes_unchanged": true,
+  "changed_capsule_files": [],
+  "files": [
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "bytes": 281582,
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "bytes": 10632,
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "bytes": 6824,
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "bytes": 65977,
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "bytes": 9608,
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "bytes": 207673,
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "bytes": 3247,
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/PROOF.md",
+      "bytes": 12418,
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/PROVIDER.json",
+      "bytes": 145658,
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/README.md",
+      "bytes": 4415,
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/SOURCES.json",
+      "bytes": 2056,
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/TASK.json",
+      "bytes": 7119,
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/VERIFY.json",
+      "bytes": 1461,
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/WITNESS.json",
+      "bytes": 5482,
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/WORD.json.gz",
+      "bytes": 94039,
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/verify.py",
+      "bytes": 28568,
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e",
+      "matches_pinned_capsule": true
+    }
+  ],
+  "scientific_execution_by_this_agent": false
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/POST-EXPORT-HASHES.json b/research/coupled-provider-independent-audit/custody/5402/POST-EXPORT-HASHES.json
new file mode 100644
index 0000000000..5604a08718
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/POST-EXPORT-HASHES.json
@@ -0,0 +1,190 @@
+{
+  "capsule_git_free": true,
+  "directory_modes": "0555",
+  "file_modes": "0444",
+  "files": [
+    {
+      "bytes": 281582,
+      "path": "source-capsule/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "source-capsule/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "source-capsule/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "source-capsule/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 3247,
+      "path": "source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543"
+    },
+    {
+      "bytes": 12418,
+      "path": "source-capsule/research/native-rank8-helper-provider/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "path": "source-capsule/research/native-rank8-helper-provider/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "path": "source-capsule/research/native-rank8-helper-provider/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 2056,
+      "path": "source-capsule/research/native-rank8-helper-provider/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 7119,
+      "path": "source-capsule/research/native-rank8-helper-provider/TASK.json",
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3"
+    },
+    {
+      "bytes": 1461,
+      "path": "source-capsule/research/native-rank8-helper-provider/VERIFY.json",
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4"
+    },
+    {
+      "bytes": 5482,
+      "path": "source-capsule/research/native-rank8-helper-provider/WITNESS.json",
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+    },
+    {
+      "bytes": 94039,
+      "path": "source-capsule/research/native-rank8-helper-provider/WORD.json.gz",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 28568,
+      "path": "source-capsule/research/native-rank8-helper-provider/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254"
+    },
+    {
+      "bytes": 317,
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 288,
+      "path": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c"
+    },
+    {
+      "bytes": 963,
+      "path": "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree",
+      "sha256": "826d520986d86ee3129ec43bb9e1e7294c18c2f3e9fffa5e49413f2f242c7f19"
+    },
+    {
+      "bytes": 6799,
+      "path": "git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree",
+      "sha256": "9925ce9ff27d85508b1493dad6f33b38a03350bb6985f17b55f58ecf0966313b"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 389,
+      "path": "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree",
+      "sha256": "47975947d6bd0ead896cdbaf984003a82182765463de059329a7dbbef4d2b474"
+    },
+    {
+      "bytes": 219673,
+      "path": "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+      "sha256": "fad02201d0903771696a5563872fb6b73dd4cf62462dd78db6d829ed6a0d4280"
+    },
+    {
+      "bytes": 1033,
+      "path": "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree",
+      "sha256": "d7defe0d73092f0b62ba6765a1e41b74050e68a15bd2d69eb70b0e1c75c96d2e"
+    },
+    {
+      "bytes": 14144,
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 5495,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "bytes": 77545,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 281582,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    }
+  ],
+  "matches_pre": true,
+  "schema": "readonly-custody-inventory/1",
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/PRE-EXECUTION-HASHES.json b/research/coupled-provider-independent-audit/custody/5402/PRE-EXECUTION-HASHES.json
new file mode 100644
index 0000000000..31b9583f0a
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/PRE-EXECUTION-HASHES.json
@@ -0,0 +1,186 @@
+{
+  "files": [
+    {
+      "bytes": 281582,
+      "path": "source-capsule/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "source-capsule/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "source-capsule/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "source-capsule/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "source-capsule/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 3247,
+      "path": "source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543"
+    },
+    {
+      "bytes": 12418,
+      "path": "source-capsule/research/native-rank8-helper-provider/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "path": "source-capsule/research/native-rank8-helper-provider/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "path": "source-capsule/research/native-rank8-helper-provider/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 2056,
+      "path": "source-capsule/research/native-rank8-helper-provider/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 7119,
+      "path": "source-capsule/research/native-rank8-helper-provider/TASK.json",
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3"
+    },
+    {
+      "bytes": 1461,
+      "path": "source-capsule/research/native-rank8-helper-provider/VERIFY.json",
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4"
+    },
+    {
+      "bytes": 5482,
+      "path": "source-capsule/research/native-rank8-helper-provider/WITNESS.json",
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+    },
+    {
+      "bytes": 94039,
+      "path": "source-capsule/research/native-rank8-helper-provider/WORD.json.gz",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 28568,
+      "path": "source-capsule/research/native-rank8-helper-provider/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254"
+    },
+    {
+      "bytes": 317,
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    {
+      "bytes": 639,
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    {
+      "bytes": 288,
+      "path": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c"
+    },
+    {
+      "bytes": 963,
+      "path": "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree",
+      "sha256": "826d520986d86ee3129ec43bb9e1e7294c18c2f3e9fffa5e49413f2f242c7f19"
+    },
+    {
+      "bytes": 6799,
+      "path": "git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree",
+      "sha256": "9925ce9ff27d85508b1493dad6f33b38a03350bb6985f17b55f58ecf0966313b"
+    },
+    {
+      "bytes": 969,
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    {
+      "bytes": 219618,
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    {
+      "bytes": 389,
+      "path": "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree",
+      "sha256": "47975947d6bd0ead896cdbaf984003a82182765463de059329a7dbbef4d2b474"
+    },
+    {
+      "bytes": 219673,
+      "path": "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+      "sha256": "fad02201d0903771696a5563872fb6b73dd4cf62462dd78db6d829ed6a0d4280"
+    },
+    {
+      "bytes": 1033,
+      "path": "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree",
+      "sha256": "d7defe0d73092f0b62ba6765a1e41b74050e68a15bd2d69eb70b0e1c75c96d2e"
+    },
+    {
+      "bytes": 14144,
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    },
+    {
+      "bytes": 5495,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "bytes": 77545,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "bytes": 281582,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "path": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    }
+  ],
+  "schema": "readonly-custody-inventory/1",
+  "scientific_executions": 0
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/REGISTERED-DRIVER-BINDING.json b/research/coupled-provider-independent-audit/custody/5402/REGISTERED-DRIVER-BINDING.json
new file mode 100644
index 0000000000..b4eda4624e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/REGISTERED-DRIVER-BINDING.json
@@ -0,0 +1,32 @@
+{
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "path": "scripts/research_package.py",
+  "git_blob": "ef9b52c392323362621baf6ee188a26fc5122bf9",
+  "sha256": "8e07ddee4d8e1c70a278538b2758d423a298b96d5d1a18233dc29925696fc96f",
+  "bytes": 50854,
+  "canonical_driver_identical": true,
+  "materialized_driver_identical": true,
+  "origin_tree_chain": [
+    "152eea4bb046c082e37e916d717d1d0d7f035f88",
+    "681ae2e88caef63561bee40bc1a6916cba335f0b"
+  ],
+  "raw_origin_objects": {
+    "3348fccea855082786d5f0fc5558b73d4974e745": {
+      "kind": "commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c",
+      "bytes": 288
+    },
+    "152eea4bb046c082e37e916d717d1d0d7f035f88": {
+      "kind": "tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254",
+      "bytes": 969
+    },
+    "681ae2e88caef63561bee40bc1a6916cba335f0b": {
+      "kind": "tree",
+      "sha256": "ba7a149ebbfda2fc9a82dedb279df0e11a06ffdbbd2bed7b601c20349436d0f5",
+      "bytes": 10059
+    }
+  },
+  "scientific_executions": 0,
+  "note": "Registered metadata/Git provenance driver. Direct git-free source-capsule scientific commands do not invoke it."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json b/research/coupled-provider-independent-audit/custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json
new file mode 100644
index 0000000000..414581b3b1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/REPOSITORY-DURING-AUTHOR-RUN-HASHES.json
@@ -0,0 +1,105 @@
+{
+  "observed_utc": "2026-10-23T23:11:42.112601+00:00",
+  "timing": "Observed after root announced author pair start; not represented as a pre-execution repository inventory.",
+  "pre_capsule_export_inventory_mtime_utc": "2026-10-23T23:10:28.943218+00:00",
+  "post_capsule_export_inventory_mtime_utc": "2026-10-23T23:10:28.953218+00:00",
+  "all_repository_runtime_files_match_pinned_capsule": true,
+  "files": [
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "bytes": 281582,
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "bytes": 10632,
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "bytes": 6824,
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "bytes": 65977,
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "bytes": 9608,
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "bytes": 207673,
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "bytes": 3247,
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/PROOF.md",
+      "bytes": 12418,
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/PROVIDER.json",
+      "bytes": 145658,
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/README.md",
+      "bytes": 4415,
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/SOURCES.json",
+      "bytes": 2056,
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/TASK.json",
+      "bytes": 7119,
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/VERIFY.json",
+      "bytes": 1461,
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/WITNESS.json",
+      "bytes": 5482,
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/WORD.json.gz",
+      "bytes": 94039,
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc",
+      "matches_pinned_capsule": true
+    },
+    {
+      "path": "research/native-rank8-helper-provider/verify.py",
+      "bytes": 28568,
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e",
+      "matches_pinned_capsule": true
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/SOURCE-CUSTODY.json b/research/coupled-provider-independent-audit/custody/5402/SOURCE-CUSTODY.json
new file mode 100644
index 0000000000..8ad6043f62
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/SOURCE-CUSTODY.json
@@ -0,0 +1,705 @@
+{
+  "VERIFY_inputs": [
+    "research/coded-native-caller/NORMALIZERS.json",
+    "research/coded-native-caller/PHYSICAL.md",
+    "research/coded-native-caller/clifford_exact.py",
+    "research/native-center-free-code/CODE.json",
+    "research/native-center-free-code/CODED-PROOF.md",
+    "research/native-center-free-code/SOURCE-WORD.json.gz"
+  ],
+  "all_retained_copies_match": true,
+  "all_source_sha256_and_blob_bindings_match": true,
+  "ancestry": [
+    {
+      "ancestor": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "descendant": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "exit_code": 0,
+      "is_ancestor": true,
+      "stderr": ""
+    },
+    {
+      "ancestor": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+      "descendant": "3348fccea855082786d5f0fc5558b73d4974e745",
+      "exit_code": 0,
+      "is_ancestor": true,
+      "stderr": ""
+    }
+  ],
+  "canonical_at_round": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "declared_base": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "head_metadata": [
+    "3348fccea855082786d5f0fc5558b73d4974e745",
+    "152eea4bb046c082e37e916d717d1d0d7f035f88",
+    "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "1792794639",
+    "Retain all native inputs in an eight-mode coupled helper provider"
+  ],
+  "package": "research/native-rank8-helper-provider",
+  "package_file_count": 10,
+  "raw_git_origin_objects": {
+    "152eea4bb046c082e37e916d717d1d0d7f035f88": {
+      "bytes": 969,
+      "kind": "tree",
+      "path": "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+      "sha256": "78486b65263fe6c4e1b342b9e0cfcbe85bf3e1de1dd62a59fe5e299574298254"
+    },
+    "1ec1119972c9aefe42525172d07b332fcff81cb4": {
+      "bytes": 317,
+      "kind": "commit",
+      "path": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+      "sha256": "8fc74b8fe0be2ef8075db0f654579721bcaf73fa7f1744cb23fe086edc553716"
+    },
+    "258aaa876ecb530c4c173c8e3ef93ccf87c81673": {
+      "bytes": 639,
+      "kind": "tree",
+      "path": "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+      "sha256": "32b88db989aaae9adf124ed59a8f391b8c7cc55175b3f191937c6d422b1e036a"
+    },
+    "3348fccea855082786d5f0fc5558b73d4974e745": {
+      "bytes": 288,
+      "kind": "commit",
+      "path": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+      "sha256": "17eab265ce05136ee66cdae1b9f2bb08e2beb12655dd166dc8955ef4f711150c"
+    },
+    "59dc36f9c275416a68b6a51e5508cbd72cbae10c": {
+      "bytes": 963,
+      "kind": "tree",
+      "path": "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree",
+      "sha256": "826d520986d86ee3129ec43bb9e1e7294c18c2f3e9fffa5e49413f2f242c7f19"
+    },
+    "92bd281a274191242f183544f5ebab24b7f61127": {
+      "bytes": 6799,
+      "kind": "tree",
+      "path": "git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree",
+      "sha256": "9925ce9ff27d85508b1493dad6f33b38a03350bb6985f17b55f58ecf0966313b"
+    },
+    "bfb420045d2bc04dd026b5020aea84d547873ef4": {
+      "bytes": 969,
+      "kind": "tree",
+      "path": "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+      "sha256": "aee24b16e5fb24053b230ed4a9b375251da522404f93402e7deacceeb9289b4c"
+    },
+    "c211d4eb07730865bffd69a35a85a0642acc333d": {
+      "bytes": 219618,
+      "kind": "tree",
+      "path": "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+      "sha256": "dbfd9e35527f18d2342c82bccd407d99d7222e6ebd8f0db4cdb469b05b745d49"
+    },
+    "cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d": {
+      "bytes": 389,
+      "kind": "tree",
+      "path": "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree",
+      "sha256": "47975947d6bd0ead896cdbaf984003a82182765463de059329a7dbbef4d2b474"
+    },
+    "d9ac10b091c7946584b80f8e6066e556199940e9": {
+      "bytes": 219673,
+      "kind": "tree",
+      "path": "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+      "sha256": "fad02201d0903771696a5563872fb6b73dd4cf62462dd78db6d829ed6a0d4280"
+    },
+    "dbd0b5bce46a423481c77655e41915a01abb3d1e": {
+      "bytes": 1033,
+      "kind": "tree",
+      "path": "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree",
+      "sha256": "d7defe0d73092f0b62ba6765a1e41b74050e68a15bd2d69eb70b0e1c75c96d2e"
+    },
+    "e9c70b9927d6e9233633e4e88108f831e7c5c5d9": {
+      "bytes": 14144,
+      "kind": "tree",
+      "path": "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree",
+      "sha256": "22369b51a2b61cb47fb424394c7a9fac4f8ef81a1e29f4e9a6805892dbbba7e9"
+    }
+  },
+  "registered_commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.",
+      "timeout_seconds": 180
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-O",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.",
+      "timeout_seconds": 180
+    }
+  ],
+  "runtime_bytes": 886759,
+  "runtime_file_count": 16,
+  "runtime_files": [
+    {
+      "bytes": 281582,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/NORMALIZERS.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "role": "VERIFY_input",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "bytes": 10632,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/PHYSICAL.md",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "role": "VERIFY_input",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "bytes": 6824,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/clifford_exact.py",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "role": "VERIFY_input",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "bytes": 65977,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/CODE.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "path": "research/native-center-free-code/CODE.json",
+      "role": "VERIFY_input",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "bytes": 9608,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/CODED-PROOF.md",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "role": "VERIFY_input",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "bytes": 207673,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "role": "VERIFY_input",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "bytes": 3247,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "efe3acb566448caeb4a340235bb50234808ff728",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/ATTRIBUTION.md",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/ATTRIBUTION.md",
+      "role": "package",
+      "sha256": "29756f86ebad2a957d8073bea173306f00e7d957828a5bab9f7832faf5815543"
+    },
+    {
+      "bytes": 12418,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "5cbfc4fd02dce926c3d235f1549bdb2035dea088",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/PROOF.md",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/PROOF.md",
+      "role": "package",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "bytes": 145658,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "0afd30ed01202eb6ce62462dcf8bc9164f3b0455",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/PROVIDER.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/PROVIDER.json",
+      "role": "package",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "bytes": 4415,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "92d0d7e523dbf90c67b7244de4c87cc74c0d3b61",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/README.md",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/README.md",
+      "role": "package",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "bytes": 2056,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "dd77397ca519f0c15799b4f90a489af3d6a2cb0f",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/SOURCES.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/SOURCES.json",
+      "role": "package",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "bytes": 7119,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "e82da0445c6ce0aa78023836e851780552767459",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/TASK.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/TASK.json",
+      "role": "package",
+      "sha256": "a8124915e1e04f61630bd241de7f6f567c3256154a37a88f6106b96f7cefa9f3"
+    },
+    {
+      "bytes": 1461,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "6e831dff036fb8e6a96dd4046a4ec6bd14d6c459",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/VERIFY.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/VERIFY.json",
+      "role": "package",
+      "sha256": "e1f5d9792f75d9a6781adad4025c8f3dbab1b73809b83fb188c36cbda1fbe9c4"
+    },
+    {
+      "bytes": 5482,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "19665f9eac2238d709758e0296eb6016e71b2b1a",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/WITNESS.json",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/WITNESS.json",
+      "role": "package",
+      "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591"
+    },
+    {
+      "bytes": 94039,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "f3111b47e89496da8ca0ee45b2e4b258c0634d8e",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/WORD.json.gz",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/WORD.json.gz",
+      "role": "package",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "bytes": 28568,
+      "git_blob_matches_bytes": true,
+      "origin": {
+        "commit": "3348fccea855082786d5f0fc5558b73d4974e745",
+        "commit_object": "git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit",
+        "git_blob": "b62af49c87864ad9337f3964b2515ba53de85d4f",
+        "git_mode": "100644",
+        "path": "research/native-rank8-helper-provider/verify.py",
+        "tree_objects": [
+          "git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree",
+          "git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree",
+          "git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree"
+        ]
+      },
+      "path": "research/native-rank8-helper-provider/verify.py",
+      "role": "package",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e"
+    }
+  ],
+  "schema": "provider-exact-source-custody/1",
+  "scientific_executions": 0,
+  "scope": "Source custody, syntax, declared input closure, and ancestry only; no scientific acceptance.",
+  "source_pr": 5402,
+  "source_rows": [
+    {
+      "actual_sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038",
+      "bytes": 5495,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+        "path": "certificates/selected-result.json",
+        "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+        "git_mode": "100644",
+        "path": "certificates/selected-result.json",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json"
+    },
+    {
+      "actual_sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72",
+      "bytes": 77545,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+        "path": "docs/research/agent-task-catalog.json",
+        "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72",
+        "usage": "provenance"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+        "git_mode": "100644",
+        "path": "docs/research/agent-task-catalog.json",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree",
+          "git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json"
+    },
+    {
+      "actual_sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+      "bytes": 281582,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+        "path": "research/coded-native-caller/NORMALIZERS.json",
+        "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/NORMALIZERS.json",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json"
+    },
+    {
+      "actual_sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+      "bytes": 10632,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+        "path": "research/coded-native-caller/PHYSICAL.md",
+        "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/PHYSICAL.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md"
+    },
+    {
+      "actual_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+      "bytes": 6824,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "path": "research/coded-native-caller/clifford_exact.py",
+        "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+        "git_mode": "100644",
+        "path": "research/coded-native-caller/clifford_exact.py",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py"
+    },
+    {
+      "actual_sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+      "bytes": 65977,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+        "path": "research/native-center-free-code/CODE.json",
+        "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/CODE.json",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json"
+    },
+    {
+      "actual_sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01",
+      "bytes": 9608,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+        "path": "research/native-center-free-code/CODED-PROOF.md",
+        "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/CODED-PROOF.md",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md"
+    },
+    {
+      "actual_sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+      "bytes": 207673,
+      "candidate_source_path_matches": true,
+      "candidate_source_path_present": true,
+      "declared": {
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+        "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+        "usage": "input"
+      },
+      "git_blob_match": true,
+      "origin": {
+        "commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+        "commit_object": "git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit",
+        "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+        "git_mode": "100644",
+        "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+        "tree_objects": [
+          "git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree",
+          "git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree",
+          "git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree"
+        ]
+      },
+      "sha256_match": true,
+      "stored_source": "provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz"
+    }
+  ],
+  "syntax": [
+    {
+      "imports": [
+        "dataclasses"
+      ],
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "string_file_paths": [],
+      "syntax_valid": true
+    },
+    {
+      "imports": [
+        "argparse",
+        "collections",
+        "fractions",
+        "functools",
+        "gzip",
+        "hashlib",
+        "importlib.util",
+        "json",
+        "pathlib",
+        "sys",
+        "time"
+      ],
+      "path": "research/native-rank8-helper-provider/verify.py",
+      "string_file_paths": [
+        "PROVIDER.json",
+        "SOURCES.json",
+        "WITNESS.json",
+        "WORD.json.gz",
+        "research/coded-native-caller/NORMALIZERS.json",
+        "research/coded-native-caller/clifford_exact.py",
+        "research/native-center-free-code/CODE.json",
+        "research/native-center-free-code/SOURCE-WORD.json.gz"
+      ],
+      "syntax_valid": true
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/STATIC-RUNTIME-CLOSURE.json b/research/coupled-provider-independent-audit/custody/5402/STATIC-RUNTIME-CLOSURE.json
new file mode 100644
index 0000000000..f5f32dc1fb
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/STATIC-RUNTIME-CLOSURE.json
@@ -0,0 +1,143 @@
+{
+  "schema": "provider-scoped-static-runtime-closure/1",
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "observed_utc": "2026-10-23T23:12:37.246570+00:00",
+  "status": "PASS_STATIC_SCOPED_SOURCE_CLOSURES",
+  "commands": {
+    "verify.py": {
+      "files": [
+        {
+          "path": "research/coded-native-caller/NORMALIZERS.json",
+          "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+          "bytes": 281582
+        },
+        {
+          "path": "research/coded-native-caller/PHYSICAL.md",
+          "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+          "bytes": 10632
+        },
+        {
+          "path": "research/coded-native-caller/clifford_exact.py",
+          "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+          "bytes": 6824
+        },
+        {
+          "path": "research/native-center-free-code/CODE.json",
+          "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+          "bytes": 65977
+        },
+        {
+          "path": "research/native-center-free-code/CODED-PROOF.md",
+          "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01",
+          "bytes": 9608
+        },
+        {
+          "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+          "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+          "bytes": 207673
+        },
+        {
+          "path": "research/native-rank8-helper-provider/PROVIDER.json",
+          "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65",
+          "bytes": 145658
+        },
+        {
+          "path": "research/native-rank8-helper-provider/SOURCES.json",
+          "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888",
+          "bytes": 2056
+        },
+        {
+          "path": "research/native-rank8-helper-provider/WITNESS.json",
+          "sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+          "bytes": 5482
+        },
+        {
+          "path": "research/native-rank8-helper-provider/WORD.json.gz",
+          "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc",
+          "bytes": 94039
+        },
+        {
+          "path": "research/native-rank8-helper-provider/verify.py",
+          "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e",
+          "bytes": 28568
+        }
+      ],
+      "dynamic_imports": {
+        "rank8_provider_clifford": "research/coded-native-caller/clifford_exact.py"
+      },
+      "imported_evaluator_external_imports": [
+        "dataclasses (stdlib)"
+      ],
+      "provenance_only_source_rows_not_opened_by_authenticate": [
+        "certificates/selected-result.json",
+        "docs/research/agent-task-catalog.json"
+      ],
+      "payload_hashes": {
+        "research/native-rank8-helper-provider/WORD.json.gz": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+        "research/native-center-free-code/SOURCE-WORD.json.gz": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd"
+      },
+      "witness_sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+      "unreachable_write_mode": "--emit absent from both registered argv",
+      "registered_modes": [
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-Werror",
+            "-B",
+            "{package}/verify.py"
+          ],
+          "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.",
+          "timeout_seconds": 180
+        },
+        {
+          "argv": [
+            "{python}",
+            "-I",
+            "-Werror",
+            "-O",
+            "-B",
+            "{package}/verify.py"
+          ],
+          "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.",
+          "timeout_seconds": 180
+        }
+      ],
+      "scientific_execution_here": false
+    }
+  },
+  "all_package_and_declared_inputs_capsule_file_count": 16,
+  "external_VERIFY_inputs": [
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "scientific_runtime_role": "authenticated and read by verify.py"
+    }
+  ],
+  "stdlib_and_interpreter": "Environment dependencies are recorded by root execution evidence, not copied into source capsule. No third-party requirements.",
+  "registered_transport": "scripts/research_package.py validates package metadata and Git provenance, then reads/snapshots package plus declared inputs before command execution. Separate from git-free direct scientific command closure.",
+  "unreachable_tools": [],
+  "source_capsule_readonly": true,
+  "git_free": true,
+  "scientific_executions": 0,
+  "limits": "Static reachability and source-binding audit; no replay was performed and no scientific PASS is inferred."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/152eea4bb046c082e37e916d717d1d0d7f035f88.tree
new file mode 100644
index 0000000000000000000000000000000000000000..9e75613b174cf79340fddd4160476eee3146c1dd
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P9lhAnUNmtD=A{K!hm<wu5U#~b-FLxfqG>3R7@sSG@Ezdv4yTJE*D^=sRP;NyJa
zT+J#_RgUhiej&knxhV|mmWJC(r=I(M^FhyBw;P$yV^@eoLlrrDhB$_J`upi6r=>C6
z;LmPLxOQq)(`iZnL%JN|*PJdm!_@ivg#>vzg@$<gxr2=S7xKwoazoR~ANOrnZhFM}
z{gJ_%&*)11gTS`W^FJDD@kv<c?Wq%!lRNdf<O2fIp-O!`on8HcT^ZEmUeBA~t?kV#
zI63X^$~pPhFUO=nmG~xRr>14*q%ss1v`DSZ+-bG;#U$5+2Y%NdRZk6rs`2v=0UE>*
zdE>!(L#Bt(7iG5?G&iRP%jwojKve`dhB$jboxVU%nJH{%q>9*%9)4rpZy%2w^9_V5
z3vzXI@pT3HZ~FIF6RXe9)J|YK_J5h^iFXVMynawc!TzB^&aT0FS;hHz43{VV5lG8?
zq!HVez|d72+jZvGw*QcLOe`wNOiN5IDQ2iGtP&GexNmb$S4?Re?<$2`g~9buvl2^7
zfU#Jdnpl*a0kT&Ag;%w~#z%Px=lG74M@)GwVR-Z!#JJ>Cka?NOiJ;UoX|INqy5mF@
zeF;;Sudi3DZ2u;x4pEkppIpqK+O?`Z?{qMakGM^r-A|kI?I*;FA<}92MY)MN422T<
zee5|?luhIBzS{39&9nB!(RC07xurQJz=T?ms+(VwnVy-aTa;Q-T9n7|CW3c?iqz$*
zpRfEJ@7}q4v|Vm<3q(g=KFCE%S>Ma!0$=BBx6km5nATseC-N*AB43bLlAHllF=hX+
z$mYK<`=4HY{I$p9@SDU<OZ*`!ic-^3i&FEFfr_5odnmi}kEP4G^6Q&*FCJd2bW!R6
zOc5lM7;df+*f8<<l+>0T{Cx>&Ps1c<I=qA^DNZiREC7aghSZ}MJ?p-iChmK}eQ?>t
zoL$E8+z=H&mjdOD|5P{BzI?Gh+3w>J*F_%>er?ENfykE@6qgjGCgw6c@wH5nj(D^=
R@TWla{DlSAR$Tcf0{~bxgp&XO

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit b/research/coupled-provider-independent-audit/custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
new file mode 100644
index 0000000000..87c53f7af1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/git-objects/1ec1119972c9aefe42525172d07b332fcff81cb4.commit
@@ -0,0 +1,6 @@
+tree bfb420045d2bc04dd026b5020aea84d547873ef4
+parent 7c472563474e60185e6ca101a17622133d047e56
+author Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792786762 -0400
+committer Douglas R. Colkitt <douglas.colkitt@gmail.com> 1792786762 -0400
+
+Admit conditional PR4610 frontier through independent PR5241 audit [skip ci]
diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/258aaa876ecb530c4c173c8e3ef93ccf87c81673.tree
new file mode 100644
index 0000000000000000000000000000000000000000..8b24a7991ecfb62ced4315f45914928b0897102d
GIT binary patch
literal 639
zcmXpsFfcPQQAo_o%P-AKPR&itE78kMVQ|~Bpvc%v<IeGo9EmR;Ex&J(XPjdQRa%;o
z306~ZP&#1AVnLfd+iPcjk-G2aSYa&*Rg;{lTb5dsnU<NHSdy8a2QtyqyJq1Pnfe*$
z_8#ZDy7HDl%;*2MP}O<)d5I}miOE2_brUNxi**xWR<MbxuKx2cFKf#4=Pch8_blw&
z^IaXPsUR^qJ2gc&H@^(*XoQ}i1$!RsQenxqzjxAU?Rm)=FE6}Lh3m;I0_sUFO-cnh
z=_8NvY~BA;B+b-n)?Ye)eAV?^i@f0~i%K#Rb9B=aOVhz>@5ZEa1!|m#v{`Ezy|+$}
z`JC3#WSH8bRNdtK+}zT<%#upoqSWHl#G>R3AfuotKczG|Gbu9%C;_t2LRD)^*}u16
z89BeZo;T)_WYFAM1~sH8H77N(I8`?<za+I7r1p-&vb*0T;$`M7vn<b>ZgSS^JJ(?o
z10Ya<DlKOC6wCYV=F>T1Os8tyI)6zWujw#63^xwL@^eX?AuDpY(>hvbl_<K%pRBT-
z6bUmB;$()G$GK;!Uwf%+X8hzuBgYTJ=SPp;gc?{}l3!2&3_FOi;P{U|c=|-2UtjPS
z-RTm~j_%?zozVr0oRW;9)KuN#lEidS&;XMH*!Q7+@|!c~d0ADg<7)h2vP<nw@mm1t
CBmW2h

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit b/research/coupled-provider-independent-audit/custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit
new file mode 100644
index 0000000000..075b56d7c9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/git-objects/3348fccea855082786d5f0fc5558b73d4974e745.commit
@@ -0,0 +1,6 @@
+tree 152eea4bb046c082e37e916d717d1d0d7f035f88
+parent 1ec1119972c9aefe42525172d07b332fcff81cb4
+author Dillon Amburgey <dillona@dillona.com> 1792794639 -0400
+committer Dillon Amburgey <dillona@dillona.com> 1792794639 -0400
+
+Retain all native inputs in an eight-mode coupled helper provider
diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/59dc36f9c275416a68b6a51e5508cbd72cbae10c.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f2447579ee4f6b006a946787181ea6401255721c
GIT binary patch
literal 963
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkANDA=`&|b3T`XS9@XWltIe&cwig2xb|(lI0?
z$kQn_#M9qTFE@oDKIg*alv67nXD!=ld}s0Xn70!v452EW{asvjJ^fr<16+ZGUx;py
zYnZ2NxL#IqejbBzn0JFr*lexL$!l|i7$5LC%=jdaqz|HqS)AX?@cW9zw~I7Bo{h@C
zvsqnX9g-p!-GCr}e>adb<TWl^w7i+Q*}pmMg3^ueJGZA=Jwj0#?jPh53^r9Sy^3LS
z{M(x+m)E!RUR%Fw_t%`hWseoFz?J)jfE?@L80_H+(ZTR9t--8iO6dB?hqpfHUivk2
z?c-M}Fy%r1!NDj#W8e72w(w+0{aZ7xX^*Vf%RJ0qz|3}y2yk@{adm<CZi9B*?(UMN
z{l(@k0R>YZ7q}ky-wZX?$J5!>FW8kqP44x)`Q6&yyn>U{?yj7ZfBkYy3RH=2Xow>y
z5_FyY{X&BLeV|U=zW#4__;;hbo~ti;exJ3BJ*u-a2dcx*KLltjgHwPk*GvI{>N_p0
zY1}-McW}?kxd~O_ALQxo=?69GtA6PA8qRWVo3@|p53O|DtPwfw9#mbBtD}prD=6I6
zMBGAu9EfmwqIdP^!c#?AoCnurLKOx3hXy&j>Vg6u9`0^8HSae!R<|y-s6M;1B#uq}
znpqx-a;V+?9fzZsw+pGe?Bkkxv_?ieeC3i-sJalxU~fqHHLv?xy}6+vzkX5m4uOV-
zJ0=UP{Gp1%9DO`pz`+A@q*-X*M%8_y0rz-q`*-ilJKE>EaVAWmYmlc~B*eTAnbjwo
zz4`2wrH$2g20yH|{rWW$sw_D_B{e0!EVU>ztx~U`l3_wp#iVb&{>vV(`uyHqed>!>
z1(t82N;C6PQVUXnL|zF<Wp%BHzG}^K>pW$n#c6tJs=Kx*-iE5oODxGOON~#?FG>Ze
zjP2^@N^Uxq;`u#0KYZ`yh6CYu4?<NUEVlEijy6tPrv76`tL@HBcijE2n>zvkpx1A5

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/92bd281a274191242f183544f5ebab24b7f61127.tree
new file mode 100644
index 0000000000000000000000000000000000000000..d979de00ce5ee3cbabc36ca317e18a4adeae5c53
GIT binary patch
literal 6799
zcmai(c|26>AIFL8p&}|<sk9gk8Cz7`M3IWFC52<=7{{#6%vh3?lqNr-MT=6jDI{fS
z5iXTV(uS5>x#d>63PrZc?-^&#m|?otA6_r7*Y|zC&+~o0%jbER6Ny%qmPQbTf^d-t
zm_UbuVLAcgfj`Z{I4q`2lF1sP6R|V*W90;$DaQwPS}k@BGZ#W3AqW#DM8IS&3ng&K
zC=4?>7&UKVz5eHp6*pyH{*2e|Plb~{F1;zFf*~$B6s8cEFgKEg(lC3s)F3Nc<c=Fu
z5_!0+^{HBYL6-(@k8lZO7K4q#91g-_im%NyY5J6=y&IN4ayj<ICAdERkOE^ePSIIp
z8i5R<XtX$S_4yg($3fMe^Ht4v?BvTIC*8@{lq6Uvj4f##QzyE`dTE3G+Y);dmCDXd
zfBF+8Oh<)^7)Y!bgyesxpcbbVDawA|$bZr;h2TOc6&6NU`$|v-rOD<{hm%DqG}$Wl
zkGzg=LWB%4$uOM`aYt@CFUzY%<7^;jlUMxa1%89ZE@7FLMDSw-!b+yGSqPKMk?H<%
z^JQ$np6Ql;M>EPbo_>e)>}TU2W>G-+M}=lEWh;H&#8c@5ZubNG<{8dtkb`tZ1cMEc
z1;@bTqAZE@aL*_s_GWKZPj8Bt(sL%eGgjk8?=L7i6b++TY>y|l#3X$v{b@MuquFUy
zL$Bt`kx#`aIvgc_<QQ|{M*05m;x_sdEyMG_L1mWVnd=xM7>Se$KCP^qc!KXt`s0D$
zUl(qgG<g3LA+jIZ2OWeV7-Sa;F=+$_ivcr*r!v-TReN{3Bco=TVwZw8b-*z3tBwd|
zBZBAwTNvdG;ZPJT%=(H;**c%6HoU6)Ux&78N`sF*aUm+56C|`?mk5*16FRj@^m$mc
zV`J1_gH`Xs^V0n*U7mdW6^t@rlwd(3SS-L|<77ZOQwisG=fq5nD9*}CK#g|RNN2?y
zZjH&zu&4ce*fseM+e3fM@r<;}OzDtBT#c@kY@s(p2Cmu@_$v*Y91c_+z)O`3iibc)
z7zkGwkg2(+-mjU>wLahA3T;?c)N6WYP!D&(3x>fV10V!qAoOT#BW6*rzdzoZzRgi*
zmTb-Kb+ES0jzu^SO{ODc0++>R(OFc9s?O#twC5i5yxx(s;TD(GonCcN*I7tWAgW}i
zS$yQ}9|;A>k$Xipc`yB4-Z{t1G~>1iCrnU11TN@fpreU(9c*=07sj#<wcYLZq!K4A
zaZ9vq*GX88v(XR*tWJ;@C`1Q)67)oj;=wds{puXGW8Q&9I{URXvKJOV6H+jQ(xVBS
zPzXhsRPjD#xxzU<VNI&99qG&T+A--Z{f5<1IK!k2)i{9)@u={K4E)N|Y^nZSexXmb
zDbv*9^_(SEx-+G7QZn$wQMS^qC*GdPo;?Okw=Jl_+lKklVX-Vapc#N{mNO~$ouj6z
znQHkdjhlW&IwX-rwz=6qb{2d}_7Cj6r?6}4-(zSxxk4-iVzP!}PlreLK8w#rmQ0Ih
zyIEEHo<?$~4;+EZLd7XIj52uKQ7!Y$`i4JmtuMOf6c+mZ=e<1BwZU_|MHq)Gh$NUT
z5EDBu<H>4kj|bJe-KcIOy`Rf1a4<b3gIlAZ10sUjBU)IQ6U{9MBwKTglJA+N;jDHl
zH-*MmaCCg(Xtc9je*|T@fMiSHuy`n0IAWMpQx{$v$TwHC^HKR<@k*V*wY6(TGM3gv
z2}b9&-`O_*9TEKPQ*!%*oV%y1WS+#@e~55#mH?5_?SF75(C@&wDW$Pg79rcc@^2@+
zkVJN12NIuV%r+q<Zn(i$uwGsmbNs&1UDlqM5uXN#OqkvU<8eXNzNu-CHukDQ*-Bx9
zIryr196?VVn!REgqCJ0E;$r{&;yI1xJNUYtk%N8j<_HNY#0>@U<On1Ij}D91fc+8w
zMFsuK0t#&EP39`gsa-=i;SG@rg9Zr7OqfyxDi1;_*g2%_yHwcVH_IjKmX;-<tCCV@
zofstag)qqo1qM?U=P=^*-3cji+MUL&B>%7%U8KSb&Ax7<2sVUrfkFcM1JgMedJhfZ
z*F|{5!o^q4uB-~Z?5=w%RfMwX5OBo-E-~X->JM#A>XO&^(lz%$d$%Ljp<nPU#M%yp
z2eu@rON5RO%CuvHW{f<m{I=d)XSw5zKj5GMNa#R}p+RgmggLnph*qub`w+d8tgv^5
z`vJzdmiseC18kHP0-SI}14Q}4)HAu+US))*b&+)kj|Iy-l<WI9jD&ehIyvLZ@wE{L
zRh}ytkh)~!#;Lk}8jYbao5evuKa3_sKy-vMRG-)fe8+duOpk3?*;A(Q&*cdxY3y#2
z;ph*5mdXSl0MQ>_v1&?GdDC8odiy6-i~Z6>^_i_#<$sXEMZdl4HD!C^K_icthegiS
zhg0~~h{0%b<VrVY_>=OhTh}e?(YM?6UBUHm_PzC^DWGU6cu>u#8)dW>&q}y}+__aI
z=a$yL;U9<RmvVc4MPbVmP~WK)c0T;)b8Jm>dgpfxd`b=b@>YThK_P}jtu&|kX3w!G
zQ7oEu{{7f_H=F<5+36!epfHz*N{DCu7~STj#xKs6&CH-F%W$uK;g;j&HKf!CKyibt
z7dx!ie|bJkU!A<|<@_8+ib>kh`??#(2%RvHC{Xy=ToNn%++_rf@w2=G^rH`#L}j(t
ztyu2+N=V?P3uHZ*g5*#vA1c4R+x@sPi;=kScFjp$H2AukI%fnRZXVH?;hy&*Vb`RE
zdd0AP|0{RDx|9*-5n#4LKoMi#AJkCg^D<YizBvA)v6hlrf<>0U4GyrF5G4$hED!)t
z6e0xFY`cpV9Y1jHr>kOg`_x;1KUbc1PYAFf1Qkd@fshf%NU@=4(&*D6tF$FY?_9ZY
z)<^XfF~^*vrBG64@O)PD`IsKX%WR|f?m=ySHz|7kze^#-d|4&St35dQ;qib+puzrr
z^`{E;ZP%m_64Q5lLD_<HjI|j*U$x8IIjVH$D?KWfWF*W@Ba;b~pz_Vj|J0_;vUNMV
zqhfiM$Xt+$0xgUMIP@YZ&Lz*V`^Jk#Cr;ek$G2;zlnt9AT%dMD4bk(g%%}Vs{wc=O
zW0Rt~?>ukZ&AvQr%SAvp9M(8uJMNfLJwwMVS@mb5hvI#YvTAl^BO;ZP65k^EJ+`we
z?lzyjoj_7ks#n}Jp#X0iLoHt9Q_P?C4w;(P$KFi2y34bybQW#V-lte3)t^Mr`dfc~
zi)u++q!Ei&J#)IhIsVEZp8L2bP9($@Pn*t}Y!mL|wI6=S$vXV8!g_VE{W;YUj)o8k
zKW%sWx2a9iQM2mrBRaqA{ASZr_5_CnZC7xs7sPx>Y-5L%;PA-xpT!Q9^DeC3N_>+W
z@7{X91RL~h6bKryBnr%i!7oq>pb3C>Afuc1PVS`gbFJ>0MkagrQpW;0S#un*B3epA
z-pK2Pwl`?<2405#&(mznOHOS9MT7w9A;rr?{qh#tX@1<d%o|pP(aw9$#j1!B4Mjl9
z3qfEy#li;LhT3YswQszFr!&UWP0c(HJun*E8;I|G$eP0o=D=Ku8%c$sl2?G!<9JK&
z+ivF5Lpob0TgD5Sa2`Yvv^z2Z5`WkbCboWYdyx`9>18Wq@$JaW`l`YGap^*E=>7;s
zDup+6N5&rznqp(xQg7?#jjv#DwN@>eSakhWAGUuirr<y#fQq5QGVUo3wr~Wy_JKz;
zZ-rm>X}#ncKm6M)9#?QT;PRNTP~r6E<=<2LI3wvsxh%bbb>g|Eap^gsHP9x4*A>u+
zS@aP%3ZJ*es5|+fbq{~cmU@Su#!g2x<!}n7gC`u&%0MsX(S_I1i#yLRm7D)`WrMfV
zZ%(tVYU}1~3&8EceMQjtL{BB~=^yJSFMe*}lU;f)Fs_2rYD2J)w8bWaMBaAgU3$&;
zRjSEyx^4fY=1G6<gU}Bmh=l@GE)aF%f-tkw@4<VD#-{sfs{RvhJ&+ya=hc7{2o=PK
zzyX!T5zq9(6`a}yOCNZLrFq(gD>l7$Y1fPuAxtU|oZ!9(nitqVP#0KQb^oAMc*m-;
zwm!`9at!?xwfe9vew*ab5H<lDzLGj^TFx}WhQ}YbpKeTEcmC^S19*Fi67FZ15z}ce
zehftC(Fo>L{nWG*v_hKzn6hd#z<|l25EJ1rz|lk?a3r?C<rj;u_(u!`@B_SjEY$VV
z-|nX09nFr?czxA-PV!1;wp+YcRmn^!(Cljsoc3>+P%cF>*e!{P-aQu!Q{vP-R?qVG
zfX<A@{zc=JTu+1a4Qj5ka$IvQa{eOr_^9JWEf!Dk0jz>V=g??QqL5dSR_kS|yl?Q2
z^PEbUe`B;`Y1&XrWx|W@Vy!k8ZRXPzc}~$wvU^GYK?*l(XuLSxA-qGmO84Eq@ZP12
zNhzgqqsfulaOLjM-*4N|uH2(XQx0u7nX|iVP*f|!r$15~GW^cWeC24lx`J-7^Rn*i
z@!m@mtVjF8s9|mRVa#-|ElL*>##-H1Yr1}hI!5OOE_pZ%h)x&Yz9JDW6Fit=2}52Z
zud2F){dZqpNxfOO?{ed5O1-!ztYSiVBi~kiJ#rdoW%l$5JL2}QDViCvsvLF@F?7M3
ztndj;OzveAP8=8JonVt;_S=Q4t5$7XyGg?dXSkrz5d@M+yrO-s1*;O}2BOzYaq-u5
zj^-!vd0G+x3WFOZwuuB=UUHUm;ey&2dj7qyUhDUqbjPoq9PlW_2IY_UV1XJNmT<l^
z`1-9qbsAr<ZZy2*kf}Z+pvY9@L=u!D7-IAf-PA>Lby)6KJ}%#Mb-%~;W_<XMbSowq
zI?igI+^>><gOuIXYa4U(*pimbM}Of{qA4EQwQF-Wx#QOQh~MMZsi>P+HeSP@ML6K;
zl}QD6<)LvS@!GD}vkTsCx6l2a_PqKz@%qQ?YIPb#-cT@=c!GW%%%jsrJQryY<}!$j
zOTDb+=eB+$x+?ApZ$J18P)cZ^mLl!}!qdrpU!vquQv0Px>FY~>L5qc^y{=uGZF-e`
z@uGZFgO&k7tE}+)FDQx7n6&LU|FPs<PDQQm>`AWdt+Sm2*uUTe5n_S=Ou$j#8E&`?
z5ZQn=ZOtafzV@7WZ~h@J;v1)9+kbokZ=zTV+BSq#Y~`()-d9RDo;kMQ*_||9(Wzom
zW7LD@ZdK)&@1K|RmE|4E6}Ftnd;V?iTA@!ccbE{k6AuewwY$YVuf6t;ol*IHi+<Cc
zXH`An%D8bT`0omVGgL)Gx?$v%W3u;ob%k=PpWWMSse%2U-?V-S6*(HkN;%AjmosX^
z5AB7&xY0aQ|61xg)ha>$m%hc0(<$=yXH)sif|ZEgSDwYCn?bRzcyHm3@+)zmfprC3
VBRezYqiV0OY)(ou_0*o4_<yOTY~26=

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/bfb420045d2bc04dd026b5020aea84d547873ef4.tree
new file mode 100644
index 0000000000000000000000000000000000000000..b8ad0c43bedba1338062187789919d67e7874505
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P9lhAnUNmtD=A{K!hm<wu5U#~b-FLxfqG>3R7@sSG@Ezdv4yTJE*D^=sRP;NyJa
zT+J#_RgUhiej&knxhV|mmWJC(r=I(M^FhyBw;P$yV^@eoLlrrDhB$_J`upi6r=>C6
z;LmPLxOQq)(`iZnL%JN|*PJdm!_@ivg#>vzg@$<gxr2=S7xKwoazoR~ANOrnZhFM}
z{gJ_%&*)11gTS`W^FJDD@kv<c?Wq%!lRNdf<O2fIp-O!`on8HcT^ZEmUeBA~t?kV#
zI63X^$~pPhFUO=nmG~xRr>14*q%ss1v`DSZ+-bG;#U$5+2Y%NdRZk6rs`2v=0UE>*
zdE>!(L#Bt(7iG5?G&iRP%jwojKve`dhB$jboxVU%nJH{%q>9*%9)4rpZy%2w^9_V5
z3vzXI@pT3HZ~FIF6RXe9)J|YK_J5h^iFXVMynawc!TzB^&aT0FS;hHz43{VV5lG8?
zq!HVez|d72+jZvGw*QcLOe`wNOiN5IDQ2iGtP&GexNmb$S4?Re?<$2`g~9buvl2^7
zfU#Jdnpl*a0kT&Ag;%w~#z%Px=lG74M@)GwVR-Z!#JJ>Cka?NOiJ;UoX|INqy5mF@
zeF;;Sudi3DZ2u;x4pEkppIpqK+O?`Z?{qMakGM^r-A|kI?I*;FA<}92MY)MN422T<
zee5|?luhIBzS{39&9nB!(RC07xurQJz=T?ms+(VwnVy-aTa;Q-T9n7|CW3c?iqz$*
zpRfEJ@7}q4v|Vm<3q(g=KFCE%S>Ma!0$=BBx6km5nATseC-N*AB43bLlAHllF=hX+
z$mYK<`=4HY{I$p9@SDU<OZ*`!ic-^3i&FEFfr_5odnmi}kEP4G^6Q&*FCJd2bW!R6
zOc5lM7!C<udCgwTk-GnH=HjT<1u0r*jBO!Gij#{n3xMIBA@%4*&$@4>iTj>#A6zyu
zXP0q2H$(-{r9gS(Kh+JjFJG)rw)=R*b<xLzUmLPmAo8UJ#U(|liMb3<d@YltBOYxI
R{3%d9e__G36<7Yr000E0gVF#1

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/c211d4eb07730865bffd69a35a85a0642acc333d.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f799f732a4dccf01bd588bcf5b26a17e3d472531
GIT binary patch
literal 219618
zcma%kc_5Ts`~O{vBBg|o5?aWVb&Mp^hLj>p*&4Gjj2X?0tyJ15X;BnfP*U1ZDT+#>
zB+8O3?UokHLmP_vopUcUL-l@t?;p?GANOajvs~v|KG$^)eLX$0k&*fwAC`bB5b#*u
zK>`LJ$%$Ya$1rF8F7fv3c=t=&*zj8$$4C$SPo1hyF{Y6CK{OhJ&*$<;Odd6WL87r)
z0p5J%%IFmpkAJV-y+u9Z$p;Ch+qN+6$2iP@#2}M6EDnRj;qn5gY!Z{r<?;~c`iX`5
z$Cv7zswJOMS$SbktK}{|A%aN_V6nqU-Xu1c7Q{zlB_2AF$Hq<=(_ZDv8@5et`Qw7_
zq2JOOG%lS1h6R6}kF@Z#>=*9ec0sROx%i<UC-v5Gt6UsnNTM5)27Qh=s%Oet>~xy>
zUgzZq$;XVd?JBc8@vn_YG;TmZ5LhEPXKoOW#N)CVBtC;dC(&u%Ol0!4#^=!!=2mo^
z3RT&*PRaa%)h?b8OK0%}VWbc)&z~Pir7=hWEDkFmC;)L@`rp;iQ@3yAz3D{CYn!&;
znfFBm;xmF791@MnW|MeSIt%;*{6EJZF=J=lJ?bv8bjygBZ^-qEHhpGN#NHT_s7xkY
zV=A4_1N$Qs<dv$Hzpixkl?v+oBU95}-gz4BT#S#-7|e|07vw_~Fi6I<Fd9B9x}iRq
zNkK>-O_t|bB4@aldmf#5Wc1T}VjSr&Kq@DU#AEod_yPu4^=-*Nn^r8FSgQ4I?2Ioj
zd^Wdbblnny7%U%O0m+*s08``fSPULwQ<|jRJ;s+atkWX*lR0To&+N7={Bsi$Re#7P
zO-(;UHjke0*0nA(AXWdllHsjcOT@qCa5-$S1XLcFS6~>fW?OCqZ)=)+-OQ!d?rcBR
zrg^L6LlbdOU=W8U2;wnF+&}@kGmf2G5Ah?1-|Z!-dxZOaEIntnBozlxNL;YOfm9Zu
z{Fo-^9xm(h_Ppu&>)DyQfzfLy4P#pDg@{0XeFNb<_%t4a!9g~huC$+IHB7)*z3f<0
z9qHTGd2bsA1DI3}7e8Q_jK-wo9k-Y-%9ILwWoO66G`I|08YYDBSpk7;MyOB>2ATh%
z$aU}8;oQ=PS;NkMG3X{w+A|%8cr(~6D%7wrHY1D_zyPP8M&g52V<0y3!u+Ox7;ZId
z?5?_!ai65yYRB%vQDB{bCVF$}U~S<h1_`)KCc^c9vsiNYl8}ajzZR6t?VL@zIO+8u
z0FA*B@ECd|J~%tz1W<$MECF&MnZ}<vv1O!rMAMhIp;xxWyeUr^gxV0q;DwP`9453G
z0v4A81P5{Ge55k9*5$Uwx6+<(=Xwk8?2SuVyOK~bIu-0;FtABf4voQPV=zqK{`{57
zBVS}AcN8^jyi^pQEjC;E1(zp8`SQ3NE}QFv9yo8Rfac5M_#kr}j#RLxjO#a8bU;0a
z?J~;ey@cWrBzl4vq3{d<!HBL`P4}~!l@|){hF26<>6=_IwJaNo;IZgna()aN7%&T1
z2yB!E&kVobRC#HBKlX=BLui;>Ylq(4AxM7)kHcVttq$PARY97|w_fzKY?nN-fEwbq
za%JtIO(s)^Km=44n*=ujoC?I`;JU<o$%cqGPtIs)o6pcz9UZrL$oC;E0SB589zzhs
zVIYwsCHExTF1j*sx#>eJlehWO+Xz(x0k#rda9})u1_7M~7KH;Q1x#fymCd4~TYymJ
z*p`)PXe6$Pe|ElTI!6%qJ*4&j{sm;#!{~TBa>XR_J#~qU2~jghZ6DNxFx1Eah2^1k
z8JOrmE*}gAtjME?Bl|8CnLk_q?d#6nlQQ)#eq}!=U;!*XAL<eqCSO412*5h>Si#sR
zuNzsrHe@`Ps<c?I>Ts<sYv=s+-Z&03t=`;FuxG)*&H*F9W6)Uer;vN~)2y@~EGgnC
zebZ__&Rn>Vr7>y{4AXxS74@6QzUdchm$ce@e*GNTGgry8G&B0c>Or3awH2_yIr&r4
z!pO0wZV$|kx%l?B-@>A&8{e15C=Y@LutI@TLVc8g%JX3e_^6vQCL2<a6Pq>kDC437
zJRP{hiZ?!Y@0%`HfP;O2Zjkg$NML3xCWGUHf+!SZ-!A$Q)!k;?iqo&#kY|1gKA9{Q
z0r3GgANq|z;BUYwAql8~Ab5x#e)&p7ypiIlPnt{tX?xhPWpxj51n^}{7K076o({x8
zmFLrZgLuf>MQyJ$TcZ=4kkaKDSN30>QPlZ)D1>iF;`?%WAUqL}cq|_l(7G^0=H0ET
z#+zPSx~=<|oa)?ci|l2t1Q7Tl4%k#U6<_EN7@;&@D#wR`xC<VHn|ml2tzd8d8M$fR
z{qoDxHx2;-?O-zk0;mXejkcRpT>jauYx=I8p4_lN?RMo0{97;q8Y>WLUKk1U@ZMY=
zj~fE*h5F|?2V;M~R=!o&le?#U#k|u~)EoZ-V>37~S^-X%$_WZYXy#3yZA&j1-D~aC
zi_Du_r1!{vg9wGX1AdS<7DHgRf-QJ>T;L%yr?WVhk+-0Dl*XIP>LCaL3#dZ?3#vO`
z0NfCaSqu!Q41K1lF+%PLeLL;4{nS$x>NOiaG22eprS^#Mfm}MU_545<h}lT&K%sY>
zAFO)OcwU72bjRN>e!KDN8V;_`$5Da4RB$lBxn$9UfDINqk@AxJPDa)qO!_Eyv_^kQ
z&8`Nyu@yLo2f_g!6)a;QE0`<5bV3-r^pEd9JlXQ;(TNo2S4-YF6qSD8!zFOQI17NG
zfu0-2mPqJhPDhmW+pnLFYnUp;H{_Z*O&%}yE$|8krY5Ffcr*qpP=NR@-TTqs>!Qz8
za%TJhPg_N+|H*$tKd0yc3`Jjv8Dn*H%1HOSYrL&<6=gP4-8MwVYU3C_m;@<^4gc#4
z)*5P_ft~?bUr*l<$taz?h{qazra-#;2+Osr;b8IY$pkDc0C&E=VZfBpg1i}o6Gy)L
z=fo`fwXNH$SF@`!S1U))_2y3@j6*~10|(VWFefgD#sV%KwSQx0*Sbx<?DJy5>P11l
zk_V3Ne?BP+2MX9!J_swgK!1VmQ3C^k)kZ;lMB{Y&vJCsy1Q+!Y?j5xGn+mN$=MX4v
z05I+#Mi4Xa$c6el^-RhddXMTAbE!z5Zs&VD2s;KHJP8D^G%h&qOe#3EFdjqdC{K@a
z-X6_6a)2^(4Jo49miur&E&)Xl<D!`A0dGYQ<g$QSf+}lbh}f0Xj=3<r^>@s`^_YH@
zWd^AmC)J2!eHm=9ej*r)1HxutkR&9ZFAbme^W5GYd%o}eV4rR1s=G!U=MUC^ibaa3
zD6$D+d2M@g`@9<q|I>D@7O)-9ALgnq6Ni9|1e^>I{E%?N?h{1i(UC2NvVJtS^|xsn
zcB+@}$GNn#rVkLXP`Ech$HDRCkoc@n5)8J%lEP>exs+0O!A7xSZp`HH+i#a&`DJ}Q
z?&Cj!Og7aAxwEikg#Xk6>bfw?_a+YhTO;f3rr`)+!l^#s&_e-S0lII#SlBJ*j@8Py
zP?-Z9m8So?g4cPT;ppcscmBWdi0g92*^%8DW_Mf5e2?*L-r1Z}AV47SArWCT9b`w~
z9K%!$55TJ*S{HvdsLY!DvE^Wv^U6lvFXwrfG;ae^0MJJU-3NRN!aQ^b49R+?21cfI
z<b=6#m~XI#aai?I>kpY0v1Yc+mqHv+#y~0$xDf^hr-9fI7=1=46-L5{!BXw0u^)NI
z?vCo2er(qPf&5}82OLXf!{88GA#@9v0z~Pg>5&OfwdNfTGcn&fF~!_2k9~j0=X3^$
z-GSi%)({->U<MoM%U%5?G3ZsE$vxWjDdSZJq8{ntiIq1Y12x+~FVPqlMuuDD{Sv%h
z#{JAH%aSd~KX%ddJ!k9?K|a(V5TXD*VSq@34I^^>{Bzs)O>n)fwtkCDlEW(Jhqa-&
zW(fsxg4k^6QoTWz$S3KO4Uv=48VMm|I6luiOs;=bQC2Uj?8Og^H<b_e%ZC~$G_xO$
z%%A&%Q_=CgYFfsGZM`8a>^MC6MT1~c2#YT8g;o$QGLkU=<?Rp8YWKXk{&R|LOKo_&
zD)kvL2M{ttkHZas5rx1P_yS*G1CUoYR*owBDZ8@ud1vCCMrxjPwMxKX2<q7A;6N~;
z?L?SbXG^DR%<-ALQRm{Nh3ZzNrR%TY02(lm9O!3;sM(YJV80CucfQtI+^XKyFL7V@
z-F`D10^$WQcxW5p!6gDzWJA`QHy&lTP0|9RQ}QkxT$%8bwEk}hCX8_L<VA!Is~+!J
zUApL0hpt<L^R%mnl!FgE{3{wV23Qm#3|;n3G4RdI8J76qf}T?1PQxE1-nEDRhDGPd
z^#;x*2pv9pK#cVertRWohjh|^FV)*%-u2$<M@E)p9)ZVL8G_wlgYXRG*%Fy&VqMin
z<^1PfwQJ(etcJrY^pgkx2U;fZ8CV%$sj=ANo1w?AS-qPB>Ks<gieIyF`m)Ls_+j^E
zVc%mBF_HLVxf$ZgAsg+~U6s!`*t;%}J=sZVL4o=pF(3-#QEA|y0&NPQ0wWFn1vC+9
z-Aze3tdqW0CfvBEry+ag>24D|WXI(R*PRqXW&0y%o;|!c_3%xf%sEk-MgQ@<=(PcO
zHjIBy2T>xlLc$r*_%C-aG`Ub|TNC?zjlD%OKi}AD(9jql=mS~{7X$bm;ES<<k#}>I
zr^GyF;o<62><ukG-rK#_-W!DTVH@BF1abo)*kXaukvv={(qKVe@zgoociat+9?ji!
zL1hpskjI6&AFw8Tuq1&n-9nzre;;uv`0ZrYJLdlTrWV=XB5vY@3qC0<v;sQJ2=xV4
z0%l%F*;u852c%Owhn+7JTupoT{Oe2dwn386C>tLaNE=yTl4#l@U*y^JtW(bS=SK6m
zC){@1B*&&LgMooyfWqX8%|K&|uFx6@9oKiy4vb&quT>wpX3^?PgU1MTl|c;vUY{lK
zWd^a)iCw;0V61(2&iv&!WPCs0_qmPOz4$&zl+aRu6akzy5V8Zs;3K-WGUuyP%kMl_
zJ3^k_bkzPt^IAN$^%h!xj3%H_0l5Z~0?Yde=Vw3EzSz?nP-tDAE^~XdJsvbc+KJ%C
z1R)?*2P%lMR=A%Uaq(q^V$sBW-4pAFXN<MX8+qFC7ct7AP(F;f=p-%=9<IIf9xSeO
z@^GY%IeT>6L3-h^=GcBQAa+tfj)kYHaKoXE>tuAYx5|vq%yQhNbamv80u!0ocYnaJ
zj1EiYU<3x78)^h7`V=~#9+MAvywi88Y1-Z+(9v5U%erhcT}$*EC}D!e)?hUWa^lVH
z-8R7niI#g+DVwgepJ#l~$q`yTaAJ%w!wL;CDu_lkB74)2B`!-0;%^vOC|#d%a#Z2W
zRBK)bVZq@!!{|H`Hv~))tTLWuBRkv|-nG}e>gh5}Y5C)Q>a~aE&bEt&ho(Lx;Eh>;
zsuAu6A1PnFE`=)B{(5)8s%G2y?^6w)4tq2d#R!F=HnD@qr;?dx7F9i+=bD;WZc!f}
zdL^p{&t*`y5$0H894t&tAbkL{_qOnRW~U!%_-aNkC|8`gp!a^L7oK+skwJkt6DMYg
zk*n`DZ&#}3+g$b<5xeZ1PW-wQrR!pY1QLLq6D|y3Qh*DB_66BcRqEt8-fT^MTYu}X
zR8QBZS@(|r2?X|m4sAXpvp}>C7-u%nH07Y2$5M~4y<{J6a5y+S=|7)<13`na;Ftmj
z>`kTlg9sV~_$(yy+d-tfqv_qn4PHr+&nC1v&5FR&QFMZ$r2v!$7tqcyIzq^yIY+e)
zrX@Un(yS)cWClX07YuPhfL&#yUQs~x2C?l%Ft&ntrXMLepSGXpk;K2ZcD*f~Ejt7P
z5@uh7Id1=ax!qr?<<7rsujEIymvC<T4f&2A6c`AyecTsu7>}o4e7))Ag}lXA(~Q54
z`ZVv6oEQL$q)|`ljkC(!lMAJpo73*a-*0`^E%iy=VWsv95rVEy#v*rMNKq;mrWpE6
ziZ@dBc){JO{o|j%Gbng}k}-J=Q}dJ1r9-BOO$~#ABd+XXd-{8S{Fz&ISIST1?6&&g
zd7e^ZJ)H<u!RY`%)OeC`XUxlPw>bK<@qWhbD_*P4jBGq1(~l?aa7XB12YJwq0Q*h@
zJ4qLs!+XP%u2Mb~PD~C|rcJu=NLQ=hQ|O8Sj)f-`bQaYIjdb9=$Od{eDq@?Ey?vz#
z?V56G(5-7PHjON>dLSvbAS@8H@zBtSsB<8OZM*9ZsXnb*&R{RiemQ;5bNX*ZaRe-C
zP=koPhB$|Oq{4Guo~Hfon3t!Yy#6d>YV;|4teAGw!(cUo1SW_E5g_%XvcvcSL~ah<
zjntuEczDc|^i%uhtMC>aG!aPy1P&+#iIyAYUdSlj+QmPkoM((*@P3nEL~Y-hXm2q?
z59sXxlD?4<68PlI<EouXF*@h0KHqaJzau@fa=6$p6Imt}GzmZs&PP_R`(Q>xj?FuI
zT`~D-|B*Gjzg@lb7YG~FXm}*=AdtKW_{fg>-3ii?%fPyBkJ;It9}+aJutN+K3W#Bp
zcZ4wl4=56Jrl@_@H$jYecdHuZCvt{;SKII3R33AkoLDNt5}p*eMh;AOa36+j9j{n2
zrnc_Jp}n2!Z`sOs_IX6siKEc^nJCPlvV9odz+|Gzu7_|Ec3*b*REmtBUYk>Fd{Ux|
zEUh7i2G-vfH+qCVLb6oc0D79u%9CmOM3J5_Z`76C@jE>)O(c>Apv6q|7XUYl1>M;C
zqM0u&YQaJ1(M>573YCnkBtP2`wU0g_a%^vQh;+2?j&r#<X9$l2K5O7<vB1+Cg#D0g
z2}H)dPpqu>rX=S-OO^;z=a0PWXEITI3cz&2qL~p?H*lV)Y(BDao$LE;>nl$=ZyFJ&
zeK=<2`sPhMaR_8jMdlW46toX~<jKyt$Z*DgH&VI=LLYDQ-Xp!IXZBE7AV@1gE*c70
zXh2CJH%qT($lO~p@WEhYyZm1EWofJJVr~ViA`;=pkX1s9H|P=>8k-n0^bHuuRJDF>
z(|2R%8?c)5&+Zs$|H^o0v)BNHHAz7T7nn2wJYRg|>zHRvvtJk~+4XpwY^b%<dUJau
z&SRkKiWhIu;Q})Q;seAYV}E%3va=S+ol^7PtBvSoM(g3c0)}8<tRAd1K@-h}6}-+m
zy)l~pV?&Hzo~(Bp-nr!3*mxpSgS!XvQji+}jVBqPM<1(9-BQ{w^(`mf(kOVuyGo~K
zva!uDB83DXJX8XEK~Ui!)rZ+FIQM+SH$-E-bKdqmhi<pKPM0k7K7P@>C0Yv~wjqdh
z;XV=sIN(`*1it!uNZa==-nExqY8^`w)~ub8oa?>Fj^H7n&_96aNueOuLM*L|BmByJ
zAO5m>n7^s9lTkZKB+r)uv;;7U&=vqXh!1Mjo<~;byi%!*UwQqc$CxU1(VN${<zfJo
zs4_CqBSC^11n@If|N8Ni<bLj$R9%AS6w`3`@H2Q}3NAXvYr)R}w@l}Tkbs`i&_Dt^
z$wo+xv3cQ-$kTb<J>PYL@4v9?ew~sjCJtmkU@<^C1i5p_#i34E@r|70zR#=soyKXf
z=jLz!Y`kxzm_xuAddPCYz?>mmN|fnFG%EGi&+#ypi2u5KYedQf0p+vdNRdDm2OXif
zxkeXKABjz+-CQ+#(uU#sr8O6u7^O$w*!hZZeukow3N|%;#Bxj4#*^<;vlTQJCsH1V
zOo%a86FWqHC_jj?@9>-=(hn|~L|!}GS-!vhWv0_|rF5OgsUiV*-3)|az$$?93ckG!
z8`=||RhBOFYPBWNWT$T0(7r&-`miB4MHG9XHNgrhOoq1s@_f;EWR7NCUA64IA3qi~
zZ@FOm!$u?y4Uf<=w6I2nrj;P|05LMMslk_f^|M@#od?Y#qq0WdrAAFGL}7!ChG7PX
zvbZ6jC<C&EB`UklEX<rZvSPc}iQ=$!)t?F_79wflDi4+(&uhfvT+R%m_^FCbU3!{d
zE-h2lpRG)NDCP)pJeVP$D5K%o1`?RO)#SvwjIbk?R9UG7GIg?23}F%`z|R^+5DA?P
zAK~w>2>4R^VD|)@jvqC#j@nu8$KXXqsMK6YHVByjye2Lia3sZV1x;;NYv^!|?t>!)
zJM5;5CI}&b_W^_^I5r?_7S2&*E%nJXQzJ6cG5l<3--Ns~Q(vhbk$+-ptyJ%g_kEzE
z#r^N#)&<Re6V;df)4W$S-aX(F=U*?s=!=-&|HE<X86kUREnQES&MZ9gz(#kpf#mC$
zo);XkA@c;jTr3hp!%Uo#;UkK5Uv4Z*KbqySr)5UeEQb;Ax$+Vs80Z%O6$c|j6JU~z
z$VMc1_VH2z1!2E9yvVTenuh-K`BJgNXWdWkJA#w$aB@Hl$Vt&03@`?;EQgHW9(FfJ
ztJ)!{F6VP%@8Kw|h5Lm}6AIt~>mbY%VMPzI$__cICS`r?ch)G0n{xe~=Z+;Si46~&
zGyuW*b{xq9VN>6o;o3hJ-Sx=kTS@-z*u~Z@ke)9NLoIj^hlLWoxN$}vksI9I%$ZKM
zWz(jFKDJ&|ZM}HRAdr9stPrYRCc+XF`)g9#@-d6Pw@mPv^K`NLDBYL|r^G;L9Vw6t
z_;sQMB!8hvTBAmvNu`29bXhoa-uYHi&JX~Y5)(uwFmXcSxz<yHChRWBb~<mF^&?XC
zVfQAn$O?1x(1Y_CpqT~sBp?sV%tk$;jPT{vG*8y~q)e8oiS!o}0OJU_Xg&-;j0#{K
z02Vcn5|gqJkA=^=7f86MTKJiEp3eMeFOK3eSs>d-bq8bR#@4t$-PB+cxXFHE9YQe*
zjasxq%xZ6-;O1I*Hefh_HW6XA&Xh_wF+vJ=zAqb?W3ODTpz5a^g;;8Kv=hWIP@xT=
zmI1<tKST7#cN$fhpPGvHQ#A@Mx!-?e=fV~X_kg~F&M>UM15*D;Fsa7e*Sj);YhjZd
z)s;LxrM_#HXm04|&<+D@1M)l`1J=wCD=&+{i&958zv2$PAK4U>S{|cOB!(ekNoa=A
z@(XS_?v8tQ=EXO^-ksU<a~(gr)ZJG+bx#b&0NoE9u=oNlNH(Cog2%$`vqBLgd5x|b
z?c?Vp@*Ugz3z%X~S1i>4HVxec9>Y6`1(@ud3$JFh+jmGF3hxas`=R_n(8?+l7ZwDV
zX?-ITWRF&X?E~irO0*MGwBP@JuB&soG+g|<V6=C@5LB8$<bXL9JwxPt(87IzFIL*h
z#`gK<94w#qcHrq<F%;T%hOtL@;(<&lD}Iphc7FdX$>PSQG}#-qd&UkEM})vS95)0_
z>Yw+9Y>i((@uPo9{O~c1Sz050UB?^lpz#3JYoKdbF+b2Zj1QY&5YrcXcB>Q@llLuY
zJ<z{gU1PlW&dY;;p2r1UgG9&%y82vrarY$im7}j+n>6cbM2SYv`(C~X0Sft0DRDjv
z3z*Q;U`RIB(?@iSV-|m3({@(V_DsOhD^>eWcP<hmRrnx}2HY_W(E<O!hldK)2_*OY
zw<ny?iAlM=J2N94yT48S;v{Ae_>2Hp05H%8bRC>1JPZ^j#S}?iv;4dE!-CjyZqrM@
z|K1OC9p5SzIYF8Z$Py}bKp+V3FnM2#{InhEwyG9A_a<8!E*QV;(Q;$4IpRA+)PYf>
zD&h6kVCu0YD`QVk?%$QMv$`^Diukf%CkHDJ!raIJ*(QC=YEILDmgey4c#ZGB-7a6B
zb5l$P4gehipavEs$|m&@yDga;Ba#!mCXtVphRof;G*8%BAO-{#NF%Y#9V;!sjO9hj
zoA;9kz85~LUo_^Ei_h4@ALj>(;RK+ph<SV5*#k=nPf}mAd5D}2!^mcx>lw3ij0tx)
ztvM+U<I?=W`KAT&c(64Jr*y0`l-IQ^b#G3pc$awMcv|e;tWFmZNJtNeLIlxXALHh9
z|71QWo+!gPV;CB|B<iMPx)>CVR{`?|$tlcbgAM_3{1My#LMo1BeD1sc;l(t2=C$+l
z4ce$faYDn1MqRjVcceV;-aB=(8)wna%Vx`TDb5w{6=FchBm*^Jf?b2o15F=6?<x%L
zg^eWkisu<4-DKq?rCqD7hdt1l+BI*}|M-bP*&!d<zP(9yzY8~SRbqXwspWO+wR@3m
z;%Hcu2j>Bn{)C<!x%nO0EwTJu7spy}GevvOevN}w-hTlJ5Bkcery#(ZY)=cUwVLlf
zv7YbJDwY|ejs!h)fU*JGgWM!F22>?=elL-WPzb+r#XWE>NzCSkfTACCT!4fG#|>x>
zRFnr6b0rkBlODZ%6%_K>Y8t1=P>C)Y5vEjF-zyQ0AlVaxw@5BFlltcUZEk)JJAY4Z
zZl4GONJn9dB(eI2p+?BT#O2Zfi!OQA9&s!zr0h(gdR2`6-zX!1iU?fpk~BhQ32*pb
zog#&kA0OM!u=?L90ha`mKce&X9WvqJ6t8M-+9ZbHi(%ZQ<A*jm{Lddi%KaX`y}2*9
z)?>pXpDQiZGmf9uzbZuN;T9e(k8P1(HucT8pQoiyZeFib{zg|?B6o-IO9KN#Be3zH
zDU&aNrwxl0l*6_Ubl1;q(_LnA;6RD;g3+>w+h7Qc3_x-RyNU=Kf{a`h{=vVjMn5uP
zU(vkTcR2@0%d7{ZFd4#v4YHy=L0++=KGpqQ%gtqXl3q{eS#=8$#uQVbN&?~v@6P0r
zjZIN2tY?h)&T8^0jc|^rj~cTj#>c1GFnz2jt$}b*PzGuQY<^%MiRcG0H9#KpEoHA7
zC9yb6-K5RgZA{umj_>C|Vworj0DF32w;zuS+8JRag}GXNGLo*nM~~BAtGVU_>#L!1
zqJl>951+w5fD$A`Q?PbQgX{PkN3INP3}I(CB?tX9ye~S0aGX9HS%E+sKy(;}n4fe!
zdGmMwXAMrfQ-EULq=~9sq6iv(EX<UE|Az@CQe0;FW8|>QdoGkPwvMiNP?GXkTXxWB
zfC*&<5*-!cBgZb;^VM*c{GA)LI|nQDqwFFEj~(}2gmQ`(j=-9){g@`G)J?qmK4DH}
z*XRsog}q002MGffjm7b1@O(f_jIoq@WMr?A%-(9FQ<r6Vp8Fi1j#bEe7~(YuB_7YA
zd>`_C*4OZ0)3_Jm%*w#V&X1Q5UF;C~2DlD`UCHf75u+zB?ej17cvm`V+v<WR3+q}2
zNx<^}j0wSZ(!>B!K2aL-=77wMVe5iU?+u>5<Z$O&!i|Gg9e=!~4CKOi4?l9l<b40{
zPcxeK#5{|#topv@=J}C_aXAoR2s*g9{v-zI=L6MQSOn#Petn8vn2wp&`{z^@+R|jp
zS1E@oyI&0g;cJctwBo&QVMh((+q;`}m!;>CO;25&+;07fST`um2v~27+yr416W$O2
z!4V6zRX0^B?Rs~ib<LQvv%zsjRZX8MrZKocE-<fPW9TeC%7Ng$x=_6l4bSkiDkar3
z^jHgzdRlF4e{RVo5^o%Z7ZG7=3ZT*Z3UcfZmK0lly!7M&-*xQv8=5qtLPrp-FxCcr
z-WVZ)EHD`H(fji^sfxU{5)U{WqqCzQO%o0aV`d2eXr~9}1-<pa2V|iDnf=19{rbS2
zJ*F)CNB`yBX!ud$P(2h&X9NQ38M9%|KN2?>gpIg7aLqYWHp1|W!iHr8H-mOtLbCw*
z93Ta70w6#^$eN$p$7xcQu6VKQZe!WK%`@{eei0I2e<nb{^Z`T$h}HL(P6eMLf0tMV
zJU&;tDeGnQ$tgoV#bZAo9u@S+Q~CbzIDkb%ZI`LH0h6I`Xo#pWw*6jrv$(<j$I82l
zjC&fQBldhEeh1`+u>9&vWiz3FrlSgs+>0&_&<gR-yO6kjV$0^FshcTp3A+!oNr*rT
z%h>TSKwNFx=N6ncEeQFTf9x_ndu=R##)Kgf#J)E~-YA{D=yuI7W8mXNYS5?TGYVvV
zf?I;W57xj3cAtaD9pwms0>ZYQtVhRF_CN1(xKVlIZU2|?qqfD+iM$X;p$s=5b79j4
z4RE?hO7M=;iFu|;ZCA`Jr@e{mIDWs8;OB4%h?&vuV6lZWHbi`07;c%mW6k^7SsyAl
zkFnqKFs9Q;Y(j98AOYsf1ucBYna(>&mjev7@7PV&D_ir+vMaH<4gZ)2`3_v4u}Pds
zef9HX7wMQ%C@pfaWv)N{(sm;F1ycqQtT$>BAP0d=FxWdeo8%uGaeUbh^=q-y?&sy+
zCVm+G7KHynG%#1#pu)6JRu*X16nuNKdf`0T{U%3mSe+$4=7Jg>*82)C9RM!{Q#v3D
zt^u;xks4>bBcb2t+qD_@Ptcj|``U;MDg+iH*(}h(AnZ>DT7q4SA+txVl>VjZC3_)u
zb2opX=XTF5GfW;0-1OlK+eXn27mQTjK6-phUUrH=D|5+em8~v)RBCGf-ylTHhwdRC
z*?ou1Q`*s*7JbKN*{-TX{!X)8LWHnE7b#FNd?d!a=dHP%H1esNzOPww<Fs9h<PsqO
zukaD=M`-S&J94(f(dt!#JQv^Cs9Txis2zcLw-T5Oyhs9*V9=NalT_l;2BZhUc~)uD
zHdS!1L1vv#jgj%ax?FEYc7{-v2r6uh!C{9+%Lcq1m2hX*$3*MgNJjF6jOGs_7|5M~
zr-oh1fDphZHTS@jCjJ-IGxawM_qS(hkFyTAz!xHX*j&(Qhf<a>lm$iy)Vx7ROBw!P
zcjwo#o#o`Tw@1b*va~1c!+9kzv7sRG+S#@zoKCmKccItIuG*g|w@y&&Vd4xR1cJZ=
zwNhY%fF>b3vj(huPFNPVhI@O;vzEOwFX^KQhX##4I4^j84TQlYx~ZWF!`R3ep-Rqm
zH+<4~XX&~<n~Q^;4>8;3sS0r@i6TJnV~Mm0F}xjcVEiXW<iyr7<ZISZ&7ZzX)ruf6
zi{rz@3h(d3)b7>rDQnt%Kb<~6z4@Sh@sCM%RjPP-9?V6!%pf=bt_}J{ypf32HoS7j
zutt|_FV5Fje~Kh0-I(4gCJNu35VUs{%nDnIsZL&TwYR2po=IQ+?a86`5%E_dgqj3c
zQ|REmVS@~o9SidaM)+*oO->t{UX?!0HET0>m5utShRXtXR6tb}W^lreW6*#J421yv
z1|M10Fn1EGGU>?a_4EmcC6m@`eDlW3x<FgG9Q2|P_C0#H0a-OJquI9ch5}3T`*m7J
z?P>2(SH=>O0PTS;0%Vs!f=D!o8yF%p*pK6moe!OoyCbXn)W;D0iEkx62vlGo+}<Fx
zcq}k6BKaE|8zBxm9J`mEt~z$a{)B0^WyI1A{@q&#0f1V->RHI3iY-OvwndduLimM(
z+Vf);(gKRePPlUf?Nd+;X2dXI$jkgQax+_M(pG3~S!5wUZTd%*r-b^THi`~9@pwdM
z3|iU%9maelq$@oADC<_FbNQ5sr825zzbbqaiJ|d;?qKa`LT5-6&9d2@cMR4fcdcpI
zK5@sPbCy?D9~y_lu){_I+l1zm&>COlyR6a=Q%Q4fa6Be8FQu?=j7RL?uR$Rem=;(E
zMBB&_d969|@BQ3q<E8H$51TVz>CMk{yefbnW|&+sV68_0?!*BetL(;;Aj=yj5ALr^
zcPG)zcBOcD<6J8N07nSu3F;(Zl7UElzTsd!8!_j&k&D8nt9;=$Mw5v_!NMSj`oV1~
zLOH>WJwQ_+!(Lr<PLSV`zu0wZTYZ7<z0u<**$P3Bhy@l6+}{BI0xAQ|6$4aiVapBZ
zbwgyLSwUH+ZueW;Oy1eMQ~&ejC(=W)fL+D>(5%?|>dvXh$0m**eLNzLTWqF!<H?|p
zaYmoGq6<Bw^o@DxDjVL&HHUcYle|({vbgjJP6@%V3k(hfLxHdlUerW{^luqAb^gR1
zevewZ%nsa2tDbP71P_PMPz_E2%o{}3C_O+&xDLrSlY0&v^_83Gex;3n^7HDKg`#o6
zt`y>Xydw&%bU+Iu{s(LEMLQ33fvI%Lxvl3y@sNO!fd>VsmBY-G<L5l(BN>z5Z+g1=
zrB0{bj(dx<aEcxeA+g8+_*1}HV6{Tzdx=Ehau24$Lyad47mBTHtF10h#}2{-fB>Fw
z_iz2~ubkYI-(Fi^{%+=goI}zSc|2+#1i?BBfX<<v;i&p3f4?&}Y9MRV@+%e!Td!#?
zELVJYMQkB}03zH0dIyXg79v;e_qpsRb8qA?pQ~Gcm8tgxIGVj1grb2)QLu>Mt{c4N
zh3Jk{>%ViiB|AaM=5(CqJ+0wOJ(CB2&*H&*z(Q+?iJ3LEsXEome)dmKLEK5V_PnoU
zF?dLcPYdn$=QDW0=&g%~H@kw;B|?uD)_yOQQrjixeem#}!BV*Fpa2dyJXj|TqPk-F
z>~Yyu=hT-xk2$mDL#yJ-G&~{{{yy9nw4DIo9LY`o%gK%AArZT2!Ra&4QH)-n7`&nI
zh6Z$xXooFy*L1B(Idi4X&wSSPL9Kqed*2DSM7*a77Xo|y!6E@W4R{f3;<YnBnr=O$
zx+6;cwA}@X7v!1!;dmn)j$wd`3EFy3T<ZX(Fi9uQE)Ngu?G5X1-H>TFPT8SmfOC{M
z2oHy`b`5x&6LQj~WCKG${HE`1PE>r$w{j|co_2|Iw;@MOQ)<xK!PXjZi5M^R5%Q5a
zCqu4Y+$uS1!L}1xD&!P92d5moyiN!Ot{bfep}rKK-}PrFPwY-Tt?P7Pkwz)WqUEJd
zJ5I6TC^Q<OGr)B}h7o9@NW5XP|Izh$Khmghg~M-bu4%H*^$Z%FFW^JrtvD8k!^Q7a
zj`JfYN33tj2&&60+o)igldkP^e-H*Q%@Z6dB3ImIJik`X?V0mq|D`_{9r|_dM&uv>
zerF0W%J9ZNA6cWjHs#pd*R%GNlXdk|UUF;OhTRwhz<Mp9Hv}q*QL~~>XcvPri<?`@
zyEk;tE;*8E;ZQ!1bn0(tkr75M7^331zUKE<n^wz<zm8;HzSv56cT9UQPIw=k2?8O|
zP=&sGU?J0Ka^hS>@PDfV{j4jJ9e<AaGFUsX3a<EAF`#n5O6N)QojPCC9xz+>#^hwq
zkLl+I$pb~tFjyi7=bc6c#2M((3}AtlnWtvuoz?f`njTH6zhqWrF-`kJJYLzxHyL!p
z0%u92w_=ehs+a~8JwtC3M0)zhpgD)=5)yYFZM;Qy_LN8nT`@>J#@=G1hZ+ua0A%yP
zl0d`b#yZdBlw9$8b2#@vpzNrd-LkiE8XX^lI9kju;)~W<nA~G$Q@wJE*^>PQER8)1
z@224S7Xio0HU5}}quB!}-hg98);BiNH%4Za)LmPzxiP9B_IM~+Q|I^dt>5t^dhic`
z=nNDLNZ6gO`zhO^b#F=ub{1QxT#Jhz!8V?lKX}SO5Dew8{s|ba!`^kok0tpcSMi72
z)rOU4+8nksG7(EW=@SzMaRh=W=Pl>BIFrtPV(y!F{?^fH&zhwiKOY(*kU?dF$i^F_
z-%nrX)UzMRr(WyHCJU<0CqJ&)RW|5jp~B(;@rEF9WgKqC{b#>A?Z&qo-RT(hIyBX$
zv1NoLNgSyMU3vf@PKB*$fU$)A$RtL9Hv_E^BKD~{<W$>TrLG&>2G-OBI0kxAh>VE=
zE@pvv81M|lT_!+Z!l{NKrKPXVMz)^lS7Zg+=;*CDE;ro^r*vqHP<>O72!peQnr&#Y
zOO8pY)J3?+yyZ{d5PFP}^u1zg2{BIiH5e7qt^#x(cMJhLhSfZ1*&E~PJ!17(p7F#m
z`6Ob~&{#@zl?2Te_!z~Ey#4w;j_vG1qQp3#n8@Q~zwU^_`%kbC4BcmZS-^81;2{G4
z&VuS!{n9zU2Sy%ztku<^I#5N#(^$}k5qVorgfh?4BQ*?b4%APT8`apgxPu7sfc6-W
z{9ym+ljDV%NdZ#ntCXu3`!_Yo+e9C7z-NknBqH3ie#KC(&XCyT<;rgQ6?Sv@$J*IA
zpNJ*D7{f)PqpdO^qeea*UN(G>-p%%@-f^d9ceQxuPy2C^_-O{XwGESDDjo7#CL0Fj
z3wszVVii8eEx41P_HoCvZ_Ehy;O_*G1wwzU_Z7Xt3<516DbP*v`Tlsp-CyZaqe{tj
zQa4y7&&2`Q{cnr}tMF3D9@S>y+i9?BUgt04Rp)z)2xsgIe;f-BfgXawA>J;Fd1TWR
zKS@cy$!FG1jY;a^(XAgJyo9r7;6^Y2Vksx21Q~%yl=siMd%mCXub;79C#^e2;eI)t
zh{@59`M_L&>*0X1LAj>nd}i9k-c!`M0{X8<x!DJtDa$OxCjfXCZ`fFZ8WxHkV!1P5
zHfeLtv~{sRM>_m>#Y=`96;FKs$6FE@orhH2LdHbaxygIXtLC3_TiUutHgCb-FfevC
z0L_e4KQ5285i2~)Ie7QHFbt~tN-<!skbHi*F>I;h->?|3js^aPJI`G6x_0HPUCa^I
z7p<(9^HsD*{Tt&0m^aX*AJ>wQ;$~Q|W$j)$!#C^+Y~6uJ1PH{3L2%8mM2^a%At68S
z>fGw4D<+h#w#r(%YDPyg^8zk`_!u3K0SSIRvdMKpUtM*lGLJeuwqWDRP2?PN{A*CV
z0{j_HA%Vykwk$#u4pQW^W9INjTaMLnJ#}VOi`{wMdjrYyg{Z$E3=oRq3fhwl<w(oR
z$p@v6t-SVdeWhS10?&ES+j&?$!N34%D4b{OtGLs7pJcF+!`!b{UXMl+n(0pr4lDEk
zhY8wNeoV5RAuW67@}use$eN8uH|%N4Y7+`VnO1%nN8k$xCtQRPvNJF#_QCp!satZ?
zx6C{DVTF&|w1+|n(OMM*E3Hh>WQ)PT6AnDby_(+&DH~HaE$aT<x88H}*@r}K?GN%?
z&?yM7(ZW^3wm$XnvQLp7MK|Y24Rdu^*m&3~EBTpF44>u0!5?J8)eBo|1LRiElv%w=
znOBW&rE@dO+|}gNn}`(7pA=+70;wy!DFSb^5S?j;NJw&E*JsJORUeF$mhZgOt@bO0
zC}z^YopWGhMHUGJCjlTZ_u(MsJ+n+QTWqS_1{_b)tM^i$el*s{2M9qZy&^CKMu5X)
zfu|hM$8*q8g0^UVBsKR?(g=@3IW4Oe_KuDS>?>RFfZ#~c`UqM&#M1vfLxYf$Uuw2y
zx6R+5bhAow<jkL8gdkW-5%~mY4^gfkDjwj`7)ZuZ+YM~h%IBXRyN72kM!u|nD7{D=
zi?yYIj8^0u<!G1Ju{*QJnCMKuxMD*5>jKXeK7$~z&5A)nE7&l327O*UB&F!ymPo_6
z-%;^?bqPHmz8u&`aTf!DTS$1A1}BGnO8Pkbni~?7I5qqjZ+FbZibuq~B|s@Nff@kj
zgBrwU!TVL<=?vs<+0_q03u2D1TeEGE>91FB&!$Ka0Tl5)T4Us)x7)Eh!eW6SVy3cD
zA@gbJmFX8!&CKo|4OH0W)If|5mnSsTVmLm+3bR_;bGhAj!f4g;w9!^;zfFjZ8Ulo+
zvp~$$W7k}v?L(?;oxL77-7Ik!T`eX5Janw9;OF+CKyW`1G#ZFqu%3K(mWi**DCfMw
z?dkQ&GU>JB3QYbA;xRz07E)3lpC92)>e|^!?r1G~9Nz3!dtCTA40T9G6lB`ijiX#j
zZ!X-iT9wy(^>Kd7o6m$FWCOYY5Mgk&h2<11bku*E=+@=w)o9c3#W85@J5O$1ArJp$
zE|m=uO&I>c+B-;VF~^p#Z!@v@cvwqOUvBbzB=J>*tinP90gE;uFoNW(FiUb!@GF@n
zQT^TC*ku-l6=K?5xE(Lpz^q94J$6A7GYI_0je3Ti=lqu>Ww!2+^<gG>Tb&UXLFgjz
z>DV=f{o4<u=WCG*hvzb?e#nRAetmiBgE#=URoD$35b0Bp-1KI%OH*crM|~a}Hh<GD
zspy-{c&h?7Dxx}qk#o>IBBASdHCn95-^%kCwu1GwAlu2k7cV1W5IlK9`xSUd<I|k{
zW<M*VZ4ZK-nw1q&RBoA15g!tEa}4$xfRjux^`o{8c)a$Ro85DhO7h^TtuNWpxKbR%
zL)-8M-L>23e)L$Z+U5lM!)CQDS^L+XcQ?HEH;AyDf^rRzomA+_nGwI164g2T^@LNy
zx;D5(j0zATVPiPRk8uVFP<d=*QEsf<-v34)z2O_J9vEk1Y`-Ail>jin^-&rO+VNsJ
zwvoSUw#qu!DSefml*Mq@dTe1k+Iu*G@CDBxfX}g#0Bq<3Y6I!Qw#)YxxE1X)DG$3j
zRZ$T8=z9I@nL{vW2_LWoXww7-a_^wr2dd$8Bwb2jgT@jgi!~}PGtJ+8ty;S14&kx5
zzMQ{gj>!164y(S%KZ-H%<;u^by;Rk<Ga(pVE_}-e57z<H1f_zvI`j<<kZJ2Q-`2g~
zcUX-{k$yEz@p`fBO8f#j`j!a#ND9_~3%dHijU;$O4)1j4H-!%WQEqxwz&cqQmA5^3
zK<kMqF+K1MNeH+y1Z_Kf9|CmDf!8UpQ}-cx`Es?Hx(u(XkMEv4y30OVKay}k@bwY`
z1`Ia1A_wGA^bylWJ>P<H&lU0|ExvszU$sBT!@o%=3DR1Sc|x5J!r+D(IZ&NbT2Hvx
z?C`9ryAgf$4)JLK7&$nm=)}O$;fs9fb@K)E1ykK!FO}*hG>v#)``UQRVIc~pWmG^0
zf~q48KCMCo@6cZvQH>3d9?1*t>CfaQdhieb4x5r5^ixBb;L@<94xTDd!wE($5bW#Y
zBb_%NuPmQAW4(WW_Y5*++v)#0_7d4KfdT#sB=vxchJs8Djg9q~rc8t~Q%dRS?$3L5
z60f$rpO+KZwN}Y~&`@FChw{DHrEXZ1KrD<cOrj-q4f`agT^R6N{cd%7-=o1Guz*4a
zlFslJAg^VstAEHJRZo4|)akS8Cy!pNPte5J0O7+Zup<KGgJ=y%_~IgR@4n`*ceX3j
z$`wOxgHQi<GD)0Gkdb0g?6`<|E~ND5rG!P^Z2=c@YnmH6H8Q?!j%yW-5_Gbo?`?n=
zFZA_{z+;8zt9DB+KODa1Yjo2(UduC5G|$!i*A4DJFs7zB=H2`@l>?Wohi!gh{Oo~E
zht0N~6GHxqF*O7cG%DthI&1Qx7mW}8>s+*L_n8p}c17E({thuFAf>*gW`*k?1_rS8
zm2?cUq$jQF?EgCi+&93aC~cHRmMq=6uIKs2#Z#J3tXMIFNo2%e;jjgu!3ZC4Ol0s(
z5{9z+_1kA;=YpdllU{qO|2W>1?^)h5R1nm8vOckBQ4eOnre!b8(Ol5<)3)WY>x`Po
zMA1wrM`#B1^@!nxpZnUHUy3X*eJ#=8KB{@GS#ICyp@PI=1n!%)qWLp}ZOr*A=H+xv
zxpiXqqy(ZA^cQg=c}v~xT%;9_OtshHziVysa8fkmX#HEBfpDB1=}{@eWMU)^ej292
z=uZs08M=aqy#6B3P>8z~CA~|p{#ZR#b>`yaa6P-)wT?tp@Gm$p5_|&!+%z9mpWNFM
zYFyoU+gQu#=vz60eEJK{ScnU~ntt<6=j5p2$JBm$PCI8FdUm&%)xow~w4P)kt|zR1
z#DR(Cohx!bR`2I-RlVGS5Y)wA<e3O@c5G!C&GJjsH~O2#H$PjKHPv_KgMY6lMTk>Q
z*XfN>IM074aq^+ls>N})hZj5l8)quS`7c~Zp-0<{@-1oBqxD~!W#paw?|m0--;THE
zFE1ip*jg{Su1K1%D|4u8-I{-j12AG69#vfa{#(_&w_EkpjjIRy?AP!X6I{Zd%VHo>
zGb9x;&5%E6TUN+&t%@_zX;}B4Fsvg^op2irMB{WHw&UFE7)zN0XWLg-B&V*jys$?Y
zaQ=xCsacdW^K59%mTsrunSzl|?ky`ikb%Dk0m-f*+ioCIv%<|$)8@3QS!^_ui8w2_
z=HV`;M&-ZPMWkkJvn*vU9=bfUI9juEp2VZ4nPYzwtl3}WiPY@%>jhQ8AzC%J_q4nv
z750ZO`SnrvpYlZ0`|s#;i!!wb_c`q~KdQ5|u5_5Jq5Tsknw{G3umik@J^L(MWxAgX
zj7$?;A9>)PFwx|uZT@bj%Gf<UoH25rPm%S_Ly6{T|AdL=rgy&Dxt&)%H`y~)dF!pn
z3o?zzi7L#WYa%*99=FN1*S0On+Qs+kJ^h$NGW&5a`k&H72k6TWWhMTo&G|;X)pC&<
zb-y2-tH}N*Omu#xx?iliA)%LfCH-<q$wr>P6LT0*+7u2Fd$!rw&=9vp?w^8prp{So
zZ>N$~U7+)Y)7BeSKU5Tsp-^y)%jSU<6XUY%&rXq8H>dBYt*z97KMnv|HU)Qzu_yKj
z9~ZJDiEm_|u`n}{BR9K<OAGj3vF{IQ_~UoLX%n!Y7wQV9lMWS5<Jon6Qfob$boEW$
zzhS2E`UD875&3%O11m`a#m5gfW#(M<J+)D`N%LPY6C=VsK8q+y?%z`QV$8>zFLd_y
z1tpJIy5*lJVT@oNbL_g-{`u2&%C>f&T-<eUap#G+f1%*>dDsY(3ip547;e7KY6ClY
z_XEWMQkN^y_afRcd_7Es%Q3%CC70^T(DtaVc+zU8Ynqd*FnOpftjdS-Gw6#wn7nZF
zca#G!Tj$lMZ4bZI7kzI(w}Sl#625bYhVaJ1*|`g-XPFrzGBq<jZ9n@t78yr;AQ)=l
zIQ@-GiT(0k%FL6PeeLGbg#*Qtb1&6|ZoRW(s2C0xJQhmm2eJ0+>_3#uYIdA*;Oozw
z8DD8z#@p@{3<Ux%hAS{2R`AHPHHyoYl=@5^IBer(7#HcgV28pV2%Z6WR}v3?Y68!G
zvwwZ7Is3@rqm7c$N*4^z{rSDIAu*z6?*xySl%Uv+53HuWsvUjp(7rjsoQyEOfjm)g
z)!FscTC;J*lkFxCC-}F!AfqeQMEL}6tikuDWPCh%YW881t>&L~F}ht|ou}TawR61m
z(D49*0CXS<U#q0)#!!vhs2ekS1+$aYD2CxHm(Lgqf#n?0gOlikv+#;Nv1*&9$>vo~
z_HcJ=3xD<a)(Vy2j-o67$4_v;gFd1ki0VIiFlR*H+h}sqWXa!K&h7iEFz|o;fB^9M
zbkQ#;c;~MaOwxH!pVjU4#d%xNo5r3$yy4(k2-WNK2qm5FGu+iliE>d}l>5?BZlC`n
zhDXUB!eDt(Pjn~ojBEU#jCOsS8UHQ)e%AOuMhlxk2`w4%NdI~6IjOSrFZQHce4We{
ziY^2j3H2R)Jruv!4mmmWoubLX?{|eS5g1EcyO|L5AYzeBdKvzD0qUkv4AF&!Z~mR(
z{R*ewJ8`CK8;scZ@WNcXq)2g7gF?_AE}|n1>A3oJO#C(5=BY2NLNdAqWYvp4lY}#Y
z{YoS%Yy?1=U+gj+ruI8R5)W>DcXsRo-ATWcx84t47VZ1?UpPp3p`^YkVq%#T+_vnO
zY?5_E`=Y={{rqzq?FPe8wgWaq4{8pDaASRBqJNCumxfT*nX0!74w=f$%N;%c$zV8k
zhaRU|u%U)5_Bt|fx9`h}Ei+thlsR1ca(Kp<!61~s!<G;osEIx@TXl(iud^jhFKkny
zlBK?nQOw1wgF)D11O$JE%%dI&(@%d}o_JL))GMO4cir=|vV#GjrUmFG^o~D97*_Re
z8L9GCf66K4U&EV^Z;EQ(8P)R_$RDFKL>^`it6y>b*TfxtTt~{xAd20Ox@m)v_zIv{
zKsmr_KL>k_>b9-1p}O9&UQKny#I?PYS1Tk8jsA+oUfYD1Y0z~<SB6YRuEi%#uS~40
zbqZR%=S0!NZk<f|^1*m;XEF#YBa0(V5o?yVcBbA8jnSX3KR$G5-fy{C+ImBf;2m<B
zFXZN7<D>v-S*x*Rb<?E7^R@C_7LQ%J(XP)H`6~kBli@RwkoQ{cMB<hGxA@o5x*FH|
zqLP-~ciJ`n2TXK76?q^h)z+}?Fk|(?id~MY_SYo};@=HMg4Z1AbkHt^y?$LBSlAnx
zku}?Mr1!754V5nA?T(2e7tr_$&kd@~;PLUG09dUN>*h<XIRE3c9QAn{&u49G@Xosq
z6*Jd~go(h!Q=jNIm>7d}p<&869|egI^;1q)U#U27tmfe&aU4)HSXIMcfd!A$gKD$3
z!|POzOtS2<x3AV7sq_50-5IGKi~-dHtS1E2g+XmXT5cWNuKV-Okq#M0!pDYd*48WE
z5C?>kj7{`WDoY>SMKeU640H?Z{OwB)RygeZ)(N8ENICjHzXu!42US(@Ry^$1pdbT?
z>sa-#Y{@K*+oyYXnlJrWZ6YFUz%mXJ#?VLl1#*JJGOLa%9|@6tHG0Rp(skGN{!<u}
zj2J}km{|ORv&mw0?0v>pn^c*;CHw#Ry`MgkH>!2*EahH`$F~=ZN$pqC3b#*N^Y8Bi
zDG1do!uY@Cw~crgE^h4FGWx&sjBTO}b?5}pzy=;rc+HJ$V1x`D%UjzR<ZDX)HCraT
zm-hCUyzJ6{iW5UaIuEmP6tg)Ux#WG?@(!=_b?!bMel<Tu6siABK5}5~7#GebzIORI
zj@<s!YN=CbXNBY`Y}p>P<WQzJa<3tDuZ{MV+fC=LRc(zd=>2cac!&QvOd1k6`Ob%;
z(=R-~$=KwvU+q5fE=^IC@eh^4(??FuyB_?u2(gp2k6JOWPwnRB$`K+4?vL-$B@`{f
zrO^YQs9y$H?yBGSL>SX*%DSys{~90SG<-%UD|#lkbkXx(epY^-gVkjr3oM#H=;C4+
zF%heR`xm#C$shb~5V+Fag{zyRUDfsHFJm9mkoWJLsYVJLc^SKAmTu3i*uAoInwU=|
zmKOh-f@CK2X?}`$-#>5ki|^?Y>g!#Kf~5ZZao<3O5n22%ELg7zl9yYzVjEdGYpvIB
z%l%r?+P?pQA)~Lkm<?yoeDaztX!R*ryL@4Bi6}@FE-Mfb0G?Bsaq7R^v`WkQa~UJU
zVv@GETv(a7`ma9>KBggNiX*!2Re#%ks5&uVQp(5A<y~jJ|N8X?ePmLv`rMiCeOsy(
zm3DV~O`3ULZl;*~CKd(^V}lWr$w&#?%F8gMI6SX;QZgN|=9YgS#Rg-<R^?vFy!P)}
z+Vs@MXVRgL*?T8-{Cx~$WYTci?*}Wa{Noa5ywGQApT6?UeZimKf^>z&p&+lx)%jDE
zovL5GH+YO>Kl^y`aiy?0AyN|T$s|}I2hS)06R(fFl`<YnIl1TPXh|jgb8fbQ+;d$K
ze+n6lLq2(T7L-iX=m>bsH1%u#G3icbswkI5HwjpEw00o=uy>1N|EwCr?&AD%Eei9C
z#AwSgqNrCKgp7;N;Vyr?=IvcurKBpQD{|X14-E1Eq4-THScw%ryt3Cia$39E?=^DA
z$TD`)w^kgA+9Ap((Vxefs6lH8xH<)Ul!=!>al_PjG12VZ)f%HMJ_RNjJq^dhYYvHW
z3$Y)---o~-_*ieXv#if;lkMFDIzPAd6`b=N&*~k#eyCVO&=v>kqo6_oFVMplS!DIA
zCXX}r^jPb8d|LyS+clLn$G#3h4!z|F?uTK$Hr8h>E@%oex@EoA?JcNCOrFpjBcgK9
zv4ZFgB$@E3Zmi2g)Sh6hN2W57`5&V8p0c;wCbfMYvUd0i3#-KV_k*PqR|!C~7VPrJ
z0zqYp<@wF>1H*Q!l*U?AYi7uF<cftk@La$qLZDjsTP;Yb=e^lA-?L6ICw0BJjBtWd
zt~ZNnBiKlN!P_NROO=2W412E`NY|w66E1n4`d+|txwpVbMkY}IZ1a%Of%gQ&ZWbBn
zA;Xt{RhRVEb^NyZ^KmI>`Q$fpu1$Yn@V{t*Us^$)@0`ecDrH|3(R;Wic;xEcb&`{Z
zuA{K6274eA{4p_3`Um@nU79bJj%(bpZ(l+;_rwrA0rz@|J{k1sx(VjvNmRR07ZXn|
zdr~@cjO`&WM)4mbgWX=xK``N)<UO1Gthwe2$)neqI?5QoeDtKu^1~kpToJLZ8f5X6
z-3j(BCsaZ_O#DB-P29YvX!e*tA>e%zaC-?nIWfFs+}cBoFXs+Nomi%6*}puWD>-q<
z=UAT#+N+C})#ywU@G!}K$2sdxyG%G-{Nv8^*YbzHAI_G_`wI|sguwPV79IS#Gc2W|
zAU*zlmDkj=Xdt}jL<UH17W|Nw8v;d}1MtPeFR9@N?Qkn%INpAPpUU#lCex)?UCFRG
z;4~C0q@Lm5vk3|StzhWwg&gf?uP2zluTQ(z`_)e`N9u9KPZ5WP=^$4Gg?SS3*Lqx*
zOSB)zy5zsQa^CV1-+sHoDw?QX^am1jH({HI%w3kNq-(lV$=L8-&;ed`je39HsDBR@
zYxi({zn7Y9nfvP~{mUnA(^`pJ@kS?xV!%PcTA1;qNzA++zddOWoomUBus&5bF8b2*
z4M7z_{|6kYn6%`}O}fMkMp*VoCxazF@=jeGs+eFgh^J-nhZrwvv`VBEUPybY+CF+f
zyV&jJD*shO1&M(;43M<&{E_sWoMZtv+eSIS@bQYC{(EQZV*l7b(0qWtvX5Kj7TZdV
z_u*-J>)&OVtA;IDvRN?9e5fP<fseny>tvwChs9tbtFyHq4r@?c7STJxd+*lqKF+KV
zgCQvN#RbeAK$D7ISlW8Z*epRtW~~4B#XDl=7b~6{Ybat&(XA%#jbfdmfD?i_9LPE0
z;Q+6>z6@Kdkglw}ay!|Dv?XHLiON%sT7%_+w|24qiU9EU4ZzELAYBFT9|4mNTA(cR
zCC@Gzr7}X=krVSQV*Px1i|_Y`poyn*K`SZH1N5&S;O%#&#&jxjrbW;HXVS34^9w0I
z?>Id^5MR|F{*PZkd&q<j{*P3N2x{KkK1|7U`Q>oO5xmdAl_DMyn>qS-0`Ut~0tPrA
z=wHPFc_Pul)vkWr&E`qRC|&m>)2-!uE`7GCOBy1a8w9UE0>y=Y)&)~zzIc>)6Zx8M
zX>GevPI_YM&ssTCxwK(x|37{L89SRzKcbSlT_NMemQ9k;^plI1d;SeKG#<&y9rkJZ
zy{vm-D^Hj`+WzeB)aE#^f8mg*mm~A+w!fc~FgdcNNJ{?0vY*di4*3{+K3LSO2i3w*
z54rlQMi4#L*Wl&e1@mXVpsbpy`;+L{1ZN9+OuR!>_?qHo?v7^xn!^r$x}y`lwsb0U
z?Z&r5WMQ|?z_U7d8)g_{J1qWp$|^m#`JbbE65{;W^(F0N2ak`yfE$#6Wr2eOovVv=
z(gfKXTO@i7OfLA0$aW7kd?zCA(7}np;61`76{T6b8eSh-dE=$_o(1g^1-5xZjwAs<
zZ=Qm_(AjDdh2IMH{w&qjTmIB1TOoJvu$6xw88n`tj|1oY4NQ>WSur0y1Pu+<1(7ma
z4+k|)Sa<)$U!mw-UZRf`xikKJxl#6urc`r|<+a|*)~z-{BHkLG6!;4!q2RSCl)W^q
zkgd*+w_Q{`_n_kjUq$uW=&T_g4Sn<ov>g)f1|er}{<yH>Wr?ff?uN>Wg0TK4*Y!jV
z3z!J>g%;5B0WP<J%f)cLK~J_|!=$tmP93vPdGuv{T=Og}Qvbpb_5f@3K-;y1Z!#YG
z)N|>9kum3^-Mg``JPd*Vn>=*UQE6E75x9wm-Pxj1^^9mV<o1W<j^m#sT6&&~JQ-eh
z-So47IV4fVFKC0>0=xw*dSw%L+$M;k!<`%z?+)k5Y5Ol$J{h@Uso~ZkM+Mxa2d!P8
zu?U(bI9U@anU0XH8#g&WnmK<%oJU;aq7x0NRpW*nP3(TMn9Id9(*Qv>pO<^DUe@B>
z@v>cN8P(<IoM^Sddyl=u%O?JAE5XJhpBK*z+4u0(8^zOmkIO~Jr5#x~Ye*c32Nu8_
z3#fz0TjcpAt6e4&%qmn@6&L8Q*1G@tLx;=|sql3QoPNRxjo$KaX(uCGr20Fy7c)*P
zXa|^1av6*PPi&z5OxR5|VMD*n=LreJpSann{CfZBKg#M&oy#W=2`+r$bL(6<Q7*Wm
zi!Cn7qk}`nKzz=gk<aNV>~zT6+#vnMsOot7aFfA;S>SKcfMzy6;ID8`0pjHA0q0xI
zKllWftz-7A(tAm9=@KUnp+Um<V&cv*xPL8dRg^I--#PoM<kXvGxh)6xhM$t6W~&Sq
ziDB^t5(`hpIGuku+I&NtLtcvf(r~@Tac?hW{~L+q$audl+}3?M-i1XgK2tHLE>}Hg
z$mf9+;_uTD(frwC753}x4rx`LN!#n4UMO9iVV(FVNcaRjs(XlkW84htNUQ5}yIx(9
zOk+IJOV!c&6NGk`Ay<p<9*w(NX=-epU^MSp>;|t<`)UV&i&9?LdBU0@ui5$CVBbGH
zJ-hAPrI-^ZVqbl2Z2t@7Ur`;&?eXc##%-=wVy50--QZN4S2S;k_dq3z!;!KvWqW*N
zX6=2J9e-B-eWL!;ix)-h0jP2E2k&8mTm!sz0Kyk+v|yJJh1jcSN@kn(OFb=52}$~0
zysjxZbnsZ&2FBo7NCRUdTu1O&0JArAKz9bsnCY=9NIm!gV!6xGLNKzpPj}~#pFn%K
z(XM2o0d`Jx<6ctq^cAmjN1YvgZPX&FZ2iDs5DZvgZ2<rCikOk0AgjK3pLN~)QR$T2
z16|GO5?3#Ilk<lF(QEd4MilW#<5)p`CDrUMb8BYXwDo;2I|>t4Jp2a?G3L}e%-uSc
z_vz?*M*2eEw7iC{V}JV=Mi=;1Q8BGoecqf?5T?vb`?64ddSs%;FO9w-*)MiEPlQHR
z-+yv^l1-HBN82Q&w3h;&yie>9whx1#<cCm~QU78DUi{HIwZ&<_0#(cNGdVHfU~ky8
z&o73UY7v}_^C%EZqtMAnoyBd$v1UQ5pB00y`MdMTz~}w0LnaIU2rYVt6Fe7yy9Z-L
zD_@DLpnf#E<gj{*QgOcW{Mh+J*Ar{#gzccfOF(%B6vV$uL*{JQCADr3+hy&IVPBeS
z?+q#rgpxo8Ct#6+IKUmkUR3yyApR!}<`m3Lp5#Ss&O0S>dfCZ*7n{#hmJJyx#KLt&
zwy~eaItHqq^UJs)vwNbw`Bm0yu>u)1c&HrWF->8@OZ6s`$==2YeZst@K?`JFhfg&a
zeL8rlc^|tYcCaiCY+40RZV(n4yRdcV2US*aRYg&WoJLi_(_wVCChs96FCI~2w;<4~
z;6TZV+l=V0(2S`dSr3<Pe{as6H0{I64gXCzsp~0!YOCAe5nu)&n8ko;kg$M;?D}Ya
z$>PwaRN3(_3Z1?*KR9>v%l{+n%j2o)zW+}}$<Q1{k|B|K9-2s{ga#=}3fDa58cPYG
zlFU&`GK(Ih2qhIVB|@mAGNd#LP0DZWGh7#azQ5;>>h-+#`|f@A*=Oyw-fJ3<bAeD3
zJf#FC#!Vr{HwHZyS+~^i+X!V_8pO}z&-j}h{Au|Fu%aTP^gHxYv#_UQ4~l08Hui6r
zac41oxm9Gdx(jE#<pdB>DTC3H6tvL0TO7a2zF_kime}vG+N<)<#^+zJO$5OK03kr9
za#8o$EnTzhLu7=S@dN3H(yO*fO_?)6#vv67ju})j!qse?2zcSu(ad&OQ|!Lu$9L?z
zU%ot^G}~$7M0k8UnP|(jmD1bq^YncF?*mOnm0R)Fsz!~yGqWc_QPeFiPRXn&CG7Yz
z4vjFqIhEZKbBc#QI^R{l*f4<za6zTdP!$#MgE1&cEc%CkYE<Wk&x@}=&B?SCYL%ir
zo1kFgsRUGV3KX(J4+t_HlPO;8vD-MR;Ox7@Bd!<cZgbt;)iPnBu8?+2UFpnn@p|;z
zzm|pz#gbO_e2oi9dl?t%JMoP(Lovs#&t#U+mX*YhT--c3u=>Bdr#<~9PKD=g<5wX(
zBw^`bZxp1T@X6Mi#`Eb_-MCLHxxYu6<)1h*xdJ^Z9a9;e7y4%O{v!^IXWE^DLn8}U
zJfHMn&W_HgW}O2~MV|S=%%)^5qkUy}@n$iT7fi!SKS<nWa_1rm03Y2L6w`kUp$3oI
zLbBZVne_)|u2+65H9?V}I!Z#_cT^INy2&^?y%cTVv8`2|v#ZWk-!(bt<I}C<pNt4-
zp}18bOHo&bnnjJt9qz#n+X}m~vcg3)7uv*4P&>!NpesDeSO&>ZktWBh+2LIE!AWa~
zd)?2=+6FhbjGvGo$)UCj!FLb>6q~bSQPE(IM(WmgUh`)5w*NUF@A=<k9BP3H<ta)1
zip+7t^5$5aVTpOyle<PoH0eIetKSQzQ^j{kix$l(4}yrSC4?lIiURP?7>C*8na2hc
zw<i5nYwTRBRra`8dxEQkfI@*IaIO=3i_o&lDk=(A%CeZ3pqu1^?Flt?cYC<^x4WvC
z-IJ1@yl#l_!xPK!n?}J3TC|GTuthdyu$|Y~(4qfiro)W<T}d*Naf-y6;iTf51$E<r
z(u+B`(2&JRC5yJ-rLZzYZ^AW$)~iJH2d0lxGK%}_%i8DqZZMy&u~&S*b=Lc|jT7wN
zaZv2=^Jlc2MFUTg*U&q42F%h|hx;)FE1)xq#w!D}jBElZ7>)MD%3MwjQ!ZY+{1WS1
zfh9Q^3x8Lai_h%PouHx+NK|r|ZV#0}@ls0W#5F7jg#s<HThm12y|k1E=YFlqNmFh6
z{F?iH{p9UYW=5JTDwxU2saRn~OF2yv%9MR$vrq43&wa6;`#GE4WULCxnE;j_%0MRE
zU&ncQj`goYv-^HOGT1)d{<#RxzW~IYMs>%gW8Izp8OeHH5#9+um%Q9kZP94SRy-M}
z3daT|kwE4+)r|Yxu!J3Jr1;8$-R6(wQ+#TL4TB~STxf$-rQkADAzvltb6P@;mw#GH
zhiB>QuH~k?dV=yB{xumMJp%RA+{c`|5+Vg7!Lv+Hv&f&#^t~?r;Ly&78UKV*+AM=g
z#AYPDN~|B@@D5oo_RZT_%b&MP%;f)s;`cXsZ2-N7Dc`k!^80B3Yh5_|yrvP&eRC7v
zOpqkRqf&c=o>>XIHf8a(9kZ-CPGZl4F3d=JD^^`P{r@+uGIp!&6l;@~viST*=U#Ng
zDQx!3DEIyUp;WO|?@XGS{bj6bzv%G>yDtqY4UM1RKAF5iHOx@DIix7&-GVZkjDSd)
zf!DQ5u1_E_CZXhHQ7;dS^JAWV^UhnR*>#>>E3>?v`Sw!e=Ks$sp;{ZhuR!W*9{VMJ
zbj$gmJw_E_9v5bO|Gm$gDar=_DnX}Zlt{#A8?A2EEnR5a_$BXDsQyuz(%)U)6J~?c
z2^pDYj&P|_sq?Kr+kCTk2vzSjS&dD@43DcX{xjjeL5b6lJ&oF7kflONz5{i)sI(Hf
z6LQI@-qXur&pz>oRtjg=IZm9EgcC}xyc(9fE{4tH*C*}`qQ*{VTBGcPy7Nv>z<~FW
zYUstRR1Vs&FGzUf<h{Il-M#YRt5xz-(vv14i7-KMAVE10ygVGXH$Z7#QCn7lH$6zV
zF1cyLZQldc<55t4AIMYW0K_x=ka$xyhYn=Qs=ex=7sNX|DnfZ<u9&BAvfXH%fV6<G
z5bg^Ur$A(vLvah(m;RK+$CY(?<$i4~VIMX6Pb@fWU(E!hr8OQe$RLk60_M%OnIigh
z_rlv>;|At^|Gk>3*Gs68&|C`gf#E%%?%23QmdE9&g{7H=nJUI+P$d*|Oa8RpoVCx?
zFV&i}UX=`(Fe3q{lzgVHnM!6Vs@UCE{TYGJgX`8Cs&F>XuHS&E=e(cr1CX1JR4LR$
z7MnKf@g@GP*5-{-1H%QTVKvWe0&o0t_&COD#qrMRW`jKq6_MfTXA@Plew~e1n1FIb
zVOfquhaX}~p^aRa%(@Df<|4B{ar#%MU1aYNRx_LcBWfEGi~?Cl3cW`Q1z9z$a#wk>
zeekOtA9x-LU9PtEJJb1U0yTiDu|tb_%FjVmdmESkuZZzK=f0L9T>D_#gL`%bmOQ_l
zeCZ!2EW*thFBk~Xsi-6*FdV23DR#;%f95NTpo?CE{X?;ay8rFlad*N;Libc8wD)oM
zc(9_|=*UrPp8JlcivxI*a$axxJVAFH!(r>=58M&C?O3+NCD*}h>Fw^edna@ztj-hY
zG=}l4pn?s5@Lb$hwB`Ggo%Yo_Q72M_&MQpdNZp_mtEGpTg*)!e1o{ws`RLSQWzDOq
zR~|gYcR%{%^G`u-F0;<t#EhQ}L7gn!fz?HQd7%ai6k4NW#SZPQr-Xm9b2mM&i67M-
z^j-XIf~tXV6R+Q?EuMyUc6%<Q3K{QKNUJu`D=s-Vc{XqiA(k9(^Tsr#svyrL#g4Fd
zrrELz!%p%sISnQg=v*`<;n9ZEO@y2wb4E9TZEJPdoL4=pZJ+e3-<gXojGb_q;y~or
z#!nCGGYOCAsX5wGdj02u-986qijAE7sBk7{*W|^*rh=jf0lcUr4(7^|kf&o>v)cHx
zrDDbz3H7^$tFBMLpgtW$3nRRKuFfBa#<eLu$)W>tJ~bQdmoKor68Aq4<6K=@8zKc}
zv#2<*B!y->%o1FF=orVW|AoW$oPOZMT`-ia@Yx32n$?ohD|u;xsp|&)m{5`~bRj~E
zqhp;hQfpRa?iyNXKWp#obdTLT1`pkw@cRH^s(?i(%4*o+>-G8hNk4e*R;7!7-x2N`
zyy4;m?i|fUaJ*i?0+RC?OY6q<<Y89y8#&8r{VPkKEoxdcc|LNm--(C|eqTTBI_2Hr
z!#4P3<~F}M6Iezx2T^g0j(id%E=T|D&*?R6=jP-{(q&hsF4rkdnmTzBCi3kMH*Gmh
zzSb|OOYLW=?bR7avj-+<;0*eba6{l;7bLIbm9ZzB54bp7T)GyrUHxHS?Db&*ht9-T
zOZY*V`m_S4)y(^+l6B*k8BG^f1uYL!eQG+RY=Zvf=Irc9Mgvio02$%%PF~w`dE+mx
z6+2ceUSaBV`&-mk;Rz3j*JvfSpR%qn(K&&7FYcdf7n9Pgwb(51U(4C`6C$`!gfeki
zAx9Z_iM%o4{@c<%vmS3t3lz9CZ%B0!ZQVtof6axoDkW^=!QjGs%eXcres`kx3+o&+
z`02iM!f5yap|?1QZ@fM|aou3El3l&B8<bqm=$%xsi)vyKOk&wT8Aq~UW8P%^G%71u
zSb}lGlkk#tmrPWnkk|E=Rn9UI%MMvjaB{eVq6a4ilMmOvxk_Hs!Guq<eDkcBh7|dx
zhvO$h`GQn2Y-cAYBJ~@+Zv}|>&i&lw)S1zzCe`X=d#WU(?3$>?cr>HjFXMv3H%AWZ
z+8G-(nEZB~%{##@_kPb{Q@(j(f^73bqy$q;1UhJRtWQw+!hYFp`#+|8JNIny_5AqF
zX#!UUxXI;%6yz`qbNd?~+<O*jEEJYt{VDu4@Z3_5@rwl{vlk*k?72siv8Y%=pLL&k
zK%eqWV~z!r0J#5^u+ivP)r(I4#?O&T%XAj~*8V^f`5O}SZW3aA1d=t&*6%wXxS6R&
z3#vKo;V=Epv#@g<1SOiGzDUs8!+|=8Gwp(dHx(O5Z{WVMQj|+xE~Hm%+87AM;h>i5
zL@j8P*+!fV70fMRrb6Sx#a5SN`;Xn!YWI3p*<&<@19cg{`N=*B&?3QgF8j^k%7HDy
zO-4CT@**|SXEl>054D+brIS!rrGQAY#J(4Q(2lbDzVv$VEq&tyrk7<>9z;_!K*=8>
zM}eS@QAh)d=J)!sKD2R-@N|w#bN{@XdoIAj(&H@yLY_CISi!zQSsF&@;-KKQ7jacs
zU}cl()%R}Gt|*y#icEx=OF2VG6S%D5x`M0)%!fz$<E%Ay+U6hchV4+dIn$J~kU{)V
zM;rX<P`d|iVH+rQhd&?Tu{>U)`BI@-{fWsg*2=Fn<(X?@k{MqAF)RdqBR&&e82XDq
zF1++6`uzMt?nB2$^Ijd|Z|pXnZ834BsL~spK2%PU(i}A#RZ>37$E-B3oSAy)f#-%d
zuK6?nFBns$13K36`JFBHD>0cx@vKfli{E^{<HZU80z<V45LUSA03<`X#v?^*akWj~
zzp~w#<JWgDZkpAXNhn03A-f&%1sG3<{MVy@o$8x-w>Y_22<}>b?AN-92u1`Cs-i))
zUpbm$SAC+mB}`p-5$9W>a!gUWyk#;F(S#(cq_M1|qM^`uX|TGuo#Dg1m-%-ub)EzO
z_8L-}&@03O-hHneGJSH(`IqRYD{aU9OimtJIB7f)rAd<A;4!Atu~sF`&|fJZd0L#>
z6|zP%rnc0tV3^v}dnTlWiUQKr90*g*TJFv9#K$>nT^1&8TI$)TuO%c)pEw->qgVti
zD6i-+OWvxw)}pFDe&JsI*3MvtgJNtZRJfL@)3b^i=Kf<raJ`?c|0TYM{@0_i9lU$P
z8H_W9Lodkz>Z70+MRr%gjIPSR6-n8!VTz-WwzVO5df>i8_a`oqxXlTR1of50C5OBP
z%^Vx-3VHK#T~zGtJf3~ZrQ24o%g@Z2j0OZ;&@N^W+JKA*;sdz(u5>}w?$u}da;?JE
z19eA=ibMZSgragR;9mt(5v~@RrGk~JBDQ_Xrwx~;7Oz)t{NjE7?s?bDDH04H67`_S
zJ4OUxSix6I$O!1iQR8=%tIv6b%e}e{l1*$5(JcZKC!|A(BQSp_edh~v^;wPi_^lW3
z&(n6y6?M#Avpab*)&t_uNZ%LD-5Hy2_HBmm%Jo=4hLC3Ras@6YuRV<LIclZ&!x1}+
zAgpygkLp~@BmDAA_DjY-xYx9IW6H#Nz|e(WU`RQaSHd?&&RkWVW`*5+$C?!or}JT2
z*yqvnUp;hOi#mV)0}F0z2q{LjiHLHumaki;lnd^XZ@Z-2Q^PCx_~+Fx3_5{YC7vt=
zGJ%e^lX!hG$BZ^AIMzSD@TK<nw&S~{XP^0#$C%9xcsSH`0p2<h9*<lz$OhT=`$6rE
zTRu0`>W^H}vgTQ#U8uqct%dY2XOOZaV+`y7ybElIcM8{Vvb{`AS>~>y29>FGTxkr>
zi3A|oh&L-4i|5!YwP@%2^KqfZJHBiG?O*g?{VrPW*y8YMz;{YmIb@TEKbZG{A_>2b
z&!6c@_n)p59{g1@ab<9lY@psT`g*9Y4<tA#ILuE#X2-Cr{EWHpA5Ir6?;T{^*GxPN
zQo)H>hK<SP9jj)vEOJ^CfAzp?&b(Cq{<YKsi7I0-6k5c}Q!^22HTn#cp)-KI5@xDx
z=})_}`Pik{l90yyZvEb6QP2PV3xqS$4LXv-M=|z0s`5~XX_>ojLxA|ZbiEKUy|2-j
zyUDV*;Y`1R`rASJB4k-J=qtQa5*}xHrMOyY@Yd*;A6J6bE=V4hKX6~X@ZVSmGjmk@
znvo%hsT^=v_2_V#mHXQCT|0v-RM<^z8ALZcKGU>}-d4oE4SR*%|NESG?IVwP8MUa_
zbFT1rIZT`r{M#rh6$v{yfT(hYhdjpdy>w;a!vkfDABCLA-E-BZQfi37cvCY@0%E%k
z(mb<t9drxAvhFO~Y`2KL;g|H}>2L{72S*9&E`h?nz(hc8`si5O+D9pFwAP4}gace(
zikAFbxKkyN!n>f#xkPz1vMd=5J9I(+NXq#?gKzRzWzA;U9K1BeghA|#jmOfIv()ml
zqP4tEo6y|Pw=L;*oy+hR;=>p}809zXY9%Oyu}?#4!}e53rCeUmxE1h`M7vaU-D7s?
z{PR|4%!rhp6Qt&3?9OVhCSk}}EGaFZw5P3`4b<hfwZPUac^x#YTO@6AU-#^^rlWf4
zi_S6hM)ZToNrF@~BFGmNgtGE^mKFP@_R-AN2R7HzbXv~m&t|w+C<GoL$W#s%s}QK3
z|M;en=$fEBdC&VncZ$ScFht@wkdr04Um!IEoZHS8w)kCxts9Ewl1^gxQ+UD3C%5x(
z$yr{b0qUVBG=9A?PuYIu;OyPWwPHe&JeRowJ9<uRd;II4Af{qhi~anCEfXE@CVaLV
zG1c1PfAz;YhE_~XL{gN5`;d9Upy%fT!V2_dzYJ!q2{mc!_#GS0kiiqcOj9O&$X(r1
z@-$HN$t6*<-);sjGgBD8h6$*D?#<PYxkKh=I;YkR$s929d8q2}Uupy6F@Ze<wg6>u
z!@UiiUs13gRfCOV#*BlWJfGA}u0OIHaPeO7=e;Dur4F1G>gvSkh7MIH-7sm*ye+}P
z!@27UXYQ&SY~{Uv&t?zPOmwmo9YjvynljeDfHPRYp`}0bNZ_@W0?p9ssfDSG@p%17
z_;%b~P%0_-sEAN-Ohk13S6YkV<MVwL2ixph<@z>=oS{I_`3f#|7dVpe57KcfrnKg6
z<leZo$+_QDHK!k5aHTtGJ=1vf_~7_*LH8vX)L86n!34pjX%)4+-@|;)@_b8qG3zwb
za1b`cR|nS~aYMe#81c`#!Bcd9N&dx~Jq31NTq2B1$Q^za#0?ObOw<u}Gi7tF|HCJp
zZPN;4FD<I-j@}W#P;D3pu-Vazz+;CLWwCjy^lkS?sC@mDetRG7!_k~r(;o~GGY*5^
zpn?+i&_i{}=+2dGd*Tj+@2=#zUub{EiSZcZs_@=aXmv0bwpQdwk>K!DLC-To;?qNy
zugX-I4*wheTL!(j#sQcfh1`Nywz5}T|LF7<#mBzbS>JRf;(;r}2}feVm<O3c2epvu
zi8W`1?6Lak-sWQ5X)fFKTGPz0?)o%-LR7ee&|k@ULNEW|sXhI8Z}skD;#JbeH3LsC
z`)>jS59M`t!DBrL#YfxlgH6laQ>pPWPj-G0|FF)-yp&-td%&8Y?jXEUJj@C|#BW_<
z7rSSq(vAFfq_608-lXE1xrUmA8jqwu-s~FQE}_88Ef}6BGxWjC@#cevBgWohb8c*8
zP#SPUp>Jy};{ut85J`y5aCu>Ij9$vMPqKG!pme^D^C5qR0p*3f*6@wNolGjWv+TH~
zYjRC3r4*0MxOzcm=#g*kCURj=cifz;r-G}BidKpWN@h^ye=xQB;Kegp?0jt7FQ%^E
ztXJ>nL`6e_gvTqs;8Wo7TzH-VQr)q$(XD<xQDv!mq8cZh???7n#Klslje^k~AS`Lj
zm?y-rS&94k7ja%zNg|=GH2G>vzEF=1)Dlt8PT*V#I|%Gm)VhIeeUn&JW@ok`?{I~1
z?L5|>G0S~A6euMVPdu?g9}$Cp0#2R=9Sos1snCV^|F{)wZ<ySl`D0nzU2T)k%#$%n
zxDv%1*$?s-*f)=`|2KGM|Fm08%f02fDRu&%1b>gDwn%6pM+Df92V@UzJ#pKyv(oKz
zLKdr_6w?IA(xl2>(kvaJ7(eWsh}jyJ_Kk8!9n}x7t6S=9`&g%yaz~+Aa16md6B+~^
zYxcf%-B;<HYn)0wKgYY|0l{hKDPj>Kk)cuo(y$r5=224<kX9%G#>ZJsYv2OUUkmSx
zXNIcQ%lY;iP?1syNTVT62ObCxw<8^Euia!GrOXxHOv@hPD-8NxaIs|v^)N6R_0lF%
zR0t~t`4fN?pygIgO|a+G=V;(}s%STs+&M5x(O_r}2>pWMmAET$tfaj_2Mf;}FXy2F
zR)LRC%I`cK+VSi%^GpbXA38HHTRIk2b6j|Fx^-n&MbC_gCkgsdPxtGMjRpybN-Wr0
z0<8k>UySGb>Q$F9qkDT6Z^_N(?lPOQ;4T%P2kRk6g8~e;BpevLECcrQ>Dfg+VKI`4
zRiO*#<?7r!sq=xNLjXhB|0E59V8}qhZtO}64o*07R=9KTVLRUC>yP$dqEvT4p=uOx
zTSDDu5CGs3!Oj`f+&;hNuk^zBM~80Zu>01_sJ$3_45GCO+^mRZfQNTPCKKL{5c?1w
zCocR#LhHl@zm)GE<GuE_=Tp`r%mZF52k>G6F~lr&i34ru+!c5F{)d>o%l)lSjFySb
z)zhZbtZ_(SuYoXT-0F7hR`+i{3<)dvC=tA!wka{CoxN;qrKDa)_VdA2rZIa<G2MCj
z8Qm<iotaM2{Oob3whk6kTs_Q)k0U&0WOduIGoiFb<K}b`iBX@ZZ*tOopArYR%Gr)h
ziuif>#PL4U<iUHq&n7RoxaZ5ycW0-)pKrc(Dkop#7=TE}!jCA_PDSk<F-{YKzdg1O
zuI)R#^yibgD(AW1_flF8tc?iaB?{>iBp+6Oj^lJscYr{jMAF9Nj^$I_KHrcSn*nLH
zRB>ax`wF&K+2ox>S)rK3vAF3kOLI17s6;Lr8xK20!;dN1H3{>W-yfN2${TQZzu&2F
zzi;LTN?EGLh7(Uo8t9~=@*~YqyF7mIu!PSOBe$WPxejNz4>BXrFFQj6B-CRV&x7+s
zCJ6RC)%~)B;hoT#-Ghm9THbOS9#Nz2D|m2_0Tc`xSvr8eMjkyks5a&M{^FgmmnExw
z+mdv?>(XL2DF16d=J$#hIPSF^`8nU#xA%hA@|`CAe80aNaPI#X(81El8io47hX^@6
zZW!mzl~Z+(>Rc;)ZJ^JeHKoVJ`4YvVj$0{-gYv-6M4^4`XNF`?>hLXz;DF~(O6Pm>
zDz3E9{nw1(sj(nDy-F>K@Akx*hBx1d5o<Y_@{rd`CF7q6MjtYwI|?R|<L<I@IjfY;
zQk^*~4?NhvDed9ce*wWYg38v7Jzb>Z{HBBg7V*ZCCvTSTy7fK0`dQH!kXd6u(hQZD
z!8TnMZ`9E-F^Cp@Q6@2K?vB!H`AlzMtaJ?sagZRk4%kg0b9cS_$<A3bx7+pStZn$q
zI)$<bVF%rDSxJr^lQ3J(89(Ta|Kp;Yyu|rs*yk>hfDM$p3kMO;!H_hV#OL$v@uJI|
zwHtQNxOsRu{}Pwq$*~8ao*M}<oL|CDe%Rw+boejLT$lS}oon}~%!zH8<al>;ODQi9
zUU1xz5AB<~Q}*jm%W{+pO43&DlgPGWt)}<@G!ieMk94qceM_=be|@Yg(eBl1c94kP
zXeLcBlk#Euc^pJkTObnYu*PYII!olHxp~gG8Sqqgt;UQks&g0sC^3yVHTaAAx|#f+
z*Mx1_MH=O063SWXUu$!SKd`HyNK$w6Nl0u{rr^`A4gS-4KNWB-Z<O1(@x*jW?Zt<q
z+a6kL5b}m%_HU+GWJm~$W<6=wGg*3U4^P^fOO)E{?xqAq$f$c8g*`yff;-l|eAn+4
zfd{OFOhXNYcuzjvC7$m^Jr6?AK@Pg&Rg#(czO9LYj#tmEU8Vkb@J!aVfTC@M-zg@9
zXaG%zUSn{oKrf|gBxtVQ=r$u>#QBhtg2vS+({f&{3#Tj@L_?B2LU0lvR1%zw!ya8Q
z50RKR`-r$^wf@q!U$?3n<EiTlVW5;U8U91)eYiD@7bM4=Rqq5@ZY>)!J)hJZbz#I^
zE$#*tQ$f5SC}9ZN4r(kRIjh!0HFBNAz8vR5v2SKshwgNxlRH2RMGYuXV_%?U9YEX0
zWM%lAD{R;$bQgB1#jn_asp{p+j04~|DBes0K428<Ql3@TX&6#l7`LF4=d{I0#)UhS
z)kn-g6mSD&fowZYS|poQ7sc(?i`{v{BxA}736X}Y+qP3Dn!us^)D{$Z{QDoHRS#Oc
zJTF1RX4)!W%6w8|+q&el&&F{Jq)sQOZ;*;cU2+{)Xyv2D9d8U)Ja?1r5NSN{^WdFv
zFw!$j1iukF`EvJ;70CrJZ07n-3ADSb7bUV!jAa~#a;l^KBTU+le&$Uk&9jE;WP%=g
z2OQK|W$62090XKryxtshuZH#ZFKqT23~mT+R@<uQqy6D&x>CS65Ym(I(*V7O@L&)b
z;j5MHk6Bbr4?J+3YcT)hyN$cXp8%pM4c;I_AbeGSx9s0zsq+kWduERa-*|SgaQv^6
zdMh%RAau{d9`laSOpe^6etj1gS5Z>!*Xn11G89`&yc=?Fp^yP0CV){Q!l#)8f~1jM
z&&ENA!a38l_N8L?^K>KUnT?;7cs&z-0+Ud9@uNJ;dc9?JZxrYH+7Z#2_bAnT+|*1;
z9d=Fo=A(<l+?F|Po=Vp14(XWl&?rTiz~GV&SP)0Vn<86d|5>jmUV?|Z<%E9Ml*(0d
z8gWLGZx%`?g3PsYAPE=r2_iZh@yccjG)pU0%=(_!_uzy_qDH5N)3-)*Us)UG@RWEm
z8U(4JOnX$#4xL<v`bWn?7L|RTB^tGOY2;x=kD<Q?w<3QIlOQNj3EDim4e_36_yXk=
zvA`44t7~SACYX6|GL}1gLc95y;uwNT3BVZ=oDqU@VeA^$M6TTnT%CT`eyv^gMcUux
z5+}$xR2ecG*Guslk)TW?$%OnyR&tigDwuAhOkB_9Z?gP%d(GO`E6qE#se&ZvXsV<d
zNIK#1-B44pP_@K<zx{sV{D?}w;@`Z?13~<y!7lz<j7eRcNnbZUD?(XWDJiRBH!>9N
z-^#a*uRp|bqt#+npO(#5^1#DP<l-!?A)gsG5usGoz-L<ZYWeo!1-lQ52z#Y|Jz_Sk
zy{eWx$G~zyZmqK`#3POCfpR3vB52>%fUY$k(w8}XJ6w`1>YPumjTynvW3b*!($C7~
ztTSc(nlIqLEJST>$G$5hfQ<8oHt49O8`Mz%)}Qcg&@nlKmKM&)cut{<OKKw{LjB`%
zZAep(3J(W|C$cCJ=ZJ+y^w~fBJ~yHKukTEE?-OauO2bOWPlB^Aa3YA_BXsPns|Md!
zn$b+LwBlBioM%pby7qPdL{RzcsQZy4IPUv9g}PkIH@|O?O>bDrKO^a^X~R|u2oe>=
zmXh^P5Pzp+G&FdGRfwb4Zs_aAwfw#Qb-iuWXjJVIzb4>jf-4hg&nq4JqpY7VcpH(r
zxqPO!+7&;ilZUC{c(OCj4UnDS8T}7QIhiqKy721GDUwURCKktt+i~!oxlb|>WTx~O
zn3Dh4f1?^cMSCu7X<TU=GrJ&$y*(v@6yXF0QlFj2I84IQQ*^I#%T?Vu8cFlqu<>u-
zpGU6AQq&@Wcd%4eP?Cb6K5V`Je*Wfw>TC^_9HF7tuX#fQq)8Q&uvgIm#;FwWzo9M;
z*m6Z$ta^r-qGS_ogeCv2nQ)E}V{5_v4)Mj~d+cG^v*#;Y>z67`m-GpGXz6Gm)GC`z
ztporNwKD;*yvh0NugW#zsVo`sVpB6qc3&DKFIHUGQUKtR9U-K^0sCROq#<`}>^G5Z
zdK>uvi+?<wtM&XpCLk#><ypr!RLO-!HU`B#i`aAD_@%LP#Q4#0(LjwP{AuAV+E~K9
zkRSHkL2IP;<Gwewch{x9Z*1+fSTYWT6mOi|HisJm+9V=bdpq^n%n!%?r+-T^usBc{
zbNHG>0^{p|2Z!vi2@n1yqNqQ)sv5KV#pb_fYTgZ*a29)}SpdKww3u!IDRV12_Gm!E
z|ID9=uct?hr!45!zB+Z&A%p(`g@&Mx*oOO|pQeT%%)a=EtMGi?!oNk__2U0yJSYaX
zG<OL1{G0fo^>*j*X74>WE}dMuIB?)ulO+=d5?u-A1%E88Cnet3X!<Er4e!V&nOuHH
z*QP!u$zl90Ldqci^o$5Q^AvTbqr$1(*-;Lw4HVn*)103$zADs|7hHeVNSKrKD-dZe
z*h;k{uS%Mn1U$9`RZrp2DY#w7Z%(d=if<;ECQ1oIuf-vfv&^xlaqFOkjY-wjrkvA%
z2J<F>$nLUux}dqU7nWgObK=4~{ij{&ks94W^A;JU-MKmeLOlmC5>)p!V4*Nh?inT5
ztrQ;Ub~}qj)UkYx<efuCK`;W`P=y<?cR;1GBkx{{?hZ1laLeB!#LKr&!7RKuPHptr
zJxcJ~k`@Wxa~P3|xO#+UJp9y8^PO^N$YJA0j(rw|610R}m#DQuQ8pB$JjUGNJUwhI
z9n-Hc*r6EQvhP5;dy8pkq@3&GbL<q%2}M!i<(i<*DWb87l21~^p(pQB3pp!uNO?%u
zd^I^sg2#8NI!C0_J+XX$7tJTs@8H2Ulv74YR+02zW2-&G7L<x7*Qm?h@LJ5jk2bw-
zBlSrV0XlFmcru=lunw^E*-|#Wn%aDOW`=a7zG=MZ!n^<RxQTEOb;#h#a&g11l&S}b
z9=pq1Ygd){erLkE+7#Qa$r!w73En>oukzk*w(mmX4wGMf{CnhP)Nk8(kker2WDuT)
z;c4bzk9FO=Ywh51;mfDiAB`oVX2+J4sbBlYcxMO|fN}tO@q%COZTh|oGmv$C@#F%1
z%{;3=lSh**6fTPr9)xEG?Vn+AJD_Ftph@ham&L4<lpuEtuTw(AFd*`Uj=j&<a*L??
zk^K3Q$@KpON4XN`6$Fo)gy6c+j$yK`x?gU$9z4=a=S|GK*yKMXkkT=3EYa-_?gX&X
zv3Y0m>(a$fC3Guk(ad_&N;Nkw3>`Ome0|*AA<^%yRNnJ^m1!-J5$!Icx}j2-c{n;0
zM1nsQ<3?uvxQK55E#a3-zdX&m^dG<e=>TkDNzM-HCc&S4G8%g^A{<hCvqJim_v!Z^
zo@x3PResp@KPP0;;*Vw3shrken>!?1)wy?b8(ZWh6EYeMtUCBinWw@6ck*!w1V7=)
zaTL7L;VE)Gynw!M+$5@SXEEw}Gb9C`UW&>07TptlrQUTUDZzwGqwLtLxy5nJVAM*R
zVt$eQ!`qZ@aJ0LZrygba=ww_%U#`VQ`|78h3=j$=Br-E`+K;&R=-BH;CUwiEMWlKP
z(+ByDDxKnLS*e>IuRKL!-~*>wB45e#Bj4K$&fP6~yfSC*^DkUIZ5!5&9R!%e+#QS{
zSNs%68>SpRE-1uu_(HMQ%V!nsegc=t#4*YSrox5bdjtXr7a}-09~AXx)!aLV+J<v6
zG4%}D7b~B=T*~|)7C0*ck<LUBbmn~HhOP{evzs!jkL2%q{M7Br!<-LEBL4>zlW+9W
z3A}nwRfdOO&bW?0@#Z%38_eTT>nP-w!0i|Enjuomp~mu2#bI}yU*C1Ov4u{`a_fS>
zKka$R47P+8i@4bX-O};Pf8&&guT+XxSQS)m#^&u$*|w~v;m#z0BN#xC1SG|1;ohH?
zbkps14@;szLD8Q-?1xtvau!TN!7_n@A<XWfmrK9My!g;|Qta-$WJ5jc8)}b8tC84w
zd|d>9q>NAAJ@R0%Va?OUTh~87q!izgEi;{W+!RhUg5&_34-Pse{xU&mM<~a~w=wCn
zIK*$#3~zT*Iyio8;ASSq6JfyPY64nhcKz{c6WVi2Nl<*@7yE~U%b!vj5RN6Ym+(6p
z`(Aw+bF%#_Ai2DqrR~QuzIU#h_A@Vx9E`VC8#6{Q#qt>f0c{Jbn!4@8PZ-}gET-N5
z^B*t}ho~7Ko(cZy$m;$(eRV}N+1IyEXfJ!klaNf=d-$^OD;(xQRtve$w>8(((gs$W
zeO@SJb<QFyk4=S6k~YLX;}9Z(3bY_xS3&lhrJ1}XCJ<{kXYUB7llZ5dY+=>n>|A0}
zf0<W^TgxDOKt_xeNMzjSQxxj9udO{TXZAiXTW?mwd2{{IvC9!YLk1dz1Rh5Tx&(1H
zwrD=wy*AUM>}l3iowz4`KhpN;jyr-R@k4(1Xt`1}GdW8O1uI!>b#$slw?Ikunqh~h
z7R4K;M3w53jw0fDNi1Q1;81fl$j*cQeFt8A&`Hv5DA0YrtM%Zz?q`a78QPUAEY}6~
zBLq#3N|a(;>)7h>9aWW&c#AK6x^Y~u^mLN*qj_Y^3Na-aBdt2VMfLLlu~wPy9-^nW
zNuF!(JyPZ6S~HJ%bIF`MT$RInP0p?G);;z`$uTG)>*MeDZWa1z^1uE8fF^rH4HjZA
z+aveL(SB?aG3hB+kl$i)Qc=<F`9Dw$L4_@^D1Q6(%lp^^CHcP=78|Ner8Olo1At$F
zFcPT=Ps7u<vNAq@N15{@vB*U4TquFEfpoMHdqC1psOvD1V?oD~6JHN)xhd<|wo7((
zd|+?kQ|n#ho`;0s>F9J!WF))uH}Aab<}Vfs-8kBH#cq>Z<+x=L<kZ-66s2#?GE8s&
zl)}kkQRsJF%($7x^$!3U+e#GK)DK>i`SyO|tR>N-QQs0i`R`1ezly@piNqR$+6Bh|
zIC`)m+4r-iC2d;t-ukxh^Rw?WruBG}bUnyqVm$FD^sc94(VpJdzR<RPy`)eUm~vld
zP21z83{gyu#$Cm@R~CHX_!L?E!LJ9+8ujV|zl2#V+3b}gRzPuA)D)y1K5k`iNB4U6
zt&m&NdG$ay+k?KP2Qy!i&J)JUNEn?AAVF?M2&eyfihJmm$?@Dj(dxAd)d32&A8N=Q
zfM^z5ILdA)=YnXmi?be>q3@wo)tlypuAv4axkY`#>U^D)nu(GtsYpclfNTk3&IP2i
zE3g-$Sz=D!C4ax(2xw|6HI}~i<Z3K+uRBR0pCm-wx|-q2<{p{Uw$I19UW(g4(+IC^
zntm_vA?Z@3IpNwo5zs(QK`d-)IcxV(kxzwL!Sh=?Zk27)6wspf+X?(fh&Oh%wSda~
zgohsQElD5+WRu+`1lIqqy?*4Os`bk346iMo<Svi_WJJ6h&cKrdFRg2EmB3HWBU7x~
zZeCzvk5}1aKz+|BsDaoqxMUqMjoIgU%-%*ESzK`VnA<j;opq&7WF!oPOG~*qTSMus
zF^d^H`MYJM?)O!4?HO{hj(sz=OpTB2CKp2#l{AAstFT+}G<fjC*W4Kc2{x<5QrB0m
z_)x(q#dRjXe%yG7e!yL-K#3u<QrmG^^#11phxgPUJ?p-)&7)>k(YEp9!D(WT^gyE7
zv!J|_#k8QqTpZgxbngYck*tY%!Z&U_B1J(LA;mL6e{W7aCpLZI9l0w9hnClz|K9&t
zHc<9oAYz+{Fe8t-*6T$-uDg2gPQk}=mBy7C%FTNJ!XRsoKs+*=UKYZh)qdjf@in6k
z6}snUXGo1hz&C<_SMWk`nOgGD@Zu)d*M~k1s^8)`&c?Z1x0|}7h`oh&uZW`rAx4<E
znA+%dy8y!m_r*L078d!*rO{e~VdJJC{8H#7VtG?S4y@tpJrbQT%cH{hp}eQtvp@eB
zi}HQ3!z%uN-yV29SXq!gs*vZnhkK(V8HGgVc%eHTeH4t+NZ7ummWj_EY*E<e-QK1y
zxTwGv2$XR@&meQ@L^~3aNb36GX}kD|-Ts#F8EUK#X3INvXs(%ngN{Gwt{ZEaLv<uM
zmv*%M?SZJawK)wd=$()6oE3V}Okgd66~|i_6FFiCPBH`VfuVDc^TM*KstRD+BtKS+
zoH1jU@+=8yhl03k9v*UxA7PRhC}PS9$V;3YC1_<!H47_wEbgn%=JOZKjUSwV%f7J9
z+bQ|772^kJO2l;VH8|KpfHs`*v0@)SCRRD`N46+V|E{t{w(m;e+b1t*4CI*1A!I31
z4-{!MHLUF8-A_M;H^lU$C|IpH`+8_bg2F2X3O{=AjAIy}a^x_*-$xS$B-S`}n7;0t
z&ndG!JKc_yA(ko-;smD(4|M?**9of$Z(vU-T)45F>)0}_hzI(&oo^i=e_sXFN+<gF
zLdYf_>xZ#ps?tp-a!S(WlNQ`wSF=n&QKF9=4n9?gjdL<{@P>dloV`}YPCi?xz`tV$
zU)RmGrSm>K*yCe(h@=@U@!`Z31&QO}d;^*oia>h&F|4?9`Mt*S|6J{iTUc0}L~Kb*
zoj`yRh3bTpzh4=3adbdKa?2m@7OSvB>CWY%y<`j&F&d;S3OFT-fYPziEY|y(ya}Q<
zPHWz~dd$AHTPTN&ErH?0_fP3q*rH2|hP*3kwa==G&*)rq^+>t0N;Tt2ksPBOH&6f&
zuUCj+Zbs5dA#?nn3=dpsSWuuQrgw#OpQ2w!8J==bz{AZQVsNlaRwWfdTH&gB3k=_1
z+%KO#ur7(zZ<)qo7R%eN8Owz%3d2rJ{XJmkbH3@C;J7uoD#DgEFZ=F%sq^EjM>3sH
z!!`6{*_QONFh(KSiK>ARdN#omVC{=OndrBAto}Nyf3@}54En2(5t34X*-63_Z+{J%
zGWlx8bj}N>=T6rODYm=VCpFEe=HSBgj%B2?4hK_#sEo^(xYs0omIwR%$P3%|wnUNp
z2791zfbDz6B5B}8!ySs?jHhE-%f198_-s?jzFpO|E+H~3JMLA`*ih29g8wR!C4kCm
zK?5DUc^%d+`*G=WllBF2;V*xEI;&ypnazE73`~$cgyMyX82uI3TqBcOUl}y>;QZ}M
z?CLF9jG^%DJD`5!C}f-5wJ#?Ig{S<uKdby^uJa?wxXV^v7JL3Vp3vw@);3n0<+=W;
z(`J=dRC=`Jo#p2H7{iGe3cOec2pN=ILA)q8aOGob6?<!E8hf};4_vfGa>HJY*0;||
zDG57l1sS?zMj;KX7c9SHxlGROdv`Yeuq|EldfmIbxg$wq(*Wy;NMlEHxJj7YQP{$H
z*K94{F11a2@10(HfFp>*!di%dg0liys^CSofXHA=FSxg`!*g@(W?vp!yXI-yV50Qx
z6ANg?4vg_k4aOa9ozQK8&GCHxS67#FkA$OA%L1W-UCDp+y&2<)ubvDBCNAmddmE-b
z51OqK6EV-rechLkeV0W@M?E|;k?=xkSh$6Ws)FXk{knC1jcoNtwG*8B4L+V%e@kp(
z%mJ;R9L=ERH}2JT4Dsn|O400RThl1KF+0iY>(wu0E(ZE_e55roa!MwaG+<A6X0H(D
zTX^hj>OfNgbw9vJFh0<#;XXjQY2>GcU7u+rdiHhIqYY>6ekkvGGKy`Y!i(Y89nD-(
zflxT%6c6P&cuH0O+>ZyP$}R`OGtXW;x>cSe;L&hfC!F0N$VHs)sk2Z^EH@6xqE9hZ
z!o(Y%`8f-bZU<sK*sdsloQ`!Bx@OGb5}C#)^>}vt?St{#RW!-aJQ#>B7zn|D(+nI1
zBn5-G^~U0>*i-%HPQ5tDEh#B+V5aX9k->Pz4vt+(V=BmoCB~kPmp2&pMSAZPeEY-b
zz#@54Re&jQ@kYHR;;Yy6$#Kxq`+dvyZARLsGvyJvZ^f1}CLqmB<{*kxEli%bU}ki8
z>DS)J9|SwC*W8^wHXf?WL02?O8WN+3o4}@|-AUmIb=%#M^>icG{FQ?Z-?qPF44-s)
zp%8o`AwsI<xZmyJ&4)^oy>;K1?Pqmp@gw~v@EER&s<N<2DCH46(!d0p-k;yP=R{Fe
zN%{HKGm-;bKfZ^LogRENO3Owog80Z;cWi%09(MTPp{qmF+HSo4SjQV~#*)y{RT`6|
zJ#|M`KGO(R%9Pn9qJ1p-cU__mY4M<Cz*v>BC0|uvbl`d6z!XcCRim%|O#S<;Z}Zp(
zh{l319R9+i<w-8%pu2%mYD(DL=DX@c{A{v64XsT`{)PN`HPXyM5f5}sx;yCFRFBav
z#o()nv~Dxu{w>S<$E{oq9ezr$p<}m)EaLQ8r}(Np)EhX;cj=cx|Apsc<Hw>R7|X(H
zj>`5P+CFr`F6Z_8;Of-;Su5LDFd<;=DB73qZjO_0bnJOluffmUx%2#5-cA2;*mfz$
zkEstC<H>j@8gLG%yf@TIp+n*6cOg+hHo?to0q4tYj#pw4=f{)>6ygM5BA$Hkcxt}*
z+3F(?XH}mXJukj$OVMNRk+EMU1`@{;)7NkNk(c!!ThPUOZI%j;{ZEZJogNzsOeCrp
zKm)B6j1F(Cw!%HEZP&^7HJN!mOYXc~_jZbo(%5LQVc`LZ&yb`RT}6)BX$G&^%)`&x
z&9U!|sm|`L9Af}Pz@Zta5DtP{RaC<odRNIWi#1s`hx01Sc@@PI`g)!(7%)#f!WSip
z;?dmDxW(2P(=Yk&_J-(gN#BQZF^fbJgK5Xtx{?UQ!;ZO0iQCKY+_|lX)GivyZ%;Ej
zWf6a2o9+l{nh`Y*DDnbb+jy4x-#y>Dn`hKTJ?`P+^YvV-dGviaKl%H3kpvRJRNfgS
z;$xq+XJrM3KHnJcG9bH?(?;!t-r1S|fDtt=@E%2kHm)cO+Pu7Y_)Op8R9D++YDxDG
z>{zLH+J;OBx3r}LZ|P<U{ef`P08eBij8#H1ZAe+@SV!CFwKd}Ct)F+#n9nRuBbjg}
zC?n9F;xzHORaCH`{g+Q0TZ=p}al7$eVyVGEeu>)|YSoO1A^Z_6GT0qd9vF|r8aDmy
z{nInHD?cSP<rJ3zU&D$WJd<FcO`_X{NF_vefV@2BCCMLEeECmB$;GC*9XzF~{^D9>
zMh??z5vyqp_dJpY*Z?N`Ye~$<mv3@2{df56DnGJ({@Y1YIYOKXN||9=qT}kPv!40v
zU&Iz*pmf4!He1B8UZ+Vos3=UDM--ERtohr&M>CdHY(K`~qF<)pe6D`)_h6k#P@GeP
z2|<S;tILS;AM6dy8ICvktK<KSZDVHC;@I{{F!YJx<}<NY;vM!5=jiLqSstFI)p|wX
zk)~Pgk-0;YkRVPVy2TaGRDc&jAftX=S<e=CRB~y(#z{k7)jf^R%Z5oLr~^PEplk?~
zW{b2ShSwRtoPj;^nwpT&boENCZMH_#>brCPnBSi9ghWH20Ah8BBw@x2!NYR#v!f=9
zb>Dbd`qEuS<?NlK;u1qmG7*u-qe(PWPenddl<f*xx4?EmZaS6V|D`5*<m;80!(T%~
zW?zIXXX{O`sJo7WIn%t!*t#)GJ$3Qx+-4bpM6(zTuM0k(rXD<8v}OEkWNQROjUls;
zj!Ee4@ArPH>)+JRJ14tCKl^56oXi9W_@hv6t~ZjVmU!|!w!`S`PJWB(@B6eio<Dc~
z*08z6YSK>(ss{d8Q1uM2VQc{jCcRUNWUPdquI6*eII__#{`SW=lIO<HK^zpc71)TK
z@T!`qf$fsH3;vew)cobw8(BJjFhQp=5fs>zq5-wlk~=jmUTre)_$FjAFKX_12<2qO
zDNmFs?}|lpO0kxTbA|h!>xx**9-8Zc{iZ}c`3Mw<aU@(II~FtZWar+0%Wlb(Bb*$u
zoIT;a_6n3nHvtFwhdroZFei~S^IyfS)%zO!gVz+O1@v6u?YtAPnPL+l(iSB&GF2SG
zvb%E<+MPwio)2ErZb*E#b-NhD0HGX8aMa;_0s+E=qho^xYe#QCrR6v7xR;x#6;xwe
z@QR`yoFH`C8qOTiSqg$P2`+(bjs$hHIZmI;;Mw`U>s+gk`L=RB**deI<VL#CrT!H~
z^&#|B;~Jqd*6u5pJcR$wl9Syyol^ZlB|~j7oRGdMMfj$$-zlbl7VDW7&z9EMe^)eJ
zGso?+1vvpeoRs|dAw!=c#F@aWlIP+NvP=1%e*DwrhX!?1Hy-BWFk+x=sel(e&6ao|
z3kP^pL@*wbRo+~;c5~lv>$@=UdbQ}GQxVeXKGgXDoex4bhyW8BnhZXBl)Q*nk-|8t
zd)Ui(9!0&kjTDn}ou}d&)TvHRjHEU=s@+|kz?MKM8FcI=P1XGX{}B$mnD|8xrWSUv
zX0lT{6<*x}R2`&|6NDdOX40|E+bZ){pL6VexPUhDAW!w-A@7uOrYS%+S)((A$_S9o
zx#T^kTf!H$iRDLbpH&&tA><;b_>mc5>58W;Q2aZp!9v^;X2C~4ONyUW#IEo0+UU*m
zQ({Q(APGcfALv!6Z3@F(MyLi$I;74;q^z-#ENYrp^~7Q2%d%-($AO%2HHS(Nwl#CW
zYB=V;+IRD5+o;CrHzg{6FT~B&sbYq}*m1#_+m0{UC1bFxsb+~$I(=Vpuz<HB86uCH
zqi}XmT%8o^--YXn*v)$nqh}3wN-M2DJ3r{Ro!tsvGi~Mx$U^{0XP_t|0grWW<nm|@
zjhS}I<>#$p^<}FqJg&1&MnF+C2YaYzshUtaw|tvjYFLA4oBrMOOFDmTDG`Kk6f&0Z
zns7MHo<b|K4innkoOIo&_8e!lh`rAy6XxG`g{EK*5X{0Lwo`%>x$o<JI~83OvvNi9
z4VTdunxr>}cwYR2!6_UFAg%8YzWm&X{y^dIZLE3t?J>?4W9rArN;y)NVDJ+@L&CSB
z_0w&5fyZl|M<qK8zbcxB`1VCrOvH@$##H26E_=)N`Q%RR#K+G}wJLY$C}dLzvOf_K
ziVOy>HPk3<Hn|t=qWIhCC`&Bsta4-SQ_}9#2k8aj>$Ygm(KBOTySQ`&zj!(vJMr!)
zUCk8I?&Qha#Y!HLr8ZO?;pBVwuTyeDkf_RxXp!W73wFn<WR+h3N~{T>D5{GF#jBwD
zILfxb**t9c%xZ7z&E|D(+@C)uHWb_3&h{WbB`YY!4LgL#qmSvna$a&+WUqLmKku-B
zhW%<I+pne)eXE~Tle3WJ@kmvc0mJHbk0uIQH}f4Hep;XHRk>hpzwmVigi*wXF&;T`
z;S<CzR(xi+InDFq%&_;u^rg29BIECqryN%I4;Z1lgajQm+_y?BNz0~0cjt@#*rx(=
z<WUC{S)Gsw(jS|UK*rQ_<#04yar$}e!8XB=s@<7?r`j@>34)Fg5|)lA%Y%W%Hp|Ni
zeUkjJG0SPDSyIN&-?!_|iBCc?&x@%XTUTN4qYagWL{{?VJ1XB>mq7YLV1?8?W2Jg9
z4_fVqoKpV#;$?G&nj2P0J}h|?Le8KF<`0g*^B{0Rgtr)ysoFo)|Amz2jFz?Uv|bwa
z9n~5kDKaY+DLEA?<pdQi!JW~#@?~LVCNHN14tMPAOUV=c9j*c2=6nliSu|MuGLM~{
za12eQlrY_-_^+5NSt`h>T3KQ*={sE2Ha*=Lvt9pvLSy~ZA6G3lkNt`&u?8~_$gi<C
zSFn>Zm&0;-&IHG3tuUZBcw1Qqq*U#`7`gZ#2#`@k;~H5xSt$8vWro?z{}t==rbJIN
zPi8<MBj<PZMwQG-Ks+`IC5sUy)sX3+OjCdib!ag>J!w&Bv|@X%VCUtxOLiPLUH4^(
z<c83Gk!ywOtsosyg>qQ1t(2J@7IiEp#5MTV0fXD`tAfPS#HaUT`jh5$!#`U5f+d?d
zDO$)`s+dEMxsimxE59;ca!AIqFJ<}G{!-<_sg;xP9%fFqbX;jcOSZCrZssar^Ej4g
zaR%7R(u%HltZ!{dvY76-WFZ3!bh<3u0uHG2891>lvFRyqUWM0+N6eIZ8=$_8(<!{w
zz<R=HL?6N3kAg<VD+9*@|2!^#Q~WDb>*~#J-=uhFr_*W-Ea<MbjyQdWhzW2(lU1OR
zL5CMJ>ot}*%+BFuXKsA)w&r6;na3js$m<Zc7T8*(jX5ciDgkw4FLM9y*58N(i&~eT
zIwCKZ{^Y*RMP9s2AfSJU;2T4MYmKUw^3ErgePiE9e||uzGL&@ajE!a_0po;$6DAnA
zPGr_T?^&~SUIp^~xuf}6e|-((q41u+1g**(6-~r#h$rbBHv8HA=2Xw(X8v~<YId3X
zj-3@IB-(h=*XC@69qk=bc_^uzRs3segtIqIS1np*?5HrI5N`v0yMVvFmmViP%W2NV
zEyK#KHbx=6cDvp7j;#<x7^2irARj&rR=8tl-SHpBoTDlo??(Hs`^>c)svR3X_HvmY
zh=@ebc|WJ)cyF|4dhhNJ`Ky$B?RTbiFp$i{@rV~PiBe`}Q=YnUU)+(+f(7Y)%J!#O
zr;-E#?74%yJo#>rr_tOJn<8(&Huk$18~a(hw}<`gHwmjRJ!DLQk9Hm_%}8u>ed&ja
z`B_ht;+55^!!|Ss9|?)58wa6TT0*8BY!^sl;v6XZADDem!k)|W)+u%6O!^9c*X<|A
zLBLgvf_9<U4EmC>{T6*eR-09iSNH}TfBR!EZ6M12?YQxDs71jT&9Oh;c>PI>k#n0&
z4N`ghSRJOOhK(By?*YtFaxE1OXT;WSbcuBd`Lg&mdtvnAC#s~%0{ep^fuMyKSQEtg
zpYXw{h4go>(+Td+l0H;3EBwz5-f3lI<UPW=%R@fCr4!f|R!9)pOR1`YD6;1^EfX$q
zl>6DGU4Qo%HvOdLtYF6K&{TxHMf@`?5xH-zG4-k=dvD5ldkg$YnaaN_BALy9^dbX8
z#zs*&?kI6Kwt+)L&95?5c*XkDcCEW>?j%1H7#ok8?m)c*l0*gr81x=XEN6$2x$W9(
zcNd9xaeh3`_kb<^Sm;Cy!z!b|Sk?FH+3Lwc?=F8|niu=B@#wXNgm(-SvI+1$WYibN
z2yCOP@ZI%2X!K^}-O^}zr^JR2&CgDa!Kg0_6!wWJG(COk!>?3t`fIHA=if^+*?QQ)
zcm@MVyjM#9BTlCn|3w%3=i;`PH<_6auH3+}$x?ue0U&KMatDb60U86C_qc?`7Cg;<
z*w;Psrk(Zu(--^|zm)j~&XZt5aR-eM>?DX`L<fr0AOq$VUj6pU@m!g%TBTb{2)1PZ
z{xoI~7^#RyAX2(b1N(Pn-uLffmwW9n+TO=A-6EP&1@RfYi6WRF>yf&E-`mh^h0Svf
zchxqH$QAknx`&HLqrPvuNnN8P3Km93sbrw6BI5!FLL;c(3#D|d3@cBbw`x?}ekbhe
ziUl#NnAhe_70{tm%|0ol+EJG~9L66NSN2$$=r-)NahM{fNFf~@%u#U{!pMTO0<cP=
zy;x1s=~E0&7N3e^^KgCFvqIp_gyD3Qu}o-?;P}Ch1~`<L+DjFAaCc<8w{5e2DR;nd
zGq(^K5)HQ`F%J$z<RHmLTFm#(`52^q#iRbPo1gQpT{bssNMAmf=C)2q^&*&Xin_(4
zeDDWTQ&UwiQ-;LD<eL%t=W^#dd3<zHN%Wt8we{!{XKKApz$)W%3%7G%gF&7{e_n8s
zY^^sob5>be{>MMyUE7ZT5>nVjN!KVM1t=8C4RS*X*Wd}L-Q)2pr~K%f)fV6Gy5E2O
zv{aTd8W3R2OO4Y6bj)VusiW0Osr9GwoI|2nq|>w#bVkW#fr>%wI`RxcGw?C>P(>bl
zZunMpYSP&nE4lSs9Hz0p<mxM$M&ck{9(nwcPZ(FUyfMMpF#FkgqdK?K=j6<P;BZJe
zznt_US;1g3_z;y{l!CZeI_6B{tZg%qtlPU{%l6N|E++-<%{@By+wjf9V#q>>c#Ja;
zjq2}dqXtzwB24Wfs!U`zJY-=TY?=r`$#^9uL0Zm7Hz_7uef4fjwf~GI@rTJc0kje#
zlo^k)#zHuDtewxHrlBCx{)Xdz*Xyku%_K{YMnYR8L<SReB<NVs^HrKgIe&lL>FTaD
zs5*EjEaK#nvFQm31^InABSV}iIwt$l>7g1Q|LhWu0l7B2uG<3Ubw@~ytvM)P78bU6
zB^Q#2U8Fx_%OAth2=NiEsxE$$;T;>dP?EwHDgN-$6SN4b&IGiF9K<^WzWyO8Y9{k3
z&o;%rEjVz9@5=zmqFYfIB+H=ZHmZn#GD9K7hnstE!J5v?Rr+0aZ(|?V7KGae%Tnud
z02dW5i9F3bEb+8R%z3rS`5+5F-!kv5uHp5YO}}k7CnH55;LXfIQ5iCS$4Ob5qb=}D
zz$`7!%c{5O5>mT!`f1irZzKI8^(VH}L~u({q2CHnNYPCNGB=?9B*xNsr7dtdA8$=?
zaY1rm&maCyZPK}ihu66v^BL#`5EgQ>vY=K!nk|%7|4ql2f3=RF;QqrG>Sg#%ndV>`
zucnO2-RQb7#V^Ntk$Ip-+3bR4ZPGi)_*kYNhp0%JH6ptS>Hm1(tz$fI!-)AwTZQ<p
zqg)O$(eD`(;8B>MHsGQJFWQ331XUGGsZHhL&~DL~{+k2J!Xblm?>!ce83zNx15fNn
z?iiB)V^P|1jMXD2ek5auq*L1?q4j?i|BS=XY{?WX6va;XQ49)fF<xE1g#iv3-R#~*
z=jRDE4~)aW&18>MQ=ImpV=lHj&L*yX_ol_Y+ouznC_TvY$8y|wB07|?nu*@D@G9w;
zLv{pzk}yw8M)9#%*N1Bl?GyDNX)D+|v<=|$MdT@nIgpKT*x)P1s%C2n9Xj}FOWaP*
z8m(x)O)?HOY~v;yE02Q`rO`6s{1N#hGp~DCT1w~~V-5YZ^;ztqk+y&ck`{*v-5h}+
zfq-!vya<Jv12E*~Fkj%(6SjQD*~cR~2TRLt#TXUKzpAI^L!lyg4@fGyges_umg?$Z
ziFNMYttMO7CH?zmnS8lo&Whp(>qvhk5oba)kaTwh1_$bEAk%`ZVgY(DQirgYH*)`*
zF<9sjskJ^vcU$PedS{Q_lV*q6P=FWZGyskauDTSC*aRNak0z0#J49E;$rXN%c}a3o
zOj8qL(bbYl^CMa=*x0&Y2k*U_l6zpTZ*!xW)&5md5${V<NWuv>Ht<wpBBYDSfX5c6
z?atu%ay8Rwfn&VT><!<iUSH5kEf>xtq|QK=2%|_B(hae6n#5bd(zhHO%2M<DUZ}j3
zo7Y51L3E692<hNJo<2NsPaZ4PST^lF&wW9sjg``^KMQp#et*cDIMG;y0<PHLNJVVR
zE{={FOES6Jnx_0mzc54lx1Y<6iAbUl3mKmf@!5H{b-w-dyxo2#LK@b56)C6MCIKK&
zmB@&KB29R>wI&zuUv-|CY?dfN$z?oB&$Fz1xtUN%19u}UZ!y=_^h(7x-EVtr6g72f
zjef~;`60dAWN;R~?ci@kyosA7aN&4uYdmokTd>)Ct?pS-o07w&3)q%E^tYm=GTt@p
zAu|e9uLNqBkVAHY_Z<cNUo_;Xs{h&ZQ^<bG--N$Ri-c-7xZ)4)D7?Ba+Ce!h6)T#R
zr6QKrf7*q9P(Rp`U#2{8)0dECQ6h}11?I#{7mmFFGWi~J2`sPV=iR2XIoJRDmB^Pp
z8eG#E;u}z|sG19WRA{&(;WGgZ7H$~uPC{r37A(}==+<&{yTjc;{)V~xrPfY+Y0R`>
zQj;PT=drjc!mqESreujVcg7r?cEES-k7rMBmKPd&?mMzdlld3$GRqLesffD?LAJFS
zUwrsOV>$2oxH)^D33sfJO{OeQbUg8>6!NQAl2;)?`8uVKg4x&X+VEjOEplG+%8uvW
z3CxoaehDP4;pqtO96z0^=9u4qu6xBl3Lfv*u}EudUK;!Q$j$!AP!}6-Iw3K}`W-@K
z+d{kc_Rl{Hd;jWRjM&R};9PQ|C1ot(izVhILpyNULrjbHxnpNq#qt&>l}5bF9FD#F
zA<;vAY*t*e1)@+6GU*vPgQR;|#Bol7?K0PSX+sBmM1<5XEPT`CO(DHNcH_=g(CJW1
zCiH?q=_D(c?biLYt(vp3A}X^wLMGJtB&Uik<5osU#z7~<44%m9@%P6`j&kqQY?h&N
zUt<scw`BMwrR3oapK*^AZrK9+j2&e03m7%HzVor8#3pXR?7Q?!`$)eWQOVfF)&rb8
zM7SJ86Iel|26WjF#;x)7ed%Yaf^)OdSe*{dEcLJFJ0`*WV5oQu`m|^e$w{{bHCoD+
z27kcU5Bl*oj*;6euVa*obnCbbT#Z5wN%}KmDO->zbw$LL<5w>ot9xnl)bzNPrqVu5
zxkVazK9TGOh0IV?aZ8HI3&4wx+YTobe_p)BvVVBj@mo`Nh*wq9q$eTpGDonfL^OS4
z>f<x=*)gi~|J<D;+Vx;cg;f$m%Al>sCjqmS)XA~E`8Te)DMTsFJkotd>3GP`>47c>
zn5V#XRU!ly6?Oq_+@JeZvHH^WxAR+l!lycBmEG9gyN5(Lm_Zf<c*sb_lll5s)?I%n
zSL;rTx^w?}Ze71qDen|WXC(yLKzJai@C?<H%4s7c*}7?ITYWFiX&u(hp4ua4c-cH(
zt%aNqFTVkvbhIuhc}(i6?~ugXPo7dSIu>6$oPRG6DD(Z-NYdU0+mHA9m%Ktr&cNw6
zI?K}Sw;lOeP^9q>1g7eCrHr0aa>n8Eebol#KIiQlUQ=clu?9jjA#|*8)incoorTZ&
z_)@!+pDwQdUK+WH@uQxIl)}|Vs2qpaQ-NcKRA|JyxO@CAbX5=tXkO19V77Sr+UX^{
zf#Z?LM~d_woU+0G&R#{oP})5FNz}RP?y1b}YNhgI6c75sz)*k~Rx0b0xVw&2I6PE3
zd+*G&U)GoNww$x$^Abv=W<UsJlMpHIs5!F>7XI;Q&UArkUJ~;ZR;TC%(}e#hXE2Q?
zt`X#10L=uLcRbAui(ykqGFcPCaV%>NfA6n$bDniqpH2edIxr2~+E|>W?(qXgd*na=
zewz~W{!?7o-k6t6!|`)Xu>|BNOvkn^J?W}##&ys2Sl;LBwi1Smn{DPWgUEa(@~gN|
zeIe>&Sa{ngr``5Ba#32k>76;uqY*J+4z<w0|3#CsQ-HWxZ*Y~buBc9VcbD_+t76|F
z>4s%XZ`^wE-$WEnd@}mDKp$fD>dh*LKZt7g4@f@h7aeu_F?S*aTB#rxG?xGVo0E<A
z0+zL$9Hz$`^a4iDno?p2-X5~S@biQMYRHa@bHg)56XR&#n&nds_O@EgU=@_e8vAvq
zWQeqB=zT`WIU=kP+<Mr%k4DeFgg5=})nfa6Hm=|ohu<%XVIIq^A#YgxBxBYeW@R0l
z-_zZ1{>Y(zYtBI};WdlNnSh6Ign0<Nj}oaFH?6KIdLGPf;vUrIy<qffMCA9ke~l-C
z*oeaT=)@np`uH5{P3KL$VxNz#xwg{2z1fD+D)FOe2Hy+xVTZ{;<*w9h)wS`u(_~?G
zcV8+`-IneY7E0*jgUL!hl<yr9z3@e1-P?{B|1A-CbK%ow-q+b9ffp_NYZ;5f?RFID
zkK3{MrKy6+^(i`Sf7K;7*NuPXms5BCQ#RK5%#0vdV#Y=@rSkh%UwLukYWUAemebsu
zYKqpj8t71dQ+$o%k(dFur`eu)y@@$(b&I2&woFsn?-$QJ(HK8N6xU*ObgA%o)wDpR
z#mPQe-9Ct?eLvS(dvRtU&gMdKKCnNCH-%?$qQ_HHzzTRH4c0!7@k~7B^JlY<<}LG|
zjnv0O2mmvvIDm}|@);%x@6>x%Q7pVzd&`5k(p}WIkIEDQ+d(wSKwJS{J@HH6lavKU
zMfJC(-*80R3nq05YKu~90swBv;Ejh+HI*}o3BO(`+v;A)STnfe2G3I6`!^^)1^qgH
z?~t)1DDae2YePORt#i+zo!NTe?#YmF=~M5cUt)|Y=r&ZHCF;Y$l#H)w1r_dN3v#eL
zZ2CQ)`?ujk$A63`Bh1N3JbCNFEYlLaL!*pOs%m^zYEQV^{SOe{gaa;-R`<*+{M?<-
zUel*MHM{=4;DXF_O2cx6J%SHeP8M95z+lteL5-kJDS8)>>!0gBJGRtWKxoCAf{OV$
z7N57+@_(QvV?vKxA;B8RVa+!#ON_p~(RIbKYwre~Pk9&igtPtw3$>I`L2ocYp?*<g
z(CJatsj}a5l&2Yst-SH(zu+>8cVu2I5k!U#4KhZscAE&xPJs(qJfR1En|*ZQTl?e8
zvWYXP0q+R{6p==#I1eK&U0Ds2Tpz}IVqWQkFN^Q+rTqT-WBn-iiGRSE@+=s?Kqvvr
z+E3m-RX<B5RYQBlJg$x-0$FL4+Ra!s%x_6W5u#cYL{T&7z?!MBQ*vQ;EYE_o1x_BV
z|Btcjj>qzQ|98n24OCPVDIt3m4O+^Ij6~UcKlUn=ts#Umq9H12lhDu-l0sG~r6i?9
zH2kh}kH<sx{rvvp^*Zn8I`_HHea<!C*Maw}c2f=hBAw723FQx^o1uFaMcV>Y+~x+i
zE?)D=TUO0@<DAg`FFqxIf#W(NRRl%DrhWL1$+zj)I<F6$^)=3auE^8e!~a5|lzi$i
z!Q9h1cLj4g4AsA3G8dPaB|GwUAJ<=iR1Z)xY=ct`#BXff)$nb{J@%guLizW;d)X^m
zK<SH&s{}f`lP3h6i3}NhA1YzLWm)w_0?yP}FwN9?X;Cc@v>=g8&!XtgWMyE5afbv-
zM)UWE22SAf$M>R=95&T4@=UE>pGUv_{nXWML&=VBwNLzI+T;ZQy%Q)>PxZWQfe$>S
z2963m#rUoY@PA(?X7@KBx}(Vmn!B-rMy5=B{kf7oE8IO(Z$8;mLIt>~=aiRGq|{In
zWH_>Ur_p-D=g&1i@^>Y()F!STreA`@hlZNj!P?+)K-^P}GJJ{s$IE;;TI`ehNWY8K
zd{bZJwd&fNxyebAFApqf(r1qrR8CdJ)?OYy?-QR}qiX63GgYuJlOD(Z5?=lD#6?CR
zkrR$`f=R!ws9LwgXzx!R$@-PYPMvqGjJjK(G7dl_IWr(~E^iYwQMdK-OSX6YcF$n6
zg7cWvI0T^-pvXNqkP*Q$nxT@st)jiEsw&nhnSWDI!P>KY+pTO_pRKdJ-)8VK!tpXt
zIysfb)5$E++a+_^%eI_f);RxjQJyWOtl<kmm|R4FoLu;$lQwF<m@LD7ac0hMrPilb
zsb<qh7zKb|6KyE`f^$df0XewPa?%#lJzaZ&rrPDL?AEfnW~;svwjh)`bZ}Xq2?IIo
z*wX3w#S|YZXWd}ab5G1J;nv8|p2a?lf>5jzPlRy-HwivPY;Xo&{zZAmrWdj{X2;xJ
zYLqz=D7PUl0_EB;NQhy%{;D{4!D#rFm&)Z~a$n8!-y}0i@bR|;dRGF$X#Ff5*!E&1
zVDX-2$rp$3JXvJanYxJzkK$td6p^`U2dtL3vk&}DkQdOO7Qb@oWBulwz3P@;-Gezz
z@8qdG1RNCTE9K!xEE}|rhR@Lv(>qt#UboCawWjxd5c6ZFl(`#rKOpDl3&jwOlpkYh
zO20X5x;mW>>Q;3#xp}qj*{L%lgo<zyAW-%o1Vx+{gepeF2qAuA5UOA1ddq|R;=R5n
z3j4ccY_&ulF$knuw~To|vCw7i6+gCf+vHSP)cNy@dzJqbZe>8&Te&$w`5@{G=i>-=
zxRfon)=-s2XZeMjA051~A3R|v>r)yP7!kP2f~rJGnh+wd;O^*rlaCfJhJMGM;MfvZ
zH!0Za{xJp=!HiEfu^~5V#tjSFN*bnSnX)sjg*oc!Zt46B3=m{N!KZ_6Qk1DqrlJ-7
zN=;3Soj$sDAl0b;bWPd9wjNCe5Lr7z<!<5bN31ONi*ARP+0e;PUN2ZR(%*)gH7{bo
z_;`Rm<>V8DqF?0sbFroKxrmmk>P>kwp<<Kk99z_ej0gl&=ptTN@T}pz(&^RT*s4$b
zOM4$1XWUQoUZs}8E&BLUMlA!x4%kpZzk(1ik?O&6DC5<suR|U|vMcwz^6b)^Vo>;k
zVL0AL2eRA7e*a^+qQtbyt;V~4Exd4|{)PRm`MXKG9G?;eK*_Ag%Lq(*&`y(ScH0~K
zN9k)XS|*u=i@Wf|E{Y~K&v78q&4;U)u=lXj?+smoqa^&l@^Pg;jdtYT;J{9r)PIBF
zm5Uk@8EJ(A8x6#MFq=H)E}#Ce`3~v5BD@(;`|9fkIT<+1nN>_vfMtM0hhL6}R>h^l
zPE`xZCDg<F!X*H=0;0GDgN5C1lK}IDPe07d4mRA;GivAZP;p@xsQ@|<x+AGzHpZeM
zz<b&*U!-18rgu8Ge^t8b9C91t(}3~7zXzTE5IbgFUrfg1hT(-t+*N)Sw%+Ap5?J~8
z-^Ryc&#Q*MXD1je@NHo~a?JdFwoBXG&Ev<xIYLv$e{;2Re^;S;*Y%V)roZp%Z2YOc
zF8}iQu|%XtDgdMHR`G4KdtSBdMQPrem8OeZm$sAl2sKq$SVUf3Icfip?pf2_{L0%7
zJg*7Sc;LU{@%Y~)2C85SB^MmXs;?f3y2!l$qru6i=kw3596u5aVQ(kGA%c@TNIm6p
z|5EZsCXdC`G%cp8<I3}w=Hn6gc7g?l8eXv7@Dd69#i-G&xsEufUDKJqF7G4LhlsPn
zr0zq_9?k_f4=HPGufuKmcJ39Ee(35jKh-*r^DJ;Bc>;|e>8XT?vF2*%nheKP{_+s>
z>R?&3VC8SpJ2r8sivrCbW8P>{dtqy2P>0dt(+g&*y|S2Q=Qw`ysI3Ape40fh#l1+s
zaB|lU#Z_Fq1G`II64J*HL@Ciwr0s1338?-U?}MniJuJOO2Sk|9PTF)@`^J}+9e*27
z`Y`CYCb11m>n$%PrM7eq3Ow(+7v$2Z@i!bwn1Z+iB~E9JbX$VfwHpHx>W_B?W&hMO
znb!F?7*T6Wp&CHjk=PUY@$Nhhug<=tU5{>Ckl`L`v51F4-Q6h+f6<q|@*@6P*=Dya
zbyF4l>t~yu|4kD5Ja}`YN8Hz@oj!9t_1Th3+yem?g&Y4i*4LeQ)07O|m2DD{v(KMq
zznjs(TGw#rReeXrUvOCBEGCr>Pqt6}pG=&Z9(Sl^y;xd6A4imR(<|c0i^In%082LI
z`Y?3v>J%|8_pYE-X700goSi=rhVEXXrVaOa?PST`FtWH*yWCD$!Q%KJ6N}fyw-X_V
ztlG&P_~D$OH3jehZwl%vkhiqHzVyk0Wd+6iG>_etA}v{1U1D}bM42cxP&F%4H7bn>
zbGe?y<FEg|K6~Dki4Oxw87RzQ;|PvF#7|Fneok1NQm*?cvTfTyu2=e@uS3&>myv4n
zm>fHJ9;!%zhFw0`zjfcm#0PGLiGG!x?*m>rcaUn=7{bvBQWr_z2cc23v`-m2-<}y|
zjP1Gm@Xq;g(YCXF6V~9*GQd53*GFgem`lvL{LA8gt?!qZ;-x<(g2;2-*9YrAe)O=@
zoFyTeO2P96;%Dks<v*SL_tA(Ov-Hq!Z)tlhcvU8QM@Y+bYpJbbtNs{Gbd|%3OP8+q
zaTI9DY&`$oy*9*UU*dJrW*K{A4;YJrx7eDBy^#{{esLwyPC1w+6<D6@ct7^>l5Y;@
zVIEu3!V^cIn0@Z=Ini${Vy~(_kNLYF89*8PeH=oykis}7iQQ74KJu(%WXfipuzlq_
zw)0v}m_0$CHYQ}?_dYx2D9OXp^=c;XFAf*H4Of<!2qBr1@S{07uT#`Z%jOPt{Sw~{
z*(rN_KKRowd~ydud9)QR(2ZoYMa7X=SBT@;&r5!v;%k{R;A&Xc?c*OpX5!Ev1yBri
zl(9!SD?8$EeiQOk?>M)F>2T$gxStcIMb*WTaRwU198dzug@n5=)#k3GWks6p3CTK;
z>AOguRK><bQRQCHxdoh<P+>zVSo^reSuWNd^iJ?QE3;%PXRmOKN5@2|0aW=0`uagd
zcf;Bhl_ey@Pv|_96!Te(J-hr_+Fxh_3Pj^|qDb4oRIWFv+TS%^v*T0Y5vzkzLr3;B
zOr1F1)dNm(h|@qf6&uOq!OYa~9=97}CF>V#F_GW#t$f08JR*i$D7eCf0>F4Y1d9+A
z4-b@IxiY$D#sZy>vnKC|ZK117<l7oog9iNPd0XWlw#{yC7g=Xou<@6(-`Vw~Z;ifu
z@Zf$BsE6((cGxlJPK7CIF_}M`kMDjw?{{-0f7h6TMQm%b%R60-i+}0(b3@+hOI~N|
zV`dI2S>JlTeC&=UA%WmjAi@e@G$7{&4ZAVV-;Za7NypxWYgUGFJgn0RzE(P68St`E
zryx+v8BXS5)7>A{Swse<)R_Y!9o8ipf4V^i+~^MkUKA+Wa3|Ws?-Q99)E9qM>)G6w
zSq8^)lp8XOM<>Xk#>3{pW_z8tZ`0bE6z?CMB=RW#>h`orrzZ}lm;2%yoG2za7u(*z
zrC`%<EYl=4Gr+zm?a3`NJTf*d6jgF{3L;#$;86pTFl^h+e6jHDd)6LzPg!oS=ek$Q
z)135`({T)Y0J>coJda(#qa*qvOKtKB17+J_-lMb0SmhW1_4`IG52@o{A>sBi=OBk8
zw~t8Gl|dm^frTaME1!sgC>rn~Va0~5RqZdgS+e+vu9Z0ZDfb!c>ZKD_!GjP&m44DN
zmwh`-eP&g9imvt5G4h#|>ba3)OerSz0UZO0))0)b#rl|2J-Q5C?q_#zKcXw`<C(mD
zH<?~AaboB&*J#^kJ*Uy_Chd%Zi|LQz2XFMQlisL_qrtHXUMz?)z>;Gzn+&(}CVa^=
zxfwnyYQ3D$opXa@s^PeaQ84f+V4sbfn&R?qvkJ_%)_vf5zk;X!sqNpFfI<QL874hv
zuEPtqo+i_V*=LpjecRRbvZS>+af)OWHa^2E0?oUUW-qqZ7(Dr7`E2#~>)t;j(|0GL
zsI3Y)Z9qlj34yjFDs7Uv2g)QcuBe+r+nwcQE!717K2HjZ7pP$F-X@cZhI<-1Z)u)6
zFKyg>tuBUce3C~A`MO9P*7k1RO{aEuv(qx0z4CRL)3(<I*8f8iTJ{GtwzvAXR(`Wx
zS*TNeswzu+TJuDGh!Q}47_cE4&RbO-vYo3tmA7!SRteh)#oPqa!8&mzJY{7t&#qld
z=Pzx$-{Y$N(TsbhM)c8Uk-yJqY`xxJy>?=Hv(bRSyxF@>Us(~P{Iya3?-(yB@LSmd
zUA!xzuHSjmC}R0JryDUvX<YXTHi)UdR$%%U4nOCQX9z5te<9OFW<g&-OZn-HQhDo@
ze+LlS8l+kPhx)!FW-`gaaeF#!b_<I!XRX~8G*Rs$7Y%Xkd3yMRL)->d;_F5ubJ^oH
zF^V4#y=-6hdGQXb(!swAW5mf~MRnh9+)e)ea_>c#wbhm3w@=8;Sn%ICIqYValZiRg
z$^NyA`K7Nu`D_~cWah++=r8k>$6m>MU8$_yT6l4Nn$6Yrr85i+4YU7So&q*6xg)8}
znrrIiMgFIAZ}+m-vvRThH%<{d?fO-9?^*7p>R)(Q9R4xl(!#u_{l9Tan9cD_l~=D9
z+&Dh$^;GQV^XHBsuFC(7Q^r_-Xcc5Dm%iTG8TRmM!;xQazf1mOcQL*P73`$>CjB9+
zg4&w-iGBMOMpI8j3t0TOJXI`B;ZB5mpY~+O@cL~FviYRS9`fY>Cr%E#o%z!Ga^AM2
z*U8BdaVZAZXG;Z7)It7yeUNJ`qTF#yS8~f?&5A`W%SYawI#itZ{=db^Vp{`WsEZ$2
zXtc{Mh_}W+jjx+)vHE}G<gh$%laM|g@tMzD4L{3gjbLJ-YyWWwGb|?*C@9SH>ej42
zqhc`=yT3ih^rch7i@g7qr-1Q#$VoS^VKIuWV;1Lh&>IpitkwE&oFW$YHQjIDz!Kf%
zk)?@;3O_Cq9Vq#K%u@+_v?gqdV~V*68{fn74a_O>^|AB+aWyeMpE9P4onCi#xt+!e
zfmvH-rk=c~8K6H=P5aCHQ^DrB>j{+|y8oz)<(v|m(9&r+`W`#~^ZDd4@ekQGHk)tO
ze0cfVY+u+7Z?%DVrT>H}VCGlSoc4$K?C_}wGZt5$`X(gJ^}km|5qoG-mnz1xZBc88
zi(d2TueFbld3pY)G$kwvd%f6jjdf4{u&ndi)Dn(ko>$ZU6Q+!bpZZMm7|pnGI%BI5
z`?UJm>3qjR{}ZNyWiW5K5WH&F{Lkg#;Wv+oUYpXocA`P^=NnMP7TQex(3i*i>Yk*D
z)pYNHyECpRyZ?tYtXU{-L4NtJ(Z_bnN@s?OMswbDCL^8nJCSs)j(I41e>@s~c{-QN
zD*N--Dwo0N94FBu6XcN2+w6yt?+z`}Yr&Kb$KIL~)fVldLx!rye%;Xu@iZX^0r;&z
zJ=9wK=ELTC<sql)((P4V4tMz?^CsTAkPi(4Ky`<x2KchA=mi1Bd@kAhde@XD`s?#w
zep)?rhFQF7;>_>_f2afU_QbY0&pe@LdZ6@&t^BUU_e!5F0|zI5kwkt!skwUdJI}K3
zW_gj5eolx>=@@I*r4!D7{dwZ;V4e2I_q;5bmoSNA%DpWvA9>iU0_Oj9Je1^u_T8+c
zp|(yg<jM{I6`+KFQ*W~D-8W%4o|-|mffo(mXn3HvWw}%8v-bUiVS6)g4o}?6MDP_Q
zXn{`WLgqwaxAlac$11lEyG*H>cF-dy(_&X?<wQX!Do@ZRBZoO=`R&)No;_2Urd}WH
zY%?;Bzrjyc_tW1b*&7m7{D3!^w35F}Z>pSSbepa3w08QW^w!B`oXsyMh$1u;s3(DR
zFw`3HXn4^f@y82)iXPnJ#^;p(T}QTH;szifNNqQJ%sC*HJinwZy0}Q`mSMCYXMV-R
z--rBRm=CBxnAL$op*l$q0sW4YN~JmR_8zq-^#2@<=k?$;XQZ>gyk#3t7=N0t$T{{x
z5!Z&9byM;u-b^T!8axW%fEzOoXxNz>UsUsNa7@}{<<=m+_Pm5iX#)En@?b0D9I@mk
z8;xF|VyfTa{-C5&Y=`9@b7}WSe>^_gF5m&d&8ez$1CsWRe%F8JU8s6{Lpt(_;O2u9
zWgzn#DV#v~0A?j(DW6fTR(;P|?27XKOV0-P?0lWn9mo4WQ1~A3KOS6tRyXk>&(n@I
zu>m#xtj>M&{)!>00ti7}8C<m|g>FRK-1#)kUbkS)$&{uo{|4c5+R9_@^t=wVKKEo`
zAm#P!=(#I2*8ClUau&%4>S^03+obNDkYbViYp^8l)2sTjFaHMNa$?SHGB+zpecjXi
zW9q&oLL04%5^eqp!NbO+9NOHA+Zw;u^m1<b@MJ;U%H{62=Suz?gv&AIsMj43XM3I|
ziiJp4@43pxRi5%!2nsioVy;X%{yK8Fy=|y6{pXu4$u8nug&Y2f!KIjgIa+^gvMZOx
ztkcts+0Nz}1@096D}rLw#P>nBrMz;YdxWuq9#hIk2dVSYhb6}X5QP1TJ8vM2iCA=S
zNy|7sx0&X<OxoaL7CKudIAXca^y`0@L@<G&{dTW4LM3fCj~Jiz`@2GG6*SjFK<b|u
zTuOj@sW@%DXXhKShU`Tl&ho$JJeYXP5HkbM3bkq#2M)NV+<c>Vj^oh@b({FE1IlM7
zs-9yQT*?s*mW^|~wFDKsGHZmki?y+}JSS5P#?CeT>mkZO$hUJrgHPtD_YpZOt=lu_
zah46e7{JIRfWM+}NztbjeFKZw^;USrh}Ox5bL?EZ*Y~e0fV44E&KqatH_vU?%EkQb
zZn-uoGr_RW{2y`vgG({&xFY8p?AY?y*_nS^W_0eFusw1Uq`-QihF*}2<L!a^yFh(V
zYmLSAJ3ov9xHr4T)RpWXkmX8Q_YV|A88EX?nj2>nUB15l>%u;<nvBsmd$vdYeK^_4
z+^^7LB&z2!Te?rTjnHX%!~7+-WAR5~myxr=yR={lPimxcJyvT!{BiH24Tpkhs*9@G
z-vywOV;c4&=<92bVD8o45}h}<&8s=CoyRv(WhH+fa>s2k1tGx)=6p#;D!Cof{8~?@
zKl#Cv^!J~~zkJ4(s&-?4nRt1!O3`^u5y?RR5_MUrGye;UmJ8dOIgoqjn%jD&FLTmO
zDg>VtSGN2Q47p}CO*sSi>+XEG=F%?QvYf|nzHs);|A8VFB2b|9XxY!|$|VcRC1t-$
zC8{}kZ~tE)v>E|t<w{#l^NLQ14If<Mpe*OMXzs6nV=#>}mMc>)4f*Xl8PsYj9%`{@
z8t3ha!~GFcs2fqzgssS!IbD-=d*rW*lUsE<GB`8COeQL2z$$_hkl|Z6cHi)>R-;`q
z#&^n=E(%TUSiW9{G6+y94p9t*(kV#KJPj49rk^ku=sCQoy0dm<mH5xB%**R43dvdF
zB<#=$fFAUM+%3F98p?%j95GkZJ4<zjm^_SEesUen)av4Ejla);L~XTg?V$b$HV|Y?
z;Ed3CDhRgy!R;Kjj3~P&E7o($TCY|!z8OXZ%#cU`lIbO6<sszN(oo&fq_iYEY}eP@
zKAx%0$4}V@&RTt^juHp~YCIp?$=k*ku|+sR`V}Y?f!K*y$7vhY>yowaSMSJmQEw5N
zUQMa0_6n%V7q#V{NS1`BZCNQO%h}qh*kES^N<|7?RU<EPXUD9cKbhmf`ivQ*To6TX
zL<rfNPKc5paxdh$rPVfP=ej<a!^u-z<9#%8n(dr11RNi5C7@6vD#}9sW+5Sq?R|XV
zN79<&N3N{&4S4c<Jrz=N1=c7$9}f~#KyiTz4%7^A>V1v*zMFSC$6f4r;vv2+`_?m_
zNKya=Aovg9bwkD@ROMjt<u|t;a`H71QTcG@k;?uXS1P_z&LLMQNrGO0u$6$74rt+E
zVnpOHKCEX@BH&%n`M$09_-aSCC-8@kQesdU6P-UDCwjy4BT>Seth|b%ot%O^7Mx?8
zb9w&0^?N(A1oNi&Jsn+MKqhxPfJ`C_l%$Fyl`M!vNI@SB$l3qQdM~eW!L?!O<Ju~$
zPYX_PX0EOslZ|KKkoyCDGISR{cDEw_&A0s;Ji4-u1)^(sHdjxTqLc=ZNs!(Fb1_uG
z5D6*6Ptvxy%I}F=zGOvkPFlyW-PJ27H#`~-D(1L^F#<IC(NT+^KfX*Al)Ut5p7qb@
z=$1n=W0P}tawWGt)rXPTP^wne%GS1WSnT(un6-IusC#@)yg`Q0gU0O~)5g$vl@Ut+
zB>M%EDO18fGzJaR;^u!Y{<O|+_m)Lw3*8(hfRxFCemWGr40%;6J8T2r@YRtO#TEIR
z&hx7M{IuMA%{xlhg@?qABg8pG+@N^24iWIfu(-We-<8x$3e6jqnmXq?7;7EQ7?X-t
zkxWw~6VusevR@ZxmhPGoaVJ0HuF!C!(Z1zl<EfG@uq&u7CKDEu#+Ge=*k?EQucDDT
z_HnB*$_Yh;=ZNpi)ydi$m1npi?s3S5V^>tmEgba~HaC^}o?xnB?zHLq4N49k)r0Iq
zbXK9I0P6y8R1dJ%x8CT#Wi{EIcF|OFwZrx6A_o#KjDrz*7I;k$qU<LVTWQ$0h_!7T
z56)Vqm&*@@8h&Zs6GA`ih-nf)7e#qlD3^z=|0SSDUi^NM%DVi$FTI{gb75!hQ+gXC
z0F~Dh>3+zL!v<IO{k-%>E-E-Wv$Ih;yzANEH|oA;L<J}+kcBEx0R|#5%MU!E*3+{*
zorOLeVt%!B*W6!wzx?I77;u=R;g6{oPB>l)`TA<nfy)=af7p7s?;j8pla^D!Z13-T
z{L$@>>qx7tuTkq^$uf@sp>YU2SCXQE#zK`?Xk3DgBhg$*@o!ltz1x=7I$prI;WTX6
zMx&vv{N?eIg~k;;rJLr^LPu)IpLYwuc?bx`SOs~!ISo`>VU@R@vmO)wc12KI!6C-r
zp;Kp&Hg)4ogg8Rn4Rt?^)YJXc?_DKu*&*zW+R==<UbE#7{vpLhQC3AtQAP<f^j+cW
z70c!_@7Ts;y}aHPqCEYJ{((US=RR1ZwO6pfnbcLokuQq;&-Jjm>DBrD13;9sQOWF>
zn$B>wUdap5qq7G5&n%xJ5>R^W>)(-BTBTHCYuMFyCh@`{N1Qj<34G%>9zWF16W#EK
zC(mS-|NO3ShuMayHkl)98$aFQm^e;OMg~)Ij~2O2Oa3(D%c4u%dxt8U7Rkl@Wt@Yo
zsv`D2f1QW06#p^X9UmPJEtPOST%<(BJIRH&^Mv2@#`-^=e%it+>~X4guF&)M3zFZa
zC{U*>eIU?GU?z6E7Yi>b7Op8v$@NRuZaK-tvwxy+_#YcOk=?9tqxIZsb8(N;enDB*
z*tyd2<50z)k_;xhWYLzc;g)GZA2Ya%=bdj%dAFbP`ICalUA^vdXp7DoyT+Ecwm!+j
zXMTGO_wO11i-`UL_prcaDg&)+ZW{TW((PIjzDL^V_-z@>*28{Ro{mSLs#b4h8SHN2
zKA#JDMMVwY%hzfj2sG>V8SolE(o<1MNy-j+pRl!o>GJ~37R@X@(K}~UwCQa4xfHg)
z4_1`H>J>+i`U=WO`?B$VaBn@jv1jtk9&#|^X~3ro2Mdrk5Nt=f8N~tm2R86Mk4VWm
z@4sxgX@!*p!+0n$_5j)_4`@T`N^r+96k56ItqP^>;2J44d&jxq_mhxiU%$TlUs#OS
zaAQpBr}xDpEMmKqgZW<mwmsuC4gmeVeO-Ma=?*pG#qUOC1?<i6rmoz3NvrxtX16;z
z-E`@0XAvHU!fW*zbG_$>Uf>NsBgh=@G;*E)m?`J+Ia&+p2se`bVH{`c2IqMu%i_X}
zuWxhriZ;}&(O<EU@)SaTk0-off)WSMLA7D*N_zd*y^k9nZ{9vVK!E4g>DQJig&4K*
z{({89>`tf(D|<;#HG0L;u*~Y<-e>A}$f@~4T`CA7t2*F@LOT}K`C+T4I(|*sx;1uy
zWs8}){&t0JAF>-sP>>VoD@gx_v3M1jH!PtIrEdz%xqIxJ5{J{frWO1-d%v}@pB$o;
zTm*E(IdeR%0$n|<Y_W$!Yu6<SUS8Am`L$5my&%V^DN#~{6h{!jP@ji$95AkT@F#<$
zdbP;@3cF>j3hy_cRlEB7D2bG#*|`DQGZ3$fhouL{nJsqbx@-49x7<kHvr9ilb2q$=
zoxa455kTi0vq%0vyaVq1ywEErbC1@Cy=P`J-F(fcE?)Z)2?3o5G5Mnu98|=Eh%AUS
zkAod@ex^ac*bD|seucdET&@0V;YAVy&C7vI3YOa%6m1veioxDrs+tq@>8pzbQ<!C$
z`Ug(k_u-@$#*sdnoDHc4*H*M~KkvTpwEyCMvnZ2eo4xCWN!JxZ5KPYCPDgdNSdS*Q
zbCKk|9X6Sgi|+-keQ^1L47rP8ELvW0A`rPIBz-le&gUo6!7IM1e~I0KoeN4;M^4(3
zb|D~0+GWx}LGF8KoHodR+z=CU_|`Y~l+y>%w$_;=zb@0Cm$ABm(BjKt?+-U8YUY4r
zctCHf*m<uhdDrN}3B83VZL;#j`5~OY7YuH32@{s(JR953yq8OdU6M4_VL~3ZWV<r_
zX^nEZm}gzD=3kw+YFmw*^V>t4mOY{WH27!nv@fF6na<WN{JXcwK(YPS>l<yEXYyAr
zczj}?3mro;YXF@ktP^N%G|W8siIv$3rmG>jGliB{Y*CfC>aufeI8>oQEiNR!yTb<r
zO*3z;R<ZBZwcY6&CtgtZ<ldmdASZpWuj=@exv_VF-5z41={CpZ2M#-T7QMO1_g+7c
zdSpmMbwicpuzze(l?17d7e8u9>e-}MzkH5xN|yhRT-S4gq<)9ziGgkdxoCENRyMx)
z+r}cdii*hx6qUa!YJSah;&+2+<nUc`W>&7?w?fT9Kn7kCg*`YbHN1(-^?<~0UH@Op
z!Z~X9h`TZlMq8hu;uMQ2iT?iBydlX?tSJ6PR*C+!@`8MZ@kGiNG--uO51dz<*cbOs
zh&d?cst>yeGNo_fh-kD(oqdu*c>_&9<&uYU2ObB`ClCK~whsHVG?twSvX!oAKM;24
zZV3s%v(-pf5&h+1H3GI$a=UAOudP48abU{PD$AN-i~=C1I&>NX;!J3?2p=f1#j)-P
zmiq~1@pUeI1=~!REl(fX^rDOofwmRUBnoN;;bo&Lc)G<YBMS^wKc5_qzRVO8eEIGC
zZwD$rv|rMqkxDRR$I+oAyAwF_#wvc1on$QoKQTP#%V^X&TG9i@M>p=C6m-kAxx9*!
z?h5I0_?oyw>K|Al;Bo-R27=ltDafkI+knzhb+aibkGpuzHN{&ja#zglcK5s;2X`Y{
zCm|n!iKcDJslmnH%>s?vO>^ojCUbrzYk?f?a8bB=4DJMQf4EAyV82gV44QIOcsy;X
z$X#q#EPvs>2dN$q<DuCIegY}utAg_M=jEDP6nwonx-UYW<y+{<H!DK#{AQeuB9ufB
zEzMB$D0$wZ=o2n!W}5P8RrVi;`;u!z>F)~7M@ddr3QEM$HROhRj-aRwHpK4yDyhog
zUUf=y-lhuo>JP=$(v%3`q=(PnU22R$238NAhK%^ou%^_7(bBuEyKh_f6?{$?_H9y*
zi=n_U&I5G;^Z+e^v@r2c3hRjoeOR*Ne4TP)g>I2V<<~<({K<a<Q58yvY7@O9Wkp40
zOkzP-()t4-E02F)8SE}GOiNU}mGD=vKe}b1iVrx-T?4UqH#I66r^cv!af?nh^hh=+
z;p1CP!eAF8j&5)yfe{VGCDb+cVaV7~-(Ot%#+B6@d@i^&FMD3Hm;pkt^by`48Wzv8
z*K)<lObP!D$GkqP3@{%xxJM@GIilak*_*6o!CwO2CNRZ-obV9WmE!Ng@)_SsMn8YI
zC>JzO+kBJp=MhB|d>n|45<GA;oc02n=Q%I%NKw+aUH!~5`zy;Axti(CU;u#{1D6=Q
zX@dQXBGmyRmY=?CgB4s_tr^@R;%o0WZouM54H=&vi6faup=k={>R<1mU3K~Nr6H5q
z)piMqiSKri`X2*;V9lb|OaA?NGn2Dc+?TuZ(s@4|2@82!P9~7!5ag#rMZ(lF!`Bau
za%`|}v(}Y5OhzuOx0S1!IIG{T+mS$K1dW3ceQGGs3PTYUTP?Rqs#23CO(`{Do>|AI
zHntA%;;By?59E&ZV<?zcBe9u7%3Lg&<4KmE<;wmD&-8IP+;f9}gm5LniSF(IE_S92
z1OKdo-sqNnK3}#<t+;e$<pa_q;s|A75b#EvWq8>-JfRB~FV`Pfp#4ns`J;;qPUIC^
zrMq6ZL<yk}ca|bWp$M%F_#BC^(YV(8wdT1`l`?}b9P3neaBbw(<NpIobBF49N6@2?
z4+d`yl2JI{U*kdQvTY{>FRt-eX_GdygEWa9p^S(63W*zv!K4^U;n7q{(cUH}?tSlY
zTy?|FRyi`#hMK0siB2zICU`|`P#QftmvZcCSxzed*!q0*<8%2v?sLO!>Z8bM5<nkt
z8v~&POb`7J#|UhFJ6Bs8mZ;Oe@hDGf$DChJ1f6cT=!KtOww^>HLLc0kU}Rs==KE4p
z8`xpA&{!b%B)0$M;RE|g!`%^$4{-8uV>r=?ThVYs^Nr{wcjq2D_C4Cp=|(hj26k^u
z2A$yud8!?N00e3eu)f<-^PBsx&2p}8a2dMw#dt}-3w3LN7;@yFdRb7y(Y>`Iz4ls(
z^6d?wpE|ESxi@=E5(&e*vA|kd*#eQ>3irgo^pQG)M}5iGoZ9lwDzX+1j3H1l9-MV3
zFa<tzk{19|V!QXIB*Ong{;7ip>!<3Rao2c3Ivdd%F#bI8Fh}P9TAp1!%ilYZy*Iwc
zIas{l5_NLn<Gn$JfGQS(bpT71Ulsg4ZC$I=eO6XGj-M>LiTg>r9shNBe{@3!?_r3=
zTCAG<q(ExHqc5y3hwh!Xk+5DsMrUvURB}*;5zdQ%{a|LUl5CIGW%*{DvD|pu=31R8
zqzjoGPYtJLG?Vv=;Tg9FvnqdIitU*jQZ%IclTyrJ{%{76{pZkKgqRD!8&9@v!sZy%
zStiAF8Sj(g{J{10rNsTTebn_0P(<Z~T#$@QhKU=ng{U*FXP>Jzs`G70*YutPxpiZ2
zgqj;cR7cIQwDtY>Yx?fTB6ycE?|=E=&Z2oilmX)F4JumDSUWIuwxUnw^I4^QFD&~Q
zvsA+j-zp|k<(7iiq!<b^z8HkGjH*3GW`(`j6diJ%_nWuEAuaBU8~DcKh!$_a2xWt}
zdyrnfbD3>s1#jzgUFYdlY8D#x%Xf|kjP=!Gu)ucd9ls<vxbd#Y9n}YcfsLob8r(LL
zut0QWK}{CgoKQTAR1Lw}RUS0vFQ$GX`ZBYR#CM%q`O1tM4fhXz-;rE*u-bSvYmJ_p
zZGU6iHr7Y)?k=x2l6tQ8mWu&Glrf;}86*d@(aH3CH`zn<z4A(zdAX<k-ixl8^2cas
zg9CI{u(-dK!j*n+npGO5x{+_Lqf7(y>)WIe0|6}5pOc1D9KkV-zCut)NY=IoZ<RZE
zEfbeLnK=-;_tL|!w;DUW2`LEYiu3QGMg_Q$3au}X+?XV$m@)Oj=CDU80h%%kla6sS
z4o7SQ-neU%%u}La$vP6EQ^HFcm)B{vm6z|V{d`&LDjh-(t$~XN*JjC%LfDZ@T3^yD
zy|Z7q&nb=Xc;Kq!+erF`7y@#*GX-acB96UBJ8ja6zRS(&4SxJSbRHANlGsju$P6G*
z!BB(?_yd3e-PH&B7DJa#&}DBWpV7HBpVjk|%1fuGrl%I3t&1nW0szBl1f~Z;6Nl#?
zVcxHGPY;(F9GVl6KS#gmShHx~S0?&njT=tzED~g2UfP>VxAm@-Kc%<V_K;Jdy<qQg
zD+&c<FZ50+gpo|;dI^noC!bwD$a1Z1SN3C{lfJhOvxhLE92_7-Kp5mGElMXo+D=$T
z+ODknieI&~;NFKzAGb3ON40|JdPDo>)hrj2n7zebRZ|p~TFKrQH;;@t$uJf!Oyqro
zwL*>?6uE;t(aIW92t0A!nGa(YwqAEerth<@rT;_zm-bE5$t{iZo8U1B(A>bU0EHvq
zCkw>7MXC%3wBFVoa7bLdy6Mx>9GCn;27x3oGm;B-3G8hM6(ZQP&wbif8RC38kFA3W
zbJq-*b!;O)PFxUv5Q2??-V#v7(wBqS7m2H0MaJ}9+0UxXw`Be;6P5zWhZYPn8NsNT
zBdiPQG+|w^L^9TTRadN-hv|-x-#IrF%HJ>m(J6`slUoX=X)NpiYLB{Pc+tFH9pA)<
zPrshi(!c<~_bQOYzzqkU0br>@kH#1FX;L)nlam%IY?uyP>hjok^XXe1_5_YW<kP%C
zH+(jDWyy=5X>*>m`5fz<3?T!C-=?^-@J><;ujop0(dV@ANy5?D?aYVO-}AFh-?W<%
zMtlyiZs=e@dK|H4VN15PJo+*+^@rdKfgt5O(QLmuWyizd+5y7^?FY1>NSDI3prx5>
zvD?cmd>1>?gbgIL#aEJ6KUk{J_XNHq5J7gNrL*)4d<tFM`?@wgL-NJ-ugT}HPyQO8
zOA2G)xv)XuW_$;d-M<JHi%F5Tx?5JuSJfNG%nRU(zGZy1m^_IY)s-=&hpNlNRwzgc
zE$(<f$z4)AQ=;ejid~&~tbdW};qFd+!ocJU6@X-!751a9@A%e2lPNi;oZ_N)iWCLC
zTTjMl8N~vnBWg`aP^^I?$ciT8ZDNUK*>$vaE}i8)Sv2nSpCUo&gw6!S)15gvr%FPz
zj+5K;kjWLNr5jF#<~sk0K%AH~DP=Flc66AkH}Cuv>{$n6PuAU^k}xmSVn{#nUr?3t
z&<*O#MtJXe`I)aszWeAUmtSghPSU@is$Q7djK`P40t;?E4;k{->@J^t-LA0pU&BFV
zhttgtLelbzQVI$fyVCMAelEH)CA!sWKfjF%%Qh`K^50k$FYJj$qsp>fx}w!?>L(>)
zK6x$tCB5QbKs<qq6bsPatp|>u>^``P4RaS2Q+3yL5_mxB$BgfeSX787j{%t@;&X4a
zq;d_Nu}p7#71DF{NM$u86I|fvq@&Yl(<9i#(J#4W$GgK>tKXar^S;2#_A=CZ<~tNJ
zk&zL0a)+xQB~rjeGtSfRzmrwJtK;{sB>$@~cI8NE2(_)%pdgHqVbB2Jq(nCw(cGZI
zYo-3|f^x|@R?M%@>(p-bC@%XjhI4`a=<0#8QKUR5GWA5iu$pg8ed|X%Ki|v}XRAM1
z-2QPK0zDfle?|3@G%WV>qtVVA0=mww2Ofz0+P0B->EH(Xa9ksWn+$d_s2OBu14#eC
zmTcs1E48*e<&+=i8)Uk|^^Iay^LP}p^qrtXB%F_AVk~w){X`T0x2;<b1`d6et`yI@
zxsjK?Y=rWQUjVor3SW#Hc15%6{K+MG5;@$pMFI+!uLheKk3Bp-w*b&Iz!--HqGOzi
z*rmL;o7R6%xOy&)w&ml_p4cSbg#iqcL;fo`b;wW@-gm_ftq1AL5WHFv7@dCMmE0P)
z1XF+E+h0eE<HyjDX@u-(^aCjNfw*w-ivxSR+2*CSKdt0coxe~<?cDyk!-pt!0C|}Z
z@et6+(D3qJBE|1W(|m`yhaZ1lIpDEKxa}~9-#|0{IH0;QA}=pI8mvF)RD@NXoUvAm
zy~6)@dhBSLb>rc%#FDVj)clB?<?&={;G{u)muQ&AiY${9t=_!m@1OMptDnnAK4T}9
z?=jCR>{@X8;;Bk7QwJJW`-8=fduPPArPI|9`EPO^+0dX*hH@wn8KHviB!p`Md<<FE
zmq$6wX0VJH6&;h98@J;E-|8Xy6j4|O)HUS6g*^^4M%^tgRPLP$v>AsUY*Bsjv~BaA
zb8oWgComp}foTDII}p;rAE+)AYZ0mT6?Zr-IpUe8cRlCOw<x&=+L#O!H3W(S`0Rli
z5N}^?B<G_PcmDZfTEW{09_{UH{%I`qeU3*NkrS0LzR-e0w?Uk+!L}+=>GsLJzN3w{
z(Z&P2ZI`ps6euw`qbts+OK|4ldKIWxSeEgTX8vQ77p3sJn_dV`OnGK0^OOYP)Rfdk
zivk6BDw)%<NBqa7xje4SajE2cyvDQ5#GE=fDFE0ia4$p0Y<Qo6KJbo!Um$DU;7r|3
zA3sSyoEwqb_%73xXUE+Ma=@RB>|@fNg67eDMh(M!B0Rs2Jd3S;ZS-a9d^aW1Y3@Xc
z@<E(JbRm%`=M8#|r1o;h235x2-TRY+)0PYxJCm%>;In`ojyH`#iGR@jy=VLFeTBWD
z(d(nQmhKcTdTM!}41_w{%iyX8Qnjcgn8%^t#Fq9S4H?)`)*>2ZpgP^^SsL*aB#Sfs
z)<$20)L8w>vfErb`%}1cm{QJJwXdBy<NDicn;C)V1(MqZIwyc5klXCBt@(`UA%TOV
z57&9m6{!_25&0K@!4Bu!SucBIBm0O{kKCeDXE%QT)F(!ke-IPIH;P>NF7C4_drGG)
z-)O97-1dDfe-i0EAqEjqCp^-OGW<Y+g4o}^C34y4-3@nD**me(b{x2rx#&|c<Ag}p
zJ2;=fg#vEY+btG3Cl;3uNL}xC5BfY!MdwpA<8Z=cvvPH?gX|>mxsX!Wo0jZ&Jo@5b
zU-jphv>x}zMgEP`8DWIAN-%Phkd41iEVJV3x#I5|a`a2{=TzDZsvLuO8dB>cX&5Nw
znITADRQ1LA+QDo6_UC`@_j~!RZK`;b$2ggUe|G#2U@I@$KCfOaKI-9dPG+axrjVs(
zHKgm05KFLX<4!**YdNGLK}QC{TEcV7?0}AtdxrZRwHayI4eM!`bdlg1O+{8xFJt%(
z%#-W={YBTEI!cNZzLs`tnY+B+ww7^zC^gAPUKwk>(Jixk>Fxoq$r}}qNH+_LFOwjB
z;m)2wc`?=w(+)X+oj@ms7zQ}5X;_Qi;craJd8~7ndC9AZSI#=;)xC?9fFp_7FrMr&
zlG_AtPJJD6MyI~(yt91SPxFf5F$CeV01d_k6TcMZ$eWoo@9_~kYs*5e57{z&(hLI`
zqq=yy8nO=kQ#w`ofBiJAdVHqf*`tI6wqqY^$1re+gJLX2gTzHw{Bs6Z6b&2kIyJhf
z+-%dPEmk6!kq6(tuC<fKFeqV#xLe>n8~ZBn^>c8SJmiy%`B>qc&Tb`te7kb&7zlaJ
zNiIIvEd+<8ydtI%f28lrqJ1*!dk)BLc+io2Kq0<u3`Ba#Xds7?$PQnN;ssnv@;z%m
z9G-mIvg|;&%&V=Eq`Kqm4@%UyIA(Z<+Qy%JzK3_7wf0LFy}m3(D1y8?UEoy`FN7kH
zC2|I^*(Gl00yJMQ%{1J7c7dOnqu$dEqr}8qz<CGpB;Y-VGltG-nLWh(F=~Fn-Z?T%
zJiAZ7wej2cki2AF<Um(L8h{Nv1T?mz3{&nY#hX_fAI)8qQ2p7BS!?p0#i8M(gfRqz
zr^5ra+JJZDi5euix|_)x3P_hP<`-Jw-zxNQ(H8|$rD72G2iVKk1ITG1f~szEYFc{V
zkYv*N_b&XFp560r7Le`*7X?*lDF?o8q**a)(xmf%hP~*%ckR^S+wCf^rZr8wkn9`L
z>qz>Ka4dOrLGvQiq-)F$H;;DXSAM;?P%_Wj<NMIrr&nc}NT;R?B7*_iBlHcy(gHCv
zs2}20GHHi-7k_wm@!8@^7QGWkoJk!CA5C_~f!Gjfmf^8AIVG%SZLXL^2#5S8@$OlX
zg;iRe3fF4LMMYAmL}6PgqB#nd63#wHlvnE0sB>oNCWW8<8((L=WEk%YlYu+~oX`bU
z6ZuOBU&f(Rw8d6dSKTzL#0&+3)7cYv-{#YCL=G`r+Mx9Ti`6V|Ki&SrQ$vC`Pix(I
z*Q+zhd3)1e#$wl}$IU%=h{aGuYng3H;+`oNY7djg06a79hCz-+@`161T@U^Jk2e%H
zOny{5&n()=WMrlk{a1-g2Y0}u4*?6Xx;5LMRc&VLQ$aVyo~^>BeI;aA3x1lOSdXhT
zaEgr)`9ikk?|?z?@}Fu7@slMN&k{8Mt^dPIo-T)c*<^MIzE1LTn5g7v;Jg&;ccYc<
z`>V8W6^PtFMP64RjfB9XkWF7vv;-5K`H-{OZHL-O?Vg&7N0+x>s^h7cAVon@2KTDs
zg@CILjkFcj7p!X3DP?zEqQxg|xWHs=yr&%+O!>KYvI!hLTG(36=}{)Jy<>IXp-C%$
zP8<u}B5<vaaGcEEksjOrZq8<tB?tM$yKn2{N9fto5yWu;n-#n|sCI?hc$Zs^j!3G$
zKxB=^tS@C7gV#N#4|bJPP=OAZijcuAr>F`IeZgCb>=1@{D6w^wu}2$5jyO2f4y|a`
z>S|1CE0s8;pv~|*jA;DMlfz2nW*@2C@hNcQfi53*|M+0X2wl=q1MBQ6rvf(_B@ag^
zW1NSVSGG7O&N@2%mC?vIQ%j~D)2EKfK(2AB(JAb9csh*#hssmzeGyOFlDfm+iiIw8
z=kB3SP7r|raDM=`Fqq8HIt?Pv*!&AyLV3)S4=F8((-#kV!J*S{MFv)2QV<ggq~{Vr
zG+a&<`~52Qfc{iH2?@T&X{OIIQhvOZ6QxfHPpqJFkI;BUtal)WJK&k>j;Ug`ACr$g
z$gTgPJ@)&gH*4HuL&d+SSfgXWri3{rab-HLZ2`5vI-AL)IhYfn!{fOr#FtLP8kVyi
zvMrKnG3k#pHcnZz#%+xu={kY&$e9P-W*Gw7Q@02w_z$eRe6`iJ^r1#%V%hTxWYroB
zCsU>zA&VPMRD#x@hUqUCeIs#3UN!KhYUQ3;vG<=0CkWD?nm&DSwfT;d^u_(msJXhe
z;D`MZPv&u-5M0)BkJNEM5>??w9dhH}zML$^?s|J+|Cu)uk*`kp+850@Qpa6E#&qdu
zsFZ;#0_8hR@p`e(<xRCu)bIY^_XpS=e&6GlpwAG@)IfB!lP4p*8Bm$h!#}znjXACJ
zaq-}+R;OR#VL>iC{y^Y6U<@XwjD`A#?tBzpm~-sb5bce^)=4cto89OzN*(+0cBjk7
zsq(zj<j<Mv2h7JxB~%X32jM)z`0;Er;h7b&;P3+(2W3JeHkB%>-;3J3e)hrIN)iZV
zVOEexD<@Bny@BQE47w$@RaxFGW%Ert_lH&q(i~2Q+~(V|F@j{36%^sUpzDoHt9sMG
z>$r4px!J-f7c<i*VOdwh-mYOpkk=uu$c$w|bQI1`crbrj;yI}+caDeZD~dg$DE(dV
z$$?D??*d+|9T=$?e}0Nsf6^$oN${NTqiTr?Zze1L7$?IP66cWhJ8ourN%x1jC4Lt!
z%;Ue|7WSsJk2#Kv4iGZvde1mi1m9Bj`4#D}g%t}lR1?3w8rW<Q!zjxJim~uxjA0FY
z?v(C$rFG0zYD79BX^Z{Vtu}i}CoUn$p6ok3Zb#RS^tMPeCmX&fj4hvr>8gksXg_BZ
zL<JKV7n{?uZ?N;Dk$_Q^)gbpKRiA7frFVb9P(jPgXRNW)`GZ)>{nBqweR1j18tj%Y
z<8VhZG)P59yfN(b*82))q*>x-sQd_I@fVund4#m-h$k7dd-2;+PD)Nj4!RsdBkmnn
zmD~;dy4JlE-;?%ax<%yVW1)SFvhX7ld>`~|jxp$Np&t$_<?f!E@uB9WM@0PRT-TL6
z<DqVDR#H9?+;D*l^Q}n6L&39`y8G|*M1Eh}kfT{rK4;u$JYfsvQQ}=)jvb$W)rgk$
z+fwsTVTqj0;gJ{`nSnq&5xsf_q7-(R5eGj_;M0M=d)ptW-&TlZSu*3pV#XhL2TKeN
zeh1WQ(c8|?$<7}We%&)Fy4!v^+qOq{OHQ-@p0_KR^kk3%#vqtmieX#25ciEKC&B`P
zSvyl$PA&L2?&rb5hB=5YEi&A$|8{+=q`yqu<)WIOqm*Wbe;bT8AQ}C^!&xUX)t#ga
zeO%@y$d@nFEOD^-{8O0m$LWM=;7>wHS>*g@c}nZF7C9;TnJ&KkE_QN;w7)uOh!FFi
z0K-0-YAh)3?pS_XGV_;tR7OdL)-xeSF_dZS>8%7la$<kT%42Vngwr#3*JgFcAI;wH
zypPW*ri1ie5n>o&%44v`Ju8j#n%iZPTHndqtrK`ZrQJ07U(!^@V9RyFZk5iy6RRUG
z`5SbiJ(e6{)OCTcA%iriW}#1#zr<sk!0WtDDS`IAhHY;yHn-f3VwC1>XYK0*g{SuB
z6@J+Qih6gSecm7ynP}zEYDq@3h=&2yfb0}T`pFRUGNJX6AB;TK-mKdl)nKc6(?w=r
zd+OP@Qx$Z{>JjockUA<)=G4$Xv)D+}XQjTg(`gG16<fTpKIS+@nhZ#fL*aRXbWkhH
zJ?Hgo%8^%m-<+sjlVEThYtSF}ScE7Xgny@W<YSG=*j1@+gM6oJR^4;IcHg*nf()cF
zh$GUfao0CaqGpG;ZKD5%eCciJ9p;~ce;p9FX!#m_GO4n7#UIj@rSNX4a1=vM9<<3r
zr$1ilH*VGBFn|3Ml}C@wyJz+AqW-tkV<X|5LX<v_zgYZOqW>6S#gK0Uevv+>^vy}m
zs}|ni&Rx7Lf1uU8VBhv2!+*_*>Ip%9Fk?S*{2Q;dLeVMaG<7$T>cpe!7QCKT|N0R|
zgA!M@$A0GJK!Y<!`-A>2-X5N4CWVeh=3YwQ_~Vg??PP0bO_HUL{Yv!OuZEXScrTr)
zE}{~6Y_6)gfpFQsCPVznUzWwBqW^+T!J1jy`gPdFHp{Cfe-=LWuOA_fkFg1e(oSxu
z>}<@RQa-B&{64E*)Xm%SFDzO0i!NRilo<Pwke!{b=WRLTXH^==zxmnueTb!3<u5;i
zG*LWz4yWLuzg4-#Drc_?ulW|bVN&oyzr`ASkyeyOJ+_j_8b&o1c=GVLS0RsayLr^F
z+OSJatk$l|Q{ryw;^Vnhe~4EhOlYJ#`FKE$A~kz?tXCslF{a2YeCNg`rjO=$2Q;`X
zJ@Xg%#M6PCzdV+F<AcNNJ^j;8%q$Sxy}nD$)#>^bMm!C#`=;c{VTFDR%opl>9e$<8
zJ;1&wj?<D;h4CoHH9YXR<2fQkD4wwLHod)4bI#__)Z^;~re`i;*<s(PP3hohon&Oe
zf<)IGx+X9O=SQ~3O_f;K9_82OoLArSXyEHJhDpI-JU0*(g-{SR>nXo9_B}J<d$`a0
z(iQESSpmwV*BL)G0ODu`>kkc8NEz(Sr!t-_m5Vx@72DmdZ!xzub>^(`GLVN6FS|ig
zs%1LjpEU1A@57hpu{*CH)6#O)HOCJp9K6KSo}Zzna(YR-p8bW$RZW)d^G&s{oF6}$
zoJBxH^OVxF;j8tAvwL5aiuS(w7Pfu-K(bVtbQyp2{I)q_-wD-}Umk*2mre3nFp~FU
z+;|yss|A3;h*FD)Vwu&v5u4n$NghyrE4+DKWOB<v!H888V0hXDO0^&ma*6NGS4%AI
zbxpl_?uC+Lzf|{5T@qmjOgbph3581VzSmi&^w_$J?<}+U?ZM`^^f`C)OUrrV#!~h>
zmDNqD!I)=Gc&caKg_Vi&iATDlv}GEOUkn?EBz!A29^lWU*&ri`!TW7xv^6WIoK5iX
zW3NjiPBAOi4!BWT88O9)V9X%y*ym^WE*gm?ExD+eeAwMnD@|^kINaMxQ4fS>9~G2)
zQ*pqcz3|~Zv$wGe*IlCgcKGju4vN?gKr_c<AjF#&tDD~(yy*DZn$<mrlir^-e0b7<
z%!(qs@Zj*HrZr}oxDS^N2Xs8(Ib5$%{3EzpanV4=HF91!9lrxyF^~fTUR{W4OmOCO
z7rRD&i!|s-*FD*xn|a$#jyvfQiG^l8paZ}rfS4%IS>c{CENxNid;L(WAltHYwlDe4
z_)nTrKT3>um6L<4H%JL0nZ&UTA-PkW_TJ*ue8=Y%#Un8F&N>BB^(Pz9&|Q3lhZ-eH
z600!CRw5;$J|nuvzGv;Hb6YZ(4rc8kg+Oa)SK{-fQef<>?`z&px+`j?Gk<NwtC+?4
z7jJ)H9PAGl88C86Im*gOc|rvt_8@TMO35F;Y7?-X>D5D*6KlFk$t)vRXm0{eLyD!?
z)yf}Z&5b{p=d98=uSlm!Mv#gBawRwYA)s+PB;O&Q9pAp)rE}LlD9a8Xx;*#b@yp9i
z*OT!#l#}dD6hTnE9;xk&@plXuZF!czH%X4Q-?gu?-Aq6J7d3O}aEM+NZXZG(7!4&g
zg5MungiSU%)p&U{^J()8i_(Xe)U@QKE|G5x6d|&$7om;N`@7(7yXimgm2s{=nBBKc
zbKk@2-A^wa+Tce@v$L|to0O0x8Vnh)_@{;mGO5g+9+<Ob_}~W3q?$dcj_)p-{udPU
z)014?By4tuc3<-SRZrXVs{DhbVFL5Chg=BAp+h$k6tUZ3f=d<Fd%nNWcvSbwTutr!
zSC`GVSx=V$49Kvn$P9Z#(*fCP5Rbk)SMAsHPo?&G!{7D}2eOz%S;>%h7p@V)or${q
z5_^p-Gs2_HX?2TE@Lr3vn>GEH#`+qLmG`T2NZ$vAL;VKr@G3z1=YqxTF6&+MU1kYi
zfV)^v7<Y1h*_T}mGX%weOk099e%NK84PyR_B&RGJ(6p^KiFhWvh_9TNiz$&2;_Hq3
z(Y+PqzyXRBTJ#0b?Nu7~&RXrGtn9HB;um|2k1HkVJ=nkc;GcL!6&31WB$fy}72G*>
zs%x+JGmcf<5_hMyx<`F0V8BsnviOlr7l$3p`4Z2R`a6DOOVD<Ei4>iPB3?#mL<)he
zojt^$u!{{Vr^jV|n_PZoi1j^l@;tYPn>`sNIC(>Yo1Kj#H1zO=+7llvz%Y&ViqpBP
zm6^NyjJax_ML%;?X8<rJ2ov!Fh=Ox}^q+g;`AOG~pKhn0{ooLI!n}^W7x4E)P<W8>
z8uTn!WV+<dTJ6RD*B*O)w0){~JCucsbOqo5(&0#?3d`CmVdtHy-|yq)2w_*anUEH5
z()c(wl!IYXp!9%yj`TT_i6=rw9d|3;vr9Jhvj}VISlih2D*Y}4gofH^gPR2ob-e#F
z>DGn}9?|JdBe56dhMt<_*KOKe6k02FmJx@an-FJo!sFB`#g5(=n5D1VH;8OZ^$?X&
ze#CcyakP&IG<QSA5@55z7NT>noch$8Fxk<}-!MgdjiQ^mLGWyYAO;*6qC>sVp#Q?)
z4d1RyydQg?dkk{52A*VnhaLOPFqodYP6UC`YGac2Gx_csuXt23YqsHJwfNW8TbxN}
z04y+47jSAx{0zrE<w}YePg9y?1n-MjgA483-0hOyc)!RSn-YS+HwsEAXkvJ(0g+OQ
zJmBC1&9ZMgUT!JI!j<=-{g?Cis@cc2_tR&Huy7{gYmLOxFq797YvS!jg72^QSg+K&
zLvxpv>ezRUhC>Jtzdo#dAjXGJP(>D-$u#R!%k#1XQ?mzYyjy2aUau_lni7JyDTL1j
z`b@(~Ld7Wh#SdCJ#<XZHXuI09T<i7zwd@I`dI<q2bR~e71yY#dt=NL^$Op^+*p?{1
z@yJ%|Hm$(#mrQkI_eXeB65tzw6N<<j80KkOr!y?u)!tl}(Rr@-)0&=Q9ma8RH$j3D
z%J~2Y)MR3pEAEP1@=DuLATGP*n169PYm|l2p8$p=i69MEo}HG_xmo+xoStLAn`}G(
z4Rx==VQdpfog+jDpP`JKhJA=JGhdl4t@n8Kh?~{w4NG?OQ|;Sb2`HiNS^*^tbV#RR
zhUb(nIJ60EKex?PA@{S^faNGnm6{ta3i&f2>yl^>jd?`z^2k0DXE{W(z0$r$R+ux#
zDu){G?%?AH9&-<0AQA-?4v6Z3xCzKh*~FH2%L=(l6@Qv)F}G#XZD}|0)r=Tb&=bJJ
z3UA)WE&%RnPfUDvaEQXI-jpi+{9w)4sIO1oJtLj!1ji2`5X&J0A~fga53{dN-bL0&
zaUSlBGoJMOBpKVJ5cmO#GRM%h9*E_zzJ3_Zs=t3xRjx<H*EsjG1D-d=Pl~9mgNXq-
zDi-y=Izm)XF-Xd#=;pl7p|-B}Z<dT7PH+J-OzE;wz}EEn7xy-OJle=ktK6TizxeS4
zh*JRLGpJOo_PdxiYZ{v?%M=%(i$Q81!yU&1h-d^UgLsZh*)?5HIBw1!*3=v+u6@LJ
zx_y7>co5D)B1b;9-<q%Wmku=YI&Eh%zTnr#bKy4S5GCvg-0KIQh7V|CG^}gSxnjF&
zmZNg-#2?QnihsG^^uibF$6*%0*h4f!hg%-C4p&u%K8Q8%OgbNK-Bxemc55yt_luos
z-r01B(^&Nj9<HEa{U<sfbricDDr)7~*64FB;+*ksQdNifIFYdsbihO08=GBWEoUaC
zE?B(vkq7Tb`yS(2TgX%>q%WX7$Kcn2&>6(q4CaKbYY_GNT+_((y!q4a^?N7HAw8ZH
z1RXZGho30fgW}yoSHl*GjGQ`>GcDozlcQEAC%=41J^?aBaZMeXBjFX8uvf2pPNlJY
zxTr9VRaHrD@NVH|op9<2&~REHDsz(pUI1S*=kV}1-x9M)-jn8dC?xbxFSB!D&moN=
zWaxrci%TH*aNwD+H#u1|*$zbxJqVn!YZGT!%?9yO_Obb({3pmIh0hKpki*S^*G?AH
zPg_1*dvE>bSF5yDHRPDolRHVb9948ocq&i@f`>mkpUFP0pt*WuG<nWWj=md77Kgc`
zwPSWgMl#D?rX<1#4RY)VCkI^*A`&^V*P5Mr&b^Dz$Os4o_+D$NSmtU;sjlb?_k=Qd
z{HP^ekLdbPR8>*Le#|eP#1yjY>Fn=3>0cg|*<9%^n@R~pIBySU&}Q&J4^+n!78Z6g
zH+kt|f&JGmHF4Lt`rP6S)2inuLC_Qxg@bX$30+w>P}PC$%`r3;-_|Q~<(z`<>@*II
znTxzr7{?PC1`xCcvI_|MAXd78w7&NCS99LyF5X{1a`o-vAYE;0>2VRjAMAiHpuLql
zoU7QBJ2Nhx+W+RQjN8Gim*<bq3yFPB9j5qrNU}lYen2`5R2mTArSc9Wst1!VChpjK
zW2@lw`)&(4))_zUpij*OHjpQrzvv|LK*cb)mB2ae-2k((kj%|6`6`vhC+`<my3wB=
zvSH|@D1^d_9bBE&@1nfv-lioPu_+Q?uNj<be@jVlfE|a3{E#+;!lcL)!e>dtoSuGZ
z(mr+2V{`wTA2&qA`!niHdMFsxD-q8-CB+2pTVGbl+H!8g_rgY@Q&+fe%{AOWjfa9c
zcyLnNrx+K|7EqQ`vc?3TwFs0vSgrfq^Gk+*x-Qpy%+ZxVx>=$7ge>oaKJ4hoq=$Mi
ziDHLLz3-o{?`m6U&J<&{hI{EoIu0@^VXMMbk2fHW8u+Rj(An0SYPG5EK+;j+gw49-
zHv#ceUvRuQd7}251l<H))CLoVBSeeCSEy#jRI_@eH!mIg-Ht_mzsgC?3?lD%l?T;I
z3IB&+LM)oa#PwbHevWI(wxMF59hRGGLIozmNFr@tAH-gz_3-kn!YD!2)moQb<Ji?S
zvnw6RL^M3Ui~lqMAT<Tx2B$%X<Y_fi4<^{2#ayMg82+-XxOF{<^lMIpA%-@ncyF_G
z*EnC4!I_`Gsh!vV@swQc-G`}(c_TU%O1*_Y?4jv39sxRY<?4g&>BY+)77w+56aN+G
zF`I?-0VAgafS~)7C(7W14+2+T;YDGB{G8I(id&AV)zogiX8O}-wfIT$vt|IH049p4
zp}P%gmmvglWu;BwF((OD)76z8(@e^^lJxxosR`n;2x0^9m`Tyg_}LQ9%${VeX{I8(
zAYzl`cimT9`=|W_LpZ)fA_fhXP2ThR)Qy<g3T!h<r8GRrWEXO75c>wV8r~HZot1D$
zkOYuNlV@1asvkc1`qk@Yzc7E`9q-I1<3x=^y4!<~6q3tWFRV^<8$2B0dn&wcA@4h=
zlbvykLP3fLS~t|82b5oAV4`#1^SqG6m7Q3t^L;k&oN6CW^GqG_2?(06H37o4eovn$
zzk_aS3XX}reQeyhYk%L|OFB1zi^m&u4KkUPOlp7}W5|QY94zItx1{QuUJ$d2i@Kte
z$h3`#)H+BM{gW6=OFVU(lh^v1``e;j$`W#-CH#*hM@W-|#85kw{Mre<g%tSuD(fVN
z3J;Ow)Oj~TyW@UO;kYt|d@j(kt=yexZgAq;d1A4Wv)KK#Te&Rb)MoK$m~G-)aFKMN
zfP>e;PEi&dMNm3`PA<^;K}kR@r?D@))_N7%B?hi$iV-`j8W*CRyPi})NWC0f6r`~`
zobGjg?G=0V@FPz)JAN(G;)+f$B4^@+m$O6W0$f@6Cct8!B`NNc$k}G8skWj(`*iZk
z(IvdpV59|EL$(VXZ=fezOQB4BR1tz@8S)ja*fe?5j`Y?tjoSmWXBY*0GJ@#US7bg8
zfWi5PPMu)KQVX4kR*&}!{locR$v3i{+^#$h33N5YjYTj`(5;?*cRz`)FMM;ItG4}n
zNX;zE*}FKYa|hSf=-DWEO73v$>-&M64YvHNI&YoZX_Wo@K`$A@CfO2k4+%|*${De$
zOBAaTeGxKPY4GG!NV>1lh5Hv6r{w??rNm0W=Yyz8&$;%U=6xR2Ucc@~bL^J9Lhk!_
zNn?)?KzfTvzxNKKn>!aQH^^Ss?ImTE)#~~pw#t_A=ZTOV=^=%7&5&G=O${(k2#WY%
zSdo1EZdjen=@91TrGH}ZO9Pl);Isn0R#xCtCg*<b!2@cipXl$o`}N)Z8RH?y_9p8o
z$P0HGo5#!fJ&vBMjJ%9GHQ%`1fA~ad90oQZVSiG^9F(gFyDK*I9P7B2Wic8p=<b-T
z*Ycd#WdaoVQgNHc-zt#N_pM=7S^S{kmED)0FAID+LJYUqud?|!5|fa%-R0hqCjEq`
zW}EaLW*)oSdr1EuNd*P$v|#eWxk>L1!KtgqwPxYe{+mi8BcI|QHfRp&aWF~%3SwKN
zxI&^W@b7~9L3kROUv)obx4$Nx;Xc=>)I_3K%&ThLBjGwJ5ey_Mtf5d-^6Iv%yLBmR
zxG#KI_u%0mW_WQ2=_VlU2zh1PN+D7J?{}1B1YG9M_PH)qHP>~)Kwj$tF~*5OLis=P
zz(S|J6#TZziaWHi@~YpG)q|1?kCRFWDF=Ba;r&{Hg@6iUDJ@JuLUo`&(lJ{gKQBVa
zro^H<p1YBhh&b)wIsl`EAm&CE3G67yA6lh$=+&vR$L!_5{VuL5SnqR(k2E8x>Vyf}
z{N}KQ<*`vQQ&R>i{6lZNHsAjA{|NiiK&rO)|7}QRC=Dc$vC%vanNmq5NrX`5c|OLZ
zB0{Ai5vi0RLy;6RCQ`{vh{&wO6_qIRUu*Auj(ybk_rEXhy)X91T6>?hp5gOM^|%kS
zK(K%gH83X?_^IS^_QE_TJD#<4v2}8Ux?8PF(EIjD56^3M2KxY|rl3s?+Jgi9KRAA9
zx3&BGFLFuu&ZGq@yq<ZpcGRJO|0SNJ4lq#PfbVPv{9zYY5qHWr_`3N#ll$xW@jd$N
zt#=$(eHl`k&BDI{ED8sgf=r(-Dylq`I(|JQe%v9iDV8q4*FbT^A~2o^M1y#EMhr+>
z!8(8;m(TuK?<c}msQ6}{p#iD7A{M*@Cw0&obhJ$?>c7enZ$(UguUF$bjS~O-iT<y5
zWmz1;>*)w<5l~3>!P1*Lp|5h7o*VqinCf%Mj+p&Pd=yAgyleuz86bnO{%wdl3!^Nz
z!|^@4&W4Z*TkGzOD3uKpU}(ZPwBccyFQg*ufwi-SXWPuQ60Q1{6OXP2x0_bFihHXQ
zFlb^7pv0}gQ6k?Wfzm8m8udGVDGgeCZ8DgDu#h}N2@urWCzl_C=5nAL3^KK~Z9XdL
zbn?$#p=$@6uFOmwq0=KkJfT|wv?r|PfWI-hlppNxJl~V0dsSU)rn2|7&FQPs^0z;(
z{2S@&YD39~de*#ubN+Zw@`TDo=k9q1l0nqG5E%i=qrqz|90xEK6?iCs7bjODNt<wS
zT<mmrJ2Km_W}q+d{-eBV+~a`tY7mTPamvXnxKj?TO;rqXl=VTtXGzs>Wt}F6tc$&H
zk82SMUl}bG$7ND>-F9x;JdsOj0ogrW%uKholtduZ+r?L;>>9~ByWD;4E2kx$*&`u;
zM$N5wmVRFLPYAFbU~gg($hg7L4fGyLu7y?1;?-AzS3En$bLZBvYc~G`f}R(EW`jn`
z!pB06t88uGOMCM9F=G{nGcR&f6dGm7DvSEtED|0Z{GxBY*0sD!4qx@iI`$V!^zQb!
zf3Avm<$-Q*i|46Jm#(<lz52<~9GSj>qdKd~?B5umf-pi66oMkU!CL|@tm~7Lap|i#
zdhU&i!Is#Zf5HI&jQY&DzK?BYEmpLzO=|4k_dw`b!5C{w-x~}E0(OvVAP+^vTZJKA
ztxesktFxvG^BYq4eey|b{<s>~SvUZK(7t<+85G<uA|D|@8&lK$xMPo|&5M!1SGW$r
zWs4;?z8S~>Fe#RV^zdYw__l2j{e65zXO=@T?UBx0KJs?3yiV}T0ELM597pQ_jXucE
zyztuTV3(J&QGeOnHsQiv=D!d?Fq1igi9?KAOn8py+gQ22U)$u9vRr-x&J2=w1ehl9
zg~%lj(3yY<O-M;-WnZZEGlnZxs`bIjU)&t*XHBRVLX$~+@qn6)j3lxq@N_{o`zz}j
zr)R%b(a_ut=orDJ8F?*`_5!nBfB^7w0V%GK;oYeJ>fCZ|#_072+u9l#H{6cXEZ(<h
z9iVAo3kwhzaCNcu0Fe=3fPM~$(|sz?RFc-eqTj(r%>FxvB_0+eujL1<S4(JjW2!La
zHAh*c9a}J${`RypU7?Z=^!2z&fCJF*IqHN0aY;fr=<X*!;?iiFi`+QVsCcMaS0xEI
zsPN~}u@|uF2&f#;egO~@3vPdZ`Jv!5wfuIK<AYTX8&@~p>bhD*^-{R!2F@IsR1N#=
zlaOt6%r5dRwDG*2H;27nT)3S1zIzEZ3N?4(=L4=0knQL_Lhg4owbRTogr)s1R5Yex
zDcBvcVS)+<RW4p7i^hfW3tPj_c6ST)&xMZ`cT4hFN;gxVIsyQ_;uM!zTFfc3Uxw>X
z8fiZdZ?E#*ofq_7sg}Z$<D|qT#U*5AWRUF}_R-t1)dshp*~3=STzfmARQ?9l^LWq#
zyb|6KM@IV~kEUQ_+wtR9l50slw|8Z~$8BHyvqNGOq|AW~OKj9N))n7a`Q`oMVh1@R
zWBPmnzwLV~R_wr?OCk)j_|RhKs&*m4BUjrm@=2+EAaRK1&CB1W-WgVVMGg&NN&LuZ
zr*01VkH*3)*ZW)=l&B6Yt18l^dLQ6fVkRuyCbBBQYkzSs?dD|%g#0b*cG-F7Zp3XI
zd{>x2qgdjXVgkA)@5zqax}6B+G4JM2lUV6P_2<deTtFcKu>i|(kwLBfk3%CS_x%!`
z49*jL*y*_SIrT*#r<|eXakwMX>OY|B@^PJB`u4bYYeTEUk=&Xxs)aBKjaC#QVThn@
z&Y^Ha<vsDKifhwOd#C&0P8I$Z6ukwqaS-|ML4N0*b1F70A4~cr=5L|5#qbmLpN45!
zfWgCA^B<8@$G>m|i9}!ABg@qz<g<GFFz!Q;|2p}3v=;o`CIcBs!KC1;tKGtyl|pwb
zh@PW9yCg3_G5d<3x08hI|NOgqCe}+aY#^|6)7XU<$Y>uP{Kfw|n)*rIB&*kBVEg*5
z1Cf!@uL^CQ_*>I0>UgQ%0K-r^Tx0qjkj=;zS;b+dYitkt3r5m{hBj~>?Dp!UMnXYr
z15QSTt5~qmD^W)J;k4o@UT>KzEnBFiE97DUyCbrYSBgxscWw;7E|z)z?D}99&D7>Z
z*3T{YUkAKAEaZj_B7j&xd0ccdA8vYV?yKuR%6o!)uEmfx=hag8Q*@Ef$w(MQLnS5Z
z6XDHT(6Tq=XW^b<gOtk+soFk%nIrMG@tZygkYS*1&)gRyizzBYuF4`?QQ1kdWqVuC
z&V%A7n3<N7MXWXK$KePlK@fOzb%qURF`oG7@bN62%@yB~eY+G5%jBDHCYO<aeSBy)
znQ+1Z`m??YJg0BAaKG`tCg(O1_M%=8_nyd_8xGsW-`hxAI>h9g(Qc`N-9q+iDkhJP
zNyLy}zz0N&p(zRv3(i@m+HUsx>}>K)=)W(<V~5HOEkD-dPuqi}J)jlHF;)`dvHeEk
z+QBrELEtLJ9keUG?;#;L|3R3*0Sjy~I`7-(dKZ=DK^Z|J_AlOOZ8r@YI7hw|kUNF}
z04LbW$HfsQX;QjNKQK<c_R~ImP=k-jex$D_v#qe<HF-xccmqs(aFZNd?Z9*>m^BQ)
zE2OLyB&DpaY!GgG_RTEz4@nVm*Cm@egMOK3e@i05(MG{oMgkz;fN-<`DHhRbdsVq@
zUP|nY4qMZ>0@-rAwEz!Gql1+Idk6??;&($=1Rdv3jW?$beb#>C_w@L3ozqf6;sr18
zs4xly^2(Xgmkdw3KrJ)4VQEQZW7)MJnq`^GAG3N@S$1A^UZqtbMc6C~2SE(9+X^tB
zu=rW22_NU5ng?aPsj&qiA}@EBc9Q3w0=E&9_6s>76fs*FnE5e*&skHdc=^cr3PD-L
zCDwQx1Uw8mL15*g))yQ~0_{88cvLg2)SdR-lBpZZ_9BXZt}Qv}Y$(1(G7dU56d{f2
zY3wcq<d%DCs<>N*O%!e_pW=!x%1texU}1cQ>|@|3#;lD#h3-hFgX@7KkN9t2W;?oE
z87HR~UI?ULfQWz{@cPl+VyCz?$<_7tfs}lg{OJ;-cqF;!Rhl_vAv}bKTOR<9(Iw&I
z#Vc7Nxt@!#hQ#l4*7)Vp!tiA=2KxVK?-XE!L3@nilY@M;z9^Ahmc|u5;y00QZ)I5z
z+_eTfMe9qUWC3D{;@2#+6&rf$<7D=A&)xlbYi7SN=W`8cvh5}>?BNX4>&aR1AiQJ)
zx(`7r9<;W0!fUX;#ZGz*e!RSTuzWNl!{g?E@0Ki~ye!1yyd{)S;Kx9-sTAubN{)3O
zIbC#O%~PJ}k;nU@cua{);t)K$3DL7jv5P#MIsQk6%dL1{_5FgCS_#C*F?tjJ?D+Ob
z$gRVi`ZA{`FFtS5+I;DWvUh+(4#xrnM6u9g|JM&E>#*lcMteX%lV(zqb#J<xfUE=A
zvPY*3f%-FZik-BebM)!E_NIN$l57=K)V^Ks%fpzkqMW!Ifc@QmV6CoYz*beGLGk4S
z#WTmO#gjT7H!cF9)zYYBB6rJq{_ti;d}5_{YG+>Jkp#~lOHcF!;UF)NI0FOP;CYx~
z4*W^jMF@*D3Ftn_t=sUrPr&Gw+r>GZZFM<s@Yn}l&qM90<0;8o_N+D3kxB}c-<ADi
zl#%oIgWZF;CxxMaFeaJXKr>>YU5-Vjz2C`Anf{&2_SKynQmdOg#?FIn5VnqoY7QJC
znBPtAYNv5SDPCpb`KfA8+sBC|AAb$e3*nhB3joYSBeQWx+VvPM1N{S;4^uPrb~+js
z4bp1kydQ*6x=3N49G4r0s`4Y**Q_cxFFVZZYjOL#die^&g?(X@Hvw5A2}cY;9e{9F
z2%m8&mr<W?^^*5fJ-U`9j_<<)0B3~IWJbUhg1k}D3?sQ|^CE*CG8r`2Y<t8a&ZgtO
z3fvUod3-~>T!m{tNO)>F9CUQe=Wta?=DCQ+_zBOW?HACLNgOpHP`z18`9a^Wq1P@U
zB5#ZyG}+1iwJYp%q51Qb5+BM>ZJlwk;}FPA%z1QFj>av0;dzvB!nk<!o%4cs$1q2a
zj`T^1B>9IqHIo=m_7a{(M*vekFPXyzg$S5<t=@8Alf+}X82O|vXDz-qr&OC~7%iYt
zDTK9fK#5Xx!DTW0Q^ECpQO5_L8Ef3UoSk#{6Zs?H{k5?CD4^^pZCdL&o+us(9kzaU
zT<4fi^iP{LvU<2TP43BsV=yg@RLpr9CL$NLt~gF>R_PfPIIW6q!?%U0eL(bLjs_m{
zv9m9Z6q~buxQ02nuH}xt=+j^OD;5A)h)M)<V92GK3u!ZFhQIf%C=}Qv!_}A6y9Os)
zU`hezub|fvD^Eg6WhCP1!#J0$YYl1MbBOcBjWyh!A3_%XJoejBGP{A}0FqCia*bp>
zKE<-?PMP{#KTW~Ox23qB1ebx@7@T@w$^+US3{?RJk2CV<o?S}2PI!pGp+DT6Cxw{~
z*~a2gk_8CJZiNy8jl3Z&X<X{>^p-yfvyx*_G7nSPx2FWxAPWExcCrE+0`wuK=8R}A
zPi?5&bkg&n#Iko=8@_)SQaQZvCfL5n5nl|^&vRcbM^fBFEL1-0UVRmf!6&|5ixDJX
z45FMQ=;TL27%#p#o`6Iz`6!gZUNv%EF#~bHwG-SIv`9dvGia^`tBIi<iG(O_I;Sfu
zFi4Ypw|TweiHcL%ZxSg>z}N|D5yFPjWK$ig0whRzicb5OjimajY6p&+yAMd8P{!Rp
zunvS_xgu~;7`8+0P#=W8+QaQf6KmBY{~J}$-h0Sh^cFFoS`58m0E(p$fka~FZyaoq
zODzSAbgjnSG+%}&30dJ58lE%><QL4i1#bh>#L>t)GV<(mzkk=O?>m=x%qPn5Wv%VT
zwGtUaw!0TXG0*}>Rv+<r{^w53r+@=8fi%)j^10?x<nir+l4WP`-2lY~hdhI17$<As
zI6f3Hs>*r%WwbunYHKvJbYB-2OB4=3+o0gi4SXCoTXHyq9)vEDYHI6f)84e(WBJN0
z0zza2_)1`E0B&dE0<6B+BU6PpKl`Eg5y!99t_QA~N|E0m%*BC(3Le#<c-JIEJSTc*
z`~1nzt8KT5Cy&uf)3aYyA*=yUKP5{UNsT`7nziGdc4+s`CNIC|HB8U$O;a9*B>{kc
zhL;l!ZG--!AS8>dQW0$$&8oS0|ColoKw`@6)whrPF2aDH!WvCH?C6gB!502p$Ml$H
znPQpFre{kY|M=Il3&{$XzMJLp-;#@J9QIolTQ2<Ke7QI7UjhFT+Yt$5OQCIi@pKQ^
zxCZ<j<{yvfcz>m5>=xNvaQu1mu?o#zJQ9RWN(Vn6)}{#eLMY!1v1+U^4f7MeE0eB~
z__N}L+!P~ep1ez-dEu3TM-zNHNSUUm7i#v|Fr8UuvvL0!aRc{_27f5;?`h|13)-)M
zl~C7)aQH?2Y|Kv9z8c-f8T#au)04cK?)!JiYb>B3^GC6(F)6@al+nHXq~Y;(Tbs2_
z%dc1FuD6W+3rJQk_|Ou>rPn5>`&ngZi1o-XK|x_7>A?T|{sLj{2A0{5_iYAIMaNwS
zk%5}`534%^0=Fyqd93?XJpLDyJRAjFJS<3yu*%4W?7z;{7c^!r_~e&xj%UydJT8qT
z$bwlUz%sT5{vM$NAR-zhT=L1PVY#f&dv=BZH=ggTeRB9>u!>AlQb8W}5=ZS%%ne6k
zPwl@Ov~qZvhjaQ+#)hC(B_luZh#FW3^c@0M4f5jP$HJ4yq%M8`SYjD<rdo8vxAc5h
z--?mS1C%u&0Ob(~W*O=q%19s`JM%uuM?LeupQFXpoJxP0>BBH?tHYm(Y&e3jA58H9
z3EcRsBGiE<A@fXnM>b13E8Nk_SGnY6`JX&n0}Z|`5e+pv_{G7?qU4yiXrz#_Px*0+
z?h~=EbJk5c(5jMeJU}^tIx}+9EC8|s{Y_zz4X-dobnIfT^6(wE2pr!1(3sxN%Gc}@
z)54Mv42wu$$Q5RF!%ir`4M0}zqBE4ZIJmd`ZPI)9{;;Xg>u2!<5BQo8g|;??%lRT1
zFU>WLKlxoat9Z@J+v}!CtDqP82g4o)If=Glb`C5(0;U)k(-;-<sIqja%erYBzw|oy
zx4Tl4Bk%wQ{PQm8ym&X5qYg{-@q$Tl1?0=dA7S+RN8VV+8kgFqojt|+=SC&|F2r!I
z54e`N1G;0fdhL#vMrMP*fbm&-<L;p#C9=9i5x7-}M;V>LP40hC73TW$MgH%G?vr7M
zuDY&fa{EqP14sCPX;^5j8tkH+x=q)Wxu$YL=Ydh@e^(=0MZLsuLK*rWR(Qk*lF%fi
z<oV~m^629`Tg|cqHjOEt`qTd6DDm&3JwZSQ1<1+ATJC8KD6CtbuP|ej<YT;Z{%m>{
z={HXPVSgM2;5?v}xh>Luy<NR};)jR0gN@gmT~4w8)MY%`0CR@O1Oje?*jI125>`q-
zefMa}MfGnZUaALMniuv1f;M1e7?7#pJONW3H7FW%=dEfD5B*Sf5N;3d>xkrun3DWA
z0*#hq)b?%-flu~((k9PdE<C!{o@;HU)3F;w5HL?+?GyQ8BMm(1;S4(J%l9Ve)O0m*
zUp^<Jw4eAqQ0^cr3zCG6sLw`1c%)LEZW;)`Q&SK+5&U_t7)>6#3=x6NU&pEv5HB`?
zkjsqgTh6uJ*5n_M)vIh(av(nJD=7jxpIE!0&4d=*R2L?<h}n-mwfsE}xoVNI($`4J
zI2Gq6A&zC(16zkO^pyUKf6;Eg;>YpvH5zs&|JXjg_pKIN1w1Yd6G-7bg$e;2S94pi
zCYpB2mCDC|s$@uP72PJzciDk<HBX+cB*Mt;QYfS%V3L5OfmK%CGNd0etn(97p8F+i
zO<bJ0f7i4Up@3Besv8qi&Tw&941^?d|H`{G?wX_hRT}XO3$xhQbqEjHVEY8N3T}qE
zz&0D8?gA@h3VX|VbYo}Ws>qljcgEv6H{y=pXd<o#aadY0*c(=4A}fb1_2Ta|c@#v$
zDtehaCXBoNT%{%M=i#dXxd+cPkQtb_>jHDIfCRU5b+tm8Zm?b~(-D=aRsH2zWHfsG
z+Gyfg;+h^Fa0WA;`-^=~vz<?av~J}lR~+6OsGPnedgUwH93ljS@ht5?fhU}m1P2R2
zjufMmniSI#64u@BSTDh8$@0VHK)3UkdLj}u9~TGdG^pbMetw|OkVwVzrla29i#7&d
zNf0<z9aGCy%0+;nzM>D9riC_ng`zfbnx0!XBF0PQ_!2`i24x)|>8s8J0BTr*YiMmw
zA}2@gyyYVybt{K<Tr@$~GVeR>u$R*gDg^clc<>Y(b%QWEsfM%V(Hd*lt<w@ecBh<^
zD++g-(63I80HT&QRxybkPo(3A?2lH5@Y;~o!YW#0lWf~gYvOTqDj-^tLL@Tq!#sFY
z!D?0fRdv^oqBpymf4JZNu(^-8S+p7rjan|)4fVex!iv>bme*b=>G4`+XDFCIAx?$C
zgT3hBUr5p*E(Xax!<H57Hy#?z@6tSd**CFpl8C^Ho`EO^q73xkgp7+9_zkf0@lBWR
zX>sCzJm2Zh4MjV2+MlKkqgw9YU}VIQE^O25txkJWOCqCav%bftXyMiy_F>4a0m(y~
z$#$4bP(@*ttlI(Ih65K?-u5>7#uOP%wO5?Fg=9F$clTtRYG?S?TG~9=^R}<mNc_we
z4l(M-@oosvFh?V!+ofdg44k^0<>4<k@1RCH`nh!ZH7W!Y0l>x~8Vi_|E)3nY(md)|
zP1_H8WsxwI;Fap8IN5=}5{5(`ez}rZl`+g6Ejp<e_4ce0N%jm*Ka!s#$_e~48}8Eg
zja1$18)Im5I%g`=v3`aVH-4x=6uTeCHGaPELBH_ohG5~XF*^c|jHyVZk5j!4h%~^+
zE7sv3QC{=YYA9y?sf+9``QL7R&X>3G#(8mk8O)UgX937RU}=HqWB%cr=V-aEo$xd~
z#^sNwPemVV_)N9J0>l?a{?W8EYeZ{&`%7Q$(v5;QGcN2ir~g?OeH-^G7q4Uks711S
z?K!65vdmzUxZ2F>p!sOc(u!fVeN>BKT~A=>6^cM$gMvCp;L7we)65=jvDM8NEo`El
zKeXY{CVI_(;K+&;7tts3nnu|TZN&pt&Q8vKF<;f>e0l>F3fNmP76SVqBWnsy?OV~V
zW%I=UTw#ijb2)v4yC?BsIDiU_27m?hQ01Tw7YW&5zH|KtrV!1;OaV=4QZ@~AiJa{J
z1BIC>2wQu~N|_YCu0y(NZ<AuDv%F&7M=nOdcPGCKZVC0rTNK7U`e0zLS=?(wH~u<;
zqm$~wfg=rQd|+z(;3sG2Tt`CUgD-Op%eIy+oe|W1S9C9%unz9!;4T6#0ZE9rcmca-
zL0Kwa=)n_C<@ePpXtu7TLcw%!C`rg}jt<LI?PygL^8?}hOtY{j4RuoIZ~X&+5mS)V
zLE^a{=8Qy^C!4%Ke=xOu1p|xnJW-}%&N%22kJk^96bFswENT7Ub(W;`o>ST(r*_ko
zxBzS$4YLy|`3GSeG_#kpSa}DmKA&9^uKQ=^sf6BQ0L2bOLm}W;lMw!B8KxWAq)4IL
zU%hFsd}c5lSwR$psFbD<Yj`q2ZB&Fw%qD4(kBOH?$96<HKar4Gws@(9PnGg$xpnc_
zJ}oBpq0UVi_S{t<Z=3Kmxx|CKH>9$9)0Gc}A(wt%y~oEAG_=?3*)+}}qgRalytOYN
z#9^2PS|`XC##c`xSuQ<qel!*@o8Nr)Q5Gle=;9!}gD38-LB|Ik8sxyV#tCWV9Ou1*
zyTmy8(=T*2mf=o3HO|%=)awHx7R(64?4V-fn=e~x8uuf4<5!ME+FnkqYE7bgD||uJ
zuR|@adiCh#AAH|$96cAZMg}Rl5W(>lr){a1B9yf8IMR4WB<eiab@^syVBPWW5kj(0
z{<R1&hskki=6ikjXlX+?DWyM9FxY#qc30xzwf}^Gq7~qrP_lKA!Yp>qcT;U<4;*EW
z)_qu6!L3oyO$376QedJ1k%pqMfey&=K<SpZY883XvHQ=g*NT^aQxa=L0HNj)?9mSl
z64=WZW#+JALXf5WA-DWy4l<1hb*FJ|63vs@FZfR=XrbeboEB$0UnltbgS^hL%=9QL
zcgv|1YpSPhK-Yarw$Gl%2<K&vIZ=TFyEP(C<kx<^Z%EV!HufGc=KzMQtvp=a5WThH
zYx8GYoU=|`usdz(zWU4C!^A^?Jx=-Kr<~0$+8to;7QVukyH?}%PK91I;)eosDv%Ud
z@fOs$c+a+-d~U3aC+A#xXCjrNN`G41esS1^>IEPQRC!<}E6_DS4>y|PXbHw?B6>B-
zU4pB-*B!aLzQCY)nM@*4OJmRD8C~RLSY%&;&8t(J)MeiPyl2Rvr|{mxb~c%~CR_y0
zuvl<*(vF=Cm1zm$-|=udDY;_p)0Jl0q{Rq(7f8ckKP7sHD(9WgJN$VpdoQ@oeC`~(
z?VFqe#l;{<<@zDC@BVyR$}5ohy!c#Rmdmn>mvYN(7d<HsJ{Wwo)QKZHea31_lJ0HS
zJ<amn?{3HS{`DxDF@d?baKIE2%KAoCOl?p6-Wz)y)wgD?Ze@S7XAuZAGJ?JrTKk7b
z?Cjl?@*O;Tb;6ky*1EkiQoi2oMKlHAx0OHx2H+O~Rsm)yqnw8FSi@Cifv&q*{i`Q}
zDl0ZWO_|1Htmu`7NYJb9uLbY(`CA5uJc`SGA7wWB^t_uqYyPK2+XOJEHU3&rPTK8W
zJ<W=u8w!e*jprCY9F`LyT48WSg})cf&v9KgvQ=q|$91!8$vj(Lb{We@ixyP)_j+$@
zEJfPI)@ibp%RHO-ZRju5RY0^{V2(EN;%OLu%9D9;=Fqw3nyK=K-qm8i3%3y$f;JIQ
zx<KxraYm$+|8D7T_2%E9A9W5#TtL#BOJCuM+SmsK20Iu}2aR`>vh{L9yz3HKDnD#_
zZ2Gp$@QdMnb$L3PRH_wFQVZs#pq~Mhv^gUi&9kcxOV?kXOrJ{VxadFs%Fz_(kkC~Y
zcX<Z%Hppo_pCZpe)1iCdu5pH1eUxn2dESh3goW^dW`y!Ojy;Wuu@h@jBpS~M7Uk)f
z1?NT*EgY0L1F;v7@d8{;Y$WZGAkCrMriR0N2WiK>M=ts)E%D$atU(@v1B*IgW@pRK
zr5yFOd^!~cfmb}(7!>A?b=gxr4)_re%BI-3l395k*JSsVJ^g&MuX8Z1qqBLvF4glu
zq@#^1z<ogblp#VPN3|mY&U=148h?^LOwW_)X9mY&1XKcOqbG_zh#3F6!}+;4adWxR
zsQQupl>zl?G*_u%fK4I+<>_Vznj^p>V$^9_@{DKj%#Apj)5Sc!gZBi#shq7pMFk^I
zm?0a+c+w^EDPlg?iN>sY%cVKa%B1C<hIGwDlY-2G<90N0J}(mYKvit{556&rO!`c|
zdux)kz0+`Z5IqZ6_#0XYl$wPj{7+gw4on|dCa7FSbCM-w(qQZ&VV4+!Vj>ZmMj-25
zK5cX#QFm87_9y1`4(2Ucbdy990z(2r31)J^FN%b(S(apcF>Yvem%wP&TjwLQ7WqUk
z9|NE<VR+F=$Yb4O7Ki7q9*Vkm@*Z8r6Iz?@gLqg4eHrxP_(59B-3xF<XgMEAN*ZCk
zSM#9f9iO;jlSFD`2_09b^)(_#MgH34&j$h?SbIn0Pr(4!ab_WD|EF$G887s1kiR^L
zv%c7RXdhQNv<V%?jrte#`J2z4XWr1y`^@^0e9g@ROLB*a0*hQWj|Q#*GopTBzD{%?
z{>9Zd>cZQTP8c*LEhkbv<i|-)U>Gmnizg~7DSWAzb^LeFWM%hRI;pCMCy8ekE%3&7
z1TPW^89Xoh(WK#%Z<ph?q%tec>A0wAJQj|=1-VTXs_?-lgtj92;IYW$lsy|bqBhOq
zA$Q>xb7xLHj|AZ?ID?MVz$1qm%ohWK7?X<?N>}*NZ~45UeawDl+waMD2NRNL)}}8d
zLh(WfoR-G2#B7Gn>(KT*Q);8XAi1$1B#(*YiWA4!PVs6=NYo+Eq<=Q`$jA$iAKmT~
z_-c%seU;;7s=p5nj79f0(Pi~cWG9oypO;mAbrWpuhiX~eh#0&)i|QZ%W7{~?|Hetf
zOr}O{9p~sTc?ar(6%D9hct;yllVhwr?w#GYx{_yG!XC<hd&`Tj{{1>ZR|@^9kg(_q
z|FIwuvSYIJr=7Y$vkuGAv2li8TIWl}`Gn_j3LJOi5Ych^*ghuRJdvqiDqlHW4u;q4
zrv1m$u9#Q>B!J#=`R9>wK0icT6hD1yI{eV*@ksjL0ATBQTZ1}1P%m$d+`Bsvu4}^H
znbkTS@}<pwnd@pVqN9QDXu<m#vHkJ6ltFF;`B@sp>k{$bNbtp1#3eu$5O`%M16;8F
zmhiP>pYAaW^J>lM5`SAC$2&Ow?BxZbS_FJE%mJlDi%3XL<h7$FI}^<U7-9|HULtW`
z=2x4eS_K7A(w!j*0=igj%nT{l*W$1HZ8OP0|1+*Xn<I#L5kP7m_6uUhEJmEk1Z2d8
z%{+<=|6*}#CTyz6Fze(o;z~fn<Ge90Lc!Z%IoU9?L`p*5!b%2VW_`4Z;bp*2?;1CH
zn=6yirUe^U5&j54hN6U(FOqxDcZ2(d$0wugV%=^S+ObN~GR+VH=nN2Ob)!jKkQEmh
z2wAdyjc=A1b9$Td{zE%Q_@|Hj1A!$JnnQXWYFJTeiPH0ZX<Xa)`i;<^P48H#K8*+F
z(F+H1Wx%Wv@IshrhWnnu#`&q=CI`EdOO7TU$g^r19D93%xD+T=g0VrYfgnKJfDZvD
zvLSbRpYoMO1WHQSj_9?xtkZbu`>KKn!~$Go)&<j<yLCT^=05QFUf-O`Tkq8#aASAL
zasq}>7KN(V6Ut?R4F<e+4rjI&IenHbx%*28kC31*goS>|kyW&J405zvxKE{2ZCPVs
zPM0MAJCVw?-9##pqQY@w7`za=()@$Y(0u#hrbgY915Yy&jjrFZ!z)Mdl?a+2({__|
z%txh?)V+B(pS2hH#(H}6;3}dA2#gs(JyP7R3c4L5+)H9RE`PUppYF>#@yJq`_|u>j
z%qYo@Q#=%EfbPn>jP#Mj7_U_Yi~<{_)+W?95l=aszzW`hV$6_`*IEy(2SQGA_pHAy
zP<m;FZ|ZAdJK`tC0n}_NGLgt_cKXwq&YRNn-@`=(lVg88#{=Kk`(r4a4J%GR^h&>_
z*z1$I`OdYMUcdM=<6iLh5+LQm&eaVKEEB#uIUWOpstglv-uvsyZMkHz|2U7=>y|HD
z-V%jA=BuOjHmW0v9yJ(iF<i-(_4QT{=l5&fUq<c<gzXVCMV#?uJ|iCwrj6{<e)b}E
zJhrFb3Anoa>L6|sdm8n@h_o^$CrrPNY>(GSwOqYdH}@+C=e!%MIn_B`03&_&h4H-R
zcO0V3Y;>Mye4lyOtwJPwfh?ttnTg}dBqpUzF`%PW>_L(EXnDcItv#2!9jNz5jg!D}
zCEgSNacj*KuM_9Bwkg<pVMEZb`~MdX_+r>Q4VYHFQ*Ez4;AkS=6(p<r&~)bT-v0}z
zfa8MKpMJpoz;2z>m)9Y#$B-X$4C6%enCb-=dwsyyMjN++1RoOU-TC=f+eOYt#~DuT
zbj<EM_imGMPJ`6{+QMId3VL5KD;)n@t@qMS&!iu!2<e{fkbUuIwc5IPTdKc>g-u|j
z3s(eaN&_<fepao)P4L0^y{9G1%<ukoW>72r2M+IW3!pIUg60)U$k>=G$SNSdVo%!|
zPVpC9+at96{hNlA<pI4t|M&}_Lyd<kCSBHjbmrK)eEsFC6COLd*!UEB*B59J5Cr{+
z5^gw2=PWKNpK9niN_VB&xyqx9W4f4$=)>XK4UGeW0uOTcRX%pa{mszVQZ-lWQi1gv
zM!_Fu+o;w8`~+4Nj>aqTa(85{-OF2nJ?^sKV@>>Y$AZ`HdPDm47YzKIpa=)VAwX^l
z&^L$GublUe5q;xbpM6Z@#!Pg-;DxEbFo1pc@w7t@T4psGM>*VcNEYrkoVS1ZpkUQL
zs%KI52#RAo9R&2V!&!94=T;?ao33jFwCh^ha=xS8n<+{p#XUgRMl`L7Ft`k1w5huD
zYIE$y&_`u=rvA%D?#VPcQY{CL7bKx6a#n>DuCin4=RL3PEeq=XeDrg#h{{iD09N~l
za^gs*ibi4nW`_P1Bd<=~JkHR+y5QN;MNb2^6)IaVH!G9?0LPGo)Z{+ZU~cf$NRoEa
z7P_x-UG<IB2o(%u=m88?;s`6XK&-<L2^?1#+Fj@Od^UP@f5$CNS@u7}f&W0E1{K-8
zMHKhn4EUqHGhLDt_5MS1(>%{QQ4MO4mj?*fksG3;UmuAY`57@b9Et=zJ8$tIeE-K&
z98MNgAg~`0)CE}&xR-_8&$v`-;C;Zkp(i!?yMN+H+pR<HL<DS21(Hqyw}<vyLd!`p
zarB#e%t`GW_n9B=3C{|JJKU6Rkf-IL(j2XFryy|~9<k(G`ypJfY}53{*7mLI_`AQ@
zy(apkXnp}v9U?yY3WanmKJQpplH_-`zGYbBlb}hpKj7d10L2uC!xmVCw7i+=l)HHj
zbP7spd=ftOcw;01gZnrb5kv`KaEh~E+K@E&F{tx-L6KVKE6(3vl8B&1bQpTi36>(V
z>%hm!5ZYa@)|}t-wCmT+?_YvT<f-szEeF=Bf)etFN$YiWY7bdL|Jy5V{q<(nxuWc+
zOS{ylfav@@$mN1aGVmJO%F_pTeWN#$*&9^zA;@2V?N}|*(!mF#gVasf4TIo&BccDX
zuug`QoK|Nwn6+%!FjG4q`G&X<RuzSP7SOWE!xQ=fQo>WUr}JJpt_jxDG}*4&zWjqd
zF^G@b^w8k|IjN|R4>Jr#eG=lIZWm7E-8{S9*6ZP^YhHq}#HC;{6lyI|$f7lmb0Vg4
z>kiL^T1NWPL@UjDtS5TjXt4r3fnZCms?YAzykGUlt~QQ^YhT~Knml@<`A!aggHWEE
zIUoU`1C5>7Uq@mX&UZ#W7^HQO-lbxN6zo*7B<u<`B_Oi_yRcJcRU)10nkEJh-2eOz
z4EH>!UUyqVIx^zlDAbxKA#Oh=mrrleZ^@n9ljiqlG`%-T$?D$#aO2G#K`E*f<H&_u
zZ{vgyCh#?ey}KZhU{d`*03<XH<cA1NYb2W}_V3B?p;^Y*kjSdl;X_o!gjYfNX%N8B
zp}zv$0=7F(cz1t`6H>kQHuK+0z!;;OH6oYKb-Kv3+N_#6PH(=YmTBkmVx|8DfIp5k
zvO`bt7$0}<&#hmDdZ*>5ogcej9{M+e5+QhTtM_1(i01vE(zMp06q6e#vPs0FOn3{_
z4u|$6@*%ga<6&9i_uIc685sWK-TUCvfvm;LEH*u$_Lq}Zkdu%@4tL7hl)7sU^UAUx
zFtop7-bNQ$NCii)4M_3@89C(U7f2G*X7RPBfAd_Etx#1@`INAy@&_@vNf|;0FDX$b
z^xKP7?b16dd+e3#TK+>38iAuKam2;QBj>O<Ej-%^*Y>hLl#>h>fA;vh^dqDGxbyFb
z`As-~i*_^!?7dp0>_|$!`6G7eHKwJnm~P|}a{(xi;!$(_4lJYbJ%4mvMQP3YOI+u#
zsqAOgCvi}12_=Xr?g)_mpvy6u(M}3_wW~$)j_$t5fjd7ew~sBqdTi6*NQ@jn-Xx^6
zv?pxh2srSf+p2C=K!&~?(f-CahZfvocXLC5)g%AcyEE<17T*^1T(_bjFPz9V0rwbm
z+XSHuP`(6yOnD1yIYiM?FTAO@M_*CZch>)NSBv0WFCW#0@HzuR*aWj66`76o82S4O
zl0J5|T^J_OzO=q|o(QzF2PP6OKo`CQl=uiOeSJ}z$cE2%6xBK0e!pqt4HzO)o}L&K
zJW7I{@(Py;lwLh^MYO`~UU;~LZ0k?1N4!)EfeFVVc!N>`mH+&aj{9ih$y9yUfZ617
zwIwbwLqyt%%nSmx2V|TrP^~0n{kiu4c=UYTcsq-pGH2x1%1Fw35LW^PnP{g$NKpWh
zi1)lR6;!@tFFzwYN;0Z$Sv5W8-m>QDA`~S|NkXoRepVm7!f4#fa3TIx<)$x8*A%Hv
zGgyQCF2K5gjS0v(u}F`0Nw>y<yz*JMGuK=!3=Gy?BGLe`TonJ@xE?1sbjT8=^`hsd
zPcfLu#OLH%U(I!&vnG;De}R$AWMA`Z-topUwK0b8l$AEzkT(xs^j7$4&=P>^>a~A!
zR}hISH-Rqx!WM>}uq^KwVm=9(pa35aD{%!H1*YH&3w>gbPLSUBV`Rf0bH>?aTl6}K
zR0SD^rVKz^9b#H6?h9mA8#*2+i0<ns^D5t=#PXW3IUmp}5zJ(V<?htxplCiHv)>ke
z!+D{aDW&U874ORCWeGSxadK5NQRDC0a4WsNyh2$kBC$_v<AxQhHJ=O+L6TT-iwM~*
zc|^h5<MhgrV=eOf#g<;Gr|w@MLnI`CVuYzrFj<_KKhNX%v$k<pYt9L#@fh2c+syrf
z0x6;hfUx8eG!Ib*<Wvv7Fitj|yBTU{%N+NoiSNI_DCa+fCD8ZA<3fN7um{B`(DWX3
zJMOoXw<fGYo+;#;Y=E7{^F3Sy6y-^fQ4ZUqcyCb9y?Z9yf>%<T(`l$@=2>FX8S2N;
zw*VIiRE43|3uwb+k6H`Jd*=|}51QL)QhoOf?kiYTy7R>t#gqfD18RIgS7_At03QS0
zE}Ar-@bj+R_9;Q;O|u)0?bMn-S)Fv=m#`#Q#2WTeBKyA`$<3+`+mP)O5{I0AhkPEN
zcl0+PJ`PfztleBK?XWCX1qmenHmz>wgtC7JVsBt~Q0Ugm@ZA)<2W$(gM}a~CWv)<%
z03L2$K@Qbbl{y(M>u0b0_WXFf`|?W4<pVHW6fekDX*py|MiJjShqa6cBn+ILCl&Jc
zoW4Cw*%}DwfCi1=2*?0|3^X!2ybHNd=rHqE>CdOFrd)O}=OW#C&y`ZLzCc4q93l%K
z<{n@e$^x*j@wM2+96>`5#qE*PbVqOM9&I~Jy%uKCLdux{Tkd(PR8OICOZk&LR{DqE
zg8EAuDVH2u54QuQWf0PeGLOK*M5Qk$>+br#pJxwoQcoo=A%&f2Sj0wHp))`{aoG{}
zeKBqdBuV>t^Iq|-Y1AkP0QRCM!p&=Xy^H@AOQG^1+q7=?<x3`pDJDGJ42Y&<`7U6H
z>xTW+t6E;X@%CykZn;x+A;}<V9mSxA&q{-26-p%zB{30+clS8`{9tm8Uy{M@;F4Rj
zhYMuz8eKQoFcZKCTR%70e7K2wAM2^&ne~jRE0<kf>iUtmb*f)3#H~GlP>vnx-x&CV
zq`1D6YxE6;rGS4~7Rxe6U$h|P_ID$Ja5{xbO*^{c&Y^QhD^C;uu<QcOjQYOF&)#g7
zGkis7#hXi6RzH!LP8v|{Ap&6c1UYFmHx$&tftH_OG!!5vY;HHd<Ez?nx9i1+(;Z?#
zw<=GurT+s)mF$97P$PkPjv^1vn~jxZ(dWqyeE$?KsMAV?MKg&&OdliPVJyNLsp~EZ
z{A&6_bI-}El8l3w=W{~}1^x*_yTDRdVU4=N_4nlzUC#cOeW9DF{29%`GmnTclAkl4
zw}pmHQBwysV5FrGMlRtcj_OBGFD?H3=i*FgM5<<rI00(`#-_pwKeP}FxJhuVslkOS
zm)eFS1w4jYH~i8U&DBko<|aa9MLgm0!HdPvUx0)ps=5x}8sHz)d>H*jIpb`+#Lb_?
zn`wc97D>QX!S}@n);aP<u`fg1NE2+~`kyI*GH@o)q8%v57Fro<RybXdiODii`ub>H
zgYXtHgNJ@4#I3>9B0Tp3BNLE*tx9jfyZ;G4X>FC-eN&zBmx?`wu!3vg6Imp|$%dgD
z1*D|@vM;|dbFJz=@8`B-A^R1>bBWj3QU+9xIDxD>AUH9bQtM7cSOIfXkJ#Z?-}Nt5
zu01U?>qOWSIxPb&7=g+eV<>=B$81C=xdSwb@-JU9aD^1#O8Rfe+2ZpdA{K}-5W|Af
z9PiDAExBLg)QFEdo8j4ChjrhV6@9hd7Zm+37)Y!F`3TT<0g4L>Q)J@FZ1fwGstft5
z!TFn)ba#CfyG}98!RLT(xh)Xx;K#Lt-7BEjhJmK+_Rz_eAs+kp*}NSxZ5n$vk*@6{
zE(mld-oXzytxz?Ll&I>OT3Pk2A6P@5S|sz!jHU0xC>4z2|6(d1`zS9w4qVKz;X#!8
zW7LbUFMZ(NlU`1Rg5B8wfRd(!!F*Mh=#0GAZ*1m&+qJ|tXUE**>Wfq`XV4@A$^bB5
z7(4TbVpxH;{tg<=^fTeNY?&VV+$@k?@;3y$8!$7WVt}oY5be9F85RfmVz`?2MDl-m
z--skXF!{egAZ-z$=MSq?7rDLL;3S*>yS&EG!q+#5HyE0H;P0co2FR-+cUMX#zizqB
zd^os{&!tgA&*thq&cD||las8iv6Om|PX%AT_^~*csb{CmY%Tx1o=yMF-w;#-!Cif7
zcpTYm`?Q*^I{Ds(bQvR68a@i^1rGzZD>UyCWQBrkeEif3Rof4E-5D;kc&T)!KB6Il
z(b|q;D^qabM&VzX%d7sKhWyW)r_b%bvEsOZK`bls{jXht$3d2!n;m|sdiV=vDsw}v
zvTUdQL~9=1TPLh||1XRbFh}8gY`eEU#5Uo@5uuUpO4n6#1r;RI1)~jp53qNjb-@M1
zIY}hOfrVY=?OxN_=gC5k$KGUaTP;ViS<zQOB`~<QJ}y+gw*4iS+}Y~q{Oz+`Zlf(H
zGow!wyd~}n%_N7ZgP5`hBHYRv_Gf>~F5MLV=ACS^OVA-Zq<}5+{tt>r2iJo*C?CL-
z7|<rj8OS`uhfydzW-HTHVa2K>|74r-LqcyCEGhs2ECBSg$Y&EuFIl8<{_M+#?+X!u
zJLby+54?$q82nAV-*9j%=$H=V4@e(E8@-mNCOK4$igMlg&ux6ay4TXohr^c$FJuM!
z<StB~D6NS#O*?#dyIR=59zGUr(fI2t+K3MWX<>~Q1!C!3_<=DgSn)w)+vv4Ux<E0L
z^!}lcQJ1?^IC5zx6-u)r?2UFnmPW&l<vIGV4Y;M~EGbzC;G2OFF<ALAYGRWGIU>79
zlIGw9L$uE3cflr7Cwoi2yr?Ivg|)o~1~MEM1JorDZo?d9vnQXZejA=t>v^3Sc;?lc
zxMf5H9Bu-dQP~5_n$kT8Nz`dK?=LVK4UFS+$Vm$pR@0tlBZ43Vt0*A+q&$9wp-VPr
z8tfLBS19`ZF}!6W=K&D}+Ae_Vd$gw74#u%C!RG%-Y5&d8_8VCd<_VKD+h$Bz5ACHw
z;ZhpN57@ha>KmF>cfQ{(RTy&6k=sE(>C@#suBJhYuxP?FdfcgymXb8uyHdV)uYR@W
zf}@u3YXz+X3Irr7tI&U8QnB5$CVlvdZ&i<9@sm?4b9T>hI#E)x!H<PLiG2^?48egM
zAVCmD2avIF%Tdp81p%?n@O7!v<{~nocU%^)gYq&|yUTO6Ik81)*IZ<x^Xh_}s<K;$
z*GN*KU?LD^dQr{^RPdk=<}$To1HQBY=NopveD&$E?K?f?|0ak~Ku|+Y4iow4>=@8|
zz!!Fqv_=%y^OUH!pY;9xq&$2Zdy&+cFuvf$SnQy{Ln(!1CDFUiCf;8!eEHMSu_1L+
z218D_|NXo)!X&Q?CeF7n5vl$is<2^e-yN3V>x-X9KL*a_!EOKxeJ$H>c70Kl+`}-T
zsgb(tq9v#EY*gew(Nv!@QD5W5k&g%M9Oi$qooF`T8&>V3aFy_vL#G&^*9)PER5HGq
zB>9aY+cZOym0cx(L4_z?ut(9Rj3}3PZevuY0Mm_t+n=t}p7QLMlrW1TYCW`VDliE_
zEh?1DAZP&{$^8YPC1XgwL^YezcYcu{&W=C#zbC!~B(oNqC!7Vk{L(buotK_xit5_d
z2eQ*HqlCWDR{$6wUL7&zq9BK;kG8)XRkGD~h}+c1|3g1pJ#@!0!XmbyLlT%&V}BAH
zBG4v_*Z>Tn>5kq;ud<cZ_`lfvHI>gs-_ty1B|@E`8wUC(dxOv?W`xTk5e3=FtA*Ok
z&X;5)aM=6gys6zpN5sJNbaFreB_72QuK8wOmp5!$!n$iW|GC~dTwTZ8NDXnb1GXJ@
z4k(_2*l1II&Ors4(zVa6-Vao3@d^zR)sr2l1O?d^PLOs+^I*^oipxUZL}S+b`V3+i
zq}}mlYFGN26XSN9Da0%IhW0LYpm{M2RiZ}$bdy0#dV4qoRL!pKdO0ceuq0RJaa{fm
z-(<ozA#DNFI*7=Fx)PvypcMs@WYOwl<hGA;chR~UUDoqo+IDNO1WH@&AZi6H5fqLo
zp;+nI_f$Y!<$aw4n69N96}a|i=26#(>~a@MoB`|=Lt^9sIE_%5zP`4n?b5nsH(uPz
zZCzdd?AV#Rsk;gL#1Q1409_M%Kf0t7PUfi|;>FV@viv1WJ?-kXW(hdZ*B#D+!)A)u
z0}%lXL=qy=9vSV{DSAcStj#UScGvw=Y`YqWAdm$I7-mW~Efj+!Bp~f>(df-Xej^_Z
z=ge|qfB!fcN(uUccLICz#2O8QTZVo}lo|qx40(3`VA0SaryDYF*4R$i5Ay%E?<C&J
z1tdn<U{|?y?~-G^p_g501CHjsl&*^uY-`FR>=B=10<R|ceE5(3JyCh-+qs?Iqr7&x
zgWgpi-)5Ykl)Qp1;us%uCz2iFk!SPf!@H&3yCx<|;wDq}wER&g`tT@kL=n*_--ju?
z_Z3SIFlQ>2I&5|26*#_yUc;%ALXx6ufbMqo6eUMF_z8>^irh0T5+7wtMzam2L`)?;
z*AQO^tycl`5N?tV1FpMU*&^Ykdz+Apc0!TsEzMPbJ&sa*M2oE0Xym!7_U4XT>Pl0~
z=<ViG{c<1wg+fOLk>FVX9VFhj`E)33zOd$WK!56k+T@qJ<4Y)HHhdd&Ti6|@lF3dF
zUfb~2vOaOGz8JP9z$^7<|1P2s#BiwHgZ1G@3T$k4sea^`J!mqLZFpKGMIdrZ!CzZL
z0Sk%Fk54<u?tRsjU}DXoJ!$2p5_i45>n{w-qye`$%q&wTr{%-_nI&)XcSR0u%MQCp
ziDppV1iwI1@<?BaqQUBxNBZ6Se|}KA8<L{=LG0(>e;cE#z+WGobNITi0_m%yPp0#`
zSX{8V=MdB4$7N(e$3ZVoDM>^$;y9DK(XIHldszv+v(EWmUk>;GucxID;c>>{5M||;
zzXLU1M1*Sjz280X`+q$xjr<s0_3No<b;_LICgV+)$0g)19*g~7Ps<>$j9pKExt%`v
zQ;PS~ojWbY+srF+|JT!iwX*j_v!u(FS*1;zv-c~v*wS5dX_Hk=7+Xz5!C?vL$OCE(
ziK`Pyg!zK#{Faw?ISoJLoF-De`O~+pC$e-{+kU|B;o5;>8lPKklX*PV{nPUgtySF5
zou+eiCFKe0f>c-#y#Znc?fV6;vxg&6nZ0UX7H3VgY)9wZ#clc(>|UNk$Dgbm;ovxs
z$B3O_WKC|eZ}CrcneA?cGVfMY$^KH@K&0cyAgU8DvgWtE#I2lh>k$i!rv4LF#iEQv
zG7<PturmuJ)u7dmOC(eu0F$oy7u%4oHB(~B?%gzC>gD-y{U{=hLZCXamUdL$tm@QF
zqaF92zyDTp)1+F}gH*IbubA*v2w(#DIdh)f^N&et&c>vYmHNitX9CoI5ltJao;l=(
zQm_Rh3AuXFo%2BGWX+~r`7&h6SpIs}PhY}vZt^JY;sJ+E+JH&bVCL3+ZRec3=kKq+
zW*+8|dB)F!yMNM#h`_ovk<|$aNpp8!6TkY&$PnFZ|C_bON*~kL5UDtz5#itxsC6*8
zj($a1c|@o8?AIxggq??S+SY%4$fD60@@yd}BZ(g-FdG7lFj&Y~4Uya9Xs#9%5Yr*#
zH`S;pd3;=xNJUY)tzxSpF+K6TJFfk>nHF{P)b_M$uSh#5A{T(^Y*gle0D+}1r&5<w
z+0dkaoYuvGC)fM)-L?^49Df)SBGR%*?UAnnEC=t|^^Tj~+EksUZ8RFHxcG4e5s(Ik
z&Ywlb*8SkwGI}BTeE1qEr6x{)lCAN9MUTT4r!bZRYUr^1Oc1&82EXA8o_eOIC*qE;
znII_(+}@LH=gCb}Zg69O&qfVr^bdeM6l7(2+S#YHVf&w7tSOrs{kiA8v6A;+%Yjh^
zPE>runLDQPPu*UGh6YqKdtdKlSeo*D=OPsBS%&flSm#nqji%V-+S!Zs<%hF&IWKXM
z_kQ#%gm`bU_Hp2<<IMrFGI>(ab{^7}ITcY8*2luCdrJZic$85shWn=Y#f6DN&|)vY
zyj4n?Z7xSG_USKQ8O87B!5y|l7+TmR0?S6wlcoT=3GetN@2PtBv1Gyi$evG(=NQ^7
zh!mQKwJq8R5>t%W3vGV!^yQBott!3BKfL4P19WmO)wvTF0o{CniH~Ysm`R2Y=a%zD
zl-CW-J<ko`i#DnIpmcPlhQwbeyhxbRcl7g-W+~*CS7EK?Ju|&drpKmv+(e}fjXhww
z07eyDQHlYwNyv+nG*W*2_E#Z~Gq#Rb+NzheP_5*H+DBO2P=o|jfu$Ytu)cY6x~h%8
zQgia9)w^-a#wTM%)F2r-1@If$N+K_{)n|6g?5bm0p}*B!L+{9b#phy#M{$w{><f3V
zp{0#hCX<j8)uC~`lKcGaJ7#J<GyE_2?Eh&_go1i}NHG(tmyuhff$$U46+^0Q*<-;)
zjB_F8PQ<H(1p(nuNjTTZ3pQ<~R0AQ$U6#ps??~W%#CUwe++10xb=;FF;&LdP0^>Xw
zDS#?Eii+|!-0@CyjwVekHGg}(AJ1`%^xZ@i1tkM`M*{bY7C~aRx>8p7;l1pEV_H$k
z%Rh+IT32buQwmCeiGuezri@lv=o_lj_b2w8TDjv8Yn#ZSUF8Eo@+QO>95qm07Abma
zz46;&x<g0rI=VSlX=}?q-n)zVhWIhGbj7;(fgliObGIK8{5sM`&&ByLCR+GqpyuyH
z#f*R8$ZiOp-y40K-G?Uii+UMPt*=M%y7a-D$B5z|XEp7-EKs7~0=O3NQZ8$|u!Zwx
z$0}~xPdi?E%=Sqh8Y12oA{Y8`_F2-jm+<O`vN>_<mVYaMMf;$RYFp4fhk;Qj*Ax(K
z#z;wjAwPz5$FlA)_&jH>-ONsm+CX;M3M6Hqfde36?7`$AbWk>O`J(ZBIvev_?x#Xq
z6f<6Nh41g2r&<S2D*<WP3)gq7KSMwwq3p`kj_w$fmXV>TrzF)y2#jq3;Sn@Wghkd1
zdGlK<-@QoAl73T^9I9o%iY1%KYoq)(dJ5r}#)i=%M;Ypi3~nv=+R&iwpVzc9c4IZS
z;i9E*(h&by@&!HiKJ-4RTcu`gig+{4NVVN~Mg#zb2gpzYLkqtia^2(%!-K?by5?2K
zj!0|{mn_=cMs)-*lr3x(PZ2Gu`#s|~XzK|W=quGIOCNoCIqwTm2cXm)x!NB%iD<RI
zH4Ea>UsI{_Uy;_)gRAB9^5-UroFUmz2L$>;jQrHc6I)*F$TRYP>+vcf`dR5%(F`;3
zjc{un<N(0vI%>(TryUB2`_h&Xvin?2Nbku*FDG9T11Nx)T%giWs=ocL%(^G5%`%vr
z@8^b$D&KH5sr-+y1_WTgDA|K*x?512@G`ewU0d2lKH2v7kKdU@bIB9(3ZQx#osdiJ
z3htY9wV&z0Jt>FOFymT1n#WIFvm=R%py^Za!hir5Xs%=KghVU675b{oEv_5Wp|UK}
zXYURdW+f^FWSyYzC}NN0Mgr;u(@PR-?Tm#6#F}JIcnoOW<R~*!P22Jpl5Cs7a0SSW
z2A%a@8YJFW_3hlC_Rgdw*JAgrukWm;RHp)2g<0U31%Vgv$FC6Pu`3*$*iWCRCZ6)=
zU8?4$&c7By?+;{<q{R{K-L!No8p{UwHFN0;0<O0Q)A<sEZ@7^UFB~Qezzs)Oa^B9L
zj`%dH%ziRaBT3JwhO~_s{KPPLT9XyXT!&mWh!{tiEuV~QTJzo7UC|5KAw25O#IlaK
zHxGO88v&Oeb=@hl-ss}C8z)G7;{m;~bFC}C4Rt6L_)(+4<)mB#YO_d%W9{G=SH9_t
z{>~1!02O-+Q7<ACL_9%C9Tp~pHUUaUhOX6GAv&-*WB1ZYG0ud$J6*kN75*0pq}-5a
zk=2+SNzVE<(p}&$p*Fix!%EQhuH|1ailirj;{@q0oYh2@o0aJ@26WO)v!#63z8K)E
z)2_R85gHZU=)g;8RKQ7L2>;PzBOjAP3cGH~-94PBXDgpSOf(i@L>EN?nF3P)slJWi
z_aWtAiS)h-1CxzQr1HH}<|PIftw^5K08*y#P7iRz5xA;0z@qa+wu@<=6;zSf7wc+a
zycHQjKHS<sq@v*JXwel}LV>;oR6KN%=VgW?NzvCvJ`S&}jQC=MY^glEXa~Sbf%Vp?
zd<3cjliNKjF2yNFGu~QrX*`-~T&6CcE{sUF!F9>WFaQXtuT!TAz7C6hO4)g)=SuPx
z%aeD`^^YxD37c&Wg)iFO7hVoY31sTL@Q%_pA+sZ8hLRRtg2;`_oWxujxD*B?D`R-{
zfvg01|Nk*DY+L8Hr>Vlju2gr)SZ*C}2hsRnfTGbQX?fJ>l@dqBb#2qqSM_!-+y1lv
zh?P5A-|efR)O$q}ia{EWInYX=fdG1FA3p7kt@9G2;qtP*YLK>rS0m^V(bn*CLH(Hp
zGLam)Kyr`u7usLlWirV!#c+Gm9ua%3N8yC!01!s^t*}XaPWHgoCLwzIF}^WhztkR;
zwA&GCyV?4awoVll25U}>UoFfWNYZ)4fUq2hSfVuKDVTYLeIqw=lL`aA8|*0rZDve<
zpk_Ui_uJO2aK*3G$_W0H4|n!<j%auNCg4yO5w&RW-vRt?vLGc_$_n9(yYW`NF804R
zM~~Uu`tUm(2U}H$NPMy_s^KZ0<8@1TbWhD#Rfbmh0sgV&PipVIrqrwefxA$*3Jp`V
zj&R(jDU_>as%go$`d){d;w*)pqi4v=NP^^j;6+-%-p}B*;Az1sA<!6;1QJ=>RW@wl
zXT14Dd5lbYi<(Q@*V|+)a4OBgK?Zn00>j3pZo1F+c-L9IOFiJ-Ty^l=oIS5G#cl;@
zGiWLX<*G@FOUg=!OG+X%eWw$xMd}jt4O4@2HEM3GsM^&|UP4a9LRubd(asta;GQiQ
zRJ^0J`&M=5p!3fcEeB4DoDg1k5M+D+TLXvzbpCPMxkp{4HOyY(!N$#>-gD?HRvD4=
zYb0ebnj0;AMrAn08%RmY0s^nh_lVxG$QqmQ38tX2T~cnff<k0{28w{8$qt990lvW#
z%ol>TBxbS?TG*Bsd`thraIIBXy>i&tH}%mpzBeKaBsf{Pf-8Y6ZMo`o+<boPnnB~T
z?$3gP0^%%Y)XxK21BBmU^J-vrqoX28$hU@P?BZevu7vB*^3^ZtmTIEA#6pEaM`3_F
z<ZbQbO6g&ref>nDfn`xdqv6KPhfl>mM|^zfK!rl1Hg4ctf{rayyQ{Z^MeUh8<Z<HR
zh6r8}FEQs3s)z9s7R)8XzMLeIPWPFl?{x2&?7<)f-Ss{{R;)vesZi)dPP`%6z5LGY
zPdKUypPCxq3$hPq>Up!5{M(oVMjYkP(PQEU#!L~J9XX`wlZ0eS-qf8yPd}T9jAw(R
z*Sg5WJ%r-^JYG|b9$|UJoc`hF^2XQk`(=_Qa#u5rdkH5sllNxtAp+ZwJ6iyD>fP#;
zWYegeGdE;S&z5blx^pf2F4-{!#1vG+SPNGX=mmH}+b7>4dD!)8O9btetM9&L2g?8c
zAbD@$FQaG0jodF6)4~{Gv+}gg)a07#c+%(t-$P|1Axq>M<Ee387Qod4-l&Z^=#x~m
z&!~G^r|Vit(oz<K3*Yu0pISoJp%`OE2@Hc4tYAhURv50Lb;ov}vv8mFX3;~RIYWN5
zX*G~7L7ZnJCq;oH?FL*}RNMQ&&=|-bPEK()xH@CRy!MBw*v`#orrIBGq}m}RqlyAX
zNVG*>UV+HtCtX25oqEk@n=1Us>U!~lSigLbYU=(r)buv9^8B##_Sg;=;h4;v`&?A(
zkh}em_lndgsJ07byB*F7X1)G}bAG2<YUAO5Auy8@ZzlY+JE~as?Ou~r^Ewr$oG)it
zpPL{%5!lw?z%X#x(B}MP<NHj`Exucdd7;N>7-CrH=8()oC1gr`0fd$0WBd;08*k;;
z<Jy`PSQ#PdSWtTI*1hOdiEC6Fglhqf3bZ~6dX@NLLT{416w(x3v)Mnw{SWi#NRRSM
zNu%^PO}$ibJobgoSw}swoxj=+A2~e{+{Ai6BHhR80?)4}WG#a26GMP}KTt>nQUcKS
zcC!5PdfQ)~YgDON!*#gb#_OuODA}?hf?!e>%%wwTPoluzbT&8immPIgdK+MV+nl9}
z=JXD-8m9uHoFO2J9ib1e($jHeZTE?*mpp|l-%fa`-oI-~W+?v#;cf!6NIuQ*U>VQ;
zPhU=re;?(2cJJide|!ka_k$C6Fq_EQMnN9={kcMZn{&f@r;=oyC2ViQq;DsX{ZrzS
zn7@S@jS#G0DJx?xgD|FxU5nR~yQ>m49ARVW#j?$qHR>O010xqT$AI<(s(~C_WHV>U
zau<u`<o<nWr@4BD;iUt}s(*m-{6aT#KPOjnD`ZR7`HS4X^@fuAA{P7T6z9(7>5+Y7
z;(k$c6^%K9?}|xZOBq=yb0ndlYW39FNcm~6EedtvD^rdJMg986s&KzjAfXM`C19E>
z?$Lh_RAo0+Z_KFQHQO$E(#VoK;r|09r(E$L${*5Hyr}m;&6-uaHAPZ${5UyULEJNW
zO>{64usq>}FF&MrN28cJqHp?c-)Lq)xe)K#wUN}<3p=(r82$(H!&rGSawz}ui&eX;
z4?FOUgqVb?z31g-rf4a&HhK{l=X+6=kBLV;7s)jjhJ<;`Z`f^L@?gwdXp>6O|9))>
z&5Q?Ju)iS@q48mF<+9A@I$!x&)naR}<!>iDrvG?<DrjjfZJgP6y21F=kobw$L(5%q
zIzRqvdEnH;OknIQAl@{Gnufk*4f=b3zrD1i?2O`^@xL~Wn`AJIP32JK#-0(1`|<G9
z^A7(0FV?0(?aM<i{9{oZ4%fuFfsI<CVM2yKGOtYEb2FU$IuX!tbcPCuWnBRP()sk6
z^242<=ia{?=&9(Uf3JI&j+|17eG~MqQ4|2*g{7?0Ve(oV*%BHU=Whzt@$!=+(dgrn
zvVeCZm&lWE*r(>0ZTZ_JP5&F$qqm+lVV0;lBu?Irn;Ym6j)j#m6+kR7^z%z8iSU2x
zr1)g$avhU`3f~D|8Zr<hcR0ZTyDp&1IN;y_?+0=j`1YBLz3e<arL@<sc%bzIt?<@s
zoD={IKA}N!$c+If2dff8FC_@#>=(ThZ24<Ea!`ame{24Plz{oYPgGExPb4Nkl8_|Q
zW?v5ek<gBYyOQsv_7yXg)ln3$2b85EZX|m^_qc(}0MZ#2oVoar6%Ga>6IRpmZUzxf
zV!1)O&$TJbdBR{Qxlt2no&(0)AxRtUzpS9sXA<(7RdG=}s<7%&5id2s-U_f5Fgp_;
zZv(SIky<%33z;i=jwfPz<ZC?!MYcuXH>ZYyLj&T2A{Ksbz_dbK4f_)%-y|3-XBQRB
zdf(p2(Yfsw_4D8d0%O`yCy|^V180kSNbzOeapz>*|FJFflpR}aGs%D=A3V?(ax?dG
zvWM0VNF4(mRmqftNZLBpAf577Yr}IPSN9x#aGmu5neqp%4B?l+fT*(r4mk<5i$XnA
zSqE#)b1dvUzfLaQYZtCF!*=UBITVTmF>=A)7C3^)`^<AzMeMAPdj<-hshrr5x%>I`
zP1G-jJ`KA9BB$s-zWJjS8p>*W>l%BM&6ekdtmK#q<QqWvfn*MQX<>E*@L)hJ!4{de
zyAe5OaVL=;xil0I{*^_$PP`Of0o2HW>7!O)0v=kl2~GkSbp&E_nmW}FAGDfIMhL8m
zS?6fuDA3YQmPo)whQ|jm9QMv6s!K%<fBDqu`KLrlFZp%q=haEy!G<`SBq8#8AdCxW
zvW1V05iX#J&dJ*v;koL+mvLJ3`lMlT^dGkM$E#1i1iT&ihZi(BS_A}^51LhsA>}HS
zm6^7xU&{6^+8lZ)xOVFOfvf)uN%3smz?>Lz|9=y8(%70DQs(4L(DdBSm6f@+!Ig{t
z0O&RX>^g9zf!l|5KOlD;gy#+>!Vfsz>$>tPO1|dv$+0!(P7C#NtR{zk!S_X{bOJ}u
z$%+JHQjqOIsv8_F_e!<ZRLP#@)A-tQtkq45tm6p?5@_(~xG(_&>Hp!9mux6mO?P4F
z^Q|59uleO`$#kx*ge+|A>gow724Ib&wkQdanp-s+k(l_nvDL4WUA^3UpSB%2o?|Pi
z0EtN88IwmtEim**t=&hbl%bpz+)H2OZq_$B>D$_M4F4*2=Fq3IwDbbW6~KQ5fj_`n
zf&aj<S5Pecd?_Kj_NYpN?4zb?+v8@&`GUb@UK@itVN*8Y?Lm2D5KsnnMM&-X9kcZQ
z=MR=IncDOJ_`2?Z9KW}J+YuEa4Wd$tw6`J@r9nxV?Ww&dNlA&cM5Teqrfkw6+Cx%O
zp)^Dq(h&7t=N?aY`TpL2>Ywv@&biOH_E@&q#&pe|ZE5r=%@8-ilm8%~7+plv7=#o-
zrhicC$p0RH{`&l-OCoq@mR^&%tVYM8{B5Loqx2p(Y+K*E^_?tX2X?fG349ZFdLG_%
zloICg6_P$RQ9DtPTP;w``oS3jtf5}oZZAfT^iB7PQ6Ej>qYPF!0^e<LXu=8!nJAsZ
zduF0mLBASP!-oxmo+}qk-%mXw9DuV%3rjP1?Bt8IBo{61{X4(vJ4-ut%s-yaOwns%
zBwii>E)L|sApU}-yfbX9x|LBpRb_R*Q1w8h)NE_UPm?vbOl2tFCps7WtFfYb|7(6P
zH$GTlmU?2ZK~&()q@}Z{Eh1r*IU42y0)_R}etOn)R?X2byIk{0s_LMm>oH0Xp~`wf
z^<qdabg;DmLXZ6@_YPlsu5kI{i&MG|{*to$Eiy{UfsFCM=kPXv_!heX4<h_wQN!2m
z1!Io{Ni@Cx<@wsCuuNf&{G`PZm(v>rPhgesfWF?ycGhpZV|mkC@j_x>Y}hfUSJM9z
z0(n!YtePv9dOBqO!FyFR2161{l04Qe`jLHyGS5?Mgs#_kJ}@@AxWiw3hUk_bQV%kD
zesBBkqp+W{$WUV$tOLHs63dn~8ak3B(#x+F?47r#Lf>HBQMO4-VgP^v1LFXv0cM=c
z<8<rRltJb80Y2xA_Ls{~fBgBsP@q6rVS<-F6o*N^I;HkKIzW@j<>FW6lZpQe0J$`H
zGhEE7uW!r#2Ins-ZA$J3W7_sFsB=C0zd*!;#_|>q$ogxV-fiE@ahB=r%l!(*)>K?S
z_5Bnb#I1xsmmhx^zLxXQFXKhC2IsXa^|>lD9tnBF;GGb?-0*iy=B1r_W}c%hsCM}6
zD&f-1mSk4tOWX7&Ee#jDi6TFg`41~d;&i=NvwQB?`3#NMhvsTIU$klYFBsmKfl4-W
z!_L^hRqYbiJ~zyx88?q*dzlt@%j8@7A3O)INrbIEbZFV1oy7qfE@FB%cS`5K$!A3N
zQ#*n@&I}^o-O9c=T$VMiK}bR3uq>Oy=-ztDs6~w@MP;HpFElvf-WJq)A-R3SD>Z|J
z{g<4!j~Y$-CfsjkDe4U`8_x>Fminm7S(^NyNkzBjyQ)fp8<Q8y`^gw8t^@DMhP}-T
zkj)tV(mMCnnv_rT4*K5Pl`l9M;p6CT1HK~g?STRhDWZ^qrs*!Dx<clp>#660kKeDm
zaBJ?&Ng#?5K)9V75Kb>!q<2s?nFfvC<th4<9y+L%r25H1!Z0&F=Hg^LI2NE#5-I}-
zRn&3o2BvkQN+8<FFLqDq8ZnXZn+}ruOf*RtJ`it{3v=M230R)N=82W<EgX(NWj+1W
z$#RuX#Y(?4dD`UY7@|xbQeX)Owi}kdE;-F%mg@fWv5=g`_s1MKi=I&aczhNdLAfrm
z%U{{6tJzu9M<S0bs%`lr!*#lKA^rCWA&fL7QbZN=59nV%RmK*ITlJd$DSAD3W9;!c
zB+3cdzwJ%EL<yG}Y#-4VOtG#j*z>@O<Olb3oMM<gy=QzsN?ivA#9dBwLWms+T^`xR
za$7r~_UEay87E(d^j|Z{`9zxykLSk|nelROgyHGgqZm#9xO}z7#XR1(XV0Fd@091y
z!1yq_Y9q%wq*J=unh|wM5(1^mv@Rt$mM{N&WqNx4hU5}mO3H*Hh!W7<(hf`;jF=)d
z*%hT7$7jCL^UVBI5;SmVeUKI<%9529LBEI42Rs!YTR+G9_;RJEeDiKhaby<2+=2qO
zO{3O?7jndP4CL%Zu14r`XNh(FET~fA-m%U3KzjYR&+<K9f)A)r33^dRQL3c3sRh|a
z7mMN1b`Dd&+V=H`*}Wf)N(WMgckQDlL-mxAn0?UJ8EZ7VzA7(2S3|C2eN1L?#tE*0
zt{lcVP{%;ALZNaX4nQiOy^|TZ)dRB=Dpn@{EpByMF{eE_RD0I8g_KT#g6dGz22~D$
zY=$QxiK*JK@80evUX~DH7M}Mj<FIY`p=xrT$sh@FaSA7eec+X<imN;O=IiL*&S;?o
z>u~<(+b7^$Eo2oGL}lfnQ#YQw(D2TGX;kKO>!5;@EQvBhT)vjiylH@mE&6_lOlLQa
zc>VbPfMP~^TXleRx^l$i!8mC`GDOfiS;0J}N;Bip<-Ys%l&a%eT&b}V@ZCT%kmiJT
z0Qb5`X{%rRa%f@F1vBBH9LE65U9BO7jPc^&K{U0uwghV#5GGva!c>PIM{qnciwktV
zGDl8s>d{QCEh{Df$g&wA{*h)ux%eNq47$Q%73QCdS&;1VtnK<<w}}WMl@L-qX$`sh
z!pCaLd--1(X0vVE^m4{p1CzcW21-H}dc6~&J(JE7>lR(C`8V)DoF*@?ukQ+_-o_QF
zlvL{~A*mn*@fz0PZXtzd@;KV#Ux%1Re~mVJZJM&Wew~|bvf5R~WYXetxDbT$I31um
z6_t~Kn+?GK#5VMDapcnze(k*$BU?8ICGN5bK0FSVkOM<K%8i3sndFtmWl?0iggDcE
z??TnYPA$n~9gCdbdwPrVvB!f-<6v;$0yjW<5Or|a$sJ?D0&=N`2HLa}gX}o&v0AUT
zW&mWQWC>3hMLNmvTU4`9IgBeOy>j#_>-3>xUC?-&ii>lVkdu-?)@|ZaF#2h@h7Ea6
zYdFC3Ix_G<{S})P=H=XejCthbQOyJ(8lZ?m4ID~DAZPPyU%uml=lW~knL-Wt{XcQC
zFBP(3K;<En9??&{X#-)efUr8S1QQP<;%A2Ez|I-Z)1%VtU({L@FMIuyox)0rLmdlh
zBha}MH#p;F)3J^ZKN_5;ZhzCzdgk)$l*J4LbP&WRn)u)`4{k-9w2`^CI(1pEf;ti|
zb_5yAk7NGpot!^=K2Xu^8rzjm*=w4YwH?;y{j`gL0RJSBj)<zhO}>yDfAjsE9{iy(
zf5$3?57Wh#J{w@8s5SIml?59=iUdRb@fdWG+>7laN}5l9XPz%=(8`&8TQ@M1Y3l9q
zIThs4?gJHb2KxwprHH5?gTTH^a_mes@voMb*=>2oy!)qP77Znjhw6f(8Epxi17%cp
zVb*FL)4F1ux8~i4k=s{P=3LoQKLG|!nGxlX0=F2RndpY~_PJ*owpJ;6Zm2uVyXg6S
z)8)q=F(7ag>1IICA{<bWX5y4hU+SEivaKgs@4-~DxYCw5QEYT09m%-$bTW<QJ~E$W
zyWT6{tys!qQORqktV*(9Gf;9ea5<2;1@<p+#W{I-!kL(XlJKZtS19w%-okCS&kwSm
zvEn|%9rtk@rGWH2^rR_m`p4e;)0WEjY8bP!f8`C%Gt<+kyGb8TI@<{ydh%Is_*O9Z
z=Ea8Cr3dOBzJDTPke$oT#{kQVD*zn<^6Th9n9jfi3&sYJFTtQO<6!ih-NPmRbJnHm
z2puePXa;G5LQ08COHbNNJl7U1<~~?MhBiN^rU^HH<HlI~dxK?XTy7dn0Fqt{s=vqU
z_FGqySL&?S7-&@DE6dKc>fxkhDOY?VS4pbYB#~X~$o5Fi^R0BqCsEPwNzuhl(-oa5
zao1H!LO~ptP2e8F3x?K>WRNk0s)4NnX<MbNTOCfw&U2byrC^rgXY%x_X1_LLeF#p!
zCEx)EyFEzS#5MV~o9lX3;1`w8bJQEFG;Bk}W6Bs;8J`+O&>=k3OoM1T$Yi9Oj*sPJ
z96O!9dS(*WK>b_ponFJH2evY1mXVc242@8Z;6B3(1U&);+oN(x#Pl;w)q}%kt&^#=
zkXmn_HGks?&tsGT=_;iFJ{f2DCnEz7f?PGg(UEMo+PC|1%%Bxt<eA&kyEE>t&3r-`
z)Lo^K+<^SVBqw2TBFwREbq}w}Joa6|C*u4h+?+14uAxFP2o$0FJ3)J9WJE+!A4v8#
z$*48f{myj6<B>;6pEVcHtd;8-<PV?B9JB+16H}15#|@=kzpUQywC}u>dF!}NX($(E
z0U>50ViLf84sqFF)%>kLv`?dZ{+HSn1$&>nT~W%|q{w&@_!NZCmNEr{iJdfdW2_DR
zOfOD6j;Va4JQQ&@+B(zweh+m7IFi_IWMXh4`)3eaui9<8Q6#SJQ;nmUg21^?gRI<s
ztP_B!%re1ONr&->)&*5fVaXp+VeG-{TGT)6&V6|Fe;^!y?jbggS&7e=c*nFZ@uIoi
ztdqMgFU6uhF&-VhJc2Fa90YhAglJ$x#}1paEPk*!dnn!J=rxVGCF0HvjA<n0#6@w9
zkFf(}9L&Swr=h2|>}u#R669r1@*fehKVQp0K@<yqBk)X4B5vkdVFup@qdOMad#~J8
z6`JDl;mLNN@$pjfqGpoF$BUYL<8d~JWS$uwU$Eb|TX^LK73)Ago@tk{@$oW<?vQpM
zWcq`;=DYvCyX?=$=_JT^XL#snucfL>o%jR*d8DqEAWP%@9E+FqI~mC96==F__j<Fs
zAn4ozMtG*Hv=mI?jM7dZP7Q<9oz?|MJ-9^DOP;my&Is~4du9B3;Uj@_L2Es9wN#Aa
z)tIajne~3H+a<?soU~G<oN_Z0ze=jONc#cy12KXGRbkQ9NZV#S<L=mln}VB^KYVSt
zIOi#2{nFwPFNA+5xjnl}+DC?&ANQYGsVSx`@Z{p-1kLX8(NH4H!PL$PSSUmIkr#DZ
z_cKH$BqsFZmGwm-WwWj(SJ42H@baalC8ViGOdJBMW`?6;#O-V!72YL+zR%z4$Fz?A
z7l_i@@sleznsI%tRpS<(dphab$M3ei?Ds!O10g1g7t4STGV?&Ce-l;@n_^-MUpGD|
zn)|uwW!UVrtD7bONWwy_Nm_E1#IHNYHZ(C;xwNF&xhT6n5}h!bJP2~5=1yHD`h33+
zNA00+pF3_wnK=J>MmcHG2ZJ08&juQSlReks7e{2d4Qp4oZolWeCicF1P@B2>_^*Qm
zK>8d&FoB}z`1cxAS9|a!Ua=|LV*4gmb?aP?_UDwE3^Ty{0jlP10~8Jv4gztp;<j*Q
z^WGWr(%T#!Kk1%RlU06cd=fw)o=R975uHN>*mlF=*NgK%9T8M|w<zjv)pjF(PQytM
zkbID=hLW$b_Md}Iht|C8{QdETV%+}zlKeVZDq)FO6W$Y-kaBUu1j(Ib5>gLUv>y+e
zzfdpXyhP7WW$POgW+A+p#Ng0-dc2D54kmJ1aVsKI%>;O7wb3pId<AvR#ENFul)0DN
z<qo+1iA*R;R7yGRCotisQO#S1^9e7U<c6Kxr#e`>=;&LUqI12`t716L2d?Uv076w<
z3H5;7Cx^RY)4aWf@2xI(O-(X&S$e`EP-`3^54DOQ@!k>TKN3fgn)CLcl-geIRnw#u
zPVvlWevtC?8DqQ**d1^qD{lD*zYWM#_>uR&&<^5aD=Bb$Qgsbt*n@aV^rnoXq|jqR
zJeL@JPTjiF*JXBmbl_TDZ<jR%PKR75hqtS=3=9SZ0OChcNH_6hv8_j2eCH_JZ8Lfy
zyyQ^yS>8_~Ql7M*2aS93jj9c=tTC%LbVw9Z2|UJ8wf1pcEET7M<^YBcVkC$ZxGxAv
z)|kP!KdZLx+uHK(`t*p41%eON2L~Tcm;<*X0R|s!!T#Gcf%o`v*C2_Y#O+lIO%bEx
z)LsUtH=Z~I=031tgJX~QaLtS2p`ULZIdaaijAQ%lLH}MilY`?^NTZ^Rcrc?aIC1c8
zHT*g#)wGM1`N&zZo})MCY?a&9KYqz&#sLiFjDYp5bywb4Xn$+RY+J!(m4*xVwDhxS
z^GJjH0vvDlg!D#E73FRIs_W*3f+>3SyEjP|?Yewp#Q_>dhW0doKtLM>5~tpL+&SXH
zErIB0QKp@DZUufglf;lsrDdc+iO1uBk*A1opt@mPeoBd6<;-H&!mAYeb7l)}K5~8D
z_*62|$mfGD7-a}2KC0x;cF)b?Evdbi>(zFwIqKGOpKsL!6vGWb2vG!TyM>M2C&jwI
zqwSifOatD#pSXj4o`3?f1>R8Pg2i{djmh_HzHZ#gwNs`S4rSfzX&Nl#oG_jgwUI-E
zKrD8sW}P8^KJ(VlGWO3uG|#Q$9%Try(lYQhBmy)6G8BQpY1<e)<>*^6C;CT1ruX?i
zHWq^w&;M&CBFL1SEcNM;rTe?e<a75rt#v8ot}jrPxjq3zTx+EFjX%ybs|_jlVjOa}
zOp9;Wx^bCNFu!l#1Q3!++~C!b$|A8oVUsqA%$rv1l45%e^L?XNNPV~YK8}(FtI^~)
zcWUbB@}`(m8~y!ViVjL&$d)VFL7A1|%|XC0VHqYr#rgbk;}2z9POo=p+Whk6p2v@q
zKAsu>eIQIoB!lNhtj091McMk9$^GrzDYMTH<bG7V*`Z1sEh9=cmxXo>$eoO`he)J=
z@;N^C!wD~~dYu+|4>oP!TJ?<z!9c4*Y4aA)evxPpL1H8-HZ3~gQ=*d*J|N3<OG-m<
zRnIullu>|7?MSw!rPF_nmGYPDY}@jswk_N?Zy-G<qv<B?hJr3nMEY5J+dyyxGJIm@
z8|o7FellG+x_YqZ@sT^eQBE_x#=lBIp4tQQJTW_Griz{I5zg9=Vj6Y!NmnVP*HTUf
z_!h7};*o(UGM&1e^`R9O^_Hu=rv9!S7466sGSuE;!k9r;TmsdfL3%sxP6tygvD;gj
zUcL%>)$aa_ZDn+gTg&VEn`xB0*;QIr9Lj|tR|0-x9GroWV*0<X8qS`2X0!IUzOY+s
zAGjx_9pk1=12t>lG$G^M9&#4RIc)onwcX*!+?ycy&4%UtQB2y8Wt^2k4ElJ{GW7Mt
zG@JX)fBWCLZOW$A+455@<Nk-JRR!bI0ETfcz;8eZroP8d+HTIS1w3tmMWyfe%$(yr
zWqst&2{`B{0`*)y%-~quaRWTLNcL+w&58Qj*Cm+s%pY;JJzKtX`Z!aNMOmMCJ`QOj
zW8`oo9lGZK?K<xo-YF|igbv$=TxRB^eH#=AobVEQk~uci=L!AzsTo{UJ?3+B!+f=g
zqmjcAg4!)1v;=t;s2w!+8oj$;Rc@y2sz>SVpJ$DRcAOa=|0>Wph}a@oVA{m7W}mMZ
ztQa(5`#iWpD{HxzxlmB$IH{6_&;_JJLbe+UpQ7~hnOaKS2ivXRVQf}>b8Z}q>(#jR
zczhBmkROm}2F_zrq292lylKBm0)I*W*rKp`7t}`n2ydA%o{_RY3CQH6p>WtoIB3&a
z^{n@b(Ft09Rf!BB7}Zfc%s+-VuLnO|lW*3s9Pe#C{?O6kV#Uur3n`EcQq{)8Ob8jx
z{K`<aQ)Hw{*6XUEKS6&*j!AxH&=DDFaVT2=VgVT2Nb3{<(y=`nA1ZKE<4(JMbpG>!
zlf!n&#*A42gv!g|rUkse2pkY<`hyH3>+IgBkL;U!pzyMw!71ZsKVE6iXV|4=pe2$S
zBzZfa*e7D1+ItsvI-hvmr?KjhdGTTIS1q@mIWy*whu4jqC1k)D>1e^86<+e)_)XpK
zz}A=>Aw}=|o%Yn;qA;>>2T1Ni2DG9Xaiy$HE9$}TFFA6%b}8SK+jzo?`GndmI*jVl
zW`T!Qk?WKCd-T!r<z4+Er`BwjYg$vtmoJb>2jSW+p_^c7HcU3foCYU9&Rm`KwG8u3
znOD)m7z=6xQG9}`SpuRSL?A%`7osV+$(P?&xm|ur>RJE55tc5VQ)=nUZBCEl<sh;O
zo;ac7kNarinF<@1*3?`!+;c5<Iom?tDV;YMJXIEivi}4H{mNP0C6J+tWyI=kF}+*G
zo^^s@U6F-D`cKdv-NI(gJ8KV!?2a;XYq^LS1Tsl5mZu;CS`i9IBlqn}WcJ5|kcj2>
z-?~rNef#?I&X&Bb<AdQ`@vv-=dTkxhHG-<#$fJoaP@3CyC1-oZD_c0Ws0PKw4#unc
zjQwvU7IU>=_F#e-53^=Z_?L_xg%4?u8Ju1LWHD#3COFta#Vq{CXS(0wI8!lXvih}*
zcJdNK)jrlLhGGu9WZVpo$6za9<%<&RwzDUc6|Cpxa5sEc>=awYPz52N25%Z{1~xWS
z!wcMq5d4Qi6e+C-lPXJKab39mc8p0ItM`SEtGi5C8Q(GyPT7j!xkD9Ta2)tx^}4Qi
zVrON&S$X(PVGfg_it!Y^1ZpEDg7Jn*C;|XwdK0a`EwO#xm0f!7{)wGJMJK-hZ7SF{
z@73M^hJ*2Y{1>pWTY)~}i<X>s`ePHVHFbBbPMfFHf8(4ipq3j|WerQ?n_|Qvye+e$
zYok$3viFkhY3msm5d~&37yuH}#_Rv7Yo+iH9TAUJxOUws?e~Y1>Gr7%;)%oX;9;UR
zypY9NUY3I4mY{7;j^7l7ey|>2wUn_mdk@IF#Y-PRSRY<RW8djZn;+%viQ!i~$#&LG
z-NeE~=gY+5Nb7>~H;gU+U1!G}Q8<{!K6Wlbhx7g7cdfg$83<%iN3Bquyl~kWvae7)
z!|2eH<*G(IswI_;kDi`CY~S@|B^5G;{K(+l1`r;VOoUy#VO|QneQBYqFD>9@^D6$R
zADlcq+{~DSLJ)a<xLQtfKsW62;ZoN;7O{<*YnVm&PD(LZ^kiH93na?QQn@2JPc{E?
z?1_GL%>T^t+44d?xyu^4C=Bv(5h0A`5D^cS2~zvOX1p32d1=6@e%5IAkNcXN^S*VN
zGvvo{5ZO+YpyLmu)%lC$P3KNcxNd!{{L}G*_8>9(JS1}=%3OdzM5%As4d<(_8};<Z
zzN_4jAN`s2)M_QmiwQuGP*6q#nH&WICD^4gb(Q_wzSOI-PTO`SCiU{1fQ7+odH;bz
zV$`@p9Q(28`r;Q^seOtZ#>sC2^4DiEYwc&CfPYbyRuKryqDbw9P*&fe>-$$Eh%DNZ
zX`R%-X0_XaX^I_%B2sQC!!SgpI%8bzJ9j7ARQ~0tH=6ZqcwZ??V?g|b;Xvd>!P<??
zoM^mqwCDH0l)V}cA8}=w77ra)-2Z`L`NDr5aX?&fz(dbSPXyU`+bDi<h`8R!Y!yrM
zyDbu9-bz7t85X_&0*{v{!XCyQ9k_LOsisoypE|KA84EHW++Q+ro#ULBQGJ38!!K_+
zHulF^DT!rj#4T>~h&?i#rX2qZOXS*tDhwgdxS`V$lU^u%+W7W8?OKP8;y3CRyj5yC
zz_3&>R!zy<xDbS~^`@E(S1eC_*cjN!qv*<8d99e?$|l6#3Arz_(%2%0UnQYWtC!?w
zSgl<8$-cgHc@=}*<K<G3evU}C2g*4!Ljj#BukugZ$kkNL@|KqwHu(JIS;n#*jL$+9
zRsljhO!Qz-eN9I^w_M<6X!L&FDVrX=AN49frBfa<bkb=84jnm)Uv~#4aS+0=*=t;O
z$gg?V#D7%8X2r&I4xZKP8H5a98v>B(9lT4_PYF9*@;H2xvY>r6pQK7dvzCmw@Ri(u
zCV>m@0p$?TbhvKM;`%XaS8TpmO0=xa!NLm8X~9n!24%)X;~;Q;gD?nmzzYAa(PgIU
zQI1}9{n|rHhyF}u${aps{r^m954_wRa~=8E%O~x-|Al)kQ$^3~1N~ARBNIUI`bj+(
zf;PcD;)D5w@syi%R(|0exSEyX-|D`<WB-N85Tc&sB;fV*ubqA?e%zmCo&D<fI&RrC
zk1@x|Ks@G;#6fHnHq&)_l=}VVtx=~Q9`*AbHahj???00fg13_^@@S!SOH*ezOUxoq
z1Pe=jaPx}T&SmWm?giN{qvH?T0k2?m5bTN&KxFO&tk@0jzey8pYC5s!jh4AF&aB<~
zJA@A&^U7mB&RFdKz+=scix<}UbDb?t%kj(7_boj9NZy430`nq}9-!Q?Oljykf|^5O
z^DU3hk9LwCx!0Cpveo6HCD*UtN)!S&F(TCkX%#4J7CuYBVt(-Z^($)HN|)tz4KLtV
z=H5%4mz%vLiV<<N^T2a|O&w8>a%&`Dz+*YO-rn{198*K~S?j98#TOUu(s(wVoW}!1
zBEq8q<5AF$8`ga7F6Xv=XZEl2UR!r+4Xg39+bOT9(col-fN$u&C@%_;IWn@?cbgNr
zbMlI(jtUhSJdZ2rpKaedW71&MJA({~@_4*etU6ls^GLVv5g*ZGff?QYNz`aC>O*Wg
zlt6cfdJ4!zfH7@3B6#!ukq>iUHU}8Jdl?>{yEva1?E=pe4DGh=z9?@5+_kp8gwPl_
zaOGN~R@bHo!Hlxb=k6MZi<-zCbpewQQKye+l|%WXu&ABK9z9;U=BjIbxpB+qv@LZ(
z3rOoNK=3FzSQ4Wy`N;~-T2KBFW`j$1yrCB|1gBp(kxZ@$tg6U20s0bUvViA<hsiEA
zbiVy^V8*okor6=wojh9l+xF-D0|E*KW=o_;PdGe0#z$OAO43RiTX>eq>YG_f@VZfD
zIk$KX)!e;(>&AZvx2d5+2a<xUz!U@U{gd~3nsZs;XRhT196M_wTRcey0N+PS6A-X~
z!mGf*;0l=v@B>(r#`9HiMp-RCq!(S#?L2a~*6$IixB&`8bO-oI2yIwj(|(`-g_Bvr
zUz7c=gWKJFB_5MHAq=x|a&SV$grV*(&|kbJHL|c^tJhBX<hk(Pq9Vs`JB^Jhn_U;q
zA_L<9M446XP0iqW;uL|f=wgZ6Rxd4<w_qtd8P;=P;b)g$$)4m@qrs?D5z;s96z<v@
zA$sv`xJE(TtWLM>y~+WkfeA3M<6up2w1!JZP7#pcJALTt@UG^v2R2dM${K=K_S!Qx
znD_)LxRWrn7ae3?#&IG0(2BjaUvIzDf3n4CkmPmv@1t)f_LdA-*;LBIJD>Xi|BgM2
zcPudQ@x0}-v}e);1lOV-FMj;y&{5se%v>6)jn}IgTT(NiQC4R7GoE+gsjA7oN$^P<
zP{%cObK04~-`Xc1S2?-=Qd03Uzc`LSwKh?i8AnUh#1RQExbYnO9$H-F@3uAe+`LC8
z=bt!mb*k##bOvgCFx&v*g<#JDBkm2(j0y@f3Ve8l_2z=&I*853vw2`27yu}p1O*0&
z$kXW~A4OJ~N$!z*ZpeA>c;`(~K_?ytg7C$|deC#AMBTG1Ta4NIyzE1C!~^H|u4!H7
z{pT+O0d);6km6`guh?IgT-sN{&68f7I7g;5j(PuT{_{^52v;e*bOrTh(M&|;YZU!~
zbV`Vpu`-uZu)uUZ{@z@!<ACXWG3bm}^q$Tl$$nz|XU1PzlABJh+q!R|K6-3?2jtSt
z*!R}(j*lbD`r#c>@aIYF!|tP@s)@IzZ#641_Icg@$>!<tkRJ>XUY}}w|IoX`k}U*<
zcP{?fdr@G1p#2l~;0Cv<r{e(F2RIaHKkEd6J@g07RXdjNbEIv`t>0pt*8@&+>oYT#
zF<>Y$hjB_&&J>o2Wizdv;=h4=r@dmE{lX?&wcl$Q5R{682Mz(>K<Q10X!z>nl;jpy
z@M5_!e?BaVxYO9!O7bTcQ<MotMMt?KhaRDfMDqA8c=oH&Z@K8Evc2X0;-(i1sUspG
zUcfk^bf_DacE7>1`AL(c&DLxm@l;`j#8Hk?ayc##jwvgPt6&f$1}P?ZBoM~09#`M1
zo_i;4%Buw5`{!q71<faA4i|)AWHiAmC5#;QlGweOLQ@syR3>xpG?P8OLGgSgpD*dd
zATSn?3Q36hMDPyCU?}X{4J!zh<F66?`+4I%W2>>vWh^84nTE9GnOfKZF9*vv#2tX0
z3nCyshh0?YRS?~({HU_m^U?XvMSN!_&O`!G-ZiEs@|I&Hw()#Pu=T3Sxv@!OX**cx
zzfQ0=()tFJ3ctY$^5#%4A&FT(Cgy8k|BZRKtWz&b94UER7)FOe4F^b;1tJJ0D>zB8
zty;U<T408uA*_~{dQYymeUSO%z>}Z5=4%GiU}oSC#Iv~2=R+h2+3s+Vm1F<xgsRJK
zO59T;a$8njncqfg%=q>})CfIwlMuqNa^|_=xzDvz?%Y4+=V@~@sy8$fqfZ4!77%>V
z6+^a9FH1{jH!OGc^TqEzd?>P#v)ief8|P72u0KS_;17T>w7_35b{3t|kNO>5wD$4(
z-z*V)DgF*&vh?xLPzQW%C}bG#Wlp)nuyuUjGvum{=3TgUV(Hf6te<riy6b5;BGn4t
zF@U1vKuc_sSo6_sCgMl9ih8EqvB+Sn;tQte0J?T01g``S*I@eL;6pq7{q9Myzb)Q%
zK(XXoI-d@G0wh!5y`+%=j-;MYc8q*KUo8|r+uKHd?26^OGc&(JTC!tvH63jO5gVwq
z6>J|#cq=5g#;rWvl9*XBOJfO(d<8Zbc9V{vYRG`Z4`x;{&;rMPwJ~$St+ac$wrqCY
zJVTbR{ONbgmH&moU6pjIb0Y9i+Uy_pMl}lj>-Zn+(D8rqmJDFSuLBa4Kw2TPCx|DA
zJkwbHLC3}3Zw>rAem++o)yjL=Z4ys<k|-D|Yld`f7(Ckam6hfFp4ZiHgOq*M1FdiD
zIpaWI92MJ5+L|eIiy~{n<_Mvz6qP4>qF-zdH0t(oDNKNY8`%LK1L+K*1qotf+b?T3
ztn9vIdB(s|$5MNq+HBsC|ALNJe_VE7mA~t7ZNy<^Os8(sK*%r0*YxL0E0&3LPilz|
zf&+@|jT7H&k6gUyd~~(>C%JOcyFqRPg9JgT98vNy1@?~!{S``Cd-t4e=7<~5%O&%A
z%IS;qfX-1shN#^pz7jj#&@Yhbz+N)suyxUuEnahehP@=cHN;eSza2)yDy-tqlfCEe
z*<9xf_c%XQdUfGacB)GnV>lxwks$Pty5_OeHfMHy@b0TW|6Z)yJ7*bqG*G@T12JyW
zCB=}dZ!-Q==-jj!+rM;;7Z!29pKsSg8iw2^vK2gWPT1yy)tfW?`TExAb~rpMnUfnK
zw&~jh4E_{or%67fUk5gwikDF|<erzC>M^kI>jhDlG&;`K6*Bk71$&I`L6O%bmR*L^
zy17Kc&Ye*_cy9-(o8sR?C>azzHnj$29gLpX_tulka@$7TOk{7Yj@Y(Tw^mq_l9Lc=
zu<*f|o`)l1DM&trHX4}sjjV;jH^qycgx~*ij1}K^D0F!}ZDmBkFFf)UXGE4zf?(n4
ztU9B)2?O6g-L>W`cYPY^XTvrb0*%}(Ft21+E~cb5m)J!YwncJPSA|txp<fpKw{4Kg
zAChbwZ#TbGT#&!xatli^w@lR7tIl+O`j1jhXF{&I+w^MW*F_cuVIA!af99Pyb(cHu
z*@V&VK*NYjNXqK0CJPR!C@mec-KQJq=AhE3F4pjejzCR?9N?al?-(8mW?4A&Xm!cw
zPHp$xnU$C%$Gv;bq=OAV1PJbMH6^JF5NBItI>)ROPF1+=FkfyY60fM%ydunD|F843
zX{;as3^*e2Ho|9sMI_2KC%)KaB7ZshbNr#{t3O#LMNAwItdNM$!ue*+oog)v(p<BS
zCg*)&Y4%BterRSqaXfK1Tupu8bEu2K>{Y8;DF5ZuzNy>2G#{n;Z{CnOIuS({IVDni
zTQ8m4{gFLvp4JhicPxJzR4m`lI5Tm$GnH<LC$NJV97{A5vVJnl=jW1)g|1T9zYIj*
zQrkQcL*=>?8H$*fyZl4*CrK7_1m5oOXuiAC`rT>z?!rzHt#rX;j?-eY))m$(e!QZ1
z6<3>U%iCPNPb#-#nm&{64E$8AAd1fd!lpq=1BnCK>X7W{{4sb#3R7nEkG|%)EWSU!
zdT8@c2I0yeE;=1sleAE=Jtg?%43^8&@9d3Fsg3wb{}h-3F?~YLIzHoL9XoS4i~Pa4
z8up?i-?oiOl1^1(IZzP-((j<|B+J#**^9KVsWI=~*d_VS(&K>duL}CF0y9J!DKtoz
zZr`*&cfH(_S9cGu?7ms964_Y7{m)3aK|r4;2;oufX{}@KF=tmAG;P>wBcgR|bV<`h
z9J1*_gb*-osD^F@vLcp#Qt{=$O0DWaKYR8K>?Y+KPqNniiy<ioDw6=sQVXZcSc#vz
zm2Kj)V@2t?X*=c8zZU+BL8<O|5CW>+hkaGQCZJU6Yp~7CpR-hvNh-d;LVp4VDYM}7
zz-!CEErg=8_`&V&>Wbm4obK%2v%WNTw^xjjOwMvT&dC+R7f_K}Yvi`43kO}_b6b}w
zIGuQ~`9y@-M^@90<h`pVAU&W<D<i_y6vEGt1yZZ%Y2GsR2%FAq)h!2g4%<8LTO2?~
zA#WvWq6`7usN4yr-8ryuS@A==Qn%@Qe!IFK+UxB2fj-^?S+qpG2{M5>UvYk&mozFD
z{=ObFWRuhw(TS<0jb=n~;q(?2sB^;-TK`^a>1H`+Kg@rfr_*?9Q|`rcGzdCJ(qWJ3
zmFbG*q;QsgTNs=lC?O(ts^En`eJIM(LP0XvzFXRskCz17X}=W}@Oo72w|$QmX+g&C
zEXh|0@=18cu&54!j$d2PUK2@4)h$fjEBtwGVhioJ@n%GD04Qvo48COV`s?)L*@1hO
z%t<PD`q$TMmQa;W@kyw{3+R+V37=e0hi|3A?+s5!6jg)2&r{vaS#HF%s*5(CJ!<d*
zHg|Y348D#P>F57(lu<p#eeBfkgs|IwU4ySSPQ;MJ9lagsltfvh0`<Nda(`(y+>>5r
zz96x&u3bL)1s#WCx=ErX(VZP!D7Ra1wBz$BP2;2A`VK|f(1)U+KV)Ktdj+C;LTcg4
z?2_#7iY)x!uf5)8zxB>%x>N!&h_Geo1ToXJXTL)&&JIL9SnKio;$i_Sk$ZHZo*3zC
z>FR_z3NDaRYE@P6E%>o*$1I7bBf~E&=_`QAkyjG`)$1F7>t#el)Z700HdGtk@Z75X
zI$eCneWXMs9Xx%P5)4(+?ylLnP-%Pq>KmHAIm1d)QJ?8ojtUb&ZQBUBBl5OnXXKLV
zIqU2Nr!_9AKUDDY0yAw*h^+!)L&b@RASh)2fI3A|vJzHO=2*hRtu}8ye1HCC&A<&g
z9k<u=jskSfK?&Blh-8JxDK_w4MQG=WqSST8=AIJ8V~<B4$;_wCM<NivgrF#*@FdnE
zSFz^k9b3_iXDSYbCBE^E2Yj>s#gJE@5J@t>YO2UHWsRQfQ)lwrBzV(Lw}H-~$Y~s%
zY@vP$@~2_7pH#2C3R=kdI<!oTNi<ns{EFG&zjIK0kU>P;u(_lBe2@FWZF`=Fx%`au
z=jrD*oJt2$1~mLsbsJs^+&;9i@3q3&eR4hvMzU`#RiY0j)&o{$6f;DK$9Xe+5-O_q
zmHOJW2TeaReC69*Bf69Uad2=Gkvay}WqEMPT0-%S+|c<vx=I#r%Qsh=CscLzXPj)M
z&w{iUu<avrG#LZsXzFQ;41K_Ezg4`GUl$)7Ec_vs=Y+wD#GsVKmozXVF^O~rBmDy1
z2`M=RX*0++HgA!=yl=@>{+xr%sXt^)Mvsf_n}D_j%1dJxq|TmyBYc<GbM@O+h1_gS
zdU0Oo7w#sVZ#cmLGrl#LWPxmB57d0c)@3N!aj?C5Rv}{;9{fd#{w^Sn6axEDB<?{P
zbvbVHW3Il*;Blh|Tt&Lr#z>|rn;iP82#~X-843fj#;^^+Zcj54Lb)58-z>eegNbSO
z7CNOM=fG3YD87d+xbo{%biGEZro_p={#RFK+Pv#n`|lKP?qGd`3>R<S8BvlQH@12!
zarYY}HG7Q2|2q~%HDFsbk{*vHoD5lQ%|Ezgy++Qi$A{?(C5p92Hc5D*#ObNsVgF%i
zRatMV(c7Q%?WN6-G!tE|20;mIOz^lMzW~3(L}nAl9yZ<IIx=lvCi8BK>j`_S21~{1
zGC2-ILKb$3xo+>Qqxy#jwhKo6^{yAaBDI39+@LXVy5lmk&IbL3TCe9m4DCC1{D!vJ
zZ>=5m3uvDT>n6&O;YFB`XHRT1uc2=AW~e+6!sk^kmaP3}i!dEP39oqU0i@x>jm2b{
z=M1*^X}>rhU;JKosL|Y<X9C2@o~l=XGcLTI81c5Uk|OVDI=q<6({*30G_>;BF<m#h
zYKP2*cp+$<MUp#w@8~8I+4+4?q*-l1Ubyp7Q*S%{@JQ1aS@~4#Mqc3HV-fz9mt0;9
zFmcJP+Vq*Or-O?Uk65rUB^91=8Y?ehCN3d|Z9Kh9&7)rStkHDG(^pLr<{c}0N0%oV
zhB?xZgYOCysKSIFWO}XWpE2dr+G;<xcEQW*|Gti)ZzE;UBQy?zH1F?NlV;;vEB>BC
zQ#|S6o>}KFEZqBF7-V-s8ZSXRuv3Z8YlrOI4xjJ6Bl2!o|C)Ns9=b^emgr7+-3f7o
zszG$j+Lm|Y^V5bWK5GjH27l~ph!5hLI2+2M2P+E*80b-oI`>`hS`l!hq~9vwkNMA$
z8&_rt(Z(b5He$&H`7g<C{&w%kV^7Hw2D$1+=cH4kwo~36q)n4%CEP)XrL#MItS*jt
zFQz!wD#Fh9_}+-7`h*`wiO6^eG&X(7?;*c8D{8e(9v5^Q&*m_C6_G?6N^052TZxzS
zr-?=w_vQ2IHXAV83;7Y*Ia$mJ2G&Mo@;FZ6kXVCfJd;(8<>pI`zL__F8}s#!jX9Zi
zu@YStoD*ikLj=GNLTyiq9nXy$ZO>dET30#h^<Vtp%Boc`0RW^2q*;P$V~WL%4O2oT
zzRK-irG;hKR}60~p12x3qzb$W(0Ll_`C?y;X1CvrA543-EB}Yalc(_~?|aXi@ay<^
z<d1QLX($uq<)-6oTa@QpDtBoKw(C5+B)4yB0v&}S-ho;WS`FdMLGSsZ&VeMQJ(YpF
z^V`G2a;`@5`uXwv2aM$5ND{&x?Pyrm+4gbmT{DF$=fAu@vT66p5Po8J$(ay&f*pf+
z0HQw+_C<cFy;xKH;q^=J>}g9cYIE4+N5AqEyJtKzhDf4%R?*$0(#~DylFi@SwQB=6
z&vvDoM<^h?M@XRF;QvMYjD>Gb>%NR~k)I~_8&`ba{vRKNKVAqnbB6U%I!)*GB`IoS
z>n=}WZA#8{*4in2PsWf2rL-=9q72XwOFm2a;f5<LX*c&^N6H^c2!xc-M??EwJpN^Z
z0FSu0j68O1HUHVxgRY*xJ1t-Rb(&MwE&YRjw@Ds@*v16&CswPn;L+vHA){uY9m@(g
z#^h&kThJ+#8x-P)OM!xgsXLAx@wX7!uuI>nLF{L%%GvjK6qlW$Zywpr2v>KkT-sz*
zUfh=-_}uYDMZLT3x7w`%`WJz~?n>Ex2&IRh?58&E!@{?YZend_65+0|o8l~Sk<JH+
zuzs*}!Q}(GL0L%EU&a3EyW3^;bIGZiH4a=QgP+#_{%1Cl!s8ZZ?OSd90pdf=-_MOE
z&1|m|GV9vr`wxJ2t~h<iIyv)F7p+Vx$@OqJae1|Ix|Q$Ob#xR_6Au>{)1GDwpADPs
zyR|JV<3MdzUPeLT)(Jx)O9`xBq(uQ)z8c<@T92rxzFBya`)MUtpUiyGGgWj1QM7~9
z@J%gHI}dnsJ}E)n9rioEIt4@?n65c+mw)LBg?~}t4a5R_+{$8=-sMes(8Km5Ha2;U
zi|h>gNRU85&ql5VBIchoJj4_S7ykB`QTA!pwJj3Mc?6%H<G=b33~4`%Thf!W*(k@l
zrgwLv!}^lT0(E{NvR`NjsApk~hzBB@xc?9_39A?x)>-H4TDngZRV!nME?)h<dTas)
z>=|I;Mv8Qlfy|lK4^tMku$CxI*J<A;(Ds3@NRzb`&=+f+=8rg#(dO@X^>LN)&_3fY
zdVA@|<&O8wp;B9^hwEX&|I75gj8v#$`!{bM{_QV=z3$Oh0*+o3CQ5(n&4+ad_Rbtl
zKd#-)>+$l}o+){3bTWZlu>|8H?fJEyi)QTDBGs$hU)}Xf=JV#aGRB8!Q;;S&{Jb%>
zMG@cIn)N(`{XV&GQO15PyDhPaHWsO;<MJ{t8iLa21{Y&!<td?4g%@`Ea4k}F?S8bA
zDdf4z{{|9bh#MxfsOEUq*~hO_0|urD?C=OSZ{`UjQ4DuH8FWMB4r1Td&D*UmyhrD4
zw2;uwtUcb|y$2{k@gIbxD}JdU7ZBszdGNZX_BsRaYZ2F1&ACyazvkG=$rB;AjP3{o
zwnHX0e%(E5|2iK@Ea%K$6WjH$bxW?Tw!|_948#c3zK3Y$0!8qNU||^<Ot6PjSSNbM
zk&_n^ea*TQ6q>f&rVJ?%CWE5PP(l)MiE(LpuVs$%6y+7q3*XBKM!vV3wIJ#QW%2bu
zQUz({gs_5f$&}H_Lex2KXj9Lz)1kRN>We-cQf9eza}Tvf1crMDh1Agt06`27D|N$U
zLj$Mjg+8f#^tFsDCE$uA|Hn(aC=5|g0(JqMrQqg)vR!yM9-eZB5@<lW7eAHz_LV`-
z*}a|3o356Z4B2dq*)a}Bp^w(6B{|IK2#f^We@}S6Jsi0+gF7%p?QrnILtZS|($gt`
zlRMJ&NYYB?O<*BqTLLs&+uxR3zs06%r%un9lStXvJs`FkYEMA_DMrd6#_RJZYw*%-
zZ%ye%AC6=Oc{2Igk+K<-0%6org>uOtrXXjyrcA2nitfti-ZhF!+WLiaZMUoG5$kc4
zhUO&Wu6A5!g-Ei~P{%XQKkC!f!4uBUeH!h1H9N@@q5zPEjh`$e%aHwe3cf0`)u=8$
zAF|$B;_sIOc@_FG9P~-RNk9b;QK6}LbW^>E3A<g!wP@krG64mhq5g|U{iA3&JTgNH
z74ySt_8kay;2F6wV62$1WSJXuH+`Wvd89PD(0FA&H(NI>ak|FZ_dC+<R~?l;U*yiL
zI&|PP$%XOnz<*mBtOFjfQ#gmDHsH|Vx9U>Qy4j|c-Obyh;wGigdQEQfRH$UZ_*9tp
zUazO+Z>0-ng<W#KWB;_LU_ruU1XPXi038!)`t}}}@vJog1#ctSYo$N3w+Zwf;o{x*
zW->yK^pt?04N)UdK~&kC>3hKT7rEcOH<w#kR9N1gD^I%R$G-?_P*KArkF~yfCQ{`q
z<0kq1d!^W=Edk=6CeHyGD-&V@FZ-{Y8Bj6XFgJ3ud4uc?t-m*@1U7sMDzKP%)&$`w
z2zCqqrqdbEdBk^VeZjI2CDC&7Q4$a^E>rh}2=d0_UhNXezj$-j{_~24r=r3#RZ_dn
zX$wPII0J#Af8@onzH*))L+L_SPk(;%POH@Fl2qSOlFs0hP@L5a#AgUm#TIk+**Xu@
zt**KD{Au3tPr{2H7OtnwKn=%>a$s-gB)@rAUfniowrYJZOQBGU_Eb_cn(*5o-5_^i
zaLqcloXejV_`aB{;Ps`hb$_WV>6Vx<8cA%3{d#3BF5P$ihwLA_Qb}*6mVNxsxk+0U
zJ{-JmsDd+<q8GNhr&{$vtK6seNAEm16tH6KSwS{!-Hg$=T<3;8S1gVeyspTvvGZC-
zf82?@4+lBuZyQ(w%3MNTa?;_Oa_D2qt4kUoK@abCynkK$KKZaDNzL%p;5nyWV6UJe
z$gvrX;)~cij<9R5ih8K#D7R5}CKE}V2mqe$gtJPVTJBo5HQMNja^R{KfnB%MUM#DY
z@I69XKO?i(9HL+>F}s32?^eCxdgWU+TYuf^Ovg04k0b}ie;mxjxY3U=wqgR)EYDv0
zaeui~^SQ6`!U~3q&QBAi{WhMZL|Wh|4NxWjyxo&M+uw!+zvp0=+Sjb6YR^xDpg1@Q
zDa>kv-0EP%u}}L-`x{IyuwF_^Z77;FN}AdbFiHS#K?yQ3V+q$Ex~F)2_^BFld)lSj
z&HiIK|Df>BaNtMv{hPBZ!Vt56d%AlKtM>47s|C6w6T-g~q70yEHI0YQN%t{({OgR?
zMb6GN2RD7g15<zgp#3<Q@9{>gV5YUiL-w)87ulDYg1@YlQt?-=*t1u9G|Gxpj`0cH
zkZl_k6hg8du9IW$Tc=*D*if%=-oEEeR&r?eDVxSb`V`=&v^9rHR&<-#?3iZGfv4tY
zpUtRx@N$To`}f>+bc#a$K9SVa^k?u%!{+>7cXsYG)eH-JyzzVFN!ss|W9e@l^L|-S
z?qnONAKu=eb8aQaE|sIQpZ|prw;H=BB^mzZ<LdME?AJ98-11(`|COqSfqyai`{-7>
zVRP>N87*KB;*?M2xyyWpYkA8>o6diK7-chI_43|{8w&THsQmP_QhD`R=R5E3RnmtN
zX-M#i(ApZQiQ*EN@5zH}#PyB2V~v(t{y9AK)4NxhPL`37N`x5FxAJpdDwAV{V_!qf
zHF28)&I>Uq;STh90EC*nfoakdF|%GF&M%EKHZT8s_1&yBnHB8|H*8G#&*2j`RKiec
z%F6HDx;(}Y*ZjF~vPH68Ntc0AK!y?|)RDp<u86r|JoBEe(&icIO3v;m2%m0b9MGCF
z&i#mzXk_^o2nj@C)QHOQr~0q`u&6H-ixg7X*_mT0Tzzhwq63fd00DqJ5r$ZYZHQ74
zR6gOo__p|*%A!jrX0QCa)Qq+|GU)(HZV}aMsbFF(gJa8GHnEpaKR5Ww%#;o9ywB4-
z{;I*ZMd*saIKWZc>wMI(lvm|*uaMzdtC|J(jH`C=QFBPi;Whl=B_W9sFS0-?^4ON5
zXY(B1uI6%%o_#Tnd$UaK27ksy{}+ZQn_;<kt7NNvM=Un*zEDlykfAlUwU2Ro5r&95
zM7M#k?hv6LC0^EPcO|PFJH_jCg4LQX_VcAG(H3Y1&NsYgA|!lzLgQ*em0$VrqvUM?
zrJX}fK1>qtcX*UXJUco8M3k+!frfCP9}!X~wk|ERAtHKF;f5I*k)aWztCVb?o~46`
z%V1&a2}%x94Ip)uOcWUIw>cEdeM@<!p;#biF3-%ckljW!Bx=}(3L>JDr4mvX2N<%c
zZ@j6rX11?xZ;}s|ttFZK9}sGBh(}?zc5LUJJLap(c2wnua4nYSyt2EOj-g`HaN_|U
zzY13h6;<o5O!<25LCd<Zg!`s@R`PUYo%sG?5)gPdiX??L4*&RO_4S4Ry6HO4xP49c
zlkJDdi<vKHpP7J$LdcfpHt>jX`3+Oel;zkEa>t}#+on|Bj=SckGk%fw2dIICqBYzg
zBFh5l6Yw&C0Ymv@gS*8hu^ksiAFeG;UYghvvo2GEHUkYoI75Eb7*CmhOz%SN$?{!o
zB^|@9+=7Q_<00u3J_b=XQFBOi(O!AG?auwE3tM-;<oS5GyDqgeZX0d14dk^r;YkRP
zaSEi++u)`{^E>H+HvZYCrWbt)es4^AEAZ6=7qvoq5a<ukb$myA{f>;;*InXd`Cf{D
zFDVjpI6`K(;DbqXBjY@<DQ0KRu}cW)MVEe`XJ|1a=Apqf2Azei0mmFJD&Y4L&4kSe
zezD!};MT&jq|sHw9o5fo%5u2S*6!p2{09%>VHkBIn7;FHg)uP|2eNE&EtTKZGGe7h
zM^Hrq-KAv3v2fY9d%r2Z)hl?}9#WL;Qh%4%=Lu~vauMO(0trni=iT>?x9d`+h0d6M
zj~Omz^Ak~FFkM(Zj7G|vn=|Nnc-2EQD7AJFyQR$C**uta@XpESWr8+;1`8ibJfhEG
zOFnmGB*cC6pv;5{be?q<zj|qhhgChcQ?%2+X#uIC<NNA7p$_vn!St<8@jv}x%5vw^
zLl;tf6M~Hn?3+oSiU=`gSR+Zhx#`P?b2~!z&w6ROXCz0j<Hqc6A+d=lv=7JzFoD+}
zHz`#Pev`!8A1mEB=*g1ZzEy)E)}!5UB`y_yV_|RHZLqZif!uAOU5`Z0I-K9J_1=g3
zo8=i21t3r$1-Mx87l<yfB~?~haK-OmhT<-JDnp&BPw-YOcs;F8m9{{5LU=G5td4ZA
zxaW2}p6%zB!7cB(>ix$c|Cn1gg%bgUMUP>cex6cbDfrP{Uh(I74nbq~h{49|*CznL
zU<O`q6z*Z}G#<ElC(-9PXWEHR0&{cMMlT6t@=SWVlMaJgJD`|bIy3rUWbMwGq5R<;
zPuF3+6#J*wcobKP(76q1#f3K15OYqEK5Xj@1yA?+vhQ`G{7o+!iFKZr?51Bk1Ok6D
z@{)r4AKXk>n%D2DvHe!5uG@ZZR1vIM%5AT@nzk%b1_qlf<6H?=W3G*DR|;2ozjWnJ
zqqdG^zpqzGY5jwfM+K0f5G$Ax@O&4Pgy(}L{oz?&s3+7UaNYBf;+j3;KTmfD(V>)u
z6DJ>xYzNG5{zv_Q*RR9>u=h)d&Hgl$V6>C8aN_qI-UAp$k#UHKSqC=>_Wqae$pHns
zYAhCN7v9lc5xK#WP7x6MggkW%bW&ud`qhq^EIX#B_c+JNzI1=WlRi=z<w#o_mE(hV
zWE)Svs3=kUDXewBuAYC_i_Y)c#rS?y2h&i5r4YUZ1-YZz$qumhSb6*A85Iw&Z|F?w
zpWhmK#=i2$2<dQx?}6MMctzlUa<xPiJ+LCZM@t`{O^}bsGmu)|c`0Ji!+-~j8RUtq
zGrR-)hIu+1d${lIC@T1~cI>G9pOw}53{3)lmH4@F!<ZYEfBRB(DE4=uedFzL{a3=v
z4=?xfX8f{(sHvGbUc4RN7<iDJPy?RjKh_vqSBSiIXxOB+>|OK`H74JSlMv9P6L=OR
zo)ErptdD<#m&hmV=QMSfT8)`QI_mMqq$fjw|4yJ8sow;}U(C9&-}W=#jUx554>Fs*
z$xvF@A7Wv?u9mnX7#E%;WU(C<M;dhpWd(O$I9;nQtor+cz3LR&G-fj5Ag7WwC~$dO
z27AT4;-sET^_3#5XPcaJzR}>pScb3(v)~ZIbp|!c;f;bz8PRPJ)+H3MkH@#%&+)$H
zb5mPLsP&mVzad}3ugUWfJqzJtqKGUM=Yvlyiy1C>^xpe0TY!O0R#MtZ*FC0>HO8+q
zOiW1mgwMr{yq))lnRII^n@q=?ba(iidz7?RA$13RK9qVPF>bSAWlcQow5_#iKxE|h
z>%apq+E^p%CJ&bprx|$$n2t3HC{D2~n)y7YNb)6b+0q%~)E(A@ejnBPBg{OQ{<U|i
zMx|SYj$G#R@=mJ#ZJM=tTv%WXm!yWDjs27N<|@;uld`gbC;u$H1EwnDq?sI!(hx!L
z0|AhnV~_5ZY?pibOYA&iM^`=eK9lyR_W=DH$kNm}g~9Ivmb*XfbqGI8z_Y^ls@WTV
ztx~_*Q1)L4q@gj?u7)AMTWZ24!YLld=ES*OwHxq>Dfv&32jrRfVAr<rbHvt&ANG#e
zyfEA3aDd937>3;jZVj2+3~$CB!jtTYQj;h5IlGG#^|_dGSjt$Ro|PRPY(Yj@;rAIQ
zDY&JTwDy3qMpVxjI{LV7)75E5w_0DZ|17yv$@ygR8rs?r5N8IWHj?n}#!HD~pPLq^
zOsm>q7`*p`-7@7zyz6_HrT!<7v@9UUI;az%g5`gc-Ci<tl|;pzZUfb>k>QR0VvGJ0
zi6?<uh<c$mSm<J#nwm;kN{eFy%mR5`^MtGKw$*U$x1Cvjc>3Gr|M>&x6ec`-)~h!f
ze8pJjB{Wnojn#eRR@{EkpN2#p5U_9nHL?Jug6Pu=5yT5Gi8I+ae)G@maT&!tixj6R
zT)q5XD1xeDj}9hpOl0}n)|9if>Upkl#}rZ5aj{zg#BOpDSR68P;A%7VaD(rAI<g$u
z%DI`Zd-ZesDbWo=HRJLYVDVr)-0Ol;&LC+G>^pZ;<eA5YUh%!0_kNl7XwLIN%bE23
zBrptCM+U19j22tGesss-6><7oeAoDmq-*_E6tkj#8PouyM<_u|%d{O<y00p;2b1Ls
zI?TczGTq-Pb8s?38cOk7IzlTH<l}=n84lPb9;?2A@Ypx4jz0WC8A9>ZcU;C9I%wT^
z>K$Iu0iCmg71%1=)@KZ4eN)_ia7NNTw;jiN+7cJ$(<Z_pxB-xG>0+a*93p*h3ydut
zmX)nPY>>RKL?weh9t5rbFm9BsJT!FKVfvvf(=J@y_dE8sL%4MPWEA8}L1#V?IvIL>
zTHNMt*CxfvX*OZn^CG#;b2=rhC!^?V`)Kw;AV=ha;@152A<4|np2PW9J?Z0-ZBkMe
zqT2~Gjk`pd=;w8BFZ?vx+~jbT<)flmJN<s+WLr`W>cFAlve>krLD^?l7k>zG<g@7&
zYu?IMaE4)S1bRUXmj}`f!zE;}q374k9eQ3k81x)EUHBovyWCUtpT)?CLz8w8U`RUI
zS;h8uo2akn(%ywFv$#(5i`GO8PF_Ev^%O5dc3d=@lo`e<axzjepZV9qx~Qv*oJ%_@
zXD@m8FBEJc=v(BmxO&l~53_DNnm;*Gow+Rj@w5ka#s3VKAcsq0k*w1CEWW$?*s~sK
zg<m`+W3=3~;h*7>;+T5kJLRRyVzc?DW?)H+zp$9=bE^M4PMX*vDa=iIX4Iuzzqz8>
z3Xzw0A9%D{Se%PC+}a+RE7(AM8Q83`jcWxo=azF{)Eu4{zu)DZtY%;`{ilf%2`H!z
zRbXOtV!*z=T6uQcYoFF0p9Ovj4ffqudL|XLDad$OLg6Mw0vRmllI;1{a#}XemT|wH
z&gA;)hJ07;zaR#o-C8CdS!#V}X-}EQpWrZ`a}R4O=^UM$g9yHYTAcV1$YDk-UFm&e
z2Zni~%)?H{Z`rPQFqO_pNz^!l15u^7(Bw;*{!oVq``xSxwbXXY<U)pt5N;p|p~^2A
z=(e9U6+CU`eO6sW^KY^DRI@2`mP3q|hGL&6`Wm;lblvnCzRs*$drOf`<gj3n(lL$Z
zaaCFY=jyH?(4)SYIHzOiUo*Zx&JmvRkS$DY`yH2G%>ij^u8gbs6M-c0wkr;pHJH?G
z7eB)3t#{QnwlR2H6m5%f6_=cfB*PFcgj*I(?76h}e{eL>I?;R3KrQIhJ*GvZI~8Za
zbR=aJ$6ur@mgG5X@T9)iNa-+NosfibNBhI>c@yR&l)mwxYT~HGv9j=hbiK-#MZ4sF
zv$$x53j1V!h@=6DiY@pqB7F?i-zBp}m%dTjuJSTQ*+xHVRAFsOdf}}0T{Pf9q7EiB
zgoILR?qJsN!Q=~9m+FOZ`K>6^?z>u_=PTT<UqD9?bypbEP+c!-q5?F2G1~^Sy}v&Y
zXIKAx=HJybXt0TEBk}`@k5j-nn+2A+{*G_dK6E~}B4u;B+3^>ylc31>=MGLFr1GGP
z;)bPWDbD+(f8<^7SuF#PRQHI6Vj*7|h<X~377rFj2oJDvazc)ko7`#}k5=v~W8#m0
zT3L0zc}{`xZ#oQVm{2kb=Y~k8Ff{|qBN2S_?2y#QuY;cRPfE-?ciwJn=K5$g-pNp?
zVB_HcmFaM;3!CO$`bON0=geY{xUd}@{Q{5ru8kW~6<}%LOb6+Md^JQle*C7$VHye5
z*DhB^?i!d8F3+ci-MYkfn&ISvhekn(nihDR6!EO#6K^~YI6ZXxl8k$=L{4GQ`#(Io
zyN=V=$zXCsp%yfsyaZ-))Zd`rgyqO;)0w;1I9^@oU#v8)dn({{9LzkdK%N1+3hH}~
z<>c6utmA!izH;+{0$#njcg+`<`_N~Batv<vV2r?Zc5++BUj}w`iB7coSQp1V3G3e}
zqAxQA7F-`U7sGt8<tX)pu~@L}n33)cSy_y4w{M`SK$l=o=e)G312QQyitXcRlSBCl
zcWPIO7&4sVNnxR!qinH@L=K#pFTuV&@07z=8Oby{&Q(HO0=dzt9#;saAcI8@?%}$z
zLOM_~++SwPwf!E|C2RU<Fx+QH@N|%y`Vx;Wbb8m{^6pBU{i0*7r=6x-GyJ7+a=7UT
z-C|-N-7s6fpD7DM9&~=XSm(o(JvQ@!O$J>Ffbl4NfE4EN+aZpvVt2Y;XRwd`O3}Bc
zCC{vm=pFyeaI(T2L@JFa!_1034`}M)-g>NY@4Ng;RgYWlO4#Lc+6OT7Y%)v*-0uW~
z6vy_Pl$_R?QPd++`l7kOIBZRVp$GkK(vY;|1m!E=y8D#O^O-z?|4wxZ;CG32ctf8K
z4+o@sg+y(9oSmSYIdUsmUrt_iESSUAPHUIIR8Oa#Z?&%L>0nSS@Zc6OfivzCQZ_ml
zip52&T*~+EspEN>E}j#d7A|z!>IO_1m()nj9lPlL<M_KK1<75HrL0``c+Ivvd4u6%
zMSF<b>p%d(>opPzG(GuE<dx^r)VSqpY4*wrl4&lf3AYkQ=*z_6l9K-m9)c|zEtmJY
zz2;nw@3MOt8EsX$bYcQb7m3s~qQ?+P^(!rY+Ps?fsAS9_c52X#`eEVXuk?u#)jCK9
znj^Iqr66;BbO}9TZ{}FOsbtZZO-z46cNQxh<6$Nt4t<1dy}cl*6(x4!`V{`<UbgNi
z_6PzPF1PSxM)|XPe)z7f5g)lAZnkRp3)+v6N)F-&uyT~wK_={;Wt%Ef$u7EieQtWW
zK2Ofo-ljXP|AC`LSYYCbD`cjxQ7F8{RU+QVZd{9DpXp~qP6fLIRknzmDvi}O4Q)Nx
zKHPD8M0jtld-t;wM!O!+r=iksh#)G4THG^SGiOst)-3V+&3S<f_kV~LmK-<SD&UL}
z&)UIv1ipz8oYwNl`~8`V{*PC(%G8(Z+5FWgc$`b05ATf0pkLs>aL2o#JZ#2hi)pRf
z^fW=TbAQg|WhTr=V(Bn1RPzgpeG+y%!ndZfFZE7FfNml0QJJsNw)>}X#Z8s`4-CG<
zafU^(S4r&Mp|3)*%Sy9Y#|)FJ#xe>`R)o;)H@No?2ojKX^47RoLJJHWEh}ZIfXSb}
zkabu5)35mXd4K*GNhEb~8PV-C2v4|$=`R}leZj}Np(|32{o8ecgsH01w|SjcO;|G+
zO(BvDW*uKKcKPgsqUAZ;I{W5|J-)lRA?BOt2wmO6Ev*Cyq-@Zo(7QK0ro13B^3CBb
zrv|1?`|`DC&X_ozbNNcSI}r*Lutv9+5?eS=dkqD=TES|5AtWUr`Vm7%feP}txCf#J
zN=w4?lo!Z2?g?UJHBIP=9#l;{oqyALgkcGU@kCw^&a1$9@S3l4!}4~wCEZrtGDqWw
zGuJLs(Wbr_22)uisE7>uY71OwgE%5R-v$pO>8pRA$*~S^ofdM_t>Lc(4d>zrMY*Z7
z6k^J2nw^uma^6~nh0muY=&XwAV5rwH2R;^57NlayVBs!R_gMA*^5-i4`R$0QKK#Bu
zs&VoULpc+8cx3A&tR==XNQTdluY=pk>7ZZyd#gq4pXmq)PQia%0@Dh9V-@)8L!NeR
zcuz~B`kO87Uw2O$31#Dmw0fLrNn!%`j4b)`hsvzON;w}yMPFVl(#AuB5KaXY=xuEY
zEi|yXJ5!#-GH<O(sf#Pxn<0BKeQnlB`fzaEz&n8}fC~yZfp)|6lb<rJYCikuL8at^
zWU+%cD!(7NPX`fB7`nri>T34&(N~?o>d=?Vzdy`=Zn<UOS1UorbPCX6gz&VD#}|-p
z@3f)!Iq}}}`1`+#&u8Cyt$(Ne1M2YPB&7dmk4ewhMdy-QibvJ7pIX@T7nx@j>rjS5
zIgmgmbkIPd*0jp1Ps+VDM-(}d?#`RfZq)Ewv2DY$+2kjp;u9b=ffx^l7L<#OhY(;1
zY@xrFv!A$n%*?^Fd3Dm#DY}LfH6;;5c>M(TO3`ZpJ+6&uD(Cvw8fFQmwf(7cp~xHZ
z6@lfP(bkh7QinvYlsCRfuGyaTtZ3!Srz)S)P6<%!a==5sQAnx-Y$P7B%uzY^R7!ld
zjE<Fnty+zcuTWmuW@<P*Klo(Og`l7pXflxU2<+!|^P$$r-jjz7t@^UOjM*$S(loyR
zHvk)${o%8vrPu<dba7>;$jl?#^;eOh;P}%<rNZF%iQrfudiL(7#FMdvVqsYDnw`;k
zXBFn$^fP6V7PJak)=ddKh%6v1*bL#xAQ_R|V2!zh)7}akyv}v7J(@F(dt<lxa5!yg
zAiLt-0uVPxBx^zv{U+|!Zwks^<rS9pc*}a$a>p<Daf611R{<s0%$*1U1Q8{Csq!-7
zX68~@=2eCJI@z(Y9G7(u4yv!aB71#XDh&*NCRB_DO6?${7C4T;hImFmwBF63)yq2S
z<~M$!z31*Y*=`w!{2yP}9f;NU#;;P*LMSVWiWJ$SDG`c7Xc%Sh`I;>nLW@*NNrbFY
zNo0jmX$Yl~BoY~kD9QXi=Z@Fw&G+{Y|J=`e&OP^>=REWCK;b=g6;P{UV`nXgEv@b1
zZYZeKtCSud2;0m#y7z9QA0vuB2yr!Iow}KAFCXcvYO0B*ESS1I^8J<{4;Y`v<MY0t
zoiKXah>rkm)3C_qi_YI9qMp7FS$(a*H!OdZkUr%zfsX*CVdy)8p9?yh;_?DCUZ|*b
z!)|g)7Z%QGdncMWB;?f^wQcnJtNCNY!ZqLr4raX3ExI|L=Qzl3;+hiIFvVx1@e7&C
z7>)1MV^2eRj0=&rgK{*0$pJBO{$W)xcRZc5=tNm{)#8YSCI#wAlv^2QgdmVqL}?mS
zzg85jyb>^T@Q>TM9QBVw_Ye4R@YZ7{U5sN9zG1vf0*jvHw>7liD9j|Ac4YS^o8@OS
z^C^n}AA}xzg2Rs7-gq_w_I1A5nJ4RZ7|6uwTsGR&t8&3|fC>cSC@5A^2ABF;wM7ka
zgJu1LA6ptsuj+2K4*nC#I1y_H$R>ooefGF00k@zn<|nfIXyb+}?t56LoOW8iU{=PG
zQ!3*iaBm`NU&8+krvqYk@XFXFqvG55q;)?8HMR<sOgU7)>IF;yF$STphuBW(VQqK^
zFozIG;O<W^>Ai~$=G8sS-D33G#e=ts3UB-a!s%LKPE|KoY*FyMpl<y+>H+^>_M1JF
z2ag1}lG*;0uL!mr4Qn{0m?}3n^>4Aqp-bmj+MU}T{5BguIjFry6jh`mMpwUuIN0jk
zM(0WxEpyyZU{JQXbLsi2@j&PV2^SOU{i3J>44q^q5>D4sl6v!V!diZ=fLR<-I`Y@G
zM0=xx8NtBI526S+kLUwlzA1O)UhBbQ^V~HO966rlVC;ho2NoswfJntTFhI7@vv$P>
zx2Q$^ZK*Kp>#UZaevjwXd6AxRBe?@}EKHNq(h*4?R2xBhn%r{njE1X=R7Z5QN7e<}
z{!UMLLZxlu3yQV`-9Zlb3{ar0eryq<R}*5eg(vY%L%&nc+W371jDtb28m=YuD3ZIV
z41$Ke+hn1+>11QCWTE@qVa;C~4P;{|)ruGf&nP0g=b#!ZbOJGpFd@$1!f6WrKYDkc
zPJS5D;<@q3xPkE8UsP*I!>+xTC>IdvU14avXdQdD^lQ^H&K-=;0=qoySxY>D0e6@Y
z*Vyl}kc)>-etKkiB;{jWL63cq(l6S-Fe_?b;1i^g%7C-X(xInq>ZkJ(yA7QDoh*F>
z3@P0ne<xx{x^h1b8ypq-$$CL~+FY-*`k`|7O&{v2P!3E6EN=0Fd5-Vl>3L3@4{u8o
zs$Cv9s9*WRx<Ka{gY;KMMzyUMw6nvnJIE!(goHEqheh_-m?ql>Z+JhC^Yiqyzl`sO
zH&e!~2qFz)+(q>#qPmV{s4Vh?{_~83il@VFs{8#J2PRVO@ZdCkGYKF0$SwSGv6;ye
zr;wEv8Fl)d>gtRj!f^??X@vfUwj&r=&|3l8GGKYa``mTsRJE<}dfXpXQ(R`R?fdlq
zfU)R9DJ6;@4o!Ko^s?O6zXM%rS0&f~`#f=z5+6JFjZVOs9ZdzdH0IyD&=A`?DYba`
zzYvs~pEZ4jTCbzd<bo4vjg==2k7a7AP^l64hr+ceNMl7I6_j{^+6gL4m9Tst2nty$
zBrLSyu=}3v35R1D$Dyn}$PK{xe{z*ND|;5dGt_h2QIs@$%l@vi5z3c=k3l|<p9{L6
zD9zP7apUPdf$Lt+a_e(XhB)Vcq~a5dAh@9+L6IKvjLr>@ncw;2{FM2!dCFYJluIq%
z@-R*fSC&AAfkB90H#AJ^ftb=zR)w-Sd)VQ9B0hN;HMgmZB77W_1qhM_J&y912%mXp
z@a<=UlP?VlUN9(lE#4#bzB!sQv;P5MO}?5Rgbdr3#b@_a9d%D{Uc3F#ZN@oy*djk9
zS(OhhLn#uDpdE|%aL;&i{8r$?&k{U`LcdqI8jZtIv;>x53%(CuXB*=AuJv(j<kTzQ
zeU8Z$2AYq17#foUa{(mJP)*!0gG*^rF)0?!E<4`ujo|M7lyTd6D<i~9R>~W$ICPs~
z)3NT2;u~hL4Bq;2t>uQ_!w|*DpmEQVJDs{8XwHtnin$vra_oI=YHpR<Rqa`x<WO}%
ze%w_{oeze)4BHiGd2Pf*f6J1>d4G0wMh?hbK0^6r@TH|N#Kxz#@u8TDf}_G52B+D)
zxSOokzw0^we4HLYp^%#r>8y-q;<bi>Hk}RnQp)UymId!zv!y)7yKbU)8`tuRIB}zI
zOq92o$)8Uxo^Kdvpy=;-Za+32ib5d3e@nl4p<RZn6~?)V_UuAm*W|dl{2n^*cOKf@
zu9?D!BVC>lW<d2BnDMK$LcJH2Pi<17*epLEIc?JsH13urA9r=M_5xoqZeOhXd_1xt
zxhpnu#a$&$%ZGCF4^5#W1Nbr${WM@><GL&Igp<j)j#Zm}oDv%Fnc5xA;+Ul&;JNM;
z75N~5prR5tEiT&Zpcj!F)}T4{?wwE>$GoYPKPJ5xJo#*+kI=aHK@_mCCD2|%Lc|ub
z`?0kx9j#ftO(xnRVFy>63?y%Ox@w&0!2#5Vqds&^zsAjk*?Tx0CvAJKc0fbv^VEgo
zwiLWRq8Y)5fu7qys<gj)#)%!xn{N5O9E#%der_D3a_l_g+`MIhJDwVbnw!5|{*SYB
z9i>(bC0S=F7k%@;w~B2Xh&UKTS~juS6aMU|7Z?>&ljGW}$$If@)%Iyq#*c#_)bBg?
z6=$vteRSmNm8@MObGQ0;di<R>?)NFJ8#*fBLKL?w$lRBW9o{PC>|HFTN6wz^sxkZg
zYK6f(MzF7fBADvPprguk5{nbn&lVe>v(u_fKNRvclxx;=x;2ZGSA>ANo4rugO?ZK*
zw6<AW4bK&ey_3tTc@dPEcw-Rbi5sW9BOs}I_@GNJ)Zvizs|_*+7jJ5>ns&<8Lt)X0
zQ0A%O_cC2Ehb9gS`FBR|*}dWE{mrEg&wrHZ6kY$!jBy1&3hc9l$&q@0M;Dxs<a@v2
z@P*3CMB4zeTA5J7(R9e$1Y`=~XHr(d+Fh$^AB(sg_{e$as^r@DE3ffC+QvKr38R|g
zVaKgKODm1FEp@yHm-_9z6qCnl@y}3{DNG0h!DzLYi>u%F%_%;b`0jp*d5z@Ei_D|Y
z92`A7;P_DMJ7T)+Zk0;R^R$_lJ7UvKXX!tfF;0g;FGK@@1p<UFxBV4vb-M?#az_8$
zr0DSR%ZA5oOD&nlAv8_2(%6DR+rLN8<l49E6b<c4x4kO<#ei?@aTO^aaBNXgR>qKk
zOX!UCntB)1S9aXEV)P)+@=eZW29b*62yKiYx<<`mF%{k0zBkgUgh$J#ghnVfB|f<o
z-^w%=Q7A>f=GmpUzQ4+`eqN8=9Ir=un%_psWf*K+SSdUUAEfA5uj}?q9{Zrv4+oQ?
zxSa3Y?OdO-O1yMz5ad-w<@wNh1KF;q{swCnxD&fmPPD&kw}ge&<uxr=I1gW=5J>q1
zbsmv(z#`-G!nhh(k9S--?-|i@De#KjsmP42yXi-ndLA@?Xv9NAaB+r2@B@LohF`-H
zE{Ep!K587AR~l0;5H(wL_2Wqv%)>Fj8Ozds84WE<7Vs50AHw#sX1CjREU~VS35vR@
z5(Nql*q)>Ij=d66+YajNR5OVB6|6iuypZW}LMNs9co3h7@GOW;Um>k=zhU5FiAam>
zU%pYr!*`UJaCpNX#yk#)9P;iDo^~*P*{q&!&4>E3Q;v45$nau<fgpukayWUA&|r(r
z{la~>_q1PNri7`!WpI9k)Y30&nE((UK>duMF$1K?qv(!DhogE!(yrxkFQ3Qn7}Y2-
z<gH!8gh5RSAdv-Jg185auAf_Ai}{x5DMvmUKFq)PxKG>8hkdh|p<a$)7s8iDZd?Tw
zj8BzY!!24W{@AUCJ}&c)8#+SsOqn3a?}VzjVBxW<k=k<g^Rtb<Czl?)VV5z@`s_*i
zg8PAM&j&KDfaw$6KZH<Ncw>|8g_wvv_F?<{4{sZh7x27Cw~-kD6n6{h{kTwRDOS8(
zICkxpPL{_-{?0;w%*v@*`N7mlN)_bY0`me*kcL?tIl7ATdhFN9wlWt=)M7ASS!qcU
z^A8sRo^*gOfucMn@H#D?b0aPOsZ!{aigPpaJt|dL=s-j<iuYM2yR_r?E4X3_FU_UH
zp4Zq)*4TYD%uSxXu|B@x{P&X-6j~F)F~ogHWMw)*L=x1aFX3t4slhj6lii6GtDh&A
zv{TVL)XorLkUof_wgkZS+NX#EiEDpmRR^T+mhK9lD%gFDX%I4D9r>%qjTO@|VDgQF
z{ph+y`bDC~YxnM1FG<;y)L0~xQiHIH#tx4heS_Ik{PqY<vWd8H_UayO`e=?I@!{3U
zY<iGR_P_uIZ2KwaZDKw0Y<)&^7meI`tH$lW*?#grAc8X24q7rHiceyDXjM$RUb~|q
zYPKoId>$6h(WRe5dH(^DR}<`cyzveV(>^C7X#Ll@)T1)t+O5XEQN#5glK(-W4NlFF
z?%}|mlo-v}>JjI7e3pqa`(dG}^&Q?+rh+Y$!8y7Tj@5Csva!l%FMn5h;V`Xm$)VkH
zT<-$h!>OA9VIVmLX(wR80A(KJax==aY*(R<#d3c4p6ot3Sy0OF<JFVt#`Kv&2+`gL
z`TQsXJ&N`MD={%%ccc9jt!>ade$tNU;+@aWjqNMcrwZ&C+%iSpNeJ;m@fgbYw6(EP
zwUm>`Rtj0&P6}x__nG(Bkl)wt4wfG_RE&>ka|Lj6OuFoNv)KP)DeFtEf_UD<x^=v-
z5=M_7qR*5Z5?oWb^+3P9>>}>WdEKWhucSEo;@8TfM{Dl%QC@taY?vyE8>`#PNHThC
z7CH5+#+`M|mk-TduGx}J)$lMvz~@7fdO!mJOyI)#(xLfwPx)k(C(m#-eIj>FoPK8P
zkT5_W0GA=ixIyJFJ~S*pg#Fyg<?Uq`bglLH<O@akgR}*yHzIm5;g>6A4#D<9*`nCe
z<dL}SX`z#Ry?<6Z8OLTFQc?U#hY_C(Z*PU%q@c&Z7r@=B`(<(uuGE!WnA&<zcCDK@
zs}k!E%JL@kec&F3oq^YNfe~Z}YAuKnqRlyWLR)oHzryQ28M#MO+_Lh`eiy{cQDfq{
zPh<)#F7Anw^N?LK%<%r(g`Y&`vE7Y~eU~C|JCK5aUIKxC$eJOl;1%QogwK>$EV^}M
zc6PtyE&XmW7LRd{I=UhLMr$xikeA#NC<siV3Y0#48F{@wr)HLadh-D1qnrs4ICCqM
zs{z$CIN&$OIjDWL+q`2%sAJ(O_IgRxdo7$3fM@}(@VGNM(!sygHA@S&`GhW8QeyaP
zaq6ql$@DKvRC7@&n7Dqex4vTSDHUwF?=**DO^0VUF0IabGd2b){z5I^;35KLnLYH8
z&q0mZDbpWBMjWY6pHZC__L6$m(+BrzK=uGyD%?>Ib`zEmlYF~dXM3Hm?XCL(ai?v~
zj%QQX8+4Pfg!lx09Uv16wMV7L9;~(gupA$}b*np=^V4Zd)7`o$kK?JKsM<0loEa*8
zDvK5Cmc<MPzi|}l*<85BDf*hdB^^Sr#UKQs$b#5K%-m4er!(*Aux+>a_KJ->Q%f~e
z1RomQG+}}v&o64GhBgb<q4TJB5ntw$EyC}z#I;U+Ikj-uiRpQFAm9X!Baj~i_qW)x
z{8H>@@Nz#Tmkl+=(!yJYRr8o3I0Yt7=uTj43p(|AeED+t>Oa5xaDCZ{2YU;yGhrx>
zDZ1w==!>`ES#9oc*P+8*qx*NsNUxkShJkk_#Ohc}I4na-f4gax#2GeIw!2pod8>FI
zyxTw@1X<&7pzvgL)E)ALy42F7?n8w(Tf|F>-}&{QG5L{7J&ZJ0co^U7@Ii5@O`Ix~
zKvuC_qvU(%miPJZEj?o}crM}zGs+8b#RESAYz7|>%<tFr+Y*m%FK|5?qdEKS$6W_+
z52i68P{au-pf0F}nKDUBHU<di_hDaBTvNKOjUt8(^lRFfa1_r9%H%**au{ps1~V!7
z<mFAHlb+thD*YQ)R*j7X?MO&#f$XYmQ20d4pho&gOVj?2iUVOmvBwTmetf)n2~=nx
z8N?VqCl=w(#+8!&tRLp5c)F-`Zupaav-OcQeQNl*0VM;mJ5k-~L27=#ad(8*qWmJK
ztE-}M`{pnGx^HLFF?jbp7>g(XhcGrQ1qh6-Z@4mtS4T_U8=l{ysyO)Liu`pd+74}B
za1u~Fo)7h{w${!bh!hBueG=lNFU`9xm&-!ISyF1>1ztz`^#Q6A4U`j5(U8Ll_mmUv
zQOw3jGQxc4mLE57td?ct&tzx!I!YNps5w31q4ID*0uWMr#<yzXQU2(0<b^|g@f=5k
z*_Te{3DrIRL%kVl(MQ}nV0P2ld{<j)RdW}-D7f&dUeje*e*fxF3CceKP5prVl~U5k
zY%FY&pM2c{%WL84g(92dXT{GqS}`0oHUt77V;&_)LC;;Zxr4)Ovx}u0leVPhyuYh7
z3C!I5MiKzsdEg2p^CThp%g+(YtiLaMR+IYooq|ew>$X|W$-RSL4Z5i3?H#<OQ0x{o
z2=EFL{7#@BfXG3Oq-YrDquV>0vd;gUS12zO)&I>(OvaVcAt4u+j<s>Lw8t$;+=EMS
zN(AdTt+{*s;(C|WGS02-hZLj}ecdM*7Lm?CKTEj6@jM3_mdh%(%_Yk-VRecBiJQ_V
z-bL>5qVzk)A;)l})rEPo>EHO8?8vIBE!TCQ<L5vy`(^J51|+O4iZBA3mnoC;aPjH7
z9adkaw>?#zl61o;V*(UWw1<mv=vYm|Dyw5kMNY>QuWkCc-SYFN+u7j{6#o-OU(VH^
z4rTQ6-T#uT`}6V4LC5DOGdEMJGUK~>j1lPKq=zooxi1&q%TDH4&}(wA-IGTk<+JMq
zgW(DSY!-|~I)k@`m+M#irk~&R_D}!W#nM3e6&Q!Xp9hx#mY>M+K>gRWwuE>`Kk?GD
zgWEb(Z2sf-iM@!Mx!C77>CV&C19`hLGrQluQo)WypPoJe3=&Hn@#VurSeq?9hC^F)
z4Zj$gUyp42`?rwNbQtGFw%vnu9@~ifd+v^WZ16hkloX*-b0$bjN@3Fd3C2PW5YWi*
z{fuXqA*D{LeqBMj{I5Iyjkjh<=_J<GeHRNOv8cuxcd`)n2`ZSyRcSDe1w-3r#L4z6
zh+*Bj65D?}=lbr}Wk7+TAvq~<n+;iRxK*u$g-2ADuPql1eAWA+pH=+aNuD1SOBjG;
zCI`XQ=wj;%ya`gMUmo_MQS01LRv0FHd}vD-t#pH0S^1U!kHdObXK(&=C(>UalkHpT
z+$Fnx&9+XZAc$cHgaO1_k#Z~LXX)aMy;jfWS>(rkUFRy#st+aE@;Mg-Z!<j)ac5WL
z5`x@Mu+*?od-tX9XBkf$s?vSUnieCJv(mtxLJ(xKbiO{^as~QTZ!Bi^o86zbPjWa=
zwC!bC5{o`d{UgeSMDoH?Mg*bS(y$P#Esd&d-Qo-07SU!~Nf)WCZWtOr3~1bTsJH~@
zY@%j2**@DO<%6xxNV4^E1AlJ*;Y$97@i0QJ<9SzOJq&a!@`T@<%=UVg=Kknef_0>X
zzS9E=<_Gc_h}3Y35+qG&m^81wq(sV|&D|GOUbMe@EV$ymZa(oe4O+lck`F&jWbVpd
z{RI#0H9k&x=BH7i9sF(MpoJcJo&dqXAnOJ;Ex`wl3-%KpUuKM^K6y1XDcLl+Nmr<J
z=n{F2A{gcOAemmM6~tPt?zjK8JrpCCo|LuM?vr}^Na-MbdQ`;|aof{7wr6dqiqji-
z@jd4J8}+GLe(Q2qCKQihz%;c%eL_ep5%&%t2O9RG-YK(MSCxIm@Idm`=&IGv_h-7$
zVGO6%KfoW0FE>0f$6U;;->IoaSSsxi&$}K{S*IyLRR&5~Ai^*7CBRKsIb|7a#3#Cn
z^^Rj)Y@EeYnN{H%Z+-S71vx;8G6`>#nIYwkOATC+Av=2?>UY0ik$PM~<IUGqyV9pW
zf60~im7F03_5DA?%UIi3St($@%~%##)Of^v)~wS%AGk*SV{8y9Fkk{eGeTUI=yc&P
zP3WCoL?xP~oU#>m#7DI6{yW3a+BTuvLb_FV-10QY4F*3zL*8QaLCB_!gxj@BRZC?b
zN67xwY_ArIvaO!lAGhlvedeTAgA=GB?-RDbt!U*|!K_)v_wv-MFTLN9u+lnr>}hEJ
z4vs5`1R-iRbmEX7cw3)HZP+)vTlaq~4wk66zx#5%7%4$vPK+x_XCSdft*Md!1!U-g
z;1ee!6I{h=^30yz6!g5@t@xgl0|*UL7c4bbM<3`#3uDrmF=S#T4*G^qj%HhLy=&!6
zs~0i(4di{tgra(^(y%i{-?ex>i-xm#cXtK8v_CsTP-+4F&Coy~cToi{vFK>eDA_8?
zDPj(d0<ka6V?w8%+Q7G~ch`Y#?LJa%pedq=11Ne>uMfVHF`%NHm7ScdtTpy?4tM$&
zTiNVd_D6#pYTuqNJSez_9McliE{G|DE5qF;0RE8Nq*&9M(KdCR7#qpW%B%dWg|y0M
zboG-E_&~T0O5{+1JCDdtq+y-5lUeel=eB0a$j*Oc$f4x6A^98whAMRh%^%8M>CNM@
z9P<Nz?6~^4yIy7b*!~UE?%P*!V;l^aSYU!g+aYYat@BC4<njYPcQ0t3ZTRS;>z^`d
z+|vZp6Z0UmRA(I53h51q78$kl>ea7%$=Yi;4(4TxCml-B*;0R95=fEN?9;8*Fqd%;
zcyp4CMT1mB$%rh-4YUU#Pn7bmsPXK#GBl0h%Dv{N&fb5wbKSdFEMtR!`fUr$j40;}
zze=fgLxf!-uRi;OmTa=U!O<@L!%M8*?w+-kwEti@oUV?r=tzGd0SbP2Cbl)iqJr1m
zSLBG~@xf<iUbXZAaS)NLM^AL?wDIBXs^vCu%zwWkRmwX{+pbWQ2|%7Fm@L_qY*1OP
zr8p|-WRraQJf+7Qjjj!tof(g@K{gM}axB>jyRt&c%Xh`vc>%w^PyMb{m8|+V|ND3l
z^e6|JJKjPaF#YW*Wv20RzUaxfR?F_FtV!8H2DYh1aEF$r<Cb8Ck#bAug&iUMk0Z|{
zEn3a#cAej0{6Gjo^RY&aUBSnoaa=O)MaI2J>)H$U7<bNDc6{B!p7GC<HZzsCKss}2
zLU)}l*L~xizeW9;-mOSg(@L?E6b|iYXb=MChz*oKAsa^GnR9*E<rOu7TLsb<26OJ?
z6}?7@czpMhjCOcz4&2(%ref{2)wJi&-!`vj8}^A@%Eo>{dk2{YKx}17&Y@^F(Opja
z(Z%!p{wuAAUQ|9fK2jr;(I<S5aYlFm0hx?Q;CVsTe^$iN)xJS#N#CCPnC9GCZdTj#
z?ASN}X(1tFiLPA!9D384)1lqtU3=X9)!L5u-HCT8QIEd~a+Bd2BFfsb*N-3gYoPl0
z%0>U_SH)jii==y*F^)h!OmfpvB|m?<S(<EyT+RhxGeTL|{Y$0a{$0q3!u^oYhGA@t
zvDRgSfu*l3tahjHnk~PsYQr0xM;c$mYJorm&j(@=!*6%Itp^R;f4{s{?#iIu_5IPD
zVVx!kI+~Mo7zc8-bOO%|%9SRyL!Cp0^&aj^+5LpujVtnGu`A!_u3`kZIl7S9)pT<W
zn?F0}vgW?+Y63<g3k9l{%&q*s+n*6by8P(-1zR+D>_))tMHvpWRd@YPZDYOb|Ccl~
zh<Bm;#~3|qbs`tVH8^+3?mDFXpx<h4K+O`@cZ{Rp>Kd;3qs?WX^f)+oC}(+8mE>&u
zGvP-z2)wZ!_cXbuAU**892#bQhePp4+Oqc2jJB@_0!#E*A6}PWe4dE&j`bWJ8dS+o
z2(6f_li+4t^CQ#jkG)3|<MTwHXYeaQj=T#QNL>~oepvQS=hHNO8sFm*=f*RiYo3n7
zKnxJXD|tk47C)@0MY?Z>S(QMLpoMmtl3G!H!~mrW0yhR+5}*S+LTt$k>>jMg?d83X
zV&0$TiKz3}1<m&UkeJ0r4uHxO(8GA;nxcXNrqUU1sFK`uY<2DyapU+q!+SVh7gEnc
zfr>nMwm?)-Iazj4&I9Gg9Kkt>QiYSwc?<td2uN?bQLLm>!2nXkL0&+F4z5n(T7g`y
z1G5(Xvh&;FspKx_x99T4@b_6pYsNsbGB}8Gs9|;|9P_h(a9Qc`m2qHxifJWtV-GSs
z4Y@6d8HnWU8M|Hx*Du!Wkse)qt1#f8$jGW@fuSay>sg&+XgSFEh0Dvu)*m+3_(^8g
zX&AI|U?sJa?P^~JHRbLKZTmC^1Xd*vSs4Xlvj7&4^Pu1maVcF4xqk21J$o_QsbV9Y
z!vk!q*XmP>7#@}dFfeC>?00Y{oGLh%3nVMKLsd6+eTU%{uSMA}AGftGVNKC?+taxD
zG&M9C86`PJU^}_EfapOxBmnb1C3AX|OL()-F}>Q-9ZNs$I(#eUKX7jJc2#2xunGy1
zdfR0hLVx$DHq;0m8u73HwE7=7s!}0yt*wY$GmQJgY>rKayHh`jzq4)+ezDrN!u;2S
zI7E<17;ALx(Lh*v`_T^H?z<^3J``!GAM~(PA&tT@V+igpyfOyflNvJFXXEufSI;lJ
z$A6kVkvAzgK(mOt^yxMfz=+%c3N-(mzSk3lKRNlaVw+lyiZ0*yHE0XdJV`!N{N8hS
z!KOYlx<L~^I7vTu{hgIXCARW9;^F@yaEBZfV!+iJOL+x3?1|)xgDjiZsn(e^+*|G4
z6XxN#ch)~(C{+N36EW)IKM;U*_L}dQtB~iV_)<JMBwm*1n`|qYG)7+#vcLgP)`apF
zf}jf@S5?VY!P**&x#<7bH#+;pU<H5OFUgcQdKO9a6GQGF^c!Q$pmwl}&?;dEEE-KJ
zg1@e^8s?DL7@BcVT5JQy1an5a4n0py9y5PsF>epsHesF;mEYZQ=c>5bJ~U5+B7$L%
zhy^L2I2|3PAX6l^w%fu?>#atex!$P<lhO`RmnHQb(M-wjK}t6uuAyPcV*66W+P!;H
zCY9wxl~lfXt@`f61Y=TfhNL2no3>bSgX!_rAEOowUCjR&-{<F$9W)^hqH7TGC2~q>
zn11aeTbqhEteS~mmWY4)qUSMFMPULMqHV)HGI%hnQe?>-rCHsR2X|)(>gMh@TUPG#
zWdabMEeJ;#wmGu<lEe+)KR3^Fm;HUguBX~BQtZf1(zi5j2N2#$yahPf?``gheZIfz
zmHRS2$pjutW!0=@ISvbqDmcag3F{hVzMxJSpbq}k|I1lix@S~HV{y}On=om2c~we@
zV*CiGuo1h$a(2;d`4e33{{GQZ5_i7s7XL0d!5E-FA{8I>G`vOosf3_I{Fk=P?elYe
zw&vEM%<W4>DZ`C%1p4JdNHvVNX4cxi{er2(yLgw$UE9l|-B+tQ!C;=KERHx0m}sY>
zVD>R@CEc~Mz3UCEBlWu2>Gu)C)`#OphP=t4bZ51urUWW!29|u(v$0c}KkecWrGPNb
zkO4<I&whQ$9+J~>(up2<{x{>(fVWN`Wx0(9(j(G%h#ebp;`Sez?jJDoLzZP?RZ8}I
zyC7y+jdnhMKNE)qSN*W=X+@_lWVI?f7UYD+)vlei_r>k}3DyKZUSJD*V_!l%qLPf3
zYE_;qew&zo*8JyX*N_PT=zI{XNW*^f>)m<(GEP6K^5T@wKHjsfG90-l01-M3=o~m7
zF_v*p&!^Gs)%C3RGFp>N7A?uW=9A8hLMAp`(qJQu8QO6isl_uh(wE#iaUp{@G4y<b
z%Nt53rLQ4qGjN27v{$sJ@N0-FgvH*iv`EmcPh9j%?D`BAW80_47LWWhF!ck((h&Ew
zjPO+Fz@F=NThfO<ln*$2vP;fj{ZAlxby2P=I8t0~u}I8o!>WwjDt_bIs+NbwJtJQv
zb}=F8QWE!Gxqx2+mF8nDJ4$;E>!XD^E(oj=>xwsYEe#~Y==5VsY)TLZM41(Gyg)`A
z=4rd#bEC`^-3^;;pEri}{CX7a!hDR#j466g4qW|39uyf_J8LUhtVzB1hiqul@`nK|
zn{MqhUgYJno^l;fOHKX++0c;GypezC5KZEssm^tYXEVYU4F1)K7?~#T&iu+q5rJ=m
zSEZ4p3`l>aLAplcnO@D$dq0W?#zjZf1#zh86dc_BA8^nxa9RSAh!iRE*u1A#OzL>A
zEwjJuu`FU~-h#|Wc4U&n*s_tMBc2vWKtQjpD2G*=UFNSGHd2>-`6p!LB+dL}#XQxC
z#|06L2O)_T_t<tewt~rN^9p+B6&IcRqartDT_f|!A=iqu#!*Tk7AQ=URSk3dmZch7
zAE0$XY&n|+vld072!bc7(-zhsA;<PfVMJWfRr02eG5hUfCgGPSo+ojafpmpVQ;1yW
zlG2gF_r`J48&;LSUpRdE)cy*6GMi&;Y48+Ia$g~p58uS41BND(Wlya2aa%Lj{=@@|
z!mn}6nj671j&wehuttO^vGj$e&FQ}lXZi*YukVS^$UPPiNT$#*4LFgSdF0pP<gDcm
zBE~_cnx-T3Uub52vS)rze75x0L}5|P%=foh(Ok>dCWe3K@V&A={_W~VA7+>%P>-Ty
zDI&)UV|l}#_R!2ne-pdrRbF$|BWq=HnY9_nK0r=GLLw15iT!Ldc9Bo=H>GZ?CNKY{
z8|YEJ<rMQk6VyUdhxFFZpCJM)H&bV<_;p3U=S*ur+<WtX;INwBc+~_V4EBKd4JZxR
z?aj*{s^3}2_wk6a=#D$THnx9R>NWw=5h?ssn+m+^D0cm7yqWCg;~m#jC5L-^gAZWK
zF8?DK;0xkNJU~sPUJx=+^^K?Css1;w*Ayu59iA^#d7F0u<#nTr1WM(nJ6<-acbn$3
z2(H@a{q|<(cD<X&-}UlNFjr()QG16pS!me0`JWD1wibC6|KwpYx}FtNTpzINKd=sn
z4hn_SQMd-XxG&FF{GnpTxx*Xp9@kJfHdLffw;RdJowDX2>j!yc$V*zcs$QEWIfuP*
zisxD0%rANO?VQE`V?<^K=f9Uy__>vvnmCg#{oQ|UkKcj;D)VP-tK+MK_-c^ri*DLD
z?c_Zaa3XQqI=78mAHQ4VQYP`I;GaR=kb(qXgGkteckC3^%{xDTzwE_5CJ81&OAU6h
ztM3071xlt5@eL{C=J1-dIeK4aS)CdF`uxRN$1}|qpGk@WhIyh^3nY#(ja)7LF&^s;
zE`8JcU-<Pqm9f6JV4beqB=-MCgj3>$a;YqDN^XB7zB%>frNPfjn+&cEhsQpg00&kz
zhz-a;0)-mqkLOw@`J^dS_mlHgjcX|;ry|+kZB6<Q9FgcjWz?Kn_a<I?K)Yz2NS#)N
z;g3DiZ%inU%-BYS`v(RjuWD4HT<xK!UaYiOJ6ed9Z^<sD*&#f$yZ;%EC<69?X4;NY
zc5rRr#!$M&ZnYQpSDX~tq$|Bz;7O#0@g}=}kSHh&1`Q1;pB$|q0D*n=7%5@9VGu0E
z(k;z-r0tA)p9Qm}fU1~~1D#0W0v7~IYQh>zcBZ^eY`M6yY=&*?8iOiHt#~S;NWC8A
z-LMY8o2pZVtX*w#X8y%flAB$(vT7w;Zkx0`;|kM6Ay9#*fIwX!@%iYwdAl9Igid!#
z+>Veln|dB@4Xc(2F!&b?o(*)}z{~Dcz}79}mn&3RzTUL-{=QHrt1s!kZ|^cea9<!Y
z+>p&r?a@uClZz5~>RumyZFGRYdrjV|JKv`<;pq07izS4n0ZZy>EB(Ixn%On!j!LED
zbrsXF0`@|>AB#NsghL8OgfD{f_b6vErg&*LUti+f-Pt{Q0pS_O%6ey9E15^dE1pSd
z0j<m3e1H-XH{mXRd_KZO(|$D^r&E}E=K0d04Y}(k1XG!Yq{Qj^!uKHDd_#CliId*L
zR}wiL$EPqWmPDB~q2Qx1fF;mHpbh(3vueK;@6)UOxoiQ+D*NN^r=4Xs<A_WKQY)l2
z>n9q&iW6vB^`XOAG%6zLujfqWDI&EMjA*z~A>{`p;!uY;asITX@6O3_v*YY;%w;nk
zj62eDkqJzeE`XL#g;2<~dC8{ncKbKwnHrnj)G^5;+n?VrW0vC%z=nY*Y~sz3rEm^A
zY{xLoU|U9yx?9o+Hb?E#hr?15hnU7h!91erElMZH<+!a4Hs!wXSMl%}HSX{A(!Xkp
z51hNG68)b*QYRzbfZakJavWD=JCr0G=QP+I?R_?{p4q-bjuZ&spw%JDn=$@%OEzo}
zo9Q|0i3@kSWK-kP_hLr>j)&;c;c!5SAx?kdWlPDc75fi&T)FF9wyQwc$Zgv|S<?Qf
zzsztD$go|Z_yS#AAV%;E<rNy6S3On@U0EcUC3z}Qy0kzjjZFEV%W@>XQ9zLDv+?XO
z&)0qyO*^qz0n<w^2ek%Me^DVFN_aRUb^~xPy4%ysR|;}_JF+eO99<mtKiD%%Bs{$S
zC$q|lP`EaRtJFjsd!BTem0(%YhpxbT;N@1?>U#4Rvylxjx;Bk_Z$Nv5m8D@DGH={i
z`6|S%t7Loe`up3jzu?iN;)4tmC5m6E?CHRYpyV<k-J2)6<`e{cTU+e^eSQtoLc(}-
z@-8UyLYFFeoMOG$mu(cVjcfU2G~<nG-!GN)ORxR~qn1Co!62`K-71>Glls;o77OP&
z!oIg?#)BMlDsIOxMamjvEKqmv%E@5Kxf3{9M1HczD$P?>hEmLiEKJnL4L&sPq=zpE
zt3<=n>uJku)^Qy!roG*)KQ$+%efs-HOmhT<26TO?@d`Dr#EZIG@fh*n6kFK*cu||k
z0+yXp(}S78)~=)v0daOimOAbkNO|<_*^uPdDP2t?rZVqXlFSQCjxYm}VuDm6vZ)U?
zAY=6j`*BA*i=RKA{eWOs&3@kVOc+-nBymNpiLKp<lu(F?GUP=|3D@v*I6s`5e9~X4
zY(#Xi=hqJln0|pgx*nDRF77~KMZZ2;A7+V%J=a=jG*jP!c4)Py(&DqsNRp$Ipj3y8
zTt!tLOFOkU$-l_&?U|UKkn6K-qd#n1&3q1V(k|k%q9mhWP|ZFLanaNAdSAK&41Rj*
z{ZPEhJQ||<LUz5BFCr4P#WsFhali7Ew(bst_kxijZ#T%LFJX505%geqFAj!98O^R+
z>8!_oe&p3G^Dy;CX)kr;n0*3cUmp3^Ea|J_Zoe{^)_8F0oYHE;Z4Q@mWi7AnW11(5
z{vux{QAq{g6Cy*Qn{zet&d+(89(QKGO^n6$=lbf*wh^j7!&9<gyW(!VZ+-{A-m3R%
zotNhy^!CStx5r<G)-ey|1N9PPt{t2s9`+j+IeMl#`}@+?q+Pqh-?55tJ)FK^D>D>w
z&TYtMycAmiVFF?z_H{Qaxoi?Rr+NIaPWZW_J2dRa1ZXrcWWvC1Ls|dWutn3|8{AJP
zYq2!VaQ<=FZOOrFx)Y&X!K*~dY&>v%^Sm|N&T2E4{DZRfdTqw?!jq;kYjAk%2anxT
zWbb?2hsu7$4IleFznNW>U*lbR^~V`ZgMkGNRIJp88#5FtvplDAU7Ec%>(cj#<Lhms
z{5D<MIWZK>Zz8juIugo{S?a&^H>bV+^rKV!w~p|-J<-e_H!{}BNZ$kbXtr3@mrv`T
z+&d(<Bt~X|d;F!`vmxICm`8;j3ZzP4fZ^xK3zD{NG4-w8TN|H_E=%TpUX~YB)mkO{
zlli6rpOL#AwWQeM%qk&B0M9C=DT;U(+B*&1e#JaTM9GTE0gx9LvNgeoM=M3c&dE2s
zr(!Ettx?=3>6EmFCw8OMQ>HnhYe^1*Ah7Mcq0|kwS`BaZ=Xsuv2MXu3D2O{K7!H=y
z(qnI=u1Kn~urzQtL0LDt^KqKuxleD0aGx64BiY|udt;~8oW;F=*D?<X7)YE04>$M?
zi29oyX-Su2PL-GDZ4yh3|G8DPdPXVpHA<?7c2Kl~))I^A@ORzo&iYOCT8y;l@zI^D
zn@5<PVI;&GT9=@Z0?gGG{Pmca(v78dtt^vF1mv&D`8<4i_DUeLT!QmT^gCjdO`oiH
zE*q>*Z!vgh@O8$s3r}RT(p#8c4Q`n60<F=m;neC$>H|k#HJYEFx$3A|vX(nD2sC^o
zTJTCi;+DZ|7Y{8EHMiT=zcx7J&HaZW7uHlT%R!p0y(_4AaN?P)uCQHki;HF(bU&T6
z^Ar1qnplTLpUs$tgv;9164VkPQljrNyU$OmqK*WcSDzVqw)gzy<|z5oTFfwlPLOUP
z5E}lHIR~0wx=Tzl_?tNrH){WTN@;KZ#6aTw(y)aC`{!}w7*Aak7&Ci~@r{p5cBw}*
zBZ%!mnUd7~Ak4Ag!$P&iol8pn?S3zQc5l<4d}aX(*AL#N$=B8e%E_c$mF2N+{!=aI
z-CF##uG!a>b(B7Oi2b1Q94LK+K!IxKi8dyzD|QFV6<Km+OV4}n1qUy0Y&UjMPhyUp
zFo1w>n+TR-5{qXDiyuh|t#pbt(oSlB9<R;s&HQr2?FA6hFSEX&>1}7Yf1)D4;o%Ku
zP9|1-c*m?r5MvSac$QMAha0Ap*E&6KmUByW$GmMOr!(u*dYr8%9EqTsL`NJsf%a&5
ziLBi9tA_8bOjf<;4?pYKMG^nN@L0x}&C76i;#OS&XRL0maJA9Fi~XC_?kWW|sqOm4
z{2OFF4<v4*nh{HTHx$~l#$1=SIIj&`-9K+I@q4&g<BC_V`%W-Hy@Bx#4mn69H=Iux
zn?LIKb<xHIub0l}H$|-zIAgKx43#HKeL#d^$gUkrV6>K3R>U66<IcL9y6lGU7s>qi
z=HdeyyS1&D2X%LMm6!4c4k=KWP|F_7_8W)tFDo{i`$dIYAJ(tG8e_VCGc(A`#|`DI
zK^_QkHt5bPKgDI;k54BUC<eVY&Dq-FsCaItF%uY1awn~B$RPz@Pb?+l<oj<s*=63G
zeE!HMsF-aur96Hj6fWhx5mh4HN+0kzUmBOV;`h=x&Q2~LyQGA|tqBuB$ut@-ysQUu
zC2l=9oh<nMf`@?U`t9AFcdi}2S$%*B2WeA|K-GqX{MbgI`@n;`TGo_!js#!$S@l@o
zae4f2n{#SRKR}dF)8KM~Y#i#sSG81oWH9rC|N8PH7k6(EnEh_g8|DLs$9=qPQDq-v
zDb*rTPrksdqVLNh<qfwg6_>FKH8AHP5c$s5a3?}>&w*|0c8+eHxhDQ7_XXeQ9JdQ5
z*L-50A*t4*qk>$?E!%jN&diN4XK8kvd1TifwuXwzDdQoKydsA@9k$3<0v84-uxN!;
zRWMmI$IO#Svkvf2EqV|qEZ4nN-A#oVtExbXUp$=yliiziMVvj)m*3&6t83o|sf8Cl
zFa^V8WdMRZg;32lB+uHq5DfTAz}GI?o?YB1VSVoE-@yybe4;aFoEn^9K%7<u4mQ}x
z_BbyE=6)pkPepK}h)1|x`Jb=y%Wv<##-xhi!=i*!JSgw)NO{a+C#|Ffcn|vwJotUp
zHBI^!>$=qN35F!uY=8mA(FUuryE&+I=XqPw-KHBf^(w8wV_Y{Uz)+h7dZ9s>1)QG5
zHS;FpMza2Gk@D;nG^L9REgkQ*I5EYE@wrmyv1HB2Z08VRm4%koXWiaCl~p-fcjU6+
zgu_DIjnwss5xb|&)mJ*DnLm2XQmOm$z6CY<kC{ePl2am`UAQ7-4gM$mm|!b}7PWja
zm#*wtFzOg&5i!Ee@q3(+j!YhU_*TjpOiD}al!ZI1$c}e+oqU(^HL<YUZa-=s!#L0J
z7^G?7T_T`#5HnbFg2mvtM|{PXhI)>gZX-pWm2J#W4_P26Mg=uUr-59jZ+4w`B+gu#
z%C30kQj=R;QAktwIEM}zj%tu7g=^|0|I>Nv6i)fy1^Xmee`&U*8S}o=q8cR;&J_U4
zDL@MnaL0fv5$PyniEHNyP3)%0M^z`V*9mlMDfM?<3>lYLLt>GlfHoXG;mvpXmnPo+
z>X&9V82^kNPdYmn6pT}&AlsB)YV6Mc$46N4{eGRBam5(+cR0gaeKEBdkaCAktQS=w
zfpf!QPyCLiYMfQD`P#l9Q)nb*ZU0KOM-&3I0bIUY0w=PUyehEm;K`uitipDLDmoZ+
zdRugJ7nSD!m1=m;_Q{eNMqUfva7__}ClPUj1FXy1<EmmVU75Yj==xhf7P`|PcV1C?
z>R1xFeT2@3&oLXTzVUKu^uJyfbeB(uo`DBmK2W@^K&leGjZw%}K_2^fAw}?2%l5Fm
z&3hVKw_VgI$SE|TriLI8O#qh}crjeS#enU<ptDBVUDr|Bf2yC(_6t?z1=%kDKJ5>S
zOg!IVv#)J-k52m3V_O~!n<+i?*b+$Bgwd~)FD<J?a7=-TKynYG*;y*v*ecp$i?n3+
zx9(du@~6&sn5RonFT-f>48}33-%w%t4UB8BwzQ-ubC<@nCOhdQ&B?W8kLjY4ac~j{
zn-C`>CS&M_X{lX(Y2uwMT^aIkP6&joImbsoDGX>7h^DMy<JmKI5A1n6;O#WsEb{xA
zYLoaS{1eO+zmoB59I~W0EnStSHEh6h8!NwCuhOp5H$5(J0t|5%%gV_k-!j7*Dce}d
z%UELU6{&1D|Hi7X{Co@RJYOzen7_Q@KYs<?4k*G*e4_hb&TUxXRH)nLUH5irWY7w}
z6=9S%Ptdbj+CyVx#54^Yj4r?&1%=uJo<C)J8(!*)=X!@UX7~?3)(xie?FbCT-3M9y
zAV<8ga{F}`J5^oR9<g;_zwfF2oSlnrQTt{*0B^=wZ<1@U;PA2J?!xHc16O9Hg>+YP
zkZ(gijm#O?V{k(`lD<bru0rQ8R-1cP_1<y1Eq11?V3%d$KNyhP&Oo>R$1Wo0Y+yrS
zdiRMpXHJBt6>XrxROHXYKM1J6AOOIFxLE0x{Nk&PlZ%oCJ@OQfKMMG0^paB22n;Gu
z!K(skQYxNUz0gKgp34~_Qs2~8WCU2p#I1^(KW;Wec?r4yu?3O)t{rz%71P_h$L-dm
zTFXTdWz@zYew|EVC#4-`=RH$h)^1zNokm*Pg}HGD7njGFj{AA~^Qi4KR9K-`A?}+q
z`A>bCQx+%fY8?6S)8a}}yK;W@L{Kn^3DJr*evQ2z&y{eatZm0H-MTxX#v)fgk3&#J
zfp`K8auQ%(Y!CHk&-@^JIJ5q-xROKu`ISGGj)$NEbkOzf;nv3bGXJvopKqSSsS-L8
z@hm&KHolB9x`?+YGDS#7HNkd8!!|t=-1y1$_m(<S_Wl>k+S+oHj_jRa4A7RnF{L-Y
zyOSqhUE&gK;*`?Ai)GdDZz}Lcj6mjQll_Kp7YEKna^sd$Y5ifreNm<ybMpe9-Pqwo
zV*nz?Y$&k7xq=ZtAlQNj0@nmq_0IKk$?&~<LawvMwYG`!PryhXxc3B=LlP<N1V=ZP
z5MG>8YdJG~LA3G?Ig7G<p~fxr1wdC2gmfLL0s}fT3zCpf-RI!_X7ktImb2aqewei&
z+(uDzYDpfo3<!&-*b`10RMSA{D@Gn6h0n0)u<G|xQ4MnsIdB>0@G*jj;1!}40*4}`
zgusmn3M*!8+#X#1;b4yTntLNxyxSLa>T6Q|eFqSOun=RcRg|*_smQ;J`Ijpi8L;wX
zUyg^Z^Ko%sP9!xPMB|X=MtB%3k=lq9avGL6DK7N=2Gi8=>zuF8sti0n!OdAkVhHYW
zga9c9Y;MR{94kAS%Npe*s@0`(DP-4~<yl;R*04;aTm~eNE<hP6>gI56;dW?sIJ<t|
z!bT<c&GXh*F4G=A9vz0OI6!d-&KMAF!n2Z-9iG;-)9&tWh*;G8rfKcBxc>lB`T)_J
z0fc{PTf5(*%afm*RX9w!eeHDXn)NMR<FHf|8YinKw6V9-exBl-Ge2nR$Af1@_&BOL
z=M_&Ik0HyWkP$|5HU!qbs(c&KrdguDz1B0eVBf-<)}G@r0eE63ij<=d7X4VJY_rU4
zIqT!Y1^RIZCO_?%wQAh+U|yibM?(-h>QQ@UQP;fA?j7sxX@5W7khYe4dvqKE-x*YX
zTFkaDA8&}~dH$ZZp=)7dEXxbghT?HgJAmm2JdG$Ifw)2N^fE<EQLUNZ&}r$nj6JPA
z+x|XUc_e2lb&C+67WjR<9Q~049+k?uAo~T_K8VfB=5r+0*=51rDJ`ZUnI~_EtQXa#
zu1Eq*ILAPX^F|Ssu?icmuH>rub1c7gMb{n7(cC2AEP9B#jYuHw@2B6(SjzFEs{17T
z(zhP?q_)C@CC%#51uCPH0O0XGd^4b}gkkDmxN{zbNefkbb-ND-3dI!`&K$QIxWeG9
z0BuZ&#hy8(_|{s9=r5dh(i?5<_3rA242w<-z+4~rZo|HqN1V`GnDbVPCsbRa=>^lH
z;KoN9G;C(_=d-^`b-Zqi-@4?f_h{TXo^LZ-8>riem_HuDBNmzN#c1FkwR*Mg=KZ|#
z#a|qrL=G%DRsCSxKu|-A+_)a#2SHox567)0NB;Mj*Q_~e{A$hKK8S7&r=CYe4~W`^
zC@G{WZap@ie-iQCChljm!OZGwdFCya>u7WYbf*J0Z+9OWh#(XMLm)JaS42o`Jj+Fe
zXGb+tXRof~<eYLai~^DEvM6;55$!QZ1boveDau>fC}KgGKcAPz)bcD_=`Ck2X7%pY
z)TztH{R)0#kfcB0kiu;e>`}O-oHy4-->G3$aoS$HI0rhm{QPeeRX0a|ghp<itneF-
ze0>^aPCG1@D71tH*o*^HHNIoAeQZam9G*1IoAdmFLF3Vx3rntWpK`uiGX}<qx0p#W
zM8x%iHb-c4Jj&@_dnu}Z=Dj;TluZfiNI(c06Wn=*Qzl})({FG-eJddu?-XPh>b>m#
z;-hI7n8qRYI;v<!89!L;p|Xr;%db6<a~7WWe6zLW&j)9dDTF`ate_WR5&CJ)*MqCm
zR&INAGFbjgind>#<{CAzF$6&|i<A{y(?L~%ZCag6Ig*0iXRo=uo4-`DjidFI;~0Rn
z7HoXn5tjqF0*O)hMUPG%-Tj^W^><+n!S3g)cqBAq$3P%e+(C~bi*YDJfjEq-*Npne
z70(y@_;8D++TNXw`9j+$AC99xB&p$tmo6OeT_vZAZK}~ZR(5KqeL+9Bs_$*19K~uD
zN&-3q4-Ob=C_+QB^x=D&hD}v+J;j~V&N?gGaij8@*C!@#4!=jv5$8j80X7jDmU(;T
zw$^7ZqO(`&R>>}zGGp__1Zjq+P&6FqwC7vQEY7Jg4|g+@o^q{kUCY8`XCKC=pravV
zLA%x6++1-qRn=u*m4H=g#8L@y4R`V>7dbn5V12^*3n62PGG}UDvdX^k<ezJtUZe4V
z`@%_IR@*{G1T2J;4}L_^JkT)*HAYcY&JH`6_~g^?rHY9rbK`BVym%%p&3kbrBa*29
z#{Gh*a3AxrTJ=btGb6fEiRHD%^wl0wzitcDpWlmu6?m=($#eYqT0=qeq{d#8jpynD
zot`8dV;`YH9WHWv(YK|u^^lpn459#AGppYr`R7GVKaH(vA9Os!%SCPrFpNb-&mk!V
zSvx2)<AM1YT0i%?mVW)p*N3~D<vz<AITb%<#JKyxlLW&gmMgQ_F!`6;<1b#z)tpYK
z%9wo<Jk0Pc!9WC#BOmC@jr#t8X9D7QcnTBk+AK8-K0}XB3VQ5kHk7kg``YI-KyjHs
zwUZ&qta#j-f85^T{+;7NVS0#yisY)TmzyaFL3u>D#$Xt{&L8`6L*B1FFfkM}FKG}Q
z&22w*Xk!Tp0CE$QeLy7j5gIy0ukEQ&@OY-Ky=xRUc)<Ouo%gGECX^6zcafEsM}1C6
zZca*<nxP{V<-K88<i~aUH}^)Hc@Jn^rUGsxgzP0u+GY?)#LlJF==OY-+?rMpYMnr{
zlF>b5v4fl(;b=!xbD%oWFgrE_QPpQwE}1h*ZtgfUch&m94b+Yyo+SKiFfA&X0;(-g
z{vgV8!-O$j-sGF-Y9?h~Q~kKaVUPSFeM<Qt(CFKfdMw}p(eyT6Eppvui?n%5FZHkQ
zvD4A?r0h%rF%~tU0Us4GnnT<JD_Jjjvg$?gvQ^fpLaUvBN+;{h<Q?}uNJD|(E4UMh
z)N&ej=k@cbsJ*3HeC=MPX^vO6+0Dw!o)AJ9b(mRVqStRJs|Y2<9;MLiTJw`TwJ6=1
zm>4w#J-SIzThg#6JXSZ^CkaOM_2yT7PU};3TId!!ek`ET^g(PnbluP~>h_K3uFv+n
zEDmSbSFzUp%;KgrFJd^t#{@}w5G;pu8PuPPkgesvBXd4nX%1=VOlr8cj$fm{t&q}Q
z2qb-@+SvMIE;&c0%^bK>c}&CTsJ+5<yJ>NJ)LoB1tth7qzYfkyA`x)x(~j8l%-gZY
z>|Iw#8UN>{>Edpk{^N!rzAPak;DTwjUN?D<Z1x(nFWVIMoY~WJ_VG<2atYw-N0Dlr
zmzxk+w!kNfy(!l8H%jL#XttZ#7cy6dzvHSHC6hgX`4YFz(YeOcnz1|G;x&`D&$MQ(
z&x>zx-w#B<$-4C4$9Xq=aE33UdKxq;oLvkVXclT8x{v0SeJ)kochY{3uW7I)x72?l
zv3olnm~UQk%V1sJ7LE(qwV6wOIj)R*9B2R$-3c<)Nk@*$^Z7h8yC1Rgd~RDG!s=BY
zyPigEH4l^{=LL5G;=lHRf+~uVZ6wM2!+|I1MWH4Z59<31*}fcJ_JbM*r!U9JM3_<Q
zROhG<Ub5?&8{QD0wW^6Tt~`?Znn3>m(P$q?REMf9A1_}=UqtpSc<S4OCG{*jJp{{L
zN|IR?cbZRepoT#JLS}%1=;Ce#(X7au9qP~0Tmz;l9*dO|5I&ImLya={@ZX0U4N|s=
zjY#N%^4QufGoLJuS<`%aN#V5f&*E>XZhkk!I0Rx#h3f;XX4IArOZV^3TBz1*Q*FpM
zs%tUWI}ld-l<{#y_K!(KC$NjN8@#azT0D4gJuUf|^Rq_sAyl<ui$`$BcUB|H3$W!~
zg)D_Bo2Px-ZolpRvfV0QTSqAskpW4~3BoyGGLzo2<<mNq#H;)>veyc94~+=;NIuuT
z{_mjV6%BnEAclb1J@HJH{W-%ialcW{cg1p#RPo!?g+?UQ?ga+`xdXs9_r?rozB+k6
z@qOk!->=qN9JL3ycGK3AgW#PNaGebt40u-p*#4OOfeW{eMo8EnjuGs{rq3Hv<+(yB
zI5+^;B`MY=1zD^$aOdQHbNl>f!P+i{EwjV!9Jip9HvD-M`v##(UhQ;w6x{Q8-}+Tg
zAJ5bAIbMJ9{I_?nLa8r527^hVE{gd5Nm2-yP9Je^GH(*KH{Dme%>Ax}$>g5D4DTZc
z$uzc>&d3XmsXV=x!s)=>Rx!=dfK_yckd9d5Hik!me+m!mldTA9Wgk!G5wv1`khoAy
zU?6anK-&^!hNo?$loS-Cl$2!PLLPGn5E4>sk~`n7T^^AECEI$8vM)W23Qx_Q5K1Qc
zQOQ>Xy7<aI?Ur9rf2MF*_4X}REmZy6FEI{{bY3VaBcwSj3Ak!#nCDK;LpSVozx9u*
z7*%p6`3!{zZy$#ux`b2xDTWs;?%MXzcDmsA%Y2R<JYpFlt&7Gzj>I2G4ZL(sN?uuB
z0b@xVS+Q1f?p2rVLNk+s@0C6)e*b#{2o*CVUS{?u7tP9{sNHP?bFVC+U0{C~N-u3h
zpVbE3*FL}k00W`Wjy>sB0}Tvz9^0<)X_lRLCAdA$b~-;<#(FwVjEek?!$LtXxWhoi
zlVrmO*4~rTyZVf)HbB07wCrq$#fQ}3aTCS&I8n3!&FScMm3Y$JD+_@I{HJ#2I{%m=
zcl_$(0`a~QD(9IPl&Es?R!~vFF3l+}cd$sWzpu2A#qi1SK`E=(>Wl*ctAv!LtcoI}
z5Q9=R-Z#Ti-jJa4Mu3|=qj+JGzqidk=jwoeuqfh3Z+A*wzdC}kpN)6TaAz^OD>}CY
zd~nNSUQY<b`)JY8SOE5Txu?)Y37?m9_jQKJUfH>5WZb62Co2b`UP}+Kk8JU7x7hp`
z6ZR|a-1!$)X|ArEc0_cojKePG!K}d>2_7BzmQ=<wX8qz!?3U{%eoWcJ=4r^uw>UpR
zJL(@8O46WzvsU{Ycdm^qj?><4PuXHVzkLL|bC4N91V{+=2c>C|MSQgm5_8(Rc}pG6
z2hB~%kv*r0xicPX8}wp?4_Qe@2AXX^qBGIporcMsJ$$)AmbZ0B*tu!v{<<w`wt8}g
zc~snsfI3Ln0xy==SoqNSw5`rL)3UN9H~Uvj)(#QafAn-6GnObaV#psKb7If*RN|5n
zmNnkM!xc2ud|CW@wh_t?f$uXkYXVOAbdYBOl!;58g@KJL8e&X0SGO-{`+VxuMSsfQ
zLWdER@rXwZHKAMNQzfwJ@ZukP`F;epSwE?We^Nua4H*!q2MOq5Uf}h$k;8h|AD#8)
z=!MvA^2>XpO%81jctUl%BYg5`azq(Dd3<qcfk`d;<oj8_xGm&DpqKfS$<f{!o7$O|
zgn*H`3`p={0bWBQ8OPj(BCiGsuxxPFJw9Yj*$VUtx`MV3`X|cc1)l;I+c#CdXE3pE
zimcwJ5raeX@11I2&O8t)TgOr>34z4z{6|^l84y6vJw9+Hb%nG=MZW((P%?{}=)wW(
zv3kqrdVSetC+g-}2CdbZ<o$K%w&{O?(7NOO;AE3K5{?WfA1plWl(p6^`9igo)jtOg
z-iFR)1r%rK3xBO?47DllXo#&|aAJkExu2NnpHk+rJRm0$)`Jq7cvr)vqI%Pg#P7{o
z;&NEE-%W8OU8O+p9~`cgf|)|rvCgidHExODcH_s9kH-4X&&(a1nMb8v)0ZCDWuQ^0
zjjJOO-X>PDMWf=TgVFE!ZISs!hZG;4*cjHkka;j7y_-QQm`)Bh%Fg_AsrqMF&GaRF
zA6+}1%wq;2XE#YYirNjpL{SZYD9fJ=BdI^ZBCnSVTw`5THBdfa@edL;mLy~S*u70V
zHLMR$?z?!XMEdt!50SQq@^b$G2zv-QB+#a!VOdiy>m+T9h_g7S6IpkBVQhrTgK>8v
z+V$S@DvFprr!IDui`C58lWQl-ZS~)#*M=$6o4#!L1;IX&u|;JcxA;XR2eoIH)wPp^
zC^Fcwa|FQ>&}tc-+f=8n*pEja9^R*bU0r;zE}CcMi?eSIe`S6NIvN<q;QRu8hTFjz
zsju649t1nRH;R%LE%tNR_vAlOgr|-ybtgV;*~KCuL)F@$um06F!(QtS1c>xg8vEGG
z5pE(vN5Ds2A2HQ$4Oh^o_Qm>_`(h>Eb#EX2M=p^P3BD;JUPh)UWU&FkH0I*U^5wW3
z|A|1=LQbCSB}M1v8c+Ub%5bdQP&F)M%pp=*UsQI4-I=yN$n5mR1E2YCxCPT3X|99!
zKQbeU3)=-H%pqb@)Ogovwejb;E#KbTaqylKIl9##`^FRdF&Kmb;c$^%nTQo)^gGSj
zzwX|mha=_IFO}0e!owZwjZ7-(U@**($4?3pMo{Vu?(IVKHbB5-XyLW+Os;(K;nHxo
z6{bgi^Gq8U6T}cLgWW|ssp$uMEOQStk8tH|o}`<5^!aF)tlVk-MF&<;Aw{&0CqQFK
z2`<Nigm!uJO8e9Pst5Fxck}7fCrUuPQ2c^H$H2JP()#CzNYqJmEg$9UI=!#FZ{r9P
zhMp!Q#W20mxT(5Nde^MUJsD&FYwDAO+FPT>&NeX?9f$EcU!A_uDsx!yN9vH<ip@(Z
zWrQiOBCdfm=IUEQF%y{go0MISm*jJuJFlAcfhF^K{E2UJ^moDa2!@JuHy;=1*xLH$
zvQN~jhqD!w_GfLf_cY)CV^J&hCI~^O`N%f}trRYI);-PV+TDYN=QRaIpR5XDOUjzy
zVF<^dA|wWlA9Fdy&(X%=xv!`^;#<VPfzCvES&R{hGK<MH;piQElWe!E%^Jv<U6W|l
zqY<yTaK*Ss;kWT?7=n0^))Owndnm!RXro-AabC6D>P2@ZDF!h<P6I-AbZMg;ATaCQ
zY~1~@U$=q1?5Z*UoS$bcBZK#(YxOryp=0o}P!#cj<Tb?b);#I!ItAHTtvAAzxav(T
zKAo1Vq&zG*SrCw{1Hl5~fA@n%0FXgyi)qg?G?{mDpL!`bNBZLs*HgU)g>>T%<s8Gg
zVM?X*QQ0^{z1Gxbzu%=z!*|=S8gQynVP<>~^a@b8U;`BIcug<3=uXLGmpm0ND=s&7
zU81+K=7`;`EA%TGr*<Pefq2m%Fl)F1WYMBG+jJ%^2)9eE_+2EoD)pXkXc6_^IE3UF
z7|YtjT&CB2I#?XA!04pXuk$+(9_%S^n8O4i%C8tIFp=DW-RKVacaOdoTzdBHi{Pcv
z+K-AOA5z!aH*`%1hwBV7Op)RTa)pM)ge4>fS6+J&n8}|Ieygint#atWgg7^p-h&)t
zMA=D}=k1dt+RaWY-h{6VJ6iLyeA;fheN4U~F<o?*!Dqm^ur-X*Ue&If!zKF@n#0Xs
zS`n9YI%M2nWQ_&oD@T$5a_VTHh8*Yd6%AI%J>3z+=~d1jUCyt(`R+I<ahzf6fo(&4
zgof>(REPJL#>!$^lZ?IYwam177(s`C#0QpHvU7>aRB;y5q=M`0So7xnr)N%+RQpLS
z9>wcRB!g4VXru$fPQeOh-&AR6-rdW-ahd4l`Yo-$rtnhxn*>7e$V&mZ<rrj>k?hv2
z&(Yye9~%GkX$cAXc0H{B139npAWUs|>Y6t8-)g%P+=bpgG8DeaGcucc62)Ff8vt!_
z6x512tJrw%Y)S29nVOI9UDj9!8S@{Y9tRf+p}*j?sAP`l{oJrvKGXY>@yf=}g$Mp9
z^8bC=Ob5V&a6?fZH?*oy_(J4uV@aAbt_R8aEV-}E)>+QN8YLTNet`){iUZVS7vu9!
zw7w>0XR+{B#g@3q3McPvD{vlr9KzcW!iV+|$d^LoP2hQi%MX}MjkI>?Ou9DBea<<5
z^~0O;n<y07xt^ln#qSKHZh@RK)I5_Vul3}-`rzVh$?3|XTT2aHNthp`NyA`tyU?zv
z^Y+h=Wt@2)SA-{7U96p{v4ygk;88n}+i3Sv;kanKkne1REjwM??>f}T9KShwSy*-K
zhslfC1B!3(pbO&{&s=(U{xg|NuFaW2Jo^vKo2~4dEBxO`ET?ke{Fk&A!J?l>?sUsZ
zsd1Rs9-<xxwF<u<-Qe7#8Y%3m<CO}@{9YUB{Xd=8SY27WH1#YMO!LDZCc`I$I~YaP
zFqs6)Ew(j$`jOmcU%&KQ@khjF33aI=2vMvFx&qw$xG9ZF60rC$nngWAAK$0umK~FQ
zdGK7fSQh;q0EC1x9?`%j^-_8Jk<97K3cQ~^8I=ooS@!hU{qnIl0E$u=1WuoetqT^k
zVq?jS7026e8oKu0H21%>y65vd^3ecSE7)?@l&~W6JP7~ykE}TlBi`yb6-@rs_-#{)
ztxe?|$~hU}>S_yKNo%kYoWRvitP@e$fYk-_n4DBQYq~4t=DWnxtwHDY>1;4`7@4Z(
zXb*8NsQ;Iq8RNUum8)H$!>8!;=*7dgUv{U_CrFM&Drb=IjT3T{88uU8$!m<hP55)s
zN!>A%W$7#R<yOn+NQi5K(rFD&bJS}F983W?r#BJd2iJ2)!42X3uzDTt>r0($hm=kE
z_$v)5u$#975C*{uf@0yg7o<5Na7J^zaOF*&ZhW$EW`(A#rP5)pB8f?>nL%XbGNaOP
ziES&N*Zz*DZPq`6&bZ|3DsZi(l(_(EEP5F+QVLNqV1sUnX~Bj|Yu_F8FCO)Icp|!W
zGnMg82T?aEDMc_@t0(uu#ko&?;CisaZCYqPZT71i=J`<=RF47~eEVcZzWMsMT^#6N
z(>h<N;b#mVc|YNObg3Ltq9v~U!mrMsbMh`NT=YW3_~4p1A94=65kHUWd2o9I+PFay
z2pk=fmjde<OzK#8#_Vs@$?`9yfl6z%KXE=D!&pI#8%e=&>5;=5ofCehy<WUJbl04t
z3-+^0ZaYGslM+}<IE0>Pfggyy?XI~t+6SK47c}~3p1$v+#;%e-HVUEfg7m}djA&Sg
zOilWxk0-p24)Ui7i@!GeUuEANkaPF`|1K*PMMV-xiK4VODw5eGp|tnpZllr=5(#N)
zh^(Y!q(V!iXh@V&T3V<ODSp>^kNdv!JigE8_t*W;dEM7J=Y7s~u6?BiI$AQ1h9n_x
z_}s*b6lJiGt*QcI<%iRQmTNgqceuIY=m$k{rt!!<2@WUZgvHx6QDQw)Og(mS-OQ*g
zURB#dQM2~1LF`jsZ7WM-`~~5JB;m};hxLn=1KO(_({AnRS<*d!rS<(bJ<=(Sb{xtf
zfCLFq#5i#X)dATSsUg_xCVRKGyu15r<t90nw>aH?>62~FphgNOL~T+`GbsC!cwErT
z5vR7Riae}iw^VbQ|2dX2!%>c9%xJk<b-UUF<@-u!X|(u)d)~#P|3r~R12BHW-eF#o
zol2J<>h@oDS|+2DakY_oG_KtdECi`ggl4Mk7p0t*ZdAU!R(o`v>fGxKxDrTF60Mz7
z2|-+flzAdAb)idJXIW688H5pf>Dr6EjtbS`VNfBgYlL<PAQwk}!lI5R!WM_x+dI05
z|4!bb{#h#OCX0)X4f*yUT7=J@<iEt^F8Nfi?$K8a(u*E4PcZ9BYTJ}a3ik-$Mp~4-
z-0;*i{yh;wF+qp<?n%hp(yX%?9jLh-$e0*(UjPY%-aPS-xnT*#YwKlWlatqUg&4#y
zixV@}_c_i06VD=X^-vgxq7s((xYpdcOSfxAPjZX+na{sxcJ`6R8Z<SiH0KE=83=1E
zUWlhLH?(7P-n{2NdXeVSKYTS;V#y&nAsUbTJxa*G=?z>E-BgB&d3Vh7H$4699&6ft
zhf*EOU7iP@IK!A3SzRA)ouwC^`-((=LjB_Nnr3J?-H%Hx>-jMrdCq%$O}ELw7n~xL
z%qI*x1P=d9P@r12uXpB$^s${vc0KMI>r;9!*jY2E5lNHus36LIh1I2X>?z4+-OMUf
z9~Znn>E6w@Z#Nkz=+i{nis2lgYm4RhykAjv^`YSJuz88Ic3Qq&DV1c*G#(n&BE7{0
z#67Z%(FrqGiP~kOq1M~A9xDY`wA*@aB-J*w7Gwj#!)3@LL<0c;lQ#JrbK;{_>t?<O
zO^NHrX3W@dfoUahXHfS#+%pbaM#JW1X{f6De6;jlSQyI|bjdSv?aalDDUsfH@ONW%
z8yp1q3Qf5_9orJS>}U0kFF)^-PrWC2B}lg*um`wdM3e|&9-(2bQjKf4Gxzx~>~nf+
zV=U-jQn7?|sp3GKUm#%~zx?ovhh_J^kliGDTk^x1pKABCe%)?*c2PNinifz)$>z`-
z47d8=o|gEVw6vaf^ER_{>z0ffX9?S<Y@@E2tPBbjBC2Q**Gs8By4~wbPViBkV%FF`
z4ojPHgN@{$!(h5uoid%tgk1Q!)7m99dPD2lLH`cp1KX#@Qp2GeJaUK<>n7P4cBlXC
zTaCnCW8G^%whvA#sK}FyzefR7Q1E~y^rxd35sy;xz?wPXI?bnUj(J?r9=f)XlX}8r
znFhn*L#dBw$y6L6HtDd-GKG`H!Mmh_vh!50B|2@MM0y-N0ZOnWSULm1acz#T{^XyL
z9k*8vNgef0J7N7qh@6-lI3EdHKk2Rk`4O))Iql4tR_2{}HNB1M0@<y)N7mf6?PJ2=
z=MQx#cs2iS*7Hp&lh<44>#J7XXW1BeeuNsQ#P|Y~_)b3Ph^s))^&78)s_%sUTD$O$
z{pA-sc;AS#M3FuoPcRrW{Ay%rLBxurF};p{gYx5>wnWRA2p!0|JV`tADRr9wL=mFF
z2c`Q|u@+t#JDWJ2^;UM_B4ypz4>h-ykg+$25cPHu9cPHcGO|*&PSkd{=<t<!{-uit
z*wwclrcM@xfYZzPo|clAK02E044<=qM4Us%#K~GEjr92;3XoM!mtJtyL|GAgUR5^k
zu*hCGT<r?)@2)#KZ70v_Fm{f}>VSK}RN+K8yJxM`S-ZZON9%@r<DD#1c)p}EA&BAz
z1ZyDO!Po+}3jMMICF{)okgsRA_nvYW_ae0=G%e)zrFuw$ObgyA5Mn>aTy&lOBg5Zo
zn@d@6RehE5lG&um7(r+t+~c+%sQ5v{A_vV`+EjG;wPaGnSB%AK-^uu9z?c!$P@L%{
zQN&_nTx$+q;I^<8WSd_YE;M_WO%3&+qQ575kmI)z^lzx;ohv2OxoR=1Vf+HF9F6qK
zV{`l{3cwL?&jPd&r>@loHnqCp)#ktI-pv(?deW|J&DllT5IyA;q!B|#9Y)|=Al-X&
zhn4B6((tLPMxSjRe?7MA{Cm+E<bQ)}7AkEa*#}aV$xe`z2!`0A-^UJlx5}yO!+6UN
z&FXu8cgj-3Sxiu-7flk3A)XGPb0FCt&zx_m=F)Q8tHQr`;bq>}MrLoCo}A%k!ZMv(
z5+LGscVM#SR5$KR%3<ch*Te!AN*FN#sAmAAS7ZXioNK}s23xN!TC|i_Eqy3VNJx4g
zbwSXw@YkK@;D~Zo2n%@gvn0;BZ+h4*vjYUut9G?i%$O%h{=bsEq^z8*EJ!P0MZ&#^
zG|WoELUEO+sI+svVA}OtKW1%LZt-CnE-$Bmdl8r~AiUAgof6w|Q*B$vzViBAkIwpW
z?0nOCX0I_N>mx!4Nj(RI3<8G?Gwie6bK_+e%lIALHM*PiFa4O(`iqI2f*d$xiJ&pi
zPw@acVw(qpIo7n?>j)K=bE)38J@VYA&?;FboRWeJ$tyj5Y$3;o+-vo`lm13C1s9Z@
zRNb+yfVQjnlBp5{B_}NdXAZwLV4nw7lSH*Tzmimp9@%h2*~5vGhxXu(e{nGbr7R7c
z0@~LRYr=gUYQaI8sXoPScawf-7k=dV5GU-Y%>aP11NtTC^k5~V+SCwv$ylFNWw^!1
z7iGI_tnE3E^w$00tGLJjl7Wtd+yT|z*sNU#x`%zO%GX3)JoY|{ZByqI>PdnPCq~Q5
z{mYjsA5@m9h;cVI`&iMJ|B<J&@S7_oCj*dZ0#0SVlcwqX87-aF9H!T+22|b|j|wbF
z+C=A0I0RZjLntJvX(8_;GRBQrea#elp;;Cyr|I!*lk0uoQ_as9%K;y|jU>t(Wad;@
zDJJ(KztK~`dHurJtvTwZlV>;-{efX-Y^1*?;%<bZl}vP1b6Q`=p(#6y<eFc$GNZtf
zh3C?NY&r2b(XhjNxw9+UoKsT+E2kvBcYJz+i<{|V(OcV*QWH_%tw=YrQCCV*>jq}+
zn7aS6US{4S(yr$TyMdDeiXaI);<*#RRB2d<QAKPoPs*ek&GP}A^E#eyZtZ0{v2+Yo
ze~dWhi&GcWyfA-VdaXY>tta#PJ-1O2Gse1Xy)CWDYNZ}{U@`#`u3pgav8=o1=Z(8Z
zr-Vlvc}spE9UJ)U@GMfYtS>33ArS<Nuahbl{yEO!@p)2AP|lI`vq5X?8MGkI(-v>Z
zf%4L2<fSq0Q~dIA7u82nMrJ?hVZAgrqVY1N&%hp_;c^g7fv2&{$x37E)SO<&)n4>F
ze`bBvfyjceb5*fShZPM+EF2#$4+(PYi##rtnKc;YzkG1wN&Yup4x{dG6DOmHHkv3$
zO~cen_wBFfy1VkYu*91~ooxOlIUP1k!;wc27ix&pOx|nZr~5_p@6W>cp7E!#m}XR+
za~if|fE?W%z(R}C<M6WsA+ER$v~=P8v<kKro4N)D)*apd=)=P#uLTScA)gVf0Ez;-
zK%aA0D@?-iwp6ui#+&hwwgIKzt_xNr`iB0AA^8+~j=(yvgq6;VUV3o7VsHKB*6C~O
zyA6-=PLcR`4CZ=_ZJDCbkloF!4R0N72YTbLJYiuBbyiT2C#689ZpEY0KX*8tRT$8E
z`1M)J_V>E?CvPC5RnZy2F?b3Dn8C<`olA39AFmwVmGP`><VEbtOAf4W8m=>_5Mn0T
zAsiL~=NX+TLp6gq?m<?^S%UL<CW)|{+@E~<EHlUlEM|y#63hzmjJb)6=PKQ0UsPp&
zDN*EyrP)0*&B_0UAk=d7TBjJ7+qIc)SmGL$q|*KC#5PwikDm+#8RdcMN@2Xk9-%u5
zQr884U2Y<xIm!QR8tVXKB!2do<WeTtY%9;ChK8PuzW7rk_G^}}H9uoBMk!RVTLch~
zhlE04U^d5`UZ?io$Td~pzh}jcI++<u-BOkaG7-XihcoH8$i7R%ZuH9ZU%#u_v?*BU
z&eEDI`8G=LkNpXnX!KX{k&^T;DDkiI>YVdzaay4+i^uOj5$Hjp-d$vn)KQ&Z@KZj<
z>`K&@v)_g`TvO>>nZv+%pu>V9py1duu~}@__@wIfvs-S>N-`JBObT1maNX632}Sih
z!i!2{ZbSQLi1WVbZZ!IQR%F`VT*px_O2&lU!dvetC@M-4+0NJrk*1B3GuB2)um5&+
zs_5{`-fao{nf@B$_Q3B=W=1nfUfAiM2M4X!kGPL#Uug-R7rgP}O&xy*4n2~%n+yLq
zvNF=x5}SgS+mWubhntiAR<Ttp)c7|rErDsV@BqT4rQ{*=j_93<BHzxkbj-uT>mT1e
zVpYg=->K^gk1PZZAWIs_TfSymv>jPHS?NYYl-`{CiRyDDTq!F8>;b?gb_6Fj?vQB=
zKTm3|N8a2G;+vO<Pnlfnw}^R31c=@Qga8=?3>s_n`E7pq`7&GEG?zeZrUjGC0Cmp5
zGC-yEGSn2}rDz}Cv}I3p87-#SHe4xmkk%v`=guHF@ufsoQ*v>9MN7}J3$6N8V?5xj
z`>r;<)%%AD6ATZ;cDD7Sz8cw<G){W;yMm_Mo0f}x@wFGcUt&-aOevGFC1fr)LnxpZ
zK3Zd(nr_0w{b9^1zd2#+I@@?wTQc4Ru_{WZU_Ki8A2fI}c-7jX>O+(b1W)HV%pGHT
zo{>cb6@el+4|8==+qf%pe)+cPY<}*#SWGKjr)!}{31eM&E;s7fN~W{}>xr1%)RfoU
z<UFQiCe!xl;P)L-nUp;X<VxfXKzr{AS*g%56}1#5O^DdT-X|wbljV$+FRwZ@lqz*m
z?fc;?bV>k38P)I%fVFm?qZM9v2*T++U70f-vC1VSFTz#^el|S7DSdDWTgr@U&o!C;
z18s;4Fk-Ty6cV=IUUA^Bi5)vV<5d?MdsRi!><905G9es*oI8Yfx<cp!wBgVyt`h$I
z(!O#_Ft_ho&d{i&jhiXM0$LoB++Y_OR(0Y?eb~Zj;q>hEAzqP@WjCG5x$JLpQz{)o
zG3!6fDwl3w!|A-xv*Plf{Ldes7T5fc-ICIm5sY|O@om9%2x=ee?|qrJUd!Z}sn)^x
z!RJY-!u^rbOe;cxHbhu6l!_yqk^bRJEc?w~`#|cW*1hmB_TrN>C=C@6B3w<dS%lM#
zSktU|T$xX|T(?oVYg1k=xzecUXESAtMi?6SeUZC^VZoA<#vWcPST#BLpu%pi>6ufz
zuNerw%ZOu|*}q^EuzP;tnPOXhSTBnauFSs8HIVGdLfwC8;)a`5Z6JY661NG~oQ^y3
zJ@)P8sE-ASNz?n!Y6P4zCkar4|J4S&;KbU<gtFi(8Z<YTtQF6Xp3EuZ`~!z<kcb8i
zs|pTl&3E%xZYYt{$&Sv>*-@=VSr~{8w0IOSlJ-y%5I9<)?7g|fyX5cOVgu#^6}lV6
z_G~#r%QhqlFk|pO0!;4A`$<1M^tTDKa*PY{7N6ALpnt5YjTt5*18)cQ&>;5(M0MnU
z(%QlixjWx5aI1u9j8<f0l^k_MZNch{ERgit22^q};XIbb!nVKpre3RW_0GUFRI_}6
zd#6QLB1sQyyeMoA?k<=f@bs>uo9<_SadZ%yBO1DT<}=#kyYs5`=!2nSC{a<4bmE&m
z-so4RuzTB`4V6mUejQgD;&jcPFc@7;cyMrAClNHvBx_7LvtDm!hWwAqWnZ-(OrD}D
z!*BOv0@@Zui^IeSc~sve;dENq)dbe#x?d_51$bXIOx5^vIEs2CS@-+9t>K3iBrNwN
z`WGqbjYJRsilUx>Fb%>&pyR5g8$L5jYsg%*wD!Yt^9^suDXoa;-@hv0fcDcj*SU++
zCXgT*B3=a>x9#BO-X}plKP@+jr5Y(2Zr|auH*wc&<E9BPd?*TRL_CrVe#g9MIUYlg
z{kk+n?|fId87?YO$e%R<g`6L#1}YJf*|V0ryx2xc;vCCpr(ToZ>JPoCl+l4$4;qI1
z5g?%i?5yZ!lR<@c@ouNpeo08!$coMPuu|$g)^v`Nw<bbuU9D{K1|%RHLShvraH?#w
zaAzj_jhO|uk|%!bn?BsJdBPM4VFH*V@o^FJ!UmnIOFKnBpHXAYTp_q=oe)3Y5djKB
z#&^QAw9nlaE)i}KCO+@;ot;xJJ$(9d>yjPz9=%_0WwkA*f8KpWt}MO61v76&HdtkO
z?7&k|^}>>3i%S-?n0%|@ST0L@IXYDmju;DKlz3zXY6QCbNZa6-yt6kF9J;68zCYVS
zmDBq9L=c%T#N^rO&E4+3R<$K{fAY3DPcLJ~CAM}%{fVLBTpYD{f=_^`VJC~0Ro$Pb
z&)pu->i8yN5sh6vm68;pHY9TFQEx4nn6QFiscv~A;a5AVlP$0@jrK5+ks}jnkfWg{
zGm3B`e0<xL%(w0@kDRG>r8ocJvPZtZ+P&!~grEVtj^a%j8S-!-kp+>rML2jckfSzd
zYMY_jS8flLc|jHv>Frep#~m4kg)it<HQS3+-Lca{qds?T=7e+jm<kS45HNJmAi)k2
z6QGJdh!MySNy9cyI`MYa_v_OPQh%iGQp~tz>(ebvA&|{a(iWW8;3GhBUZ_Y<6D_gx
zuE~(lsk+Pgo0fT6WKEO2MvjLN1WU5=7v+z@*7W$(I71{2jw}h@ur21<*aQ1HpQz#B
zMIdrGiA-hU!1-18*1meu^k`;)&a$N)PpZAut_)HD<jR8DInFS3WLkzT_Hu(|+h9ck
z{tYWXr3{=)d4EFd^0K~YuG?G_L8ufk?t1_%vAf0NUvnQO9pS!uE#7x?X3RYyES}Q7
zai1A9rN+-Bu79KUSbci09_KtMm%}b~?AoNaD?(A^^f_iCgex7aq=>bW+|l!5+)(KT
zZs!I4Y>KNZMLIq{x=Tr_I1vH^z6dxn5N(XEH&R01DRi?agiR~_qBOO5e5>6@{)am#
z{f!BR1Y#<s=;`-Pr|DU5IXO0#IY(-3Iy(Q-Vd|9O2nf@%1QzUzJWKF7vFVkQV~no}
zZU4$HRqr`^<LH<2?WN3%v9Wb^M{Ixw0p%#=n&CsW9?a3TdMsb`V1D!Tid(VrJR4?E
zN-R!^xC6+$3Eu}veG-F<qt?hRU+!n(_Qk$!eZ#@E4qur`A&r$dTtqR}JA97&-gcxb
z_K)&;iCuJhU3&BiJM(yY2@6-aHYgUK5R#0w#xD9tT;8_r$qEV4%XyjOr;o4vSC|{U
zeZ8HFr9BpNb-1&4OL}Adx2h-;R!Q;1$DAJjiX#L5kO!KEc^*=FFn#n<*M;cU0osZ?
z=4{e%qND|U7ogGwimFC|sUVs_eTBUdDX+>EtQ!|Jt}}L2NqlcKq{mE!)OD!BDCF_U
z+n3%Fe`%|Hg;?n~z5O%eiuSloIHQ!;4gz6;<zP?wEQHq-ED<r%6OWdkHa0#YA~10{
z3g&{V38e<<f()6G#=~hDwf#r;i&NLrICrbrhl!-@SUX{UIMfZ^J<^4zaQ$OJsl-6W
zG?BgR>(6iYxF}~s=_<qq-~c8;1NZe~W%<(z7d@*nw?D5CwXMhD^li1*lwOL%@cz1F
z5gy=D=xMfd1ebEkulINOS@+u5SdZ8=?(D&$f}1F9n+Zqe8`H4o0dKu51|Ro+&1H3;
zA+X|pjVkMQaygE4mn6*t&NnI<;{fsg=%d>4>xhmkES3l|4?H<H^$b>!dYlr;Q1%#M
z@<GBWu5=)S3t1Bnk7mIIwHMud)f{;XelI(7;hoX0rYMImb*2<yh`Y151?idaCxA82
z8H(aP%DAyc>tj&Yfij*+%S5IW=@0EHCjlUm0M~*{WlKDJ5JWcAZ2=43BH&Zl9LQxf
z?H%pqKH(b`k~Q&kgd2^BP9jPxAO#R^B7{vzD(%IbVs0m1k-9%J`f96`Ssq_i^hrZ%
zQ-HNk0K$6=Pb362Ae?l}_>IOxVjRnFHD^X#h?mk0y-vxK2!{t~+PJ%dI}3d-RD2yp
zZsKyTiX!Gr6Y1>wH0JW*XOg~1P-k37<@b+F(?w|5Tk4&~n<e9}APjl~_!aM0j$Ux%
zdfJ+V`j~TK?(hEz^g;E}a5N3$P*}RB=Vg(V(DGgDYS=<MObn;YrVx&}Wehkvx|evZ
zQgk3~tfW=sq-7Pca?LuSHpOL=4((XZCw~3z>KoyYuF|1+l`D|@&{c-h10^^Rlm0$*
z?WL!aoy@e+=H#>*IYoy@mnlsXy1Ju|r^M@qKg|3UtPS3e!f3YYg=4u-cNTx+7n;QQ
zf4rs;Rh)z5XWLe@cTb)DJxI7oclE2ido~&^3+ZA;5XE(n|Id%%38xViSoU1VZtWhC
z91gdrIrWP#!}$2nO@qH-ZET@XBPyT(FFdlmVcDD3iXZaynKEa39*5c<11B@ZNv!_`
zMh0#i?3_N3Tyrh{y3c8`;rtk@MoU$WRsR9TRZ&E^cecWOqlRp?b<@Ja!`^*Z6uaD%
zQjK9lsd7TZipg0MJQ=6_qg#E3O6RTo?%49_+ud}J@~>ul{U4NZJrhwr_$F`fk-|Jp
z+vy!9q0V2dWRJf)|2HhYQOI55hxt~fmw(`E6ZN0;OQ9)o0oxb8RGGiR-1oszh0<iW
z2w%D)K=(6t{q!3xta)h9#UExdx|HqYA4^3UjJQw74>R6*<=!##xf?IMa!trp_qTuA
zI@bI*f*?`g6}nJTKWLL!2)kZvMD&46^&v(FT9RsHi?vdB{|)P=jPcmsFuvo@H|xL;
zBNjXD>819an)ClUoRUE)TG8Lw^g=A1M6x0cvcI{@%&FNv+4gT>2=9Xa4siHLFvP$9
zaUdI&ThHWin~XawV4*$QDO~%d=vL7G@4wMdf<19W;|2m}z503l%L|FeT~WD$ItgWq
z{<;x=n;iYjO3yty=aWzR<hLuG1Llsc+-lZ6*ZF^*8#yOmPe}QKmJ@zOb&qqtC<t_o
z<jUXMH+rStgw^JM{x8%*24+S6Rk!Kj7R?*`I3I6Tyd=rt_vz-*+G+puU*XrOKj-p`
zyrh;@Mb}>4uZXT*u8^dG{q-M^`M?*eG?Fk`x&GzIaq~vo;X~hC3~FCW{0;Kgj~(7W
zuwQAlM)K1YBB3isEa#6#aGd@h|Agrq)2vLY^n52*zf(S5YPB-cJ9SbZC7%7`e*G~O
z`lr2cJUh(v(z#gSyYoMNp49XDOf~oS|C-4kU-aXEoJF6`vlY$ND<6uhWk`7(JFxt}
z{$k>X%w~PHPxoWzcm|hZ?pRy?c^;vS^hfYdo=7c(ehi57{_3~UkV%${#?MCWr1?g7
zUjJIDlJp;wpkbQRx%uq$O^3hzD(jkkxA3{)m&HbZ0}=a9u*4_JMVCc#z0OoQpJT~#
zZ1<Ie>gGLv#R2OD`Nql?8`myRE*6~=@MQMpeC-FhYum+Fru<(h5E$^jqYjwdo!L95
z-+lFYrU#b<G?n&Y5%{V0A4p~fZuvB1|8<K}Z`QXV+#za`hqJe}{}-CUjjhC{atd+B
z-q|~+<?W7MXFi>HO-f7q$00*^3TDl`RV{s%(pMh_3BQPV$HgsMuCaVxM#g^-M`x4R
zXQ|)&Rs{#g{#u!^kIOK>=t5z>V)Ea?6lyI0!bJg3u{CN-RlUpPOE+AFxX{0$AUw&1
zVUoZ)j;1V{`@YMAcA{d*K|Zs)cM@h>{uPRg<ir<(8U}BLE-mhw+_Kp9IgjAcPYt|W
z=PUmMiNCH@+R6`jwrSLKi|#V$9nmzMb#gKH-*9BuHnM;tPBfhDF+AyG>VW55?oZJL
z``vZC3NO*2c>Op+Jtd@0Bt+nq3FQ?r!>@|X>QA5j@N|$lo29OEpCe6_(og8EIKa7#
zES2<9vNTNO+ckr0hCN(DKl@(qN^n1y{n-09MGtS_fkG@vVwA{?sV6V~bRzQP^4*DI
z!xbIAx3G2Dlqu9}pC6K?!F2}NkdQ?@WFc!ky4t$ZDgBq^#akLn&ZG;!A^#sAiVL+w
z&jw6P<IKgPxGg5O^SyfK&sF7DkURO497}{E5y}cWMxb92#d@&nEtgKMn_rNk9lBY+
zt@Kv7hDh;b3PhwnQg#iRkFBi-cFr&|{lTk-;%g3qEjq{Qzi<@qDw;SR87IJ}26;je
za*Z+1pX#jk`=Y%vLr5!Y*1?yQVh$P=N~;8mBhta3kR$X2#>y&Ru9|Y8@mTj*RA=n-
z%FD5Ryf>)-c9%p}VONlS!Tuu&8D)U7+~-QejB<^+kC$1g4TR`jsGJ+J_%qug>cInj
zjd0xH?aPp@7t&X0SVL>df=H2D7ivyx2BddBvRHq(Z3%-65wGI{QzE*Y(z8Ph&MdmI
zQC@ty+QJ_J#zuKH&e|PRss|8)e<#bV<ENig6jA6kVSGY5hk`Oj^J|ZN!zC=aI&wCP
z;eilN#TUtxeDr_)3H_jA>q}#crWzfX6#9ter`(b$29Ieebxf0|&jObn32hZ7!JMa|
zpF4l!@)GHt_X08k*aI)La45E`|Jy$xmP7pk_G`tyx6hu8a&Vneyx<dgL)LLLHsRku
z6o8O+!H$YOOwq2B>nT6JYiVrVN8?+sHuSGO#Xur^J=FDpxD_aA2R=IFma)XDQm*Vt
zHX7b)J}qe0lwEU@R_~+=VIjdCj5lD6KuJ4fPjRG^wQDH^sGo1&pn5SwLs;K;z#~>P
zkBJQA@4=K%nLT7}hTK9b<Qscqdv>}<S?Zc^M%H#gqn)eMmZwrWE~15i)RAD`#XJ3x
z-;a1nY*plZ!EwT8{|mcR`?r74BW%@h704o5`e~+~Ve>y-_jP*spjP#Cy=d%>>OUYv
z<sUFSx<d#MTvXgNj_p5|Y-W<Gkl9?+b+3Hs#`ngKFZurff?prBaJUmxz&~l-IhlVW
z?oAd~M`+8?!Y5yC6QZU%Qm;9z&cVxyEcq;{Ade0DH1OOv8{NWMx^0$7kF~`o1K9%%
zGE8G#!Rh7-<*3K@Sl>S&dVHqeim(Nx>sXTto$@Fx2>u-R$-zp<icl~&TpxZkpqORt
z(WS#x(jQQ)y<)gh;OJ8Z6#_);9ND>XmfP9#&tA>^KKYxEU9Fk3+V#*8{XYRH`59HZ
zgOdRvj<(p~B|EwCM?XB=i#s|m3yq73l)Ru62l~v2zn|b2CSwzRV0-eE##fk(E;J4Z
zV3%hpy*-mb5RW1OTN-Y!K$dirI(^cAf1P;a!6g;jHS9RA^G*M363?{Fgq@Sgb(SO~
zIg_XPtof?QvFTY$Y(}${yqQh{Q*b^Nia^BCz?K*2=c@~pd3|_gX&-KysVeyX_$|sd
z01IP6GWZeBd1NdVu#HcA+4~}Re4;(Xc9u41Y!$crQo~pm-MC6<)=&%wW9j~OA!U$f
zSM9N^z<jx|Wg46ul<5+Pfl-R^7eNpasG0C=F>yLsEcW9GiKk*LY4S-2*Yj!WA1ryi
z>I4%t<VYh$Bl=XaC+*+UFeycofcBVLWtW*OQM_TNnK3>P%s|*;$QpAOKCN>vVXGf{
z^6A@)z~^^460%-UJ_(p1!xYO@wt<FCYm@Y`?mAtib4}j%s!gNB$DEuh1{D;yLcd0g
zy5(43MgH?U<Lx4E&PBcAOQ>bN60~USPZY}0!Tq;{M`O~Y*Mqwwv5FHC^(WuPH>*ar
zey1#aXm-dWL!KkDz>bO4#{*s0U33(;bUWT?sW-FJWs_r~fvkvdq0syg6;zr9V-?LB
ztJS<Z5_j?B1B?Bst6SF%aWg@XEtdX(dw~5PJ)f`zS5lV9wgsH;iEfy;bL3Z!oNz=F
z14Wzwx>o}!=_r7!sJ}(3tLxF)usuH?Yubwk+gXc{dH#qi6Al^3KgFMQh~mi2sEgqe
z7Ewvd4SwOaCy@UZzdUt%@K$K>7Nd{?!nW#w9Wyr^o>H|}GuyB+XIl3&EM2N0ket##
zhtsXt4%mZv=Nq0&XDwFx?09DQrD18HM&&GK9GDa#fCZTu2;<_M8m_f<k@x%-M#d|=
ze_?9nwQ;H$^LR#QBGe3W#c*IlR-NbKa0$zY=U;5teszPzF!N|KIG6Z-r2X#P8iy^R
zzptfc-q7EklEm`u?X&T%|AIkb<wSo=;<RvWs*IV^7|grrK*Ez}Sk)}u<EQ%xn3uAo
z6`T|>t-6p`4&7-vSuEt-v7F;y*u?}i<MvFoRuJ=Zv?p}|fPl9G4~>RuBF^qmThm|C
z#e+y-haizDjpIcNTT32(4K?q$BAoZ}R6`Z1;sVlE9)cIhnmuMO8)y=BjlHqM2YI#g
zRt!A}WF@&T3}p8E`hp+_vH0^%8XxLpaCf>MT&o?k>|)xQb+<0lS3!nMA+I<ow`1O(
zyenj03Wo4+boG)o?`IQ!FEEEbo;u}l=)qA$@E2_IP>jEcyx>#OX9?n^;_pt{_P3Is
z1ZG4S_RtNnawO^x;?`(61?*t?Ymw!9+tVJ5@y|`%yXNvjqh3-@1Ua1wQ-kw}cMt$P
zR0qH|ZYkz@!PZ-us-_>{6FW^NO7=FXKu^SwsS<b|9I*|4F1in<y3}|}%#(0fomf1d
zbGq{$a#=(zW-@^mN=Qjk6)G7r(}`o+Ty}yf+5+*VDu)Z+ua*fYQ2jSFSsa6g$uH^M
zG`Iv)<Q9Kyam{syb!(`h*F*sEY=OrEOo}$p6cmrNz&tvo3{Qrth__uZNlRV(Lbd$2
zPr*bSa%6#$M7Aqg7x7(j!K5{s*z?r%t0wVJzGr?VjS`d|Mg)I>+UW~E7LZ^tv#bKH
z?G5vqUku16`W?2=IC=ZQQi=rnL@3w=iE_AamWHkJw>P`aU3i@H$g1Q8$M*A|*?*tB
zJQM}$pGku%|AzG~8~iFX3pFDnzG(9t*!axv{>1->i-!07@}N0l-mmR<I=tHuKe>5f
zYI|6rT7A;X-xEjsQ2$$7n-h`$rZ;`^71RB*m4b4%epI241f>rAZb+JhFlBe#b9*Ud
z^Iq|J!;yh=GB*#6Ipu7Z$`7TF_i#sX$wXEzoGtt_VDbWH79usvw`$l_7bgswdyJY^
zk|HZCl|<0xR1^eB!_TsU0=DIdZBu!j>-LQ6n_7I83+wFXHVOYp3qBf1)C`mo7Ve=<
zt8djP5H3`}gfDr1P2}E9y0IDbP<$vn<+#ishgq~(4+je5zS9+X<I^*OwPOZOq;&=m
z=-|RdCS*18J!XIOwL__=F4*m6iam?a(J?!dOnLgmh>}xy+BubuL%(=Pgg@-l==5%{
zy|Zp!2{*U**||D1ACkFlh#KDZ1*CS=X%`NQD|}VF8chCnwLNK_%>pSmPBq9B%$)UU
ze9=idNhB2#zC=<vqXa7KoNC%OlZy1x+69tgYmO=&F?JR;|2qsf4dUKA%xItTZYBOl
zFImRM{1O}4b2zvbS^o(n_JpZq1`V?nzF-g&BQkr(FuOze)zKA#XYc9!JB$bfB<nah
zf^)LXR{waxhq;0~0@#&yCd<(Jq}WKe4D1WJLOaNDgFS?>OE{V?P-KP_#)#_(f(H7c
zb~Y+<%67p0-S^IlztLyMGHkjvK<n;M*rO!Fhks7yAODE{L0VBsTHabt1$&w#H29%;
zVC~T$ZqfGShO>_6xxfCO|A5d|$_gq9GD=q1r2BI>=mfE3++JV3Uww%a+lK_tXbSzO
zP{^>h;Ej8*PxB=fp6C0m{%J|qhi#24D+Gr+$f#p4;Ayz6jV@3k&IRq3k<f&~YOd^k
zr#fKE)$(net62|gjShSMo;uESVHDN2fIYOOTH!QhS=ictJiKjLS!3@#!B5pajh&y!
zsd_?lHPV;@+l&`62h#+46MeB=ev(Z_YTt(HOVT)4tshK#EL9NlPZ(J+nduqD%+I`f
z_se_D{mYN!M8tG5BBG0ONr#jdqQ{_vJiL_54(+&qebxHVA+O<v<+5>peibkOwS#&T
zC&DNQ$>m0LmbzV4th*DKKG>Vn((rQHq!@}j<2Y1af(+3hE19$(Q(RaWR?Vfq^ykYF
z!P=~|(`HkA4iI+o^gTh^9&zlfAt_hEQWlGz?KHb9r~S2z?Hs|Cn=r+v#?yB&HU*&c
z%v$=NkXEWwi_8OU4%SG^?Be}Za>h5$h?T2z0ut)TkQ|eorryousjros=EbQ-#15PO
zI3`?@N5*cWeFR!QsK+Yw;$v3ocmC80_F68Mez4Z~^y}zN341sWQI8LRi29)L|EP{Q
zL57C0eV1DNe5O+8N8$7L>gEsAmhHA9C22&5ewt7O6?LTU>at8u;E$H(im%xfXU#Wn
zknJ#O{zDL4O2tEua5EiJ5Fm)8d$ao3@T|1~>Zh;usN8<K?sf>px&ea!InLRT+(VR0
zz+vyARwOB|Uz{5l^;1SVP1zu=u5ysEZAexkRs+3P-JoeB)NzH#YETbYL{4LeQtWFV
zI-5Qm-0Lfy`10C%3di`s#1;U|#nKno1hGI)Bf(lj_bIns7Ax@VZ8&ZE<{-u7JW*yA
z^!x%12{%LHws<RSaDMZb?eJyAmmd5i;1hDvVM`xrv-H9daQHy<B@48W^7WnSRfP*1
zv2`BJHUljgzVU)QW2E+sFvM4)E~YDPXT&U`>nuGZFIhKQ3G&7+d^}BU<FqG?1rZR&
zI_TOq&v1l_ext#;z~W=B50;0&Nth+-@(&o&WU14ztoFLro+_F7EbmJ$LA@?PS1u}S
zhcPvxH6!{`$RUhOWS(wX>)+0N_IbrA=coDeF2+vpnnUVv2n8xHwHl`DkMmPITLl#?
z|HQ@Z?~Q+{DFh8!uN067FA)sPWlWL@O+{uATT*E?Gb3I;i8Cd`Gd6VECbfIR+JOuh
z;($cnI<!}FCT!7Pr7p_uj;q^U*Uvl3>$Yg^QGq}!27+;#s1J?tg?LU4R@T_4;v1O#
zp^-P+!AEe#zXIH>AZZ+K2u)H}7CS!L{7QfELaSAu69vRVt}k@yc#`(-D5OLCN?KvZ
zD>{!3>spw~O7yg)scLUs{cY*L)7c00ax**Lxqs9$T(&jJeBQt#p%uJyTB(1B1Y_jm
zA&Ou)`obr|<9*Rq+saxhV>*|rckQ0T+S~tm{i(MO%R*Bo_fn6ZC(7R?Yk}Y(2ht1-
zcZ}>ctAuT6Dq1Q&UXu`)X<J*-H#+0gTXXW_d&?_;EqtFn1k$*Gx(>GRRktmkUP&x$
zSZK+m!)|k!hn2;jq=m-P9}aX~QIIBNym90`-;&(;Vd~4$RGZV=&T$14A0`7$@JJbY
zcr>H^Yu<(#or-VcUi8kB)H_x5s`uqFc~fF95JDPvIN<?3DA}#F^=WYNbXKE;xU$Nh
z)nk{Jdk(E82jfeH-NKC-aAC=yMwEC0&moZv&UvMGbM0xR*#UZU+K#F=@psGQlVTeE
zJ}^JqP~DM|cV%RiAQ@XlUPTrQ3c0Oy^u(|w+n`Wiz~}F@QAzpDf6f7yFPW24BiA{0
z#@*tc(LGf;B%n#_(>)oJ(LX@wv!e=k;D!LQm@9k!kM)&&Nh9{xG|nj(9nAi`X44-C
zJXyuc-4~N^PtLp=uup13ar@4hqMMYOul8~NF&2LaA+ZG>0HA}#^B%*lcuoE)x^ahx
zc|>LE6d_^q$))cEO3On<<A@Yn8WwTK-sj-OIUUw39wg_A(TcTcQi^{Np}MZaF{HZk
zja@sS{Oze>rf1CUev8(fGM8maNOuaI&_4twbk@O5vEbpk)u*CtFDbO1+8ObnWT(Nl
zN!@=Cq|$}qtHDDBfu+)N&GU8)=B9i9%3TsBe$7?v(@i!K<7flxafS#i)WZl=60D=;
zK?2RSurKMFZe2j`klOhjB_-5YR4tTfjUb6T)#XuEt{->Ax3U!xoGU&^9<H1d(Wx8$
zx^Dsiuhv6F*pcF%j^x>-n^wgo+jgjDxkWFGYwsXsFscv@U5fy%e;+yl*p4tgi8IIj
zFT9r?dlGis`1n{W+g^$e6aj$nUKDu=AJQFO<$hi7a5Y!8-kHblDxEpUr*^cln>3=}
zP2%agn}QtHdR=|ih0c*9a$l7SN7>G;?K|N|TB-1%DD{bQonTi3f0;}wS@3f0iQ1|A
z{MNI-U#@VNn1e6zh&qs2NmQ2|T*?A-(51H)r<N+Z{_0eGHE&^Hx%i!BE~L2v0TF8>
zBM>1(6+A82&s7F7^=C#mu56msFgs`a96>E^(rN(X?NL-8@FLRsN4~v^1?_fK^$&8r
zoo3Hlr<qw>|ITS4eQrdq6!GWyoS<>pe1&pdnfqHplRKIZpYq=?QCUeN_Xud99imJx
z1V9!u=rLvKDelh?Ue#vGS$~huzi?oHPJv;}qnG{0rm0`gDOCNIA#-!juF79m-QQL6
zl6FR*fZKymh%B*3G8oG@v!iONQ*MW}Z>Z1vsDHslZ+AQS_mF@}ig*zCOjz`2*p`UF
z1z|PgOVhXgzO&0UQPtdG1Npk5uGM63Y)cfk1U3~aP4Rqi%rCFPb5rZt#7`C3Y|Hk)
zuJ@WG0w5}R9Ha(R*3O2V+e~)PdiCw+SDyNQ-m7)_(|zw4gK@s$0^$1Eo+Z|i@dH*y
z2|5Di9a7JF%oPtZhQUsvBA}492c>Rt!4_%MwMV8-eVKA@Kp{({v+VKQ<e1C-q-_LE
z{vRC^-z5s#9(n5hwoGbpS(w9unnOR<lru<B!^ym6!dIfPrC^=;*EGGe4%|)e@)v02
zIL-gS1c4%^5Znkh5-4lohRWgMWjPmYaoIT>kv#HxlHz09GJd%rulMA;;}6m$^e+OH
zok(D@hY&U!?6A&Zv*yp)f;ZJ2(#^M~{x(P}AXPpz9;slUt|9L_ihw2N<!MkAu=~EU
z%=X@Po`z1ln$KPDFA(zr2)z~^c^z=3r+_tAMf<Lki~QP?xp~p5#=UiF{ZIYr7)WtI
z-C@vq!V?j2`3pK|V5Kf{9EXd}KVMb9@f+_JN2!Lj97BJg>}`owlXQ(p&Q}TByH&Zk
z?6;Sm*)z*4-n|jRStg34t^qSdBjG_M0tbMjgVCPwwct}##5fFA+8yiczdcr9>TRgA
zr{iv2H2EMPFvtW*kcZ<)>>?Fgjy)2Xv6toZHNKZR<$Ka|M>_qBSXk(DWrEQss-T1w
z&KwkTezd%EeT&_>@fjyCr;FVsITw)f#7*<4XBD0fi<gOo+BQ%i4xDf-icyQd-9Oi&
zo#R>F98x{Kc1<3sMbMEXBc@+wNoOk=Ys~QI4NKwb5E+43HJQ4Ky9;)QCM>2;lORa~
zsR(X@c_=`PG>wh(cg2${ug9^?p1&iUmxl3R%_J5T;zRZjC^w2H(-LipGAx(AsC)Ez
z-KVemhIdM86a2M#M@Rtr;J{;Dh<d5uTywW0kC$Iwy6-&~L09*rt%Ir;K9%q#&4^<H
zK|(fgPh=h>)HfCBCC~3SXdcLRKe@X<{9xDZ{l}Syll5`QlS~+sF+UxnN|AFe7f;+d
st9D?N-)+&9Ga5`J&;=%pb(jgy!-KEh_XzFKU!X1iJRohS<g@($2T!%EP5=M^

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/cfe8a9e7b5f8d2ef0751cb6d08c2b55e56a9d78d.tree
new file mode 100644
index 0000000000000000000000000000000000000000..d11504193b9c269228ece7326d6cc07384098b90
GIT binary patch
literal 389
zcmXpsFfcPQQE&_i3G#Fb4e|8%)5}d^c>j3K)-;!%bz2rYC`WH)GHK}lu3-pK84%>}
z?*>v6v;W9nraLdy4qr0;7&7~|g6X{l9SAjHo-VFIdRfK!c??{C4c;;;=xsZf<fePR
z`=pq^HA^T|VUVk%i?1ulv`H7PKUKc{lP7(<itm#XHOGB;trMY&g8f5-oLz$<hTSc<
ztXV4g;b8d8EkC(DW_`Z4=rli6U5I0_H$>43-32Z&IS*D<Fj<(r2&`ZYDl3VEDhhKA
z@^p)YD9dY>{m-1g<JrpGD=b-l$M%X`I|5S{?iu3e8Vt2lGA(}I8YPSCoTYtC(_SZt
zJ(t#&f*Kd@ALIfyOfS8P;j^H$`->^lZuKm9=ep_1ricT{zI{-2WvNA(X_a~fl?>ao
XzRYQF^SWtVZ<(?wFnX!&i&%dEp@fwB

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/d9ac10b091c7946584b80f8e6066e556199940e9.tree
new file mode 100644
index 0000000000000000000000000000000000000000..1b5a717d0afd657df19efb85b27e13d99ce1924c
GIT binary patch
literal 219673
zcma%kc_5Ts`~O{vBBg|o5?aWVb&Mp^hLj>p*&4Gjj2X?0tyJ15X;BnfP*U1ZDT+#>
zB+8O3?UokHLmP_vopUcUL-l@t?;p?GANOajvs~v|KG$^)eLX$0k&*fwAC`bB5b#*u
zK>`LJ$%$Ya$1rF8F7fv3c=t=&*zj8$$4C$SPo1hyF{Y6CK{OhJ&*$<;Odd6WL87r)
z0p5J%%IFmpkAJV-y+u9Z$p;Ch+qN+6$2iP@#2}M6EDnRj;qn5gY!Z{r<?;~c`iX`5
z$Cv7zswJOMS$SbktK}{|A%aN_V6nqU-Xu1c7Q{zlB_2AF$Hq<=(_ZDv8@5et`Qw7_
zq2JOOG%lS1h6R6}kF@Z#>=*9ec0sROx%i<UC-v5Gt6UsnNTM5)27Qh=s%Oet>~xy>
zUgzZq$;XVd?JBc8@vn_YG;TmZ5LhEPXKoOW#N)CVBtC;dC(&u%Ol0!4#^=!!=2mo^
z3RT&*PRaa%)h?b8OK0%}VWbc)&z~Pir7=hWEDkFmC;)L@`rp;iQ@3yAz3D{CYn!&;
znfFBm;xmF791@MnW|MeSIt%;*{6EJZF=J=lJ?bv8bjygBZ^-qEHhpGN#NHT_s7xkY
zV=A4_1N$Qs<dv$Hzpixkl?v+oBU95}-gz4BT#S#-7|e|07vw_~Fi6I<Fd9B9x}iRq
zNkK>-O_t|bB4@aldmf#5Wc1T}VjSr&Kq@DU#AEod_yPu4^=-*Nn^r8FSgQ4I?2Ioj
zd^Wdbblnny7%U%O0m+*s08``fSPULwQ<|jRJ;s+atkWX*lR0To&+N7={Bsi$Re#7P
zO-(;UHjke0*0nA(AXWdllHsjcOT@qCa5-$S1XLcFS6~>fW?OCqZ)=)+-OQ!d?rcBR
zrg^L6LlbdOU=W8U2;wnF+&}@kGmf2G5Ah?1-|Z!-dxZOaEIntnBozlxNL;YOfm9Zu
z{Fo-^9xm(h_Ppu&>)DyQfzfLy4P#pDg@{0XeFNb<_%t4a!9g~huC$+IHB7)*z3f<0
z9qHTGd2bsA1DI3}7e8Q_jK-wo9k-Y-%9ILwWoO66G`I|08YYDBSpk7;MyOB>2ATh%
z$aU}8;oQ=PS;NkMG3X{w+A|%8cr(~6D%7wrHY1D_zyPP8M&g52V<0y3!u+Ox7;ZId
z?5?_!ai65yYRB%vQDB{bCVF$}U~S<h1_`)KCc^c9vsiNYl8}ajzZR6t?VL@zIO+8u
z0FA*B@ECd|J~%tz1W<$MECF&MnZ}<vv1O!rMAMhIp;xxWyeUr^gxV0q;DwP`9453G
z0v4A81P5{Ge55k9*5$Uwx6+<(=Xwk8?2SuVyOK~bIu-0;FtABf4voQPV=zqK{`{57
zBVS}AcN8^jyi^pQEjC;E1(zp8`SQ3NE}QFv9yo8Rfac5M_#kr}j#RLxjO#a8bU;0a
z?J~;ey@cWrBzl4vq3{d<!HBL`P4}~!l@|){hF26<>6=_IwJaNo;IZgna()aN7%&T1
z2yB!E&kVobRC#HBKlX=BLui;>Ylq(4AxM7)kHcVttq$PARY97|w_fzKY?nN-fEwbq
za%JtIO(s)^Km=44n*=ujoC?I`;JU<o$%cqGPtIs)o6pcz9UZrL$oC;E0SB589zzhs
zVIYwsCHExTF1j*sx#>eJlehWO+Xz(x0k#rda9})u1_7M~7KH;Q1x#fymCd4~TYymJ
z*p`)PXe6$Pe|ElTI!6%qJ*4&j{sm;#!{~TBa>XR_J#~qU2~jghZ6DNxFx1Eah2^1k
z8JOrmE*}gAtjME?Bl|8CnLk_q?d#6nlQQ)#eq}!=U;!*XAL<eqCSO412*5h>Si#sR
zuNzsrHe@`Ps<c?I>Ts<sYv=s+-Z&03t=`;FuxG)*&H*F9W6)Uer;vN~)2y@~EGgnC
zebZ__&Rn>Vr7>y{4AXxS74@6QzUdchm$ce@e*GNTGgry8G&B0c>Or3awH2_yIr&r4
z!pO0wZV$|kx%l?B-@>A&8{e15C=Y@LutI@TLVc8g%JX3e_^6vQCL2<a6Pq>kDC437
zJRP{hiZ?!Y@0%`HfP;O2Zjkg$NML3xCWGUHf+!SZ-!A$Q)!k;?iqo&#kY|1gKA9{Q
z0r3GgANq|z;BUYwAql8~Ab5x#e)&p7ypiIlPnt{tX?xhPWpxj51n^}{7K076o({x8
zmFLrZgLuf>MQyJ$TcZ=4kkaKDSN30>QPlZ)D1>iF;`?%WAUqL}cq|_l(7G^0=H0ET
z#+zPSx~=<|oa)?ci|l2t1Q7Tl4%k#U6<_EN7@;&@D#wR`xC<VHn|ml2tzd8d8M$fR
z{qoDxHx2;-?O-zk0;mXejkcRpT>jauYx=I8p4_lN?RMo0{97;q8Y>WLUKk1U@ZMY=
zj~fE*h5F|?2V;M~R=!o&le?#U#k|u~)EoZ-V>37~S^-X%$_WZYXy#3yZA&j1-D~aC
zi_Du_r1!{vg9wGX1AdS<7DHgRf-QJ>T;L%yr?WVhk+-0Dl*XIP>LCaL3#dZ?3#vO`
z0NfCaSqu!Q41K1lF+%PLeLL;4{nS$x>NOiaG22eprS^#Mfm}MU_545<h}lT&K%sY>
zAFO)OcwU72bjRN>e!KDN8V;_`$5Da4RB$lBxn$9UfDINqk@AxJPDa)qO!_Eyv_^kQ
z&8`Nyu@yLo2f_g!6)a;QE0`<5bV3-r^pEd9JlXQ;(TNo2S4-YF6qSD8!zFOQI17NG
zfu0-2mPqJhPDhmW+pnLFYnUp;H{_Z*O&%}yE$|8krY5Ffcr*qpP=NR@-TTqs>!Qz8
za%TJhPg_N+|H*$tKd0yc3`Jjv8Dn*H%1HOSYrL&<6=gP4-8MwVYU3C_m;@<^4gc#4
z)*5P_ft~?bUr*l<$taz?h{qazra-#;2+Osr;b8IY$pkDc0C&E=VZfBpg1i}o6Gy)L
z=fo`fwXNH$SF@`!S1U))_2y3@j6*~10|(VWFefgD#sV%KwSQx0*Sbx<?DJy5>P11l
zk_V3Ne?BP+2MX9!J_swgK!1VmQ3C^k)kZ;lMB{Y&vJCsy1Q+!Y?j5xGn+mN$=MX4v
z05I+#Mi4Xa$c6el^-RhddXMTAbE!z5Zs&VD2s;KHJP8D^G%h&qOe#3EFdjqdC{K@a
z-X6_6a)2^(4Jo49miur&E&)Xl<D!`A0dGYQ<g$QSf+}lbh}f0Xj=3<r^>@s`^_YH@
zWd^AmC)J2!eHm=9ej*r)1HxutkR&9ZFAbme^W5GYd%o}eV4rR1s=G!U=MUC^ibaa3
zD6$D+d2M@g`@9<q|I>D@7O)-9ALgnq6Ni9|1e^>I{E%?N?h{1i(UC2NvVJtS^|xsn
zcB+@}$GNn#rVkLXP`Ech$HDRCkoc@n5)8J%lEP>exs+0O!A7xSZp`HH+i#a&`DJ}Q
z?&Cj!Og7aAxwEikg#Xk6>bfw?_a+YhTO;f3rr`)+!l^#s&_e-S0lII#SlBJ*j@8Py
zP?-Z9m8So?g4cPT;ppcscmBWdi0g92*^%8DW_Mf5e2?*L-r1Z}AV47SArWCT9b`w~
z9K%!$55TJ*S{HvdsLY!DvE^Wv^U6lvFXwrfG;ae^0MJJU-3NRN!aQ^b49R+?21cfI
z<b=6#m~XI#aai?I>kpY0v1Yc+mqHv+#y~0$xDf^hr-9fI7=1=46-L5{!BXw0u^)NI
z?vCo2er(qPf&5}82OLXf!{88GA#@9v0z~Pg>5&OfwdNfTGcn&fF~!_2k9~j0=X3^$
z-GSi%)({->U<MoM%U%5?G3ZsE$vxWjDdSZJq8{ntiIq1Y12x+~FVPqlMuuDD{Sv%h
z#{JAH%aSd~KX%ddJ!k9?K|a(V5TXD*VSq@34I^^>{Bzs)O>n)fwtkCDlEW(Jhqa-&
zW(fsxg4k^6QoTWz$S3KO4Uv=48VMm|I6luiOs;=bQC2Uj?8Og^H<b_e%ZC~$G_xO$
z%%A&%Q_=CgYFfsGZM`8a>^MC6MT1~c2#YT8g;o$QGLkU=<?Rp8YWKXk{&R|LOKo_&
zD)kvL2M{ttkHZas5rx1P_yS*G1CUoYR*owBDZ8@ud1vCCMrxjPwMxKX2<q7A;6N~;
z?L?SbXG^DR%<-ALQRm{Nh3ZzNrR%TY02(lm9O!3;sM(YJV80CucfQtI+^XKyFL7V@
z-F`D10^$WQcxW5p!6gDzWJA`QHy&lTP0|9RQ}QkxT$%8bwEk}hCX8_L<VA!Is~+!J
zUApL0hpt<L^R%mnl!FgE{3{wV23Qm#3|;n3G4RdI8J76qf}T?1PQxE1-nEDRhDGPd
z^#;x*2pv9pK#cVertRWohjh|^FV)*%-u2$<M@E)p9)ZVL8G_wlgYXRG*%Fy&VqMin
z<^1PfwQJ(etcJrY^pgkx2U;fZ8CV%$sj=ANo1w?AS-qPB>Ks<gieIyF`m)Ls_+j^E
zVc%mBF_HLVxf$ZgAsg+~U6s!`*t;%}J=sZVL4o=pF(3-#QEA|y0&NPQ0wWFn1vC+9
z-Aze3tdqW0CfvBEry+ag>24D|WXI(R*PRqXW&0y%o;|!c_3%xf%sEk-MgQ@<=(PcO
zHjIBy2T>xlLc$r*_%C-aG`Ub|TNC?zjlD%OKi}AD(9jql=mS~{7X$bm;ES<<k#}>I
zr^GyF;o<62><ukG-rK#_-W!DTVH@BF1abo)*kXaukvv={(qKVe@zgoociat+9?ji!
zL1hpskjI6&AFw8Tuq1&n-9nzre;;uv`0ZrYJLdlTrWV=XB5vY@3qC0<v;sQJ2=xV4
z0%l%F*;u852c%Owhn+7JTupoT{Oe2dwn386C>tLaNE=yTl4#l@U*y^JtW(bS=SK6m
zC){@1B*&&LgMooyfWqX8%|K&|uFx6@9oKiy4vb&quT>wpX3^?PgU1MTl|c;vUY{lK
zWd^a)iCw;0V61(2&iv&!WPCs0_qmPOz4$&zl+aRu6akzy5V8Zs;3K-WGUuyP%kMl_
zJ3^k_bkzPt^IAN$^%h!xj3%H_0l5Z~0?Yde=Vw3EzSz?nP-tDAE^~XdJsvbc+KJ%C
z1R)?*2P%lMR=A%Uaq(q^V$sBW-4pAFXN<MX8+qFC7ct7AP(F;f=p-%=9<IIf9xSeO
z@^GY%IeT>6L3-h^=GcBQAa+tfj)kYHaKoXE>tuAYx5|vq%yQhNbamv80u!0ocYnaJ
zj1EiYU<3x78)^h7`V=~#9+MAvywi88Y1-Z+(9v5U%erhcT}$*EC}D!e)?hUWa^lVH
z-8R7niI#g+DVwgepJ#l~$q`yTaAJ%w!wL;CDu_lkB74)2B`!-0;%^vOC|#d%a#Z2W
zRBK)bVZq@!!{|H`Hv~))tTLWuBRkv|-nG}e>gh5}Y5C)Q>a~aE&bEt&ho(Lx;Eh>;
zsuAu6A1PnFE`=)B{(5)8s%G2y?^6w)4tq2d#R!F=HnD@qr;?dx7F9i+=bD;WZc!f}
zdL^p{&t*`y5$0H894t&tAbkL{_qOnRW~U!%_-aNkC|8`gp!a^L7oK+skwJkt6DMYg
zk*n`DZ&#}3+g$b<5xeZ1PW-wQrR!pY1QLLq6D|y3Qh*DB_66BcRqEt8-fT^MTYu}X
zR8QBZS@(|r2?X|m4sAXpvp}>C7-u%nH07Y2$5M~4y<{J6a5y+S=|7)<13`na;Ftmj
z>`kTlg9sV~_$(yy+d-tfqv_qn4PHr+&nC1v&5FR&QFMZ$r2v!$7tqcyIzq^yIY+e)
zrX@Un(yS)cWClX07YuPhfL&#yUQs~x2C?l%Ft&ntrXMLepSGXpk;K2ZcD*f~Ejt7P
z5@uh7Id1=ax!qr?<<7rsujEIymvC<T4f&2A6c`AyecTsu7>}o4e7))Ag}lXA(~Q54
z`ZVv6oEQL$q)|`ljkC(!lMAJpo73*a-*0`^E%iy=VWsv95rVEy#v*rMNKq;mrWpE6
ziZ@dBc){JO{o|j%Gbng}k}-J=Q}dJ1r9-BOO$~#ABd+XXd-{8S{Fz&ISIST1?6&&g
zd7e^ZJ)H<u!RY`%)OeC`XUxlPw>bK<@qWhbD_*P4jBGq1(~l?aa7XB12YJwq0Q*h@
zJ4qLs!+XP%u2Mb~PD~C|rcJu=NLQ=hQ|O8Sj)f-`bQaYIjdb9=$Od{eDq@?Ey?vz#
z?V56G(5-7PHjON>dLSvbAS@8H@zBtSsB<8OZM*9ZsXnb*&R{RiemQ;5bNX*ZaRe-C
zP=koPhB$|Oq{4Guo~Hfon3t!Yy#6d>YV;|4teAGw!(cUo1SW_E5g_%XvcvcSL~ah<
zjntuEczDc|^i%uhtMC>aG!aPy1P&+#iIyAYUdSlj+QmPkoM((*@P3nEL~Y-hXm2q?
z59sXxlD?4<68PlI<EouXF*@h0KHqaJzau@fa=6$p6Imt}GzmZs&PP_R`(Q>xj?FuI
zT`~D-|B*Gjzg@lb7YG~FXm}*=AdtKW_{fg>-3ii?%fPyBkJ;It9}+aJutN+K3W#Bp
zcZ4wl4=56Jrl@_@H$jYecdHuZCvt{;SKII3R33AkoLDNt5}p*eMh;AOa36+j9j{n2
zrnc_Jp}n2!Z`sOs_IX6siKEc^nJCPlvV9odz+|Gzu7_|Ec3*b*REmtBUYk>Fd{Ux|
zEUh7i2G-vfH+qCVLb6oc0D79u%9CmOM3J5_Z`76C@jE>)O(c>Apv6q|7XUYl1>M;C
zqM0u&YQaJ1(M>573YCnkBtP2`wU0g_a%^vQh;+2?j&r#<X9$l2K5O7<vB1+Cg#D0g
z2}H)dPpqu>rX=S-OO^;z=a0PWXEITI3cz&2qL~p?H*lV)Y(BDao$LE;>nl$=ZyFJ&
zeK=<2`sPhMaR_8jMdlW46toX~<jKyt$Z*DgH&VI=LLYDQ-Xp!IXZBE7AV@1gE*c70
zXh2CJH%qT($lO~p@WEhYyZm1EWofJJVr~ViA`;=pkX1s9H|P=>8k-n0^bHuuRJDF>
z(|2R%8?c)5&+Zs$|H^o0v)BNHHAz7T7nn2wJYRg|>zHRvvtJk~+4XpwY^b%<dUJau
z&SRkKiWhIu;Q})Q;seAYV}E%3va=S+ol^7PtBvSoM(g3c0)}8<tRAd1K@-h}6}-+m
zy)l~pV?&Hzo~(Bp-nr!3*mxpSgS!XvQji+}jVBqPM<1(9-BQ{w^(`mf(kOVuyGo~K
zva!uDB83DXJX8XEK~Ui!)rZ+FIQM+SH$-E-bKdqmhi<pKPM0k7K7P@>C0Yv~wjqdh
z;XV=sIN(`*1it!uNZa==-nExqY8^`w)~ub8oa?>Fj^H7n&_96aNueOuLM*L|BmByJ
zAO5m>n7^s9lTkZKB+r)uv;;7U&=vqXh!1Mjo<~;byi%!*UwQqc$CxU1(VN${<zfJo
zs4_CqBSC^11n@If|N8Ni<bLj$R9%AS6w`3`@H2Q}3NAXvYr)R}w@l}Tkbs`i&_Dt^
z$wo+xv3cQ-$kTb<J>PYL@4v9?ew~sjCJtmkU@<^C1i5p_#i34E@r|70zR#=soyKXf
z=jLz!Y`kxzm_xuAddPCYz?>mmN|fnFG%EGi&+#ypi2u5KYedQf0p+vdNRdDm2OXif
zxkeXKABjz+-CQ+#(uU#sr8O6u7^O$w*!hZZeukow3N|%;#Bxj4#*^<;vlTQJCsH1V
zOo%a86FWqHC_jj?@9>-=(hn|~L|!}GS-!vhWv0_|rF5OgsUiV*-3)|az$$?93ckG!
z8`=||RhBOFYPBWNWT$T0(7r&-`miB4MHG9XHNgrhOoq1s@_f;EWR7NCUA64IA3qi~
zZ@FOm!$u?y4Uf<=w6I2nrj;P|05LMMslk_f^|M@#od?Y#qq0WdrAAFGL}7!ChG7PX
zvbZ6jC<C&EB`UklEX<rZvSPc}iQ=$!)t?F_79wflDi4+(&uhfvT+R%m_^FCbU3!{d
zE-h2lpRG)NDCP)pJeVP$D5K%o1`?RO)#SvwjIbk?R9UG7GIg?23}F%`z|R^+5DA?P
zAK~w>2>4R^VD|)@jvqC#j@nu8$KXXqsMK6YHVByjye2Lia3sZV1x;;NYv^!|?t>!)
zJM5;5CI}&b_W^_^I5r?_7S2&*E%nJXQzJ6cG5l<3--Ns~Q(vhbk$+-ptyJ%g_kEzE
z#r^N#)&<Re6V;df)4W$S-aX(F=U*?s=!=-&|HE<X86kUREnQES&MZ9gz(#kpf#mC$
zo);XkA@c;jTr3hp!%Uo#;UkK5Uv4Z*KbqySr)5UeEQb;Ax$+Vs80Z%O6$c|j6JU~z
z$VMc1_VH2z1!2E9yvVTenuh-K`BJgNXWdWkJA#w$aB@Hl$Vt&03@`?;EQgHW9(FfJ
ztJ)!{F6VP%@8Kw|h5Lm}6AIt~>mbY%VMPzI$__cICS`r?ch)G0n{xe~=Z+;Si46~&
zGyuW*b{xq9VN>6o;o3hJ-Sx=kTS@-z*u~Z@ke)9NLoIj^hlLWoxN$}vksI9I%$ZKM
zWz(jFKDJ&|ZM}HRAdr9stPrYRCc+XF`)g9#@-d6Pw@mPv^K`NLDBYL|r^G;L9Vw6t
z_;sQMB!8hvTBAmvNu`29bXhoa-uYHi&JX~Y5)(uwFmXcSxz<yHChRWBb~<mF^&?XC
zVfQAn$O?1x(1Y_CpqT~sBp?sV%tk$;jPT{vG*8y~q)e8oiS!o}0OJU_Xg&-;j0#{K
z02Vcn5|gqJkA=^=7f86MTKJiEp3eMeFOK3eSs>d-bq8bR#@4t$-PB+cxXFHE9YQe*
zjasxq%xZ6-;O1I*Hefh_HW6XA&Xh_wF+vJ=zAqb?W3ODTpz5a^g;;8Kv=hWIP@xT=
zmI1<tKST7#cN$fhpPGvHQ#A@Mx!-?e=fV~X_kg~F&M>UM15*D;Fsa7e*Sj);YhjZd
z)s;LxrM_#HXm04|&<+D@1M)l`1J=wCD=&+{i&958zv2$PAK4U>S{|cOB!(ekNoa=A
z@(XS_?v8tQ=EXO^-ksU<a~(gr)ZJG+bx#b&0NoE9u=oNlNH(Cog2%$`vqBLgd5x|b
z?c?Vp@*Ugz3z%X~S1i>4HVxec9>Y6`1(@ud3$JFh+jmGF3hxas`=R_n(8?+l7ZwDV
zX?-ITWRF&X?E~irO0*MGwBP@JuB&soG+g|<V6=C@5LB8$<bXL9JwxPt(87IzFIL*h
z#`gK<94w#qcHrq<F%;T%hOtL@;(<&lD}Iphc7FdX$>PSQG}#-qd&UkEM})vS95)0_
z>Yw+9Y>i((@uPo9{O~c1Sz050UB?^lpz#3JYoKdbF+b2Zj1QY&5YrcXcB>Q@llLuY
zJ<z{gU1PlW&dY;;p2r1UgG9&%y82vrarY$im7}j+n>6cbM2SYv`(C~X0Sft0DRDjv
z3z*Q;U`RIB(?@iSV-|m3({@(V_DsOhD^>eWcP<hmRrnx}2HY_W(E<O!hldK)2_*OY
zw<ny?iAlM=J2N94yT48S;v{Ae_>2Hp05H%8bRC>1JPZ^j#S}?iv;4dE!-CjyZqrM@
z|K1OC9p5SzIYF8Z$Py}bKp+V3FnM2#{InhEwyG9A_a<8!E*QV;(Q;$4IpRA+)PYf>
zD&h6kVCu0YD`QVk?%$QMv$`^Diukf%CkHDJ!raIJ*(QC=YEILDmgey4c#ZGB-7a6B
zb5l$P4gehipavEs$|m&@yDga;Ba#!mCXtVphRof;G*8%BAO-{#NF%Y#9V;!sjO9hj
zoA;9kz85~LUo_^Ei_h4@ALj>(;RK+ph<SV5*#k=nPf}mAd5D}2!^mcx>lw3ij0tx)
ztvM+U<I?=W`KAT&c(64Jr*y0`l-IQ^b#G3pc$awMcv|e;tWFmZNJtNeLIlxXALHh9
z|71QWo+!gPV;CB|B<iMPx)>CVR{`?|$tlcbgAM_3{1My#LMo1BeD1sc;l(t2=C$+l
z4ce$faYDn1MqRjVcceV;-aB=(8)wna%Vx`TDb5w{6=FchBm*^Jf?b2o15F=6?<x%L
zg^eWkisu<4-DKq?rCqD7hdt1l+BI*}|M-bP*&!d<zP(9yzY8~SRbqXwspWO+wR@3m
z;%Hcu2j>Bn{)C<!x%nO0EwTJu7spy}GevvOevN}w-hTlJ5Bkcery#(ZY)=cUwVLlf
zv7YbJDwY|ejs!h)fU*JGgWM!F22>?=elL-WPzb+r#XWE>NzCSkfTACCT!4fG#|>x>
zRFnr6b0rkBlODZ%6%_K>Y8t1=P>C)Y5vEjF-zyQ0AlVaxw@5BFlltcUZEk)JJAY4Z
zZl4GONJn9dB(eI2p+?BT#O2Zfi!OQA9&s!zr0h(gdR2`6-zX!1iU?fpk~BhQ32*pb
zog#&kA0OM!u=?L90ha`mKce&X9WvqJ6t8M-+9ZbHi(%ZQ<A*jm{Lddi%KaX`y}2*9
z)?>pXpDQiZGmf9uzbZuN;T9e(k8P1(HucT8pQoiyZeFib{zg|?B6o-IO9KN#Be3zH
zDU&aNrwxl0l*6_Ubl1;q(_LnA;6RD;g3+>w+h7Qc3_x-RyNU=Kf{a`h{=vVjMn5uP
zU(vkTcR2@0%d7{ZFd4#v4YHy=L0++=KGpqQ%gtqXl3q{eS#=8$#uQVbN&?~v@6P0r
zjZIN2tY?h)&T8^0jc|^rj~cTj#>c1GFnz2jt$}b*PzGuQY<^%MiRcG0H9#KpEoHA7
zC9yb6-K5RgZA{umj_>C|Vworj0DF32w;zuS+8JRag}GXNGLo*nM~~BAtGVU_>#L!1
zqJl>951+w5fD$A`Q?PbQgX{PkN3INP3}I(CB?tX9ye~S0aGX9HS%E+sKy(;}n4fe!
zdGmMwXAMrfQ-EULq=~9sq6iv(EX<UE|Az@CQe0;FW8|>QdoGkPwvMiNP?GXkTXxWB
zfC*&<5*-!cBgZb;^VM*c{GA)LI|nQDqwFFEj~(}2gmQ`(j=-9){g@`G)J?qmK4DH}
z*XRsog}q002MGffjm7b1@O(f_jIoq@WMr?A%-(9FQ<r6Vp8Fi1j#bEe7~(YuB_7YA
zd>`_C*4OZ0)3_Jm%*w#V&X1Q5UF;C~2DlD`UCHf75u+zB?ej17cvm`V+v<WR3+q}2
zNx<^}j0wSZ(!>B!K2aL-=77wMVe5iU?+u>5<Z$O&!i|Gg9e=!~4CKOi4?l9l<b40{
zPcxeK#5{|#topv@=J}C_aXAoR2s*g9{v-zI=L6MQSOn#Petn8vn2wp&`{z^@+R|jp
zS1E@oyI&0g;cJctwBo&QVMh((+q;`}m!;>CO;25&+;07fST`um2v~27+yr416W$O2
z!4V6zRX0^B?Rs~ib<LQvv%zsjRZX8MrZKocE-<fPW9TeC%7Ng$x=_6l4bSkiDkar3
z^jHgzdRlF4e{RVo5^o%Z7ZG7=3ZT*Z3UcfZmK0lly!7M&-*xQv8=5qtLPrp-FxCcr
z-WVZ)EHD`H(fji^sfxU{5)U{WqqCzQO%o0aV`d2eXr~9}1-<pa2V|iDnf=19{rbS2
zJ*F)CNB`yBX!ud$P(2h&X9NQ38M9%|KN2?>gpIg7aLqYWHp1|W!iHr8H-mOtLbCw*
z93Ta70w6#^$eN$p$7xcQu6VKQZe!WK%`@{eei0I2e<nb{^Z`T$h}HL(P6eMLf0tMV
zJU&;tDeGnQ$tgoV#bZAo9u@S+Q~CbzIDkb%ZI`LH0h6I`Xo#pWw*6jrv$(<j$I82l
zjC&fQBldhEeh1`+u>9&vWiz3FrlSgs+>0&_&<gR-yO6kjV$0^FshcTp3A+!oNr*rT
z%h>TSKwNFx=N6ncEeQFTf9x_ndu=R##)Kgf#J)E~-YA{D=yuI7W8mXNYS5?TGYVvV
zf?I;W57xj3cAtaD9pwms0>ZYQtVhRF_CN1(xKVlIZU2|?qqfD+iM$X;p$s=5b79j4
z4RE?hO7M=;iFu|;ZCA`Jr@e{mIDWs8;OB4%h?&vuV6lZWHbi`07;c%mW6k^7SsyAl
zkFnqKFs9Q;Y(j98AOYsf1ucBYna(>&mjev7@7PV&D_ir+vMaH<4gZ)2`3_v4u}Pds
zef9HX7wMQ%C@pfaWv)N{(sm;F1ycqQtT$>BAP0d=FxWdeo8%uGaeUbh^=q-y?&sy+
zCVm+G7KHynG%#1#pu)6JRu*X16nuNKdf`0T{U%3mSe+$4=7Jg>*82)C9RM!{Q#v3D
zt^u;xks4>bBcb2t+qD_@Ptcj|``U;MDg+iH*(}h(AnZ>DT7q4SA+txVl>VjZC3_)u
zb2opX=XTF5GfW;0-1OlK+eXn27mQTjK6-phUUrH=D|5+em8~v)RBCGf-ylTHhwdRC
z*?ou1Q`*s*7JbKN*{-TX{!X)8LWHnE7b#FNd?d!a=dHP%H1esNzOPww<Fs9h<PsqO
zukaD=M`-S&J94(f(dt!#JQv^Cs9Txis2zcLw-T5Oyhs9*V9=NalT_l;2BZhUc~)uD
zHdS!1L1vv#jgj%ax?FEYc7{-v2r6uh!C{9+%Lcq1m2hX*$3*MgNJjF6jOGs_7|5M~
zr-oh1fDphZHTS@jCjJ-IGxawM_qS(hkFyTAz!xHX*j&(Qhf<a>lm$iy)Vx7ROBw!P
zcjwo#o#o`Tw@1b*va~1c!+9kzv7sRG+S#@zoKCmKccItIuG*g|w@y&&Vd4xR1cJZ=
zwNhY%fF>b3vj(huPFNPVhI@O;vzEOwFX^KQhX##4I4^j84TQlYx~ZWF!`R3ep-Rqm
zH+<4~XX&~<n~Q^;4>8;3sS0r@i6TJnV~Mm0F}xjcVEiXW<iyr7<ZISZ&7ZzX)ruf6
zi{rz@3h(d3)b7>rDQnt%Kb<~6z4@Sh@sCM%RjPP-9?V6!%pf=bt_}J{ypf32HoS7j
zutt|_FV5Fje~Kh0-I(4gCJNu35VUs{%nDnIsZL&TwYR2po=IQ+?a86`5%E_dgqj3c
zQ|REmVS@~o9SidaM)+*oO->t{UX?!0HET0>m5utShRXtXR6tb}W^lreW6*#J421yv
z1|M10Fn1EGGU>?a_4EmcC6m@`eDlW3x<FgG9Q2|P_C0#H0a-OJquI9ch5}3T`*m7J
z?P>2(SH=>O0PTS;0%Vs!f=D!o8yF%p*pK6moe!OoyCbXn)W;D0iEkx62vlGo+}<Fx
zcq}k6BKaE|8zBxm9J`mEt~z$a{)B0^WyI1A{@q&#0f1V->RHI3iY-OvwndduLimM(
z+Vf);(gKRePPlUf?Nd+;X2dXI$jkgQax+_M(pG3~S!5wUZTd%*r-b^THi`~9@pwdM
z3|iU%9maelq$@oADC<_FbNQ5sr825zzbbqaiJ|d;?qKa`LT5-6&9d2@cMR4fcdcpI
zK5@sPbCy?D9~y_lu){_I+l1zm&>COlyR6a=Q%Q4fa6Be8FQu?=j7RL?uR$Rem=;(E
zMBB&_d969|@BQ3q<E8H$51TVz>CMk{yefbnW|&+sV68_0?!*BetL(;;Aj=yj5ALr^
zcPG)zcBOcD<6J8N07nSu3F;(Zl7UElzTsd!8!_j&k&D8nt9;=$Mw5v_!NMSj`oV1~
zLOH>WJwQ_+!(Lr<PLSV`zu0wZTYZ7<z0u<**$P3Bhy@l6+}{BI0xAQ|6$4aiVapBZ
zbwgyLSwUH+ZueW;Oy1eMQ~&ejC(=W)fL+D>(5%?|>dvXh$0m**eLNzLTWqF!<H?|p
zaYmoGq6<Bw^o@DxDjVL&HHUcYle|({vbgjJP6@%V3k(hfLxHdlUerW{^luqAb^gR1
zevewZ%nsa2tDbP71P_PMPz_E2%o{}3C_O+&xDLrSlY0&v^_83Gex;3n^7HDKg`#o6
zt`y>Xydw&%bU+Iu{s(LEMLQ33fvI%Lxvl3y@sNO!fd>VsmBY-G<L5l(BN>z5Z+g1=
zrB0{bj(dx<aEcxeA+g8+_*1}HV6{Tzdx=Ehau24$Lyad47mBTHtF10h#}2{-fB>Fw
z_iz2~ubkYI-(Fi^{%+=goI}zSc|2+#1i?BBfX<<v;i&p3f4?&}Y9MRV@+%e!Td!#?
zELVJYMQkB}03zH0dIyXg79v;e_qpsRb8qA?pQ~Gcm8tgxIGVj1grb2)QLu>Mt{c4N
zh3Jk{>%ViiB|AaM=5(CqJ+0wOJ(CB2&*H&*z(Q+?iJ3LEsXEome)dmKLEK5V_PnoU
zF?dLcPYdn$=QDW0=&g%~H@kw;B|?uD)_yOQQrjixeem#}!BV*Fpa2dyJXj|TqPk-F
z>~Yyu=hT-xk2$mDL#yJ-G&~{{{yy9nw4DIo9LY`o%gK%AArZT2!Ra&4QH)-n7`&nI
zh6Z$xXooFy*L1B(Idi4X&wSSPL9Kqed*2DSM7*a77Xo|y!6E@W4R{f3;<YnBnr=O$
zx+6;cwA}@X7v!1!;dmn)j$wd`3EFy3T<ZX(Fi9uQE)Ngu?G5X1-H>TFPT8SmfOC{M
z2oHy`b`5x&6LQj~WCKG${HE`1PE>r$w{j|co_2|Iw;@MOQ)<xK!PXjZi5M^R5%Q5a
zCqu4Y+$uS1!L}1xD&!P92d5moyiN!Ot{bfep}rKK-}PrFPwY-Tt?P7Pkwz)WqUEJd
zJ5I6TC^Q<OGr)B}h7o9@NW5XP|Izh$Khmghg~M-bu4%H*^$Z%FFW^JrtvD8k!^Q7a
zj`JfYN33tj2&&60+o)igldkP^e-H*Q%@Z6dB3ImIJik`X?V0mq|D`_{9r|_dM&uv>
zerF0W%J9ZNA6cWjHs#pd*R%GNlXdk|UUF;OhTRwhz<Mp9Hv}q*QL~~>XcvPri<?`@
zyEk;tE;*8E;ZQ!1bn0(tkr75M7^331zUKE<n^wz<zm8;HzSv56cT9UQPIw=k2?8O|
zP=&sGU?J0Ka^hS>@PDfV{j4jJ9e<AaGFUsX3a<EAF`#n5O6N)QojPCC9xz+>#^hwq
zkLl+I$pb~tFjyi7=bc6c#2M((3}AtlnWtvuoz?f`njTH6zhqWrF-`kJJYLzxHyL!p
z0%u92w_=ehs+a~8JwtC3M0)zhpgD)=5)yYFZM;Qy_LN8nT`@>J#@=G1hZ+ua0A%yP
zl0d`b#yZdBlw9$8b2#@vpzNrd-LkiE8XX^lI9kju;)~W<nA~G$Q@wJE*^>PQER8)1
z@224S7Xio0HU5}}quB!}-hg98);BiNH%4Za)LmPzxiP9B_IM~+Q|I^dt>5t^dhic`
z=nNDLNZ6gO`zhO^b#F=ub{1QxT#Jhz!8V?lKX}SO5Dew8{s|ba!`^kok0tpcSMi72
z)rOU4+8nksG7(EW=@SzMaRh=W=Pl>BIFrtPV(y!F{?^fH&zhwiKOY(*kU?dF$i^F_
z-%nrX)UzMRr(WyHCJU<0CqJ&)RW|5jp~B(;@rEF9WgKqC{b#>A?Z&qo-RT(hIyBX$
zv1NoLNgSyMU3vf@PKB*$fU$)A$RtL9Hv_E^BKD~{<W$>TrLG&>2G-OBI0kxAh>VE=
zE@pvv81M|lT_!+Z!l{NKrKPXVMz)^lS7Zg+=;*CDE;ro^r*vqHP<>O72!peQnr&#Y
zOO8pY)J3?+yyZ{d5PFP}^u1zg2{BIiH5e7qt^#x(cMJhLhSfZ1*&E~PJ!17(p7F#m
z`6Ob~&{#@zl?2Te_!z~Ey#4w;j_vG1qQp3#n8@Q~zwU^_`%kbC4BcmZS-^81;2{G4
z&VuS!{n9zU2Sy%ztku<^I#5N#(^$}k5qVorgfh?4BQ*?b4%APT8`apgxPu7sfc6-W
z{9ym+ljDV%NdZ#ntCXu3`!_Yo+e9C7z-NknBqH3ie#KC(&XCyT<;rgQ6?Sv@$J*IA
zpNJ*D7{f)PqpdO^qeea*UN(G>-p%%@-f^d9ceQxuPy2C^_-O{XwGESDDjo7#CL0Fj
z3wszVVii8eEx41P_HoCvZ_Ehy;O_*G1wwzU_Z7Xt3<516DbP*v`Tlsp-CyZaqe{tj
zQa4y7&&2`Q{cnr}tMF3D9@S>y+i9?BUgt04Rp)z)2xsgIe;f-BfgXawA>J;Fd1TWR
zKS@cy$!FG1jY;a^(XAgJyo9r7;6^Y2Vksx21Q~%yl=siMd%mCXub;79C#^e2;eI)t
zh{@59`M_L&>*0X1LAj>nd}i9k-c!`M0{X8<x!DJtDa$OxCjfXCZ`fFZ8WxHkV!1P5
zHfeLtv~{sRM>_m>#Y=`96;FKs$6FE@orhH2LdHbaxygIXtLC3_TiUutHgCb-FfevC
z0L_e4KQ5285i2~)Ie7QHFbt~tN-<!skbHi*F>I;h->?|3js^aPJI`G6x_0HPUCa^I
z7p<(9^HsD*{Tt&0m^aX*AJ>wQ;$~Q|W$j)$!#C^+Y~6uJ1PH{3L2%8mM2^a%At68S
z>fGw4D<+h#w#r(%YDPyg^8zk`_!u3K0SSIRvdMKpUtM*lGLJeuwqWDRP2?PN{A*CV
z0{j_HA%Vykwk$#u4pQW^W9INjTaMLnJ#}VOi`{wMdjrYyg{Z$E3=oRq3fhwl<w(oR
z$p@v6t-SVdeWhS10?&ES+j&?$!N34%D4b{OtGLs7pJcF+!`!b{UXMl+n(0pr4lDEk
zhY8wNeoV5RAuW67@}use$eN8uH|%N4Y7+`VnO1%nN8k$xCtQRPvNJF#_QCp!satZ?
zx6C{DVTF&|w1+|n(OMM*E3Hh>WQ)PT6AnDby_(+&DH~HaE$aT<x88H}*@r}K?GN%?
z&?yM7(ZW^3wm$XnvQLp7MK|Y24Rdu^*m&3~EBTpF44>u0!5?J8)eBo|1LRiElv%w=
znOBW&rE@dO+|}gNn}`(7pA=+70;wy!DFSb^5S?j;NJw&E*JsJORUeF$mhZgOt@bO0
zC}z^YopWGhMHUGJCjlTZ_u(MsJ+n+QTWqS_1{_b)tM^i$el*s{2M9qZy&^CKMu5X)
zfu|hM$8*q8g0^UVBsKR?(g=@3IW4Oe_KuDS>?>RFfZ#~c`UqM&#M1vfLxYf$Uuw2y
zx6R+5bhAow<jkL8gdkW-5%~mY4^gfkDjwj`7)ZuZ+YM~h%IBXRyN72kM!u|nD7{D=
zi?yYIj8^0u<!G1Ju{*QJnCMKuxMD*5>jKXeK7$~z&5A)nE7&l327O*UB&F!ymPo_6
z-%;^?bqPHmz8u&`aTf!DTS$1A1}BGnO8Pkbni~?7I5qqjZ+FbZibuq~B|s@Nff@kj
zgBrwU!TVL<=?vs<+0_q03u2D1TeEGE>91FB&!$Ka0Tl5)T4Us)x7)Eh!eW6SVy3cD
zA@gbJmFX8!&CKo|4OH0W)If|5mnSsTVmLm+3bR_;bGhAj!f4g;w9!^;zfFjZ8Ulo+
zvp~$$W7k}v?L(?;oxL77-7Ik!T`eX5Janw9;OF+CKyW`1G#ZFqu%3K(mWi**DCfMw
z?dkQ&GU>JB3QYbA;xRz07E)3lpC92)>e|^!?r1G~9Nz3!dtCTA40T9G6lB`ijiX#j
zZ!X-iT9wy(^>Kd7o6m$FWCOYY5Mgk&h2<11bku*E=+@=w)o9c3#W85@J5O$1ArJp$
zE|m=uO&I>c+B-;VF~^p#Z!@v@cvwqOUvBbzB=J>*tinP90gE;uFoNW(FiUb!@GF@n
zQT^TC*ku-l6=K?5xE(Lpz^q94J$6A7GYI_0je3Ti=lqu>Ww!2+^<gG>Tb&UXLFgjz
z>DV=f{o4<u=WCG*hvzb?e#nRAetmiBgE#=URoD$35b0Bp-1KI%OH*crM|~a}Hh<GD
zspy-{c&h?7Dxx}qk#o>IBBASdHCn95-^%kCwu1GwAlu2k7cV1W5IlK9`xSUd<I|k{
zW<M*VZ4ZK-nw1q&RBoA15g!tEa}4$xfRjux^`o{8c)a$Ro85DhO7h^TtuNWpxKbR%
zL)-8M-L>23e)L$Z+U5lM!)CQDS^L+XcQ?HEH;AyDf^rRzomA+_nGwI164g2T^@LNy
zx;D5(j0zATVPiPRk8uVFP<d=*QEsf<-v34)z2O_J9vEk1Y`-Ail>jin^-&rO+VNsJ
zwvoSUw#qu!DSefml*Mq@dTe1k+Iu*G@CDBxfX}g#0Bq<3Y6I!Qw#)YxxE1X)DG$3j
zRZ$T8=z9I@nL{vW2_LWoXww7-a_^wr2dd$8Bwb2jgT@jgi!~}PGtJ+8ty;S14&kx5
zzMQ{gj>!164y(S%KZ-H%<;u^by;Rk<Ga(pVE_}-e57z<H1f_zvI`j<<kZJ2Q-`2g~
zcUX-{k$yEz@p`fBO8f#j`j!a#ND9_~3%dHijU;$O4)1j4H-!%WQEqxwz&cqQmA5^3
zK<kMqF+K1MNeH+y1Z_Kf9|CmDf!8UpQ}-cx`Es?Hx(u(XkMEv4y30OVKay}k@bwY`
z1`Ia1A_wGA^bylWJ>P<H&lU0|ExvszU$sBT!@o%=3DR1Sc|x5J!r+D(IZ&NbT2Hvx
z?C`9ryAgf$4)JLK7&$nm=)}O$;fs9fb@K)E1ykK!FO}*hG>v#)``UQRVIc~pWmG^0
zf~q48KCMCo@6cZvQH>3d9?1*t>CfaQdhieb4x5r5^ixBb;L@<94xTDd!wE($5bW#Y
zBb_%NuPmQAW4(WW_Y5*++v)#0_7d4KfdT#sB=vxchJs8Djg9q~rc8t~Q%dRS?$3L5
z60f$rpO+KZwN}Y~&`@FChw{DHrEXZ1KrD<cOrj-q4f`agT^R6N{cd%7-=o1Guz*4a
zlFslJAg^VstAEHJRZo4|)akS8Cy!pNPte5J0O7+Zup<KGgJ=y%_~IgR@4n`*ceX3j
z$`wOxgHQi<GD)0Gkdb0g?6`<|E~ND5rG!P^Z2=c@YnmH6H8Q?!j%yW-5_Gbo?`?n=
zFZA_{z+;8zt9DB+KODa1Yjo2(UduC5G|$!i*A4DJFs7zB=H2`@l>?Wohi!gh{Oo~E
zht0N~6GHxqF*O7cG%DthI&1Qx7mW}8>s+*L_n8p}c17E({thuFAf>*gW`*k?1_rS8
zm2?cUq$jQF?EgCi+&93aC~cHRmMq=6uIKs2#Z#J3tXMIFNo2%e;jjgu!3ZC4Ol0s(
z5{9z+_1kA;=YpdllU{qO|2W>1?^)h5R1nm8vOckBQ4eOnre!b8(Ol5<)3)WY>x`Po
zMA1wrM`#B1^@!nxpZnUHUy3X*eJ#=8KB{@GS#ICyp@PI=1n!%)qWLp}ZOr*A=H+xv
zxpiXqqy(ZA^cQg=c}v~xT%;9_OtshHziVysa8fkmX#HEBfpDB1=}{@eWMU)^ej292
z=uZs08M=aqy#6B3P>8z~CA~|p{#ZR#b>`yaa6P-)wT?tp@Gm$p5_|&!+%z9mpWNFM
zYFyoU+gQu#=vz60eEJK{ScnU~ntt<6=j5p2$JBm$PCI8FdUm&%)xow~w4P)kt|zR1
z#DR(Cohx!bR`2I-RlVGS5Y)wA<e3O@c5G!C&GJjsH~O2#H$PjKHPv_KgMY6lMTk>Q
z*XfN>IM074aq^+ls>N})hZj5l8)quS`7c~Zp-0<{@-1oBqxD~!W#paw?|m0--;THE
zFE1ip*jg{Su1K1%D|4u8-I{-j12AG69#vfa{#(_&w_EkpjjIRy?AP!X6I{Zd%VHo>
zGb9x;&5%E6TUN+&t%@_zX;}B4Fsvg^op2irMB{WHw&UFE7)zN0XWLg-B&V*jys$?Y
zaQ=xCsacdW^K59%mTsrunSzl|?ky`ikb%Dk0m-f*+ioCIv%<|$)8@3QS!^_ui8w2_
z=HV`;M&-ZPMWkkJvn*vU9=bfUI9juEp2VZ4nPYzwtl3}WiPY@%>jhQ8AzC%J_q4nv
z750ZO`SnrvpYlZ0`|s#;i!!wb_c`q~KdQ5|u5_5Jq5Tsknw{G3umik@J^L(MWxAgX
zj7$?;A9>)PFwx|uZT@bj%Gf<UoH25rPm%S_Ly6{T|AdL=rgy&Dxt&)%H`y~)dF!pn
z3o?zzi7L#WYa%*99=FN1*S0On+Qs+kJ^h$NGW&5a`k&H72k6TWWhMTo&G|;X)pC&<
zb-y2-tH}N*Omu#xx?iliA)%LfCH-<q$wr>P6LT0*+7u2Fd$!rw&=9vp?w^8prp{So
zZ>N$~U7+)Y)7BeSKU5Tsp-^y)%jSU<6XUY%&rXq8H>dBYt*z97KMnv|HU)Qzu_yKj
z9~ZJDiEm_|u`n}{BR9K<OAGj3vF{IQ_~UoLX%n!Y7wQV9lMWS5<Jon6Qfob$boEW$
zzhS2E`UD875&3%O11m`a#m5gfW#(M<J+)D`N%LPY6C=VsK8q+y?%z`QV$8>zFLd_y
z1tpJIy5*lJVT@oNbL_g-{`u2&%C>f&T-<eUap#G+f1%*>dDsY(3ip547;e7KY6ClY
z_XEWMQkN^y_afRcd_7Es%Q3%CC70^T(DtaVc+zU8Ynqd*FnOpftjdS-Gw6#wn7nZF
zca#G!Tj$lMZ4bZI7kzI(w}Sl#625bYhVaJ1*|`g-XPFrzGBq<jZ9n@t78yr;AQ)=l
zIQ@-GiT(0k%FL6PeeLGbg#*Qtb1&6|ZoRW(s2C0xJQhmm2eJ0+>_3#uYIdA*;Oozw
z8DD8z#@p@{3<Ux%hAS{2R`AHPHHyoYl=@5^IBer(7#HcgV28pV2%Z6WR}v3?Y68!G
zvwwZ7Is3@rqm7c$N*4^z{rSDIAu*z6?*xySl%Uv+53HuWsvUjp(7rjsoQyEOfjm)g
z)!FscTC;J*lkFxCC-}F!AfqeQMEL}6tikuDWPCh%YW881t>&L~F}ht|ou}TawR61m
z(D49*0CXS<U#q0)#!!vhs2ekS1+$aYD2CxHm(Lgqf#n?0gOlikv+#;Nv1*&9$>vo~
z_HcJ=3xD<a)(Vy2j-o67$4_v;gFd1ki0VIiFlR*H+h}sqWXa!K&h7iEFz|o;fB^9M
zbkQ#;c;~MaOwxH!pVjU4#d%xNo5r3$yy4(k2-WNK2qm5FGu+iliE>d}l>5?BZlC`n
zhDXUB!eDt(Pjn~ojBEU#jCOsS8UHQ)e%AOuMhlxk2`w4%NdI~6IjOSrFZQHce4We{
ziY^2j3H2R)Jruv!4mmmWoubLX?{|eS5g1EcyO|L5AYzeBdKvzD0qUkv4AF&!Z~mR(
z{R*ewJ8`CK8;scZ@WNcXq)2g7gF?_AE}|n1>A3oJO#C(5=BY2NLNdAqWYvp4lY}#Y
z{YoS%Yy?1=U+gj+ruI8R5)W>DcXsRo-ATWcx84t47VZ1?UpPp3p`^YkVq%#T+_vnO
zY?5_E`=Y={{rqzq?FPe8wgWaq4{8pDaASRBqJNCumxfT*nX0!74w=f$%N;%c$zV8k
zhaRU|u%U)5_Bt|fx9`h}Ei+thlsR1ca(Kp<!61~s!<G;osEIx@TXl(iud^jhFKkny
zlBK?nQOw1wgF)D11O$JE%%dI&(@%d}o_JL))GMO4cir=|vV#GjrUmFG^o~D97*_Re
z8L9GCf66K4U&EV^Z;EQ(8P)R_$RDFKL>^`it6y>b*TfxtTt~{xAd20Ox@m)v_zIv{
zKsmr_KL>k_>b9-1p}O9&UQKny#I?PYS1Tk8jsA+oUfYD1Y0z~<SB6YRuEi%#uS~40
zbqZR%=S0!NZk<f|^1*m;XEF#YBa0(V5o?yVcBbA8jnSX3KR$G5-fy{C+ImBf;2m<B
zFXZN7<D>v-S*x*Rb<?E7^R@C_7LQ%J(XP)H`6~kBli@RwkoQ{cMB<hGxA@o5x*FH|
zqLP-~ciJ`n2TXK76?q^h)z+}?Fk|(?id~MY_SYo};@=HMg4Z1AbkHt^y?$LBSlAnx
zku}?Mr1!754V5nA?T(2e7tr_$&kd@~;PLUG09dUN>*h<XIRE3c9QAn{&u49G@Xosq
z6*Jd~go(h!Q=jNIm>7d}p<&869|egI^;1q)U#U27tmfe&aU4)HSXIMcfd!A$gKD$3
z!|POzOtS2<x3AV7sq_50-5IGKi~-dHtS1E2g+XmXT5cWNuKV-Okq#M0!pDYd*48WE
z5C?>kj7{`WDoY>SMKeU640H?Z{OwB)RygeZ)(N8ENICjHzXu!42US(@Ry^$1pdbT?
z>sa-#Y{@K*+oyYXnlJrWZ6YFUz%mXJ#?VLl1#*JJGOLa%9|@6tHG0Rp(skGN{!<u}
zj2J}km{|ORv&mw0?0v>pn^c*;CHw#Ry`MgkH>!2*EahH`$F~=ZN$pqC3b#*N^Y8Bi
zDG1do!uY@Cw~crgE^h4FGWx&sjBTO}b?5}pzy=;rc+HJ$V1x`D%UjzR<ZDX)HCraT
zm-hCUyzJ6{iW5UaIuEmP6tg)Ux#WG?@(!=_b?!bMel<Tu6siABK5}5~7#GebzIORI
zj@<s!YN=CbXNBY`Y}p>P<WQzJa<3tDuZ{MV+fC=LRc(zd=>2cac!&QvOd1k6`Ob%;
z(=R-~$=KwvU+q5fE=^IC@eh^4(??FuyB_?u2(gp2k6JOWPwnRB$`K+4?vL-$B@`{f
zrO^YQs9y$H?yBGSL>SX*%DSys{~90SG<-%UD|#lkbkXx(epY^-gVkjr3oM#H=;C4+
zF%heR`xm#C$shb~5V+Fag{zyRUDfsHFJm9mkoWJLsYVJLc^SKAmTu3i*uAoInwU=|
zmKOh-f@CK2X?}`$-#>5ki|^?Y>g!#Kf~5ZZao<3O5n22%ELg7zl9yYzVjEdGYpvIB
z%l%r?+P?pQA)~Lkm<?yoeDaztX!R*ryL@4Bi6}@FE-Mfb0G?Bsaq7R^v`WkQa~UJU
zVv@GETv(a7`ma9>KBggNiX*!2Re#%ks5&uVQp(5A<y~jJ|N8X?ePmLv`rMiCeOsy(
zm3DV~O`3ULZl;*~CKd(^V}lWr$w&#?%F8gMI6SX;QZgN|=9YgS#Rg-<R^?vFy!P)}
z+Vs@MXVRgL*?T8-{Cx~$WYTci?*}Wa{Noa5ywGQApT6?UeZimKf^>z&p&+lx)%jDE
zovL5GH+YO>Kl^y`aiy?0AyN|T$s|}I2hS)06R(fFl`<YnIl1TPXh|jgb8fbQ+;d$K
ze+n6lLq2(T7L-iX=m>bsH1%u#G3icbswkI5HwjpEw00o=uy>1N|EwCr?&AD%Eei9C
z#AwSgqNrCKgp7;N;Vyr?=IvcurKBpQD{|X14-E1Eq4-THScw%ryt3Cia$39E?=^DA
z$TD`)w^kgA+9Ap((Vxefs6lH8xH<)Ul!=!>al_PjG12VZ)f%HMJ_RNjJq^dhYYvHW
z3$Y)---o~-_*ieXv#if;lkMFDIzPAd6`b=N&*~k#eyCVO&=v>kqo6_oFVMplS!DIA
zCXX}r^jPb8d|LyS+clLn$G#3h4!z|F?uTK$Hr8h>E@%oex@EoA?JcNCOrFpjBcgK9
zv4ZFgB$@E3Zmi2g)Sh6hN2W57`5&V8p0c;wCbfMYvUd0i3#-KV_k*PqR|!C~7VPrJ
z0zqYp<@wF>1H*Q!l*U?AYi7uF<cftk@La$qLZDjsTP;Yb=e^lA-?L6ICw0BJjBtWd
zt~ZNnBiKlN!P_NROO=2W412E`NY|w66E1n4`d+|txwpVbMkY}IZ1a%Of%gQ&ZWbBn
zA;Xt{RhRVEb^NyZ^KmI>`Q$fpu1$Yn@V{t*Us^$)@0`ecDrH|3(R;Wic;xEcb&`{Z
zuA{K6274eA{4p_3`Um@nU79bJj%(bpZ(l+;_rwrA0rz@|J{k1sx(VjvNmRR07ZXn|
zdr~@cjO`&WM)4mbgWX=xK``N)<UO1Gthwe2$)neqI?5QoeDtKu^1~kpToJLZ8f5X6
z-3j(BCsaZ_O#DB-P29YvX!e*tA>e%zaC-?nIWfFs+}cBoFXs+Nomi%6*}puWD>-q<
z=UAT#+N+C})#ywU@G!}K$2sdxyG%G-{Nv8^*YbzHAI_G_`wI|sguwPV79IS#Gc2W|
zAU*zlmDkj=Xdt}jL<UH17W|Nw8v;d}1MtPeFR9@N?Qkn%INpAPpUU#lCex)?UCFRG
z;4~C0q@Lm5vk3|StzhWwg&gf?uP2zluTQ(z`_)e`N9u9KPZ5WP=^$4Gg?SS3*Lqx*
zOSB)zy5zsQa^CV1-+sHoDw?QX^am1jH({HI%w3kNq-(lV$=L8-&;ed`je39HsDBR@
zYxi({zn7Y9nfvP~{mUnA(^`pJ@kS?xV!%PcTA1;qNzA++zddOWoomUBus&5bF8b2*
z4M7z_{|6kYn6%`}O}fMkMp*VoCxazF@=jeGs+eFgh^J-nhZrwvv`VBEUPybY+CF+f
zyV&jJD*shO1&M(;43M<&{E_sWoMZtv+eSIS@bQYC{(EQZV*l7b(0qWtvX5Kj7TZdV
z_u*-J>)&OVtA;IDvRN?9e5fP<fseny>tvwChs9tbtFyHq4r@?c7STJxd+*lqKF+KV
zgCQvN#RbeAK$D7ISlW8Z*epRtW~~4B#XDl=7b~6{Ybat&(XA%#jbfdmfD?i_9LPE0
z;Q+6>z6@Kdkglw}ay!|Dv?XHLiON%sT7%_+w|24qiU9EU4ZzELAYBFT9|4mNTA(cR
zCC@Gzr7}X=krVSQV*Px1i|_Y`poyn*K`SZH1N5&S;O%#&#&jxjrbW;HXVS34^9w0I
z?>Id^5MR|F{*PZkd&q<j{*P3N2x{KkK1|7U`Q>oO5xmdAl_DMyn>qS-0`Ut~0tPrA
z=wHPFc_Pul)vkWr&E`qRC|&m>)2-!uE`7GCOBy1a8w9UE0>y=Y)&)~zzIc>)6Zx8M
zX>GevPI_YM&ssTCxwK(x|37{L89SRzKcbSlT_NMemQ9k;^plI1d;SeKG#<&y9rkJZ
zy{vm-D^Hj`+WzeB)aE#^f8mg*mm~A+w!fc~FgdcNNJ{?0vY*di4*3{+K3LSO2i3w*
z54rlQMi4#L*Wl&e1@mXVpsbpy`;+L{1ZN9+OuR!>_?qHo?v7^xn!^r$x}y`lwsb0U
z?Z&r5WMQ|?z_U7d8)g_{J1qWp$|^m#`JbbE65{;W^(F0N2ak`yfE$#6Wr2eOovVv=
z(gfKXTO@i7OfLA0$aW7kd?zCA(7}np;61`76{T6b8eSh-dE=$_o(1g^1-5xZjwAs<
zZ=Qm_(AjDdh2IMH{w&qjTmIB1TOoJvu$6xw88n`tj|1oY4NQ>WSur0y1Pu+<1(7ma
z4+k|)Sa<)$U!mw-UZRf`xikKJxl#6urc`r|<+a|*)~z-{BHkLG6!;4!q2RSCl)W^q
zkgd*+w_Q{`_n_kjUq$uW=&T_g4Sn<ov>g)f1|er}{<yH>Wr?ff?uN>Wg0TK4*Y!jV
z3z!J>g%;5B0WP<J%f)cLK~J_|!=$tmP93vPdGuv{T=Og}Qvbpb_5f@3K-;y1Z!#YG
z)N|>9kum3^-Mg``JPd*Vn>=*UQE6E75x9wm-Pxj1^^9mV<o1W<j^m#sT6&&~JQ-eh
z-So47IV4fVFKC0>0=xw*dSw%L+$M;k!<`%z?+)k5Y5Ol$J{h@Uso~ZkM+Mxa2d!P8
zu?U(bI9U@anU0XH8#g&WnmK<%oJU;aq7x0NRpW*nP3(TMn9Id9(*Qv>pO<^DUe@B>
z@v>cN8P(<IoM^Sddyl=u%O?JAE5XJhpBK*z+4u0(8^zOmkIO~Jr5#x~Ye*c32Nu8_
z3#fz0TjcpAt6e4&%qmn@6&L8Q*1G@tLx;=|sql3QoPNRxjo$KaX(uCGr20Fy7c)*P
zXa|^1av6*PPi&z5OxR5|VMD*n=LreJpSann{CfZBKg#M&oy#W=2`+r$bL(6<Q7*Wm
zi!Cn7qk}`nKzz=gk<aNV>~zT6+#vnMsOot7aFfA;S>SKcfMzy6;ID8`0pjHA0q0xI
zKllWftz-7A(tAm9=@KUnp+Um<V&cv*xPL8dRg^I--#PoM<kXvGxh)6xhM$t6W~&Sq
ziDB^t5(`hpIGuku+I&NtLtcvf(r~@Tac?hW{~L+q$audl+}3?M-i1XgK2tHLE>}Hg
z$mf9+;_uTD(frwC753}x4rx`LN!#n4UMO9iVV(FVNcaRjs(XlkW84htNUQ5}yIx(9
zOk+IJOV!c&6NGk`Ay<p<9*w(NX=-epU^MSp>;|t<`)UV&i&9?LdBU0@ui5$CVBbGH
zJ-hAPrI-^ZVqbl2Z2t@7Ur`;&?eXc##%-=wVy50--QZN4S2S;k_dq3z!;!KvWqW*N
zX6=2J9e-B-eWL!;ix)-h0jP2E2k&8mTm!sz0Kyk+v|yJJh1jcSN@kn(OFb=52}$~0
zysjxZbnsZ&2FBo7NCRUdTu1O&0JArAKz9bsnCY=9NIm!gV!6xGLNKzpPj}~#pFn%K
z(XM2o0d`Jx<6ctq^cAmjN1YvgZPX&FZ2iDs5DZvgZ2<rCikOk0AgjK3pLN~)QR$T2
z16|GO5?3#Ilk<lF(QEd4MilW#<5)p`CDrUMb8BYXwDo;2I|>t4Jp2a?G3L}e%-uSc
z_vz?*M*2eEw7iC{V}JV=Mi=;1Q8BGoecqf?5T?vb`?64ddSs%;FO9w-*)MiEPlQHR
z-+yv^l1-HBN82Q&w3h;&yie>9whx1#<cCm~QU78DUi{HIwZ&<_0#(cNGdVHfU~ky8
z&o73UY7v}_^C%EZqtMAnoyBd$v1UQ5pB00y`MdMTz~}w0LnaIU2rYVt6Fe7yy9Z-L
zD_@DLpnf#E<gj{*QgOcW{Mh+J*Ar{#gzccfOF(%B6vV$uL*{JQCADr3+hy&IVPBeS
z?+q#rgpxo8Ct#6+IKUmkUR3yyApR!}<`m3Lp5#Ss&O0S>dfCZ*7n{#hmJJyx#KLt&
zwy~eaItHqq^UJs)vwNbw`Bm0yu>u)1c&HrWF->8@OZ6s`$==2YeZst@K?`JFhfg&a
zeL8rlc^|tYcCaiCY+40RZV(n4yRdcV2US*aRYg&WoJLi_(_wVCChs96FCI~2w;<4~
z;6TZV+l=V0(2S`dSr3<Pe{as6H0{I64gXCzsp~0!YOCAe5nu)&n8ko;kg$M;?D}Ya
z$>PwaRN3(_3Z1?*KR9>v%l{+n%j2o)zW+}}$<Q1{k|B|K9-2s{ga#=}3fDa58cPYG
zlFU&`GK(Ih2qhIVB|@mAGNd#LP0DZWGh7#azQ5;>>h-+#`|f@A*=Oyw-fJ3<bAeD3
zJf#FC#!Vr{HwHZyS+~^i+X!V_8pO}z&-j}h{Au|Fu%aTP^gHxYv#_UQ4~l08Hui6r
zac41oxm9Gdx(jE#<pdB>DTC3H6tvL0TO7a2zF_kime}vG+N<)<#^+zJO$5OK03kr9
za#8o$EnTzhLu7=S@dN3H(yO*fO_?)6#vv67ju})j!qse?2zcSu(ad&OQ|!Lu$9L?z
zU%ot^G}~$7M0k8UnP|(jmD1bq^YncF?*mOnm0R)Fsz!~yGqWc_QPeFiPRXn&CG7Yz
z4vjFqIhEZKbBc#QI^R{l*f4<za6zTdP!$#MgE1&cEc%CkYE<Wk&x@}=&B?SCYL%ir
zo1kFgsRUGV3KX(J4+t_HlPO;8vD-MR;Ox7@Bd!<cZgbt;)iPnBu8?+2UFpnn@p|;z
zzm|pz#gbO_e2oi9dl?t%JMoP(Lovs#&t#U+mX*YhT--c3u=>Bdr#<~9PKD=g<5wX(
zBw^`bZxp1T@X6Mi#`Eb_-MCLHxxYu6<)1h*xdJ^Z9a9;e7y4%O{v!^IXWE^DLn8}U
zJfHMn&W_HgW}O2~MV|S=%%)^5qkUy}@n$iT7fi!SKS<nWa_1rm03Y2L6w`kUp$3oI
zLbBZVne_)|u2+65H9?V}I!Z#_cT^INy2&^?y%cTVv8`2|v#ZWk-!(bt<I}C<pNt4-
zp}18bOHo&bnnjJt9qz#n+X}m~vcg3)7uv*4P&>!NpesDeSO&>ZktWBh+2LIE!AWa~
zd)?2=+6FhbjGvGo$)UCj!FLb>6q~bSQPE(IM(WmgUh`)5w*NUF@A=<k9BP3H<ta)1
zip+7t^5$5aVTpOyle<PoH0eIetKSQzQ^j{kix$l(4}yrSC4?lIiURP?7>C*8na2hc
zw<i5nYwTRBRra`8dxEQkfI@*IaIO=3i_o&lDk=(A%CeZ3pqu1^?Flt?cYC<^x4WvC
z-IJ1@yl#l_!xPK!n?}J3TC|GTuthdyu$|Y~(4qfiro)W<T}d*Naf-y6;iTf51$E<r
z(u+B`(2&JRC5yJ-rLZzYZ^AW$)~iJH2d0lxGK%}_%i8DqZZMy&u~&S*b=Lc|jT7wN
zaZv2=^Jlc2MFUTg*U&q42F%h|hx;)FE1)xq#w!D}jBElZ7>)MD%3MwjQ!ZY+{1WS1
zfh9Q^3x8Lai_h%PouHx+NK|r|ZV#0}@ls0W#5F7jg#s<HThm12y|k1E=YFlqNmFh6
z{F?iH{p9UYW=5JTDwxU2saRn~OF2yv%9MR$vrq43&wa6;`#GE4WULCxnE;j_%0MRE
zU&ncQj`goYv-^HOGT1)d{<#RxzW~IYMs>%gW8Izp8OeHH5#9+um%Q9kZP94SRy-M}
z3daT|kwE4+)r|Yxu!J3Jr1;8$-R6(wQ+#TL4TB~STxf$-rQkADAzvltb6P@;mw#GH
zhiB>QuH~k?dV=yB{xumMJp%RA+{c`|5+Vg7!Lv+Hv&f&#^t~?r;Ly&78UKV*+AM=g
z#AYPDN~|B@@D5oo_RZT_%b&MP%;f)s;`cXsZ2-N7Dc`k!^80B3Yh5_|yrvP&eRC7v
zOpqkRqf&c=o>>XIHf8a(9kZ-CPGZl4F3d=JD^^`P{r@+uGIp!&6l;@~viST*=U#Ng
zDQx!3DEIyUp;WO|?@XGS{bj6bzv%G>yDtqY4UM1RKAF5iHOx@DIix7&-GVZkjDSd)
zf!DQ5u1_E_CZXhHQ7;dS^JAWV^UhnR*>#>>E3>?v`Sw!e=Ks$sp;{ZhuR!W*9{VMJ
zbj$gmJw_E_9v5bO|Gm$gDar=_DnX}Zlt{#A8?A2EEnR5a_$BXDsQyuz(%)U)6J~?c
z2^pDYj&P|_sq?Kr+kCTk2vzSjS&dD@43DcX{xjjeL5b6lJ&oF7kflONz5{i)sI(Hf
z6LQI@-qXur&pz>oRtjg=IZm9EgcC}xyc(9fE{4tH*C*}`qQ*{VTBGcPy7Nv>z<~FW
zYUstRR1Vs&FGzUf<h{Il-M#YRt5xz-(vv14i7-KMAVE10ygVGXH$Z7#QCn7lH$6zV
zF1cyLZQldc<55t4AIMYW0K_x=ka$xyhYn=Qs=ex=7sNX|DnfZ<u9&BAvfXH%fV6<G
z5bg^Ur$A(vLvah(m;RK+$CY(?<$i4~VIMX6Pb@fWU(E!hr8OQe$RLk60_M%OnIigh
z_rlv>;|At^|Gk>3*Gs68&|C`gf#E%%?%23QmdE9&g{7H=nJUI+P$d*|Oa8RpoVCx?
zFV&i}UX=`(Fe3q{lzgVHnM!6Vs@UCE{TYGJgX`8Cs&F>XuHS&E=e(cr1CX1JR4LR$
z7MnKf@g@GP*5-{-1H%QTVKvWe0&o0t_&COD#qrMRW`jKq6_MfTXA@Plew~e1n1FIb
zVOfquhaX}~p^aRa%(@Df<|4B{ar#%MU1aYNRx_LcBWfEGi~?Cl3cW`Q1z9z$a#wk>
zeekOtA9x-LU9PtEJJb1U0yTiDu|tb_%FjVmdmESkuZZzK=f0L9T>D_#gL`%bmOQ_l
zeCZ!2EW*thFBk~Xsi-6*FdV23DR#;%f95NTpo?CE{X?;ay8rFlad*N;Libc8wD)oM
zc(9_|=*UrPp8JlcivxI*a$axxJVAFH!(r>=58M&C?O3+NCD*}h>Fw^edna@ztj-hY
zG=}l4pn?s5@Lb$hwB`Ggo%Yo_Q72M_&MQpdNZp_mtEGpTg*)!e1o{ws`RLSQWzDOq
zR~|gYcR%{%^G`u-F0;<t#EhQ}L7gn!fz?HQd7%ai6k4NW#SZPQr-Xm9b2mM&i67M-
z^j-XIf~tXV6R+Q?EuMyUc6%<Q3K{QKNUJu`D=s-Vc{XqiA(k9(^Tsr#svyrL#g4Fd
zrrELz!%p%sISnQg=v*`<;n9ZEO@y2wb4E9TZEJPdoL4=pZJ+e3-<gXojGb_q;y~or
z#!nCGGYOCAsX5wGdj02u-986qijAE7sBk7{*W|^*rh=jf0lcUr4(7^|kf&o>v)cHx
zrDDbz3H7^$tFBMLpgtW$3nRRKuFfBa#<eLu$)W>tJ~bQdmoKor68Aq4<6K=@8zKc}
zv#2<*B!y->%o1FF=orVW|AoW$oPOZMT`-ia@Yx32n$?ohD|u;xsp|&)m{5`~bRj~E
zqhp;hQfpRa?iyNXKWp#obdTLT1`pkw@cRH^s(?i(%4*o+>-G8hNk4e*R;7!7-x2N`
zyy4;m?i|fUaJ*i?0+RC?OY6q<<Y89y8#&8r{VPkKEoxdcc|LNm--(C|eqTTBI_2Hr
z!#4P3<~F}M6Iezx2T^g0j(id%E=T|D&*?R6=jP-{(q&hsF4rkdnmTzBCi3kMH*Gmh
zzSb|OOYLW=?bR7avj-+<;0*eba6{l;7bLIbm9ZzB54bp7T)GyrUHxHS?Db&*ht9-T
zOZY*V`m_S4)y(^+l6B*k8BG^f1uYL!eQG+RY=Zvf=Irc9Mgvio02$%%PF~w`dE+mx
z6+2ceUSaBV`&-mk;Rz3j*JvfSpR%qn(K&&7FYcdf7n9Pgwb(51U(4C`6C$`!gfeki
zAx9Z_iM%o4{@c<%vmS3t3lz9CZ%B0!ZQVtof6axoDkW^=!QjGs%eXcres`kx3+o&+
z`02iM!f5yap|?1QZ@fM|aou3El3l&B8<bqm=$%xsi)vyKOk&wT8Aq~UW8P%^G%71u
zSb}lGlkk#tmrPWnkk|E=Rn9UI%MMvjaB{eVq6a4ilMmOvxk_Hs!Guq<eDkcBh7|dx
zhvO$h`GQn2Y-cAYBJ~@+Zv}|>&i&lw)S1zzCe`X=d#WU(?3$>?cr>HjFXMv3H%AWZ
z+8G-(nEZB~%{##@_kPb{Q@(j(f^73bqy$q;1UhJRtWQw+!hYFp`#+|8JNIny_5AqF
zX#!UUxXI;%6yz`qbNd?~+<O*jEEJYt{VDu4@Z3_5@rwl{vlk*k?72siv8Y%=pLL&k
zK%eqWV~z!r0J#5^u+ivP)r(I4#?O&T%XAj~*8V^f`5O}SZW3aA1d=t&*6%wXxS6R&
z3#vKo;V=Epv#@g<1SOiGzDUs8!+|=8Gwp(dHx(O5Z{WVMQj|+xE~Hm%+87AM;h>i5
zL@j8P*+!fV70fMRrb6Sx#a5SN`;Xn!YWI3p*<&<@19cg{`N=*B&?3QgF8j^k%7HDy
zO-4CT@**|SXEl>054D+brIS!rrGQAY#J(4Q(2lbDzVv$VEq&tyrk7<>9z;_!K*=8>
zM}eS@QAh)d=J)!sKD2R-@N|w#bN{@XdoIAj(&H@yLY_CISi!zQSsF&@;-KKQ7jacs
zU}cl()%R}Gt|*y#icEx=OF2VG6S%D5x`M0)%!fz$<E%Ay+U6hchV4+dIn$J~kU{)V
zM;rX<P`d|iVH+rQhd&?Tu{>U)`BI@-{fWsg*2=Fn<(X?@k{MqAF)RdqBR&&e82XDq
zF1++6`uzMt?nB2$^Ijd|Z|pXnZ834BsL~spK2%PU(i}A#RZ>37$E-B3oSAy)f#-%d
zuK6?nFBns$13K36`JFBHD>0cx@vKfli{E^{<HZU80z<V45LUSA03<`X#v?^*akWj~
zzp~w#<JWgDZkpAXNhn03A-f&%1sG3<{MVy@o$8x-w>Y_22<}>b?AN-92u1`Cs-i))
zUpbm$SAC+mB}`p-5$9W>a!gUWyk#;F(S#(cq_M1|qM^`uX|TGuo#Dg1m-%-ub)EzO
z_8L-}&@03O-hHneGJSH(`IqRYD{aU9OimtJIB7f)rAd<A;4!Atu~sF`&|fJZd0L#>
z6|zP%rnc0tV3^v}dnTlWiUQKr90*g*TJFv9#K$>nT^1&8TI$)TuO%c)pEw->qgVti
zD6i-+OWvxw)}pFDe&JsI*3MvtgJNtZRJfL@)3b^i=Kf<raJ`?c|0TYM{@0_i9lU$P
z8H_W9Lodkz>Z70+MRr%gjIPSR6-n8!VTz-WwzVO5df>i8_a`oqxXlTR1of50C5OBP
z%^Vx-3VHK#T~zGtJf3~ZrQ24o%g@Z2j0OZ;&@N^W+JKA*;sdz(u5>}w?$u}da;?JE
z19eA=ibMZSgragR;9mt(5v~@RrGk~JBDQ_Xrwx~;7Oz)t{NjE7?s?bDDH04H67`_S
zJ4OUxSix6I$O!1iQR8=%tIv6b%e}e{l1*$5(JcZKC!|A(BQSp_edh~v^;wPi_^lW3
z&(n6y6?M#Avpab*)&t_uNZ%LD-5Hy2_HBmm%Jo=4hLC3Ras@6YuRV<LIclZ&!x1}+
zAgpygkLp~@BmDAA_DjY-xYx9IW6H#Nz|e(WU`RQaSHd?&&RkWVW`*5+$C?!or}JT2
z*yqvnUp;hOi#mV)0}F0z2q{LjiHLHumaki;lnd^XZ@Z-2Q^PCx_~+Fx3_5{YC7vt=
zGJ%e^lX!hG$BZ^AIMzSD@TK<nw&S~{XP^0#$C%9xcsSH`0p2<h9*<lz$OhT=`$6rE
zTRu0`>W^H}vgTQ#U8uqct%dY2XOOZaV+`y7ybElIcM8{Vvb{`AS>~>y29>FGTxkr>
zi3A|oh&L-4i|5!YwP@%2^KqfZJHBiG?O*g?{VrPW*y8YMz;{YmIb@TEKbZG{A_>2b
z&!6c@_n)p59{g1@ab<9lY@psT`g*9Y4<tA#ILuE#X2-Cr{EWHpA5Ir6?;T{^*GxPN
zQo)H>hK<SP9jj)vEOJ^CfAzp?&b(Cq{<YKsi7I0-6k5c}Q!^22HTn#cp)-KI5@xDx
z=})_}`Pik{l90yyZvEb6QP2PV3xqS$4LXv-M=|z0s`5~XX_>ojLxA|ZbiEKUy|2-j
zyUDV*;Y`1R`rASJB4k-J=qtQa5*}xHrMOyY@Yd*;A6J6bE=V4hKX6~X@ZVSmGjmk@
znvo%hsT^=v_2_V#mHXQCT|0v-RM<^z8ALZcKGU>}-d4oE4SR*%|NESG?IVwP8MUa_
zbFT1rIZT`r{M#rh6$v{yfT(hYhdjpdy>w;a!vkfDABCLA-E-BZQfi37cvCY@0%E%k
z(mb<t9drxAvhFO~Y`2KL;g|H}>2L{72S*9&E`h?nz(hc8`si5O+D9pFwAP4}gace(
zikAFbxKkyN!n>f#xkPz1vMd=5J9I(+NXq#?gKzRzWzA;U9K1BeghA|#jmOfIv()ml
zqP4tEo6y|Pw=L;*oy+hR;=>p}809zXY9%Oyu}?#4!}e53rCeUmxE1h`M7vaU-D7s?
z{PR|4%!rhp6Qt&3?9OVhCSk}}EGaFZw5P3`4b<hfwZPUac^x#YTO@6AU-#^^rlWf4
zi_S6hM)ZToNrF@~BFGmNgtGE^mKFP@_R-AN2R7HzbXv~m&t|w+C<GoL$W#s%s}QK3
z|M;en=$fEBdC&VncZ$ScFht@wkdr04Um!IEoZHS8w)kCxts9Ewl1^gxQ+UD3C%5x(
z$yr{b0qUVBG=9A?PuYIu;OyPWwPHe&JeRowJ9<uRd;II4Af{qhi~anCEfXE@CVaLV
zG1c1PfAz;YhE_~XL{gN5`;d9Upy%fT!V2_dzYJ!q2{mc!_#GS0kiiqcOj9O&$X(r1
z@-$HN$t6*<-);sjGgBD8h6$*D?#<PYxkKh=I;YkR$s929d8q2}Uupy6F@Ze<wg6>u
z!@UiiUs13gRfCOV#*BlWJfGA}u0OIHaPeO7=e;Dur4F1G>gvSkh7MIH-7sm*ye+}P
z!@27UXYQ&SY~{Uv&t?zPOmwmo9YjvynljeDfHPRYp`}0bNZ_@W0?p9ssfDSG@p%17
z_;%b~P%0_-sEAN-Ohk13S6YkV<MVwL2ixph<@z>=oS{I_`3f#|7dVpe57KcfrnKg6
z<leZo$+_QDHK!k5aHTtGJ=1vf_~7_*LH8vX)L86n!34pjX%)4+-@|;)@_b8qG3zwb
za1b`cR|nS~aYMe#81c`#!Bcd9N&dx~Jq31NTq2B1$Q^za#0?ObOw<u}Gi7tF|HCJp
zZPN;4FD<I-j@}W#P;D3pu-Vazz+;CLWwCjy^lkS?sC@mDetRG7!_k~r(;o~GGY*5^
zpn?+i&_i{}=+2dGd*Tj+@2=#zUub{EiSZcZs_@=aXmv0bwpQdwk>K!DLC-To;?qNy
zugX-I4*wheTL!(j#sQcfh1`Nywz5}T|LF7<#mBzbS>JRf;(;r}2}feVm<O3c2epvu
zi8W`1?6Lak-sWQ5X)fFKTGPz0?)o%-LR7ee&|k@ULNEW|sXhI8Z}skD;#JbeH3LsC
z`)>jS59M`t!DBrL#YfxlgH6laQ>pPWPj-G0|FF)-yp&-td%&8Y?jXEUJj@C|#BW_<
z7rSSq(vAFfq_608-lXE1xrUmA8jqwu-s~FQE}_88Ef}6BGxWjC@#cevBgWohb8c*8
zP#SPUp>Jy};{ut85J`y5aCu>Ij9$vMPqKG!pme^D^C5qR0p*3f*6@wNolGjWv+TH~
zYjRC3r4*0MxOzcm=#g*kCURj=cifz;r-G}BidKpWN@h^ye=xQB;Kegp?0jt7FQ%^E
ztXJ>nL`6e_gvTqs;8Wo7TzH-VQr)q$(XD<xQDv!mq8cZh???7n#Klslje^k~AS`Lj
zm?y-rS&94k7ja%zNg|=GH2G>vzEF=1)Dlt8PT*V#I|%Gm)VhIeeUn&JW@ok`?{I~1
z?L5|>G0S~A6euMVPdu?g9}$Cp0#2R=9Sos1snCV^|F{)wZ<ySl`D0nzU2T)k%#$%n
zxDv%1*$?s-*f)=`|2KGM|Fm08%f02fDRu&%1b>gDwn%6pM+Df92V@UzJ#pKyv(oKz
zLKdr_6w?IA(xl2>(kvaJ7(eWsh}jyJ_Kk8!9n}x7t6S=9`&g%yaz~+Aa16md6B+~^
zYxcf%-B;<HYn)0wKgYY|0l{hKDPj>Kk)cuo(y$r5=224<kX9%G#>ZJsYv2OUUkmSx
zXNIcQ%lY;iP?1syNTVT62ObCxw<8^Euia!GrOXxHOv@hPD-8NxaIs|v^)N6R_0lF%
zR0t~t`4fN?pygIgO|a+G=V;(}s%STs+&M5x(O_r}2>pWMmAET$tfaj_2Mf;}FXy2F
zR)LRC%I`cK+VSi%^GpbXA38HHTRIk2b6j|Fx^-n&MbC_gCkgsdPxtGMjRpybN-Wr0
z0<8k>UySGb>Q$F9qkDT6Z^_N(?lPOQ;4T%P2kRk6g8~e;BpevLECcrQ>Dfg+VKI`4
zRiO*#<?7r!sq=xNLjXhB|0E59V8}qhZtO}64o*07R=9KTVLRUC>yP$dqEvT4p=uOx
zTSDDu5CGs3!Oj`f+&;hNuk^zBM~80Zu>01_sJ$3_45GCO+^mRZfQNTPCKKL{5c?1w
zCocR#LhHl@zm)GE<GuE_=Tp`r%mZF52k>G6F~lr&i34ru+!c5F{)d>o%l)lSjFySb
z)zhZbtZ_(SuYoXT-0F7hR`+i{3<)dvC=tA!wka{CoxN;qrKDa)_VdA2rZIa<G2MCj
z8Qm<iotaM2{Oob3whk6kTs_Q)k0U&0WOduIGoiFb<K}b`iBX@ZZ*tOopArYR%Gr)h
ziuif>#PL4U<iUHq&n7RoxaZ5ycW0-)pKrc(Dkop#7=TE}!jCA_PDSk<F-{YKzdg1O
zuI)R#^yibgD(AW1_flF8tc?iaB?{>iBp+6Oj^lJscYr{jMAF9Nj^$I_KHrcSn*nLH
zRB>ax`wF&K+2ox>S)rK3vAF3kOLI17s6;Lr8xK20!;dN1H3{>W-yfN2${TQZzu&2F
zzi;LTN?EGLh7(Uo8t9~=@*~YqyF7mIu!PSOBe$WPxejNz4>BXrFFQj6B-CRV&x7+s
zCJ6RC)%~)B;hoT#-Ghm9THbOS9#Nz2D|m2_0Tc`xSvr8eMjkyks5a&M{^FgmmnExw
z+mdv?>(XL2DF16d=J$#hIPSF^`8nU#xA%hA@|`CAe80aNaPI#X(81El8io47hX^@6
zZW!mzl~Z+(>Rc;)ZJ^JeHKoVJ`4YvVj$0{-gYv-6M4^4`XNF`?>hLXz;DF~(O6Pm>
zDz3E9{nw1(sj(nDy-F>K@Akx*hBx1d5o<Y_@{rd`CF7q6MjtYwI|?R|<L<I@IjfY;
zQk^*~4?NhvDed9ce*wWYg38v7Jzb>Z{HBBg7V*ZCCvTSTy7fK0`dQH!kXd6u(hQZD
z!8TnMZ`9E-F^Cp@Q6@2K?vB!H`AlzMtaJ?sagZRk4%kg0b9cS_$<A3bx7+pStZn$q
zI)$<bVF%rDSxJr^lQ3J(89(Ta|Kp;Yyu|rs*yk>hfDM$p3kMO;!H_hV#OL$v@uJI|
zwHtQNxOsRu{}Pwq$*~8ao*M}<oL|CDe%Rw+boejLT$lS}oon}~%!zH8<al>;ODQi9
zUU1xz5AB<~Q}*jm%W{+pO43&DlgPGWt)}<@G!ieMk94qceM_=be|@Yg(eBl1c94kP
zXeLcBlk#Euc^pJkTObnYu*PYII!olHxp~gG8Sqqgt;UQks&g0sC^3yVHTaAAx|#f+
z*Mx1_MH=O063SWXUu$!SKd`HyNK$w6Nl0u{rr^`A4gS-4KNWB-Z<O1(@x*jW?Zt<q
z+a6kL5b}m%_HU+GWJm~$W<6=wGg*3U4^P^fOO)E{?xqAq$f$c8g*`yff;-l|eAn+4
zfd{OFOhXNYcuzjvC7$m^Jr6?AK@Pg&Rg#(czO9LYj#tmEU8Vkb@J!aVfTC@M-zg@9
zXaG%zUSn{oKrf|gBxtVQ=r$u>#QBhtg2vS+({f&{3#Tj@L_?B2LU0lvR1%zw!ya8Q
z50RKR`-r$^wf@q!U$?3n<EiTlVW5;U8U91)eYiD@7bM4=Rqq5@ZY>)!J)hJZbz#I^
zE$#*tQ$f5SC}9ZN4r(kRIjh!0HFBNAz8vR5v2SKshwgNxlRH2RMGYuXV_%?U9YEX0
zWM%lAD{R;$bQgB1#jn_asp{p+j04~|DBes0K428<Ql3@TX&6#l7`LF4=d{I0#)UhS
z)kn-g6mSD&fowZYS|poQ7sc(?i`{v{BxA}736X}Y+qP3Dn!us^)D{$Z{QDoHRS#Oc
zJTF1RX4)!W%6w8|+q&el&&F{Jq)sQOZ;*;cU2+{)Xyv2D9d8U)Ja?1r5NSN{^WdFv
zFw!$j1iukF`EvJ;70CrJZ07n-3ADSb7bUV!jAa~#a;l^KBTU+le&$Uk&9jE;WP%=g
z2OQK|W$62090XKryxtshuZH#ZFKqT23~mT+R@<uQqy6D&x>CS65Ym(I(*V7O@L&)b
z;j5MHk6Bbr4?J+3YcT)hyN$cXp8%pM4c;I_AbeGSx9s0zsq+kWduERa-*|SgaQv^6
zdMh%RAau{d9`laSOpe^6etj1gS5Z>!*Xn11G89`&yc=?Fp^yP0CV){Q!l#)8f~1jM
z&&ENA!a38l_N8L?^K>KUnT?;7cs&z-0+Ud9@uNJ;dc9?JZxrYH+7Z#2_bAnT+|*1;
z9d=Fo=A(<l+?F|Po=Vp14(XWl&?rTiz~GV&SP)0Vn<86d|5>jmUV?|Z<%E9Ml*(0d
z8gWLGZx%`?g3PsYAPE=r2_iZh@yccjG)pU0%=(_!_uzy_qDH5N)3-)*Us)UG@RWEm
z8U(4JOnX$#4xL<v`bWn?7L|RTB^tGOY2;x=kD<Q?w<3QIlOQNj3EDim4e_36_yXk=
zvA`44t7~SACYX6|GL}1gLc95y;uwNT3BVZ=oDqU@VeA^$M6TTnT%CT`eyv^gMcUux
z5+}$xR2ecG*Guslk)TW?$%OnyR&tigDwuAhOkB_9Z?gP%d(GO`E6qE#se&ZvXsV<d
zNIK#1-B44pP_@K<zx{sV{D?}w;@`Z?13~<y!7lz<j7eRcNnbZUD?(XWDJiRBH!>9N
z-^#a*uRp|bqt#+npO(#5^1#DP<l-!?A)gsG5usGoz-L<ZYWeo!1-lQ52z#Y|Jz_Sk
zy{eWx$G~zyZmqK`#3POCfpR3vB52>%fUY$k(w8}XJ6w`1>YPumjTynvW3b*!($C7~
ztTSc(nlIqLEJST>$G$5hfQ<8oHt49O8`Mz%)}Qcg&@nlKmKM&)cut{<OKKw{LjB`%
zZAep(3J(W|C$cCJ=ZJ+y^w~fBJ~yHKukTEE?-OauO2bOWPlB^Aa3YA_BXsPns|Md!
zn$b+LwBlBioM%pby7qPdL{RzcsQZy4IPUv9g}PkIH@|O?O>bDrKO^a^X~R|u2oe>=
zmXh^P5Pzp+G&FdGRfwb4Zs_aAwfw#Qb-iuWXjJVIzb4>jf-4hg&nq4JqpY7VcpH(r
zxqPO!+7&;ilZUC{c(OCj4UnDS8T}7QIhiqKy721GDUwURCKktt+i~!oxlb|>WTx~O
zn3Dh4f1?^cMSCu7X<TU=GrJ&$y*(v@6yXF0QlFj2I84IQQ*^I#%T?Vu8cFlqu<>u-
zpGU6AQq&@Wcd%4eP?Cb6K5V`Je*Wfw>TC^_9HF7tuX#fQq)8Q&uvgIm#;FwWzo9M;
z*m6Z$ta^r-qGS_ogeCv2nQ)E}V{5_v4)Mj~d+cG^v*#;Y>z67`m-GpGXz6Gm)GC`z
ztporNwKD;*yvh0NugW#zsVo`sVpB6qc3&DKFIHUGQUKtR9U-K^0sCROq#<`}>^G5Z
zdK>uvi+?<wtM&XpCLk#><ypr!RLO-!HU`B#i`aAD_@%LP#Q4#0(LjwP{AuAV+E~K9
zkRSHkL2IP;<Gwewch{x9Z*1+fSTYWT6mOi|HisJm+9V=bdpq^n%n!%?r+-T^usBc{
zbNHG>0^{p|2Z!vi2@n1yqNqQ)sv5KV#pb_fYTgZ*a29)}SpdKww3u!IDRV12_Gm!E
z|ID9=uct?hr!45!zB+Z&A%p(`g@&Mx*oOO|pQeT%%)a=EtMGi?!oNk__2U0yJSYaX
zG<OL1{G0fo^>*j*X74>WE}dMuIB?)ulO+=d5?u-A1%E88Cnet3X!<Er4e!V&nOuHH
z*QP!u$zl90Ldqci^o$5Q^AvTbqr$1(*-;Lw4HVn*)103$zADs|7hHeVNSKrKD-dZe
z*h;k{uS%Mn1U$9`RZrp2DY#w7Z%(d=if<;ECQ1oIuf-vfv&^xlaqFOkjY-wjrkvA%
z2J<F>$nLUux}dqU7nWgObK=4~{ij{&ks94W^A;JU-MKmeLOlmC5>)p!V4*Nh?inT5
ztrQ;Ub~}qj)UkYx<efuCK`;W`P=y<?cR;1GBkx{{?hZ1laLeB!#LKr&!7RKuPHptr
zJxcJ~k`@Wxa~P3|xO#+UJp9y8^PO^N$YJA0j(rw|610R}m#DQuQ8pB$JjUGNJUwhI
z9n-Hc*r6EQvhP5;dy8pkq@3&GbL<q%2}M!i<(i<*DWb87l21~^p(pQB3pp!uNO?%u
zd^I^sg2#8NI!C0_J+XX$7tJTs@8H2Ulv74YR+02zW2-&G7L<x7*Qm?h@LJ5jk2bw-
zBlSrV0XlFmcru=lunw^E*-|#Wn%aDOW`=a7zG=MZ!n^<RxQTEOb;#h#a&g11l&S}b
z9=pq1Ygd){erLkE+7#Qa$r!w73En>oukzk*w(mmX4wGMf{CnhP)Nk8(kker2WDuT)
z;c4bzk9FO=Ywh51;mfDiAB`oVX2+J4sbBlYcxMO|fN}tO@q%COZTh|oGmv$C@#F%1
z%{;3=lSh**6fTPr9)xEG?Vn+AJD_Ftph@ham&L4<lpuEtuTw(AFd*`Uj=j&<a*L??
zk^K3Q$@KpON4XN`6$Fo)gy6c+j$yK`x?gU$9z4=a=S|GK*yKMXkkT=3EYa-_?gX&X
zv3Y0m>(a$fC3Guk(ad_&N;Nkw3>`Ome0|*AA<^%yRNnJ^m1!-J5$!Icx}j2-c{n;0
zM1nsQ<3?uvxQK55E#a3-zdX&m^dG<e=>TkDNzM-HCc&S4G8%g^A{<hCvqJim_v!Z^
zo@x3PResp@KPP0;;*Vw3shrken>!?1)wy?b8(ZWh6EYeMtUCBinWw@6ck*!w1V7=)
zaTL7L;VE)Gynw!M+$5@SXEEw}Gb9C`UW&>07TptlrQUTUDZzwGqwLtLxy5nJVAM*R
zVt$eQ!`qZ@aJ0LZrygba=ww_%U#`VQ`|78h3=j$=Br-E`+K;&R=-BH;CUwiEMWlKP
z(+ByDDxKnLS*e>IuRKL!-~*>wB45e#Bj4K$&fP6~yfSC*^DkUIZ5!5&9R!%e+#QS{
zSNs%68>SpRE-1uu_(HMQ%V!nsegc=t#4*YSrox5bdjtXr7a}-09~AXx)!aLV+J<v6
zG4%}D7b~B=T*~|)7C0*ck<LUBbmn~HhOP{evzs!jkL2%q{M7Br!<-LEBL4>zlW+9W
z3A}nwRfdOO&bW?0@#Z%38_eTT>nP-w!0i|Enjuomp~mu2#bI}yU*C1Ov4u{`a_fS>
zKka$R47P+8i@4bX-O};Pf8&&guT+XxSQS)m#^&u$*|w~v;m#z0BN#xC1SG|1;ohH?
zbkps14@;szLD8Q-?1xtvau!TN!7_n@A<XWfmrK9My!g;|Qta-$WJ5jc8)}b8tC84w
zd|d>9q>NAAJ@R0%Va?OUTh~87q!izgEi;{W+!RhUg5&_34-Pse{xU&mM<~a~w=wCn
zIK*$#3~zT*Iyio8;ASSq6JfyPY64nhcKz{c6WVi2Nl<*@7yE~U%b!vj5RN6Ym+(6p
z`(Aw+bF%#_Ai2DqrR~QuzIU#h_A@Vx9E`VC8#6{Q#qt>f0c{Jbn!4@8PZ-}gET-N5
z^B*t}ho~7Ko(cZy$m;$(eRV}N+1IyEXfJ!klaNf=d-$^OD;(xQRtve$w>8(((gs$W
zeO@SJb<QFyk4=S6k~YLX;}9Z(3bY_xS3&lhrJ1}XCJ<{kXYUB7llZ5dY+=>n>|A0}
zf0<W^TgxDOKt_xeNMzjSQxxj9udO{TXZAiXTW?mwd2{{IvC9!YLk1dz1Rh5Tx&(1H
zwrD=wy*AUM>}l3iowz4`KhpN;jyr-R@k4(1Xt`1}GdW8O1uI!>b#$slw?Ikunqh~h
z7R4K;M3w53jw0fDNi1Q1;81fl$j*cQeFt8A&`Hv5DA0YrtM%Zz?q`a78QPUAEY}6~
zBLq#3N|a(;>)7h>9aWW&c#AK6x^Y~u^mLN*qj_Y^3Na-aBdt2VMfLLlu~wPy9-^nW
zNuF!(JyPZ6S~HJ%bIF`MT$RInP0p?G);;z`$uTG)>*MeDZWa1z^1uE8fF^rH4HjZA
z+aveL(SB?aG3hB+kl$i)Qc=<F`9Dw$L4_@^D1Q6(%lp^^CHcP=78|Ner8Olo1At$F
zFcPT=Ps7u<vNAq@N15{@vB*U4TquFEfpoMHdqC1psOvD1V?oD~6JHN)xhd<|wo7((
zd|+?kQ|n#ho`;0s>F9J!WF))uH}Aab<}Vfs-8kBH#cq>Z<+x=L<kZ-66s2#?GE8s&
zl)}kkQRsJF%($7x^$!3U+e#GK)DK>i`SyO|tR>N-QQs0i`R`1ezly@piNqR$+6Bh|
zIC`)m+4r-iC2d;t-ukxh^Rw?WruBG}bUnyqVm$FD^sc94(VpJdzR<RPy`)eUm~vld
zP21z83{gyu#$Cm@R~CHX_!L?E!LJ9+8ujV|zl2#V+3b}gRzPuA)D)y1K5k`iNB4U6
zt&m&NdG$ay+k?KP2Qy!i&J)JUNEn?AAVF?M2&eyfihJmm$?@Dj(dxAd)d32&A8N=Q
zfM^z5ILdA)=YnXmi?be>q3@wo)tlypuAv4axkY`#>U^D)nu(GtsYpclfNTk3&IP2i
zE3g-$Sz=D!C4ax(2xw|6HI}~i<Z3K+uRBR0pCm-wx|-q2<{p{Uw$I19UW(g4(+IC^
zntm_vA?Z@3IpNwo5zs(QK`d-)IcxV(kxzwL!Sh=?Zk27)6wspf+X?(fh&Oh%wSda~
zgohsQElD5+WRu+`1lIqqy?*4Os`bk346iMo<Svi_WJJ6h&cKrdFRg2EmB3HWBU7x~
zZeCzvk5}1aKz+|BsDaoqxMUqMjoIgU%-%*ESzK`VnA<j;opq&7WF!oPOG~*qTSMus
zF^d^H`MYJM?)O!4?HO{hj(sz=OpTB2CKp2#l{AAstFT+}G<fjC*W4Kc2{x<5QrB0m
z_)x(q#dRjXe%yG7e!yL-K#3u<QrmG^^#11phxgPUJ?p-)&7)>k(YEp9!D(WT^gyE7
zv!J|_#k8QqTpZgxbngYck*tY%!Z&U_B1J(LA;mL6e{W7aCpLZI9l0w9hnClz|K9&t
zHc<9oAYz+{Fe8t-*6T$-uDg2gPQk}=mBy7C%FTNJ!XRsoKs+*=UKYZh)qdjf@in6k
z6}snUXGo1hz&C<_SMWk`nOgGD@Zu)d*M~k1s^8)`&c?Z1x0|}7h`oh&uZW`rAx4<E
znA+%dy8y!m_r*L078d!*rO{e~VdJJC{8H#7VtG?S4y@tpJrbQT%cH{hp}eQtvp@eB
zi}HQ3!z%uN-yV29SXq!gs*vZnhkK(V8HGgVc%eHTeH4t+NZ7ummWj_EY*E<e-QK1y
zxTwGv2$XR@&meQ@L^~3aNb36GX}kD|-Ts#F8EUK#X3INvXs(%ngN{Gwt{ZEaLv<uM
zmv*%M?SZJawK)wd=$()6oE3V}Okgd66~|i_6FFiCPBH`VfuVDc^TM*KstRD+BtKS+
zoH1jU@+=8yhl03k9v*UxA7PRhC}PS9$V;3YC1_<!H47_wEbgn%=JOZKjUSwV%f7J9
z+bQ|772^kJO2l;VH8|KpfHs`*v0@)SCRRD`N46+V|E{t{w(m;e+b1t*4CI*1A!I31
z4-{!MHLUF8-A_M;H^lU$C|IpH`+8_bg2F2X3O{=AjAIy}a^x_*-$xS$B-S`}n7;0t
z&ndG!JKc_yA(ko-;smD(4|M?**9of$Z(vU-T)45F>)0}_hzI(&oo^i=e_sXFN+<gF
zLdYf_>xZ#ps?tp-a!S(WlNQ`wSF=n&QKF9=4n9?gjdL<{@P>dloV`}YPCi?xz`tV$
zU)RmGrSm>K*yCe(h@=@U@!`Z31&QO}d;^*oia>h&F|4?9`Mt*S|6J{iTUc0}L~Kb*
zoj`yRh3bTpzh4=3adbdKa?2m@7OSvB>CWY%y<`j&F&d;S3OFT-fYPziEY|y(ya}Q<
zPHWz~dd$AHTPTN&ErH?0_fP3q*rH2|hP*3kwa==G&*)rq^+>t0N;Tt2ksPBOH&6f&
zuUCj+Zbs5dA#?nn3=dpsSWuuQrgw#OpQ2w!8J==bz{AZQVsNlaRwWfdTH&gB3k=_1
z+%KO#ur7(zZ<)qo7R%eN8Owz%3d2rJ{XJmkbH3@C;J7uoD#DgEFZ=F%sq^EjM>3sH
z!!`6{*_QONFh(KSiK>ARdN#omVC{=OndrBAto}Nyf3@}54En2(5t34X*-63_Z+{J%
zGWlx8bj}N>=T6rODYm=VCpFEe=HSBgj%B2?4hK_#sEo^(xYs0omIwR%$P3%|wnUNp
z2791zfbDz6B5B}8!ySs?jHhE-%f198_-s?jzFpO|E+H~3JMLA`*ih29g8wR!C4kCm
zK?5DUc^%d+`*G=WllBF2;V*xEI;&ypnazE73`~$cgyMyX82uI3TqBcOUl}y>;QZ}M
z?CLF9jG^%DJD`5!C}f-5wJ#?Ig{S<uKdby^uJa?wxXV^v7JL3Vp3vw@);3n0<+=W;
z(`J=dRC=`Jo#p2H7{iGe3cOec2pN=ILA)q8aOGob6?<!E8hf};4_vfGa>HJY*0;||
zDG57l1sS?zMj;KX7c9SHxlGROdv`Yeuq|EldfmIbxg$wq(*Wy;NMlEHxJj7YQP{$H
z*K94{F11a2@10(HfFp>*!di%dg0liys^CSofXHA=FSxg`!*g@(W?vp!yXI-yV50Qx
z6ANg?4vg_k4aOa9ozQK8&GCHxS67#FkA$OA%L1W-UCDp+y&2<)ubvDBCNAmddmE-b
z51OqK6EV-rechLkeV0W@M?E|;k?=xkSh$6Ws)FXk{knC1jcoNtwG*8B4L+V%e@kp(
z%mJ;R9L=ERH}2JT4Dsn|O400RThl1KF+0iY>(wu0E(ZE_e55roa!MwaG+<A6X0H(D
zTX^hj>OfNgbw9vJFh0<#;XXjQY2>GcU7u+rdiHhIqYY>6ekkvGGKy`Y!i(Y89nD-(
zflxT%6c6P&cuH0O+>ZyP$}R`OGtXW;x>cSe;L&hfC!F0N$VHs)sk2Z^EH@6xqE9hZ
z!o(Y%`8f-bZU<sK*sdsloQ`!Bx@OGb5}C#)^>}vt?St{#RW!-aJQ#>B7zn|D(+nI1
zBn5-G^~U0>*i-%HPQ5tDEh#B+V5aX9k->Pz4vt+(V=BmoCB~kPmp2&pMSAZPeEY-b
zz#@54Re&jQ@kYHR;;Yy6$#Kxq`+dvyZARLsGvyJvZ^f1}CLqmB<{*kxEli%bU}ki8
z>DS)J9|SwC*W8^wHXf?WL02?O8WN+3o4}@|-AUmIb=%#M^>icG{FQ?Z-?qPF44-s)
zp%8o`AwsI<xZmyJ&4)^oy>;K1?Pqmp@gw~v@EER&s<N<2DCH46(!d0p-k;yP=R{Fe
zN%{HKGm-;bKfZ^LogRENO3Owog80Z;cWi%09(MTPp{qmF+HSo4SjQV~#*)y{RT`6|
zJ#|M`KGO(R%9Pn9qJ1p-cU__mY4M<Cz*v>BC0|uvbl`d6z!XcCRim%|O#S<;Z}Zp(
zh{l319R9+i<w-8%pu2%mYD(DL=DX@c{A{v64XsT`{)PN`HPXyM5f5}sx;yCFRFBav
z#o()nv~Dxu{w>S<$E{oq9ezr$p<}m)EaLQ8r}(Np)EhX;cj=cx|Apsc<Hw>R7|X(H
zj>`5P+CFr`F6Z_8;Of-;Su5LDFd<;=DB73qZjO_0bnJOluffmUx%2#5-cA2;*mfz$
zkEstC<H>j@8gLG%yf@TIp+n*6cOg+hHo?to0q4tYj#pw4=f{)>6ygM5BA$Hkcxt}*
z+3F(?XH}mXJukj$OVMNRk+EMU1`@{;)7NkNk(c!!ThPUOZI%j;{ZEZJogNzsOeCrp
zKm)B6j1F(Cw!%HEZP&^7HJN!mOYXc~_jZbo(%5LQVc`LZ&yb`RT}6)BX$G&^%)`&x
z&9U!|sm|`L9Af}Pz@Zta5DtP{RaC<odRNIWi#1s`hx01Sc@@PI`g)!(7%)#f!WSip
z;?dmDxW(2P(=Yk&_J-(gN#BQZF^fbJgK5Xtx{?UQ!;ZO0iQCKY+_|lX)GivyZ%;Ej
zWf6a2o9+l{nh`Y*DDnbb+jy4x-#y>Dn`hKTJ?`P+^YvV-dGviaKl%H3kpvRJRNfgS
z;$xq+XJrM3KHnJcG9bH?(?;!t-r1S|fDtt=@E%2kHm)cO+Pu7Y_)Op8R9D++YDxDG
z>{zLH+J;OBx3r}LZ|P<U{ef`P08eBij8#H1ZAe+@SV!CFwKd}Ct)F+#n9nRuBbjg}
zC?n9F;xzHORaCH`{g+Q0TZ=p}al7$eVyVGEeu>)|YSoO1A^Z_6GT0qd9vF|r8aDmy
z{nInHD?cSP<rJ3zU&D$WJd<FcO`_X{NF_vefV@2BCCMLEeECmB$;GC*9XzF~{^D9>
zMh??z5vyqp_dJpY*Z?N`Ye~$<mv3@2{df56DnGJ({@Y1YIYOKXN||9=qT}kPv!40v
zU&Iz*pmf4!He1B8UZ+Vos3=UDM--ERtohr&M>CdHY(K`~qF<)pe6D`)_h6k#P@GeP
z2|<S;tILS;AM6dy8ICvktK<KSZDVHC;@I{{F!YJx<}<NY;vM!5=jiLqSstFI)p|wX
zk)~Pgk-0;YkRVPVy2TaGRDc&jAftX=S<e=CRB~y(#z{k7)jf^R%Z5oLr~^PEplk?~
zW{b2ShSwRtoPj;^nwpT&boENCZMH_#>brCPnBSi9ghWH20Ah8BBw@x2!NYR#v!f=9
zb>Dbd`qEuS<?NlK;u1qmG7*u-qe(PWPenddl<f*xx4?EmZaS6V|D`5*<m;80!(T%~
zW?zIXXX{O`sJo7WIn%t!*t#)GJ$3Qx+-4bpM6(zTuM0k(rXD<8v}OEkWNQROjUls;
zj!Ee4@ArPH>)+JRJ14tCKl^56oXi9W_@hv6t~ZjVmU!|!w!`S`PJWB(@B6eio<Dc~
z*08z6YSK>(ss{d8Q1uM2VQc{jCcRUNWUPdquI6*eII__#{`SW=lIO<HK^zpc71)TK
z@T!`qf$fsH3;vew)cobw8(BJjFhQp=5fs>zq5-wlk~=jmUTre)_$FjAFKX_12<2qO
zDNmFs?}|lpO0kxTbA|h!>xx**9-8Zc{iZ}c`3Mw<aU@(II~FtZWar+0%Wlb(Bb*$u
zoIT;a_6n3nHvtFwhdroZFei~S^IyfS)%zO!gVz+O1@v6u?YtAPnPL+l(iSB&GF2SG
zvb%E<+MPwio)2ErZb*E#b-NhD0HGX8aMa;_0s+E=qho^xYe#QCrR6v7xR;x#6;xwe
z@QR`yoFH`C8qOTiSqg$P2`+(bjs$hHIZmI;;Mw`U>s+gk`L=RB**deI<VL#CrT!H~
z^&#|B;~Jqd*6u5pJcR$wl9Syyol^ZlB|~j7oRGdMMfj$$-zlbl7VDW7&z9EMe^)eJ
zGso?+1vvpeoRs|dAw!=c#F@aWlIP+NvP=1%e*DwrhX!?1Hy-BWFk+x=sel(e&6ao|
z3kP^pL@*wbRo+~;c5~lv>$@=UdbQ}GQxVeXKGgXDoex4bhyW8BnhZXBl)Q*nk-|8t
zd)Ui(9!0&kjTDn}ou}d&)TvHRjHEU=s@+|kz?MKM8FcI=P1XGX{}B$mnD|8xrWSUv
zX0lT{6<*x}R2`&|6NDdOX40|E+bZ){pL6VexPUhDAW!w-A@7uOrYS%+S)((A$_S9o
zx#T^kTf!H$iRDLbpH&&tA><;b_>mc5>58W;Q2aZp!9v^;X2C~4ONyUW#IEo0+UU*m
zQ({Q(APGcfALv!6Z3@F(MyLi$I;74;q^z-#ENYrp^~7Q2%d%-($AO%2HHS(Nwl#CW
zYB=V;+IRD5+o;CrHzg{6FT~B&sbYq}*m1#_+m0{UC1bFxsb+~$I(=Vpuz<HB86uCH
zqi}XmT%8o^--YXn*v)$nqh}3wN-M2DJ3r{Ro!tsvGi~Mx$U^{0XP_t|0grWW<nm|@
zjhS}I<>#$p^<}FqJg&1&MnF+C2YaYzshUtaw|tvjYFLA4oBrMOOFDmTDG`Kk6f&0Z
zns7MHo<b|K4innkoOIo&_8e!lh`rAy6XxG`g{EK*5X{0Lwo`%>x$o<JI~83OvvNi9
z4VTdunxr>}cwYR2!6_UFAg%8YzWm&X{y^dIZLE3t?J>?4W9rArN;y)NVDJ+@L&CSB
z_0w&5fyZl|M<qK8zbcxB`1VCrOvH@$##H26E_=)N`Q%RR#K+G}wJLY$C}dLzvOf_K
ziVOy>HPk3<Hn|t=qWIhCC`&Bsta4-SQ_}9#2k8aj>$Ygm(KBOTySQ`&zj!(vJMr!)
zUCk8I?&Qha#Y!HLr8ZO?;pBVwuTyeDkf_RxXp!W73wFn<WR+h3N~{T>D5{GF#jBwD
zILfxb**t9c%xZ7z&E|D(+@C)uHWb_3&h{WbB`YY!4LgL#qmSvna$a&+WUqLmKku-B
zhW%<I+pne)eXE~Tle3WJ@kmvc0mJHbk0uIQH}f4Hep;XHRk>hpzwmVigi*wXF&;T`
z;S<CzR(xi+InDFq%&_;u^rg29BIECqryN%I4;Z1lgajQm+_y?BNz0~0cjt@#*rx(=
z<WUC{S)Gsw(jS|UK*rQ_<#04yar$}e!8XB=s@<7?r`j@>34)Fg5|)lA%Y%W%Hp|Ni
zeUkjJG0SPDSyIN&-?!_|iBCc?&x@%XTUTN4qYagWL{{?VJ1XB>mq7YLV1?8?W2Jg9
z4_fVqoKpV#;$?G&nj2P0J}h|?Le8KF<`0g*^B{0Rgtr)ysoFo)|Amz2jFz?Uv|bwa
z9n~5kDKaY+DLEA?<pdQi!JW~#@?~LVCNHN14tMPAOUV=c9j*c2=6nliSu|MuGLM~{
za12eQlrY_-_^+5NSt`h>T3KQ*={sE2Ha*=Lvt9pvLSy~ZA6G3lkNt`&u?8~_$gi<C
zSFn>Zm&0;-&IHG3tuUZBcw1Qqq*U#`7`gZ#2#`@k;~H5xSt$8vWro?z{}t==rbJIN
zPi8<MBj<PZMwQG-Ks+`IC5sUy)sX3+OjCdib!ag>J!w&Bv|@X%VCUtxOLiPLUH4^(
z<c83Gk!ywOtsosyg>qQ1t(2J@7IiEp#5MTV0fXD`tAfPS#HaUT`jh5$!#`U5f+d?d
zDO$)`s+dEMxsimxE59;ca!AIqFJ<}G{!-<_sg;xP9%fFqbX;jcOSZCrZssar^Ej4g
zaR%7R(u%HltZ!{dvY76-WFZ3!bh<3u0uHG2891>lvFRyqUWM0+N6eIZ8=$_8(<!{w
zz<R=HL?6N3kAg<VD+9*@|2!^#Q~WDb>*~#J-=uhFr_*W-Ea<MbjyQdWhzW2(lU1OR
zL5CMJ>ot}*%+BFuXKsA)w&r6;na3js$m<Zc7T8*(jX5ciDgkw4FLM9y*58N(i&~eT
zIwCKZ{^Y*RMP9s2AfSJU;2T4MYmKUw^3ErgePiE9e||uzGL&@ajE!a_0po;$6DAnA
zPGr_T?^&~SUIp^~xuf}6e|-((q41u+1g**(6-~r#h$rbBHv8HA=2Xw(X8v~<YId3X
zj-3@IB-(h=*XC@69qk=bc_^uzRs3segtIqIS1np*?5HrI5N`v0yMVvFmmViP%W2NV
zEyK#KHbx=6cDvp7j;#<x7^2irARj&rR=8tl-SHpBoTDlo??(Hs`^>c)svR3X_HvmY
zh=@ebc|WJ)cyF|4dhhNJ`Ky$B?RTbiFp$i{@rV~PiBe`}Q=YnUU)+(+f(7Y)%J!#O
zr;-E#?74%yJo#>rr_tOJn<8(&Huk$18~a(hw}<`gHwmjRJ!DLQk9Hm_%}8u>ed&ja
z`B_ht;+55^!!|Ss9|?)58wa6TT0*8BY!^sl;v6XZADDem!k)|W)+u%6O!^9c*X<|A
zLBLgvf_9<U4EmC>{T6*eR-09iSNH}TfBR!EZ6M12?YQxDs71jT&9Oh;c>PI>k#n0&
z4N`ghSRJOOhK(By?*YtFaxE1OXT;WSbcuBd`Lg&mdtvnAC#s~%0{ep^fuMyKSQEtg
zpYXw{h4go>(+Td+l0H;3EBwz5-f3lI<UPW=%R@fCr4!f|R!9)pOR1`YD6;1^EfX$q
zl>6DGU4Qo%HvOdLtYF6K&{TxHMf@`?5xH-zG4-k=dvD5ldkg$YnaaN_BALy9^dbX8
z#zs*&?kI6Kwt+)L&95?5c*XkDcCEW>?j%1H7#ok8?m)c*l0*gr81x=XEN6$2x$W9(
zcNd9xaeh3`_kb<^Sm;Cy!z!b|Sk?FH+3Lwc?=F8|niu=B@#wXNgm(-SvI+1$WYibN
z2yCOP@ZI%2X!K^}-O^}zr^JR2&CgDa!Kg0_6!wWJG(COk!>?3t`fIHA=if^+*?QQ)
zcm@MVyjM#9BTlCn|3w%3=i;`PH<_6auH3+}$x?ue0U&KMatDb60U86C_qc?`7Cg;<
z*w;Psrk(Zu(--^|zm)j~&XZt5aR-eM>?DX`L<fr0AOq$VUj6pU@m!g%TBTb{2)1PZ
z{xoI~7^#RyAX2(b1N(Pn-uLffmwW9n+TO=A-6EP&1@RfYi6WRF>yf&E-`mh^h0Svf
zchxqH$QAknx`&HLqrPvuNnN8P3Km93sbrw6BI5!FLL;c(3#D|d3@cBbw`x?}ekbhe
ziUl#NnAhe_70{tm%|0ol+EJG~9L66NSN2$$=r-)NahM{fNFf~@%u#U{!pMTO0<cP=
zy;x1s=~E0&7N3e^^KgCFvqIp_gyD3Qu}o-?;P}Ch1~`<L+DjFAaCc<8w{5e2DR;nd
zGq(^K5)HQ`F%J$z<RHmLTFm#(`52^q#iRbPo1gQpT{bssNMAmf=C)2q^&*&Xin_(4
zeDDWTQ&UwiQ-;LD<eL%t=W^#dd3<zHN%Wt8we{!{XKKApz$)W%3%7G%gF&7{e_n8s
zY^^sob5>be{>MMyUE7ZT5>nVjN!KVM1t=8C4RS*X*Wd}L-Q)2pr~K%f)fV6Gy5E2O
zv{aTd8W3R2OO4Y6bj)VusiW0Osr9GwoI|2nq|>w#bVkW#fr>%wI`RxcGw?C>P(>bl
zZunMpYSP&nE4lSs9Hz0p<mxM$M&ck{9(nwcPZ(FUyfMMpF#FkgqdK?K=j6<P;BZJe
zznt_US;1g3_z;y{l!CZeI_6B{tZg%qtlPU{%l6N|E++-<%{@By+wjf9V#q>>c#Ja;
zjq2}dqXtzwB24Wfs!U`zJY-=TY?=r`$#^9uL0Zm7Hz_7uef4fjwf~GI@rTJc0kje#
zlo^k)#zHuDtewxHrlBCx{)Xdz*Xyku%_K{YMnYR8L<SReB<NVs^HrKgIe&lL>FTaD
zs5*EjEaK#nvFQm31^InABSV}iIwt$l>7g1Q|LhWu0l7B2uG<3Ubw@~ytvM)P78bU6
zB^Q#2U8Fx_%OAth2=NiEsxE$$;T;>dP?EwHDgN-$6SN4b&IGiF9K<^WzWyO8Y9{k3
z&o;%rEjVz9@5=zmqFYfIB+H=ZHmZn#GD9K7hnstE!J5v?Rr+0aZ(|?V7KGae%Tnud
z02dW5i9F3bEb+8R%z3rS`5+5F-!kv5uHp5YO}}k7CnH55;LXfIQ5iCS$4Ob5qb=}D
zz$`7!%c{5O5>mT!`f1irZzKI8^(VH}L~u({q2CHnNYPCNGB=?9B*xNsr7dtdA8$=?
zaY1rm&maCyZPK}ihu66v^BL#`5EgQ>vY=K!nk|%7|4ql2f3=RF;QqrG>Sg#%ndV>`
zucnO2-RQb7#V^Ntk$Ip-+3bR4ZPGi)_*kYNhp0%JH6ptS>Hm1(tz$fI!-)AwTZQ<p
zqg)O$(eD`(;8B>MHsGQJFWQ331XUGGsZHhL&~DL~{+k2J!Xblm?>!ce83zNx15fNn
z?iiB)V^P|1jMXD2ek5auq*L1?q4j?i|BS=XY{?WX6va;XQ49)fF<xE1g#iv3-R#~*
z=jRDE4~)aW&18>MQ=ImpV=lHj&L*yX_ol_Y+ouznC_TvY$8y|wB07|?nu*@D@G9w;
zLv{pzk}yw8M)9#%*N1Bl?GyDNX)D+|v<=|$MdT@nIgpKT*x)P1s%C2n9Xj}FOWaP*
z8m(x)O)?HOY~v;yE02Q`rO`6s{1N#hGp~DCT1w~~V-5YZ^;ztqk+y&ck`{*v-5h}+
zfq-!vya<Jv12E*~Fkj%(6SjQD*~cR~2TRLt#TXUKzpAI^L!lyg4@fGyges_umg?$Z
ziFNMYttMO7CH?zmnS8lo&Whp(>qvhk5oba)kaTwh1_$bEAk%`ZVgY(DQirgYH*)`*
zF<9sjskJ^vcU$PedS{Q_lV*q6P=FWZGyskauDTSC*aRNak0z0#J49E;$rXN%c}a3o
zOj8qL(bbYl^CMa=*x0&Y2k*U_l6zpTZ*!xW)&5md5${V<NWuv>Ht<wpBBYDSfX5c6
z?atu%ay8Rwfn&VT><!<iUSH5kEf>xtq|QK=2%|_B(hae6n#5bd(zhHO%2M<DUZ}j3
zo7Y51L3E692<hNJo<2NsPaZ4PST^lF&wW9sjg``^KMQp#et*cDIMG;y0<PHLNJVVR
zE{={FOES6Jnx_0mzc54lx1Y<6iAbUl3mKmf@!5H{b-w-dyxo2#LK@b56)C6MCIKK&
zmB@&KB29R>wI&zuUv-|CY?dfN$z?oB&$Fz1xtUN%19u}UZ!y=_^h(7x-EVtr6g72f
zjef~;`60dAWN;R~?ci@kyosA7aN&4uYdmokTd>)Ct?pS-o07w&3)q%E^tYm=GTt@p
zAu|e9uLNqBkVAHY_Z<cNUo_;Xs{h&ZQ^<bG--N$Ri-c-7xZ)4)D7?Ba+Ce!h6)T#R
zr6QKrf7*q9P(Rp`U#2{8)0dECQ6h}11?I#{7mmFFGWi~J2`sPV=iR2XIoJRDmB^Pp
z8eG#E;u}z|sG19WRA{&(;WGgZ7H$~uPC{r37A(}==+<&{yTjc;{)V~xrPfY+Y0R`>
zQj;PT=drjc!mqESreujVcg7r?cEES-k7rMBmKPd&?mMzdlld3$GRqLesffD?LAJFS
zUwrsOV>$2oxH)^D33sfJO{OeQbUg8>6!NQAl2;)?`8uVKg4x&X+VEjOEplG+%8uvW
z3CxoaehDP4;pqtO96z0^=9u4qu6xBl3Lfv*u}EudUK;!Q$j$!AP!}6-Iw3K}`W-@K
z+d{kc_Rl{Hd;jWRjM&R};9PQ|C1ot(izVhILpyNULrjbHxnpNq#qt&>l}5bF9FD#F
zA<;vAY*t*e1)@+6GU*vPgQR;|#Bol7?K0PSX+sBmM1<5XEPT`CO(DHNcH_=g(CJW1
zCiH?q=_D(c?biLYt(vp3A}X^wLMGJtB&Uik<5osU#z7~<44%m9@%P6`j&kqQY?h&N
zUt<scw`BMwrR3oapK*^AZrK9+j2&e03m7%HzVor8#3pXR?7Q?!`$)eWQOVfF)&rb8
zM7SJ86Iel|26WjF#;x)7ed%Yaf^)OdSe*{dEcLJFJ0`*WV5oQu`m|^e$w{{bHCoD+
z27kcU5Bl*oj*;6euVa*obnCbbT#Z5wN%}KmDO->zbw$LL<5w>ot9xnl)bzNPrqVu5
zxkVazK9TGOh0IV?aZ8HI3&4wx+YTobe_p)BvVVBj@mo`Nh*wq9q$eTpGDonfL^OS4
z>f<x=*)gi~|J<D;+Vx;cg;f$m%Al>sCjqmS)XA~E`8Te)DMTsFJkotd>3GP`>47c>
zn5V#XRU!ly6?Oq_+@JeZvHH^WxAR+l!lycBmEG9gyN5(Lm_Zf<c*sb_lll5s)?I%n
zSL;rTx^w?}Ze71qDen|WXC(yLKzJai@C?<H%4s7c*}7?ITYWFiX&u(hp4ua4c-cH(
zt%aNqFTVkvbhIuhc}(i6?~ugXPo7dSIu>6$oPRG6DD(Z-NYdU0+mHA9m%Ktr&cNw6
zI?K}Sw;lOeP^9q>1g7eCrHr0aa>n8Eebol#KIiQlUQ=clu?9jjA#|*8)incoorTZ&
z_)@!+pDwQdUK+WH@uQxIl)}|Vs2qpaQ-NcKRA|JyxO@CAbX5=tXkO19V77Sr+UX^{
zf#Z?LM~d_woU+0G&R#{oP})5FNz}RP?y1b}YNhgI6c75sz)*k~Rx0b0xVw&2I6PE3
zd+*G&U)GoNww$x$^Abv=W<UsJlMpHIs5!F>7XI;Q&UArkUJ~;ZR;TC%(}e#hXE2Q?
zt`X#10L=uLcRbAui(ykqGFcPCaV%>NfA6n$bDniqpH2edIxr2~+E|>W?(qXgd*na=
zewz~W{!?7o-k6t6!|`)Xu>|BNOvkn^J?W}##&ys2Sl;LBwi1Smn{DPWgUEa(@~gN|
zeIe>&Sa{ngr``5Ba#32k>76;uqY*J+4z<w0|3#CsQ-HWxZ*Y~buBc9VcbD_+t76|F
z>4s%XZ`^wE-$WEnd@}mDKp$fD>dh*LKZt7g4@f@h7aeu_F?S*aTB#rxG?xGVo0E<A
z0+zL$9Hz$`^a4iDno?p2-X5~S@biQMYRHa@bHg)56XR&#n&nds_O@EgU=@_e8vAvq
zWQeqB=zT`WIU=kP+<Mr%k4DeFgg5=})nfa6Hm=|ohu<%XVIIq^A#YgxBxBYeW@R0l
z-_zZ1{>Y(zYtBI};WdlNnSh6Ign0<Nj}oaFH?6KIdLGPf;vUrIy<qffMCA9ke~l-C
z*oeaT=)@np`uH5{P3KL$VxNz#xwg{2z1fD+D)FOe2Hy+xVTZ{;<*w9h)wS`u(_~?G
zcV8+`-IneY7E0*jgUL!hl<yr9z3@e1-P?{B|1A-CbK%ow-q+b9ffp_NYZ;5f?RFID
zkK3{MrKy6+^(i`Sf7K;7*NuPXms5BCQ#RK5%#0vdV#Y=@rSkh%UwLukYWUAemebsu
zYKqpj8t71dQ+$o%k(dFur`eu)y@@$(b&I2&woFsn?-$QJ(HK8N6xU*ObgA%o)wDpR
z#mPQe-9Ct?eLvS(dvRtU&gMdKKCnNCH-%?$qQ_HHzzTRH4c0!7@k~7B^JlY<<}LG|
zjnv0O2mmvvIDm}|@);%x@6>x%Q7pVzd&`5k(p}WIkIEDQ+d(wSKwJS{J@HH6lavKU
zMfJC(-*80R3nq05YKu~90swBv;Ejh+HI*}o3BO(`+v;A)STnfe2G3I6`!^^)1^qgH
z?~t)1DDae2YePORt#i+zo!NTe?#YmF=~M5cUt)|Y=r&ZHCF;Y$l#H)w1r_dN3v#eL
zZ2CQ)`?ujk$A63`Bh1N3JbCNFEYlLaL!*pOs%m^zYEQV^{SOe{gaa;-R`<*+{M?<-
zUel*MHM{=4;DXF_O2cx6J%SHeP8M95z+lteL5-kJDS8)>>!0gBJGRtWKxoCAf{OV$
z7N57+@_(QvV?vKxA;B8RVa+!#ON_p~(RIbKYwre~Pk9&igtPtw3$>I`L2ocYp?*<g
z(CJatsj}a5l&2Yst-SH(zu+>8cVu2I5k!U#4KhZscAE&xPJs(qJfR1En|*ZQTl?e8
zvWYXP0q+R{6p==#I1eK&U0Ds2Tpz}IVqWQkFN^Q+rTqT-WBn-iiGRSE@+=s?Kqvvr
z+E3m-RX<B5RYQBlJg$x-0$FL4+Ra!s%x_6W5u#cYL{T&7z?!MBQ*vQ;EYE_o1x_BV
z|Btcjj>qzQ|98n24OCPVDIt3m4O+^Ij6~UcKlUn=ts#Umq9H12lhDu-l0sG~r6i?9
zH2kh}kH<sx{rvvp^*Zn8I`_HHea<!C*Maw}c2f=hBAw723FQx^o1uFaMcV>Y+~x+i
zE?)D=TUO0@<DAg`FFqxIf#W(NRRl%DrhWL1$+zj)I<F6$^)=3auE^8e!~a5|lzi$i
z!Q9h1cLj4g4AsA3G8dPaB|GwUAJ<=iR1Z)xY=ct`#BXff)$nb{J@%guLizW;d)X^m
zK<SH&s{}f`lP3h6i3}NhA1YzLWm)w_0?yP}FwN9?X;Cc@v>=g8&!XtgWMyE5afbv-
zM)UWE22SAf$M>R=95&T4@=UE>pGUv_{nXWML&=VBwNLzI+T;ZQy%Q)>PxZWQfe$>S
z2963m#rUoY@PA(?X7@KBx}(Vmn!B-rMy5=B{kf7oE8IO(Z$8;mLIt>~=aiRGq|{In
zWH_>Ur_p-D=g&1i@^>Y()F!STreA`@hlZNj!P?+)K-^P}GJJ{s$IE;;TI`ehNWY8K
zd{bZJwd&fNxyebAFApqf(r1qrR8CdJ)?OYy?-QR}qiX63GgYuJlOD(Z5?=lD#6?CR
zkrR$`f=R!ws9LwgXzx!R$@-PYPMvqGjJjK(G7dl_IWr(~E^iYwQMdK-OSX6YcF$n6
zg7cWvI0T^-pvXNqkP*Q$nxT@st)jiEsw&nhnSWDI!P>KY+pTO_pRKdJ-)8VK!tpXt
zIysfb)5$E++a+_^%eI_f);RxjQJyWOtl<kmm|R4FoLu;$lQwF<m@LD7ac0hMrPilb
zsb<qh7zKb|6KyE`f^$df0XewPa?%#lJzaZ&rrPDL?AEfnW~;svwjh)`bZ}Xq2?IIo
z*wX3w#S|YZXWd}ab5G1J;nv8|p2a?lf>5jzPlRy-HwivPY;Xo&{zZAmrWdj{X2;xJ
zYLqz=D7PUl0_EB;NQhy%{;D{4!D#rFm&)Z~a$n8!-y}0i@bR|;dRGF$X#Ff5*!E&1
zVDX-2$rp$3JXvJanYxJzkK$td6p^`U2dtL3vk&}DkQdOO7Qb@oWBulwz3P@;-Gezz
z@8qdG1RNCTE9K!xEE}|rhR@Lv(>qt#UboCawWjxd5c6ZFl(`#rKOpDl3&jwOlpkYh
zO20X5x;mW>>Q;3#xp}qj*{L%lgo<zyAW-%o1Vx+{gepeF2qAuA5UOA1ddq|R;=R5n
z3j4ccY_&ulF$knuw~To|vCw7i6+gCf+vHSP)cNy@dzJqbZe>8&Te&$w`5@{G=i>-=
zxRfon)=-s2XZeMjA051~A3R|v>r)yP7!kP2f~rJGnh+wd;O^*rlaCfJhJMGM;MfvZ
zH!0Za{xJp=!HiEfu^~5V#tjSFN*bnSnX)sjg*oc!Zt46B3=m{N!KZ_6Qk1DqrlJ-7
zN=;3Soj$sDAl0b;bWPd9wjNCe5Lr7z<!<5bN31ONi*ARP+0e;PUN2ZR(%*)gH7{bo
z_;`Rm<>V8DqF?0sbFroKxrmmk>P>kwp<<Kk99z_ej0gl&=ptTN@T}pz(&^RT*s4$b
zOM4$1XWUQoUZs}8E&BLUMlA!x4%kpZzk(1ik?O&6DC5<suR|U|vMcwz^6b)^Vo>;k
zVL0AL2eRA7e*a^+qQtbyt;V~4Exd4|{)PRm`MXKG9G?;eK*_Ag%Lq(*&`y(ScH0~K
zN9k)XS|*u=i@Wf|E{Y~K&v78q&4;U)u=lXj?+smoqa^&l@^Pg;jdtYT;J{9r)PIBF
zm5Uk@8EJ(A8x6#MFq=H)E}#Ce`3~v5BD@(;`|9fkIT<+1nN>_vfMtM0hhL6}R>h^l
zPE`xZCDg<F!X*H=0;0GDgN5C1lK}IDPe07d4mRA;GivAZP;p@xsQ@|<x+AGzHpZeM
zz<b&*U!-18rgu8Ge^t8b9C91t(}3~7zXzTE5IbgFUrfg1hT(-t+*N)Sw%+Ap5?J~8
z-^Ryc&#Q*MXD1je@NHo~a?JdFwoBXG&Ev<xIYLv$e{;2Re^;S;*Y%V)roZp%Z2YOc
zF8}iQu|%XtDgdMHR`G4KdtSBdMQPrem8OeZm$sAl2sKq$SVUf3Icfip?pf2_{L0%7
zJg*7Sc;LU{@%Y~)2C85SB^MmXs;?f3y2!l$qru6i=kw3596u5aVQ(kGA%c@TNIm6p
z|5EZsCXdC`G%cp8<I3}w=Hn6gc7g?l8eXv7@Dd69#i-G&xsEufUDKJqF7G4LhlsPn
zr0zq_9?k_f4=HPGufuKmcJ39Ee(35jKh-*r^DJ;Bc>;|e>8XT?vF2*%nheKP{_+s>
z>R?&3VC8SpJ2r8sivrCbW8P>{dtqy2P>0dt(+g&*y|S2Q=Qw`ysI3Ape40fh#l1+s
zaB|lU#Z_Fq1G`II64J*HL@Ciwr0s1338?-U?}MniJuJOO2Sk|9PTF)@`^J}+9e*27
z`Y`CYCb11m>n$%PrM7eq3Ow(+7v$2Z@i!bwn1Z+iB~E9JbX$VfwHpHx>W_B?W&hMO
znb!F?7*T6Wp&CHjk=PUY@$Nhhug<=tU5{>Ckl`L`v51F4-Q6h+f6<q|@*@6P*=Dya
zbyF4l>t~yu|4kD5Ja}`YN8Hz@oj!9t_1Th3+yem?g&Y4i*4LeQ)07O|m2DD{v(KMq
zznjs(TGw#rReeXrUvOCBEGCr>Pqt6}pG=&Z9(Sl^y;xd6A4imR(<|c0i^In%082LI
z`Y?3v>J%|8_pYE-X700goSi=rhVEXXrVaOa?PST`FtWH*yWCD$!Q%KJ6N}fyw-X_V
ztlG&P_~D$OH3jehZwl%vkhiqHzVyk0Wd+6iG>_etA}v{1U1D}bM42cxP&F%4H7bn>
zbGe?y<FEg|K6~Dki4Oxw87RzQ;|PvF#7|Fneok1NQm*?cvTfTyu2=e@uS3&>myv4n
zm>fHJ9;!%zhFw0`zjfcm#0PGLiGG!x?*m>rcaUn=7{bvBQWr_z2cc23v`-m2-<}y|
zjP1Gm@Xq;g(YCXF6V~9*GQd53*GFgem`lvL{LA8gt?!qZ;-x<(g2;2-*9YrAe)O=@
zoFyTeO2P96;%Dks<v*SL_tA(Ov-Hq!Z)tlhcvU8QM@Y+bYpJbbtNs{Gbd|%3OP8+q
zaTI9DY&`$oy*9*UU*dJrW*K{A4;YJrx7eDBy^#{{esLwyPC1w+6<D6@ct7^>l5Y;@
zVIEu3!V^cIn0@Z=Ini${Vy~(_kNLYF89*8PeH=oykis}7iQQ74KJu(%WXfipuzlq_
zw)0v}m_0$CHYQ}?_dYx2D9OXp^=c;XFAf*H4Of<!2qBr1@S{07uT#`Z%jOPt{Sw~{
z*(rN_KKRowd~ydud9)QR(2ZoYMa7X=SBT@;&r5!v;%k{R;A&Xc?c*OpX5!Ev1yBri
zl(9!SD?8$EeiQOk?>M)F>2T$gxStcIMb*WTaRwU198dzug@n5=)#k3GWks6p3CTK;
z>AOguRK><bQRQCHxdoh<P+>zVSo^reSuWNd^iJ?QE3;%PXRmOKN5@2|0aW=0`uagd
zcf;Bhl_ey@Pv|_96!Te(J-hr_+Fxh_3Pj^|qDb4oRIWFv+TS%^v*T0Y5vzkzLr3;B
zOr1F1)dNm(h|@qf6&uOq!OYa~9=97}CF>V#F_GW#t$f08JR*i$D7eCf0>F4Y1d9+A
z4-b@IxiY$D#sZy>vnKC|ZK117<l7oog9iNPd0XWlw#{yC7g=Xou<@6(-`Vw~Z;ifu
z@Zf$BsE6((cGxlJPK7CIF_}M`kMDjw?{{-0f7h6TMQm%b%R60-i+}0(b3@+hOI~N|
zV`dI2S>JlTeC&=UA%WmjAi@e@G$7{&4ZAVV-;Za7NypxWYgUGFJgn0RzE(P68St`E
zryx+v8BXS5)7>A{Swse<)R_Y!9o8ipf4V^i+~^MkUKA+Wa3|Ws?-Q99)E9qM>)G6w
zSq8^)lp8XOM<>Xk#>3{pW_z8tZ`0bE6z?CMB=RW#>h`orrzZ}lm;2%yoG2za7u(*z
zrC`%<EYl=4Gr+zm?a3`NJTf*d6jgF{3L;#$;86pTFl^h+e6jHDd)6LzPg!oS=ek$Q
z)135`({T)Y0J>coJda(#qa*qvOKtKB17+J_-lMb0SmhW1_4`IG52@o{A>sBi=OBk8
zw~t8Gl|dm^frTaME1!sgC>rn~Va0~5RqZdgS+e+vu9Z0ZDfb!c>ZKD_!GjP&m44DN
zmwh`-eP&g9imvt5G4h#|>ba3)OerSz0UZO0))0)b#rl|2J-Q5C?q_#zKcXw`<C(mD
zH<?~AaboB&*J#^kJ*Uy_Chd%Zi|LQz2XFMQlisL_qrtHXUMz?)z>;Gzn+&(}CVa^=
zxfwnyYQ3D$opXa@s^PeaQ84f+V4sbfn&R?qvkJ_%)_vf5zk;X!sqNpFfI<QL874hv
zuEPtqo+i_V*=LpjecRRbvZS>+af)OWHa^2E0?oUUW-qqZ7(Dr7`E2#~>)t;j(|0GL
zsI3Y)Z9qlj34yjFDs7Uv2g)QcuBe+r+nwcQE!717K2HjZ7pP$F-X@cZhI<-1Z)u)6
zFKyg>tuBUce3C~A`MO9P*7k1RO{aEuv(qx0z4CRL)3(<I*8f8iTJ{GtwzvAXR(`Wx
zS*TNeswzu+TJuDGh!Q}47_cE4&RbO-vYo3tmA7!SRteh)#oPqa!8&mzJY{7t&#qld
z=Pzx$-{Y$N(TsbhM)c8Uk-yJqY`xxJy>?=Hv(bRSyxF@>Us(~P{Iya3?-(yB@LSmd
zUA!xzuHSjmC}R0JryDUvX<YXTHi)UdR$%%U4nOCQX9z5te<9OFW<g&-OZn-HQhDo@
ze+LlS8l+kPhx)!FW-`gaaeF#!b_<I!XRX~8G*Rs$7Y%Xkd3yMRL)->d;_F5ubJ^oH
zF^V4#y=-6hdGQXb(!swAW5mf~MRnh9+)e)ea_>c#wbhm3w@=8;Sn%ICIqYValZiRg
z$^NyA`K7Nu`D_~cWah++=r8k>$6m>MU8$_yT6l4Nn$6Yrr85i+4YU7So&q*6xg)8}
znrrIiMgFIAZ}+m-vvRThH%<{d?fO-9?^*7p>R)(Q9R4xl(!#u_{l9Tan9cD_l~=D9
z+&Dh$^;GQV^XHBsuFC(7Q^r_-Xcc5Dm%iTG8TRmM!;xQazf1mOcQL*P73`$>CjB9+
zg4&w-iGBMOMpI8j3t0TOJXI`B;ZB5mpY~+O@cL~FviYRS9`fY>Cr%E#o%z!Ga^AM2
z*U8BdaVZAZXG;Z7)It7yeUNJ`qTF#yS8~f?&5A`W%SYawI#itZ{=db^Vp{`WsEZ$2
zXtc{Mh_}W+jjx+)vHE}G<gh$%laM|g@tMzD4L{3gjbLJ-YyWWwGb|?*C@9SH>ej42
zqhc`=yT3ih^rch7i@g7qr-1Q#$VoS^VKIuWV;1Lh&>IpitkwE&oFW$YHQjIDz!Kf%
zk)?@;3O_Cq9Vq#K%u@+_v?gqdV~V*68{fn74a_O>^|AB+aWyeMpE9P4onCi#xt+!e
zfmvH-rk=c~8K6H=P5aCHQ^DrB>j{+|y8oz)<(v|m(9&r+`W`#~^ZDd4@ekQGHk)tO
ze0cfVY+u+7Z?%DVrT>H}VCGlSoc4$K?C_}wGZt5$`X(gJ^}km|5qoG-mnz1xZBc88
zi(d2TueFbld3pY)G$kwvd%f6jjdf4{u&ndi)Dn(ko>$ZU6Q+!bpZZMm7|pnGI%BI5
z`?UJm>3qjR{}ZNyWiW5K5WH&F{Lkg#;Wv+oUYpXocA`P^=NnMP7TQex(3i*i>Yk*D
z)pYNHyECpRyZ?tYtXU{-L4NtJ(Z_bnN@s?OMswbDCL^8nJCSs)j(I41e>@s~c{-QN
zD*N--Dwo0N94FBu6XcN2+w6yt?+z`}Yr&Kb$KIL~)fVldLx!rye%;Xu@iZX^0r;&z
zJ=9wK=ELTC<sql)((P4V4tMz?^CsTAkPi(4Ky`<x2KchA=mi1Bd@kAhde@XD`s?#w
zep)?rhFQF7;>_>_f2afU_QbY0&pe@LdZ6@&t^BUU_e!5F0|zI5kwkt!skwUdJI}K3
zW_gj5eolx>=@@I*r4!D7{dwZ;V4e2I_q;5bmoSNA%DpWvA9>iU0_Oj9Je1^u_T8+c
zp|(yg<jM{I6`+KFQ*W~D-8W%4o|-|mffo(mXn3HvWw}%8v-bUiVS6)g4o}?6MDP_Q
zXn{`WLgqwaxAlac$11lEyG*H>cF-dy(_&X?<wQX!Do@ZRBZoO=`R&)No;_2Urd}WH
zY%?;Bzrjyc_tW1b*&7m7{D3!^w35F}Z>pSSbepa3w08QW^w!B`oXsyMh$1u;s3(DR
zFw`3HXn4^f@y82)iXPnJ#^;p(T}QTH;szifNNqQJ%sC*HJinwZy0}Q`mSMCYXMV-R
z--rBRm=CBxnAL$op*l$q0sW4YN~JmR_8zq-^#2@<=k?$;XQZ>gyk#3t7=N0t$T{{x
z5!Z&9byM;u-b^T!8axW%fEzOoXxNz>UsUsNa7@}{<<=m+_Pm5iX#)En@?b0D9I@mk
z8;xF|VyfTa{-C5&Y=`9@b7}WSe>^_gF5m&d&8ez$1CsWRe%F8JU8s6{Lpt(_;O2u9
zWgzn#DV#v~0A?j(DW6fTR(;P|?27XKOV0-P?0lWn9mo4WQ1~A3KOS6tRyXk>&(n@I
zu>m#xtj>M&{)!>00ti7}8C<m|g>FRK-1#)kUbkS)$&{uo{|4c5+R9_@^t=wVKKEo`
zAm#P!=(#I2*8ClUau&%4>S^03+obNDkYbViYp^8l)2sTjFaHMNa$?SHGB+zpecjXi
zW9q&oLL04%5^eqp!NbO+9NOHA+Zw;u^m1<b@MJ;U%H{62=Suz?gv&AIsMj43XM3I|
ziiJp4@43pxRi5%!2nsioVy;X%{yK8Fy=|y6{pXu4$u8nug&Y2f!KIjgIa+^gvMZOx
ztkcts+0Nz}1@096D}rLw#P>nBrMz;YdxWuq9#hIk2dVSYhb6}X5QP1TJ8vM2iCA=S
zNy|7sx0&X<OxoaL7CKudIAXca^y`0@L@<G&{dTW4LM3fCj~Jiz`@2GG6*SjFK<b|u
zTuOj@sW@%DXXhKShU`Tl&ho$JJeYXP5HkbM3bkq#2M)NV+<c>Vj^oh@b({FE1IlM7
zs-9yQT*?s*mW^|~wFDKsGHZmki?y+}JSS5P#?CeT>mkZO$hUJrgHPtD_YpZOt=lu_
zah46e7{JIRfWM+}NztbjeFKZw^;USrh}Ox5bL?EZ*Y~e0fV44E&KqatH_vU?%EkQb
zZn-uoGr_RW{2y`vgG({&xFY8p?AY?y*_nS^W_0eFusw1Uq`-QihF*}2<L!a^yFh(V
zYmLSAJ3ov9xHr4T)RpWXkmX8Q_YV|A88EX?nj2>nUB15l>%u;<nvBsmd$vdYeK^_4
z+^^7LB&z2!Te?rTjnHX%!~7+-WAR5~myxr=yR={lPimxcJyvT!{BiH24Tpkhs*9@G
z-vywOV;c4&=<92bVD8o45}h}<&8s=CoyRv(WhH+fa>s2k1tGx)=6p#;D!Cof{8~?@
zKl#Cv^!J~~zkJ4(s&-?4nRt1!O3`^u5y?RR5_MUrGye;UmJ8dOIgoqjn%jD&FLTmO
zDg>VtSGN2Q47p}CO*sSi>+XEG=F%?QvYf|nzHs);|A8VFB2b|9XxY!|$|VcRC1t-$
zC8{}kZ~tE)v>E|t<w{#l^NLQ14If<Mpe*OMXzs6nV=#>}mMc>)4f*Xl8PsYj9%`{@
z8t3ha!~GFcs2fqzgssS!IbD-=d*rW*lUsE<GB`8COeQL2z$$_hkl|Z6cHi)>R-;`q
z#&^n=E(%TUSiW9{G6+y94p9t*(kV#KJPj49rk^ku=sCQoy0dm<mH5xB%**R43dvdF
zB<#=$fFAUM+%3F98p?%j95GkZJ4<zjm^_SEesUen)av4Ejla);L~XTg?V$b$HV|Y?
z;Ed3CDhRgy!R;Kjj3~P&E7o($TCY|!z8OXZ%#cU`lIbO6<sszN(oo&fq_iYEY}eP@
zKAx%0$4}V@&RTt^juHp~YCIp?$=k*ku|+sR`V}Y?f!K*y$7vhY>yowaSMSJmQEw5N
zUQMa0_6n%V7q#V{NS1`BZCNQO%h}qh*kES^N<|7?RU<EPXUD9cKbhmf`ivQ*To6TX
zL<rfNPKc5paxdh$rPVfP=ej<a!^u-z<9#%8n(dr11RNi5C7@6vD#}9sW+5Sq?R|XV
zN79<&N3N{&4S4c<Jrz=N1=c7$9}f~#KyiTz4%7^A>V1v*zMFSC$6f4r;vv2+`_?m_
zNKya=Aovg9bwkD@ROMjt<u|t;a`H71QTcG@k;?uXS1P_z&LLMQNrGO0u$6$74rt+E
zVnpOHKCEX@BH&%n`M$09_-aSCC-8@kQesdU6P-UDCwjy4BT>Seth|b%ot%O^7Mx?8
zb9w&0^?N(A1oNi&Jsn+MKqhxPfJ`C_l%$Fyl`M!vNI@SB$l3qQdM~eW!L?!O<Ju~$
zPYX_PX0EOslZ|KKkoyCDGISR{cDEw_&A0s;Ji4-u1)^(sHdjxTqLc=ZNs!(Fb1_uG
z5D6*6Ptvxy%I}F=zGOvkPFlyW-PJ27H#`~-D(1L^F#<IC(NT+^KfX*Al)Ut5p7qb@
z=$1n=W0P}tawWGt)rXPTP^wne%GS1WSnT(un6-IusC#@)yg`Q0gU0O~)5g$vl@Ut+
zB>M%EDO18fGzJaR;^u!Y{<O|+_m)Lw3*8(hfRxFCemWGr40%;6J8T2r@YRtO#TEIR
z&hx7M{IuMA%{xlhg@?qABg8pG+@N^24iWIfu(-We-<8x$3e6jqnmXq?7;7EQ7?X-t
zkxWw~6VusevR@ZxmhPGoaVJ0HuF!C!(Z1zl<EfG@uq&u7CKDEu#+Ge=*k?EQucDDT
z_HnB*$_Yh;=ZNpi)ydi$m1npi?s3S5V^>tmEgba~HaC^}o?xnB?zHLq4N49k)r0Iq
zbXK9I0P6y8R1dJ%x8CT#Wi{EIcF|OFwZrx6A_o#KjDrz*7I;k$qU<LVTWQ$0h_!7T
z56)Vqm&*@@8h&Zs6GA`ih-nf)7e#qlD3^z=|0SSDUi^NM%DVi$FTI{gb75!hQ+gXC
z0F~Dh>3+zL!v<IO{k-%>E-E-Wv$Ih;yzANEH|oA;L<J}+kcBEx0R|#5%MU!E*3+{*
zorOLeVt%!B*W6!wzx?I77;u=R;g6{oPB>l)`TA<nfy)=af7p7s?;j8pla^D!Z13-T
z{L$@>>qx7tuTkq^$uf@sp>YU2SCXQE#zK`?Xk3DgBhg$*@o!ltz1x=7I$prI;WTX6
zMx&vv{N?eIg~k;;rJLr^LPu)IpLYwuc?bx`SOs~!ISo`>VU@R@vmO)wc12KI!6C-r
zp;Kp&Hg)4ogg8Rn4Rt?^)YJXc?_DKu*&*zW+R==<UbE#7{vpLhQC3AtQAP<f^j+cW
z70c!_@7Ts;y}aHPqCEYJ{((US=RR1ZwO6pfnbcLokuQq;&-Jjm>DBrD13;9sQOWF>
zn$B>wUdap5qq7G5&n%xJ5>R^W>)(-BTBTHCYuMFyCh@`{N1Qj<34G%>9zWF16W#EK
zC(mS-|NO3ShuMayHkl)98$aFQm^e;OMg~)Ij~2O2Oa3(D%c4u%dxt8U7Rkl@Wt@Yo
zsv`D2f1QW06#p^X9UmPJEtPOST%<(BJIRH&^Mv2@#`-^=e%it+>~X4guF&)M3zFZa
zC{U*>eIU?GU?z6E7Yi>b7Op8v$@NRuZaK-tvwxy+_#YcOk=?9tqxIZsb8(N;enDB*
z*tyd2<50z)k_;xhWYLzc;g)GZA2Ya%=bdj%dAFbP`ICalUA^vdXp7DoyT+Ecwm!+j
zXMTGO_wO11i-`UL_prcaDg&)+ZW{TW((PIjzDL^V_-z@>*28{Ro{mSLs#b4h8SHN2
zKA#JDMMVwY%hzfj2sG>V8SolE(o<1MNy-j+pRl!o>GJ~37R@X@(K}~UwCQa4xfHg)
z4_1`H>J>+i`U=WO`?B$VaBn@jv1jtk9&#|^X~3ro2Mdrk5Nt=f8N~tm2R86Mk4VWm
z@4sxgX@!*p!+0n$_5j)_4`@T`N^r+96k56ItqP^>;2J44d&jxq_mhxiU%$TlUs#OS
zaAQpBr}xDpEMmKqgZW<mwmsuC4gmeVeO-Ma=?*pG#qUOC1?<i6rmoz3NvrxtX16;z
z-E`@0XAvHU!fW*zbG_$>Uf>NsBgh=@G;*E)m?`J+Ia&+p2se`bVH{`c2IqMu%i_X}
zuWxhriZ;}&(O<EU@)SaTk0-off)WSMLA7D*N_zd*y^k9nZ{9vVK!E4g>DQJig&4K*
z{({89>`tf(D|<;#HG0L;u*~Y<-e>A}$f@~4T`CA7t2*F@LOT}K`C+T4I(|*sx;1uy
zWs8}){&t0JAF>-sP>>VoD@gx_v3M1jH!PtIrEdz%xqIxJ5{J{frWO1-d%v}@pB$o;
zTm*E(IdeR%0$n|<Y_W$!Yu6<SUS8Am`L$5my&%V^DN#~{6h{!jP@ji$95AkT@F#<$
zdbP;@3cF>j3hy_cRlEB7D2bG#*|`DQGZ3$fhouL{nJsqbx@-49x7<kHvr9ilb2q$=
zoxa455kTi0vq%0vyaVq1ywEErbC1@Cy=P`J-F(fcE?)Z)2?3o5G5Mnu98|=Eh%AUS
zkAod@ex^ac*bD|seucdET&@0V;YAVy&C7vI3YOa%6m1veioxDrs+tq@>8pzbQ<!C$
z`Ug(k_u-@$#*sdnoDHc4*H*M~KkvTpwEyCMvnZ2eo4xCWN!JxZ5KPYCPDgdNSdS*Q
zbCKk|9X6Sgi|+-keQ^1L47rP8ELvW0A`rPIBz-le&gUo6!7IM1e~I0KoeN4;M^4(3
zb|D~0+GWx}LGF8KoHodR+z=CU_|`Y~l+y>%w$_;=zb@0Cm$ABm(BjKt?+-U8YUY4r
zctCHf*m<uhdDrN}3B83VZL;#j`5~OY7YuH32@{s(JR953yq8OdU6M4_VL~3ZWV<r_
zX^nEZm}gzD=3kw+YFmw*^V>t4mOY{WH27!nv@fF6na<WN{JXcwK(YPS>l<yEXYyAr
zczj}?3mro;YXF@ktP^N%G|W8siIv$3rmG>jGliB{Y*CfC>aufeI8>oQEiNR!yTb<r
zO*3z;R<ZBZwcY6&CtgtZ<ldmdASZpWuj=@exv_VF-5z41={CpZ2M#-T7QMO1_g+7c
zdSpmMbwicpuzze(l?17d7e8u9>e-}MzkH5xN|yhRT-S4gq<)9ziGgkdxoCENRyMx)
z+r}cdii*hx6qUa!YJSah;&+2+<nUc`W>&7?w?fT9Kn7kCg*`YbHN1(-^?<~0UH@Op
z!Z~X9h`TZlMq8hu;uMQ2iT?iBydlX?tSJ6PR*C+!@`8MZ@kGiNG--uO51dz<*cbOs
zh&d?cst>yeGNo_fh-kD(oqdu*c>_&9<&uYU2ObB`ClCK~whsHVG?twSvX!oAKM;24
zZV3s%v(-pf5&h+1H3GI$a=UAOudP48abU{PD$AN-i~=C1I&>NX;!J3?2p=f1#j)-P
zmiq~1@pUeI1=~!REl(fX^rDOofwmRUBnoN;;bo&Lc)G<YBMS^wKc5_qzRVO8eEIGC
zZwD$rv|rMqkxDRR$I+oAyAwF_#wvc1on$QoKQTP#%V^X&TG9i@M>p=C6m-kAxx9*!
z?h5I0_?oyw>K|Al;Bo-R27=ltDafkI+knzhb+aibkGpuzHN{&ja#zglcK5s;2X`Y{
zCm|n!iKcDJslmnH%>s?vO>^ojCUbrzYk?f?a8bB=4DJMQf4EAyV82gV44QIOcsy;X
z$X#q#EPvs>2dN$q<DuCIegY}utAg_M=jEDP6nwonx-UYW<y+{<H!DK#{AQeuB9ufB
zEzMB$D0$wZ=o2n!W}5P8RrVi;`;u!z>F)~7M@ddr3QEM$HROhRj-aRwHpK4yDyhog
zUUf=y-lhuo>JP=$(v%3`q=(PnU22R$238NAhK%^ou%^_7(bBuEyKh_f6?{$?_H9y*
zi=n_U&I5G;^Z+e^v@r2c3hRjoeOR*Ne4TP)g>I2V<<~<({K<a<Q58yvY7@O9Wkp40
zOkzP-()t4-E02F)8SE}GOiNU}mGD=vKe}b1iVrx-T?4UqH#I66r^cv!af?nh^hh=+
z;p1CP!eAF8j&5)yfe{VGCDb+cVaV7~-(Ot%#+B6@d@i^&FMD3Hm;pkt^by`48Wzv8
z*K)<lObP!D$GkqP3@{%xxJM@GIilak*_*6o!CwO2CNRZ-obV9WmE!Ng@)_SsMn8YI
zC>JzO+kBJp=MhB|d>n|45<GA;oc02n=Q%I%NKw+aUH!~5`zy;Axti(CU;u#{1D6=Q
zX@dQXBGmyRmY=?CgB4s_tr^@R;%o0WZouM54H=&vi6faup=k={>R<1mU3K~Nr6H5q
z)piMqiSKri`X2*;V9lb|OaA?NGn2Dc+?TuZ(s@4|2@82!P9~7!5ag#rMZ(lF!`Bau
za%`|}v(}Y5OhzuOx0S1!IIG{T+mS$K1dW3ceQGGs3PTYUTP?Rqs#23CO(`{Do>|AI
zHntA%;;By?59E&ZV<?zcBe9u7%3Lg&<4KmE<;wmD&-8IP+;f9}gm5LniSF(IE_S92
z1OKdo-sqNnK3}#<t+;e$<pa_q;s|A75b#EvWq8>-JfRB~FV`Pfp#4ns`J;;qPUIC^
zrMq6ZL<yk}ca|bWp$M%F_#BC^(YV(8wdT1`l`?}b9P3neaBbw(<NpIobBF49N6@2?
z4+d`yl2JI{U*kdQvTY{>FRt-eX_GdygEWa9p^S(63W*zv!K4^U;n7q{(cUH}?tSlY
zTy?|FRyi`#hMK0siB2zICU`|`P#QftmvZcCSxzed*!q0*<8%2v?sLO!>Z8bM5<nkt
z8v~&POb`7J#|UhFJ6Bs8mZ;Oe@hDGf$DChJ1f6cT=!KtOww^>HLLc0kU}Rs==KE4p
z8`xpA&{!b%B)0$M;RE|g!`%^$4{-8uV>r=?ThVYs^Nr{wcjq2D_C4Cp=|(hj26k^u
z2A$yud8!?N00e3eu)f<-^PBsx&2p}8a2dMw#dt}-3w3LN7;@yFdRb7y(Y>`Iz4ls(
z^6d?wpE|ESxi@=E5(&e*vA|kd*#eQ>3irgo^pQG)M}5iGoZ9lwDzX+1j3H1l9-MV3
zFa<tzk{19|V!QXIB*Ong{;7ip>!<3Rao2c3Ivdd%F#bI8Fh}P9TAp1!%ilYZy*Iwc
zIas{l5_NLn<Gn$JfGQS(bpT71Ulsg4ZC$I=eO6XGj-M>LiTg>r9shNBe{@3!?_r3=
zTCAG<q(ExHqc5y3hwh!Xk+5DsMrUvURB}*;5zdQ%{a|LUl5CIGW%*{DvD|pu=31R8
zqzjoGPYtJLG?Vv=;Tg9FvnqdIitU*jQZ%IclTyrJ{%{76{pZkKgqRD!8&9@v!sZy%
zStiAF8Sj(g{J{10rNsTTebn_0P(<Z~T#$@QhKU=ng{U*FXP>Jzs`G70*YutPxpiZ2
zgqj;cR7cIQwDtY>Yx?fTB6ycE?|=E=&Z2oilmX)F4JumDSUWIuwxUnw^I4^QFD&~Q
zvsA+j-zp|k<(7iiq!<b^z8HkGjH*3GW`(`j6diJ%_nWuEAuaBU8~DcKh!$_a2xWt}
zdyrnfbD3>s1#jzgUFYdlY8D#x%Xf|kjP=!Gu)ucd9ls<vxbd#Y9n}YcfsLob8r(LL
zut0QWK}{CgoKQTAR1Lw}RUS0vFQ$GX`ZBYR#CM%q`O1tM4fhXz-;rE*u-bSvYmJ_p
zZGU6iHr7Y)?k=x2l6tQ8mWu&Glrf;}86*d@(aH3CH`zn<z4A(zdAX<k-ixl8^2cas
zg9CI{u(-dK!j*n+npGO5x{+_Lqf7(y>)WIe0|6}5pOc1D9KkV-zCut)NY=IoZ<RZE
zEfbeLnK=-;_tL|!w;DUW2`LEYiu3QGMg_Q$3au}X+?XV$m@)Oj=CDU80h%%kla6sS
z4o7SQ-neU%%u}La$vP6EQ^HFcm)B{vm6z|V{d`&LDjh-(t$~XN*JjC%LfDZ@T3^yD
zy|Z7q&nb=Xc;Kq!+erF`7y@#*GX-acB96UBJ8ja6zRS(&4SxJSbRHANlGsju$P6G*
z!BB(?_yd3e-PH&B7DJa#&}DBWpV7HBpVjk|%1fuGrl%I3t&1nW0szBl1f~Z;6Nl#?
zVcxHGPY;(F9GVl6KS#gmShHx~S0?&njT=tzED~g2UfP>VxAm@-Kc%<V_K;Jdy<qQg
zD+&c<FZ50+gpo|;dI^noC!bwD$a1Z1SN3C{lfJhOvxhLE92_7-Kp5mGElMXo+D=$T
z+ODknieI&~;NFKzAGb3ON40|JdPDo>)hrj2n7zebRZ|p~TFKrQH;;@t$uJf!Oyqro
zwL*>?6uE;t(aIW92t0A!nGa(YwqAEerth<@rT;_zm-bE5$t{iZo8U1B(A>bU0EHvq
zCkw>7MXC%3wBFVoa7bLdy6Mx>9GCn;27x3oGm;B-3G8hM6(ZQP&wbif8RC38kFA3W
zbJq-*b!;O)PFxUv5Q2??-V#v7(wBqS7m2H0MaJ}9+0UxXw`Be;6P5zWhZYPn8NsNT
zBdiPQG+|w^L^9TTRadN-hv|-x-#IrF%HJ>m(J6`slUoX=X)NpiYLB{Pc+tFH9pA)<
zPrshi(!c<~_bQOYzzqkU0br>@kH#1FX;L)nlam%IY?uyP>hjok^XXe1_5_YW<kP%C
zH+(jDWyy=5X>*>m`5fz<3?T!C-=?^-@J><;ujop0(dV@ANy5?D?aYVO-}AFh-?W<%
zMtlyiZs=e@dK|H4VN15PJo+*+^@rdKfgt5O(QLmuWyizd+5y7^?FY1>NSDI3prx5>
zvD?cmd>1>?gbgIL#aEJ6KUk{J_XNHq5J7gNrL*)4d<tFM`?@wgL-NJ-ugT}HPyQO8
zOA2G)xv)XuW_$;d-M<JHi%F5Tx?5JuSJfNG%nRU(zGZy1m^_IY)s-=&hpNlNRwzgc
zE$(<f$z4)AQ=;ejid~&~tbdW};qFd+!ocJU6@X-!751a9@A%e2lPNi;oZ_N)iWCLC
zTTjMl8N~vnBWg`aP^^I?$ciT8ZDNUK*>$vaE}i8)Sv2nSpCUo&gw6!S)15gvr%FPz
zj+5K;kjWLNr5jF#<~sk0K%AH~DP=Flc66AkH}Cuv>{$n6PuAU^k}xmSVn{#nUr?3t
z&<*O#MtJXe`I)aszWeAUmtSghPSU@is$Q7djK`P40t;?E4;k{->@J^t-LA0pU&BFV
zhttgtLelbzQVI$fyVCMAelEH)CA!sWKfjF%%Qh`K^50k$FYJj$qsp>fx}w!?>L(>)
zK6x$tCB5QbKs<qq6bsPatp|>u>^``P4RaS2Q+3yL5_mxB$BgfeSX787j{%t@;&X4a
zq;d_Nu}p7#71DF{NM$u86I|fvq@&Yl(<9i#(J#4W$GgK>tKXar^S;2#_A=CZ<~tNJ
zk&zL0a)+xQB~rjeGtSfRzmrwJtK;{sB>$@~cI8NE2(_)%pdgHqVbB2Jq(nCw(cGZI
zYo-3|f^x|@R?M%@>(p-bC@%XjhI4`a=<0#8QKUR5GWA5iu$pg8ed|X%Ki|v}XRAM1
z-2QPK0zDfle?|3@G%WV>qtVVA0=mww2Ofz0+P0B->EH(Xa9ksWn+$d_s2OBu14#eC
zmTcs1E48*e<&+=i8)Uk|^^Iay^LP}p^qrtXB%F_AVk~w){X`T0x2;<b1`d6et`yI@
zxsjK?Y=rWQUjVor3SW#Hc15%6{K+MG5;@$pMFI+!uLheKk3Bp-w*b&Iz!--HqGOzi
z*rmL;o7R6%xOy&)w&ml_p4cSbg#iqcL;fo`b;wW@-gm_ftq1AL5WHFv7@dCMmE0P)
z1XF+E+h0eE<HyjDX@u-(^aCjNfw*w-ivxSR+2*CSKdt0coxe~<?cDyk!-pt!0C|}Z
z@et6+(D3qJBE|1W(|m`yhaZ1lIpDEKxa}~9-#|0{IH0;QA}=pI8mvF)RD@NXoUvAm
zy~6)@dhBSLb>rc%#FDVj)clB?<?&={;G{u)muQ&AiY${9t=_!m@1OMptDnnAK4T}9
z?=jCR>{@X8;;Bk7QwJJW`-8=fduPPArPI|9`EPO^+0dX*hH@wn8KHviB!p`Md<<FE
zmq$6wX0VJH6&;h98@J;E-|8Xy6j4|O)HUS6g*^^4M%^tgRPLP$v>AsUY*Bsjv~BaA
zb8oWgComp}foTDII}p;rAE+)AYZ0mT6?Zr-IpUe8cRlCOw<x&=+L#O!H3W(S`0Rli
z5N}^?B<G_PcmDZfTEW{09_{UH{%I`qeU3*NkrS0LzR-e0w?Uk+!L}+=>GsLJzN3w{
z(Z&P2ZI`ps6euw`qbts+OK|4ldKIWxSeEgTX8vQ77p3sJn_dV`OnGK0^OOYP)Rfdk
zivk6BDw)%<NBqa7xje4SajE2cyvDQ5#GE=fDFE0ia4$p0Y<Qo6KJbo!Um$DU;7r|3
zA3sSyoEwqb_%73xXUE+Ma=@RB>|@fNg67eDMh(M!B0Rs2Jd3S;ZS-a9d^aW1Y3@Xc
z@<E(JbRm%`=M8#|r1o;h235x2-TRY+)0PYxJCm%>;In`ojyH`#iGR@jy=VLFeTBWD
z(d(nQmhKcTdTM!}41_w{%iyX8Qnjcgn8%^t#Fq9S4H?)`)*>2ZpgP^^SsL*aB#Sfs
z)<$20)L8w>vfErb`%}1cm{QJJwXdBy<NDicn;C)V1(MqZIwyc5klXCBt@(`UA%TOV
z57&9m6{!_25&0K@!4Bu!SucBIBm0O{kKCeDXE%QT)F(!ke-IPIH;P>NF7C4_drGG)
z-)O97-1dDfe-i0EAqEjqCp^-OGW<Y+g4o}^C34y4-3@nD**me(b{x2rx#&|c<Ag}p
zJ2;=fg#vEY+btG3Cl;3uNL}xC5BfY!MdwpA<8Z=cvvPH?gX|>mxsX!Wo0jZ&Jo@5b
zU-jphv>x}zMgEP`8DWIAN-%Phkd41iEVJV3x#I5|a`a2{=TzDZsvLuO8dB>cX&5Nw
znITADRQ1LA+QDo6_UC`@_j~!RZK`;b$2ggUe|G#2U@I@$KCfOaKI-9dPG+axrjVs(
zHKgm05KFLX<4!**YdNGLK}QC{TEcV7?0}AtdxrZRwHayI4eM!`bdlg1O+{8xFJt%(
z%#-W={YBTEI!cNZzLs`tnY+B+ww7^zC^gAPUKwk>(Jixk>Fxoq$r}}qNH+_LFOwjB
z;m)2wc`?=w(+)X+oj@ms7zQ}5X;_Qi;craJd8~7ndC9AZSI#=;)xC?9fFp_7FrMr&
zlG_AtPJJD6MyI~(yt91SPxFf5F$CeV01d_k6TcMZ$eWoo@9_~kYs*5e57{z&(hLI`
zqq=yy8nO=kQ#w`ofBiJAdVHqf*`tI6wqqY^$1re+gJLX2gTzHw{Bs6Z6b&2kIyJhf
z+-%dPEmk6!kq6(tuC<fKFeqV#xLe>n8~ZBn^>c8SJmiy%`B>qc&Tb`te7kb&7zlaJ
zNiIIvEd+<8ydtI%f28lrqJ1*!dk)BLc+io2Kq0<u3`Ba#Xds7?$PQnN;ssnv@;z%m
z9G-mIvg|;&%&V=Eq`Kqm4@%UyIA(Z<+Qy%JzK3_7wf0LFy}m3(D1y8?UEoy`FN7kH
zC2|I^*(Gl00yJMQ%{1J7c7dOnqu$dEqr}8qz<CGpB;Y-VGltG-nLWh(F=~Fn-Z?T%
zJiAZ7wej2cki2AF<Um(L8h{Nv1T?mz3{&nY#hX_fAI)8qQ2p7BS!?p0#i8M(gfRqz
zr^5ra+JJZDi5euix|_)x3P_hP<`-Jw-zxNQ(H8|$rD72G2iVKk1ITG1f~szEYFc{V
zkYv*N_b&XFp560r7Le`*7X?*lDF?o8q**a)(xmf%hP~*%ckR^S+wCf^rZr8wkn9`L
z>qz>Ka4dOrLGvQiq-)F$H;;DXSAM;?P%_Wj<NMIrr&nc}NT;R?B7*_iBlHcy(gHCv
zs2}20GHHi-7k_wm@!8@^7QGWkoJk!CA5C_~f!Gjfmf^8AIVG%SZLXL^2#5S8@$OlX
zg;iRe3fF4LMMYAmL}6PgqB#nd63#wHlvnE0sB>oNCWW8<8((L=WEk%YlYu+~oX`bU
z6ZuOBU&f(Rw8d6dSKTzL#0&+3)7cYv-{#YCL=G`r+Mx9Ti`6V|Ki&SrQ$vC`Pix(I
z*Q+zhd3)1e#$wl}$IU%=h{aGuYng3H;+`oNY7djg06a79hCz-+@`161T@U^Jk2e%H
zOny{5&n()=WMrlk{a1-g2Y0}u4*?6Xx;5LMRc&VLQ$aVyo~^>BeI;aA3x1lOSdXhT
zaEgr)`9ikk?|?z?@}Fu7@slMN&k{8Mt^dPIo-T)c*<^MIzE1LTn5g7v;Jg&;ccYc<
z`>V8W6^PtFMP64RjfB9XkWF7vv;-5K`H-{OZHL-O?Vg&7N0+x>s^h7cAVon@2KTDs
zg@CILjkFcj7p!X3DP?zEqQxg|xWHs=yr&%+O!>KYvI!hLTG(36=}{)Jy<>IXp-C%$
zP8<u}B5<vaaGcEEksjOrZq8<tB?tM$yKn2{N9fto5yWu;n-#n|sCI?hc$Zs^j!3G$
zKxB=^tS@C7gV#N#4|bJPP=OAZijcuAr>F`IeZgCb>=1@{D6w^wu}2$5jyO2f4y|a`
z>S|1CE0s8;pv~|*jA;DMlfz2nW*@2C@hNcQfi53*|M+0X2wl=q1MBQ6rvf(_B@ag^
zW1NSVSGG7O&N@2%mC?vIQ%j~D)2EKfK(2AB(JAb9csh*#hssmzeGyOFlDfm+iiIw8
z=kB3SP7r|raDM=`Fqq8HIt?Pv*!&AyLV3)S4=F8((-#kV!J*S{MFv)2QV<ggq~{Vr
zG+a&<`~52Qfc{iH2?@T&X{OIIQhvOZ6QxfHPpqJFkI;BUtal)WJK&k>j;Ug`ACr$g
z$gTgPJ@)&gH*4HuL&d+SSfgXWri3{rab-HLZ2`5vI-AL)IhYfn!{fOr#FtLP8kVyi
zvMrKnG3k#pHcnZz#%+xu={kY&$e9P-W*Gw7Q@02w_z$eRe6`iJ^r1#%V%hTxWYroB
zCsU>zA&VPMRD#x@hUqUCeIs#3UN!KhYUQ3;vG<=0CkWD?nm&DSwfT;d^u_(msJXhe
z;D`MZPv&u-5M0)BkJNEM5>??w9dhH}zML$^?s|J+|Cu)uk*`kp+850@Qpa6E#&qdu
zsFZ;#0_8hR@p`e(<xRCu)bIY^_XpS=e&6GlpwAG@)IfB!lP4p*8Bm$h!#}znjXACJ
zaq-}+R;OR#VL>iC{y^Y6U<@XwjD`A#?tBzpm~-sb5bce^)=4cto89OzN*(+0cBjk7
zsq(zj<j<Mv2h7JxB~%X32jM)z`0;Er;h7b&;P3+(2W3JeHkB%>-;3J3e)hrIN)iZV
zVOEexD<@Bny@BQE47w$@RaxFGW%Ert_lH&q(i~2Q+~(V|F@j{36%^sUpzDoHt9sMG
z>$r4px!J-f7c<i*VOdwh-mYOpkk=uu$c$w|bQI1`crbrj;yI}+caDeZD~dg$DE(dV
z$$?D??*d+|9T=$?e}0Nsf6^$oN${NTqiTr?Zze1L7$?IP66cWhJ8ourN%x1jC4Lt!
z%;Ue|7WSsJk2#Kv4iGZvde1mi1m9Bj`4#D}g%t}lR1?3w8rW<Q!zjxJim~uxjA0FY
z?v(C$rFG0zYD79BX^Z{Vtu}i}CoUn$p6ok3Zb#RS^tMPeCmX&fj4hvr>8gksXg_BZ
zL<JKV7n{?uZ?N;Dk$_Q^)gbpKRiA7frFVb9P(jPgXRNW)`GZ)>{nBqweR1j18tj%Y
z<8VhZG)P59yfN(b*82))q*>x-sQd_I@fVund4#m-h$k7dd-2;+PD)Nj4!RsdBkmnn
zmD~;dy4JlE-;?%ax<%yVW1)SFvhX7ld>`~|jxp$Np&t$_<?f!E@uB9WM@0PRT-TL6
z<DqVDR#H9?+;D*l^Q}n6L&39`y8G|*M1Eh}kfT{rK4;u$JYfsvQQ}=)jvb$W)rgk$
z+fwsTVTqj0;gJ{`nSnq&5xsf_q7-(R5eGj_;M0M=d)ptW-&TlZSu*3pV#XhL2TKeN
zeh1WQ(c8|?$<7}We%&)Fy4!v^+qOq{OHQ-@p0_KR^kk3%#vqtmieX#25ciEKC&B`P
zSvyl$PA&L2?&rb5hB=5YEi&A$|8{+=q`yqu<)WIOqm*Wbe;bT8AQ}C^!&xUX)t#ga
zeO%@y$d@nFEOD^-{8O0m$LWM=;7>wHS>*g@c}nZF7C9;TnJ&KkE_QN;w7)uOh!FFi
z0K-0-YAh)3?pS_XGV_;tR7OdL)-xeSF_dZS>8%7la$<kT%42Vngwr#3*JgFcAI;wH
zypPW*ri1ie5n>o&%44v`Ju8j#n%iZPTHndqtrK`ZrQJ07U(!^@V9RyFZk5iy6RRUG
z`5SbiJ(e6{)OCTcA%iriW}#1#zr<sk!0WtDDS`IAhHY;yHn-f3VwC1>XYK0*g{SuB
z6@J+Qih6gSecm7ynP}zEYDq@3h=&2yfb0}T`pFRUGNJX6AB;TK-mKdl)nKc6(?w=r
zd+OP@Qx$Z{>JjockUA<)=G4$Xv)D+}XQjTg(`gG16<fTpKIS+@nhZ#fL*aRXbWkhH
zJ?Hgo%8^%m-<+sjlVEThYtSF}ScE7Xgny@W<YSG=*j1@+gM6oJR^4;IcHg*nf()cF
zh$GUfao0CaqGpG;ZKD5%eCciJ9p;~ce;p9FX!#m_GO4n7#UIj@rSNX4a1=vM9<<3r
zr$1ilH*VGBFn|3Ml}C@wyJz+AqW-tkV<X|5LX<v_zgYZOqW>6S#gK0Uevv+>^vy}m
zs}|ni&Rx7Lf1uU8VBhv2!+*_*>Ip%9Fk?S*{2Q;dLeVMaG<7$T>cpe!7QCKT|N0R|
zgA!M@$A0GJK!Y<!`-A>2-X5N4CWVeh=3YwQ_~Vg??PP0bO_HUL{Yv!OuZEXScrTr)
zE}{~6Y_6)gfpFQsCPVznUzWwBqW^+T!J1jy`gPdFHp{Cfe-=LWuOA_fkFg1e(oSxu
z>}<@RQa-B&{64E*)Xm%SFDzO0i!NRilo<Pwke!{b=WRLTXH^==zxmnueTb!3<u5;i
zG*LWz4yWLuzg4-#Drc_?ulW|bVN&oyzr`ASkyeyOJ+_j_8b&o1c=GVLS0RsayLr^F
z+OSJatk$l|Q{ryw;^Vnhe~4EhOlYJ#`FKE$A~kz?tXCslF{a2YeCNg`rjO=$2Q;`X
zJ@Xg%#M6PCzdV+F<AcNNJ^j;8%q$Sxy}nD$)#>^bMm!C#`=;c{VTFDR%opl>9e$<8
zJ;1&wj?<D;h4CoHH9YXR<2fQkD4wwLHod)4bI#__)Z^;~re`i;*<s(PP3hohon&Oe
zf<)IGx+X9O=SQ~3O_f;K9_82OoLArSXyEHJhDpI-JU0*(g-{SR>nXo9_B}J<d$`a0
z(iQESSpmwV*BL)G0ODu`>kkc8NEz(Sr!t-_m5Vx@72DmdZ!xzub>^(`GLVN6FS|ig
zs%1LjpEU1A@57hpu{*CH)6#O)HOCJp9K6KSo}Zzna(YR-p8bW$RZW)d^G&s{oF6}$
zoJBxH^OVxF;j8tAvwL5aiuS(w7Pfu-K(bVtbQyp2{I)q_-wD-}Umk*2mre3nFp~FU
z+;|yss|A3;h*FD)Vwu&v5u4n$NghyrE4+DKWOB<v!H888V0hXDO0^&ma*6NGS4%AI
zbxpl_?uC+Lzf|{5T@qmjOgbph3581VzSmi&^w_$J?<}+U?ZM`^^f`C)OUrrV#!~h>
zmDNqD!I)=Gc&caKg_Vi&iATDlv}GEOUkn?EBz!A29^lWU*&ri`!TW7xv^6WIoK5iX
zW3NjiPBAOi4!BWT88O9)V9X%y*ym^WE*gm?ExD+eeAwMnD@|^kINaMxQ4fS>9~G2)
zQ*pqcz3|~Zv$wGe*IlCgcKGju4vN?gKr_c<AjF#&tDD~(yy*DZn$<mrlir^-e0b7<
z%!(qs@Zj*HrZr}oxDS^N2Xs8(Ib5$%{3EzpanV4=HF91!9lrxyF^~fTUR{W4OmOCO
z7rRD&i!|s-*FD*xn|a$#jyvfQiG^l8paZ}rfS4%IS>c{CENxNid;L(WAltHYwlDe4
z_)nTrKT3>um6L<4H%JL0nZ&UTA-PkW_TJ*ue8=Y%#Un8F&N>BB^(Pz9&|Q3lhZ-eH
z600!CRw5;$J|nuvzGv;Hb6YZ(4rc8kg+Oa)SK{-fQef<>?`z&px+`j?Gk<NwtC+?4
z7jJ)H9PAGl88C86Im*gOc|rvt_8@TMO35F;Y7?-X>D5D*6KlFk$t)vRXm0{eLyD!?
z)yf}Z&5b{p=d98=uSlm!Mv#gBawRwYA)s+PB;O&Q9pAp)rE}LlD9a8Xx;*#b@yp9i
z*OT!#l#}dD6hTnE9;xk&@plXuZF!czH%X4Q-?gu?-Aq6J7d3O}aEM+NZXZG(7!4&g
zg5MungiSU%)p&U{^J()8i_(Xe)U@QKE|G5x6d|&$7om;N`@7(7yXimgm2s{=nBBKc
zbKk@2-A^wa+Tce@v$L|to0O0x8Vnh)_@{;mGO5g+9+<Ob_}~W3q?$dcj_)p-{udPU
z)014?By4tuc3<-SRZrXVs{DhbVFL5Chg=BAp+h$k6tUZ3f=d<Fd%nNWcvSbwTutr!
zSC`GVSx=V$49Kvn$P9Z#(*fCP5Rbk)SMAsHPo?&G!{7D}2eOz%S;>%h7p@V)or${q
z5_^p-Gs2_HX?2TE@Lr3vn>GEH#`+qLmG`T2NZ$vAL;VKr@G3z1=YqxTF6&+MU1kYi
zfV)^v7<Y1h*_T}mGX%weOk099e%NK84PyR_B&RGJ(6p^KiFhWvh_9TNiz$&2;_Hq3
z(Y+PqzyXRBTJ#0b?Nu7~&RXrGtn9HB;um|2k1HkVJ=nkc;GcL!6&31WB$fy}72G*>
zs%x+JGmcf<5_hMyx<`F0V8BsnviOlr7l$3p`4Z2R`a6DOOVD<Ei4>iPB3?#mL<)he
zojt^$u!{{Vr^jV|n_PZoi1j^l@;tYPn>`sNIC(>Yo1Kj#H1zO=+7llvz%Y&ViqpBP
zm6^NyjJax_ML%;?X8<rJ2ov!Fh=Ox}^q+g;`AOG~pKhn0{ooLI!n}^W7x4E)P<W8>
z8uTn!WV+<dTJ6RD*B*O)w0){~JCucsbOqo5(&0#?3d`CmVdtHy-|yq)2w_*anUEH5
z()c(wl!IYXp!9%yj`TT_i6=rw9d|3;vr9Jhvj}VISlih2D*Y}4gofH^gPR2ob-e#F
z>DGn}9?|JdBe56dhMt<_*KOKe6k02FmJx@an-FJo!sFB`#g5(=n5D1VH;8OZ^$?X&
ze#CcyakP&IG<QSA5@55z7NT>noch$8Fxk<}-!MgdjiQ^mLGWyYAO;*6qC>sVp#Q?)
z4d1RyydQg?dkk{52A*VnhaLOPFqodYP6UC`YGac2Gx_csuXt23YqsHJwfNW8TbxN}
z04y+47jSAx{0zrE<w}YePg9y?1n-MjgA483-0hOyc)!RSn-YS+HwsEAXkvJ(0g+OQ
zJmBC1&9ZMgUT!JI!j<=-{g?Cis@cc2_tR&Huy7{gYmLOxFq797YvS!jg72^QSg+K&
zLvxpv>ezRUhC>Jtzdo#dAjXGJP(>D-$u#R!%k#1XQ?mzYyjy2aUau_lni7JyDTL1j
z`b@(~Ld7Wh#SdCJ#<XZHXuI09T<i7zwd@I`dI<q2bR~e71yY#dt=NL^$Op^+*p?{1
z@yJ%|Hm$(#mrQkI_eXeB65tzw6N<<j80KkOr!y?u)!tl}(Rr@-)0&=Q9ma8RH$j3D
z%J~2Y)MR3pEAEP1@=DuLATGP*n169PYm|l2p8$p=i69MEo}HG_xmo+xoStLAn`}G(
z4Rx==VQdpfog+jDpP`JKhJA=JGhdl4t@n8Kh?~{w4NG?OQ|;Sb2`HiNS^*^tbV#RR
zhUb(nIJ60EKex?PA@{S^faNGnm6{ta3i&f2>yl^>jd?`z^2k0DXE{W(z0$r$R+ux#
zDu){G?%?AH9&-<0AQA-?4v6Z3xCzKh*~FH2%L=(l6@Qv)F}G#XZD}|0)r=Tb&=bJJ
z3UA)WE&%RnPfUDvaEQXI-jpi+{9w)4sIO1oJtLj!1ji2`5X&J0A~fga53{dN-bL0&
zaUSlBGoJMOBpKVJ5cmO#GRM%h9*E_zzJ3_Zs=t3xRjx<H*EsjG1D-d=Pl~9mgNXq-
zDi-y=Izm)XF-Xd#=;pl7p|-B}Z<dT7PH+J-OzE;wz}EEn7xy-OJle=ktK6TizxeS4
zh*JRLGpJOo_PdxiYZ{v?%M=%(i$Q81!yU&1h-d^UgLsZh*)?5HIBw1!*3=v+u6@LJ
zx_y7>co5D)B1b;9-<q%Wmku=YI&Eh%zTnr#bKy4S5GCvg-0KIQh7V|CG^}gSxnjF&
zmZNg-#2?QnihsG^^uibF$6*%0*h4f!hg%-C4p&u%K8Q8%OgbNK-Bxemc55yt_luos
z-r01B(^&Nj9<HEa{U<sfbricDDr)7~*64FB;+*ksQdNifIFYdsbihO08=GBWEoUaC
zE?B(vkq7Tb`yS(2TgX%>q%WX7$Kcn2&>6(q4CaKbYY_GNT+_((y!q4a^?N7HAw8ZH
z1RXZGho30fgW}yoSHl*GjGQ`>GcDozlcQEAC%=41J^?aBaZMeXBjFX8uvf2pPNlJY
zxTr9VRaHrD@NVH|op9<2&~REHDsz(pUI1S*=kV}1-x9M)-jn8dC?xbxFSB!D&moN=
zWaxrci%TH*aNwD+H#u1|*$zbxJqVn!YZGT!%?9yO_Obb({3pmIh0hKpki*S^*G?AH
zPg_1*dvE>bSF5yDHRPDolRHVb9948ocq&i@f`>mkpUFP0pt*WuG<nWWj=md77Kgc`
zwPSWgMl#D?rX<1#4RY)VCkI^*A`&^V*P5Mr&b^Dz$Os4o_+D$NSmtU;sjlb?_k=Qd
z{HP^ekLdbPR8>*Le#|eP#1yjY>Fn=3>0cg|*<9%^n@R~pIBySU&}Q&J4^+n!78Z6g
zH+kt|f&JGmHF4Lt`rP6S)2inuLC_Qxg@bX$30+w>P}PC$%`r3;-_|Q~<(z`<>@*II
znTxzr7{?PC1`xCcvI_|MAXd78w7&NCS99LyF5X{1a`o-vAYE;0>2VRjAMAiHpuLql
zoU7QBJ2Nhx+W+RQjN8Gim*<bq3yFPB9j5qrNU}lYen2`5R2mTArSc9Wst1!VChpjK
zW2@lw`)&(4))_zUpij*OHjpQrzvv|LK*cb)mB2ae-2k((kj%|6`6`vhC+`<my3wB=
zvSH|@D1^d_9bBE&@1nfv-lioPu_+Q?uNj<be@jVlfE|a3{E#+;!lcL)!e>dtoSuGZ
z(mr+2V{`wTA2&qA`!niHdMFsxD-q8-CB+2pTVGbl+H!8g_rgY@Q&+fe%{AOWjfa9c
zcyLnNrx+K|7EqQ`vc?3TwFs0vSgrfq^Gk+*x-Qpy%+ZxVx>=$7ge>oaKJ4hoq=$Mi
ziDHLLz3-o{?`m6U&J<&{hI{EoIu0@^VXMMbk2fHW8u+Rj(An0SYPG5EK+;j+gw49-
zHv#ceUvRuQd7}251l<H))CLoVBSeeCSEy#jRI_@eH!mIg-Ht_mzsgC?3?lD%l?T;I
z3IB&+LM)oa#PwbHevWI(wxMF59hRGGLIozmNFr@tAH-gz_3-kn!YD!2)moQb<Ji?S
zvnw6RL^M3Ui~lqMAT<Tx2B$%X<Y_fi4<^{2#ayMg82+-XxOF{<^lMIpA%-@ncyF_G
z*EnC4!I_`Gsh!vV@swQc-G`}(c_TU%O1*_Y?4jv39sxRY<?4g&>BY+)77w+56aN+G
zF`I?-0VAgafS~)7C(7W14+2+T;YDGB{G8I(id&AV)zogiX8O}-wfIT$vt|IH049p4
zp}P%gmmvglWu;BwF((OD)76z8(@e^^lJxxosR`n;2x0^9m`Tyg_}LQ9%${VeX{I8(
zAYzl`cimT9`=|W_LpZ)fA_fhXP2ThR)Qy<g3T!h<r8GRrWEXO75c>wV8r~HZot1D$
zkOYuNlV@1asvkc1`qk@Yzc7E`9q-I1<3x=^y4!<~6q3tWFRV^<8$2B0dn&wcA@4h=
zlbvykLP3fLS~t|82b5oAV4`#1^SqG6m7Q3t^L;k&oN6CW^GqG_2?(06H37o4eovn$
zzk_aS3XX}reQeyhYk%L|OFB1zi^m&u4KkUPOlp7}W5|QY94zItx1{QuUJ$d2i@Kte
z$h3`#)H+BM{gW6=OFVU(lh^v1``e;j$`W#-CH#*hM@W-|#85kw{Mre<g%tSuD(fVN
z3J;Ow)Oj~TyW@UO;kYt|d@j(kt=yexZgAq;d1A4Wv)KK#Te&Rb)MoK$m~G-)aFKMN
zfP>e;PEi&dMNm3`PA<^;K}kR@r?D@))_N7%B?hi$iV-`j8W*CRyPi})NWC0f6r`~`
zobGjg?G=0V@FPz)JAN(G;)+f$B4^@+m$O6W0$f@6Cct8!B`NNc$k}G8skWj(`*iZk
z(IvdpV59|EL$(VXZ=fezOQB4BR1tz@8S)ja*fe?5j`Y?tjoSmWXBY*0GJ@#US7bg8
zfWi5PPMu)KQVX4kR*&}!{locR$v3i{+^#$h33N5YjYTj`(5;?*cRz`)FMM;ItG4}n
zNX;zE*}FKYa|hSf=-DWEO73v$>-&M64YvHNI&YoZX_Wo@K`$A@CfO2k4+%|*${De$
zOBAaTeGxKPY4GG!NV>1lh5Hv6r{w??rNm0W=Yyz8&$;%U=6xR2Ucc@~bL^J9Lhk!_
zNn?)?KzfTvzxNKKn>!aQH^^Ss?ImTE)#~~pw#t_A=ZTOV=^=%7&5&G=O${(k2#WY%
zSdo1EZdjen=@91TrGH}ZO9Pl);Isn0R#xCtCg*<b!2@cipXl$o`}N)Z8RH?y_9p8o
z$P0HGo5#!fJ&vBMjJ%9GHQ%`1fA~ad90oQZVSiG^9F(gFyDK*I9P7B2Wic8p=<b-T
z*Ycd#WdaoVQgNHc-zt#N_pM=7S^S{kmED)0FAID+LJYUqud?|!5|fa%-R0hqCjEq`
zW}EaLW*)oSdr1EuNd*P$v|#eWxk>L1!KtgqwPxYe{+mi8BcI|QHfRp&aWF~%3SwKN
zxI&^W@b7~9L3kROUv)obx4$Nx;Xc=>)I_3K%&ThLBjGwJ5ey_Mtf5d-^6Iv%yLBmR
zxG#KI_u%0mW_WQ2=_VlU2zh1PN+D7J?{}1B1YG9M_PH)qHP>~)Kwj$tF~*5OLis=P
zz(S|J6#TZziaWHi@~YpG)q|1?kCRFWDF=Ba;r&{Hg@6iUDJ@JuLUo`&(lJ{gKQBVa
zro^H<p1YBhh&b)wIsl`EAm&CE3G67yA6lh$=+&vR$L!_5{VuL5SnqR(k2E8x>Vyf}
z{N}KQ<*`vQQ&R>i{6lZNHsAjA{|Ni;K(4<3|7)Z&N`p#dmdf5EE0t72B81A`^JOL#
z5h@jlNTrO7BFV^1q>@dD$R_dD6h(gL+<RXy_oY7HUw>48+{f#jd+s^U^L##@s{yxR
z76=wlp$5jJ0y~x5&R&@NWarb?Znm!Vq3%}e67;`~>f>?E&R`xO)fAMeL2Gb;|AXy^
zR$IHj|01V!-%MJd!mF9rYsVc5`Ci~b>Hq`p8?erHz#evS6>+Dm!RIaKncQE^Pwp{b
zZ@c5T>eH~&Y!<!-Few}y3Nn4VD5+8>b@F;h{G>yEb1Yqeuc6|YMPNJ;h&u7`h!_yI
zf>i)RE}#9e!B2#(Nb&VNLnBgsMJ#v+PU@gJ=xCW%)P9vCo{E@)KCh;A8m0aPUj{zk
zm1S`VZ=fTLML;3h2g`2ihQ7>UdS>`5W2)aJJ7V@H@lhZ}@w5r>W`GRB>bD{4ER3>T
z4#)QFIvYYNYOB99rc^#cfT027P=|+UzL1Kr2indW?rk&EO0?>N#~)n{?l7xz757#r
zV9>xAK#5y}twcUW{AF3RH0pQ!QW~}P+GH^QU?F*k5+JC$PfkAu#pOUX7-VW|`+QW=
z>ExfgLe~yDU749WOs7wPctW!R+@3I(1Ab$2DnFRtdEO^W_o}+qPG#?FpEFRU<?DD{
z^*7Sh)rJxe^|WRGmV(LN<S!~0oqOgPNQP1KLSzI;j|Q)?upK~KRA8Y1UYwkXByGyM
z{$iKA+u_;9HG}<u_aEig;1&nWSA$?Yic?Nr!JV>cZK`9CBdiYsK1!;7EAKMZu`cn#
zEv`i<d}K6L9G6Mi_1n2<^F=PD1!VVjGc(;1ER8^@r;CqBnKhDicDei7mrhH%vd2RH
zjGJ3=Fa5aepAeusz}mzjka2^p8|XchT#Kri#cQqvuXuWt`_8SS*KGa?1T`-J%?6c}
zg~dXSsch}oOMCL!Q4<x1GtYBW6q;nnR~Gf!ED|2;`9$A%t!sUm9KPz2b?h&e=-nN0
z{~Q&s$^*^bR?kzHE?sf8d--#HOJw@S^)*@5C;p8AR}e-hf<#b6FIX_(!n%Gr8JGUb
zBj;YL7z)Pb{1XQFXVhlK@B7#m))Gbgx}>I_eGi157EZ9H^uNY%z+nfu269tGyi^#{
z-PYWrx;ksBsGu=*->6So%ZJtYorMD+2(7yZnL&Z=BJvUZv@x|kk308h+B_c%e2L#7
zxNNb++BX9k06N8zkY4UgQ{VQDqQ8%==*n^^p*`G{%S)aP7S{>B47d={n&W65pz(Xz
znde?R9qjT`HW@5?(=J@p$NU!p2xc-z@I{AF(3JbIfsK{xyS2?eDa++I;>;j<Mu2Go
zD@0CtfW`z2XhKRutNKH&pE6vrQf&xU{^aIhKWj=o5E@M4i#yb0WF(O_fu{?z*<V`M
zIz9chiiYNHK<5}P&B$YcuooEh0tA4c3kY$A4DTj`m*<viGe&PX*xug6xbb$JX34%q
z<A9q6maqVR0aq7W58xRA3h2jxIK4dn=F+r*6$1`7V)ozHTjFj(@>qUAd$ojmH+B`K
zyjovgWycoGX|O%*On0cH1APOo65s&TeU2KTKwOfL^>p`>A8~55&qZ#UX;Rdw(Njsn
z6)OCBwCx4VIs#V?D8B%Ri3PKNph743OdX$H)#On1!=}|ux4N%ZQ@s>!xq&^0235m4
z`y^x=9kYvkD{VZF=gkrC=NB$#zUx^+jY8F3xO~7g0<s-FN67uo<_?-UhOo5XMT#ag
zEQPxxHh!Uk!7CTfl12SO1x0P)XM1{t2Ij)YOL`=EEu~wicO3zM9&w7vEG^~~IUvLN
zCylh9o2O6t?#>Gau2e%|!EsXJlHwAwGBU{ajr-{B*y@5i&g@|;ZK=DRP$qwa>UrF0
z0bU8Oh$EwYkXuursr}foE6H`F-rKvf-{HD1zU+_~1tD`F!V+tBja9`rQGRj1q{Kna
z*o3}--*5Zg$`w0s<B|x&G(I%hxw=D0;PBOsi@Z{5?@8-L^XKJnQ_l>`y&}7YupoZq
zv{TP|`VS_;D>wLD8j`39EUzxsqk11;Sz;<IoF=j=!E1j>AMKW92Za1B>v!3C=WfDv
z9DG)oK%;2lmtq2XB=5;i+PWPN<u>o(OOsgXL-q6IY%Xvi0kHtnaFHRc{f|Q<zV7=a
z`ZYLT;9-~J)@RfQ0rFau931lekcQFpk-X{V$)$(hI4^sickD=ddj!=`<VZC%s}8q+
z+WZGqT|TVSPv0K*c5P@)IFegiP7MNPCGahwSs`JFfNhRWxRLUn_*BKUX{Wu@eQ;Y0
ze|gGv2ZDGI`R_q~=bdvZH!hz@`X%OXp)Y7OO8wI?nhOwrINAOqa_ZP8&LENKi+f}_
zdxd;fZy&);5Av^*pGQ;3-)=UPkrYS@zPj2itVJnww}R+7>Mc+50?f3p2zsbV$o`MN
zduC$26vGAsyEac;c#e$s<33~j*U^Yk>e^a;9)sIAY#oe@jDA^U>%`ZVZc)!e^#&M*
zQWzUk3jjxr2+AssFkNGNFi<#_7Bsw(<6w_h7c~;fXB)7gDqY2bg<gs>(vPH-O!0Wj
zTxk`g7Rr#q1*DM3LO3e&mAz|I_;s<&^Jg~%vuLKaB(i>N#eW@qESUcd>q-D=g3`Ze
zLqA+&+0tJ>aD?YL*IcU+ZO+T3?x*M?pOKN!`GyKu)Re+&yr9`~$j_oZBZeuL8&kD?
z{4&SlZR0nO@{?g8-Ot<?<CrNoja;=wwxY6=Wb5|!-kk@<k25nZCrf5)SjNK<Fp0ol
z=jsgW)ME7Vk&$Crx?3v0Bl~tK8kNhp+)OSfe|@~yH<_ox0S2?a3f!k}wsO7pzb5B4
z7WTYB05`hG7e4IKi@&$AwseT;H{;z>g}a69)l^I$9hHb7zkm;LGD8g(ZWf&CPPN_Q
z_0ie%o6vusOeS<Hj4VGi;7{9wSU+%?kX^GR#AEx7#I-|dB*VZ}j5}yodf!7raN2~>
zxC7?pVl3ddj}0y=%Y!n4MC_lx*4l0sHh7MFC?Mqw{RU330uVglgpz0vOj57?v=1NB
z;AOHO>+j8MFKT>6o)Pr<0E+;eBnMYJ&{PTr8^d*lOt*rhl(m%&!bQ)%g~k3MDI)H=
zWOG;0FZ1kgNklkWUl<Ey0Gu6=sTLqIBRXxbDwoX*iJj45YnoOdg16fWac?%-j|q^D
zfafNz8#*E=RDWu+C3X0t_G`bqW6O0<O9_b=KF6KOC=iG_XG%FUJXQl$=-`B<C6P_#
z*Mex4WiEfr>Q!yob=7&5R;3hSvM3z*KF}g9K<mQXZe^yt9Diybl=Gy<7KVtt*j?5|
zZkGzIP3)3b2qmFN=c>TW4+*@^no=dp$Ie#@$SN+e#@#32VMrwc<rr1kU@sG>7UDXm
zno*VBw69>MUM$=5D89M&<e;;m_!P-FXbVwfJ9fQeXDJ}J!c$Yl-7@S;(dLRN&gkOY
z)Itgtx^>8=3BF@aw9}{19qw{)J#hFD-|fq6N0uw&oc6*Cfv64ONU#HB0Xkc37ndcu
zy52sJQs7cBU1}VUB=^2dGp7uMd;V~x1;8<uC491EB}*jdGZEI1_<hbAzg$`wJ}t&T
z+5j!N0(3X1#!*ap5XROYC9=!Xq_S81Ceq`rEbD<=<Y1;~S}K$*KrB(rp@nK>!+AbV
zCqD1FyFY);>?h^|&OuGK-Q<BioMBWxIhY=JrEEaaBFNx_ir7wg>ejc|uO34mF0US{
z7|+P?xcT4PB}*tT3-LJJ2_+Qx7-$fdV*QuWqdkXD7aw1f#~nTPcwZE^8F5G)f(Jz*
z`Zg(ck%uxT|HyE<mF%mzU${~$f%rJaio(y1PmhG$I>cchbL#8GXU$q$E<I894sgg>
zzW@QwFLc}g_2Fb4_MFM+2pC|}OiHruOLya!bs!rAXmcWvwq{OIuNLkc1N!d0Y2ULX
z+e8($Z#VdIGbXI4AdUuLe^)J7t7jRoRn>S%eEDF>%u#Fcq|V1pi$G|SH7c3NMRuM&
zyxAF_SmmACm7jPx!Slz`<Gn#R$P2{VKtDKm9tNfZGZYpd!W>lmdQWoeH@@oUH@@X|
zaZYzzea>s#WrC*xQ5*PpB(vb2wMM#9Nulz)vVV*-a{PX<dk8ncFcc8RBy$_6Ml4j>
zvB<RdJGnX2ziZjP`jf+I^>atrxv>etiu3TA1Dgnjg_DcnY1~kXSNZbnRE?+Y<HXVr
zzlQ0B@PL^G0H)cINjxO&dW@E#!GX+&sTuk^9gT{IXti;=5JD)$r?4f*<%W@}{8;ui
ztEw%_4)OR}-2Sd!vBGF!URc9U!0|}J&P4DIKsYLe&$v{`s86?f$@{4uS<4c~`+fm{
z6G><cB%l~UxT$D{vD~zIvEdGx44P}Uy<!n(({U3APKxk6J|P~?qP6cOJhdDSI=U9D
zcU4K|zKDkg5S~Y?HlUG~IO+?3%@!@?2mQZ>U%7;cyf%K&Y$yBItgz)m!|tmj-dCL3
zI^$xuo<BD+=g|>48n^U?=TV*tqwvvp&JW%l!yG+6)-NTJ<R9kLLSj7GM|c|T986hW
zGW8Ae7clW!BY0r5#ACV``6R)!7N1*EYRof?7tp8_!YV(Y{3<%&vKYRp;D-LFV?$3(
zG;Utb&N(znUIe@>7Zz3pE;~wf*M{{^6c2}vSU)|cd(<cTr_CB!ecT8qm-50f*e#4y
z&UqOnA{Vu;I8JL;>l+t3t%`2Pr-fbnfFH)}6Wmo~XI~O2HfR5E4RdgP>m38pykGk(
z7XX-NO9WD9$feo~X)|X=zW1*v;@>R8*`L(62IpvCBm!pUpvMu*YC^eaBqHx&oJ-cV
z#x(Ca#QEZ;S}xD`Aqzi`eLG4(I4~SQ%xWIzSjOX1EUWI6tIrM46rOxjhMQM#7<e0l
zT@O@w!1jY)EI{FLMjqX>OX<)J58>DO!_{?Cm`TSr7I&^JKtNC|ln|)H4q-{-RDY|#
z{7IOV9D|a1n99CArT7i9007=9D=;CzI%3zHG0o+vja8dZdLEQm_I7LI_xHmphZf!h
zn-|$pj3EZN@2llVihGEK%4gkcsHQO-<=wRyK?2GkN@aoqfFy+R;_G7xNc55qLK*DU
zW7ick5C{Brg7bnJ2?&q|HQ8ViGSnlH5XH^s^kn&mXp--?Y;ZhYc`EyLB4r5ZazQmh
zScjUds>7=Q2~wV-(>`h=slKYlVg1eB2c(ZH<JKY=2g0xr6F4aJ_Mv*H4?<t#;r64M
zwfd3&jq0cGJmfBVix^T3hMq70#UhVD{4w*l^=y$#E%}Z0tR~$wUxX+LS>YNQ9%~8Y
z7Yx(|Zv&&tQHMM-_VnX`fA`DpJC}IOC(7_<t?j{YB{GJrcQ1HwpazbtKJ4-A&z;)Q
zfCDmtG}2EBIOkI2@#%p~XJ@c(fSH56p+O9dlQl3LABq@P=RE#2-VkiHHJVwvznhaK
z3J0LoQ*h%3K8~v`IUGR`LYGK2w|BN{Z{F>(e5D}25E%hh2{aqP^-NrVHI#T{s_+zK
zKlDEA__@aQz*RFT^815!I*^CKogoyXoP>zyMDOgFKlyRB?Kbh`33_RI_Nyv{G2rf}
z1UDn8(Z^r0cD~gP?b+Gv<@c<X>FK>`%EK^|0MOR(aH1Y@P_`6!a*<UkqRr!3wHNOn
z)v)JJOu4=K_A%c@81N~q(Rjtqp12=u;m>r<j%t=Gmg{bQy5#YXe?7Yp<8bNwiCn&0
za#2kqe#>GjgrA?U@W$;cU|(W0B7q<)wE8a|B?9Z+fX`w6;jpgvXL`mSku8PCp0ymU
z)a=6@NLYh)@By*vMz|G1Su@0{snRUWPx!7(x<=y9%I9)ZjHG$;EWynSj||+JVCf*!
znx0;y*>A&iW|_^V{b$4t-8UKjp}fDRovSUV+5$#GO&h}I7xl9_akB2^_&$!%C#RgA
z<k$Axze^rt0R;&|ie8OL0rujIp5-Tvj;-6;qHR`jy()KuW$a%-^7VrEIze3eY;t;@
zR)vOGkNpx55H^+${Lk+%5N2**0r7abXW)!<+;tEctbO;erYj(DyON*By3vx!zo6uv
zD&XK@zFmY>MmA*sb<X~v33Gubzl3u<gP!B=Y%H!8v@ijhu{E&w2!#U?(IDZ{QLDz~
zvOe$F83Nq6zq9ts;e)~CGf7DWd02uR)ju&a9Em-(|8CIAk!2pv>BAWtgI1M}{lFb@
zU?5Pg2ply?r-P4$$DT=D`u?HRGU`l?=*Dm91+Ko8V^s$zV?Y4PBM{Uw)IOAvKstBk
ze~^!Q>VH2+i>W1*{xZ}15nNY?pNXtE0&gLV3<7cAc#9*{fF>dHO!|knNIEOr(JD~6
z<YoDvJX<3TJ}eOpZ+7s-!ONnYnzm@9kcm&lF^it#v9EI0O*zo2l21H9If3*va;+@@
zvI1pMp>GaPOht6<Vy<%Y9<vA>+5OOj-p<PR#3<9kkPr-WPoSq327^PY4447P%3X9u
z5*LT|R=i1i=ROcN6?*+F9v1>%6Qa<Hh;TSxB;$p-rpc(^g|mv+yu7_`inIxMkv|yr
zFbHL|1ub`A#u8A)KzGNekVjQzOI_AY+xVr|yT93$njC@qJ>bu~pl#;eU}!tc?8oyg
z#TAfGn|_4R8ytRZ9cxl%pLX^X>z^A{_`49jz&_wu;s)rBuQh9Tyf8j7^b07TbvN$n
z1SyfPOB8`?mAG@#8Jy&S2i0M&Kc5%;ZtOW3rgPPGHIv(S;utu>2Q<+_Q`}(j<<xC@
zuFSPnUvwWBcl~!YvQ5-W4CkSt{b7YWiXeAQLQ0=~?5~JEwzKU-cEIKd<x_t;o*yCp
zK3Yly1YUqpeymcT#-PHw4Fw7_#z{UVJLk`)XOVv6<RA9qC;;aHt;}taj_V!jHD7*s
zh&$ML&DrIY_)lHNV-zrBh)f{hDu{i}b}M0}^wW2bq+C@0Hs+;zu(f4jKET%lI*kFD
z3icCF)lr3_QE%R=&PeBnvV(9(aDQhccf^$BzY(aD9b?3IYw(ZS?@9Z5_HxmYwf3BA
zGo6m!AcBB;3R9-Y2ODYRP7i0$RbRe0LASQMnd|a78KwQi=fUL;g1I0`=!n{EB!pWk
zC2#X!_?_Cq&@aIs_lnWvv&#?>Slf0inE~-);}5yaxS{o2`)y6WL0SE(HYEq*!@iOt
zpkRu%8(M>C!Ax~wa*LS#;8Vxf>yWD!87qB_q>NK>ZW7{HU_Q`wD7{kYKlvB$_A7ZD
zA786sck+*I-o0;i*eKv}X&843&ndhRz;-pa1!JPos+_63e5Xo>#a7X6=6IVOXjl8>
z=}IDuTxEqqDgq`6NE(=&<t;<{A;UWVWy*8EgsrKIGuQ9hHX;<T%HZn8#FR4}9Oe)q
ziCn+(FHO4UXn&SQJj22)_I2yvo*rzTKv%)lFc(;z15oN%{!`c+#v_}$0#`-G47)QP
z%efJE>_#(jG>F5Zk-^-s+!R?kWT_Wlm+7M*8dlNETrpu>9p|bnaXSwm4ahyXpMlK4
ztX&rvx&<V-ovW)A(tLyUV!5uUOr7d4&tl{8W7ozL&l1P<@PMtG@sMF`Jx}b+3(~rk
zn_PKlZ=iDelIWE$X>*7W;Qh0-19_pa#S-jC1UXWSQfgLAOGsFEyK{pChb7AomjgY{
zpBjirP_tYdMB$)@1Ni*lK0_iE&zp^Ve=pt?d?kVZXiZEVXBj5}g4&8cpa~aR8y1S%
z#A$jiy@(hum19ecPB19z`bb}OCIC>y5*$Noa}qhGa_21{38`B-w3DI<dY1X$X-B-A
zc2FU(SHOL)Sce>h(MdI&EuYpzyMCRP_|ZER9Gp?O(S)u#*>Q+!+E}6`wmp%~AF@B%
z9K!2DRtu|WO?+kBc3Km6zf%FxOco-Mfp6xaBMMfl;;*W^eh|Ic-SWfz_WLdU#L1#b
zY^bwyL2qdI9T8TdzOth3LTRtpDmx>Af-mA!7~DsU_6vq24dP;$+&f}f$$sOZ@%%2$
z)0ce{i@p*OSgte>#XyvSvYn7|@dDof+aKTb=<-Su|Kt8ne{MM1q09a>Z5Y*X{{|yt
zMs#7DUu|{Tn_3zfMVs|KK1B=H-mrxsR}>`odM4{(GC`F^)v|5}^coLbSb5vq_#0DX
zG}T;j>K2mWAWYtqajJviTU%MnQ16@mHe>NKg6qYoAIFO*K*bz&sBV{%xifg`a+Zg`
z+`NMt>Bz^j<=3bXPy_%Sho~%IQo1N~^GfrmqqXfn=#@pnRDxHko8e>!{z@1UdHCr{
zVs*v{SG4F?{iru*jY+a+aQcz_98pf-%WSmEz&BELuWyWz&FP$}Ovi>94qW-622u2W
z9M|;m!h3_Fs~dxbx5n%UI6R>ukv>WFIv~pdI&87V0EqIMpH{;$8%|whcPaRG>tlhu
zjW^DV<HKO4B-jf;{sB!3I4uhf-8@IjdF{BT(NRu+M13myXyZq!5f&i6Fkk?UR<lO5
zCbz%v<tp1Ga5Lk=K6Cn?_0hL+t8(#3Hh@|ro7bKb8ZOHWH;b#ytPYxw)-0<WQQJo~
z7*;F=dTgNx1Ue{4p9H2%A2ZGDp;lYH0@0#o+IgLgI-BV=|A8Z4q_~Jap5HvqZe%MS
zuyXe6+$Zx@&CaJcQlWsp1$`l~d@{18@YKE)9a=U|{LdAo_&8V4N4R?uABKIaKt}<X
zcMq=|)Zii^8_joac+V7~d59^XIZeu@kuH&g{ePe^H3eboNLeY9!rQH*r}ic(b~?)|
z=3V4s1blb$yWpD8K)gj!+@tq~=9(paHguD(BGz|N9XPP10gVq-Z6AE+?40XNNPO^V
zu5sDc@})BZdT)#GWfR81tsLA$z$G9F@fI&+_be<=<qbV}+^OQeS|!cal~gDgMGhqi
z+04;pnW`JFj$(cwT#$Jp>`7z2)cITg0AR!vBz2H@&WAZ;krm0N@6I1g?O4IUqC8KO
zshBYiip%3^ha|-z<2g%O|F>PGDShXZcF3vSbR`Y|t4+h8MoQR1*hbCl<t$d-0jtkv
z*M{r;naPvTUksq=fv774Y-<w27cIkdBbyW{bo;Y6?Uj!VMq?|8f)JI`6k-jJL8yz0
zFpb$PE%G7p()h%VDCZ{<GRqbZwXjqvkCt1POzhKQVju3>oMF#Z4Z^(%Pm?o4$a6!g
zYBpbaUlelb_tks6EJ4G2PduH*Ib`&Rk)OBr1%x<svq0?x`Na4#FOucbvzA8_@v;Ri
zXCGy8;D#;^!V7=m)*3W?;HE(iOlusMR?czWJG4uTgD?F;cT+iT#8cyJtwEYUAYwsl
zF-#9CF}eAowYF(Ll0SLnaHQ?!#Ok&rs<*-iMD03M<7!ZkUjE+q-KOz#A!}ri(hCvm
z-{7<@^-zRNIBrK8?}$X*2fHrc%nYnQ_B}#K_Q}5n0qQW>FU@?f{~j%E=w_w#2MUIJ
z@73)}Jhb+o5RmHvj1x+bFH)4n&hd7t{lo)D*(3GuS5|Uq6!s8-AS4y2Xh5W)D69_z
zax74~^^IC(zI5#VGaIzx<zJV^8WTXMdIU@R1BC>Z07jWPEC&$;H^0xVxS4}YBSJlC
z9GgY+W%djF6ACKtI3uUU+0NGsym~LMJ0deZ&dSw#D#e=WX&X?ipAsarrzygDnPW~=
z;NWhJh~ouypYIzH?*kiq4;XU*8_8OExVj<wYsJ?V%(gmb9lv0A+R}aXr#FX)n*e*9
z^5dtRPh7M+z}_Q#g)Mij#;ctQeQLyo0(2^n6j;s|ym9eTZ##M2SQ$^wx%ACMDn*t3
zw7C8JkPFodKom$0!7^Q-X@G8SG&0f>bm2twYn8hNR`;wse0M{kVaqa^MB*)tJ&y;1
zkz;6)eT6nJPi<D0dH3_4(RzJ_cOJI0$;2_?Ah7ktg0Yi!^lYe1YY^X#hto;Pm22}>
zp3o*OM%cSR8V386=ozY-cRug%=dtX);Cl19bL_USa|#s~gCLdbhtR(LGrE+AKl541
zx%@1bWfw2yR@g3jQXDK8e6-AIeRTSam0*(IZPz_5@;z^F$Mya7C>k+=nYgeo6%xw&
zT2)MKPyF5+dmPobX02{xf4yfB2-H7<wilW*h<ohp-INL(Jo|LRnHAQ$y);(7-r_}6
z1>o9Bpbi7@MSxa-Y04<4p*+!eRhhs0Zq~r+FF{q6Tk=w-aUUysq#+WNxch6s`@H^^
z!6A?0a^FRr7|%QJCeK<hx@ejJ25*hOMwF9wyVpRoqWFe_VpY>Q#`lNhM2K1#98ux#
z0Sj_mmyK;z67;x!B3m-wmWN%&^3kFJ75+Wmn_5ee4zYEbY!xz3zx+1x7wRq~YA!Ie
zn|Savj7IZi9-PrR*HSxG@zA?Q?03;N;y_R*0+%k3JE)%#DdW3a_FKK>cjyP*LlGB{
z^p>)hczidufIwjfUG1Rqj#9Q>Zish%B1_eK!N+EA%8fo5-B*{Vqe-P20VTCyTnf4j
zAQR3R*<_wweMq|D^4IjKgwBip^DiCEa1IF_WpQz6KyQOk$nz=k>uEam4%{`#P-}>i
z4Li@1agHz$-Up44mA8IRQ)29wH7OEJX9SA#bx#E6MiMm~ls5yu7ZC9ROiiql?cpHJ
z;oD|LBYTHvC%wlm`YA2(;2?}a?wtd3L192>>(8a@8|rv<D+>d!c(5@j%pL8vr+OUl
zBfynS(QzfS@;$D}?kmsxc(cE2D6O-rWrH5o^FXAd^)A49K+BsULLo=ABLdEQemfF>
zl0Hn|lj&#1`o#!%383|%DEc5`^6L)A$G*fZ6~^Q0hxb<nG^o*BrG^1Ei3BcBH#<;M
z0p=c~M$3|?+(Tz>#L=8C;qDu{C-6<>Y{Mxk7`ZVGSuw_AHIdPX`CKQO6E%XD<~XX7
zmU|k}wGdSbG7FCD(ZsgCNZbQevE@H_CoD4QGkNc=Nz(RC!`VS}FJSI(s3lNR9S-w7
zY5g!bePEe@ayiXOmXNQ86Bh}y#1Iq}iBM|-+2As|$$d=SUGeCjm{&WP1+(bB5=jUQ
z2^1w5$pu#w3171;$>d_(@ak^<@vJw_hi5Gch*mxZKz+jSpp%ftdPgk|&0W=rx_9y(
zUB(kyo1TNXTLpa?^x*hGTFc!Fa7AbqAW2FZVZB%Tp!Y4WxMH(JYEvm4XP5OgB1c7D
zZSwK~hX+;_68Td&$a#!eNZLQoEsya+-$wb%LpbY;jfa+hg}t889^R;ZL0_=t?0M#m
z13XWyAIaC=Jg_8pgeb7c+4iX88Zaa37v}3l2jib#eXTCMJ?Xe%bJB7m)kA)q<OF*7
z;w5~dqLRXwidn~h_e@rHpQV$ket43&XVJWHd`9pfk&vPDvL8$vM}4~;w<VQZaZJZW
zP2;|B^exEMt<Vb}EFsht$s3PFCa3)A;9<3C77w`#x0t(f8n`70d%+nLvIZ78yuo}i
zAn-A{SfO-<AHCqm6&(}yGuwWDeS0t=iDqs3QX&-3pTKEpEK1B~_`EJ{?^C6A`U{eq
z3PbXlNUk_>jLj5J!h}Q}@>Kd~bFYlN@Z^#0K7lVMxY$=YUZ(nes9-EQw}~#RcOpBP
zJpR0>?yvvC)}d3!;zq>aSzS~c0Vvxhq5d~c8f7vyY3n*if66~lAFOCd1;Y#Bpf@?j
z%H!7AeXA?^wx#T$e76OkfA$~H4Z2d~PlbfJTKLC;M97Y>Wk2oI`CD{Zj!aB4^wBzB
zDk&g5k5k~d8Hb2Y(#Q5Q>E(+|{ZjeN;c_s%b~o)mo_58=3LpXWkI6rajPv;++NwDE
zt@+SHpT}eAe*=K7<82Mn`#_q#HFEFnV7Q(sdskN5bjYW6`(>`Hy@-YeKBEQeXUz7;
z$1(=FG2~}i6pu^9e`CQHUlNA^Q9$68p$u@r%3{LTj?LS1BFw8Tr(66@Lmbc0<kJ@y
zh}R<En_&zn#al!|aw4xCG2NMXB7h;*@XaL>$7MdXIjT`m043ZRk|3b?)uzml3Ii>^
z`rkHR8R&n;4P>tmA|3<~+J}8XOqs=qGns&lxUiW=ap9jVZq0;E6&q!pJW3o1-0(PW
zjEhk4c383vj4Y9okhidsL6}(|tzvi)@YB22jo#+U*J!iCO{)k$LXe>-VdabD-t*n)
ze&O-SD7#p<8%B1llC(@SL;%`41Zv%A5Eo>{MFvBbY+vJ>CB~fIuDoAo=NRAg;eQ~o
zfI@RfufrQwR9d3!e196}_Pu^%^k>sMSE^6rj(POJfmj*Pq6EAUrkdflXRt{@>bI{$
zJ;|j<5)b5CH4ja^xj`HXWH>?JAXaw}pl!fHz(#J!oxVKY@`yl53EMIKR+n`eFMMBC
z5`mb5i_E%Ucjj)r_oBHEJia%yr1CU)bp+hlUAmlrA!JjbSL|`+a)Cxe9y^CKTZ^4O
z%9h^!rHgw=&=<m7zhuuUT5<+C(j(ljQl_@7sVJvglJBiZRoZSMl}Ne5ab+015IWNQ
zgRam5`;q1*y_17^8HvW%@7Uo9C-_K&n;*OFzS1!tkxEkc=Gk)AUgR6=>G6ZBh!!AF
zW&rg_F}o`1c8qZ?iS4}n-Qr!kFYA{_mcqnOgC;(sBs)&=P^baAD{nK>#}Z?_RuwYx
zZ<1P@(9lfW<*;!pcn69yLqc9@J+K}OImy+#;WmHSr4_!ZuY~Q0ON;}k*;M39BG-x2
zqi4EqO3!}}7Zpg3{qYQUd}HsAp>Q^=BwgpFL2HTEsJZ#hwU=H!|1;xW`1cSX<igI?
z4RtINR-NpRflgJ1FR$PE>&XdTve<u&+v`>9C&4#Fp^w?>sJ@Nf5yg)hO|%%UWXt+`
ztB3RXwe2q_7Zbwfh^ZpZcrc%_j|bBxc4<F*5j$?%({K4*U4C^ECy70c+F(Rl8Iu!c
zpU1YxYouDP-m91Uc|FIx8>>0hK3xDK{q{xiJmz;CqE6W8KFjz%^R`EYNcI9*O6@Zf
z$1jtZly=2{&Ni_J#p2@?g%7v(UhZ+Ao*y+%0>_nlfBBC~Yo=tKIFGeW;noWqgMQur
zzi_}7!`^Aotop5LN6i68Q}ON~S=EPTGl%y6UqA&M7rf#01Fi>l>zqEl3UNJ({Fq~y
zB&x?$FSyw11GY9=?-d02kU+`LkH6Y4ay&Z5aB8PxcK^Azn@w^WrT*6x{`x6seZi=3
z{I}ZfrJbHh*QpHYneCK){%5t?x_Dcv-@@D`(9?xq1ZYSDGWl*+t<g>3!Q{QX(q-m%
ze>*d%mHh*U7sdrp=ypNl3MFK0%oSu65MQyp_Qq3uh1d27Er0jAF=cr`U++JD0Tj0J
zaK)s{x)09lw=Ums`RW&s9o=la3Vj<2wFn5p{fQE8I7#O$E-IgD<T*}vrN+71qkH{y
z2@}zV!*4g#4+s)G$VFRu*%9~G!=KC4T&>IaH)t3Kzn^WV8Vm3fSTZ^4uf((Dk+pU&
zZUy$b%YKhF_0yXOUc2ix>DON{@Hs&e4)8;O*c5Qz98$k>-aAJ0wRc1IQH>ij(E|b(
zrvAbJ_T9(R4moI<)npRoaL*xGxW{PT{>6jBRr{!(McE@Lj`461PzDcY(H);zm9A~R
zt`X3oXKBmvmUeHZD3KKR0L32BuqHykGlbEm`p(NOv7164mEW2AFB`ch)9gq!9N1ov
zgr>+@6;im$j-?;>yu7z8sPE&Ek9{I4KdAv&${@;#BV8&QMFm?J23Cx{JazLJ!@%mo
zr%M+-4cJzA*?PHIp#%Wfh9smmH&27P(N`l$+DTjJzQ%Rc*HU9tFc6^!Fj!_J%+vzD
z4nHJtQek*^z2CFh=+y(Aw=`wh|BM9w1BEJ7Wb+nL+<!CRkM_=VNmA6i_btuy-0MU&
zs6k#Hz+FeKqmHgV5;gWSVqzo|33__o;z9WS52w~USx|w%e1KCIL_OeE7IHu1QkkLm
z0q4fv)Zp*_iDT`zbliyuSkVduodRwTEz^W%p<?3bH`j!d+BvQ>Kim_Z772H{DcvA9
z*+Zo{njB9-;yOHH$-DM_xPJNO=}m1NTi5aRe6o8*v`NwU0^)Uu_!KA<(XsfvWnD><
z-`VztVU16MCe{3afdc>(RUGzcU=h;tW~Ni_;XcqMAgM7beCqM0NCF18aWEo?;=te#
zXTP*DY3@T%*R#T6wak|szdt1rL5t`x^qdnkMP%234_`xQcfDM5eotQaubbaL1((WG
z;n7?UtilDw<qw0_>+97XvV{J(SK9jX&8&09*?CL5)u@1I+datT0#7oq8rmz;hjx9V
zH<sBORQo>2pP%h$9Z}Q4`>BJ_O;|*OV0$B>|FN)s4JkdX&T2So*|>40Zcy?yaUd)!
z3R@OX>B++r+5%F-Q+22FUplS{*4H%MuG+Euy*<&1kL&c%-~chHsErRJ490yD;`6o(
zC-Q8W-EQmk@YFRgfmq^DFc}KfmMCP=n#Va2Q@QnrW<o6^eQBbVW<53#EpIeg0q#IB
zr8d>4_i5g(`eRoY$HKX<e_w4rJyCrpJHLS|&&?c=0MLNOcI>aiF%0LsA|DLVI!NzQ
zu|f)Ws#p?cg{l&e*?`5{DJ?FME_F>)!w2qveg}qo9#pTttsxy5@oyBW&65zfA77VG
z3mUZMe%+Ji_h&r4FG<Pj-vDsp%^g7os}$qdg<Egpgbyb0Hif;tAdz5N^FIJ2)DPr`
z2u*7wn<@_M$?&0B#@Lw1s@3U3yod>}g7VYAfuT!(1(*eFcb@R<{uU>sdhJc-zlVT6
zMmK9ju7LA&v02TD8s<3t`PMq7oy$v<{ucm#9BX8UzT#0{uD+jJKMVCu%TGH$cE3FQ
zZv@3d@cdTa!6*^U`$1)CZNn+1H;!kMh+CQP7N{N$^-1J?ZhPm$^2G1Ae>*ZT{KvER
z!RUdk#ltLCJ>cyxC#@hSA%`65lC>#w*Bs%IWj|nKf5p6=F0zOUjvgBj<O?El$Tc&N
zB&IFmYft~?z9w6#s-7~Mu&3$=(YZ<KT?P*+Q6>!7i&gK^KP!9mrR!Qgod}J<ag{jY
zVB}79n4cEz?SyN4Ss%(thKoOa{9XEy@j%@9x5W4+oWDg2Aq4hatyXp<CExrJyYw2<
z(w9s(a*443lt*!|IerF~(fFP}vaYhMcEcsk^Vd}NGaHcBQ%wmah$-d>ko}-IG8)lN
z3VOM#Rq~GBzR1BlKP<OTEWdhm^WR8}96(+tq_cD+Y+fI5;CYW#{i=Wr139ApjZY3u
zxW&%q#zLz{{;zgt+MO-AE#SFsMPq(Ak!u3xF(}drTp1vJ34Ba>3u`$<(NaIWxv$qi
zQPp?W|6_Nnz+4|M)r9ao1A^NG(;yX@P4pT0`U{gjbhlp^A<@3DzIC1mw6g~)5-va&
zRsu?VgqFUcxLsu9$2*GZ>)n38ZsG|TCQ_cB7!*88f(7=9mhqQeJ#$60^2ELHa0}VC
zpPY|)s0IR!kwx&jrUWYg*&|)|@x+s<2Cf0K$rWl#Tw;cav=f;b1lJyrakk)UB_SKm
zb^OPz@9W0XRh-A1QBWr%DeFNT2_$5q1qvZW0YoBRD$h(n`I5c-jO;kcxTba0^n`os
zn!H6Qikp&zTo?VQK7NJKq>tf3{L8A%pO~&GQtf6i2Kilpb^+@dkYi$zUhUEzjRW}=
zvu<auxmXw)uDe8}0bsf)zTEgdPB7?@B}yAa&rP3VI3W|ClWTo7*L}{KNG|;aMlzFq
z&98aKo5a+`7`;_i+IU0WJbckx;iExK0A5$G{9C$%NSwI|bnzDi8G6IAykm&*BxHgD
zEFPBP3T_k_f-fvI${w8{z3<1^#y{qav&#hayNFZ;8HR=oKwTYTS}pGLXVw@w9w?0N
z?=1JK*rCMoiZD4JP+<|Ya);^e)asyU0WY(kAfM5^Q0<h`_2$aA<@2%xoS!&3tC@J?
z@7j1Py`!R1St}y3Uu)CG6{|I$3=%<-m~)E=*)4fk!P?{W%CV!Z@&+ZAUaF_=Um!yy
zB*4W8L!V%<I5B>n+wo^z)2_Ch<4lt=wkx-p`vnD3L=gaC!6j%Mq6~<s9(rz)Y&Lf@
z)XtVU?oTuCe}PfXe+WaM?~VI~02g2nl2M@QJ>+)GZz)f0SfxBu$T!&lJB??1I0-1q
zlOUoTR#oxdsGxWEOt=M)q&A1saPQ31#O5>9kE3q^4iLx+L$w!By~!Tc7La$&A-?Z5
zx6`Eh?it!wxT<XD^9hP72VMu{_<&;4sO<q31D!4!G@tPEuH5!10p`uK8;|bPnm<{S
zbl#URBpAdRmS7^=zn#e~st((b?O!BxoPLLVoSb*`HzYm|LY}PMTrKUeC{_gtB>pz7
zUe_08|4zi-(C(nnt(D=sDS8i>7M70!g#yZ4p#}lm+&lv7RaaH%X0&dYz4F`h!?B*r
zD=CK$z;IE#AX}y75W$RM-gORZ84pMpIy-+=$lr7N_6TKaz@Y=`I)W`A0|YX-k<p%C
z$b}+@nKw#*Mz@-A+P#>Ibmuu&Mv3|Ybs%wwEP$AMfF3Ff!2YIJVi$7+j64*#M^4in
zxv6)g{Sft7m_`dJX98@w=czJ%g(ks@C;6=O55ENslr~WgIW``y2TIEzq!r~JfklZ*
zpH9}_^?f(b9^#~)N*qE8+tDzIjW9x2fOz7v!|eNF+!RQX_VMO@;#<?GQ4j$1MNfo_
z$LxAH-z}CRWgXkJ9{1%-zKl>*csLp0O~>M0K=0R$`)gLUK7Z}))o9Xsr}{#YVbVH^
zLJgml2Ei(nOdLvJA`<WJar)W8<XXQZ!`;E9w`LC&%HTP=Zm`ZKfDxvCZm8u@GuJ-W
zQzbJS7*kg+yS&u(199q9UoOP0qhLsm9U0gZ_=BXlp^S6<HHD>szbuPInWHaS7;^i&
zF@HFnLY1Z+T}jvQxg%Ali9am6Kr^GZFY>c5o8=5|@mcYfGM3d(B&L%FReOm5SUo{b
z8jTGFd2paoDCj5!hzXn9EpK_NciioM{{D2QSkSGiQ*7z~fKdgz;2G3NV7{ZsgYzdQ
zO0($mWe2~Hh70JnQDM<YBH+`<$am<Autw^8iUU8JJ=ffG@~R}`(B=8ukRtwng3#iz
z6joTHzG%aJIYpPV|7Bn3VXAmabMVX~B8=qcjK^)EZc|j%K@}KjDTI+zc!{I>k<&{{
zKK{8l6B?1KnIcZWT7Yh=FvAZ`!~$j#?1pN1;mW1<kw|`z;kJ#x3`BGFlBKzb5LppV
zxP9<sG4u<NkVIA2kz0d&Lz)kxKPhLNjhDFjlXx;MP|zX?*e39<<iI*do+$QZh#Tn(
zTe!hTilYqd2{dU3%CUtCh?<p77i40xOqD)ATGuEnC}#N3uar177+QqKUSMPbGN4uE
zEpYcg;U{fvQoC=eGyYPsrw~?f47`zxB-q)|b)$fkHeB}Q6K1Yc-RJ$xb|PfIVt6j`
z7+cDK%n>ILRR;torc-L&i3lrXj_MUV^zysGrK+{3WoDfSb3&VJpa~=Ja>f`6Ak{G)
z(Mj$AO``mZ7Yv*sCAX6P8+Nw%s6)g8F$R2CP@3Z<y|5woYn&SMQD-wc`|FV2yYk}C
z*875@{{;hqRUjS#>Mr2og2EK}@?<vpwQ2Q*0@dJxElYa3KZ{+bDCS@}pjmDUggf}S
zcCdN{6x-0zl-&{fwRM=={#`atr%b!Xp3S6d`-lUAyAv<`hpSfTHH?(1>X}(t^=}wl
zL!VkK^Xmjl|NC(&7{&g@u6%4!o_id)m|??>C=JA@mt0@^z`ZxUf(iwTx&Z(sObLVe
zsxHwTduPzp!uO_oiEYk~xyLmZsbJ2aNCuPvpe-@B=MlxQLT!T`G@9vW!f)9!J@mO*
zD7)lu2zWQ3X2OdBmPSIf@2X~49ORARY~B;e_vu{|lKjB*{{n%qMTDL&tV&(v_HM(I
zZ2oWan?j3T-5{P|sPci|M{5m`M?>zeluUlrdYk!Ba6PX}lZL*{)q5O&kAns$SzBWv
z^&+E%pFa7qIGj+=PMO(S@o@v2!Rx;v=nVvCHQM+%vc)#9hOH*~-i34-V^tbn3hM<o
z12!u(?h-_Wf@pkv*9z6x4|?4hDYtl`bf+PrF@n+Bj-o45aNtDYtIX-u@K!_q=grgS
z_TN}>jNdSp75V<xtia<SO3%#>KUBSZMKV>np;lS8(|)40kM6A#R=ocgMhd8-@IAKO
z+Yn-#@cgjQSWlJfD!IZ+lG%dNhQ0@wJGgbh0mL~;B*uY-UFFSQv)O0KLXRh2XKq_9
zN6}f)S3o5&IJQ16RJOMLC70aUnrD0+vz%_@ttT_1j~Bin&I^qshoOVmWe-HSl{GBu
z{)Sz;IsElo*<_a>9Xq6uE%W{libV&<gE%N3Kyw*TCde7cJj91lC_H8>(^g@{>LmYU
zn@Js^HwzjSfB+T%+F9hi38j}T(lmee#lv?+2>%`P<$(uY$3zVMCZ2ED?-dkU2l5Am
z525v8D^imjD#t}R@BHUBxnJFDY39R`ON1A)0_AlVnpTw6#+s!ay1QL1Y;X@Ri?(R|
z^%d>Jhk>-P#*+fEa4vkqm=>;hud!|XS{GfQm}&aJaLBmJT`C+owUY{^SsC_PJ0MG=
zamVr;gI9)JQgoJ-C<L%(ptB5?evGQvWI>L|?vbQ9_=O=_cgx#gQ>l}ErJtTR5XQo)
zWdj8nc9{X!B@k{S>&s_PK2iNP@>Q+(Rc7Fsm#^cN5fQK_3MfWp4>W5^^&lisx5Ip(
z(0DvBj@Kb4Em&Ahdzy_1f)FgDfbdDV{fa`DY{@j-%|EYD{QE<A>zAAdL=Y&u0J87V
zoN7Dh$HD}g|ESXbo1q;yvLehAzS3-)F=N%)ONGLvG>{*#b^+BIo~Y@1w_B<x<e(#$
zgF({h<vp%uL5r|xz%#ntsgRbEG}^mTzW1ztx#ohSmhdYDtpf@KBr2=Wzc8uT;aQtL
za>cj0*RSNssg*gq=Qx}wA=%(#p-*D#0gNHo#{&ciLhk@F5pFr|8Lq%D))l@kb=q7+
zCiITW;&D)3hH7^Ct~SR7m3GZVCOWS!%&9KFb!d$w6$%CdVX7BppTG+ql+RqIc688}
zHsE~Y?iVjdAKSjwSN`t{5ef)u$jM<MA8k1UiVyh0!jsmB;s)+g^^TLizn@fuZ(}c(
zIuphlycmmZ6u2p+kgOzn*V)AT8-y>99+?<cH)Am3aQolSOCwD3dZ1B##}bj6-=PW{
zxAxy*3BJDgd2}&wE)P}%SSW|takKlAqU0WiFPa*uyDnOCIL}5!{u52Ll!*o!&kuh%
zXy-8hi|u%eA@7K4KZUD=Uk+`4fF3V|CQ`}dW|HJLhHSG8O;&c500tGJbip1)YdNA^
z-nmUtnfy#Q0&b69r#<C4ASrPoig@dx)mDK@2y#)OTn0`HXh`la3@x2N3M6XSl)m$c
z{BU;sx&IyUB_Nr#SUuq=)Z>$;@$S0xEK^j^wjq$6b{WO>g}ws70P*UGT`mf8i28WP
z+i@jZZHKtc{d_+RveiR(93>253o0am1~>L6!6pJ_vWNx15SpIoZS*QzSxx?nEm%|a
zbo?F7V^$*637TP`?6Nm-ePT+uED}+eoxED8{lxjwjD+>}J~^-JHq#L?Fg%^?P(X=C
zafEZeg~#PJo0hQN+AV*sca7B4^E6RI-0XmEhwTH3r64xm+>monL8ff&Gpl!lHCjAE
zL&WRJ4rGFYXbUGuJEL(h=mf=Op>3iu>wSF&F$&V|{4}*Iea-PnyDb#r6|AAXiyf$W
z3|*DzRshvx(3IZZ_57+QuI+m9RqA1BuFT`Of*roeglR(B0$l6BBM<UQz|8}-C=euz
zW*;NBeUy8O*VXE=p8wRoTZ1J~+G+>!R=@&5VRsXXmX58b0^%y~>m0yzE#(ORwLdeD
zy2oUfyHNZLV6GSvBM-oCgqP{7YkS%+ty^~E`K{cx)fG>Vp1GU4n=nrdLH-2jnArQ#
zB^`G%PxTNlnKqT>D_!bo*Pt~^z=3k`u!S7fio_m>2%sR65Q&b+XtyrWE9xiO-I8o~
z-9N>)tC0u-QE-4^rbN?1F-SrJ((V?I-_-FN`(QM8A}99ukCUMkr!ROXFegu}J~23D
z=t82@5V**Yr{@nA59>JHka@kv_KW=x-*5Xa;;CFfVw4Sbl-u?$IocO`*_AfnNd61y
z`bdHH=6u2&@%AV1XoBU#Klb-T<)v@tc6yKV*yRp+SATeuah#I!3Z{r-e9WClc8Ev5
z&FlAXm-g)X@})HHYs#M1Kk7sq9_5WFA{yoUu*>dU<<bMpnM!32TU~khj|tLiICW7-
zQgjSZ-OiqJ$x$|b0%N5j*G#L#2iel`Y$GWVGfB@i#MeRdRRBGNtE3}<>+VsuNO<Ai
zF65$}Q0#h3bJbsuqZA)eBP%f;d#0+rrSq1$($q3~ySY@q+{b^R&`v`nxEDYLiFfTj
zoeEnntT`Ppkour5`Ni(|QVN+3-v*r)c7~~BveScCHavB#Ph4v*hOG(kO8q&oizoy!
z9IE$V<@=FB8=GCKAJ)$vG#$$}I<1nzA1PS)*VItJLZI{G(+;wGUv?*$TCdmsYUQR9
zcfF(gFAU100kb&lM5atm>-+mNOI{c3iX7gS9d?o8&7iyqet@Lpk^WLe!_}>i40`te
ze6MylBt`SR*w4Rz8>6ehuaD0;eBM`y^jFa*)A?O2DcsVl!?gHu8Cg(q(92Uw5)q9!
z#-wh1E57|+RzlybbAi{VLj(WoX(>c_l5r$NS^359K#k`Sp;~_Lb`SpkUr$RTKgL)6
z$`h?gne*Fhvib6)g#5*$vH$C78RVsj>*-Io(}#Xa@r>TN(`vHKyfXKHJq=hZdrve<
zx<Z*%+N>pezjCWB-8GkXS=EGz)kGBRv4D0;puQpT>qHV^z92d;_`)uy@rRt#msD@Q
z^lcl6EFD(uAMktl?LbkD&n>sfJeKM{`s{sMHP<tz=^Q;tdBV6L6c%`IfLKB6eu3lc
z;fPdauiBTzQ5!AW*)?}@n?WVJmnYHiCtr@R-yDcz#P%?<CO6r)<fppKcDEv#w=1e;
ze<^Mx(s5)E)s7cg^IKlxR?ejLn1x02z;UY*QAQ$}2y7@=nFW$+P;18}5_%s1m9FI%
z+pwNBQ)0^Q-87(C=J`p3C?btQpgOUVc2w4^>eNl+9rvES`&N3>v_{o~RJ=pKgs>_E
zFoFA=InVC-$22u(Q&Q<l1C#GF0cyX9str}m9CAS^Sb~v+T)pVdaUk?-?dDwha%9Rx
z{(9C=U&3&1@+j@%0ee*1fCkr~Ro8uO=bXFe@2|dQ9_EpG#?OOm;HwQ0fmLfFUne9a
z&E0)X{OTuT!*sI)uh*I=eMnzJq~gGh2>YGDTL+Wt=qk#}Bf5QOKTnAy?9|C=-|+b%
zi$+t((*>uDB)*wIO9{~VU?E~PL~f6xxmr*_OsA0FRFk6Qu}MuL6-BAGij9iI^v3h-
zxc1{_TGY)`+tX^iBJG@rTmW`wqcR6L2rPX$l)9bDhrjyAX<ZzAa($q{Z5!dm@rN-X
zA}x#59sbPEa`2vA-=x{C%{6J-#^a%iiyv1I0byWh+gfB|-4AZT@e9f4!`DbDHFNlr
zY)uX<dK{KGg}xM!Lx;s@0?&;%_=eB98<_Hr#~oYqg`~`Xdrz{RCl~Q@gA)UMHmW$I
zKLFxTkd+l_XY**o_CLE=TRt`ZbI&^yCGWq6104>WsQ896cg*DT+@6Pq2GlTnU+-dA
zn(}PtA{4AyhVlnk<x=b#O|i+fvlr_x2xskfUg9F}{peQ+@!VqN<G@kJivwb5@}!{c
z+$6y{6;V^x$HJ<6O9Kvglv53c+ot%zg@Hm)W3RZpRZ5y|E=Mgk@0YKP;&=1lPFo@j
zP3#hZX(Q-PQvlV3cl?s~R6YAxvT%Q7?<nIrhIR`gh2~*xixz^!E=KHywmi>!@nc7u
zN}uu%@A&ut-JDDH?!-YrH6Nhjqqi=MB*S}p%lRV8>xSo^<p%IZo7TTqI<itj;x81Q
zBuuG0`tfj!6!OcfsLt}<3H>gn$7cCl#7i40dq8smj4C*y6a{3nkQWDOtm4@1&q5w&
zY#pz(*DPzL8p#LMk1)TX2nk#TmUhU)hL*3>)$M#$nqOa7y`8jddNNT=4U&;l0N=<~
z5_zGmKC@e9S3T1TgRSNo`iJ)`J`*E6ijy>8UbuM;HElFAnS>m#360~C+~;rKIaBAE
z;eWYz|4(xw6y)PWikXnTjNBp(h994<99Ct^o(L{xoC`5`A|55o2?%>p!gf$zuxKkK
z8wfe(vP{N%M*`0y#$y}j=E_5@<DN_rheO#E=;y&m0raAyTv6UeJKl=U(WHr`7Hn_u
z<347QzMFVOLCFB#k-+_;NsySXu9OviXfJ!<gjQ7Y^7rDj*45hal!OwXqTqFoDIJ*>
z>W1p}|A{@PR^d3z+AgBAt70%n-jwKrqXx>$BE@;uo4y^Q(>Ze2(ao`1TU++=-d)5u
z#J8cPD^|r1IDs&oyW^<9=dpHrPL78$(ZVkRHGd~6X8Z$3Hbe0E-ss!xJ~XMH)XTZ+
zd_79mr4QXaN)-P%t7+$DffD@|z_fsea#{NYL5`c9tGH-Kcf9bJ?U&RUCY~1}7y4oL
zY0|Wp@al)MIdSWjf2(*&`=Fj`TF^X)j!`Jr6cBC3NJ)PoKZbKhv+gkXJY%lg!cO$s
zKz7**1ZAL(10Z4SLBk@nzczCDqRD(Z8}l2kJRw2FjF+6@`@80;#(_;vKp6JI@tqjR
z;Fm}!zcRI>C&sjOY&a^9q`C-!u`R$og8GRt&w3G0L0i?^=gC>puZxpIwd_~1WD|L9
zl>bI|AzW#!hb?l1p`qCD)^e|njoSYC%`0O!)o>Xt8VV;3@y}8q;Ia3i_es5KHET1(
zn`uU>{l-%w09<&03?(qMaP^Sure_!)B=*p?tU7vFVoSJW@s@U~Er6kHVX1hEXi?qo
z8NX3mpWo0xsa9F~$cxMQpNMw=O5KsO{eh8)X8T*SAT9&7RVx1#YaKbbT0XyE?kkZq
zBrEEGKwt2YpZaiI@cE8>WB)fEFB77lmQ57TFcaSh*VaJ{0Q9b-n(PMJ;efbL?HM7v
z&&7oFoz!{p^###^0*J{4Dh;LTJKo5wd$RgO29xvs+>mkQ8?L5R{}IN30PKsBEvV+Z
zg>?xpatGA4rETPsZGZpxok>)eJRz?DvZv9;y5y?hzDZXHm=4^Na!3s`sne%<oadSy
zNgM<XpMnPlIJiJ@9djonTH%e*XJsyNy_imwWsyF6cepSsQ6V7f1Z_tVdn`5*P%qfM
zB(c`cL}*Z~S?0LMpw`Xx<tJ3r1ph*kbu;L$0Flw4vfc~B#2c%=og32LnY83u?7j^R
zT{V>KR3NJ`4II-T@C5$&6~f$hMMGcq(<iElr~G-Fs=2xAuYu6>0~sV~aYTDJE!~Qy
z@<Be$T>8R*>m9*#zC`C6uH?f5hY164!V#97H}j_>M#q)ePbO+4=^NLQwh^757zPh(
zvI3FokgEnB<ERtMzs5DM`EKp5=!NVM9`|QrSx20khdua4z~o0wcZ#exzPRniaT4!j
zKws=!+sbdlol1p%)F^N`DaU|XEmB#(c4&gLz--1~XQx|$ioJ!X7ZD0Po*<+Sa}z?H
z0Hq^C*J`a09o&+!d+Ap(j)c2AUA^lR{uc;@+>l$C)tVko&iXdiQ|K?DHoH>8O2GE6
z<zFz0q$h#x1nDlE)kKz`DA!{Q=%SfsOZl#SF~C>1LvQIKG%C8$KABLdfDOhFz9UD+
zJ|u?}b>Eb`dni%gR=!|_s4PN{E{Xy&1%?1pt&PC<VdY?n^!`di(@jgH3cOS1C59G_
zNbb}CLZ<La53n;5II1>4qw_?zi)o$}P?6Xd>uO=L6&Xg}-`Yr|qTuLg(iK@kfw~1$
zJan<=Wro8^(bvX4jI6AR_+*0!R-Iim1E8hAd}~xbf~x|P+r29;#VJQK-db~MGMZ^p
zroMnKj7YY@amm3j00^nCQ>O|)kBE(?>^#$ZC0Wq&<ehT^6N^T|TB1YYi&poAheJ{V
znL01LqpV%%#Nl!yNsDd)<i=$VVk`|D3ImcaW4QH!tORlY|1mLaTj#c?xzfX~OmE3V
zZaq&YQTbnhqTVHGc~t3@5=SQWY}3+L^>r=V{&V24l{;Ji?W>{Gb43G+K^TuYxRpQw
z0d&(o%<GG-_Y$Mw^s>Ebn6`sQBj^!P*YI*d?U@BKk?grZa*qxa*<amd`jush;r8Y|
zBKBI3!U@9xAoT8AVGaD8?18RLLi7z{d}BU;syiZSw<FYci}k3sZZ#DKD^80aEleFq
z(tX5$upEe3qBQI&ka?JW6Blxm3Io;+))ay|GbTS!wI0d;ZF{0<#jn(=2)>l}clLIT
zX?Oo7;7}G3)oAeV0KS_n2+5VQLO9}Xyiu=@{jc58V>Y)T{LcD=Z7M`0-VhhP;VH}U
zsx>^iw|1gBLo56M-^B7Kb@yITa#n!AUC3L7iYb~$IBC-y%Go;AyyRO$pTkXYmLkvb
zGvr|;LGV7XA}wI;XYg8Zw_uqNsE<hkiLC1`AF=Q=*>b!hMkc*g&87YGZ88=ZmF8e0
z13VysVPR7@y=Qy8>#g3V9`J6dK6q}<p2viuw}P-4G!%n!)Fj0vWhKNVB@vqb(}~t1
z^$7+>slmA#wKrB&@9H2AAtz!XEf1z>XAKf?&lV0T-qGECtEOwn`RDW211Cj}3okqf
zB0hkw0mJ~>Ho5)Wqwca=W-swzla|qU>kSmEjmhyfk}??0jV3;$G92R#q$FhlfmiN(
zSbs!hjZOF$rl5&kQf_quLgf1lBmqN}9rj=Ye1j+GF9dZ-Ol2Rku&pTkmi~$1TAQ$X
z)rg62>Z56VZbTReaI$a(M*>;ede!Tg`TW*3Lnh@t9|Z*X#aT{JKM!aP;C_e2tAW~$
zc9<j~-x{B?i;Eq&60S?j+pwfZs+sN*3l$1&g#pfxx3!ZirG|a>_2Y?#mc<cGMw>Dp
z=81ib`0&ty3Wa)Y+`zsB6<elu*9eA1?U~c@IR0>B1doW9m~#l#!*~h{W|CnmCyAuf
zeIyw;-8(9KFi1gfgU^o@>ktzv6xzrWFGzN;plkb+_0>grW+wN7?8BLQU+*P<8*{*j
zqZ~TAP2516DI&8Yhcu5$NT%dZ-3j#cv-y(obZGoqH<`GHP~4u!bBfU|ERUGeKipE$
z^eTS8OwyO!)l8FK!bvUUx!HS&z%t~{7J!|4yE-M=EGp;B4Oz3Z<r}T;T+6;oHcSCA
z1+QVOgsTX&0z9GaQ{a$1;(E0;g7(VQx8Je@<$u4IytnYn=w5Ln*UQCjVT`a@d0Kbs
z>zbN)()a^ko$|4eC2~#i)Hp8-U}^zt)W#gtNh;oF+%v7)eXTTUDU0ESZ+nkTEg|2b
z7-L3p41*G^ptT^D7_Opq$9A8yaKH5yQJs$*AwSx+8p)a<&a;t&qQI7R112nb+xtM*
z7>FKDPH{H8I%CYd_J^6+&MjxAIv#JLnjs~kiULMRw8dUtfym=0-9bN{`pjpWEB(mV
z_2L1sdifyK)csAU*==U!`4Q*sv7Ii$F_}5{IjP1WSNkE)6{%HF?GVa#JCqg7di@i}
z{7$vhrbGWiU@9kGO!#L{REgf3y{4<?bt_LfU(T{V_l0akU{iw)!@yxfi}RC}?=v~K
zcyB4@haRP2h+(0dLo#(r$&~m42usPw_#MnP-pZ%Xxiu@WDnin+u<YEed(o*9*Qh24
z#{xGhxb;cUs>C-FdXnU&kml&xE&dVif0)O|dX-;D8mGT*?xTX^zAv;rJ8FsT{MCNw
z@aZqX&8+t$(tWHhaQ}KjzD2NkVh9lL2NH=uNB~;iPL@wzfBTDbO)8aZI1hE$cwJQ&
zC2KZB5DdzKv2<w5N)-5;&gO=}vLmiaZvxD3o3m8YoZdmc#;JfPX9$R5M`**V^mblZ
z+jIQtB~Rh1H($I|@82~eGn9XWa5I5fq=05*sGNKM=%-VY-^Y2L-aGl`9}7WQKiF{x
z(}}EY6y%ZLA1mdzIX7-_Doxg1!uBRi`gQ`@J|zx`*;}a62*C=LvNGl}2xGd~wRnBG
zyDCv55jK`yEZa<2qy8~AP;yaq4BVdJY9Koo+00q8+{I!!xPD*SX|A4Obm;)H>K|Y{
zzR=Cw&&k!?3K7gYf04_#!AR0T#9|+v;@sJMeX?y#oG+@bqCQ8ku9)<-l#!J(M-mFF
zS5KXdl%MtzRHzSMnQ|m3>eoL;h4YmH0c|iZ0lT^49{u+~Rd#dDri_MNvmKHrjV-wn
z{y#u+$Q7SX!LX*{Mg0eA)~woXDUzC#$H?9a;+)B2qK%P&<_SA|`5}Efn#9x*1GBgL
z#xnydgm~7jjif$a*tW&N@E^zzW9h|+PQm5pt9I8Ma^M{cF%4CF$HT=;xuwwD=tW?h
z??tbCOg!qlNUpgsEX-4J!*2VM2NUK(n^lVc_iIyVX58U|{f0z@#{0ch%QBzoe&%CU
zi><p>u$^p}{^R|rpk;NmaVNgh4aKL1#D94;yxb+H>%+f>2Sz=N1jbeY@utyf9{!d!
z<nR6c_R`YwGm3L2|C%(el0i2%l|hvodqybk$HP<4I{5}ZS(^oQEDyc#k3n%b924gT
zHff252^sy!yfS^y&FJgrF9D55W~hKz)D-|AU3pKHAMX4(_wMarZ)G?AJH5Mf<d8~i
zP0+JOxd3=CEM=7rlh@kBme9yJe^aQQhmY)uMjw}y1-u(MMV@@ZMq6UG6>OI@`)^X8
z-g?%QS)x`)oID*jH&7!Sb1P$405QSP&o8Ak!vBqv;*;Ua^-KyXyvKcM$UqR>;RO5g
zx_~O<fP(|PABbh(-DfWLqU-dO(q6lg!M69b!dtI#Pyo>RggVI~HwKIxEK3YMl)#Cz
zU-VM2<*&)eArbn5tp#7C_|5N)QbBP(kr@0)LXt>ZeAn}hg?2XHm3$|)uY{?*o^tVe
zKv^o{MzRNVj~h4)Ae>>rn2Qft;b188#cEpK%`n1AEH_B+nKorOPv{IK7it2<b3l7L
zBx#fVrxkPtOhR6>DlTeA6jnVd=Aj1ITLIPrMrY#fZD2GgQYUx9LgtFT<MEhY`8tmw
zk!{iU&8cBv(*XaVh=rdUP^}PGqk%-p*9j)d*~Nvk-nTcc@7i{Y`g!nyKzDc4NF>L{
zz?S45QoLDr+&LKce`pUqWycoVLNcVt2M_dx+|0e4?4h;;LdQTwRWjuulD1AYNVlTR
z+UQ)!)jfwETxWeiru;!EL%0$c5H)tdCMSV%QK*F~>tL;Uj)k53*U6=O?ZS0u*lt}X
zyFzgwMlRUf0z(jamwC>rn4R@;?_kkWmE#*TcR#znnfk@hr(sn<<P`mf*MGD^Ls@Na
zU1N{35qws}O7^Khz5%!&NanDX7N$o43kLWSY>{cZ8<BGscM|E5OTz)-pINl)#mn#!
zK#m;fK57Lz;Gs#IU?+f9N5D6ysax~#L7Umv2>w+u>l|$y`CB{45(${daQgs;!`_)h
zb*RYhFQ0mS|CA`{CBIJny!zF5s4>naNr*fiaN`1+Y+<o6!UZJJIeA+n+*kegGER$L
z|7uhc{fBMCv6_=F0B;BW@PGnGi-17$L8FQ>q+FG<GSgP|OWD4~TS9e$>!#ivxca}4
z6wB5P^ob$Y|2I`9O{~cwWqzFrnx5OavMSd$xN6Z4fNCQ^uLDOKn0;9F19HVdxbI*f
z{Gijl?kg{&<ZC~koLF=2v{2vr)nwN%SYNbDCouG!tVqx&1=${?rqR)IuT*<&wd`45
zjnAz|+uWqccRT?>0tFr&7dl`d13z5ylZ_;6=q?O@ytRY=6`y<^na;J9kcEX^T|EKC
z0JL#b7bPK5bE{?}5)&UcwfS|it5<mM)3zh~b8ICQAQ1^HV{&V#1%@7}v-{wbGMux5
zYw63}Ee571ecQT^;;Uk34s9w+OD_;y0qj@c_yepJ_y@MVf@0z43klh^M^qAIA2rw5
z9y?)D@c;O_?tmP>w}0Ca6(S9yQi`;<B9uylk}}&<dry**h_pndVP;b{X%OupDJ_(S
zNJAQ;-s{}s=`P>j`%nFIKF>M#8P^^HA(UO4fI1LeHqq<B?a1IzhP)!IlvC-?bpN9|
zxibdTmMyk5TeEv>8huK0#7*$zKL{vB7ZEiEAw`hs^-3Li-{a5Un7?#M1n<m}>k?Pg
z=vb7$jTCQ`-s6sK?R&qzlO=rr_7*XLZ^F(mjyD~lgn4|0q)$!MUKHe3OBAzyV1@u|
zn75Am%aOx<(|u#qN0ay{gB6azcN-j<utGv6y3FA-Gf_LgUyZ4ueuJRb%0<)nQO^hm
z;H=To%G?7x`7$lZRa<A@j;{tT(#{?8k6mV_=ru7CFAo402l8JKf5B4T8#PwmPA{6O
zvbtZWY9LZ-whiN_$(mbcGL-KVoeTceSYchjb^lizAFeP@J+a3yD(F_y(pl6Nkub^}
z4RZm3!uo1HJ#RXz=H#DMru8&cbx_jnD5Zx`Wj&#KF(el{+F1gj$9|Og9AA5`VEN*U
zQ@RfPlCu9TGD^vTjPbzd@HT(=7P|uvBK%=d!#5lRV-E*QG=2Ex^~ScKRAG+%q{R`J
z(+31kV3qKIzTV7oF=)GMb<0QbLSkQR_)+KA(*F|zc~hvYnj4mSI&}Vl`;{{WLlcXW
zJl8Gyk#(0c&r@rJuGe@zFgCilBS3tH=$0Q+4>NdvZ~gA8u#d9HP-7Xa1HQ)!%aS!7
zI-DfZ%dZyVle@dzz;N9Wwn<B30Du7l;{c}tW|GX~eEas4LFM)VK9`LSSISO*{Q197
zpg>t;f|u%x!X;myQu`hqsKw-Z@vHL5#Qz0=TpGL?E@s`=w`E_0%NLb4C65C!ZTl9~
zx}E)BAmTw|xr+y61GLQUweR6L%k=KmJ_QpSDz2aUeu@s_R>Gglk3BlRmh<2*lSQ)z
z=d~;KxhXRq33<cdoe;g;@OMn+rJZ_ik*y=BcIe$I;gXD&WLD)%TlFU`4HvtKB0rS*
z56e&Dbh}@@Ywp<jbj>#h=W4rLv~Bq>7~YtHN;Y%H&N#eN?Gn~GH_W3IH;-josWx}Z
z<Xie5JO{5ygsnYzaM_<7MS+^GV*0jsOXk1LV?_2-JAypU3?kp%%D(uxENfhYkb=Y^
zSvJSfJ#~~(iyBXg%0zcwXmG^6HMsRca{GqYYK95>E;(--HJ<cMxZli5)CXQRo)w5K
z^;Ma(H2GnZieB}1Rh0yHCU2GxlQC3W2i}tndzTw1n?Cxbb?)soDWB#Y@Vmb=PjE8A
z*U7^cd_~~f0|g#ZL?H!D%R@$Wh0IB}Q!fOcd{}qk_S~71Kolc@a65M(oZfaw@1SZj
z4I01CRrD=6ctATz^^>K9QAT{s#mRVZEI^?oR0a^LsN>cRO#4KoK(w=e?Cz2^Vj{<H
zIZEy|)goc|K)g*Z%z=w0V0i|cCsw+rU^xDi&Gb_z%TzuUDgDyoX_KR4h%$Ldfh8Q+
z?%3sZ$!U(WRQFvT3(ao)aMY2r@G0ew$7jJ2l<N|^@|C@+ik(G$B=Yd0nwCE@T&G(X
z(tn>2!bnphMO3kX!2b19W$d81Rj=8f!Z&j_#vYqPqMVWa+ri9RlyI5B_7Q!-6l=Re
zy!Nk1et2KkIfmKGXU6v<)OBD$Jmf?tgxHbL<&j-1cXR@4ex5p;e)3Id|8>*sPqf+a
zcz!&Q887!n7@nR#j?oH;%TsGy%;R%s_Uvf}&ba{$j4z|BHgc>(I;ESPIZ>x1AxOGZ
z`%;2a+49d<r(e$7kX)=sNtsXtQ3ASK+Jk9>5mTflyP~Ay*vz;3UKyW?g9i?-57wqc
zS+de1==Tu%fT!YP>*x3!TdwqsZ{E!*PRs(BdvM^^Y1EqVLXNnOft<a_)d*egtgx=1
z`ISoC+qb&xzg+k2vwV-Y;6o}@f?kwSlq%_MW=Xcu#bS7LT*B3_wS7Hoe*Z_K(*Bg;
zoqMUtP(5WNW*@L~!5YnPtjf*H(Uj|0ACpm(eu8VDE1NM6)G<)3P^cV;1CYw+;A{?V
z^`NYT@|DSdi&~vm%xO;!)0wq(A*EBGpgI(_L6t)wo8d`FVyd?6ySBNDmnKA*AJ6@j
ze#q|l!76f|$sh@FaSA7e)$>YK#?_vE`*n0rXS7g)&2j!0+a}=LEM*lGL}lfnQ#YQw
z(C|KBX;j7wo8bJDEQvBhTz*#1eQ1D*E&6_lOlLQVc=P1JfMWXPwyHqs%gPax2jip(
z$q>QoWCe4XD$Gqrm;3G0SE`C@aihjcz;^@5K$;WU0o>~%rK5iR%fW?77tDo+vYi60
zcD9BVFvg362hq&I#tN)uK$viu3sW6>62bA<JTA!P>Kr+_sYf!jx2%`|Aj@We_(z%r
z<>G(bHtY(IRhWM+W<j#+^R^p%+$SQ4R6<Dcq&4K~J3dxj*319eD2r|DrdKo88k+V6
zGf)z;(CeKD?U{6zShwh6t-nG0<Ft5r{rpxa^){|ZrKDOn2}uPhh}W<IcMB;zlgH5>
z|0dKd`fIfD8?%(vb?e;ilGUy;CX*JI!-XJ}$LR>wsi>R;+-v~;C$^ziizA<%@Ne(6
z9MRYuoVe3A<j^=+LJkb|C^rsjWs+AKmqn5765>qvz7JCqJGCT(bu4mz@98bdN1qHT
zjf25~3)}$dLDa!vC%2CY3&^D&9B9)?47TUE&uX*Uh5?X~k|jK46zL?tZ&CF^<#4X-
z%N3*7Sf>vi?SjVJR9u{!gq)NFvThTXg3(XIEquspTEl*xH<3XP>#o|auqfm9XUrof
zk7_0W(EvphYT!^J0y&$1`||A<yw+d;&J<?IAMlBjeW{Qw11b-p^oV}qO&bV%1%%as
zC75^^5kJ$t26oJNaXBi@;bo0w(Xux`*(t1~IMlJAHUgbHaf8!uH687!|Iy$wb=%v9
z)-zY$q%3A2po1Vj(ZmOjd2%b-rj5+C)2+>X9o&&{u_M?-ejM{(@8ta1^FfO4*V(Rq
z%39OBtnH8i@28y%1o$V3bVOA3ZSsZO_?z$N^pN_-yzQ$L>Zgk>eLlcOQETYCDhoD#
z6bXj<<1y$Wxfk0;l(e4x&NyG#pq)MYj$Tj()6_fTb1KN8-3Kb>0`?L7N)b^(hCzLo
z<k*?2<6kc?wcqlbdDl;;Od3ia57h-nGuje32g<1I%B<ZwrhU~Ucg_3ykvmsa=3L!U
zHvtAsnGxlX0=F2Rndpx7_IYF&wN@&6ZKyrOyXeIOv*kx0Gazsi>1IICA{<eXX5y61
zUg@5ivb85!|KU`zxRRDQQEYT09m%-$bTW<QJhqr+x86JOomk2fQOWD4tc$bWFi>(b
za5<2;1@<p+#W{O>!I_wYlJGcxXBhLX-h!=n&JVJlvF1L*9rtk@rGWH2^rR_m`p2FJ
z)0WEjYMQXJf8`CyHP_dyy+t2RI@<{ydh%Is_?AET_T`4yrTc3ieRwKkn3coL#{kQV
zD*zn<^6TVDn9jfi3&sYJFTtQO<3RMBUBkrzbJnHm3LPkPYzAq9LQ08COHbNNJl7U1
z=Dt`%x(+|5mMJ%X<HlHr`-7!tTyGgp0Fqt{s=vpZ_S;vJSL&|U9B5SHE6vKW?%||l
zDK~r~H%Y42B#~X~#P(Ru>z#DyCsEPwNzp~l(-mDPao0^sLO~ptP2e8F3x?K>WRNk0
zs)4NnX<H?%8jdGq=Q+=>R4`BRH+^<Zt6zt)J_M)V67Yb7-5w-u;+p*0#dRYy=!?qd
zIqHp-ns%Y$F{O;Fj8Bas=nx)ira?3vWHQoC$49f%kDk7~dS(*WK;1j;9p1xc`!yId
z%g9P1hDInyaG&7?f*yf_?NPZTV)~h8>LKB?*2z>@O09RuoWJpe*HKD<bdyp5pNtFq
zlaYZ3L9QC$=t#C%@7;AJX3&~1^30v--Rbw%W;~?~>Tc3VZa{uwl9Mnv5$4pkx`)?v
z9{bLa6LJ0$?#`E3*HEDt1d7o8ouNH5G9sd=4<vh=rq`J0eP=rC`Pj3#&xVU<*2?t^
z@`q1m0onn<i780jlZF!SU)FDV+IL*axP45wB#eu)fDkhgF$v&4hq!F8YW_AD+N;?;
z|4Yq^{5>z+uPUW)Qe->{d<w#6OPPYf#7-K!G1i8Drk5w4#8f<19*Q^{ZIj{ipocmF
z97$|9GBG%l{WFNISM4_2C=yrusoKe0LEzk{K~`>m)(JpVW|`otq{Dbb`+};Lu;h=Z
zaQ2XOE$a2VavmM|9|%XFdx(u=*5dOe-ZQOByl7!R>*UTWOR=a=j7Ntrk6?>92LT=j
zAsX1w(L-h|iytn|8oF$I<hthEVsV!S#x#<0;-a|5$JhZf4(3tOv#?WJb~bbv3-Yoj
z1&jzeoUdV^Ac_UQ5qKsi5jS(aAf0c6@m<TTJy-9k3Qh5>f4a?ge7uyrsJSHa@uDW*
zc%02ande5w7VPuu7G8Nl#U_Z4XWA8Pe7p>zJER>5nf{=z`L4h3uLSUMIt%jM9UeN;
zYo+R1D?R~09;urZ$kKQ}$D$?u&W7^(`C6{qyx*?Q4?eem5uWKLEd^7!ptKW+Q^O#2
zr****PcD(m#n0P#X9Rnny*hrq@R7i|ptT;lS}MlzYE0IN%=*99?Uds-Nm{8=M!A`Z
zUnNysr2PQ<ffzx8s<7y3rfoHuac}J5Ex}F7^<Nt<&UwaIzqB~S3*p~MZqKgb_K{)c
zC;ewuYKbWeJiYiNL92UwG?WN)G_!XG7RnHQ<VBs={S1`}jS2gBb$wxI>8xwXl{A1P
zynJbC32EvP6NkX6mF}b%aVN`Hg?EXd--~w!F|DKj1){We{N&1vXWUq8-MEG4zV2n6
zWB1x#^#`1!fe;hLi)FwEnR}wrzX_{{%`mZrZyFyK&i&l<Dtva@wM`QMBw-=eBrUm0
z;@91y8=9CaU0c%ZU6tJ)i%u9#9t62jbEmEneX-A%qvqhZ&mFg-OkMswr<}CtgFz04
zX9JDE$)0QRiz71Khjpr2x7~MH6Z=3txXnU+{MSJOAbk!Xm_Si<{Cf?nsyz7;uiBPw
zv3nb<sxg<N{RO2a!wm3#fU0@e0)+#GgFsv?zaw1Hyl2L|%WaNNo_5cv&Mdn$J_#TY
zPbI94h|VDbY`5Xio5gvb4ht&1Ulet(a+@(fr_m$`NIpnbL&?`z`_I9qgKJ)O{{Hw<
zF>YUfabB$~m9Rvt3GazZNV&LSg5*vz38@Fm+m8j$U#OpOUZUrxvdzs2vk=})VsO}f
zeO|?OM^icNxD}D9<^sI4+Gv*pzJfYuVnws7OFhc$a|Yc0L?#p_Dy5wE7ntzVsOBxh
z`Gglva>q{YRUNEZbmX0F;kn-ERWTgrgI0A+0HG?bgnB^kljA+HX+A!}_g9y>r6!rV
zE<Irxq&<$1hgwCDc<+SrABm$#&3<=4N^KAKs%g>+r+8*GKTLV{oH1So><+k*6}S9@
z-v(qV{K)%X>I8GK73aG@t-KB~?7=+6`cuYHQs^-uo=Xfqr*2c>=Q=w+I%ut)kL#Lz
z=Yy`4!`n?-1_pxy0P&+Jq?>rMn8uM7zd6eGTa8}|FF6=}miLp0lo##iLF1l$qiT*<
zRGU{BIVK9J1Rdq5T>GRpmWoqBa{xmJF%m=y+!ur-Ys~Q5pH&)rHCo=^m>zL4U+|Io
z;NYVPbKrI)z~G}T*?*fQ@E$wn7Az5*xUEv5DPnY-+RFg-#uJCY+y^#naO@Euu60p7
z?DOrzhtD~ca%{UZ7|`o(dSHACX;hRE4`#FjCl0=?MqdY|ns%}>A3iJAbL7?>4Y{5D
z<Ck1!9KcY{2w2Zr59N&o4!5_@wi8TNX}EA-+aQZJk2JV1!13llNN?m+Q9c&0yKY^`
zpQ2y4Ym;Q*&MP-p?5AO5XiozO1hi2gaq7*-Tp}*q7Kn}(W!iD~c2ND9B!+A%Eh7y|
zJRS#(JVk^9)g9yVS4#9QV-~x9yi%b*d$!=_!#C!QPbDLbd_L%cQHF5hql*7*^V%%l
zlG=NvPHp>|BknB^_*P9oG28%z5JjN2S=!ovQmp+u+OBoVEbxQJiM!b62`C_2;0;AC
zSbWFZnEcM>>BX&FJ7s#oQ0D!frojTv3FApo8#y!x#A3%P)*0gGGj0zpWB>d^>)bl-
zQHB63EdyUeB0v)$LlFp^j;-M{j=mLhqJJc0_?+)!V=-Lu;=g7hf=tQDQlA}Oy05EL
zK4*{fTGtZpx_nic8xugpwMKg1_~T5o-jH%X#xZBhwD<;%jmwNf`2G4OfRI$;4zG?>
z7K!x<o3=@0+_Gku6x(Bz=NG*~>bvdtag;1rjV8ajQ&UHmH^rRV7!crEctH9>mR#|6
z%B&1;4g!V=%P{#VF6WP#)R%5Kz232D^Q%|8pFBzWcxL?ffiNMF44xaY8nd_-Wt-=w
z54Lfq%sxMm^HK3uhbnEfj40V$7TPr+cQVQzB9Q{h=lIwUCA_lkbzbB%*tCIb)i){x
z1FZ_B&09kIMWR6jiIFJZwCIFyv2ObD0a>QoQksIRdd7*Si~?M0C$cpyo&IaCl)q$e
z*On)>b>Y@|1DCVYn{Lr=DCqJ;q@R_KEd)m(!zX63p*CU9C$oj4s|S0Y9KP!p<vi1S
z{Hqk?sXZXi6SH?=D&Nr_;iB_6rcrmVbfv=O8p_E4-vZW0JTeePrc<}GF09<L&T5tS
z)ZaCuq8&LxMmk$e88gU=OQ8BQNN>m8>0pW_c3Xq#)$7pL?H<3_Rz_F5x4fyll}5Rn
z-K1s3p<D=ZCEz#4(FF)8X7KBp(d?;bHtT%r3%|Ygp+{2MQEu8aP_qV36Ee;nAZL-B
z!><2m+g*-~Jqd!}Y+249!KD3J##tG}ppO?VLtjr!v$@~mcfj2{W^CG>EkD)LAJj*!
z${(KwFpP5negi@<^*#R5_H%YF;AsmgEcvi|<{Y0X>mz?oz(GF|sORcw4#(nw8{o-B
zvR~J2PBhTDA;GL~@tCXa`SPXH$C-jG%KF6faYz#xBZnjD;PrrSH+a|ZPFZmxY}hXJ
z3Nt6|+n_+;gqP5h%(0;^SLnx2t&qa1G2dGo=BrH{jU0{;)NTc#CCIZt?VySG=)HZa
zax-ODJ-*!jdDduH$C=^ruL6yOh%J%@rcE4c*7@?m@<CI!&x0$pGnac?2nAP+lPXyV
zT|hb{WV@m8DM~+|sjbv~pxx#@#%9eo=jPG4Ud`K2#wU>i`2mS$;5;T3>J5v^n)azA
z@E7-wEefA^L2cxZ@RkYV87cddfK1Ms3Wt1!gEy^J&-|bmouKVsnaBWwQ60s@{9}0Y
ze)z*J`Bp8<vEJ5WkDMGYmjB$nkOIjdRc$=XgpkoJt`226M@Fh-zNrlU6Z}`?sN`1$
z9g&e1hq47A7J#vhv`!HqUArUkVFE`q@3uQc=e-y>Ic%S7!k7g>sJt9*TEP2@zyYDA
zKgck$&i<|X$lkg83$6$no-%p<<F(FwhFwYqS|XW4lD8v@eIn+mxqo4Y%ZWFAnyVgL
z6dm$;-E#Z63u7L6c-_cZLI#YHjuz~B!6m<q-_-s0YsB0PE&R~$yu0Q$g^`6jKyn{4
zpcT!CD`jokQ4fEA$(Gx>Q~8$M#uL`eC)8%qVN{nkOFXQKT%Xk6BafFa@9GyhwPu@K
z)0zUlJb?^42-j{2-2_XsWwI^eG(7on=IYF^rI=sJyz&;tSWp{?;uBQO5)kzu0to`R
z5KX~NzWjE|?ebGn&jtjIuypa9QoFp|_VhSj4kD}Ii4!{hxQ`~Dsi1Lbb@dga-PdE6
zvn}+S(s`4?Q)NLY`%h5tuk6)b0_mz)daT|SvwM~7nI{<56<Ii>{{-#UD`?ibyLP|G
zt|)W&mW!BS5R(LBc?vS16`^o6a^J2-W_?TujacsRt^0KCx3916Zpqac9}MS;hh>A*
zYv+ir5me<y9!+$C(%f$-xi~0Z-NLa&H8?JIFkaPn?0+M%m}~j72NT42n6-M2e@X9A
zs84&s;PeV0i@AU`!O;#XX5l|R)8jVBnerji)o)~Ul9w2%_OVtn6m#Gu<7Rj~23r9u
zTa;kGjXj|>e?2#chtc~Y=h#YyDhL5Jc++5Wu(6>UUf@QA;6D_iNNGKoRA~Z>+rn*k
zVocjueJ*@l-DS$k_?C%q%2ou=9jX9><G>fI({sBUJ1g_;%0q7pvYCujOs423P#ZB3
zj5kz55dbLDn`r%Qh3)mJ=+gHHNbD3UJn{W+Q~uU@ukZag9E{)Nzkr3`4)PUWwB)?=
zAKPf{sk>@)+q|Uy8|Q2ZwcMyGYgiiJ6k`tItr_KA8;z@zeU@xXThF+NC@_n`0FanA
zUjI*BJB5Gfuz0M(^&8G<zw1w4c1UFqPaK8^4->WFg)GnVvg8l91aEbA`lcZCgZ0>|
zrHrLHctYMSUitvS`tT|mdrx25{5W@a48P(@wzKx?rk19<UnUMmS{IbRVQl&DT6^Y*
zg26QQv2zi+oF5jyZ{4ZGKp=}cYK7|TjmyrEeTCu~Mu(m*S2f;VC8=z3<n;VuhpsOx
zsgN<`M+WaUfbghfBJA27^H$*POAA|lX#p>rchN_KkmTXvX2v8Gg2?N`)pC*px?@)k
zmAK`yh;7tb!z{vgQi{p4C(G(zAW>G9${opmruCO&cl7I{0cV!amKW;DS=Pu!VUUlD
z2w}8<h<LC}klF_}<Mq(UD??88v&OT3JkZ*l`>o4@AwQ0T$abOx9e*gT&R-~RHg{^m
z4V$B7pN{3X2aD0?A(;zN<^lvFN`1p_x?FSHsBbX#UFD|y=+De&)+<?FP5^?0f-)M&
z<R}m*!7h!dtL)qQrB0P~+SW5MsaNI%E(}r2{SOopqsATL*pEdw7Qf6)?Nj71Nq!rc
zw?30udmjS@{EMozia=l%MQSgEvic3(*ta4<WYO*no1_Ld>s^jaQ|u`ek#b8Jh9N4|
z1><Vpu`AKG;x9*?@vP^=drMdv1LG$Q2O=j5)^23xMB|mCy}k#f?9qJmm@Ct)Xy};Y
zzIuk`3;%h<0dc_r4?QD25oF_S<M_p);`$@ARje%TwMdNlC<WhRSoHo2JYJ#*dlYwM
z;P$<xT1q*8YQ?6cFUWZKV9CUFj&oi{^$9WzzpUlx*dG_AB$lZWx4A7McFS;@ar`eV
zk!uI4FoZnghE6L?dZF-XlRNiyY8*F;->hBmPN``>!&1RmH6?H3LJ-E*n`$~-zC7_!
zV^AlLq8o3;^&*BVn-F^^<i5yCV~ZSr6^A{mT9TJ;y>jU%hq{vGl?--|mrF(ZIU?Df
zDCf)^1$3so&O2=@S6x2KM_y*w@bj1F>C3h=J_}V?1qksl(St$tHJ$L>a)Dc6(fjnK
zY<l=%)Vu7IZdvHiN#_YTbmS<0-2<4!0SLopuXf!ozvg`t{}B<}6&o*e@T^|XAY}O3
z5P($g;9a7AO4y;|C&xD_3p!NsNvbq7Ys-iWU(NYv61ec5P!0i2hwJt%ZXcs|#^#Bo
zM9bP9C@ANg7V?Z?P-aXt4g%*l2!lWetnu#}U1p{p<>X!4uQQ}{@Xu7HjNzj;|Id^T
zz{@=_w~>#%eA0gVUV79pmG`{a-!IiMG64jypVV_9XcOEczL;+~Pnl_F#TU+jYndql
ztseV2_Fb3^A?is^0^Yd%wbOsaj|bCivR?mQ$1R)YIp#DOh{ybqIEanHX1Yy}Qh(5_
z5q0X(5r4m7<5OS${xcaNcssixj}}U|G;?vc!Yp$|u<+D}x2}rqSk~_7k)P!{I{vU7
z@d`!<z^(`ZL>A7#irw-4n>4|ux)XcRXq6M=!rE=HUHHIJ?_B0%jK%&BJl34Jcwub-
z*V&@9Z2wFHzk)-L<y{#dFfRh>0m==_l!mS&s5vAy-|E=>XlLn>`)vuP8m<?uxPJXs
zq7b-=5veXnt3YA1@L2+u^FuzYUs2swvMjf2cmcmM_a5rJ+#MuQjEIxHC!YIj=7f5b
z+aLi09?OyS4sO5am>IFpT32~od~v}}&F9m}c|1WRB0L%}9tHilW6js^ac<pvX5TuW
zwY8_#u$nx-lk$cd4Ng`F_=fI_@}dx#BO{A_w>^<FC%0(os8FHdi@5y$*$%BUCJjct
zGsuuA&nFsURnelKN4otE`-&b7O79LxqDF&JA7ay?1iA;*Q$Q{PjA_eZ!CMaw*Ux>`
z9BBOh)$!vwi}Q%luJAm;&~E49hw?_iU2Eq@2#s+ASFbl}cWsIgOfT(x;h}k`u!-DJ
zS1<_?b^3@_Ig~#Ni`sGY@spKnuDR8fnY4UP+fp06fVAEM1doz~B{AxfpDgFB@!}t0
zHoRod8+IXGaQcN4$>f^As)~FQpf6D-3wS<wnCwy`mpiWpW=zZ5F*sG+*|Vj;ZD003
zAfQlSwnTdLgu}yQe8i=sB(0^fg=d+pznK?@tQ%F9bC1_l&DqnpZv1y}n;JTFASuWS
zOfdkzKe?Z$xs(Qd=31W5v7<V&#fxMB@O`8-0Ramryb25qZjh+}KY%r9zE~A!oZ0e2
zdeH^F&cpX={2!Bw8=yc$cZ83G(1!KZ?GN~0I-4i_HQnbnxXs;9;t8n}!Z2HBM`u(_
z80zi<{l#liBMS?*dhL`?UJLIpDs<|$*W9SG*=^x0GB6H6lv&lm%p9I4P7w%;E|$1;
z_0l4FOP11;;XV5oes=wp>_uKR8jMO6A$`-%$K6^ZL@&NOu9+V<tJ8g3uW}%1U;+&6
zI9L;$Y~a$7Qv@dXO&_{8ytBFVp=}hmvZmnGJr0ZwCO&}*?j#KDg$J0Iaa_ncxMEMu
z*E{bGo^Ej-BzYbF`{<jAy(I%yHkI)3&gb6GzkT=O?F$Tjy>7cM?U^(I!L_KziyyxQ
zbX2!8w~)qa;`OV?mQ)XDmX;d*jOQJArfRx(5`5AI)N)PToOWjLx6a8YmChc&lvKPe
zE{-EmtxZ&B#>ombaYVukZal}nhZPkDxNF3ooA>zS{1f}HO;z1<nSmM~3^#yyA=vYv
zi2H*xqk_YYgC1RFy|tjI7Gm@9Y#!JL1^`MYL4g4x@^t#hN0C+LlDp+z7;)Y|)_F@*
z(3yvUAbjz#9`qb2QTOc178ABUZ--D_@u2y=Yg(82{Q1j3KwU#iq&Qm8EB4nWm-H2L
z^IR@UoFh{b$GmSf|M{m3gqsvzx`KMMXeOfaHH!W~IweHQSX)RbSYmpfe{U_<b;NYP
z7<R@h`b=k$WIr+fGvhBU$z3<ceciV(Uwt;d{c@Mh+4ofQj*lbD`r#c>@aIYF!>%J?
zs)@I!YnT_C_`YfXWc%z`=nn=6uTM3;f9Ty|$(Dk`I~M=!y(ln0$l<9+NP~OjvvC0I
z0~`vppLK@79{Pjksu|1kJ=`|s_HQxH8-XXe4Valr88DQX!#E`>X9`QivY6IR3E05B
z!$GmlVPTV<+V8at2uj7l1BZZbp!6n0H2ie4i*t&~d9j?BKlO_u?lv~IlKjcl3}u2*
z(NP}Ap+_hqkv#qjp8sm}UoN_-bWd4;xY@-5>WD~)H!w~p9qNvyJ!tT1e%d5ytC8g^
zo+_-6ILc8%F2@zZF=b_O6%2yJAjJfa1j6{$<LY|VbMB^1d7a?*;QY+Y;Q6G?;ffH9
zj3#)cgptER61zWBXsW`Tie&B`=CY?ZD4wt2^CNv21jZ6lAqg>`2;Ko1426BWWBFln
z{MCYgKX1HmVm-FGlw~9@!-%##GfR8m<zV@SxC5|rK?KC-@QVt)3Zfdyk1Kk;9-r@A
z#CK-mOe6s1U1Mq@?>I(c8_ySq*sQ9U8=Ewiww;Ck>jY~ft#3f7@EfckZvpiZl9&x*
zV!j6T-<)^bCiRNM;o>I+;dCg}aDZf4AcA1Bf|CT>s*RhSC1w;B%4&6~_vCuJhZ#Ti
zKmECLzE%hgW)A*9Jc|o`K170$?G6W7Irhy?sJ!B?#62}4r)A~U`E8`ejBg)AjnGp!
z2_XzCW1f3F=Y>wn-3O=qy=-qq^@e3&^r^te0)j8PV#xOCZDr-+j^(U=vG{#`eWA6S
z{SMWfIM0GIgCRNwe*lD`1^$Auv+$Hb)bHrRwNKXnW{KcS32+RTrH_Y(I^b(VA;Wkt
zbIKitt>gQiE?0RZ_rmoPOErozf7X`kt*7CLR4aVP0E&_Wt*}jE%}2JHiXY}G?3s4g
zGM%lGFNC54=-QDGyb?TIgXxDt4sH+dzc0c5u4w0e#o}+5`E=<MAejR1C5;SlB=v-{
zW90k!YN`0y!7lP+S1i}vnR(^Xk{z3?=xAGr*g&PNVEahITP~>)xAJsLVn+Ea%_S`I
z<=9~OEjog#Ap;UWm|4L<3mp6P#*78G)9&Bive|9(3|YRiXWy+>{uc&!Rnn=>iJ*gN
zvwt`kS1a(Z<A1naH{j(vGJp-g4oFY}X@$t1Af6!dOk;HioEH1MGYshX`9gVAJNHqy
zX*}skqF|`38Pc_3@MzOlR+bOD-&DN|R`yd5vbnkYj3a$<RBShCYo^RCimVBnBZM+j
zRG#XKezD!(sMp7(FaZW`WJh=mq%(vTB#4b|yQ0&uvip+N8AB&sE1h|2vw1`R3p!r?
zaoGb^{;oqc5r>p9-P%n9p}(Bo(4Q}@SSHdvsU<!P2`qFlNqoC4a`B?`(Nz|o<jP3z
z2DuFk5(K4kM9Ie#)ITEhS14uey>oUMBknw}mdxuZqc6@AI!6H+qIR43O6+t)zd(i~
zd-0H?#-giRyyyH3e?@w0h^g>?JB)@^Soxo)d(Pdry}@_f^ZZol)dfr0sV-@Z;f$C>
zg3v?in&(ox?Adi8yRQBGd$D%UoMqtAK>5B5#JEY96hp4PP5)D_d&_og-_kYSSj2;V
zzMYR~7;>A)R`A3*VVe(BZB7s1>szDO;rP6GPELf_rf(B4_*0;rCi#$l?ca1NUPjS~
zdtOee=fK{t7ermt=r}t!$lM<n>@l{7h2ED~b{b9V<`M}%cSiBR{q3Y~ihmEGWKi_j
z%m$QoFnVI&TTd>_X&ZGnmA$z-V(U`98euI;PC}%?(idlXo=%9RAo&#9Xkb1!GZzZq
z5-)NV{_x8wR($Wlu;q2Ml@SHM@W@x35m`YAf`z9uYmMh741D`^&xWte?OCM1E!$)W
zG;*`Vyp!Fyn3CFDV;5c68p%~v8D4Rfep&F}wnZj?NV0Ld)BH+tLEiQ&Ei572GErl%
zJ1_Iof0S}M6LQVHrq?6CF0v>H>*{RyGw;Nyd)&FtCye$08b(|~QdVa*U2srEY3Z2V
zUcDf9N0ml(v4%f%1Zpbe2=|<P$M8@vtAe4&tBXH(>UiYLtiU8W?%#JI9c=g^KyZhf
z8A)A$INKr9IcBYJs@#3M#d2ejcty4572%Hiex0XHV+{ddz!8DB5k3PfB2lh6@#Ria
z`76<%;}1?>{mCjRV&ZsUg+zQ7&Nr*?UT+zY=9+aRIrj@ovu|qjBXg69<B7ZBX66f@
zLtPAJ?;6zt`7fvTPTl6M^*AkH^M;Jki72wjDUsUSdg<J*kL=;|v=1x2XZh2hV)bsu
znTf+)sB}X-fgQ}?SfY`T&C^-FKbNF0bd$RAWgz;t+UAKED%YLJP{h1F<R4i)O|qOL
z@NT<j^SvE5?@!Zr7j}whr3)r=oEDR{uCQM5W93DwxZ2!W-sR|jQn?e;^qF*L;HP2@
zQGAvVHVsl5NF2ykhh#^Wk0BdUm@=Y&^fk|A@%!=BQ-^;t2v-Ji(dp=#q=ky@DIu?B
zuw0pbcTapuO~hCFr@#z|=@W9+u^At0*_n^C$RC)i=^#4tZR?mM=~N|_0~H}4{SN9*
zvRq4@y-4S}8uPA=U6SvuJoo$kDyRP{Fhit~LW6Ya_D%b8*2^t<eecl9?ptLlk&VUN
z|BQqi1oU}=5FXW@);i`9b9SX+(*_M&5$&U+OPVI)kWCLFgn(&7HFRr`6|u`F6<-ak
z)UF!zcVOSZZd$hSBx~)z7?N_JG6~QuwP3o8wfMQ)S*E_*SCpKawnOgn*MfgBDAgSg
zLO|8~u&?UZ1(Zts47ZvGaF!@CNyX<|8ce_-WfpuMcx@TDg-~=BKe%08T``;$(_K7z
z)|bTY@{Tc<$zD#!IlDpl0xD8#gWUFX;h^h#PU|uS=MxV%pNKI3$ZFP+yl2$}q$hM~
zWkk4|LHHT6Kx!90%Uz}(VcVIdy5)fGAqSVeiv#H><gG+alp&xSl{>+7ItLamD|%#K
z;y!)%Z#R#Fdt99A>Ek_-MN8C&AQPC&RhKupNuzSdKh$AHY?7KIx-m7h(TpfAoZg}W
zb?#U~>)-1w-7M!EhWT&sbec?U%DH%s20`aYI_xq1Qa!Qk6wZ=w3q$gPBt*nc<-ZJ|
z4@Fs8C`bm|dt1lq$&wIzop+)F-j9p?x9!#@Ey(ztCHV?LJ_*kl7S$op@k`_Eb&-@*
zy@J#|!k_0Rw$OeXZ$<<MfWp?v;7j(dzs^6N@4s)woTPHMe|?=+F;(dlpM)yBfKC~d
z@W};r_*N?X-tcThQ8ncIJk?#CWyVaax@hw`paw5sbB8Cx;OkhSLEaxH8P%iQM^Eia
z2*2asHTZhtL<~vX(c6JeNt87zNdLPL_m^g)-Iq%(79=*-w#z5Kq~lObH%YW4y0bzG
z<aP;;c6>giWpd<O-@!;*`cM?~hfK_HuRv5!NG({IRh;!*k%j;J^*37`H12+;OC=D4
z2wR3u5Hm}A{yWU_>_F7RwVuB(E*7vBxlb4BiIIL*ZqAsK-~uV7R#gSR{2yDl&ysjH
zGW^ntz5<vWc_r~*y|MAPetJYio!zf*Lp9M2FRa^d(8YJ$M@m%E!P9ps!B8db-kKc?
zmA2)rzNzJxJ**@Z^_hO<s4x-KwvCWGBJW6cMlPwEv(7<qTH}(sgZZy6Fw@qA*eVb<
zRGf$if<pEWs8b{*D`72Vfh9cBuzg$q{l(ig12^S#-QUPN3D7wQC0OGkk~Jcy*uV!B
zp&cs<Q`Z$)cu5qEJsEv0GoLmei9q}kf})7RlUR#f`I;kl?L^a`t2h=E`^7iz_sjej
zLtcGCB+2-yr6SLiIeM~BoylvH;4Oc>20Di#r*U$&gZd@NpN7?ZQoa5<cp>MTuu?H5
z(PRVhtLB6M&Oz}(1`%<`=8p37J?T4c*YhIW^=D)NPd~TOR639{py8*g*YHZ<&cTg+
zZxqh%mGfONl67;b5`8eS9<VB-m?1(u&Yj_#P+qmS#Lu=pc>3YttKa4t)1?fEgM*uh
z)G@Fw%Y#eS3W{&!gw5yCQ?h(lwz<M0p|Z0-{bVbB7Nos^Z6BGV$rvanGcP-2=mU29
zt^B?Gy7-U~;rdvf6NV=egHsY;(ZGzvB+?m-^b2$+q~sK&%^};^qDA(~-X+)gvkx$*
z{*W;pJtnqy0@@BJFO6N0I(y#D<2%J(sNb<J;AU&mkMlmia2M%(!wC+U@om5)3uGI6
zsOBfOE?vo<gYEV6av7uJAzzf}?*igTA+Qfc;vS$;mt(d+<{Fp|9y5N(Rj7w;jAW{`
z&8Dx40J&J1qc9K~4BHUm{wyOQjJvV<?b5s3nV4p8p;HQS4m<^o;(OSFtG`Y~*J-9|
zNu2x}aBXFV?fZ_k|4!lV0oFIjaPi@t5hdAiQ^QAzyWcRW*>fcR-?1pF0o$UP^kg*Q
zWaw%e{=p^dHM4g<IYd_|QLH_(Nx~B)PEYMF`wuJYiaI;Z-u~=wuWW~;ndoXY2ufgM
zg2x5<1^68%GMg~=@aX|Ik!gD~n0Hy;NZ3<3SRziB$#EDGvan0cwR>hAF*r1^O)%=O
zPo3yhsTFkP291H!9hZ@HHyA9`elzz`Sl`iOH+95*Yj3YxK>Ji!H&KQRFT#X8dt#e;
zjr5{7L*;=`KJPNIWSu`-gy{fEc*SE6APpaGEGEl5XRyUz=jHkMq7QmQjTRO>6ClnG
zRJ{V6apCpEh_{uQ6nR(6@#S2et_NZzVHMAh>bcWZJ7hM*3qj*7lHB3@M>d(t&hLXF
z&1wVk!kv$sdfVxTN1DFK%BNyCbAtw-i14qx<oa@eiA!$Prq6Ue9bA-n#Db+6sql=`
zSa}I^aS1tW<LPB;o^`Tkji)=EzGj**?`Y|Jx;)7+%#ns1d{>}A6(;;J!+S;lj47Yi
zR{68F3tn0O_e~6a8!3Yxp>YtTd0)qxG+VzK@edqY;z^Ho&pLl$;hz7(AiERNcnR8p
zol1OBGi2|6=zQ;8k@v#}*VS8g(@iq4L=VF2PKYB^4WgqqcDx&3oHjb~Sw}c1<YQk$
zd@$F<*-#ceSXn^8K#x+?rSF3GionCg{nmkhEPjsMygEyWHXfO`5lbe>e{ojxxBG{m
zcuAfx%uzQ!C!HF#jq>gwZJIPI;SNIVGQ0D~s-lPwVv1v}BJ6xm?vH4xPxxV!h>V9o
zW7C)X9`b*?qDIH`Nq)D<Y!2hs5lOV6q?V1mm3T>inrMV^UpcRCy8*MikQb4aoynYF
zXk$z!kK+^$i8Xk}Gg;MGZobs$+j;Z1GT-Rfn4MuCE74`iIbkL|L;(CC)b^y<^W41I
z_T24}O{J55|HXPYR_*)=03bae%@R}_Q!Hw1m=Y%ORc_xZZ7kiPe0XEg#MR&-Rp3>C
z&eKrO7yDv7yZu)DVA|`Qc|SCtK8rv3z-QisU&qHIe~c4MLzy72G#z8xqCDS9xl3EH
zUH8!?xxG^p=qMEN4%C9sY6xczde0Yi_a`ast_aeb-+nwi`&uNgzdz4^z(^jBBq8ka
z_J(DhZ6DX(Ggqi|`OE7ooA!VV;U{*NoC%R9*fEF)Ao}xQU*wlMh&9C@TEFz}?zYQ?
zZH}A#=~td&_l#%85J^<eDtee!*n8++vi*CfW^K^s*=}_62nB@q2np010>0>+vGmJs
z-J4z}^3(J|<BIRw{^Nu2#|yz`F0ejIr|G=0Bt>m(-IXb<P02Yf+B<~r%NWt1l-31M
zlmQxQ#b+fy+;Ej8?bdGWaM>dXfzV?5XlUPy$G=Pv;1Tzhk;jg%=0Dqdz|HG-r`7Af
z&T~q;rGL=xHpycU+n8Yf#A;L)Jif9ybksboV_Ct*n7njuOFD&eheG^tDNwL5b;q&8
z0hS^gb{beWi2ZC;Is4(R;<7XJ%_F-R;p&dHYnzP9%LnoUpF6&&sCU=?R=Yhw{~{3B
z-6*>cq4W@x{nVzt*l~@~O{~pKBHVSgQ(Po2()l0})(>_rxO_l2C=03j>)1bi_qwcq
zE;&`b#*wRd@YDL=|I9{Gc-+FQbGwZ{P<*KQ`?=AineDYg=3QI;{sGX=6{qi5CueTz
zqLoR-Ii8LuuB<k>Z0+}T9UVo~#KQ%~v}ftVXTxXvX|!dg@2|<sP0ugTm@pKwl)(B$
zS`?7wtKof#&4`NX+l9BdpH*=6$;=l$Q%Oe<MLS3h-^>!V^ME(!n-bjJ;jsOyb718D
z=~@H#_?NCw_!kA<KrE=oy);(oeeRTpJ#0^7W0Tjo%FdvV1PK)MY~)%XV*W|PLrhUf
z!EetQrJrV9-y*S`NATG>{%ilhkoLp4B|X`jjk9g4dv`TDt}nhKQ0pHm`-O&pdKNZ_
zcp$Qg`wtP5u#S;ooprvprTau-l`?kl;<fLq$0lIFo&gqaq)0~@%A9GfpR%ZhwODDo
zZu?$=wtBiEP1aICU#xwaKVpA+TY%HGCzU2cdriLR@1Y-;2i`Y_N^PYcuBR#gFS7?S
zQej5z-+XxZx4jDSzE58XIC@c-DE+NBAJQAxGjsIvF`aH+&sV>8PswGYlL_RCB^VcJ
z&#&=XG-LY~sb1y&s;*x$pEtjgF*!(^f;7S5=Z&c?ium5vtnU@#|H)&EGWKiP9f?h}
zu}D1~mzQzT5R^W5xEMn#PYInWxUj>QYmuT`_v0N*p)XYaH;@oR+%cg=)yFc=K6#TG
zI50(EyJv_+Gfy~)Vz}eUpc^805c{@n-Y#|F-Ma6hg@krw?)LHN-A@UM{~)Z~@Jj``
zfEeeF12?pE)*1R-kGQdF&dq#-HAh!Yo(QpJbVnet9Wtr$>+V(a*X3|x8E4*_*se#d
zTXO7lB$hE?AV#3}Jw!7XD1uJ}3(Lr0f<2tVy3sQZpS+OhXWpft(6r?aWk`WA85CuP
z5|W5Zj7!UVtg@A-D6e=?@Igi}@`L@X1yLs`i?1h=Do86QgcXcSri@M&qAqbmn|h9(
z4$J9LUsQikndSDa-P9Tp815YuQb#WU1Tj3U)E$!z3!0`M_O#;h*HW&Oz^jt{A202s
zFho5G*adKwf}01*cH!Z8c*+?{paJP#{8Y}n*M`|=_jERIx>i;^WV<nD`#2nhKH8v`
z<S?TXFcNV8J>~iKXyon;?x0Y$Lm>+fdb4CnPp1IR9!S?CNh_H*frXZC3DjzBe^+Mn
z4x6fzIz4?(B4uOugxG4RJpuiv7%7JsukWAC!Ap01w4@i+AI=E&V)C~qWiu!R!l<PR
z<&r^6LC$b3nN-mg-4!o<suh)V3<~DjZBx@H*5f7(%}K^x?YPbgkz}W#j%Qpz)Te8M
zCtP0mHahfbb&@AU0U!$-KUqkYA^Y*<e^q3wR$Y8PbiIwl-!J=f%MD^U=#zkxfC?U>
zLR0bRraBQ*cKh_}(ZauF0`oh=0v3-3MA2|~WQG(f=7&}9-5=)2GjemlL@{B>GI!{1
z`ciT7NNIGT@ydMecJ5f>bj`INwqJHwbwv7np$D_-(EigT7skH>|7~fo4tT;&;T)3M
zfP;tLsY^ZYW}8-eFL$?!yOcufb-Bq?p^^pTQ(-=Pyq}f5lg^(Ne#zyo!?T|J1qqW8
zP&L96bWEh_J9uIyv(^OWzl&tAk^acuCeVABi+Ata$p|^pQv!lEM2$cNQDqCJ?}6K1
z=6v(nTxM-qZgpp_Jn5Dn|01YCMGcoc+WPvrNTr{QyX1@S6=IjR1d4x}JO^Z~Oo$1*
z60mY+VEJsLoXE`<4YD`2|K6k$*zhT+z+&QA6NDo_#Qpd;-OhN<!+uNa@|T4wiI$O%
zl7N75nYt%LkT(|hdZ$R<#apxXomVtE6&0SLlG<%STNu*983+{pBQK8imGS%-x-4|<
z^yjzlwM(ooN%b8e=?p#z#aYcke1;HJY%yn_oy$P&>gww+p5-3<B)sTR!Ft*Z)Ns5g
z2lj4G^4s@iRc)i@tJe3j6bQBGOeHm=3BL`}4RRNTRIg*pzVdm2-^;lQ-d}24_m#Mj
zZixw_k;I1BuXpC+lD#*6$o{b}k@Qh&*~|Zeo3vHo!@=u@DmYUqdf}^ks#G7g%6<B9
z<nF_Rfh)$I=V#H@%@~c#b?(>;#iD4z8;bmzJFa*1$DPQnKfpnM+rSb~<`VLflMdgM
zgCA2~U(yT>esr(n!<(89$%iCKYKE@{&pGu5dj%Cij?HKkU&PjNm|bU8)FU+~xs7@=
znMmS90Pu7toK@n~a_2IQXyd2KL91E>cHUNdxvWaU?=WrsjLcpOh=Q@g?DKcOU-g#j
zwO{3IgLSJjoYL$+k{lTSaWE6(MnA&XiU~}!I(zBIgXL1q=f27dD;O<0KTVYO+jy1|
zX@R3OK$X1n_D^?jdlwq=frDLYZ?l@J13wLd;@~8tFzXF+t3!;&KJ6{(Z!o>UdMPQj
zp>WbDX=+2jC;_|$CCJ2#CER%Ak>XkZQ#JI?v`crI1IDudLE)X@z>n(pH+yG<5$5pj
zboUxoo#7YO3-m}PgnubS89>u&8V{dy+1LEZuQS>gIXlxF-3^TPPyP9W_Tyl_#~ZPN
znbryq*~c1RW?f+l`Lb3@B|y1+_a5odC~HzV#wTz`wrx~U2+4Z5PL6$OoqD}|L!IV%
zhn}~Y$zfTiY#S5lQ-Gh+&H^e~(QRV0W12Y!o>`oIKBMyCt08Xg-*eZ|DGK@fL{d}J
zpTVaMoAZ9%-Lcn9D?I$k#_y3QX}?d7rN4E|=T&~0vt5wE@%9GYb1OM^svMF1{4a#K
z)!0QT$>U!>u0CJKenWHrZJ)*bU#V&s_!pDEk8Y(qHs}7I(R}t`PWe=xd(3CJmbYBA
z?fmzLQ8p7+C-0NEp<vI6icilflvkg1x%=UM1$`)yh6JAot*w!oC@z8dojkBc+`xo8
z)_AGapF=}GeR`GYWElymM2I1MD?jI^GC7qy^)*yq7q`vlybzOe+>t&HfKZb+Fin~v
zX4Wgj`K58j=H-8{y`Qxvqr83LhK(uzIefx~N*F0kS^1q?kH_TEnm-p#wn(-s=`m0W
z$WVfWI#L+K6)|^=XWp|_Iy@s?$ypuw$EO>c1h%G(b3dXa8d<&tLIP13HKKC-sR3*2
z7xjf<kwPjvI<u{WtImy6bl@?bAOMgj!Vv4Q4N)qB$|rml-w~fvQF!UZ?3I6)n$uQC
zCLKV@EuwlY6-<n!b8NZCCid#t=LSESnX<<_AMiAfziRMp5xOEU4sg`=x*Rbo;Z^zE
zD`d3Rx_ZHVlgjOU)ErWBcnv>zNl0SEi!6|eJhr9q`8>yWtGQgFXJ3rt-YiqIA%Jnw
z|ApbnW?0U>O4%yE5z7s{FI6vZNY@_I=wsYogdw61(QP2CJ4EP5vA0dyJ;_R^PVrjZ
z5VfX@{d}oPv;~@j^9}Er2nnBF(72jV<ySuXD0xRfX~$5LFO$TF?Ve>3&yP$15oPOb
zp&=aTM}*XgtxL;jh=^WPuwh1eWLU)LDkZyTXXzl~GFaMqfs%t%14vyZ69tC*Z4ZWU
z-&US!Bo@S(!!t8HbeAy=i5j+{f{5s3sf5(UfktfV8*eGCneC_7o8*gSX-g*m2ZUN2
z;!&8LJ==Mgj`^yx9hG^ZT#My7ukPxlW2o3P+<1V;ufml=Mb)}1Qof#h*s?A>;epxi
zl{_7pC%)HD0s`+wk)+VZ;UC|ufq~FpcRiOGcdqMwva650nDJ`%nF(kpgluJD3y&C=
z-!Rn-S&j{%cTMxRZc63txMy)X{TFF}fErjRTEiV8vMiB40WSj>FqBU=yjNrz+i_v^
z(b|&arHL&u>oPQHGtdx(Gvrsb$&~p=^)J+%EZf;u+%eqBEqIVN9+FPsV-RH%wSYty
zot1am?mmdRpt0)}&&NaEwW*zPTWO<hA+N<5PeOo<Qy_&thPND>-%IDW@y|Xrz3@xO
z2NTj;fv+C8s5R1qK!1R)<J;Towx`d&;Tk8)_e%VGaiN&wVKTb~A55AX8RvmbF+X#T
zT|!7dy5##jBg+{vj|`_V=qzjvIOcFs0l$}MCTvE?%WeJ#Gzv<SMpq4YRK2(*%i&5}
zyR$3sA3TVMVbqOa`p&}@&csv{#InV$M1E(>h_xCWK@|z~kdhV0j?2E=^G)%ce*UZW
z(84U&x_i97PicdZiwN%)NN7sg@4t7vTbC*=bjIv^%y1E#zlaKh>B8z^G*aH&T|m#n
zs~(y|skH;xZDsDx=E2MZcTc`36}0^`Snx>VF?|j@^0^};A?~9GWhP9Z^Q?>bwM*MQ
zt?RHIqMZRv3rH0m-&dCjb(qHqre9S`!0Gxa%Uw<nT}bgu2r=HjcP4!*BE*<sjU?^n
zX0IO2?FijB>y_2+k!<~ro3p!x#3rK9J|G*w1YUp4v_v`NZ4z&PtaRg`7fV*Vh9*O-
zN4w!hTq^v=!rpk;VrvJ2xZA?I9*dlHJilGze*J^Z@(hUr5GarWT&(yDL>JhKDl09x
z;`c8jao61yVa`=2c*_^OnbxODTOd3kJQxjDN4i%$ayp*O_IFR`miJoq;bU+>%x&9(
zi2%Z)$1qL5NXfSn{OBRC`13r6pb2}#VB?J&698Z^1Fts<_popt58S+)=zEMa?ZhX6
zxjAd2mxMEUB|Y0ghe53!P|U4d7=17@cV*8|u7A(dbx1$O;n{T_#g!s-ZbMpep$#>}
zoKvI^)0m;)<uPCOgKkuS*+pZq&hwJp^lOJe;7>+gQgHu+n+Z$v{#`k?&pOp@>+g*!
zg4Ij89aLA-mPN|IV3TE>E5T|kbg*qo$5lQoUAe=!tz+5m8<kSp|KQ|N0c0q|3Z?`+
z-vuS%`C>_bc$OFF3pEMc@OrGcX1Dmy)7`;zC}rWq$p<6b0rQ{#(ID{6o8y1j`z6F?
ze;P_K-a%S8@p}&M0Su$aI7Gy(gPR2V@XPPyfP#G$77Mit@9M0G+~7s02#9?`p1LJE
zDKb<2TE|S5?b9#!xWvi6@_5Q~d88uBiMBQ>#|Q7oHlBV_Uaa<0So=Y39skako!_^K
z@%^X@p`i#%A$$o6a!0k39bxaWvi8k0${*d>(3#XfzcuWPL&c8~(%}Z*1Gzi!iopNm
zW`!zxV1@dRmp(b0ARm!yD7C!vQpBQ1fe#ro$P-y-cn9_k^K?0ObKl=ynEz+(*b(_Z
zE35JtngskR@pI#bF?THQ&ZVj_?C(N{#yiIiUJEZjwA|Z=@yiOLX66=n@pgD);6ZXm
z4S1ISSYu*SF7nQ?VUzZ<_tA&dnEWnILO_#F;8~D(Liob5KK>2fBA>9I)6`vSG-nR!
zs>dIdo(uv0JAr1TeiIabIqSkcyU%<#3)R!=Wj6bep|r3+#KQdCtZ+v#E<8)fV%seb
zH|h<_3huaYx<*}C_4fq_)hV=T%w@zuP9<wl;PSQ%_L_OcNqw2BtA$w4RymhE<G};5
z3}F*y!6Ag}3~H3a8wHm#qT3*>ODJF;k8OF7?Q`4rmX456>vMU2Bff-RljkFP7Q)3u
z5m_kC2cK9LGg|QYgU=zhKttQiq_mZ8yUm_xj$db(n2_=bpNlzpJ0A=)=~Y)WnT<K?
zZTCI*IBBgy>UR2kDD^^O+-Aednt0lIYirYh$jF^HLHl2}u}0KR9xfwJGx7{D9c>g)
zoMKft^F>Ud<SX9Nr8CB<JFE%)KC1Ocn0YXR>+e;KOEiQIU*YriNvip6mbrOcSYQm7
zq=ui3{geCl8q=t=va+EU|1ACeW-8;PnH-MN5JB(*0g#+yx89a4*ZT%b>^);gS3U7L
zllG@~Km8lX($qMG!S4c=voHKjC_hW!^MVhmSsQ<?Qoq(v`d<j7p)u61h9UpkYQm<%
zDV|5?#JOLyAMlMS{!fr6<eB(l*SGL<#8!(R@`>2IFw68%pvs&WhTR5k4Vl{vZ^i+_
zlN^XrlPCAOc!(7CxteiU$=IBpl@%RgNk&=W_ZcTCxTTe}_JFcRRL>YX@}zdtwP{B*
zY_2+dmfWG_ax!@hZEXmMGXqguNqBeTrNpt%O^Z{eRc<#5*;8-7O!+bI`rc)!{|O{5
z3&^n!>IA4@dEaEW70+BHQGU1EP_=7hcw>OrqW?tVN#K^E-lz>0y4YrBW>Qwt;@AMQ
zKyKGO;i`LW)m;1RW|keA{%-ky{s20K3D2JO+RX+(G1hqr4OL5H^&YzywO<UNA(00J
zEF3_MEJ3Lt`t(8s@xn{uOtwzn0&;p>M=`HL#c2xHuKX8@psLv81IZf`S^l;)WiPFK
zkz>*^MbvFv>{bA=o16p|hm0J!+Dtv%kOy8)EQd8XH}iF`e&H}Bx<ROVT;2jK9*l>3
zT~NvyB&~sc=U$3D^Vra9zE|@;EYlgyelch@lfIt>hQaE{U=@PVVvE<0Za=gl&R~n*
z8vl{Y+J6<rtm$6{HNfZ*N)XdBZM(JJ>x!(wWcmCK^YBMZ4|d2Ln2eByQv6m<&<X|l
z_@GXPBX)_$x^Lik?Aul+Uw)x<q4=u1uHy_Hv~E204zK8d&RM}4Y!&Y7(+4uYDQ-J3
zBWbVu_M<&*i3{^+6X6it07$rWu~AhHk-m5NCRUEiO4lDUOx|0pl1?8Fg4TZ+H%eC?
z9J=B-{ovJU7q0F79ec;|xOClQ6y!@mXFd=*8G3zM+~#h#CdG<rw&6PSBDpQHJ0)!<
zqv&h<X#P?lTjYYGM&A0+WM&ty;k;{J^zq0xDJcul?Sz@eL!wml^SXBzej0CXa=ga!
zQPI4ee!p?DEhz_e;LvbcY}(J@th1|&>O-CQY<tC;HQ4gcFwBiWFNoptK)PYLgbX(H
z;<|-n&r3(co`a_g>Jxm*yj1^LjEp!mX$Jv@q?4VMY=5_k`gtwwUDz^<>qNh3b;RK0
z^&?tO@iJt`MYBnnW2_=4BNg+Qe=V$yy0*xrq@!Z?lK1~Y!4`tPMIMW*6HTh0b;rr#
z>EWu3W${m@J+v?SXSf78ToQ|9l{R4U+u6sS`B?k-#ZxlI%gq}887?V~sVBZyUaBlM
zn}2FLmbCZ_i-iHF`oH6(i7k@C+?8iWUCQyFE1IPcd1crB$E$_KxoE>}9H6;^EyS0B
z%^KUdRzPcR8TUo4;d$}<T;I!T1trsenkbQgg6dEOCPpU)?Az;=XScrbZSC=0;IGi&
z&~2@6T27mSjE5x@Zc-$W!Ll#Oo_`~!ZTox~_nYZVZm)03ch&q0Vh~!5Qt`+Vo4ZSU
zN<IICg!`U*R9!*m=;Rzk@D<eJ#E(D@GiK?!+&8v=m?z32{B-=5ZTbgN>70~AjWak9
zReB3dzmysbb%?Ov%Pdz*ZMRA;V3-Ku29gk}{F0$w`$;pw)8;;B)kU=a7WqsypF(Fj
z#As<K_KBjeaeGVGE$`tQ%z8Dq71=}%2?i@2)odPDr4?|l?gj!q>YIskI)?r=<NK3r
z;TezE!qv9jb^X;Gn6~EXxSBr^ND^=RqQF^$N!|AGBb+|^*X&{&L$*fIwis7&$*D*(
z4B<k!Wzp1uOJ`rbld1NJ-UEhe!KdysEh62iI18pDDXTdCB4x28uVKTdb-l()hxlrR
zB$PYaA9c^0Fejn(jR#c|M<tGx9uK^%U-7DNr`&HASM4xi-;DZ58jz^ig6|^I$58!U
zGFx=%TcvF(uVR#K4WdRB)}~x8nAN_M20TF2!Gwm8P)f}M%o@I!e8K7x{ZKCd6{R|T
z*XnZpgxd}B=?J3k3S%0o>qT``pyn@TyAZYy4+i4w>t4+KyLtu<HgRo4ejxF23K(az
zz%sYr@r^nM&*zk<Y`$!M?4{czC^G(efD;I*Jm{jhW2u>n^FA3Ie&2gm+t4%BBch>5
z$d3l1o(81FgT)cT18kk0kz?f+x7x-d6+26r_~V~dRGx31lW+2y4nrCyl#If;A(AP~
z%)#<V1m8SADE0B{px6A967$ZTw;!9iK3a`;G88J<csfF5I$Z0*rume-6*uQOv)D5(
zd^<<Kz~jE_<AziPSQ<FfLHZzH4N;CCzbSH<W<u5VD;1GD2WA|X=TpOOUt&AWaB{&z
zqo71h3p`GWc-HWVH=hKa9=dZ$#-mpvyCC?(A0EA($7t(hFgc=73z|<}0y8}lVAyZU
za(K1b%w21ot}P5GQX1Di74SL^=APCd&wyP8^*zV3vu%sl@xDD@v3Y+!um0S77K_V#
z>9asN26qQAM&LR-xh>-_13R)rH(GtHi{rk8&F>V^R~Z5eZj76YVLsS$lzPHgEZBC;
zN%w}VEXKFXFUU-wOR%SNUfR?FnUont4)L_fq5OmgwW~x78BXz}urSV1w%A1?`_Igm
zVBeN|%JHj=WEvgkCLu0?+~`z~D+E)J!J-FubKP7a9VB@?KxWJJeV$dtYx-y~+-FDd
zbda0+5|1o&e&65n{%V}VqNA;+ou}I{{H1VmxakPpVqzcNF+2aCDGNd$c7D28>&uii
zHuIrvI$a5X@hE(N6z1^TA&#wLcfL_;xR?EE;kReS&#e#ZAN$O3vceohDvc<^%!<7T
zZ0h0GING@9eO`sC=WP!q>`EE!0~mTX8Kwg6cY;BRWBW{tPwUPo>=7w>*_>|@z9zxQ
zlm0eoNLq4&^3`wMeM%O2Or9Zsr#c7nyT&@crB8>41Jb=hqPD&+&QQ)Axs`0LB(FLe
z!eM8xy;ESSmvhgz8n^XyFenyya0{5g8TSb(8=VWq;v!Zq<$M3k>AXxA&k0UTS2}HV
z2d0cmYNY0lUG({J?0u7h<jyBj)~>s~XIq`T$#AivJ;d#GAb{ZY8VLoOp8O{A+G}ZQ
z+;X)v2W17xG}qLG+leFeW#Vv2$^Qip#TJd0$$Q^fb1vI&+5PnNw#pnjF#)EFL~0t*
zV~C^%6_!73Ur&2nJZ2a>HTY)TuyD~=`oxH89UueEky?vVkU2iOh8=b=cPiUdylBie
zraz%Ola-F~G?x&EK0<ar-jLLa5<78y3jcC%I}a3l1OW_JT6i*|0$9E3zw2nmM=pq)
zt$O?=?MFx@2k`?~Im+uG6L!zCO_ix&7u~!*=W>|=PxiImrn{~GfuluOVB(1@WTvlC
zD7ej4EZ)d&QiEZi>1RVu1-k=PwuqZ5jny^{X&h)D?zl4|yr;&a`}qmuoe$~LQ0X^B
z5EVl$?isG0v#B_9miU9_+@OW~>SKi^#|^g%IAg@KcJLj6Z(;<ewLJFuaOPsbla;J8
zb!Gate>L-;<k08CJ7Y5F7x*tc@GdBinz7kp+UqtwOOWi`mwjcKDf8i2I?Nl@{DNYi
zgx!wtt*Puyy_+7WSHOEj=4-UwzG+->QziccgD-KMVG-<A5_^B}t5EE+l1$byqvXo5
z^a9frp>+EV?)?LT1f-q3HEveW0s}|ON?9pj@~1Ck-V^`yD}H|NpFhSDNnKpVbo&g#
z6K-Mpi^hIm@U>~^id19&c0(Xxs;cxIUYAu9)(l2dh$Mqq$5)J9Is341dG^-MzPVyg
z?k#SJ`6fC-SGRCWD**y28+0l3?v0KrFNlnMduYq4foapeeC?StCQj#Eeo`LJgaQSu
z(fyUg7S7Y&LxHbXuv%OQO$m&C%+OJwf;=wnfvADflJGp`1u{;%gV|Wk5_+NsRTEF=
z-EtXWSOQ@@k=KLsDli_r;p^P6yxo0Cw{^G7k@(?^wTo1As4s@WR2B&;B7?r#5*OMa
zj!56H!P8j!+TZ7Ltiu}9LT|Y@{FR{LT%DjOH+7amOu0?7voluCTdT0}#k2(7RWTh5
z^%~~D$AZd&R4f_nxNGHoR{g*HIf{RNJ7KDizORpJoczO3&IBGF**XbpiSY`S;WOgv
z;C6OC;2;0NdJ+3)Is$@I@E@1Jv_sxn2mPwg)u}n&(~_wEc1!!$U6V#a**GGt9%ovT
zn81BwE55v;Qk(D+&WBOaR~C!3@z5ZIQvn5f+gL#h4Q%d?l&7)G8r3PaafN%*WiMV{
zn|YEx92__BPT&gQf&xyU-7$mYXH2V_&pv)wA-Nz~?7+>6@B1InL4*^A?r^2Lntgrz
zRX3<A?A7w`kFs7^ZQ1+PT97fF0(2N5JZ<Cg1*F?MZRkUGyw5!T{;%Tm*)^{B?{IiX
z9iE(o^#ANJ>Gh`YTvAKXsG80*OWXcJi_9Wj%1|f=63B!O8YtA7R$29FnUB_pB1h7_
zdGpzg8-6RcZCEy&{6tiI0)!?I<H68^a*^>60xW?o?ALPk6W5NKJ9;&*PFgxe&xoR?
zB!UR9pWt38d?TRGwJ}ZQT>o05Ou@9aKeetDc|*P;u$(j6dJ;tHpvcv-#<$7U+cKXQ
zu6*@O<x|=z0cu^2c<46@Np*yc#3PnDD#o5kiO-hNwHB~bs}}MT$}QbY4Tt9kpA5PX
z6!Zd322vh@{k&;D*c#b;@{o~rU#7PSo26!&=J)>wU<0%3KU-OeEnvDVuIwC{ad?}-
zDl!xtf7+;282mmF91BFx!NZJrGFDJ53=3JaBRco2!kk<FW-QWz)}hO~DS-!(1%w5g
zAv_r*Ba$1eId^c{JAnf?xDK>ObEa``?6w#_PFottu6VZq#LW@Onvg`liF@_i{Ib`%
z1tmQ`vR*aZ@e6+3q+#JzK*===XF>o$L<wK2yo|WHg%p-?P2quVR%|TC6}<z4>g%q`
z-q@N-1B0Il6{CStJIJW@e|%kcAXeWSze+<3p(s&Qq{tpkiBOc?Fv{NZHCr@<mQg7s
znORXuWQ9^`2&IxF5*dkT$oxI$j@RqW_xBI~+|PT?J@=gFJoEEF;0Sz(kxRwvXwEG@
zw&59_!Xm~|w_NSj#~@I6PhADns#w`rN@FYPy15z)tF)^mh6h5nag6T2)8xa5q7On`
z%~+RKR{M*GI!bEFLMe-<?u>Z1{ri2!=kfTwH)tn}-ZtVRK-)AdqUDm~SJB8P?}FCF
z7kY;jtmW6Cd?xS_pfn79NAPn&XH#5WfW`|IwJul&heT1)-1fIZi9`GzZISw;*IzCg
z8y2nsA8;_^jc(D+@hsO)W-I5E*v2VdTMVB|Rz<6Rs~LM5(qo*6v>lYA0Za~viSrMu
ztf~Fk+@+_=YpR!pEio!oNuu1!Fe3zkq#{bwp!&6<XysMES%ZIE&gZIp7`k`Ji=C$d
zGwNm>i|`HOWfEA_B%d9@{RSaMIkaPYw_2?_msLPn1o$BI*b^Lf<o3q15wI_dOu`>;
z+@&iSt9iv>YoFpp^8qRlh@+rbNda8y8<dwe#txSE4}NHEG`^;_!!qzs1mi?3?I4>F
z`u5r4q6FN6)|ijr-s4T1ue$DIopRP;)#BNi%g-o|gTTFssC^0lGn@{H*}*Ggmkmm8
z-IdUKAJEjsUpnPT!`kOC0mK-Dz8+#brH8fQ9l#typapk+cu4GDraQm>LEd(QS59s`
z)l_)n9}rI05`CtorE<Hh`$ZMYPm%Ze{<3BCQXV`K;7n%wQ@$eDax|>*h+L}lywtxX
zZbvSkXX$WkzyHf*{N$ka9#K@0iWpt}=4YQ??=m`1)L^Ck=0e@_ZCxuaRF4NjCrG%M
zQ12HxMPTS8Gm&t*p3>BePYE0NIQ?d`M{3GkR~PDw3}gfYFF%MP+&rQWcqK#n*xk0n
zC+54VCfKt-&BfRT84fH;?g5dCb6|jMp=a$14{leE{M%Y-^1G`>X2xCamlp(k$BpC)
z%&{;{N=rv1eNb%#>1oodL^2z%Ema!P)EL?5Z~ZGh;W3rAi7zPH5_AVS+%rIdw(gNx
zkalg5?so3P*Ny!Sy&K{V6fzD5!D_gc(4$E1qA~~?_I9h8+Sb!eePTtf^M=)aZqb#B
zrc^6p7(Anh=$?aWtk4O>%tH7%0*j`}`hM@*dp7w&P^<fv$KwXVbAM5-Aq|UvCt9&U
zuy3`V;nIz4ITEjo%Q<#2J`3#fuxHKj1P0t;MqFdR%7ZQ)IsNgW`LUD_^@Y8*0rEd-
z|H3S&eSuGqMk)i2k}HOuw5y!WPwdfk@O3cvTA)Yi_V_yyL(-M|aoE7f;E$GzE7In9
zoYM)GzGwVEOObM5GGK9w7tC{f56{SV*mhJujlXV{|DaCQcgsS}rwr0x0U6cS9?;GX
zzwRKH5aSofIv5hsYh|2l9k}`3e2z~u(*82O8{SMAw<3r%h;bLypRk&GmZ9>9Q##Kw
z56hhm$x!k6GY(9o+Tp=z`eqV1_JK>_#WEA4#|}Yj%rfhBx>QscL4@NHa?=R?4Q)p-
zu%NdBv}M5Z1rE4s&8==<?eVBTvbLn$R>S+r{{drBM^Z}V-XEFrc*Paz9e)S9m9L3y
z`uBO_CM7<0-fK<2@LkP?H&qv9Tx^VKo0M8I{9g!4&Ci~(TDi|&b8_LSw5F=ldMC2f
z6sgn*{6pbd6r{1DkP1q?K<xw-#7kMe4Fm+O;1}TEeAIQ{&V-{ejN?$&9^?k#{6Bf}
zT~)oy-s)+)>?%&0v;AOq`3U99z{en;$Ik^_P?Y6qpStnn?t<$cPxBh`P6s&_e4yeJ
zj3Bt7AwiKI@{Gz0jb7CC{lb(*Quzv;Clt!e-f%Nc4Of;xhJitdUpF*N{l2jLP<Ew)
z2wTX}1A<=pnYFj5j3Rs-lm!Tq1wD@Pmk6JESKzIu3nyP5TzFBp@Rdlf_`8-U%FO-;
zgf)Asz310!Um2IvTYcO$y=BABhqoB#<YtZhkYrUpv<#(4I0AMp+s8HY^~sz5OFoHm
z9|`_e>1;3#N6`|PgDv<jbfa~U``flhF%eU*e)BpZUF2^%?qO(54$K9RJVP~c!*nmF
ziASfHwK(m1w?B-l=VRtA#~q9i4=Hg^xZ==lhRwiwwuo$=$ufBJdwlB+p9ev55dq_#
zC3iY?KhPZQffaKvR&3w*%GlH*wY$c>BFV1$qRhCfmO38{cNw<F-#mWANN4-<qWORJ
zbVUqEUpYqkW$>k?FvP~Ew(*hZOAAK@*mciN_uy)_-1N5h!n1LD0EI$sN~E(gnu+m^
z1MQldb;K3ej;svay?%Q|v}gT9?>4UG6>;K5UmGdto5);9Em@@JuPf(kfBqmg9*ROB
zz<*1>d7)i~vjxVnmG<=F@9xR5^Z48}-|arKtwSw^5l6Z_A<Tg4Gcd!KX+_%4tDab;
zL{2yVbnL8EXTZ2ynta^Z-qHhn#khU3@zcqO#^mmph}C!G)yyAAFFG=XiVWb(Nc7Wy
zjg9NB$P-Q`-`ZDi{eFgjz-wwx6pMYf>H_zTXQ;>r0R$D5xM^|GW&^#5T(Cy9sdsJ%
zOWNm8t@=Lc`QYiNTfF$ky$_;*g)M>h5)vZTkll}MXzgsv?rS#E5DYoI&S)Tc^OLpX
zL=O(2J{<L-Yx`9*66WmVu%D#=O!<(i{HLi)#%(EheMB>Y4+A~7fmG>W&CFA~TDIQw
zelZlu>G{ksK=H%{#<_V)0e3t#3^g}j>4NX)=Glv{9!j#zRw(}Jdw1>haUkMg5NX-O
zW>5IDt6{;Yu(CAgel^xh=c;#3n=*bJ1fhQ4{&z{%n&5}Wu3gREGcs?7Z<pKOY2$vM
z(z>Ce0xm>x%Yw{(+0yB$Si#oKVtnk}+3s4CPcK*N&SwOB%gTYNjtn}gOee7<QRQ5T
z;dvYNs`Mj4UxGPjKcic-NO?sFsJqz@Ro#Rah)Qdly+iMOiSS$L?Aqr6S&26WG49xL
z$~yv*s)rZ4<bv&vSiamWse36yW9_sv)^4&(PX#ki4ZoM^ia9iKSi-kEYTw??Pws6i
zvwQZvT(kK4CuWQ@_)%b=B}|Uc{yVz(lo;>3%||a*RV7;ck=4qC5{{-r-X<VZ2tSj8
zBG%ztUH3@P>Cgv`BiF<>yjv5`_fVgC1QJFy#lucox|dZMYM5(!4zBRoeK|Ux)$E_4
zC{vga1`DH<Uo5M6_j_*1@x-_HN=<9UW?f<)g=S~(<_5=yTHg_4{X5l)(a+LmUFnQT
zH=eC?f95zH2E7ms1QrMoy4?1az1ia$z{(NzW2>CqhtHcIwXZN|9*590(Mn^Bi>&`1
z56`ph&@3L>lWu)Y<g+gC*yD=gUf|fGqO6P|0jJ=Zo7A)~s;ud}an;~{toiHQZ44q6
z#}V2XL3E9p!(xhBx4dtpRSS$(ObHH?YfgN8Gp>zkETT|~e$BH<?09#LebfA2o4Fnj
zwbj0kR7f(|xUf=q7CuPPv0m35S=_b(XCDkEMRGdczSFfSWvxir*dWNOipuk$^#-zC
zQT+|pvfy^iZfT+Z?!BUB7FX7{UgbC%Pa%-<3F<r|=YU1V=Y?@LvYza`dci%c^|Jp}
zn==uaJND9#GW9%Y{?Lerh~VN3iQoqUc@4jYC0q&4>wDNVG`}pmVnO5_p>>ZYnK2K?
z0B0;q`)M$=GI@cw;Dw;+FKYL??8Fl5e=|W*H&voQ!4BJZ+}6HNR9yeC=5A%($e)1<
zqr*#>9w&5CnwJ~#nF!B<@Ql?Gs`nZPE|m(lTL0x8l{<P{o(YFH{9(-FfXE@w!N6&U
z<5te@?NNK6BQ@oC=ju!kCKw1($R&r92MG<<*u2kNclyry_-Bb4>zD@?go&^CynzV-
z@d4D&2pTg$iad($xOLjAG$!p?75m~@+^$j8Qazr!<xCjVlmHT0z$J)#!07t98Mcgf
zxwb;Y!{MWR%T9W=?|$%m4l~rl9_&K+(#VY~tBCO`ajCjQiN~F|+4!5&wDX20|9oR6
z2=Y6jDlS-fta_xbLgm67gKx=Yhi}+qPP06Bn!eyZ;M((oj4NRJME4IN6qelBYJD*}
zY@cn&0pFwgBQguz@6v5#1^~s~LV7<gR+$TztP+UXu)T}rQL(Qh{~wbIYF0ilb&^sA
zdAGp4Kog{4X2*`N<+vX6WwN#8#Zu*H%v(xAjKuuIMSv$A;7cGUgDrTK7RRxL7WYIx
zcuM8@nFVfDiY#;>q8P>dER$W@@%t5Av4ofA@=^Er>80y!zUbv8&)L!t*LdOEX$lIh
z3E>#xJ|wa-ogg9!=+zN*H|<j8ow?QK)arH5l1n?N=pAZjh%iVWL{VD;;2i%k>`>x{
zAK5j2>3b!*L#Hn6Il(jtnXr!hRpZ8r?i?`s%FcFt<5HbsA;S&(_iYlRY)Wb@5=yB-
zSY=bETdt1ooGCv0_$OI~-8gq`p9Xz2dyx3>>SQ)ONGDrhfC9GtlnYidZu!<;qj^h5
zZog6H^4(@T`5zELnQH?rnGnS%u|3o)r(Lhx)fhR)n0*m9i~Hz`Pr*F@0LiNf_B`Hr
zhlXjKmt1K1*Rjm4Dk1)6)9+EeP4AQcL7@#!&5-Wlz#f+x%-rD?YkzXKkpkOM{;3U}
zo>ZoSHI%{GI}?u8aka8B3g@nTlYeeEt!Vj?z0#a-{aiz-n*d=TIR$AaV8H-o9^`T}
z%Cj72{?296K6fAQJw17$xX*`cr_&ATGldYMtrzn7Q3QGv?FCk9WVrE0#~E7tpl95q
zT~Q^wpPe7uSEx@F*fF?eioBB$;)UWdl<#S6Wuas)ErYG$x44xQ)Oh|A&&?s9FFl<s
z->s+^AJOIt;N+Ne+3|Xr@1-)<7wUy^Jc;!id0r-ro;*UIDLEv#rf}<letX%3-JbjE
zw}Onk-01V4YmOhUz5Sc=;uB@VR7u=e-Ckyr!6TE1sb5rYZ)~}8WZo*Z)*PyahY<ok
zAClAq8USDmE?y`bT4eKtS4v^>OlRZA((xknGh>5<0r~*A3_->XDu3~!VFf{K=hv+2
zD8Hy>sm&`>B*+(_v5<Nrq8Af>xl-m3Y%i28imgZ<iOrc7JjvVhN0ozNO!g5)xgT^G
z@wxE!R>(~XdJKF4+^u?0GVkyjEwLr3ZFi+MxQMXIvwo*6Z$jS(?qS#&cwHA5K{lY)
zf*2v%oMWdnl(zQEzWOaG{cws)c7e&S!Z>MaOg#6AOo7G4J#lg#u!)7}-Fvg-qu~7M
zcOqimrYyMSPeDL0fxtgx%@9@aveJG6;T4rjZyuYI(=T>Yr$?B@ZQP^wE{MO;5{we$
zB{v5O0;9-6`S+hkULDM>o$Z_6GQjaLcLD^?+zRDtKs5~x_-(Ov%3o}@?OGjdU$mC3
zK}_jxE5`&Nnx8W~?nsVw_-{?^ib8#_;FZfu^?oi(eK|Ur{$+`3E-D2R*RQoVRc<(=
zh^_LTW;d*6_w>f)b=j}S#z4hisO1}6M4&9Q1wZsUtU4!U#{Gz}V-4vuYtlkqP|v!1
z;a&~M9zaWlJL<u1!V;pBZ}n*ItoOFQdCxEQthLF>9O`<5ZW87YpTMsJWMZNAsPx!_
zrTQP1lY=*J_5^Z#JZo;eS1aXF95obGTZV))L#0nuiCq24=)u6(_JY0Jiq<<s#oL<G
zAp~0tLJ*29h+V|Y4TXK0^Pdb`_lWGQ+`>JzOjU8=1KkWGCK&SkqGoDnvtXT?5Brw#
zW<B06@HSgS{mkbxONJeoo_7TTPT)8K`9W}h3$H9F!!iO_`N%tMt}T%e*gmY3&kVsS
zFmXb60%Kj+rNiybo6Fnq>FxXLD^K0uUwEAfLvc*eJx>9jJ@w9MaD_S#9qk@HxJOcA
z&6F_=yelDA$6CT+nc_M-jk86=ryEbdb1jjln&<x8&GbQ#H4X;~Pew=GA)l*=uSn`S
zQe?GVq_pI%Pk*@4_f+a(q`AVw_+Ez(ic4+cR4Mwi3g;Ol-#x$Tx9|S4aNWW4VUL+n
z9*8R*_z_?;c)4LdKd;{seRylJ^YLi4Id4AfIecp{jR}DwPDlZDLN&~kNm{zaPoUs8
z_Bq8lrN`1BY*<&Pww(z_@vNXs4pb$Fv8HY|5tm6`)jT@sNd{Ks+qkBBY%FL;LRt%C
zS7qIz$LhMZ631Gb4|Y}_3JHigag_4o<IPK;LIcSl#_&0@2)DPa5$k7tzbM7sNwI75
zpY)8jhZ6Lu;pYaF48-n4b*BfZ`R&G?5gxOOOB~M5a)uq-KKE<AnMKFo-Sc29q5vGi
z*sv5JFm}A=%o<)7C3bgsQLB>N;P<OC*Qsbbw0*%zK=F7!)VEq&I=UfJAWZ6Ukb{l{
zkA5DfnXIFj_<@T&_VnumR3{oJC!nGshZF88C)}f$m4R58>F({{Gj6Ptn$DNS#^!OH
zGJsHXdcs5HW`_hIr1p$&)x@pv!R^>{ySS3M_PTQ}pU&s6fAoiXGt{DwxOc$prnC93
zGgq(SDtume@nwUW)3D6Jb-|*Pe*&8N0sAYZq><TJ*d!mB`o-q)p(;g!+u~-&Eiza=
z962@w0w7}^B}hTfU9`CaL#%U3B$|@8r{=!9BR>hu+=3<&0Nr`u3MBI+A^FS49?Go0
zEqz*>`uDA@VtSkYY{%rj!7sYq)bqA>p5iEW3mOD?1qps9&<{Z5phi+OjN{?0UCr4S
ze#|eD;g9V9Y9TD?OzDu2i%Z8^*_+$qmL%@MB{(GlH67O9xqfMr(>h7VwvHpR5{cff
z6AX(;XP}=YT;X`00}ab#71npkc28JW>U%0f;?&!SeIAs4$2jB|j<mWk_vtz}z9ieT
zDrrb}-(&wV5Xg4LbAka0Yl|X`z~*O3<~~?<wtknz=Nau!l%^!zFvy$$MHKDfVjMbF
z)3B<V=rX~x(Ip$2KkPLB^zl|s=zY2WgwdCC-Nz%DeZ2QRCu{w9G;7fQ+3Bopl&Z}5
zZf;`)x;W{f({-*ZMR#+O*%$X29qw@FUXb$1d4j=k1pzh-#v+l))5^p7vt#Rzui6J^
z{OD$Br2Gnu!{E<@%K$4#WWTTSb6R^soV|}o*||aePDQK#_<dq8;$|-P>2<o}G!=iI
z?yRhyH!l^jV^L>kOaOz#QhR*)FhSN9bGPB(RxQ2HdZyPS+W-D7qBI@Gd68}RV4cS{
z;=$fKBOe+)&N(E7Db|JusEf-^x;MdC$N>Tx8NQ$K>@uX(i8pL4Oqcn2+qdcFOmWS`
z`ucCeAtV;nSmRC>!ahL-v$!e^#__`7_L;F#{j$PXkCy1pUyga+d$kx)AZSQV3fyKx
zmK$zW%VVKoRTUd5g#2IjJ@01~Ie(h_d*yNlAeqTQa5XwvI|FZmIO>;&y>C)KKa?GU
z37j0--c2jptXy7k_5b6rzI8d<KHiS-U63{XYwEn^d%aC|Or;=*VF!c(#9EPZEAC_N
z<cPge$>Cn=!*yNr8u!}wr8zRW7Z=`QdLH7=&d4PMxu0OEVWYOLE8fjEoHkUg^@=qu
znm>1qt}TTi$Ykk!eYoWc^sAm&^qkjwKkl4lcc@tZMR^j74okyB%7sMo!cs;Aq1w{0
zAdBryO4EBp7QZQ`&9RUuR$SLOG=3P+xNT5z3C`I>&2F-7j#0{cYt4~l%T>C*Tztb-
ze2wE_gj~n-uEu&8XjSG5ygr@d@ifi#;nM`m2vHq}`xMLv<TDVd;S?oEn$j={9$PWd
zlzrQJE-60mc=>4I>UUZN#M3lr0Z&Oj{4kNZEBkd8Kd@E(Fy*O_YNbZt*DZr)+T?ix
z1OtPt3)r*-A2=@9Pq}@bIhy+T<<O*L<K$*7{<5LV<TZ+5l;4A7dZAVjYqPl5@yq&1
zv~+q>_I{g>Djg$bgY@Z96;H%%Pw&{Cy}3G8d*J!E=nJn^rmFjF%v+OCGKK-u)C%<p
zA+1E*JAfQ$*z*R5tQsvPw$;M}$vdK|*F8I!<wS=uoLXN$Uo5Ud@6=pVVUvD`=2`*q
zw1?bpdr4)TCJR*=C}n{NztEQeH({j}B(V{%sA|^R_OUUsW=|y7hHkm}$%ho=042&K
zJW*zbxF;?(a7Bjf?0ux)^<HJ_Nm<p`U)JtPpYiMkXZ{y*h7{EM{|ql_X=Py{i~TZT
zS!`D87X3-BUgv`UdX*0`0i?iy2>{IqaaE$zg}*eRcX|+&Xy(!i7T7T_q2Kr3>IK)e
z^WWmvs=n=#uS#w(_yHR77NZYBHf<!_uGLEFiU-((4z8R2a*5FNbyNFe_dKA_oYZP?
z0yX4)!WO#}ui3FMd$!@-e3hEZ?{+1uvCJEL8k)a@;|d}{h?)(ZIOGS`|1DS-^3~?%
zz3<BcMJw;^z0x2|N>G>+<4V#QNUTw7YUF<b8M-*|)ai%>XW`m>lP4Jq-LLe>y(8rS
zLW9%=OU>Ed3wqJQm~>_g$r#bY-l3DDrf;&`vu2jX^XP&`^1fq2Q9V{^Sa|U_bsqQP
z;T)d5-Tp6Z&&^yYzL@@IXdsZgr~;Q*bhKyWt>vWUFuSG&F)vJ`gQuR^%)6&=&!HZT
z-=x|=lS2^)Q1qZ)AABccKsjj(8)+#iOYFy7uJq5=QaN>O4+q(mzdl)Vc;P;BOmk4X
zAf^be3|A{Z_(O7&V$JJE+f_89t;Dt|to5<vS1+I0-A_W`1K~O-kwXRUJR&=hhILs_
zX33YB*Oo0QwdkQ9yS&Th<ns&|s?-%Ue<*vUH;>11O%MIC;rz|j{W8nT`frHF?*o-L
z#=(Gz1tv(e9l~Z<JD%1{t~lg%=c3xV#t&XvzA2N&Jxwq@F%L3ZY351wpgzAS!BKOM
zKArj(tbKapU>??Z(xEt=E%oQ+1u0T$zqM*qO(k9ZUZ0-MqDrcvWJDI^2HJy=CrWu&
zl(`RD=ov?I=EeJ{u=U^R+W7V*%h({Gep>@GBg#3$uTrYr5Mh_dsLXk<E|qMnd%Roc
z=yHoUduQ(;?LQa}r>i3@I?`WAfC3+c$Fv2RRr0uc3my|YIr!AXqmDix4kD8E=!tG!
zR$e^abzDaF1@Bg;ihE{j*c1sd0m$<NlO?;74Js(NmP96<Zk9=(FaKzZLHvM8_;`#J
zvUy;ZW64(7)z#u2-m5pv_xt&6>NoZ3WTn3a-^PQWM>)vc@fPZU@h^9A6V(@sgigP)
zSb1A<eabE}uuUz3E3`Bnw*)f{6k3BX?h4|26cL`ZbRCDwbw0cC10e{_%Mvwq1s{Xz
zNwL`HnRh2`>?qu4*fn?M$&E{T$3IWn%v9b2>CC0^-*GhG_?2hTc9nSTn-NOJRl=t!
z9NN#&AOy@2D=2?LHjL;~$A*wAt84vtEJ#}t$Z>#2D4r7W`0ghe?eN$fxV528#fJEG
zv}e!Wv}~F_>=m(MI@?8!U1S;nv6U$~hoad;cR7uRmoD)6uCW|?UUmQENG*TnZ-Kjv
zGr|K1$YewU&jYglv%`+B^A1Q$`ufbvIQQl%le*rgC&mFt3kexZbmj8L(Ce<;PK{pA
zx|6OiH+07BO}s;idi+h0n+(?wQP!5NPTas>U8P4?FZs^6Ci22kFx|t1aRl;VlADey
z`T5hs(rh*4blwk}8O*}wTPE@5?-E87?uUdn3}b7IwXGcVFMDZbu{VXsWYu*gE1tl7
z()c1)3j`u~J`jr-e!JssJ!sg$dlhZcR|jpbAB^G%=`u>tRGXy9IFPfs19)aot~99~
zY97&RaC2S3<|EKySeY+{UHvw1EhE6i-igevrkiWnqB*%&)DG-aUSJ@&WI^@vc~#%`
z`Z8ijmmht<U`q#2-0-`#G}CU5(w<+b?W}iv|B_|~@h)`#7^8=+UhtBLD#tFVJx4U|
z_gl>Kt6lE=mT?qZUBfkhw7G1P9tGwN<*tgX7Mo)m9(ru^g4fpLo+kGc#0S8iL&Gd@
zv&(%?TiH>T+5Y8_f2lU>gX^M<&l7Rpv7VztgNg+S!Ikqg6I={yzh{~Jv2|-^e4gm@
z41OiZk#`~ksVl=oj!NC`dXlC?<9$@>*cAS$_Q^O5!~j9Ol1Bt*@xzK+C4SE|sa_DU
z&`cvuUb(m-Y=F`Qfg1xZ3DAM<A-3cJb`RF;^5X6XVb72A1y%U!1Lk<XPt2Z94uHxO
z(8GA;nw+dGrq~s#r<mM*VqM;L5yQCK!~57@6;aPZfr<=xwm?)-IaxMP&I9Gg?18z7
z;zg6rdkXwb@JnyLQ6jHd$pDhWK^{Pa4z5n(T7g`yL$jCswDH;HF7GPsv+v55(0ADe
z>&HM+k~oNRs9`pz><e<fb6RNgma}6%a%rXWVh%Gr4Y@6d8HnWU8M|Hx*Du!MmL64d
zv&iqT;K<sR1w+l6*R#9E(9)3c3zwIZwJ&U}@srG|SJiE2$4cua+tj@XXwKUc-2QP4
z2&_tOQj)U7W&tc7=Rv_C;!?U4bp7s$ySBo#GbIL^M+c^_+n_@!Vt7~<z`&dhvfs{?
zaH`;3E|9F`3RT_M^<8>bJ(lLYc+}puoHa$mWna^_v((UJWR&C>f$ikv1fmD+5I@ZG
zjO5u-PJwM+C$#IzcCGlh=jhGo|G>G>+f|J*z{)0wY44P54F1)t)L6@ZWW=}O<GO#~
zs7i&*wYDH~%`mR_bJ(})?M?kC^478=@cBCHO4FYc;t)Y5VXV=$M_mDhoyR-9d+ww>
ze_yPwa@fsWku(a&j3KzY@X8o?Pin|yuPxX2UAwU4F5g+UM4qHTKeb}&(x=-{03&h(
zDA1zwIv$T@|Kt|L2ybmYF0^XPmw@d|^CbC9@q5qJ37h)V;08_P@FbnQO}Ez+ms-nc
ziiG})z#Vc_hyhn?%w=SyvBzSo53_9Bs8ny%cz2y=Z-|@y{@MS4p;Q4BPQ<8-|9~IX
z)n~eEo@~B{+zXN9pg1Y+uTpJf(inX~$N~pESrf`z2!bwrTqSvHSxZYS`jYQo@2H&T
zgOz;sKgCjBYnvs}PYk(#&~J<}gWA9@LaT%wGHWub4E(azVwhcYOK|343E|D`6U-Uy
zI`lj-dCc^s+5COe^#!;~6@T@_p0DPb{=Q`*6cG%AL@Y=F#p&oUS;=DI4LxQi>Tgu*
zO|{S5pOkilx-6;hh-OND4^p}TaSaVi7Cw+7+~L`qGO0W_vb5^?E2X#ZCm54@Gb9yp
z+_YtKn~hJd`w+Q!=u*LlxZgf@IRO*mAi4$-Um~ZJhUwHjw6>~z&8n98dAZ2P&)ROY
z6lEuXA=)<FBZCLCssxwMm7m=+d2ny$Lan@mCMzqvK2HF`vjyP@!!}2DUy_L4yJx2P
zu2R1)+Vs}=L<k?-P5PF`?Eu1CiMIeJ`@PLOb-?>qgTn93kCOf;Qd!mNSWdzMqY933
zK*G94nJ=hQ2B?F7b^dacl<gZ;R9)8m%PK^|RYr+Yq8L8{Ds05AvYcBwN9Gi#tFLd=
zl*HX{dPKf0oL~&lACZa=dK%uM{Y*l@5x&d%^M3m{KV5(GNY>63LX_dgI0F50A*33{
zQ#*UZ?}H0dhxhQTl#bueqVc;<ZGyqvQCS>u8Ze<QxrI3=Jms}ENcC;fwT#g2W~1Ln
z3|k+L8yWH@htitemYU)(ujXI+LEFkke$li`LzDu-I70>;<vjcOIcG>((?K(8<k{cM
zj{}~XzbVUYJdhrd#zXAbkOP<R$P8b<S?{yW6RT5l-q{2&%WAaq@%x!LEV$~2^-L>1
zb1}P3&b}}=IJR!Xr2Wrt6-=-u`0)Z;*c1C4<QAD^utL4+e94={f^()nt~dux2ten9
zSVbE4i%<LZyBD!KNmZAoeDd;~W07gkH35jwX+Y<|`G~R1yV_n&CNHmNzmrs-WVCd7
zUc6U2GYXm5a7lxWFlK1SvZt2J%1mE=^VG#mp2Xk_2~Mvmos_<Ypv}M$CemKfp2Dvo
zst^`?yT&X*t08gePvPq`Sq!b8oLDyU&%o3V5KBYc(~<&H9sPT++iXuCdS5Z%=*}iK
zll4D=;MGOBs^Ca*w#FhbkIic{^Q!p_>#AEH81{~Q7Tv>yq)SQMd*uXv2~?VoweBkG
z(`$$lV86Ivt#Egoo^zQ$8AhicQ({wsI3UWbkmCh1;xKpXo$gyCuWD`HYW=J!r1$5;
zC@1D)L}pCUdvf6FFY=&BO4(RiNMX$?ecz>mlU6<OW7&H1fZ<XPr%jaWfLdzuC&-3|
zq~?wMLq}+$hmAF_i$0whvUu>XYS_p$8CT|4Mv4f08@wuwBxOMQD-F^$n!@|kKJEV?
z;vX9oSs%czs9AV;?|;BS!@y|?NFq|C$Yb-LTs5laiC<}Z#cgHSiu}b{4{gXKhp}ZN
zM@Kv@kbr<*TTU9QGP%N6HEf_F_To>_$Z4AC>B{*^6ORib7!N`cE$*?M)2A0sPMcrY
zH@~F#{2xW>DI1%ZPY$_Oq&1FG3Ne2Hnv_zA%hznBm<B)fi^8j>n=xxqB#Iz-qB?D1
zjiS=iKgy1X$T^E;Xd1HJI$;!gW#V}fcNs`m=ro1MbuP;vD|%-bJEL)J#k(cLSI!))
z)FHDu#+C+8;UxDJQu**rTsEL*G+FA@1}~TO^K4JuH!J!Q%dEK(OyfxBLkVj{h!RU*
zV%(DcOK+BU;P9s2xXip0e*R<%4by-VshP)qE=$f{WhZDDV60|5vgo;5)<;|B_rzyQ
ze@zq?#Z0_^nH0}6e`TcicP{Ts%adQPeehz2*#q?`N|qvWyfBv6Y-tZnymYp*sa@kS
zRXVmoGLKoCf$Rh1G$bSvp_ACoF<}$@D3c+6ODTEPS1o_Hn(b$p2b!Q3k~*X}fBXnq
zz><+VbM?=wI=$g-ezEUN|AE75dg4_Rh%nd<;y0i)V7IoddZ2Q93GatvhC;h;|J>5?
zd4<aaNPDF4Q*A2nuA|uXYjGx0+fH`ID~S#F^#vZnR$lo>Fu)hYk$8ZbNWCCrpwesi
zg=hL-zgk}?%X@SYf7LCX#gx~LE)pn}pYC|ss?uXzz_M`d0naxXT|2ciPQLBqnP9HS
zu%h-3X|m9;jf*}WF>fpODEYz7VsJe>x}?Ex?SEkH5FHc>r=xHUcIiOAx5xvz%=1UL
z+&QT#dt#_qhi*5Lmpf(6LDmoQ$dH$`R&|30O>8b((-ik}JXxRf@7Xwt{KtsQ49<Tq
zr|@wpG&gf3UH*G8exJ|c0V?xnY^&p|gZOHY>x*vMIPB&*;&&=>+D4ZxJ087V>QpZJ
zr|_RaU66tVUxP^4gLmu_(#pTE=%Cc4eMSjJ{3~?#uqhq<7X?bD7x4`#<L2o4w7J@!
zXIq31e|h%&oPBtU*(Z{sfMK4f)dGnlOe1G=UyR#wv(xVx{m*^+9m-kXnX%4LXcqo|
zBf=^1K)F=r8Dcvhifl`Lae465ie}yT;n0`|6X3wA2C)J8N1#yS{PCPC#U3{YYkhRQ
zrW&7ObS8rB?T)1Xz!8ZaR7TC2jj!V*1~iH{3f8Mv>V4lQ@!E*;$c$}NxPM?k@~TE9
z$~A7<DkbvEG@|%fd6(~zpA*DAr{|yHh$3J&Xr^s1ZUff_ZVaWH?Nxq$Z}n-xty&W6
z7CeqnHQZ|R4-y51!Jwf5<&(Vy1R$_4ZX>1BZ|DY!v-C)C9BU6(`EAB*DWEDQ<Ul7<
zxWEO0lA5rl(%mVq5?e2=DW7TGwqCbdOg)Z@C{nLSc{eQm@TTfiA!~QLw25!Yl;jrY
z9jxlf=K7OXWnN{PC<H3-6cDHjBt9QqH}A0F6V>cViQN?xzP0zkj*uErKiz-9;MqXe
z4ZQ4rS#0A<KItOGRhx{<?i~nru=t$r{pJo61os6Z!wuQ|)E?cMI=MK3yZ+VDR|bdp
zde-N!z5Q((6OL}LIhjLf8nC3Ew#Mh{&sp7*ZYx&VUsp5^DP$|6`?1KAPdKDtMED{o
ze~)q&V{(`G^8QYow>PI(+b=ZJP(eG~xr%vIyyBUZ7SOuf#S17QaTD&+hi4<4G>w<T
zv6@Ax;m=kKZO+>`A(+ZEBqdJwXWsjvrkg{fOC7WyycEstJUN9~u_Vf@2?Za80nC9e
z0&Un&YSjlVc%EGA&ztU-tavc?UfMZkGmgk)AhkkTi%z29%h(0YYu|S|3Ppw`{dJ$k
zJVm6of)NcjDy00NL>%f6CoY=S{LL{rc22C#jd{}z2V;-5USa~1r3;|tQy~;`ZC*@Q
zeY5kc!YtKoE-IMVv7OKEl{3q6J7B}W6E^W?$l^GM9ky$jrmLUXtKyP0g3VR_`2MK4
z=n<wdQ815adW+J@aXD^ng-y99@I@qaX07Wx?es4iA_M0yDMtM#kkrXYH((Ecr!@Oj
zsZM!O`?-xa$NQenZ(z3XkRt^GIB0c<@@9;0<MPd$g=e|Xe(c1RF4o+%;+?R;zvCf#
zbT}MPVu;h9cvw^NYW2aRomcNTmhUMPFmTZyC{H>V`Ii|E0vWa|6kni=3&aSXp}bmk
z+uBD;!E1^aW{aIklqf6YPa{)4=&~G%Zxj%u`fNNs%KfFEMa@PyW`Xf#r^D)lsXwWZ
z4kbJs5xW7n7hP@X<tv4GeVsXGKK4#_2k-BjEf^Zw@Pk?9L?~Pv!&Pb`jy+$Z++tyQ
z()(`zyWr(k+~J(@liA1y7+ssjy*Hpe!phRH%~>~Yta%ya(p|c<WYfK!*PnB%QSm{B
zi4w)HRQ9xgWk7N{zgEVn?zx42UpJKaep^(_w2&|!oxBT*ywIge9;X-&wv}5JSjV=0
zG?@8X>Gw~?^vf^*1*4WfxWOQ!h}|rn!kzlYECvhZKE}4cc;@|FQz~x9Fh$B5WGqm3
z?as|)$-V7ASx{!O+gi0V)q3L0hAd3f%LP6(?xcq=2&+WH(i><itu}HVEup>HrZY7+
zrDMjshfH$>g$8te@$m{ZuEYyDTW}ljWe6{6d9<`$a52kn@fm^4U`uDxhk!V{Axj<i
z45U2#`gBO_%arcs5o5`>EJ>z?M#q?eNHIYw5!uuS8<4d4h<(4Uk<G_fz;<Y1ckMx*
z3rrYiAS7`{t%)sNiIh-?i8ACxiwo59u{%DPmweh+ynIAxnfsUbi<y3bJi2b?eon4H
zVMV__+8$(!ggjGUVlYd`j&@|7yZo|q%t(@>lb}?Gi(FAj21`4$KgqY)=S_HYZ_xGG
z)=}@btYbchIB6GgSy7U4VL<Hxb`hboGTNVe{B(b~Yk!x!#ylFL`a*WSxHlpawZ^u5
zU45_WjE2@O-FFKkg5GSFPG8RK@FVEK@Ln7Yi!z#1zs6CU?ZU{**`^^X57S;~N;CTe
z#=boAt(ntT#npCAAg$@})VXCfdir*k^Q6qL9blR#ivA*BCQ(TR-xDH3!Q1jw^DoSO
zk{%nr$ST_G`ZFCBX4?qWpW!K4uw8LC-dCT)Uv4&dw9U`=4S4hY{+p98g6o-w@`8Ga
zG1m^x5fA$fix>^B$@#XTEosl5(6_9DoDXI!-oXrooO3I(885{aK$w7-ply9d6{l4K
z$27O^mI*(0^#q4}p8$;phD;dPZ7Ay>8#ZgcbA#*2WObJ2nU3F&x-35&uQd_M8N5oQ
z%*F%P85b<4@2)X%DmX0FpxtgLBQR+ivj&I9e(=~mMfSeWb*TJ%?C^<Ci(1%(_*CDf
z*L;}CG#FUWK*dUZxG_VaD%*W3=jAyYvM+xNJGsd^(r4@C-4jE>{3bHnsUxBAh^66k
ze@oh{kKemQerXD9+!w{{aU)}`jPyN_k7kWkfBv}X@!ccR%cCV1yT)D4I~VlTk9kzs
zp+Kqx1{i*xJRoV?8dKTPv!m(B=*ncCXXW_;)os;MKbUVC@EN(<P)mv}%c|yw1n}%K
znw+3#k*&kft(VMmM3k(k8~}N7AzKrSc(hV9?7U2iYbv&8?RvQbVh%~`xns77KVh09
zx|XCN2m;&A6H47+tJU)4e46iWf2e3~tE`BftlnU09X<9&>WZW)3rhoc6O?tMJ0GVh
zp7-Qd5Z9TJePaE6bvJga&t2B{cLVc)fPut0@Nk3QfT+LOm6mil`b<Sx{#N1CxF0)&
zYG#%(U!$aYXahw%Xf3hGPG9H!uB=~$;-e*mPLA$g*D}KF3?m_)(7FVL6kx8_;IGGo
z<!`L8X=9mWv_K|a+UvoKb65SD<r17%qTdmtZ2D-qd*xt5daLeR-7hnrUVJQ-o!-j)
zYH-7h7idj3jc3+PQW-e@vdQ$qthL9Llhs|BL7?Fy(SlbB61NOyy=-W)kg1J+|AxSz
z*Y_R>UR+<vEC*@Uw$7m9!HH+Gx<dBEE-Rj++w)}7?vHGnYh&z|ellSi5-w|Jb5Kiw
zNQu77Y(71%jyx7<S`$9<bpM4bEs-*3)tO-gogm#pAT<2ta}Tw=a21`T`!{POcGULQ
zl(N45iGjrVrD0134$f!KHJrNCKYGr3!y6x#?@@_jMiASBG9{_|L4bYn`z6ZDx|Wyu
z+WcDf^zPO_1<V2zt{=Qjlee`Kl#_`&E689yd}mrOxU~AH$J^GIca}YTfPJU(94LK+
zK!IxKjy5K&D|Q>p6I_0Ed+$5X#fPtK=`eIsNn(zjFo1w>n+TR-qRVCqh#X4^u5ySm
z&`9cd7N^1I$^3G}?FA6hFSDtz`At`-Z=xKZ-qFqBrxPpRzhzb=h_MKIJaci>!wr+q
zZ<~=n+p)E#bH2XO*{p`NUPsFbM<S>u(Gf>Zpnd8df@}8ttmS<pncd+2-N$lHao9gF
zJeDzL^D^9>xK&rk5u;TnP-AfTQvX)vJMw<b%6q;t{{~sl1Bu(HX2jgq1%>u3G3OPn
zjvGSO_0Jzn{1$4`wECs<fm2LSPhh-*Lk<$j1?LmS7LD3}S-K^`<Avjet&tlSgq!Jy
zQ+cw~2SgZ#?AoyeMoSq5Iqd#?uIxLhD{pvz7AuHrDLJINSHpsNP*+!H8F5eGkOGAX
zwd}#Hzp^X*w3u#nuefN(gN9AlqK!9gV+MJ6xuBdi$O9qH2Hkn(Be$~W(b)uDxqw&3
zxjQ=T<<9RmWCG(!?xfWXIi$eriKS$oe)n}Zo8;@$&mMXOluRE@sfe2hg-dx)M3qRl
z(g)lwl*J~l{<R{Oql?qaCMlt4N5Vu<GL6OqFYAF^iJSM&CNKPU(QSdyrky=qx8sjy
z)Er{MLE4l(P_-c;KeiF*KJb9<*7c?CBY_uxR6o+OUlsSu>bx@34-h5PG`O4~8;82^
zmCThN>dt!ayQ$*XrM;UM%z3--HS+<(<31kNsIrf-lxnGvJFou^p?BpGGI~4YOUl{!
z8=3PEh<s;DxD%nc=aBx!-J?5Zt&cm-b<z77`>n#swI7*hNUHVds32Ezt3Ho>_`EPv
zmKOV2$M)=--dI^RWjq9uSEP}r!y5TY;KBd}7OjwyA|_>GpLIHE_94Eh#rI<cq<eO#
zxF|AXm1Ifri>Gs7Qu~vxim>H-^VywqcK*Fte96W4Ou;ZINr2!^Ayl&s$+Ol@1OvW2
z@U;td<digtTAsi5ckp5huh6WSX9g!25T{jvgAF#aEzV1UxgJaYQyJJK=oV^I@#l-o
zs#|;GnN$&cSd?&z2jzY3DUVsqq%|}@&tb2D`@gO^r%Bvo-Iy9W!H^`I4KTpiTVb^}
z8H4h-pS365X}&>Isa796!I?1uhT1I93k||7;PfP}nb(;&l67tgR^+Uv$zNJxZhyDc
zfhkUm&y_-tC2L0HI0gwQE-|k;=koT6l;ZLFV^{Ph92Vkkq^?Jd*fVXOj{F(5g3)+$
z`JO8W7T4-LVj59iTAp-v;fjzY_@D4&g01FX+WOg4qN;cCsC|H0*a#Q<uW?2?GI{9X
zTX9D)Db2AnX0EJ)yWZY$@LtK=%)(~9^SEg=<2=V>kfwomiGb2UOn3b$7TuF>ah0DN
z8`x`m4CJ`iv@=89q=29p71SV|26COg+H~C(4Zl2<O)mU$vrBAoP;<{XhYlK!YLF<7
zYw9Hb(*?^E4w+wt2Sizas<o#X^1M~28YL0V6#z=hLJJab$ABvl=_q4~Yv+rMY^KRX
z)+DgiFX&O1@9(}8G%m4*#3DrjZ8&<uoA;{E%{=`zFHEd3zL~oocXcf;9H&M>wkf^T
z*p=^(mw?>6gPIw!B^dU1IMY*Q8MPRYa)(Z=2UQ_~bHibeeU7K9o|Cou(y=&;e<Wo?
z{~G0o6ausXT)vwFC$fi(60q&y$)Mn@!gdAA+39w9n)PrMmlgaKZ+tiXqd7B-ycRs+
znj#2K!eR#pSXXw$R!3jHI!E8&`Wqh>y3-$bUQv4LSQ5EynCAOW(Oas&@^Gm3zgih^
zhgXxHfd^hbP`oWbsuI18QOH(S2K#U^W#P-#ogw+#_BFNXUs5g1Ei$5}h9D440GAnf
zF`U4~fE~Q3xn99l%U;2Es*mQ*i`5l{IZppR?F)-cJl|<`pnXoSX8P0<+wTvX$Ukt~
z?oZc*(XW#)EhSHIOo53&au1`~nJZXX%UNSf)g=$M9auT?r`~&*yL+K_rosN1jAK&2
zp~&<b80TPJS!r?B9@S~hHWEo{lk3VK(M2WW;3N<>Ax=h2#?X(_QoDbriFC1aXUe=j
zwIFEyd0zTSVL+omG-U-F&Y8J)VBeboPlp*M5#PdVjN+E_O)yjZO2)5o$dcZ=Vr`oG
zurBv4tm00CVu$AM8L|EoV2Ha|N?Hc_mKoMa!OB8L(i~%}Or4(bH%4X6r<+*Ug$j|P
zf>o9O`77vlKoMr*6W#lKe)DRFBCU4M`Zp^g0#@^`4xzMpf}YLX78)ZXrfJ|{bOPom
zDAXQs{~_7e_(Dr0&oihg(|7ohRv?vcM_?%KKFI0^IpTp;*lxVkrR2Qfn6>Ms15a${
z?p}72+Bf3?cr(rhqdeWkM^7a86h#Fdx;i^8sHcjZd>is<WX`}IgB!}8^gY^h7CC;l
z*w(wY@3zA&;qdapJ?4r3U_fp=0^Rx_o3Pw-{*6WHJ*QrWp9)PY-b{t5$e)LQ5Kw_Z
z0DuQ^v9hZLCD)oJ7bh=t%a=R((C>r63ra~NFsM8QuL`7zE4pJ1{9BZ`uVe;^e^p+c
z>1P=oyEb;wxY-cpCFK6c7DpV2Kk1?*ti6Aq%gu*%=1arMsf|PYI+?;wN;}NPbC!yf
zjehIxCR*CXd9jC=RYV()`+55FsO>aVSfN)T?wjy}CtfWn%aZmqjlBP1b~UL(p`d0W
zD44{AXvLbo#9WW#Ot?|rzU!w}{cRyb!E2w!A*iB2JOKtd2{4c84|L|tdM|Y}tKpG|
zyj{VCHQ!f^hoAy<(DiNM*2aEk{blRF&@z`pF?b~GX--sKTsdWQ5pPdqija<Kg6)ci
zZGF0M%SY#5+v|<l`k$|CZ_i6Qwts>#KwI|2<X?O5O`d#hxl^E#LrVW1mbJsbsK6UB
z0-2jl_8Y=o95@rnjhhZ-4M!Iqh%{!Om+$}d#x4gM0}wH0LxBy>6^!@+!4^E^zuv#P
zZ=R1+ruUsw(p|OAb<LE20!DJfy(g#~l1OPMIJ&Wf(2|ro^I4&bqZD>Yo0S*vH*Kdc
z0J?%8q-#$V7|@wnkc5QlK0D9X+rIoVpZ#v(``L>_t>o0EmgZB-fUtOqJ>j%LH4TKm
zV&E23^c0H<sd*<J**Ncr9j9R~FC&NuULk5Ba414b2;7*UuwsUW9f1|^59eyEzdLf(
zvtx0WjvD3Pw*xT<3o*u8MLBzriu|jDZ<U;ZE-QD=l{nZsAC~>jji82uXdKeq2oHlf
zQX7#%PQwx>#Rk9IY@8Z;o#WLx#eqksxHzgw48c8)5Fo{X%?%lgV`V4vSR);T)Vmcg
z2ki-8mCgBQJ<C+eWk3Sy0+f-WZZ5}mF1t3nbDIt<X_9x{Hh)vqN{#X3(P6lX0~Ckg
zi~-RmFgrQf?n!M2?atoDu%#`pn>T!o{SP3e4-mZ>K=_xnclbQKGWnTFrQMWU@n_rC
zZ))uxhoz#>I9WZRjlG%n;|#~#MFCSk96l$=%U;7Vzhv5Y3|St9j4+b3!N2Zh)tj((
zwNjm(b?&K!2bN@5x{t^B;fb9nQjR`Y)Fa9AZIW}OEl&;?>ck$J{G@aC+Huc=d4U!m
z4MFUvhaFkP-SfM8c5Sky{rzx5!czLp@o@-zXHfZR(fXf1+z`ok|21uM_mZX<mgho^
zCF7p91Je(98c{$3af9ILWpbFDatoiH!-}t&``UW-|2|xEEO#n(ix8g{_<cO=eUSqm
zmC89G`vurOh|N3Q>sXAV)8hS8T8)FUPTvsRB&0=Mkp!4<j)4~Ei6Sav6*ipR$<>SI
znt$z%sz02owpG+o=m>QikwDzvPrsM3l#|Dm4v6}s?>O{Pd9@Ksn#IG5R7NKOz~g)P
zW<XmB!&E+V<vt9N;IHxMaUJ&Ok1Z;iHEuO<g~3r4+L#cFJ!?wI%?+YapE+zKwpiP0
z-_Z#g7Md7<Ip6oz$3B~eozh;C`$nBRSVOe=In$%y#zz`7Y-aN3bH0dozG{!#vHXeW
zXzY3Jud~`3soRK{KOVs&7MbqFXyhBUc)2m-UVg>0&vuU^29}?xxj$|osG&t}TsQE8
zpe^=?{bsX0-@B}MOZHlyI+Hi|quN5L=TXrEqP8JQ3aN@)w`~_5hkdh({n4U3t0q3*
zwAFkgjgElsbin5A>O}()go0oQgog153yO(jxg`7axLWF*b@dz^Qx1nvAhKN+rA{HD
zJqC$@Z#sE784D{pEFkO0v$E(q?v-mirA>t`-rk%#b>+BU!EX$b^amVLxJ`mR3^kYb
z<lN#tHKaOL!($J}K<D-!|Ba&R=E#rG#HE=Xdc&Ugw`#e=F7xHGts#C^<G@sn@0e^K
z+fj-~Cr$I@xUhK8aCFv^(yLr&9PiYQfpOw3W>O465$%9&VH)fYb9**ij%=89_jWI3
zQ^GnD5Q4@8cb?&tiCEu^8yrvGh>FEI1n32OuDrMGc-lp#afrQ+Dw<Ko4;FKzJoD+Q
z`1{h10`s43vlRPr|6DSK@FkoT^dc-mKh6DecwO2W{fDOmWj?29_~fgtR~8;a5EQdW
zS-~|OR2A5+-nD`~DbRJ!`YU_+%Ea2)+g{p_0Z41X%F7jTIe;sW7==&h_~g;O-?(0V
z6Hr~)^K31*s9MYz2&9TD=uu=b4rM41hjHEdQ7`F|MZzB*Y*$m>zq_e`U!U^f*!x0~
z8h&``!U5k^(n{FYTFn#XXLj2b_H!wD-!jORt6`xepd;|$fT4yWG$czOzNcx}RC(t!
zT)7>rvvcgXD6D^VYVx+wyW|{kK4d3g6QN;Qw`S?LJ#`YAvsSBGYWb9z+b$(YFg%5#
z;XtRo$ZS?gZl!6ci;2XP_}?2_mn1uSF+K$y4IvBKr9NX@<?&P{rvudsEXu-Gh>EDX
zl218F+sFXx6V6`<8B3HoQ~QEd>a{!HJj3)_)%#o*PkXak7cnAWAsoE$BZ}sMjyb3?
za!S%R*x|&-AAhZoOEj7nXMOegQwa&4OKTXBMEy7J7es~on3u)chcX<QQC0FRuT*EO
zbBp|WOMw3TeiW?0b3I6&<4^I8g)Nhs`i!=mulIL&oN$6|gbH;yN$*GBmd@5gX6`bG
z0&M;4e!Ju!m(+Yzcci`7bPuf%ytRN~EGl{qNh!$ML6I3Z%uCPmnMZv3^{ZbV>~WO-
zBxT@G@`w@R>H|*_43k)%<TkzJpDvF+d#qA+IHe?M@^#@+hGz)|B5)jeL1%8%_Xj)^
z5XZw)m}v2{mCbnd+&;=`vxRT2V6E}CEntA+GJ$F*Ly}o>yR>}2wafJz`~9NyAX!DR
zwL7k~P!NLhh;WU;FnFCm_Wg#8PltbEFlJiXxNtPD<IIsQr6d5zO;Gj$k<>?M=oG!S
zyKLd3Sz5Nvk=WoN*Dp4nFW(wbLdexgN=63tIU%_@DP3x&rg)_1=3&9_*KJ?l9c|$`
zq<)18xRDUDmoRCYK_C%3pH{2Y`$cR=T4Atd0?k5FE8J`sIXS}7j;Q89b)sQ5({+WE
zo?19%%`DB>6+Un6CjZUUjv<~T{A@5SDwzVREl~a-%5%d6Fdm-djPtdVvf`CKEVtVy
zb3}(yJ_t1W_M{#QctAA2iBpc)c*QJj{))@}n|f_D)!ZpNlR%6`O=!SJ1&rnp_rOXw
ziJh)~Ub1qnWh(zV#~%{O+Ov4Zy${k*AovRIL?X4EhTVSkEHZL`nL2NWM_HQvRehV;
z`8g9p2%`=&Nlf(kC2kQWFV`y{oKt6ddbc{ITN4wbhM-3`DQZg^_L$ougKg5nu-|<J
z)t}OSD>*E22_8Qd&}e!gwj8={Xdij&MpXAF+dXDSGi|F`>wjc(QJNPq9N}YvBs~b0
zL%Iy=&qc`AieC}A@2|E5HFhO6#&6_P?Qbulv=;(N->6pBzL-<)v1zjgZdaX9H8^f7
zd);PQEH8D}<4?;;E5NUVvyw;z9Q(8*w%qe~?K64X9aPTuX+^q-OPBAsVTdnFhzPh~
z+AKFt-Y1o_-sH2s?7r}Qz2_cf@RLgbS3inW<GkF2z_JEDQS5bzny*1RZ()ngtlvTN
zB>6h82~#rJ4VW)+>l~eHJgphK-6K*vY3D3U)`tAJM%RNt1e~lz|9zZy!wYBlBC4lB
zqr%z6kb!2V{J!USe)*>|<pZZ}_jwx!nsbT&Hxj$M>%Qr><u`RV=5J@em{XUv!khi-
zxW|D85Ye3=Q=N3=I6Yg$J*(#-EBB}NO+l<44KbT&)K+stIdUFw7a;y?FDR&@DA`7m
zJl`LBoL(GkWOl!yzi9gBqbt8t!{GGgIGG4DYNOIzmBGt4-Sa{l{nXbsbHr9eP+t@1
zA0Qg-1&QiVwdLjEZSRf9o)@0^dVhHX%Wk)Y6;7qeEX%q~r`S=$AOImVKtXhJwSZ_=
zL`J8|(==zlX>uoGq!$Pr%KNTN8GQKf!;J<h+r&mBbU_(x!}eK^mqo8{IlH`Q+J&ca
zH<h-%9by~;v8BTG0ai0=ONXWV_Gd3q?z5`V;~mv98|)hhDSN{BI3oMUM57YeMA&p+
zTLml|JiLjPe8TZ*6ZsITTCv6>xZ^vk5#<Hgs_r6|qLgjZzV5WuzqfL);+M8jN=0Nq
zQgecE4w%fOw`|q4E_sn^-^`p13wnk|7I=w0)42ZcpyU+|eHkEzfZ05DPnG&H(?0Q_
zLGCxX3b#~|ThxU{B-HK)2LQPPz&7{9^k%(0eIfB()?M!}mfP($1~~W9Hj#tiofUAM
z4IB)3R|44nn9QMzH;;#j+8&Kw*oDoQKcvKcl~QnU0Io|?tV^;|SeyUu$^E9b1y2Jt
zob+1fgxo%9Mk#Ih^C<QWLY2JQ>GCMB_tAk(Yo9!tujzHN;nIb#Z(jyeUw#Y*lR{k-
z@%xjc5HOxG;@WK5EM#kZpl+q>9Z{pny?+_rM;el8tj!&f7aCK1ayNy;j;p<Ln!PTo
z&`f?!;Y59gM}dC|5A2hz2<oIBP3B%`!FoS&iSmL0|FsL+mn$$lZ6z)*D=RK9F9{d&
zm_vY&kiwH(dH3vbi|{Me?={G|{3J3oHE%*FndnC)UlHh%s|Pe%e@6b9!fDa>dzn&^
z(%*j3acHFTLP;4R&0$HvRYSwvcXJ%MVXO7Ee^k++iX+KuC^T^AI26$(oa#?8ym(o+
z{s-$B3%_0AweRE>&J=80I__~K{y=KrrEB6c3No@7OXA4t4Px`IIql@1l@xfl>}kon
zUlTy6m?7~pb3Qt$RSiY%Z6BC-bvf-K+uLAzX(RfqR^Yz&0u}%m2!(cRNv|4cV6gM1
z?+Kk|-gQTm%l%xJ<KvaAXJdt_$lo|D6!d~S3`9IhHhgHqU1{xWPdV%SWGY6>&vlx;
zPYoP5QGAaRMGMfJj$T)ZC(XSyTd<h#%<eqL?^C2tUVBt1^1GDEc_s!Ws$4u}6&10|
zb4x1h%+ed~$uD8idpvwt+~SoA<3PYFA#N_EC<iITpj3_b&9GE7CTPB1z{QqXvLwmZ
z)9Qd@jo&|56!D|CJ0-7Q&4n?a4EM}*Wih%VG_MtWaI2zUO$fyMXwlJ_ANFXKJO3q7
zuNU(UbcIM=-Mw^V+@{1QD-EGub2qS$tnqHQ*rI47wyUmO1sB(<t*e@LOlX6o-5%z_
zEWsNI9v%3WRK_!A`8+&k`}I@br|g^VuE)W<tRO)n@*fyV(x88{HrrfR&Mm7?(%$Y&
z*>1Y1V+6Z>m>EF?NC@=@rD>5xe06rBbK84(%Iq!#%uC6YI<JPgG9GIy^kRe$Szb~S
znr%R$GtuCkhDo10dZkf{r)^ir`Dy3>x-4(8cpT0=D(*!<9VD!Q7t3QTeCT-ATJyYd
zdHM2;{<V`ef)*S+ezu+&OB5L~<d2Uzv1hr<bBYT{8E)q0447)VGH%oK5y}sN?=v)O
z0#5jJkY@puiOcRq{!ObJqm8%KbS!TFbmq(@U&`M?hY^+Wh(`=Hp<C)zy<qFnW#9Mn
ze)n&;d|Vm#xR!DoG9XY7641ju!0T%zjrDChKKu3Yi!u5#tNNmhj_mY%Om({>eDY{=
zL>WDKd~s=ki7)-={Yj^!J?Nsphv}5bQJ$GwJD8V*fRVWjNbq5P9z%keCtUd>t_3V$
z+3cuwa>$ah73dRm25leoPn5?CJ_Ri1_f(nQ!NlKFq_jVd=pI>g_e{qs=7C7rI+j{V
z2qZ4YKMImhfdG2m$$_h>t0l}T3w-~9l3CP57Y<mDb=yBR=t!+RRX@)>V1wo)&o4u_
zjQ<OS)*bH$CzafpaBMjFaM4+Z><uo-7i%mm{yA{)Hgqm4pg2Qc_)Be5uvJNCV@%EB
zQ>!gaeT0qwlrfLx204+i9+c3;yBe+#(w=rKZh!W2r=v>!E^;I3iiO($;Bc)J%oMVY
zbxt*{X?vXhjqk@k80tI=pEo!wpGv!?FFml!K%-DAXL};NO{`+8YGsC<!LK;|h=SrH
zat}^z3F%wHJQ$JQ%^($wCkGnjWc|5Z^CP5o#&X^d&Yh3vGlP(`n<O1Y?FL|?sD?k7
z<xi%8_@6+*SF0Apv#zZks2DK&2Z<U>lCgg5?$+I^mPaT5zI3Ei;@3Pk!S)9-(*FPm
zdk8rs(59kc*;B4)Ch3R8nw{5-s6V+RCQR}ExH}Q;dQTZeIn0(r3p>ZjYU1e5xtryd
z$}i*iVaoKTFB^VAu#IGHS3JNaa!KA!`RNrEjU;}G40h}sL9hh0T1MwK)u}7y!|?}4
z56EKImL0B-;$HLo-0P!Xm|ud92F5Wszd)bia(HIys}An_fe!BsA|-@MeC!T9{!bL)
zsUu6>iBDU8shD3+scz_tZ%ys6$Hqf`g8h`nKK62in~2a6@KHB~P4!vN8St@Vna-8p
zF=B6fc8>ldmq>{O-xLuqBU2Qz*nnUfb8=?+d{Ub4l)q9D2Y1f$;`8$iC;u~LI94vG
z8Wu9<5Gk!UDm%h%Pumn=a`w`pPkc9A0%`U%=fQg)n32SV?SvBM5HTrgyz8*e@Kfye
zukUQwdCm(S-=Ujx<FV}+3_^i$xX7+d#0oL`o#r0gcz5Z8kqXNf3Td68q4o_1Mpbk$
z7-q=hCk_cCD0K$+b|HEjAmGw7^H>s|CsT5?EYxMS@v&dr(+0)_F+|H?cactN`oSK{
z+`~-6oH<%1Y2_V%Hrg#EeU@+Oq19AK5$)p%&{$G}(}@87J)S%gzO=t8e!UevygKxW
z5)cm*zhKZYFs==>{zXBe^`hOYMtQr>9;o=eWrPVsPZJVnnBHjYRISH->(}R<j<)?d
z_3>ei9g$;an;46Z!+0F8&Ddg*HN5b9>X6IoZOf}91t_l~u7NY=>YGC`6PWi~6`W3%
z7I2=wpp^ZdCF@z-sjt%Xcfs`thKh6-FDK~O+V=X2SLDkFb7bWYW^c81H$C`$X&dz>
z2tla%$TtM76s~mDKPlkc+lz(fHwQ$Wt`3@>ls&=25RO4bNDLZ3=5&USy`A0tKygLb
z*RX*@U5PSM7$Xv87L#ehQM>jhS?^SyJ&-x4HqoM2HBN5H>T!?4Z{yc61o0rPCsdN>
zNP=_m7U?3x{2J+XOK(q-3t)Vl288VB(ndKzVAi`>x%yx~ZvlJRHAB9+KhBv)1nx^$
z?{Aty$KYk5DB=UjYlz{kWzv_8vQo3#ZiLEnHW-<GJS$d3d023=ARt)>f(69??gNbg
zAcNEz)0nMiH2?Ggl`<~&^hZI?XZm!D=*At&Ifiq?luGBNxMikFow3zHpUYc^?{r+#
z<xr-=%=jSa6`*jz3Mk(3nqF|xosrBbeIig^Qeo)4TzgCHF`JuL=~pyP?M8S4@uERs
z)^G;M(xtEUH76|&wMnh~RV=+W^{#htG4<X!gya|)%i6=7X4HN>T;jLb;I#bD3%d^=
z?yYE?%LF0HuNW#Yk=%jZ=nDCF55E;&e){$E!poy|ALK^fr*5!q?4A$~*BNA(BE=8n
z3Jr@6Nk|N=ihu5(#g`Czv%5#RYUuuiI2V-OgB)W-*-5tht<xhKEe@++hpq`ZUi+eA
z+FrVSOuiv8U38bhXTZ6zRSnW!)@_{2DfI)I!!24-8Jl!AXxw0AjRoZ^N0I<?>S&;b
zoaFWv3Y5(|+Zn*&QNb5g!Kbk8&NwJ>oMG#MZ9{y7#+@IPhWD4nNMY)e3_b3)&a!wA
zMu&jJ2bNi~bBWPZ5f<a5!s~2U%eI4OXH64R{y{As#p_EXgHz6EqyxiF!3yVOC^ok2
z?PJ@rQs_#<_O_o>c&PnN0wH+hAq(7c46?~UYDe~`sL&@541ajF1_gY*9@77woY!~|
zraU}#eLLGP<-G~6{BIuW31o1O%%Pq{u@}+?KwBIIwW80-HJv|KT6aaV_QN};^_BsK
ze21vV!G%KTFE}kKnIn2HFC>Q7_?}ptg5fiPfj@G5e_yoF0q`K)P?X0Fttu405P92J
zlG@Dc0n%Q}?`cf$s$gM_l!`UI$OI(C0cx^~@%koO#tYk+ExB2_J$AC}>AU)cj$@BQ
zcpF0a&^`kBQi!|>JdbeIA(N>QmUdl9@zY%Ap7&Kby0xI0LXn;8DGFZv&OquG$SFOw
z@N60N#}`xvm*t4fP!QTtrsqt;d>~C42BX`BHpN}HetanB$alLcFv;Rl-7MAZl+6T>
z+JM|fyO#>bMcD*>n?BgO+qvV8U9IHFjL|CsN@G7vUd(P#e1ivF7{7SdiaU#*N?vwu
z$qL{;cxe6{1@An8|3+fDRZAAVptUY6{&DPfkF>ZlyJ_7K>Tyu3@cYpP&ONG;!min0
ztrRQhvywRY!*RXE)eS3B&r!iNAN*l5d_uT`QB)0+OfcVWUCXNz!FBG{3!l}01g(}+
zmnwn~#hRciz`c)~(x@Z>i~For+{^#rU20zW38@!{&-Vyt)87F=NGRhG4SZ5B6m}lV
znz6Fb^XcPJX}=fcPfpyc7<&VtD1|}b^f_5OVF9bRl+IjzvLi#!xi7=i_wu^lPjAUb
z{hTde%UM#wip=vM{NLZR=ROE~qv=pM`DfGDttr-4RdXrlq@T01HFza0!AfudS39vz
zL}de3AINQVTKSyuo|KHYiD%maF6hwNVCXP1Rn6WO;#^SwFEK0HdxbM+his=;@u$&C
zM{m98Nuy7Y9EnuUAm1A&<R&v}rp%U69etDV=aPepeHP1#mny3)R??9W*94{05}f9!
z*9<tA{BTZhBEk=@=gz_#0tF!rnq1dcIMxj*81wQ~=}}-8PdgwCf)@nE!hSzUb41{b
z=6dn!>wK-aWPz+oH7RrXqnyQ}lh!eV$jW6#rQ!1Q9lRa~JD;>$eh&zDD$tVU+(0RF
ze$-g>GGe3@qGG^Cty1H{&6hX4J?vXD>h<7MRNFQx<C_kmZc<W;U{V&3?}mzSoq5lB
zf3?fB-~!s5m$}UIqcEr*1v2;!NRE8<_HDm3(7(QIk$mHiXkPMu!u#k_Iiy5OT$v?b
z96#meUtY5GxuD_U^{?OO9(5sp9@X>U_5`$XgCr0*IwUUz);pNgxg^}=Z{+EU&t?Ad
z>oq=dJQ~ATK#Utn!Ex!4!&@8^ex$uxwk~+j+~bQ6vWn>+qt8hmtR);mPqe@f#QqNF
zJS&Yuk8KN^e6!Bp^HOG0{9k3?9guVP{{Jp36-7l7Nr|GgH&QAy4H8OwPwqA<4XYv{
zO%0Kil#Enpi4+ZqQc6n;6-C1DI`47ccb>=h`TYL6|2ePwI_JF4xz4q(d<GRl;sx%9
z=NZwkKIzxjHa3Ot3;i+g>cXY9rfGqWmdv9eNyr;MH?bl`87yRrs(@Je;q;*8nvT;Q
zZmu}?K~bD(JaSKh!wETI@pes=SkDwwk6m0hGb)Q$)wWR7to>^c`_xz4%F-BrK{z2v
zIJ5F${i5Z7_Ugv8Tf2IebkARDeZOrh>6Au04&@L)f`lkyoH&H)fNYD@5Nvjny<1z}
z-Tk$4lN`%ioNmAL$u?(DBZU*9HYv6?DEpCkT+qx>r?#t#JgnolRCAjDIhHcRQI2KI
zXt`Q-yV?Wg`$}hNwD^L1-o<18M3F@UFn+_{VP2D+N|zt%^<Q>cCZn5iwUK!=uH6wV
z1gTJjW~%KMrJR;-RKC1cdu*NR-0KUt5=c=Jt({Z}L0p2Ac_J@$p-Wq5Sx})Fgb{k_
z*^9l73f1LdP$8^qgmwrZ7e{}>qK+rR7Khr~JGzMfPTs8kSt{x#i;J!e`Su`MgwLMj
zzr^G&`Bbm&(N_%G8a-s5VAhq?wlR|w?h(L^v?zJG;i+l-d%}fcf)4ZDlaRT!w$5g3
zpyqZUV`9*K0VE81^Ta>qh9wkh)yu{vC$H%WF^FFlCuXeg6Ttuz&mwX4P#A}z5|;P4
z*4(*EuWLq6a*Ozx&%bAO_L0UKG&QI+=Lsbl2x}}}h^H|(v}0`Eyyre!Bh9CO_-d}i
zl0$MrG#>eTl#qYZ8@M34sSFeI?wIFqc>38r*0lQ$r8<_oJP$r`hA}g;x<1@GOD{b4
z6^Z_Y`o-rp&CqbVAD3Fz^W!}7ocH*eZj*s8I7KL#PZ)Lx9R8W0K(%aN@5~SB<2#k?
zdfYX1QhG1gSu>~+Nt5)bAj*D))unapDamHt#41!D7p#+X?`GS`O$G}3G?BJqI7jH(
zVmUtVSCn0SDEK>UUgE5smTy-|B^fh~heowXZ*c)}k1S(!!pv2ocG*~{^>)q2O2HNF
zww@bEwGFKW*+B4c8S)6xKmfp`O+Lq*_-NI-iSI#EqR#k?8S5`Ftpx52>RyL?#$n57
z*t{$aRaKvlmfi~sW7&c(c}8l@T+Emf>3s)(H&(aaL4dE&l<U*+&9TdVRPXrm<39P+
zdxBSjbPED|fEz|ci4f)y8s;k1xQ07(pZ~%>r?)o7g8n5HOGuY04#fEd66W#C55IU=
zcJB+>jiR?DKb-lYc2D!y?WSiJl>?}00X39t4!yx}s}JsJiN8rp>uEP{Gds6#$(V7L
zuzkul>WazApim*AiUx7Ll<K3~y}slGAJZ*njqT&GwE1bUf&6nAOgF1jrZbt43qN*R
zyQD_1Z`B&~?=U{FeQGQ<9J;|HhbXabl8s?^`rp3QNbEJ%yY_wi;Ix8@JjwWb6hH+9
z4_HEfI*JkTC?yZ9nR7(9`P9vEj|<vE*EVocPnayzU^sjz^${(ZiX+4(9d=o!aI!df
zmsC)8p6azkr%jVckAo*b36=y)X8<^^&GFTr{3EjC_NpPNW8P^ete*&x6O#kyBVp?&
z-8CRT;*}<+of+56yc4gsb%VM<cB|geHFs_Mm@xSHLmdiU&A*%Ve51-_9qW93)vEg}
z8zRq-Qsa~uUw{(d$p;;A73jHs<8@H=ozP!e3-8!pezAl1jW|mb>ErPPgE7OeMwS*t
ztVkN$+R<-N9<gzAw2X<+ft<^ev@@Slw+TQLAsT#8x=$5r;gzwoiPP1wvO6MD)_wg@
zb6W`+dxHp3Zx_*VhBz#vD^=@6ZFh?fUzz7$x_E$Heam6$WKjq>y^QZ^DS7Fmqsh)A
zbM}vlbLg5lS*xUxK0ibOvdZbw3$B_dD`L;9%6>X5vKKz0c7^wM*B#xqlV^1qJ4a-7
zz`bCqa3Y-Dqa}6Lu5aeCy5Zh<C(9I`FR4rjqPPLU8c26Awt%fdzpOyXI<r6I>)GwS
zr`*N8NNovC3%Px%9+Du_f_Dmp*v~N+U8jG~@b}v0QWjiQUuC>xHfb_O5E=;gxa|ij
ze$cSUL35Ti6+M1UnH2FA<FVRzGDZv-Gol)bGrc5=SZs`I&A|)Y7Pf+H^9zp%&E92G
zLp`YI@5vtI_-zFJ8)|vyN(ptYTFhz~zkn-8BfawY96yQza0J}50ByvnYqg$Dt!{X=
z`LDWnbA_Uwv@2V4c9AwjPk9At#E?;k5%?BJ_ukZDWqPXg$kbJ1&$j%0J-+Mwd(j!>
ze}iilDs3Uz2U3>FPLPxchS;Lt#}0Y7%BebGyyb^x^*z5kWvSsTCMeU3CJDw6PY2LB
zknE3V&bL%^X}axI;orOPGVg06vo}po&Tunfna(W<5OKRZFnR4%H||TyVdlcu!~zyd
z7%>5;X8@#EWCFvSYr+-=TWb|9T1u;yJ`^S-B)yNiAZS_m>rQiUL^&&j1-$uL66f4E
zJ?xg*0Rrh&yILw{%#$SlUrAn4R!&wHq!q9t;a)@<W+h>vxXM#h+PPjZ?fR|nv$iX@
z_%IEZms7yK2+S7{-e~AfiS4+lwyk4ddHt?OXZ<*KzUe%(*O-#^5g~-6o&!P#fkTEF
z_F3+^@iL3$=N-K@dYkkweV@|$i;0|q95`f&pfS)-@c=qvn+JnA*0kK~2o;udsou6d
z^4zD;Dp@9+l7bA$D?NQ|A;*W@YxTU7{zfwe7nGb--Lb8JwyXG(sS*PvCoKbK4!<>E
zp9fWwM727<l2nWyU4K;B!-<oJ_TY|xaWMm>EDf9j+Sd_l!hIcT!9i<NeTv=gCVkf~
z{K)emPS{bK0RUwO^h?m`!AeNAsUh-`u|BKHBNiWDl<l&yw&y(BTlbx>;vxe`209XQ
z2UL4wvvwWm9`>~=UlVol`1>ffjh$1dCkZy37%eaNFJG#BP+6uT#@*QLV?|&7N1o2Y
z5m!o11|ZP{oXUJBP1E@^S~{yaOs`iBsJt^C6Ihb8k<OiP2(*HRP)JhKLf%JYj2pN5
znkn>RZCR|`T90QNUGMvzYJSF84*1w@BvIxdGpE8zF}WA{jh+I|ItydB<fxlYp5ajR
z2Zoukk^Y+SyWxsfGSOAdX?-1srtB<|Ykt|vi~>s*o=XR^<;3Ge!w&D|&aP;4PE8H0
zoRaw7@#zUJZl;e#Z*50PO+<aSBE85)Jt;}e8<@3Y>i)}HGxHvic0Etn4V)BE1WDKt
z&z%6KO2a~oDq?$iQYO``Js-e1ujBcq)?TI)OUF?4$B1LTICVkI3-i~d*ZPywdNQxy
za~l&eW30>8+tQk>R_cKVCKDjx>IDrS%erfR+_-ye%8_UzZ^;j&V*{TZo<&NQ^(6&0
zB!Xb^byDTRKYns}e4Z2&lyfxwY>-wxgBHYj+TtxaP+q!>yfnsrieEnNqWWmc=<Fvw
zte577H(sXn8Q23fTn?fs@HBQgS!ryYn$zpJ+KYbY&*)Sgh%5*@R~5^2SkZ9A!tvqq
zkRZpt$m3#}S%Xpj%LgZ(<d5)j7<G?KoQxvcXrdf74O1`Ox4)w6?#c*Zi8qHj+5Am%
zI&7GRBaa|1)DWkcyw}1{_lxM?pM~)~<4<ET&8Rx(G;GHJIl4K3g%+j9;b#XzTyYy{
z>B9MG6>KXub`1=yJGTGPhlfdC3m70mJ|kEG6a{pFKIg7hn1thPscP4ZH$Ow#29$og
zE?AZ58~P`P<WuN50_(gIRyr?w=|LUE-ula})3xfm4Uh9qk@$BE=6alMnWE5;-Oa4^
zZyjw1dgHG=VPOn)R#1>9r9h@`#beSxb~v3?7|?w9^;ydH_j>myuP38b(HX%pcnSoV
z!N`K0OLJF8R1WXTcvd$0B6j5^2i7+Y*BMj@F_Y{N4vT>EjLwvynn4`*Agkjn!TCIs
zMA%L4Pd<H?8RP>NGsHXzW`%gh+{DFmmF}`HsxrTnDDvIX?4H@$$^V8R)N=G%rx=&p
zwVAG8;u@8t(*5hiHdil?9}EN;<$>x-VZ6m2p*spv*9CuFZX&XFlK<N@)&a&y{OmEw
zrA)Hf7M@8B4Luos@ux=Z*DTjEKVvgaDO9jq1Q3shghF6oHpiS^r}p2-HC5lgXT^>>
znHfvnQkDoZ5yE?iGwHa<zDvVy^vd*Kzq__+W3cX>r8QUbZIs?0{}VLP=&#}<CFx&K
z;$P*}Ip^8pv_d@=kKcbH(1S$1yT~A^t2)2nhkT6Lm8i{UM~2p4Q|Vlp!@zi;!-689
z;Mg;<S!~zON!2>DTW-xtG8fED3R}}~-PMT+MfE(wi%Mf|L;Gil^S<eBH2Qp2WZK?b
z$1yKT#)RF%Tkk0-DoPUB&e#c&rVWxaw4$VSMy^g39e&xnEnz>?Uqjp;_`S)@XeP-E
zJN@I}pta7Z`_JqvEy44GH(b1_>(9WUM-q2);U7m<MjBgUQ_yld(slN5bF$wmwrYhM
z{|2TdFfA4yK)AG&JY?Pxy)#i{<Sa|aJnTsQ<GV+#3YqRZbzR|+g}?!1Nh5j7*G!AH
zqgs=dZZt$~opV1?eXfKnWkrBJ0NBKi;KarqGL7NqNzL`ho4a0o(-QG1lWYAJF)xV#
z(VKt}AcKHGV~sw)O%Fd`W^0?~5{S*TV3HZ2&KXz+sI*>&nnJu3?ZX>4?};v>#WdR<
zQ3@TTHHpT#GYC$6DUsEbTpVA~(zEPBt3K5j4>;?+t4(k9{%*nq!vnFMZT+aPMz$r5
zlV1I<py~F;<zioa?FH|b7?cE4$|P(Fnaj-(3h0H8))=RzoA7Xd7`MuAPS~=}HlEd%
zj5k57iqa{Vk4F9n4W0~MwYI4G5M=|w(|Hba$C;jIWKlsypa{;xT%FW5?#i5BzHPdj
zp1Up<(@fXxTIf;2SQnnljXJiHDeb^|!e=)%<ux}sk1LtUv^_fbZAVllWzPb+5_tpA
z-g`n;Ds)UmErm%FBKENN$w|{>Ib-F^s}2pNN?la@cK8aN5&%&~H9P}gt=;Enh1VT|
za5_&{=1fPda!JXHu$6(I4G(ZiA6&wgGUM9wwM_qkHpB%OG1*WG3EOY4IPllRj-Q_K
zs*8=isv>FjgLgZb5Dq}j9l|?ZA@l*-aA+1+34eZRU%5G$+gFP-G%9JsCd#mY7KbD^
z*hPj_oj6h-Hgj4yJv)7fS7dbAO{a1$`<vX9N{3L)`VX_prPtSRIxqCBxcn#o^AXeH
znjf-TQu;E25$`I#Ew~Or?PLADFVl21O`e%*9*iG+o|G!wA1TeWA{1ytgf&B{IKmm}
ze`JYezu9XaNPX12cO;Cx_~Z;qLq&uLR}*X&;dCR`G;1DL=F`pBZB*{slvhixG%EVh
zOc|pQh6a9L<nCZtu;iq%ht~>LO%6V&u-j{T=G5+M27>Q0;+SUkFBk>vp5Kv7vCZGD
zm&FKIX5Z!-NcLo*?mskf!_BHTkU%Dh+XQP)$DQ~V`}T6w$AZM9>HTLl0#2Ee1gOFP
zYJ**HLMt+%Ecl8B&CMli#q(n)bILgXz#$tXqCvx|g2P(#-TajsO5}92qqB2%RI5=I
z2BHHk9tDh~J(L6lj#empZ!YmJ`5U*`fVn`0-UhKfo6pd)4M_sb7`%@FlRNW%(svL2
zZNjV^KZSUUPwKDNKVH?w43m+8w}X0Ukoy9nI`ThhZsv&Goo^VpMM5-2GqSNtjyj^Y
zV0A_oNP2ApD!G_&9?N23+uw|+*XmonGcXNZTfV@()1oVpqz5)$6gCHU7fcU$de^ay
z_p`q^I*82?4P8C+8SU}idDUC#gP~(6QBjU`;+s9*;8&)wd)uA$l}g)wMJNq%x@J!p
zjIJg;IJm8o2pVRRHKv@=*}5}B{`=*!ubK}gPf?ZOxBET;ZHuDCVPb?ls_&9;IxXyK
z0&9fcmx@IJ-d7D%HU1oqq8>@s{r+z2k;4iSmU|NYi<GvGMi2jrqMm;+4Z=d8<Eo__
zJ~K;e$Xv9v_QP`X4R6OOtqAYmzbfE>_R}}lxr@^#kRTZ%UIiPs?cnC#CqX?wEH{d!
z8YvlW-{G=1ao23)rU@{7C<<&uJdzB4$Gm7c9z&1)x->-Zd{el2L{y@XKWhRCIX_Sh
zR3ap^M~l0>*hWg?9Lree)~2niKlG+jMh9X&Xc+ECfP@mTv!a_#1{K=HyPa11B_UxW
zD>mQ5N~!aB(>Y4snh3RZwX($<kbrOqiB*`usj|t!otf-6W)|2=p7_3R`f$gl2~#A5
z31E)I$3@Hw8+5KN?G*idMvXOdh2X|@Li~J31t<_1-wDssK6hWZM7Twm_`J_|c22$Y
z@afAfOLo|M^nSgS)wZ1edG`^yvh)fU%)AxZV3p;u15ZWO3rmVEE?LlG@~wtrxh(DF
z=u}BKVl0SJ;*k}o5$NutZG&I(&fZ9H=$?A}{%i|XPV46rL1exVlV_(lce}TiYD?<=
z<ZW}FUdAFMwsb`OiJ{?K9JP3YPk^XlCySO<-Jhq=-5${D_$GW2ja@yJk`$pfBy#Lg
zZ!MUZu!3NzZh0f&S39bcEwFKo_ArsrqZ4V6qoF1<if|%)eA|`Gx9l&EoT+)GH~-+W
zN4~$>z3C@}paHv%;!PPD@^B!L1(CN!ICwCSqc&%1o1xlQZV#1tK^7C~?NtWH9T|m%
zFX&b^+ly4a@zX<NK6h^B9O3XW6&$7@VCbMhf*m9#KoxxuBak1GhHaR1;_a+&*QXhz
zeox({m~qS2r(2jpAe*10EjX{iM}XqIP?4S{T4Lv2lOdr~b(ixuF7vd=nkIRT91kG~
zmSp8G${&HP>G7v=hDaJ5T@t*0Tg<cZ2ljJ5QNzKDK;&=|naae0^Q-Qyef6a2(aZqd
zWlKArRC}vk8KeNnl?AnPoMGz7v<zG9<p#^P!HNX@8&-Zw890~n{)Fb`Wqr|Hx49;Q
zP$^*C_W)R8cZ+|1&3%}3l>6$nc;8K#G53V9cuM=meP+;<8b6b`{*BsW^=*CiIOj>Z
z9CoQ=*T${8!WBhMpJOIMxYEH&idZYj9X&6`4VA9vc3#lWrntINq~qhGyOgAg6Cp6*
zi-02o(Z=X{BPH~mLN|*-*tEhgN>ht}Zn68w|8NJTzcIm(Kuo0+J^j|{G(GDrC&z{|
z=Sa<s$L3!;Or0_u0byE}z=C~|X9+$hHobCkjPW(0?O)lY>OIG99Q#tfy_9(|Hny(r
zhz-ynpd6)KGkmDlgE@LukL8OV%x|7vaVu7yXZ;LHiNz@qcK~@e;rk$|PhxO!)Ec?v
z%l%B;zSy_vG#u1&_{vNQX{^NIB8suz;d9*gwj*7!e~iyd?4r}_(qmWHna9&hSh&Kq
zL9zIRkYubme$hYt^0sYHR!E3m&ddCHI%4I&!rbWX>+M`D?Xj4v!=1gG(;MqYs-jF-
zCB+jTb9($Mjtuxi9%vfoc}VHO^sz@>7ouMWXe;iRvr)r|k{0k?fJzrAsu~5Rf@lKu
z750Xwyee0)Zd}l~&e%~U@x9T|R%R-su0s_@A&*bqzVw#(OIzeC#7alD?w=V~w8w42
z8Kt~-5C{t_2YbqAA-twwiHOlw@o4#J<3C451SSqg!CY`Pq0}H<kRemjcsMPiwtw$_
zaq4;+=WaFoFp-oUS`+4nL*3xrBVBk3*FP4NN(^L76WPnIbAFS@ML8QvS0Oe42QUd5
zxUU~8%b!-b=vj@q{dt9`Z9NXBZ>zng^imv#_tzzh@Bo)WPqUpPxRg_Vy}!fHy4S|W
zdeo+IXAc$?+(c>HOgJ*%n1($Mc<W^`__+6LF01<tffe^_R9Ux^%W<T;BxxRSzEQ~-
z2Z;AaAJvXuSM;aCVu>L0z>{-R&tL_q5tK-Vvd0LM4-!ssr2`pU$eMU~Gz%`Mz3Aqv
z=Ez&{d)b)_?~HaeMLB$_Go=Va+?~BGNY8{n0jzn>P!#V`#*H<aAA`CMl<`bjCNiZ+
ze`r@Z2>_7<xE5q8TjJS+AhMxu3s~@G0iVL=KrW+c?`SXg3E!xYtcj;1+-O8}5>Z+K
zDS&VjA#6%gX)op!b35^h)cw)1S6iga^7yKvPa0C20<3)k5Z+^WA|a>&;iO}J-e^1|
z#<BcXb7uI3cqzTm>y$i+aCm^Gjk_zjv(V>4#n(~fCNAfyC}Peuk<PA9<1Qb5B<YI;
zb;gBMe*4HYU4(|crQTV*Su*Yl!k{;RU-5qB=mj^fr>#k-k2xpi{{EjpA5<R=N7FD4
zg{6CXUKUviE#I}ShAp(i#Bj=N3gL)b#(<-vdx_U7MF-NxN?JuuT2>J&Ut1^Crnqd<
zp&iTl#IN67edEZZt8^${<qG6Jbd}-sKnV`Sq`wVad+F(9Co^rVIXSIHPSN4fWlGb8
zuI{MgDe=1D4>NxSYlHWrFq*A;;dt)Toy8;kLX#N(kJl8UigS?sY};z~?y0lC1qnCl
zt$ww4&jzDqAzjP}qPPz7|M@XI;WVNG%bp9_t=*%N!$&M?PW|G`Fpe0yY4A6!jV%;v
zL<JP!g-4b*EPJDt_#sc9DRZXhaj5Mva57Vz#QI-gWZ=fZ&glcmHP_;=`<xaV&X2Kb
zv{dC-^&end6-9)5XDiG%YRFbwH!bW)*t-vlVwamzsxfRRRZfUlF*$33C*zdAcdO4(
z>AaQS9a}zqyPMuI{?%-+|AR8FXClf6-{kE*T9~)ic6x_NsPh*q*@$=N|Axgk3b{-C
zFyG4b@(+A%qW+V9DKsT6VEe+CD)U#E`#w0TP?`)E;Y(Kp=zYenpMIl>H4p8%_}wf<
zkFuToW2q>E5%=l%Va7YJ+&gYQcf*BOt_iv7{`OB>$D98~5F`q`LKjNv2W=7yVc!}X
z9(~|aeTdP4mZTclV$Iauf5W;dV?4GujPLmK%{uVih{aBOdZ~Tq+WCJSPRXDYt>_W9
zts$09B3Y3J*(2^Ub85Cvw*4Cz!n>fq0~|gQ4Dqjj9LPrH)-!qBCO;h(u+Sdu6t4YJ
zbSvop_uptJ!JasxaRY&~Uj2yp@<QTqS5&T`ZbI3jzi!0eCPzQB(sPf^`Q(#6`Rz*Q
zfVtx<x0rR$b^f2{M$XCC6H>mQ<%C~R-Q%1u3IbiDx$^h+ja}(CVYT_6{|mK{fmxA%
z)onVsdF_pToR2ptUXtYS`*ibI?X>^-ukh>CpL6*|UQ)}dqHC}2S43AYS4h&p{`wEd
zeBg^!8cCR})Ok4?Vcuvvd}zeQp!TK2-ynbe*hl&Y_A9N{NPfCPBy{Dd<@~X5j?@3+
zpD=x6nw3e_R^Q3h@024-tyX4wr%no_#It|guRo?j|Fjn(vcpU-or@K|JO9(?Nj<O6
zRC9m(ubKSuML!P6S@h{XThUy-@}am|hLp$g1Iz#GFD8D-Y}Qx%^ged}%-~YY9dFA&
z&m**f{s{ib6RCyJj{$MsU;Q>3GRbn$_|d4HG~ejX>t8EXlKx{7G;Hm3ZazDG)8Ua{
zWnHuH7Ctxpve@WvAY$JMmiT13=(0$z*O@Bkb1Yeo@4j+S-Mr_oIAFaX-&omVKefw~
zi$&)IJej>IU;9C>R=fDhl>Z9_0t4Q6)B%&bGkfRsyRSaa^x%?!rqVtv0zcIL1If(5
zEuV($ziv_L&H6TkJ48+LaQ3$L|3Wjkv6a|VP9g5tJA3D}yxr03%%>Z_meSJxamdh}
zf>|?fRZE|x^woz!!Y{(#adFF*Yb>9ak?|kI(b**SS?c$`Rl&irzg8yf<1)-Ix=@&}
znEZDzg&NPla8bZhY>nDdRqrzS()Cv%F7$6G2v2fhm?W@{V=0T~zVGs&ov2uHkk9Py
zorKwze}&>AIq`*{hQV8*ON+ZEw=8yj&Lep2Qv)y8`O5!5;;(C!w(<j>Z5lP*qPq-w
zN7tIpI=PtpZ#Xh+8(F{+CmPQ77@qVob-;5j_owKB{qDM6g_r11ynY;^o)S_g5+d-*
zgz}1*;aA0G^{3CidpgLR%~IFB&ygld=_mA79N=6=mP&dlSsErXa?RkHVGozkkG|Kt
z65P*aKlZ*&(Zd^fpb$%v7$q`e>dA{gorpZSe0QSQa7BmjEo@yjWeWA$=Z9ozaGgOm
zBxDf}S;$(Ct+uXoO8+H!@s`GtGwH%_$p6QO;zBLavjG#+ICHTmZnKH)e6Qa5b5;2j
z<WBw|#}c7PgtCH;5$IP$u^y~?^QBYk<`<-Bhi=kuE4_6@L!@{z1tL-(DZ2*E$JW*Z
zJ7*Y~{@_(Z@ihm*7Tx3ZUpR_)6-^wEj1%BfgFK;dxyG31Pjy%OebHW-A*7i#>)=aD
zF$awbrB#B(5$Rx1$Ps!1V`Y^uS53Llc)WW&sx$U^<>lBu-W$|^yGtUguq(*EVE>VX
zj50u3?sKJKM!Ck^5oK0t10h>4RL%`q{F!YL_27ZNMmTQp_GQS{3+bygtf4h!L8Qp7
z3pJ<L2BddBvd}r)wuC{3h}Us}DG^;x>DeI$XBOSqATK^$ZQ=I-W23wpXYCFu)dL8@
zzmsLw@zYN#iYWA&Fg_ujLqQp%`L)Ns;S!cy9XXrD@IVNs;)`TTKKj4@gnm#lozmE%
zsYVATg+5~WA-80T!DCuV9n<9Lv%qCXLR*DNFz0FL=g!}-yhM8Ey?~4W_P`4*9E$Dg
z|Mm}v<xqcs{aUf_?XxFi99*XqFZe{>kaZl3P53tu1t6qdu%luRQ?%>kddeeqEsd@F
zXngC{`hKlb3?#DGLtPJuTY-{x;G;us8B44x<;tF9qv0*)(}HGA*)=C=^-ih~782aS
zcmu`=l(a+k6h}H)yQV^b`uX<tsuwdfg!O#~JYq%jn8-l>9!v?9*+bT5$StHozOgs9
zXQz9VrLGw<vbGBv>s+0-JeAUM5iJCyjs){A-szA0cGOE^iz4R>juSrnU)ZJEzx{(A
zVXKC#Ko-%`Pc!uloB!#$uhYW^wW_D<MPqMN{{bN?|A67q9YTQMqT;4;Z2$3OGm}(>
z%;uu5d*w?vyf=1y$^Qos{Q97U!=0c4{z>c3$^08}Z?d>LLR*FwKKW{!5H;12dd*>V
z4qjGd$!AFgd2G<9f#<&2*k;z!ZL>srtSvqn$R1#jVH)cSPB&L5M?JpB`u+jYh?#yX
z!WNXSV@)b_%A>R(_;cJR2P+{fLc!c{efZIUVwSZ>mo8UHe?YPJis4FuV^0}W2oSMz
zWaq|NZfDCsdo}a><Zn8DwPwz0*F#73{{*1qXH@A9P6mWH+G2y3?Bsqv`tIRg+|hYi
z=%<)S$qPzxpwEo>`w4zwGB)8mwkJ>N=L(atg~kB^?D8z7w`Vd4;!z}EOT+CI$dZmy
zr%(FtuM=-PxTIpch8^d1zUiM$;+eLYuyZoG&XR;AXYw?kHD47uK0RxR%~-aQH`7UA
z3eKlO5r{Y%*zyAXe06~`uMe**?T?sdstUf3xJB6pU|~#120y|%kBp@Pw&95{dtW$@
zPqc^F&e8^rE#h`xY8dOH8&?U<8j9gyEZrj)QU-Z;)gI3Z%$EyWroqWUnJ$4C7^Mh*
z5d;x|nhDPq6Q`5KVn3dccq+z{CZBXrhi|R^!IH<TPB2kJjx<s<qE8ij(*7+ClTtJZ
zXpgB?cA3c%#T#~-8RG-N41_I)tTA`t(>nJOw)&wbpGIB;KEKP6koAJ{Nx%#lrdX!3
z4K!?8o1~9**Xb(VYx1^NZ5ky$=Hyf{sGztN`ZZ$IEywyQ@}J-N*)H<tT+}PRgj&`s
zL5s%!M4=oV+<!}WG$u`YJ-9m(t2iN1fAVd7vub4PH_F0?W`{g7<T)Y>?3h@6JkWLB
zMOSfix8seLdNVscHaR95$chLT3e68uL8VzRR?)2S+O=0l<1U_jV6i`Sb?dqzZYBt_
z#nK;e53v8E=M%QzO3D)1wt(|J(GBx<j{eG#6Ao`;pokMd_i7*|9R+X|^|wfMbv@Dw
z+w<e`T6^(eJ8Ka#&mVDR!XX3sr}(oDQ5?A$bunDRA}VRQ!7tqQ1oGeFm#0n--U<!g
zViZz9*j62|<K~9LQ>yl^%{FYznb!RbOP6X0B&YPx;dCpu1NLCv`G)7xS&NlEJDwSS
zX;>PlQ8|kl2PQ=bU_oXE!nio6hD)n1@}A$q$asbKFHEhxHcT~R9?$4ZgqlIF7!GX6
zs`FfYM8fjn`4{WAUtMo8%siS5&LzGdX}>$S#$j{l?`x@<H}tosB(aRVefD$9zhF>U
zInm#eI4xWoD`TcK2J>z_knrRgRy9j6;&eX&^HP?yf|CNKRTuKgp*t-ni-nv!o)htf
zT})tY+@7h{3Sxea_M|QV5b##uq0vxH#MvEcYx+yNcn}Hf5F|3C@n_M(){=)`L(My`
z2<Lq~)lfyMxPY{khu{UWW{=s+2AV`&V{h#6L0;{=6+=$~SxN2-1DXB4z97g!EdG3x
z#)rBY+?}omwX|cFT})fE?$%}cD#(y2<P|67cFfz8cZJML!4Uopu3oa{{cOVT1?JGl
zQ>PpbJvfR8{(?;&it#s*7kn!EEJ3_f{M||0{#Npnz>EmP9=ah`jzs-I+!`&XfE_G<
zEwX%Xd)k9>{<(>J*IZs`)Jw{VAg5DdYH%L$4g!FO>Hye=&BZ(~*m^5d)${{=VyDSO
z$=)Uv=!qCIRRYh0BeucMMeo5>ml|)0c@hq*6N~3_PIulzE{mweOeWAm2`NdcLM20H
zI&oZ^%T6#wTOhtv<#56K)iMDEs{e*2i(}9*`6ay@2bW-q+~SWduDR~8ZVff`ng}4C
zE%11NNzn$Hg5r@Dm`A6S;mJ@H@wN*lX{lN-RLg(+6imb+M;0haWV@1e;olS&Oj@%R
zd!Cwp)g=DOx6H4kQG(LLh~O_!JAJ{&0ul^nmQ}#Dy<uMSivjsWzrz+9CvQJkN|8XH
z2nD+!Q4aUb(y&$j_GZ_)3nMs>u1a2Td_Vu0{rAbsLs6jqnKY>Kuh(f=?^m(5aBXDx
z7j2#c8=m>ypZNc9(eR#M9yCYH`?dW}hj;7aCpRxlZ4WC{t516Qd*Wyx>VIo%bHelA
z^rla~V!D5}Qc%v8k1F($pwxli4M~#_rtFS;ZZCyw+ABV9I5Kcf=BA->r=0Cl`Jwdj
z9_}bEnaIk8vxR>KOkTjuLZoK-77d%~;)FqSk1^9qQe=gtk_ft-ih>|%_*qs^z&0PX
zZ7Q#G-JWrMV~ekHVV(WlCgDG6!AAp$nt@Wnj(BL(>RUAmgbNig;Y*%h6S;SjZfpiU
z6dwvtIW9BEVHPdc!+`?1@AO38`1Fio?U;cRX`KNCI=FC=30aMNkJ%r6?NI8e3wFDi
zV$ULUY~0QyQ=UFCqU02wc21?^&@Ubm;Sc*XI=$O#@2r<s!p-e{cCPNshh(lBqK3D9
z0jV8z+J(d73SSkk29v*CZBJTfvp~v?Qw=f&GiQDJx#%RFB$5gVUm~fTQ34fqPBm?t
zNkw{T?E*=$HOCZ>8as=c{~d;#2668lX0%Uvw-W!Omn`Gseu<6jIUHPztp5ZOd%{#Q
zgNE4(UoeP?5t+SXnBC#X)v*<VXYc9$JB$bfB<nahf^)LXRzITP!(71~0qjaUlVxaq
zQf#DK2KI$qp&jJ7!5%``B^*r`C^AC|W5jg?K?8kJI~x@_Wjo;h?t5p&-{`Yr88+P#
zpm}#F>`{{8!#^kUkAFn}Ag!n*EpIKSf;~+V8vM{apmi*WTeLm7;jH6%?yvvnKOnS~
zvVw|&jFJ^L>HggHx<M=%w{@!bt1oe4`;g!nO`-o33K`ZGym1fqX}-k5^L)S6KP~C{
zu&t40h2T&J8FlOhJPo(C(FIDxxuD%L5}Ht0&6U0HR0nLiT1I|yHE+dQqr;xRr;amS
z7)7-$U=MAnRya*r7Pj^u4{uvm*4TSb@Kbe9W9KJws-DnXjWnjfHseLi!8C#1L|<%|
zpJbDf+Q?9SNg4;M^@C}Tr3ym+2_p+8Gd-i2`I%SmetECCfBBJ|h?s6hcyv)N>5%e5
z^cZxIhnJGsp&j?HubLk^<Tc!|TsF?nuj1vuc2JMvL>L7jx!kDkQn#y$b$0^O2YYi`
z8eUGD6hm=m9EZwFkRcjmC6o5!iVF+Fs=4%+{&+bmSetcr+H8u?0m4q6z9&fABaWRl
zB;_ht%3{&8oo09Cw7-_Iog=t%Bc}M&c=`^;rT~<lSxf&D(n@t|k$Ira!5V3qUA(_a
z&iLjTv2t}zKtdfEl4Fw7+<G&4>T4yZd2y=YvBRd{j|-RNk+IuoAAyz+>ahyF_?VUY
zoj){#y_SomAFMS#{W^MM!XA!8)Z+snqCP16KdK{6kfC90-=r2lpQ+UOQTY75y7|Mj
zWxMT2NgC0ipC%MRMIEWTdMuL@_@kw{;%j!rS@X>sWIIfn{}2S1Qt{9u+)RfQ1PCJO
z-lRT0JWDG;{q(gSmD^9(-43BxH$d<|$2l94dx&xgIP6{2iX=sy#kqk|KV+oSlnv7A
zDhC<chGZpTHPCz24VpGW9ao5~2K9hN<TQ3D#lH5Tv+2XZy}r_kFR$rPIK~Giwg6x*
zmcF<qhy`*Q3Dz3APr2=~Sb=A6!)enu2Pr1!i88aG=ND*5xET_+#am&6^P9hHhc7F>
z^x!7}pOBLdoBK$cr5BEX!v~@-S)hfKukTc^DqPrzt@CKM8EDDyjTht@C$(pUA-)oI
zF<o&xBW4j@XXzPv$-2=>kT-VW<7sLerafUSh=4HGLD#l<hQn3#8x76{79V$gu>8oI
zgju34|9~M)mO2f~YOibVsgjw`^1kE})aw#-<)XrN7*iu!Gomkr9Ky&%=IN%X^LFO5
z&nr$jKh2+aF?M>_98!lvC{TH+)i7OuoS)j+DyU%jCoXP(Z~RM5A!x{YrGUhd62ZV+
z#w3~0RAd&hC6!h)GveiwI8!n_V?(EHRJ%8<9ms$o4oKv!Lwhx6!WR8i>Z0uKxVqhS
z{k&tmZi}>z2?Sa(5RB7AeQ1m?#B*w}vc?7#-@xn-jl9_oK7uR$72swCN#k%sXp*wB
zSj1TKEB(a_tyX<b6c7u!zR;!PN!q`okPhuDX@x~pbRHYlvoMvF=xIw+)!wptWa+=t
z*$4G<Gdte7f7CQwwk67Z-oPWF6})p=segwAW8~u@ieNbU!Y9JxebH9i%33O8x|gbV
z?ViKh+y7bT)LVyTp(&GlsYlNf<?oWUKyZ))X$FQnM)sOj!qztxEfxP+lMt6_TU*gL
zHsjP=bMoSQ%PW8_e4jl8(zt-S4z}=Bw=JGtNi1wwXvw9^ZgZH2mBpW=g~rk!4s=~n
zkS1ijapXPUoZR?f>dVqpo73CQaRn3~CIe0INEv!~G^71%-ufAxif`jy^v;vqdaCGE
z@5|%zro>(#gf#AO!UK9xvRi5E)8OLitVRiOWtBgw$1gAU99m5d#+M4ag&Q;A!jeIa
zDDecILn0ZR^Gffg+S5w21Gdg-JEq#i-z}3*ifQ!w!2E1Obw^6xm626~WNa0A6<I7O
z<hJIq6T_BlgF<})pTE(@B;_~#IR{+6WKK$rT<6#scZ+*Q_f+MOfF{jP_hd}Q{s5uR
zjw;-N8v@8;uI%~Wbt?IiM(wX@oKr43nEiRp#y=2vvWk_vFDBuhoOv~1pVa!|_MJ0D
zH!3w>?c@AoEdCHeVhcO~KnIKGJ&s-Rn*3FC!wwJg@XFLFLc-*eOWz5UmWPVQ5h=Db
zEc}kW&%ujxI;>YbNX`|b6>HO^6#pPXbzO&JNOk2Kzji=*<f&n%XUy$>i`Jbomt{&w
zcM6@*KLjRp*1=7&;NiK|r=n~xDYTy28UCPTr@^*K-G30I(uLux!9xXsrP6ZE^L7m8
zrhEU&T@ogK%~kBvO*RtaXannUh6pUw!w6IotfS>Y0?oCsFX@_IT|n-T+W8$NCDd3{
zEtF`DAc;HG<xy6yA9wgj*@|$^6(1xISI!CV)I0LJZvp_X)<Z?uk>Z}N<k_T~R>dXT
zcBp5$MK6qN?;vF`st^rbivX>EA36cpj<Br~XCnMByq6w-5*A?`G2Y6ym!bnj03f^<
zMP9;(bca{DU(fr9nyXsx%;R^J&Ya^@JJ#4u8d2~j@pRoyK@MxZu0HER=jc(nuS$hu
zZ0EH4PWX{lDtstPeWF|^*ww&aCX-4Qywo~TJ9VF*4*UD%3Wtd~_!5t(1DTaXb=kqC
zEHDRMdTViNsiNzzPQ_RA76z7!-&y8Dnkx_xu{JUS5kgeK(}Mk2We`(;W^BXCrdbWM
zbGFYB)Z`|u1~A?pMfCwMBCUVq+pAd6ZdX<RAlKVz_Plj#Gi&SLIW45mjmVWE{v4kZ
zG%lO3P_8F)e{*PZNAuxR{`(~=D{15&0S&Z6l<9>4$YKUPrYt?h{rSPG+Dtj?@A3H;
z4h+yKFpPQhvftP=_3Jr>sv{XPH}~wS{B_m+T_rDRX9NnkJqU%!5_=?rv5c4<Q&XLC
zJEVPmecng?3ocuCx08Pl38<uq2Z7IoMURGU4j)_)R`YXd`nKP9cDW|1nmeo~Usu$%
zn(U2jiQ<;Prb4ADo)3=s<yClYYCW6ysUn+g+5XqJz9xwPh)Ny@sR5O>vtj2plij1E
zzWw~lQ{T>ewJv|U?;T?>&No~jTtC~h#5yv5z{)5=SHQeO>RFGu;z7nR*hy3b6tec9
z)GaR9B8|HC=+vn%Q_c-2WQlZ^J)WB!bGe_ijiAZ@qhsQ`L_yo5PrcukNewOwb68Mw
z==+*-1_^37nb%DCN;EbXtTX?bw)Lz7chkH41sXX{^FJ^_pol31H-e1>%38Rga=3U|
z&IOxYb`FOpkG`Iy_?WhgUoOb&J^AkVgLDb~i$G;35?JgZgv|y!tb5q3`E$15O?8KK
z^DU{r4blool@E<aDj2A1$h(drV2OEo8dL@BzOO8^y|<mGq0_GBbJzO|#Jm7PuSG{*
z2b}3CV9iz0zU$;7zxHHqTC}QhZ=G8IQ-3-JQXEis7<8WSL<C&^f({y3sf!%P;iB`;
zSJiJA;oa;g)u6>O^ask`mS{Ce*NEhNm9V{Al#9!Ldu=s)W_iWCH(WT&M3K}rV1{TU
zJg7wA0C03L+7rGOe5#5Vhrvp_<DLDt#|uoo4R!Z)+^vfy9|QyjnE(m$a2$zUq+-jl
zM*=hUvV6YA_foffPkQcXr+*O(3w^FkF#1Fll(52?gJRB)mUrs3*q!@1<K*RZvAZPa
z0#cs1X&&{g!qZ{#GO<wG1`5Q16OKhOYVpYZb1m9Ap5@IU)zfR&<dIqg9Z51``el}M
zwvw^N43FKg6s``D5r|cjsjIlVV0UQ3V)`@*k|dCd;3k-d0>ntu*f@VzJh}4vC$`D+
zcewM?FdnR##G*oc$Q}aaM)71?qD@hT<<b{*k3O&a^i|*RPDyQozc%kE2|ynlc&rOi
zFBP0??snwy^2<y2z2_q6>YlV^Q1!y6627DvaZDgc$Oi6-%!7pbrXs!M`Td5q2eREy
z?(RQwu<Q2z2<G8reO&S+6UJoBPuHkY<ebaJ6L-$49T?+xTQud21``Q%feB+BX2SFE
X;H&pNLOb*qXp27&NZTp-EdT!jOhUxO

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/dbd0b5bce46a423481c77655e41915a01abb3d1e.tree
new file mode 100644
index 0000000000000000000000000000000000000000..f0ce96c282a6799e3ae37a1a914ea08d10d188d3
GIT binary patch
literal 1033
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkANc3AJcR2gztM6-!i;e_2^{ka>zhMYb>Fn>~
zs+U!qpU1!~&hKUTeZ}J2MH(N^M&;kxtgf&QuE;MW$lu4uH3*{AbJ2(N2+5!K-Yu%T
zUj69Mw*PwVPoYZP9Yfur24=R`i;5Hm8>s|-*RSnf-abeF+ddRkxhV|7YV)h*X9NcZ
z-V-+||M~ppf*S&rP&J-@F0KKtK*BEsVr%rauJsR1SASn`I{&Cdz{zWkhYpKE)%tik
zyZQyYGN{SDo;SZ++nZN#a@yUMbMmiWj!A(k@$(Pzb@cI!at#WG7`JDoj*^aLtZnH5
z_utzpKA+`uKgJJN8v-<tVMcVe^zqy^SH0%!n=$?Kw#app4=;hL@DK8I_w<9B^stNB
z*7xDf>0jeoE(XURJNt-5<p@+=fJbDor?aDv9?-A1I?Q*aJK25c`?!9`3(cwqqgDUr
zLzM-&I=c9}f)sURpE=C@YV(}aOtWWdnJ8#1%(c1&R}|*y8V*vlTkdcP$NAP2;rH@u
zOmABK+3-Qt5~?WJKQzeM73#3`t-f29_{O_Vk4dg8y0CcN%Ip1Wpz1;#gS{c)uyAke
z-@I9;E#>`JeAf4Am7P`?=?GKg8szKg2Xs9+f$TBu7Kl^5VYTf2w8&~-!z1o3fs@b`
z0v)GlC9YN`q;l;$>rSr!N43)!PKK31m4yK#z{N4d)87x|iwDzMZv1pny257sJSM6%
zWs~$C$=@)Au0ft|kq~Po=cX<TJ(W3qIj6GrHPxC_18wX3P-V$EnQ3YHMJe&A6^Y3u
zdIgmXVi}GL%s*tR%+IgSeY<0lN27k^BdFr^#M1OskQ$eDMVm#=oKLTIxgKNg{p`*f
znZ|Uen#{bE)PhtXkq0(SuJ_9enV_x%p7WVQcRza=V|P;VJyd00Vo7FMs%~+9X;E@2
z*r9sqRSa%7HSae!R<|y-s6M;1B#uq}npqx9Lw-?iVoqjNYEd!B5ev6Ge3ta1xa#5I
z=?QO=%$|q5@3;<CS&~|mo0*rG15(Bx?ioKliQ%Km%6D#$n|U4j*q)t-Dl1DZ%1o;S
bDVnlM)#YK3r19*-GqYCzpE$)nVDUZx4||g}

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree b/research/coupled-provider-independent-audit/custody/5402/git-objects/e9c70b9927d6e9233633e4e88108f831e7c5c5d9.tree
new file mode 100644
index 0000000000000000000000000000000000000000..df81143d27491882d65cf288ba2fc4f783727669
GIT binary patch
literal 14144
zcma)Dc_38Z7Z*yRl9G_UQZjZ~Qc<!*q(Y@)%sdRUc{5`RDM}@zq>`*9p(vpeEtc$2
zNvk9&B_%`)e)rAHGZ=h-f6w{6bMC$8p7S~9+|f{1U!|=rhsEOwbb>d8A!1!1B8K8Z
zqr(gwoj@V0lJGp?V()k&OTQR6KELro@>i?2AaALW1{>(=N+3fRZwN=Hz!(}1h9EKx
z!OZX7ZWeB5GPBxlFjv~v*d?#@hB1n9gUECY6{g@IJOhRh>60;KM)!noK?ISO1Lp;-
z23^a)y&WS>$I?78I4m7Yq`0Yi&?sb{?qzRPF;`c*CNLW6>x-tB^T77JD1=6XNG?P_
z3=Sd?31l}!LxkXNJ?j8$%$d@6r<!CAcV5z#@EtFXr;xA&G6u^4o54~N>Q{ih;r-Qf
zX8XH6K?WTRu}^N{Q=)(-P34859rC~Yo%DY4glVj{`K)fyFbM{RfQ3{#2ImgpJP|8f
zj_5|b*-aFk)>R&7E`gnY`A>Te8|#9l12H@XhP(-o4<g+9xPC#av9LgRm;6$J=>>P6
z?ZmjC!UXV93W*9sG#WTW_L2YwZv}<5t@_{)Br2V$bnljUT8DxKiXl>P$R5M6A4k6X
zpi%7cTlE^7o@W^BH+q*Sw%5^otUQHvf?akRUJsp8b;;qYzHAMAk0+~^r;ZV1d6p}L
zr4d}fsnGq9C4AhdmAXauVR}WZ1o`Kz$QrAwMQc$Mg-$0zWUw(97nlIKBH|ZijGU8o
zZmtRpDp5G7DLyypr0-!=+>Z|7D0m3$50!}Z!w_f`A{KSvUBODr?Qm5AD$6amiw1wm
z`yjd?kB!4&$vB9}66Gvgz;HTjxq5MJ%)V};JC|p9iiS7GqX3`;KYp9$q`MgJvL8%6
zS-U%-SEKds5B=raN90K)1{tiE^>qvuCeYnU5S@TyxmZAUee6)xNn71Z;^OUX?t>|Q
zrW{o$lzI3X>e{*(0+|lE!K{@r??G8f_RFJ14USEQmhtN@dW$7qIabG|nuF)K&&v43
z9hOe#H|JF??1@nkKj!lwao%J=eSL1l7o0y6=U8kOFD`41d}VxtQTeUidI~&8F)_b$
zhNOVxjFg7s&)%$!TRHtn@VSYB`dXUYdMjV1eD)&`zm1dTFYA@@r|{;jJ2N?)qxNY1
zf{1g|le!=F-qD}tyuV(I;F2{7PG<tOnOl{PMDs!a>_hXq4SvgrJ#U|rGC7>1)>fsX
zJ6w}z-xsfqs(C$M50y6hT%81`tB%1DU>t)$r;WPi3il29`Z{(>7?mpAI31s6uIDMO
zH~9y+{Nv6H!pmDNy2qAVN}ls{3~!fw{mXu8IP8kWL8C3mc&;R)o7;Klh|{aDPsKdG
z#5gV3H~A+xOSe9~=3j--Lv527{PAV={w|uX^Ke`^bj7RmG)66Y-|v~-%{n`Bghb0p
z_m-Mk_Wsb4=7v&;_*EJc+=(iJflhD;N#elZ3HOvV`$OySxsj8iIrdh`1lpXDzGWhM
zez#PSwyuF!Njr@T27!!+BY+GBei>!3v5~Uc9`7QH?7Mu5#OOt7YOhvXPKg~2{&$Ao
zJm9g@J%0G~G;#W3`NWO`wo`z|YF5-+_pSWz$;!bsHW6jNoZEb5BR)(4)*NGYj!@)7
zsTUU-YcE#GMYY#6&IE@RP65^$1D5%IvSPn;j`_QQL%yY_v%fBSw*1Q!VC^wr=b@lm
zh8xv{YI_$pJJnh3quIa;Q-F2GfI}R8BWA43_!Pe$pI##IG|9;-Np=eGsxjcK_@Z3h
zc(DbJfrFBs$LGSEKKneF0<1d*Z1a4V%)Z}GuoY*opFRAL*E&U2N@@zQ-Wc#*|1}E-
zv!&`TRXDpX=)Q5_a{QT)DZu(;z)fPO@?(}K=`A^-qNNZbwq`({SUWj*>@gcFmD%(j
zTxBJrz_$sO!>zyO?~pw?cI+vyv(|7kG)*lF)D3<Uk@a!C?cz%H$+2S(IX5woFLuLz
z*Hg*AjVx(hzeLh9|4xn_d&UN8$u0Hu)87omh3>%mngpxWl@3jg9ec#zYa}uUn;&=F
z+7<GrR@}J1IOpsX{xSB1zh><`lk#Jl#1DMqQIUgRWl~iYxbxyj6c~HJO-p$%#izd+
zcwO+mbNExv;n~MSL?*X+?D<x2Z`_=IZP|ugm3}>~kRIVQYS1n&tSgp8Ao}TOX>sSp
zNdMAQYm2(7!q`)RHRsP3C01S7I0c>)_P)q3$Nnk(`RQ5zu@gJu?;BWE!orgQ_4K$E
z%MFWcJQ@=DacO#%D#>VI(GRIj)26_46bqAI@TFYaFsSxrR(SQf{8rh`e+RjN1TvP$
zVP=>%6Xk?pM~|b=RxZ&UtW;5ZR_Do$p%94_9|o0+Y}rL8?k@hl{lbg85V=`#mjAEW
zCNCyOkItoleMZmJkr<+GYf2I9D>!Y=k2mai+c-Ixv&>-gWIg@X26M@hxR<gr!*deD
z)T<}Qd1HwL{3w2RsIH$ZvQ;f2Vt2Ad@xbZ~`x{2k1ZbE9c1crRbCrg=#suu;>B&DU
z^{?p4@1!+09H?VZmj!N};EX6^zrtBUYHy|^r8jQa;LK{8<#)W<_MC-OZX;j{nNEOU
zU2P3+C%JZE{jIE-AGZr&RmeKikL>bR6^NSh3moM#PT^+V$v0iRRV6ppN;SI4l~hb{
zF;L|bQB`Gf-2EBkS-aYDm1VuGqfL~}qn1pr9DISJ++U?W&G=kP#&2y~UH|HDYmfW4
z7fcG((^uzSxks|t)jErCnSv0>Z%5ok7RTqf|C{m)9Oa&nsrZsR=TdQ6)do=}hJC-x
ztK7Jt?gSdBy$LvQ{;o&~&w=l>&N!@{>%Xlce^<u3*P1_`b$;~chWk+=7?ez8NN1w0
zd!e^F{fSVr%({<534?*%4})hFxBtgCI0n=#J*9jqV`16;Kwdjz%k1~$0?A8U;8C{>
zGv4`)2JOT4iS~76>V|3zTwUbdnMt2L)d!FwaozE|cfa3^J+y4VB5#TDvCc$(b#9*T
zK>=#DwGqY*oE9dyFu)!%8yCKgZ+BzoHH!0SMo7Jrs*{!YerExfN>6S52`<?#!$o<U
zHW*wz-L&|wor1Nz+@Vtu6GJ&$H1B(@z_pbZPCd0Nznbl{ri%KyE}9EN2Jyff(gt^%
z%iJ?TnOlx8T07_j+lzmg(^S(CC;O8NPsI{ou2}f`$gPhpgr*-GWxl?w({{W3v0j+M
zjU*5$bj{IR^}+mq-gjjFc6oiuX<6XC=ftl!o!ms13TpyeN1ZII)_o^7Xtk~X<PmWb
zz9fQ!#Tf_THtz7t!g6+~^LcLWd8s)^{w>`jo4xzE^d6hfW!!ecn!5TJESXGUfO?(;
z=sDsFzh$roH<`?Cui&5gt6F=Y@x_Th`jbGpZ0&sB`9ct%Y2&q9q9OQOi39};wN8TN
z*joHR>$Zs<DY1Ev@^7ltr#I)H9ph$)R9HuAf(Yrqc};#>^TtlIP@Aex3x--N7my!L
zpb)`w6h=Lob8LOp=D&Vf>!HjGnFrl7#rr1!QSeAN54ez)jy{(Q`D}<?uN@aiZxgin
z{<OJSBL%{J{I74&eF$_q1S6YV^Ic=<2Wa-1C7<h?{1Y5@FBsg}zy$}LE(#e3`aaCe
zhH<4ZV7fby8nqP1A}D2Pw}(`jeAGwhNVQ`hs$>QK>pNt~cU&Fjvc@KB_l7EwAL$p1
zR+AmtR@4aJ{I9Rj-3c&$tTA1#=IKFxvtp*Hbt=s7IpMATXmQ7Xd}iziR(DeF2RApT
z(hd)wdnEtpvu4w5*Z=qc2q~O{?Td76kFk45xcT<k3@v%H<)pRqxN9pIcspK`>t^Hp
zlOz%s29#H5#Q&oyInJDR*{G6RHw(+rsL(rYyWQno`*GG5*u5X3O5a=io}LUf>i8oc
z?Qh)Rb?kOV*10lGtkJy1YxT&J!N!Mo>n!z>z;3~S^hbAt)He#5s2<+JUH38<sf8gz
zShSDH?0fy|>B)tfw+NUgo8gk}E`3kD7K)izuhyt-oq0qz+;*Tc^HQrF?iGAqzg1Op
zcrw&@Yu_X){^ik3+p6pFuqE@&%-opM)VUL5wMS{(@NsCrM$h3I!{{2XubEK}9lDwz
zHZr^JphL@U4KmlL&6WOKH9uH4Z~8s&;URy8d3!6}dAfY#CdTSuyciGzVujhL_SG8%
zI{!K3^YL}O|8yf(`SeWgN|C8jXOy8lzlNn($q{N3mgNitt+yylAlz}8OxgIYv8dD(
z^ZWB#Dmvq@gb)>XLPe&QI5BqB=&ZoCV0ddEpUj5ek|AOuKV!X4MP<;giTxknLBf#H
zA&=<iC+W3h_br&9q%W%#X3nXa49ao(ytn3`-xcR+bV*;jZg4xvfakia(`2aei@q0L
zaMQ*$Q8;L3?A0Z<Y4#WY4NadItBWB~U^06WvD~yaG}{o@P2D0_Cd(V{E5DG)UG*?e
zM|afe$UGZV;Y~M`xq?+<lx#65pb>+AO{Q$Tp^C?D%@Xl64KEjjg0^U#HI=_}^U=iE
z3938YM_ENTO<xty;r~&-xp)1SIlbGCPX^}ftFkzwXwl}sn>HEGrzJ)RHi+@O;clhT
zVJw;E3c;h6>9yBbY=e=K=*wdF{ZA{M2C92MjUpvfEDo7#0K!HYRT56`T<fe6HT!^$
zjr7vE;gkn=eDj?-7LLJi4E!ZYhceGBA5L9hF>mo>k+0u|9*xR2R3hXH6mbS99H5eX
zqrUa#ZR=t$+<qhO-11uM)U^Ghw2cEIo@x7*EV;rtbpDcO+k_(5#Xneav}5Kt1fDs&
zKn7?ODuf|nsR$1Cj}&@w;bM^a`kZCvmD;YoYCk!e$RiUvWRm7eAVM_O<zEvU5@vTw
z<w}vS?R6Xd!)|{Ix1l4X5vq%fgg7fALAts_w_;R<Ga4gJOADJ1EERq>Vjr6vBM2H9
zOQpF}*rPEaTim0YgM4dr_yRhdZBDemeZDPWJPM2iM^iE;zaDH}Twthub46?Hj-A`e
z_#0c=l~pFd(I_|qsAy<_D1c@(YiXo8@8q?DmL-<ETP$Yi9U|26tD`eT9EAeoL8kzn
z_{6^6S*&s3z^Mx|ym{7zY0GY(X$l+B0)sgxfdsnj$SzO6)3P=1VfGGhkB<+HllRWH
zb~#>xO2QNx4MRmr1q{s{3~pGXM9i6AS0Y2OHFeEbR{n@3EeR5v?~NiDE)eh=pn%n=
zK@|Mnm7Hyx<h)FZyb><o6I5NWc6g);W56(L7D@mW9H^a{7TxUZ@OOSwlDeAz#o9!X
zQ|)}qvNnx;p9P@Nv2+GgcvzJx*mx1sRg+Np{f?Qz1L|uJB~;iCM<n1dbPAOMrlzBY
zdWt3@-6vIVwmdKi@xc3ve-DT}a-WUC6KKrR2tx;RTyT7&?f|lu-IS=U{Rvj~y@7k<
zpOEY<eynsxYgxP>77w)Hz<OY$6a`n6!sLg1I=Vlk*VVnSb;?Rm5h>u0(2?$8YlE;b
zn9{Ph7PtzSs{uH~D#T*!vA<6n+hq*|zI^_=%B<m#U?DmacEyq@Ow)*9jy8I{d2p_P
zuwAl)rK6YGwgsnWEYa?ac3|sbVnC@&Vt~CH1F8@%mk~+w5VD`w)<U)at!X#M3S}Y8
zf|})nKpz=QBUxi^^p-N2$egd|>#ZW|s;pI2EWQiol*?=`T!<<~3i2uNU`tE$T(*4J
zo2Mplc7IUpqu0q%SqzjuyRv&4;I1-fnmCF#1Y_Np6Z1zEYOdBP2hQ0xMYKpHoF>hD
zVYwVtinc;P9|mFFY$s!V1Ubd@>+ff6-awLen33$c({<jVG9eh@;>be)R|XACH(i*c
zVAdQQ$fxlND=pVanr$L^dESjT_ITdr3^b&;Vd?H5fYXrCG=m6n`gDTIKjGt{dcs@Z
z)K)fr^Zh<7Xr9W}0mlDe8AJ>jqWe%_PmCJ_3*!;H3_e{7Q4g`(w#P>EwXt$<(-sL{
zZ4?6r+Q2Fo3?8BZAHie6m8AH9@6g-{%wQ>pQ}dpEvU;Eq8!rsKu=jvZoV_+43#Q>z
z3Yi9hk6`iOVF2s8wUAbpHkq!lAn8STnHt+`#pItw$B}M8E7&#)jR20_4+B#uzzPBx
z1RCa>f>lCa$#f~5vZ}MTHLuHE;sm2((8d%26gzkbl%nV=k@bCkYQ|q<o9rK9TR}@R
zHCpGkKv|J(BY_M~7)a9q3K2~zbf~ITYI=B5*4er5{Q7Ixb+*kzMVXUra7uKD2D0I(
z`85J`*ll^W>1U;|b4?82rWeKYL-In=J!Fl<M}Q!^v91pSqdt}Wepj-8{Wo1D=LqAZ
ze|I2Fz6td~zR1%8gp4zo`!29sA?icjte5;z3VS!d7tm_hE{3wkvHFl*^u<sKRMxJ0
zSKGL?Ztqr${5kOCXHI^ov>88|KE~pFz<yJFXc$B>V(E!Tw1J=V_bl4LGf>=DBj@z`
z)ykF$Ek%3_xTX&QPj_c_MnQRi(a=S{u`#J-`!oEaQ2Pt#=M-$xAMp5_ixT7!<!m?(
zOQnNHDxkFn+Rz05kpyGG>!5y7HlaMoscL@Fr}$kTdKhRV9RCSdEP?2Xr7^Adl)P6|
zlXvhc-!{qfi_GUcD~JYIu&rmsT~`=O8g-2><;-4K@>yDO=YcYq=ahbbK$NWG7<m{1
z=AnfVSX%TS;pwMVCAH{yS}n#6=}pT&tEj~WfM*e4Kfs$1Dwh3#0LZT~Ca;pLcMMV-
z+F7uC?HQSbo<j6)lL)@RSy<_BBo=7&i{9!#-gRvHt!fM5<7eXimhDB`BItb{^$O@N
zA#85IA9aT6=d)fX>|T3>6Zp{f#E3LV0yuXJ@~#J%^D43AEtTKl&6?FmZiMTmpX-M|
z%wU_3)cP129ilSx-u}YF`lohDP|ogIY#gS0_Fs+ia1vV(iIPMt6~lZp1VeyeGA|+t
zc|gOyxfS;=2ZT3J1x@oz``1X@)Ll7RiB{JLnoMwWr(-mA5NhRyyrDr%voUgU`Dedr
zVdV#Bf=BxFzlttx7uXs>FI*er4iQ0m0nEY`BqeZ$W4PRlKy%w;uM`sGBo>|4-|v->
zY?h-i8cbv+3I>%*f$1p!o2`JiC{&A#F?Gfs_@QYn`%wM~ZZrm*B#yv*-oqqz2sdUk
zN6Y<TORx3hud<cD+jBH5R;oFz813jVO+}&%NDY8XFyDBMHC6RX%~wygb0tL;vO(!0
zSr1x@znG(Hu{ckVf52Tt>_j$YVUX|59fv6E78^wI2>f{hU9>uQc0?F79Rb7l1Wv?q
z2^NdfmOH$-X{oxu`t@V?bFzAaw)dSv`4G~l1k!BRK)%0M?Z%;BAz42q)C>6Swx~ca
zE?3MR^?k%Yk=8Ym=K$^C?7&<fm8ipuzK860xAu;m#&}s&ZeKTo15^vJ4tAu?B^sH_
z<#ycv8QyMr@r!cgNi+UjjwGE)LVbWYfr|znhXI9j3V4ME;(;$>pD|AlHpODg<BBV<
zuZlGFrN8XkAB3Wjw81=9_HHu+`?ZBftZUbV;4=c<OT+AQ!qn8AM;644kTilDU_hkN
zG4}F44~K=H_I<~fJ}MRx*;rJNj6Z}bficXtJ#0D;ZY!XC%%@cwE_X+o{8?hCs&jkU
zQB&LH*XmW#WJ86KA{^@pwheiB#=POIv$5&lqi9QcShs!4b^e`w0v<ao?xF1w4hR%0
zOt)jR@~~9Lxkc+QT>Vo)HktKi_TF{W>})UvR#%tfK){<dW;W#E9W1=MVy&CyT1B3&
zqq#xP-ngto>pPA#!fx5EjJ2<d7v)>prgZ-~<9fGi@5KvQF2IACRAodSIfpjUXKiuC
z4bY9_d#c;auJP@+y^rQEAV-AoZlGDoWNWRe<xAn0!Wq(?Rv%8u^Ov3`-A3ssM-qIo
z<M{xiCj<8Q)at;abMVrxIr}!D$sNcsyDjLvO@sC2wFQn3=KH+Nu-ej@)Ue_v!?!zW
zF~?RGf*Hhsp8^8P3@WXU$ZNx$r2_q(``WxsKS9m*_9%S^T39vOSY?_lWkzxvhqL*m
zHtNbQZQr-)*_~fL>Tx5=KseGHeZP^gz+Akx1%#`kL<DR-?)(WC+u)wYvwQuND6kQ{
zQg_J^Md?7zf-6HO!)hPESF+PbFbKC`KWszUDH?>rABP36f8dn35n6^ncVb8G@faiZ
z5gc-3N19&{jg<pflPsq9+NE~+2I+`4<gJmSB{wJ7AJJR1dTKDIBuaSu$>Q0ihFj4W
zb@PKYA*+@{+c$EsGzj(vw-_*7aEsX**$1hv&)TJ8&#L0uknjD^=X%p<?Lqan3m2hX
zeB?#tlpg>a=Jaaz;>fOHt@10l%eG3EQgSUdD7E3hk?$}Q9|=na83V8b<^i1>I`=sm
zfBDmoSaNU1jK$N+j1HhZr3tX(8$B|LDPqA=HC^UMR(}u@_3E?gZOG(WIjWg?Z6dOH
zK=i!-G<x-&z_xOkH4!TlM*z$u#&DrQ^ik#V4y;b<Lx!r0<DH@PvlrBQFJHL}ZMJxM
zX{=%eVlaMZ76oXT1U5zQSnFp6pFRUV)jYf5ymdWc-2p4unwU5;g9NdLnBznFC6)3V
z6R~&hYrF?w^@jSJ8Bfa4nB>L4;t?u?!(d0hLuTGAMyvLQADgRe^4kc>^v~N5{E2^3
zfhuGWz^l?#x@cMg=6#`-{>C(I?0=np1^<1`^%KcqVrgt?B!wYF02!emmx>w2&%5j4
z71#LPeEIU=#qj1qNvR4(Jt~hDYoLGz6%mptv78sLUG#;5hNZhdIA-v_7vFJ>)<!?{
zV=RzBrcps&1{E|Blqy&p4x-W#l8>C%!Cu}UE5v+aulHu>&loiPGp&!IHWp0<1sRC$
zc+kIc0kp@RgoQm>uJv1MnLyUrt@mEx$_GEfw~g_&IlYr%5ncQqjzP-(`Evr^A9pa_
zcjfG&s9mz-<U#5MB^XfW4a#;<At5jg_4x*d^DBcy+l}@e%4uD+bk5bSBQUnlBaV+`
zMphO=P`hOOA-96Lk9imM)el9>#|ynEN4t!uzp`5@fC8eu54wTmzq_W7#GdeN(e(>b
zJCLio<I;FlZbZ<-!Lm&I7XQfVgJ1|145K|fz7E}qS$-6l%S<LCO2`yYR*ehnkH2_$
zlvxJoy}d9?Cx2$z+dl#69{+&@OH$EgR7s0I89pko=ZI2(dyh}mQlarE(41rvDmMn3
zjT9JKY`48~^{;ADk5T8o3$FwJ@^I}Q6=rse{7}xUYI%OTh{vIQCC+wtLyOK!#n9rd
z#w()XzzqS<C0T5N&4NX<;gz!qx9UylRSIrmtpV8i!)SyC`@ta6(fEj*(2ju~4eJj^
zs{9yH6%TEPx#yqMpq2r4hrD8k8BA{&Uy(YkCeC)J9bIxNz9eA@Ub*?CeBTGQd1Ha&
zOH1nBFXHQ|Wf|1zQlyHlTB3WFl$WAFhzPC-2;(kT8iZ8xh=sn;-e3yj{$-3p$*=0|
z#r@V{O=Vp2NcD<kg(u*#2$^Mb=Cl>lwTxe$-CiTr-Ch-ETYc|J3EIU0D%jcpn(FRH
zV?MSRAE)jv7x{igD7`UdccqJe$MCb^OJ!(9!ubH`Ab`d#pp#>&gX}0pl_z>mM^Z#i
zzbouF{Q6Lc)IHvEb{C0A0c|!``{A)qa00zOS4sGS-;p+Q*3r99KTD!0(5(c!gLLoM
z?Ji`440!AdV@u4W+;6JRyeBfN<}loFeLR2_-VBK{yz0KHTPg>)3%hOb2qb#kq>V@-
zB?_}=!|C?yy3hAU>G!LgKxmcMjBU=z)z%M2)=qFkSThY2ogkc{@zc4QU&3Tr@OvfG
z9gD-nq*R~I&Lg4<!16%cL<aHz!75OYd%|9IwViF@vMy86d&O}taG}FDcJ`F5og9fQ
zJK)_$yN=&28=4D;WDG3+$cbt<iJ%DZYKq8icQMbCLPQYn>pT3rmbhFqkT+1R8(P=+
zE~gv~6zp}Neh1nMto8&JcJoG{0_k`AWICn2UgiG2qMfQ{chD^V4yuf`1)#+?rv0dy
zYG;seYzy3-PnbW)CE{e&;qcukf{r*S>-7fnPbolwj+b|hYpL9e()7cr$D9n^=3WSX
zKOzn~e}L#Rt1fnOW9GuW>$lc53rQ$l|05+nNFv1_h2a4d!%Fbude*N<5e!0*lJxbK
zu5PQ0CBr5wZbyv(s8k|&<%K>~M>0N0bm*HkU?FM4t#tawtoat#LJwws+p(;$q>jM`
zGfQ$1z+pOgoQHTPNZy>>SXY=FuH4@xf4qI8V6{c`EFQz8MidB&auCG<BL=M}8uPlF
z)rDs22Pl}q0-Fa5*G9hcT~9}ODexS&H2Pl|mDHM}m6z3S8LZm)YZfC!>u}u<wEjkg
zSw%5uLL*CIYOq}p-F!9FiXvP-lr|TaiTN9uj#m7jbBS?f0N-JI4Z?TE1Oz6VQ~DV0
zcuhw!rNl3z>{;~!S(W|Tk?4Z{>jPjT%|1pd+iWiC?~$0+a8Eq_L5Gg*M>ZV%qXhIR
zXn?}v2{5Q;*{|rqy<{g6!J~s@+b%^rLa?vI+@Cd)lGD=A!UA<!q`S!~9+9pb27+Ps
z6R7gejL))hYKkwnQE@TndbZ6_6gbM(i(=UwX|&mac)qB^HJ1`z<F>VC&Vi3b+NPgB
z-}iN56w)4{FzB4{Av4FFkGJ;ciGYW_KWplujgLt;p@bV%2o^m0?>*>s(~`5v-bT_k
zv@1(^+vu79KHpY<h*f-|Kz1JwX~H3WJZ2+{2fn{tY>!<*+*)yQzqGu=GF?~Y9ml}5
iG_*OL9M)oa7H%y*c|K=o&)K_4|F$Sc*2P7i_5L5X&ZG<g

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json
new file mode 100644
index 0000000000..b288ae4403
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/certificates/selected-result.json
@@ -0,0 +1,92 @@
+{
+  "status": "Selected maintainer-reviewed conditional PR4610 construction, with independent PR5241 admission evidence and explicit inherited foundation reuse",
+  "kappa": "15108879/5000000000",
+  "decimal": "0.0030217758",
+  "source_prs": [
+    4610,
+    5241,
+    4470,
+    4447,
+    4441,
+    4440,
+    4416,
+    4433,
+    4359,
+    4268,
+    3945,
+    4085,
+    2979,
+    4076,
+    4088,
+    1673,
+    1758,
+    1786,
+    23,
+    555,
+    589
+  ],
+  "source_manifest": "certificates/frontier4610-source.json",
+  "certificate": "certificates/frontier4610/CLAIM.json",
+  "certificate_sha256": "c48376a8365a4c7b67adb368bafa128bede4cd5589a41fa276f96a350d45606c",
+  "proof": "docs/research/pr-intake-evidence/pr4610/PROOF-REVIEW.md",
+  "proof_supplements": {
+    "notes/batched-bit-rows.tex": "ef72c0ead19373cbc19c8a3aacb44dd0f75353ee5f4d055f775a986a4878022c",
+    "notes/batched-complex-rows.tex": "64c70926a8705874f1c9b42a2f703e42cad4e90f927f544458cfdf729540236c",
+    "notes/compact-control-movement.tex": "b963c3d2f4e1b7059aa289bb4b4ac89b688920bcf42f5b20d7698cdef0132cc6",
+    "notes/general-clifford-frames.tex": "c9bb9655b594583c6b4bab8cb485233f1d1e588f83858cf1e4c3530cee8fed54",
+    "notes/stopped-product-complex.tex": "4738089103a4b263b3b0ef458f5ef35519c696f1ea871ae79e508d3720f5870a",
+    "notes/three-stage-cover-bit.tex": "47123a756f823c83a0d48cca2bf5add6472cd88410b13aed345e70c8834fb511",
+    "notes/three-stage-cover-rows.tex": "6ad97a5cd7d6aecf978a81226e1c2763d37840caca130c61f3bf5c4ac111c5c8",
+    "references/semantic-bulk/pr23/semantic-bulk-17-note.tex": "652242b05174bb776ffc6165af170df9c8cf220dbd0fc26c24d778f320dbabc8",
+    "research/e8-bit-carrier-skeleton/code/bit/export_records.py": "8a5999601f917dbb492bb9ae9a344611f18cc7cedc53dc3c76496a369e530eb3",
+    "research/e8-bit-carrier-skeleton/code/nine/geometry.py": "36eeda3184bd009e89462b65c8725d10860c444f8da8f1f87e5f6e50120011ca",
+    "research/e8-bit-p111-tuned/code/gen_p3.py": "438b83f10d70ceca7cf78049420204b7de2dc61682f913c50a62596106ad84cd",
+    "research/e8-bit-p111-tuned/code/xcheck_p.py": "af3decc877e27c00001cf56f50c6c09566e8e101297ab34c7860aed96a06d80e",
+    "research/e8-bit-p111-tuned/tune/EXPECTED.json": "b9f0e5ca038abe837b0007c8fe006f366a6f02009244ac57705a8a200e2301f4",
+    "research/e8-bit-p111-tuned/tune/apply.py": "806ae4cb2648e4f05dcf56bd089891fd3ba33a6ee5fe76d3329e322c6770c1a1",
+    "research/e8-bit-p111-tuned/tune/wlib.py": "a37fdf3cdf5f62945c2a90193401c0e9edc9dd3cda8d8cb36a3b9c329ebe4dbc",
+    "research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+    "docs/research/pr-intake-evidence/pr4359/PROOF-REVIEW.md": "7d67bb814285f7634029fbd378c6457156545f0b38858cc1c6ec34b68cd9d162",
+    "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md": "5c111dd56beb53dc44ab727d96e1af03aaf50f3023d4342e2b0a89ede6cf585b",
+    "docs/research/pr-intake-evidence/pr4416/PROOF-REVIEW.md": "2c2bbe6fe1bab44778192118f27e59a0d23dbe02c47aa8a42845093f1ce46f49",
+    "docs/research/pr-intake-evidence/pr4610/PROOF-REVIEW.md": "b84f833e3072cbab372fbda2ece98fbc031c15e590cf73003ddea35a5222e148",
+    "research/final4610-independent-admission/PROOF.md": "e573cbbe6fa5481c0533e773de404e10f4dc7907b5ebfe404bdcd02dcf9844d8",
+    "research/final4610-independent-admission/SPECIALIZATION.md": "70430114f744108223bc1d44b98bc25b696c4b408b7b044c2a8bbdfdb434ac5c"
+  },
+  "review": "docs/research/pr-intake-evidence/pr4610/PROOF-REVIEW.md",
+  "validation": "docs/research/pr-intake-evidence/pr4610/VALIDATION.json",
+  "integration": "docs/research/pr-intake-evidence/pr4610/INTEGRATION.json",
+  "reproduce": "make frontier4610-verify",
+  "scope": "Maintainer-reviewed conditional PR4610 construction using the PR5241 independent audit. The five PR4470 framework assumptions are unchanged. Uniform words are not materialized.",
+  "previous_kappa": "60403/20000000",
+  "previous_record": "certificates/checkpoints/frontier4470.json",
+  "audited_source_head": "20bb93cd990d2ff683e4d0fc56b87a42cd5d3296",
+  "source_certificate": "research/kappa-round6-compiler-tightening-20261022/ARITHMETIC.json",
+  "source_certificate_sha256": "b4f720a7ccbb5b46e472eaf85dc8739a40598986f19b37d26c4f9ecfbd31f0de",
+  "replay_mode": "Fresh complete independent admission replay; source-bound preceding controller, ordinary BIT and physical/compiler foundation reuse",
+  "contributors": "docs/research/community-native4610-contributors.md",
+  "assumptions": [
+    {
+      "id": "native_all_columns",
+      "statement": "Retained native operators, phase conventions, spectators and whole-job adapters work at every positive column multiplicity."
+    },
+    {
+      "id": "owned_erasure",
+      "statement": "Owned streams and suspended centers obey the retained allocation, erasure and ownership contracts."
+    },
+    {
+      "id": "compiler",
+      "statement": "The finite mixed-target compiler and chronological product, completion and splitting satisfy the retained uniform closure contract."
+    },
+    {
+      "id": "precision_tape",
+      "statement": "Retained fixed-tape movement and precision/storage prescriptions apply to the new fixed finite template."
+    },
+    {
+      "id": "analytic_recovery",
+      "statement": "Analytic decomposition, fine-prime avoidance and exact integer recovery follow the retained upstream/outer framework."
+    }
+  ],
+  "audit_pr": 5241,
+  "audit_head": "13efb5fc5f3b7c14ec2cfa181dd9eb6480972cf2"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json
new file mode 100644
index 0000000000..f126dd2e2d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/docs/research/agent-task-catalog.json
@@ -0,0 +1,1242 @@
+{
+  "schema_version": 1,
+  "priority_revision": 7,
+  "priority_log": "docs/research/research-priority-log.md",
+  "assessed_on": "2026-10-20",
+  "status": "Research suggestions, not reservations or assertions that these questions are unclaimed. Check current main and live PRs.",
+  "tracks": [
+    {
+      "id": "bit-mechanisms",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "bit-helper-contract",
+          "question": "Can one precisely specified helper-mixing word satisfy a replacement for the inherited H2/K interface?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/r439-bsection-stars-seed01/README.md",
+            "research/r439-copy-path-sharing-barrier/README.md"
+          ],
+          "methods": [
+            "Derive a replacement interface lemma and price its implementation.",
+            "Seek an exact dirty-input or chronological-cut counterexample to the proposed replacement."
+          ],
+          "acceptance_gate": "A full boundary contract and paid profile; unchanged scalar counts alone are insufficient. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/r439-bsection-stars-seed01/verify.py"
+            ],
+            "expected": "PASS_R439_BSECTION_STARS",
+            "inspect": "Compare the two false H2/K flags with the unchanged paid profile in its README.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Write one replacement H2/K implication for a single helper-star operation, then try to falsify it on dirty inputs.",
+          "bottleneck_link": "A legitimate replacement could admit a cheaper bit circuit; scalar savings alone do not alter the selected moment.",
+          "allowed_variations": [
+            "Choose one helper-star or quartet instance; narrow to one boundary implication."
+          ],
+          "scope_change_triggers": [
+            "Changing only source count or scalar addition count without an interface argument."
+          ],
+          "overlap_terms": [
+            "H2_D_frame0_targets_from_helpers",
+            "K_equals_D",
+            "helper-star"
+          ]
+        },
+        {
+          "id": "bit-new-register-model",
+          "question": "Can an explicitly larger or nonabelian register model escape the scoped three-register obstruction?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/bit-three-register-lower-bound/README.md",
+            "certificates/selected-result.json",
+            "research/bit-gl3-mixed-targets-length10/README.md",
+            "docs/research/community-efficient1000-review.md"
+          ],
+          "methods": [
+            "Construct the smallest exact identity in a newly specified legal operation alphabet.",
+            "Derive a target-specific relaxation bound for that same explicit alphabet."
+          ],
+          "acceptance_gate": "Name the changed hypothesis, all counted roles and a uniform identity; finite column tests alone do not certify it. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read Model section 1 of the three-register bound and identify the exact excluded free operations.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "First compare the alphabet, role count and length with the fully replayed #1974 census and #2027 mixed-root tariff. Identify a changed premise and a legal native implementation; then price one smallest completed instance before searching larger words.",
+          "bottleneck_link": "A small-width completed saving changes the bit primitive; a finite-address identity alone is insufficient.",
+          "allowed_variations": [
+            "Choose a fixed larger register count or a specified nonabelian operation family."
+          ],
+          "scope_change_triggers": [
+            "Remaining inside the already-excluded three-register abelian model.",
+            "Repeating the two-register GL3 census or a covered three-register length without changing a hypothesis; a formal group-algebra word without native conversion is a partial result."
+          ],
+          "overlap_terms": [
+            "three-register",
+            "nonabelian",
+            "group algebra"
+          ]
+        },
+        {
+          "id": "r437-carrier-integration",
+          "question": "Can the paid R437 two-window carrier improvement be admitted by the actual pooled compiler and physical caller?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/r437-two-window-carrier/README.md",
+            "research/r437-reverse-row-coefficient/README.md"
+          ],
+          "methods": [
+            "Close one compiler/request, caller or precision/stock implication for the pinned paid exchange.",
+            "Falsify that exact interface with an arbitrary-dirty-state or chronology counterexample."
+          ],
+          "acceptance_gate": "Pin the complete source and destination contracts, exact paid and scalar deltas, and all remaining assumptions. A local moment gain is not a physical or all-size supplier admission.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4067 paid profile and open integration obligations; #4147 covers the reverse row coefficient. Three additional ADDs per call and all helpers remain charged. This is not a selected supplier.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Choose one unclaimed obligation: pooled compiler codebook/request alignment, actual physical caller, or precision/stock envelope using the already reported reverse coefficient. Pin the input and receiver, preserve dirty/source windows, and test one binding with a rejection control. Stop at unresolved dependencies; do not rederive the coefficient or quote the local moment as a completed bound.",
+          "bottleneck_link": "The exchange changes the paid profile; integration must establish that its gain survives the complete caller.",
+          "allowed_variations": [
+            "One compiler rebind, one actual caller boundary, or one precision/stock implication."
+          ],
+          "scope_change_triggers": [
+            "Ignoring added ADDs, retaining an obsolete reverse coefficient, or declaring global admission from the local histogram."
+          ],
+          "overlap_terms": [
+            "R437",
+            "two-window carrier",
+            "4067",
+            "4147",
+            "pooled compiler",
+            "request alignment",
+            "reverse row coefficient"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4067: source-bound two-window carrier with (2,2) to (1,3) paid exchange and fixed OQ4 host.",
+              "evidence": "research/r437-two-window-carrier/README.md",
+              "remaining": "Pooled compiler/request rebind, physical caller and precision/stock admission.",
+              "status": "author-checked",
+              "source_commit": "a95f11c52e3ca1e4c5171b3c20d8f4b0815aee2e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4147: reverse row coefficient follow-up.",
+              "evidence": "research/r437-reverse-row-coefficient/README.md",
+              "remaining": "Use the exact coefficient in a caller-bound precision/stock proof rather than repeat the arithmetic.",
+              "status": "author-checked",
+              "source_commit": "72e7bb797adf82aeb525a399f56ab8adbab8e93c",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "complex-mechanisms",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "p104-side-correction",
+          "question": "Can a changed P104 producer/consumer contract escape the scoped slot, chart and completion obstructions with a favorable full bill?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/p104-literal-slot-defect/README.md",
+            "research/p104-uniform-commutation-gap/README.md",
+            "research/p104-uniform-encoding-gap/README.md",
+            "research/p104-source-chart-shortcut/README.md",
+            "research/p104-fiber-tag-seam/README.md"
+          ],
+          "methods": [
+            "Construct one side-correction word at an explicit chronological cut with the needed frames still available.",
+            "Derive a lower bound on the side correction and hosting costs that decides whether this channel can beat the selected budget."
+          ],
+          "acceptance_gate": "An exact arbitrary-input identity, source/target frame availability and restoration at the chosen cut, plus the complete channel+correction+idle/hosting bill or an explicit favorable bound. The native channel alone is not a supplier. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the named successor obstructions before extending #2981 static flags. Distinguish literal-slot action, commutation, uniform encoding, source-chart shortcut and fiber-tag seam scopes; none excludes all P104 mechanisms.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Name one hypothesis changed from these exact interfaces. Write a literal producer-to-consumer timeline and an arbitrary-dirty-input positive/control pair, then charge acquisition, coefficients, completion, hosting and restoration. Stop if the same slot/fiber mismatch persists or the favorable full budget already fails. A scoped independent audit remains useful; another static count is not a new completion.",
+          "bottleneck_link": "Completing an already realized changed channel tests a concrete construction opportunity, instead of refining the incumbent packing. A positive local result still needs global and all-size admission.",
+          "allowed_variations": [
+            "One correction factorization, one chronological cut, or one explicit hosting obstruction.",
+            "A changed correction schedule with an updated full bill and native frame contract."
+          ],
+          "scope_change_triggers": [
+            "Recompiling the already certified low-rank channel without closing a new obligation.",
+            "Treating a pending ancestor, local histogram or unpriced side correction as an admitted global supplier.",
+            "Repeating a correction or physical conversion already supplied by a pending follow-up without adding independent coverage or a different unresolved obligation.",
+            "Repeating the 208-flag static matching or calling a static nested cover a chronological correction program. Independent audit of that certificate is distinct and remains useful.",
+            "Repeating a static cover, source-chart shortcut or fiber-tag seam without changing the hypothesis responsible for its obstruction."
+          ],
+          "overlap_terms": [
+            "P104",
+            "I-G/2",
+            "side correction",
+            "native channel",
+            "1972",
+            "1991",
+            "2586",
+            "endpoint transport",
+            "physical dual",
+            "relay composition",
+            "2981",
+            "joint unit flags",
+            "acquisition delivery",
+            "static nesting",
+            "4133",
+            "4136",
+            "4140",
+            "4153",
+            "4154",
+            "p104-literal-slot-defect",
+            "p104-uniform-commutation-gap",
+            "p104-uniform-encoding-gap",
+            "p104-source-chart-shortcut",
+            "p104-fiber-tag-seam"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4133: literal-slot defect",
+              "evidence": "research/p104-literal-slot-defect/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "88666f1dee93fbd85b31fd5d6f91a219e111b5f4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4136: uniform commutation gap",
+              "evidence": "research/p104-uniform-commutation-gap/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "281ce601a8be9db470de630759179c23e1dfaa88",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4140: uniform encoding gap",
+              "evidence": "research/p104-uniform-encoding-gap/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "de25c6525aa866962309df5d107b32d55e6e5628",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4153: source-chart shortcut exhausts its optimistic allowance",
+              "evidence": "research/p104-source-chart-shortcut/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "9123241fea53df77e51ffe30d9aca1625d4bf3a8",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4154: fiber-tag seam mismatch",
+              "evidence": "research/p104-fiber-tag-seam/README.md",
+              "remaining": "Independently validate the stated scope or change its producer/consumer premise and pay the complete boundary.",
+              "status": "author-checked",
+              "source_commit": "4ffcdaee5d6255a9cea1fe53a5424435068089d0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "complex-rank-shape-decoder",
+          "question": "Can a decoder deliver the local paid mass in fewer, larger-rank children (block frame climbs instead of rank-1 to rank-3 steps)?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/complex-decoder-field-extension-seed44/README.md",
+            "research/complex-frame-pair-decoders/README.md",
+            "research/selected-k8-unrestricted-ends/README.md",
+            "research/eisenstein-reduction-copy-floor/README.md"
+          ],
+          "methods": [
+            "Find one exact small decoding identity whose frame path climbs in blocks, and price its complete per-call profile.",
+            "Bound the best effective child rank achievable for one fixed support alphabet, including copies, frames and restoration."
+          ],
+          "acceptance_gate": "A per-call local profile, with all copied information, frames and restoration counted, whose ceiling exceeds the selected word's by at least 5%; masked or overcomplete supports must change an assumption of the eight-term all-pairs bound. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Before any synthesis, write the candidate per-call local profile (and centre charge / unpaid coordinates if changed) and screen it with ceiling.ceiling(); reject it if even the ideal ceiling does not beat the selected word's by your stated margin. Ideal budget: rank-16 delivery is 2.31x (levers.py).",
+          "bottleneck_link": "Rank-1 children are about half of recursive cost; the selected word's effective child rank is about 3.9. Larger-rank delivery lowers recursive cost per unit of paid mass.",
+          "allowed_variations": [
+            "One masked, overcomplete or block decoder family with exact labels and supports.",
+            "A scoped lower bound on effective rank for one alphabet.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Repacking idle remainders of an unchanged word (covered by the packing ceiling).",
+            "Repeating the eight-term all-pairs search inside its proved scope.",
+            "Only changing helper terminal subspaces and monotone frames within the fixed scalar word, entrances and cleanup contract already covered by #1995/#2013.",
+            "Searching below C=40 in the #2017 Eisenstein binary scalar-rectangle or fixed-support block-linear additive pairing model; specify a changed premise instead. This bound does not cover every complex decoder.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "rank shape",
+            "block climb",
+            "masked decoder",
+            "overcomplete",
+            "effective rank"
+          ]
+        },
+        {
+          "id": "complex-new-helper-inventory",
+          "question": "Can a new local cost interface change the deficit-to-recursive-cost ratio beyond current packing?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/heterogeneous-owner-assembly/README.md",
+            "certificates/selected-result.json",
+            "research/selected-k8-unrestricted-ends/README.md"
+          ],
+          "methods": [
+            "Propose a changed helper inventory and derive an optimistic exact moment.",
+            "Design a small completed instance and independently verify its endpoint and rank bill."
+          ],
+          "acceptance_gate": "A new physically realizable contract outside the frozen catalogue whose per-call profile, screened with ceiling.ceiling(), beats the selected word's packing ceiling; a lower cap does not establish identical circuitry or order attainable optima, and is insufficient to pass the stronger-budget target under this model. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Before any synthesis, write the candidate per-call local profile (and centre charge / unpaid coordinates if changed) and screen it with ceiling.ceiling(); reject it if even the ideal ceiling does not beat the selected word's by your stated margin.",
+          "bottleneck_link": "Packing of the selected word is capped at +0.87% (ceiling model); only a lower local excess spend or a changed coverage law raises the cap.",
+          "allowed_variations": [
+            "Narrow to one changed boundary or helper type with explicit counts.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Mixing only providers already inside the pinned catalogue.",
+            "Only changing helper terminal subspaces and monotone frames within the fixed scalar word, entrances and cleanup contract already covered by #1995/#2013.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "helper inventory",
+            "heterogeneous-owner",
+            "mutable leaver"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "recursive-interfaces",
+      "weight": 20,
+      "tasks": [
+        {
+          "id": "joint-query-controller",
+          "question": "Can the installed QQ16 caller win a complete matched protocol bill, or can a changed demand eliminate actual paid work?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/qq16-caller-install/README.md"
+          ],
+          "methods": [
+            "Derive the matched whole-caller physical bill for installed and baseline protocols.",
+            "Change the actual demanded observations and prove a cheaper legal producer/consumer contract."
+          ],
+          "acceptance_gate": "Name the changed premise of the fixed F0/B1 observation obstruction. Show exactly which query is recovered, legal native reads and restoration, and a full favorable budget including cover maps, helpers and endpoints. Local inverse identities alone do not close the global controller. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4166 COST.md and ADMISSION.json. An actual caller connection is now proposed. Its native-component profile loses; parent park/restore versus external-call costs remain unresolved. Retain the producer and recovery lineage rather than rebuild it.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "At the actual installed cut, compare matched complete parent park/restore and external input/return protocols at the same bank/packet geometry, including every later root call and service cost. Alternatively pin both bridge observations and derive a genuinely smaller source-compatible demand. Stop if the complete necessary inequality fails or an essential cost is unknown; no larger decoder scan from a local tape-action saving.",
+          "bottleneck_link": "The native local words exist; retained query information and its physical access are the missing link to a composed recursive interface.",
+          "allowed_variations": [
+            "One paid query, one changed first pair, or one precisely specified affine helper state.",
+            "A counterexample or lower bound for that exact proposed repair.",
+            "One unresolved obligation of a newer local decoder, with exact source heads and a distinct claim/domain."
+          ],
+          "scope_change_triggers": [
+            "Retaining the fixed first pair and ordinary schedule while allowing only homogeneous selected-only control, already excluded by the witness.",
+            "Treating cover-map counts as zero-cost physical address operations.",
+            "Recreating the pending complete local decoder or early-record/output-bank coalescing already under investigation without a distinct audit or changed premise.",
+            "Treating a completed-output defect inequality as a producer-interior, dirty-range or physical-cost certificate.",
+            "Recreating completed-output recovery or caller wiring already supplied by #4166 without new independent coverage.",
+            "Dropping retained later root calls or claiming native-profile dominance from the isolated publication saving."
+          ],
+          "overlap_terms": [
+            "QQ16",
+            "joint-query",
+            "changing-chart controller",
+            "selected observation",
+            "1969",
+            "2540",
+            "early record",
+            "output-bank retention",
+            "complete native decoder",
+            "2965",
+            "producer defect",
+            "dirty-helper range",
+            "F17 consumer",
+            "4166",
+            "qq16-caller-install"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4166: author-checked installed producer/service/return/bridge connection; native-component comparison loses.",
+              "evidence": "research/qq16-caller-install/README.md",
+              "remaining": "Complete matched physical protocol bill, or changed source-compatible demand/circuit; no affordable supplier yet.",
+              "status": "author-checked",
+              "source_commit": "0b082d22a0e9a442d264ab0633e35ef26c790630",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "centre-path-sharing",
+          "question": "Can the 64-per-call centre path (eight rank-8 COPY/ERASE totals through the private temporary) be shared across calls or shrunk?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/split-centres-global/proofs/PR386-BIT-GEOMETRY.txt",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Derive a fully charged favorable relaxation for sharing one centre path across k calls, including restoration, hosting and precision.",
+            "Prove a lower bound on copied information per call for the selected decoder contract."
+          ],
+          "acceptance_gate": "Show the changed centre charge and copy profile per call with every added restoration or hosting cost charged, and its ceiling via ceiling.ceiling(centre=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Write the per-call centre charge and copy children for sharing across k = 2 calls, charge the sharing overhead, and screen it; stop this route if even the ideal sharing gains under 10%. Ideal budgets: free 2.80x, shared by two 1.90x (levers.py).",
+          "bottleneck_link": "The centre path consumes 64 of about 99.6 unpaid coordinates per call, i.e. about 64% of the raw deficit.",
+          "allowed_variations": [
+            "One sharing pattern across a fixed number of calls.",
+            "One reduced copied-total contract for the existing decoder.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Removing copies without a replacement contract for the decoder's copied totals.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "centre path",
+            "copied totals",
+            "private temporary",
+            "shared centre",
+            "batching"
+          ]
+        },
+        {
+          "id": "coverage-law-change",
+          "question": "Can a template or call contract leave two or more unpaid coordinates per live family?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/complex-local-word-ceiling/README.md",
+            "research/idle-axis-hosting/PROOF.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "State a replacement for the coverage identity (mass = 72W + 64N) and the contract change that realizes it, with its implementation cost.",
+            "Find an obstruction: show which data-endpoint obligation forces exactly one unpaid coordinate in the current template."
+          ],
+          "acceptance_gate": "An explicit replacement identity, verified on a small complete instance with dirty inputs, priced with ceiling.ceiling(unpaid=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/complex-local-word-ceiling/verify.py"
+            ],
+            "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+            "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+            "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Explain where the single unpaid coordinate per family comes from in the hosted template; propose one change and price it. Ideal budget: two unpaid coordinates per family is 3.77x (levers.py).",
+          "bottleneck_link": "The deficit is one coordinate per family minus the centre charge; doubling unpaid coordinates per family scales it directly.",
+          "allowed_variations": [
+            "One template change or one endpoint-contract change.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Counting a coordinate as unpaid while leaving it unadvanced in the data endpoint.",
+            "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+          ],
+          "overlap_terms": [
+            "coverage identity",
+            "unpaid coordinate",
+            "deficit law",
+            "W - 64N"
+          ]
+        },
+        {
+          "id": "connector-alphabet-change",
+          "question": "Does one explicit extension of the connector alphabet offer a favorable completed budget?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "research/universal-connector-boundary/README.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Construct and charge a legal extra operation on a minimal instance.",
+            "Prove a target-specific bound after adding one specified operation family."
+          ],
+          "acceptance_gate": "State which fixed-alphabet premise changes and charge its implementation; do not declare it free. A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "research/universal-connector-boundary/verify.py"
+            ],
+            "expected": "PASS_UNIVERSAL_CONNECTOR_BOUNDARY",
+            "inspect": "Reproduce the 945-pairing control, then read Exact interface to list the allowed calls.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Add exactly one legally priced operation and test a tiny dirty-input instance before enumerating larger cases.",
+          "bottleneck_link": "A new legal connector operation could change recursive interface cost; a larger census in the same alphabet is a separate side result.",
+          "allowed_variations": [
+            "Choose one additional operation and a small source count for its first counterexample."
+          ],
+          "scope_change_triggers": [
+            "Keeping the alphabet and only increasing the source count; record this as a changed assignment.",
+            "Extending a source-count census without naming a supplier/interface decision it could change; audit #2973 pruning concerns before relying on the affected predecessor exclusions."
+          ],
+          "overlap_terms": [
+            "universal connector",
+            "source-toggle",
+            "connector alphabet"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "adversarial-audit",
+      "weight": 15,
+      "tasks": [
+        {
+          "id": "selected-stock-envelope",
+          "question": "What explicit uniform stock envelope does the actual selected stopped producer supply at one bootstrap stage?",
+          "starting_points": [
+            "research/selected-bootstrap-stock-audit/README.md",
+            "research/bootstrap-cutoff-time-space-split/README.md",
+            "certificates/selected-result.json",
+            "docs/research/community-efficient1000-review.md",
+            "research/stock-margin-chain/README.md"
+          ],
+          "methods": [
+            "Derive a source-bound reserve recurrence at the actual selected atom widths, separating parent stock from completed inner borrowing.",
+            "Find an exact missing implication or counterexample to a proposed selected-stage stock envelope."
+          ],
+          "acceptance_gate": "Bind every coefficient and depth factor to the selected producer and state the width domain. Compare a proved envelope with the sufficient cutoff guard; a large numerical headroom or a historical m=120 coefficient is not a selected m=73 proof.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #2972 stock-margin chain and the selected stock audit. The new source archive reports the remaining cutoff comparisons, but leaves every actual stock coefficient unresolved; it is not an independently validated reserve envelope.",
+            "scope": "Source-bound orientation only. Read the named package and review before relying on its local evidence; this command is not its replay or supplier admission."
+          },
+          "first_experiment": "Choose one actual selected producer/stage and derive its parent reserve and depth coefficient from source. Check whether newer handoffs already cover that exact obligation. Stop with the missing implementation lemma if it cannot be bounded; do not rerun #2972 cutoff/headroom arithmetic as a new contribution.",
+          "bottleneck_link": "This reduces a concrete inherited implementation obligation without confusing unchanged kappa arithmetic with a completed theorem.",
+          "allowed_variations": [
+            "One stage or one explicit reserve/depth implication.",
+            "An independently checked same-domain proof repair, retaining all remaining assumptions."
+          ],
+          "scope_change_triggers": [
+            "Importing the historical 57604 or 252 allowance without a selected-producer binding.",
+            "Calling a conditional fit lemma a full outer-proof adoption.",
+            "Replacing an actual selected stock coefficient with cutoff comparisons or a conditional fit inequality."
+          ],
+          "overlap_terms": [
+            "selected stock",
+            "stock envelope",
+            "bootstrap cutoff",
+            "1956",
+            "1965",
+            "1990",
+            "2972",
+            "stock-margin-chain",
+            "actual_stock_coefficient"
+          ],
+          "existing_checks": [
+            {
+              "scope": "Retained stock audit identifies missing actual selected-stage coefficients; later cutoff-chain arithmetic does not supply them.",
+              "evidence": "docs/research/research-family-status.md#revision-6-handoffs-source-archives-awaiting-independent-validation",
+              "remaining": "Derive one actual reserve/depth coefficient from the selected producer.",
+              "status": "reviewed",
+              "source_commit": "836b19bfa309ceafbc8ee32a15e8c4b10dde7e11",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "supplier-boundary-audit",
+          "question": "Can the #4088 four-provider dispatch satisfy the complete ordinary/outer admission contract?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-mixed-fourth-entry/README.md",
+            "research/scatter-boundary-decision/README.md"
+          ],
+          "methods": [
+            "Trace one hypothesis through the source, checker and complete caller.",
+            "Construct one semantically invalid but superficially well-formed fixture and test rejection."
+          ],
+          "acceptance_gate": "Pin the current sources and one obligation; the historical owner audit is an example, not evidence of a current bug.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4088 Scope and Open next questions: local words, native receipts and literal fill do not include a rerun of the mixed four-provider ordinary/outer engine. #3801 is the newer scatter-boundary decision; do not restart #2977 as if untouched.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Pin the provider registry, four native source closures and dispatch. Make a bounded acceptance coverage map or one registry adapter preserving every inherited admission predicate and rejection control (including an omitted fourth provider). Record remaining ordinary/outer obligations and a resource estimate before heavy execution. Stop at unresolved source/caller dependencies; no selected-result promotion from a local pass.",
+          "bottleneck_link": "Closing a current acceptance gap or proof obligation strengthens reliability even without changing kappa.",
+          "allowed_variations": [
+            "One provider-registry, dispatch, native-closure or admission-predicate obligation; separate branches must name distinct coverage."
+          ],
+          "scope_change_triggers": [
+            "Reporting the historical timing-only diagnostic as a new current acceptance bug.",
+            "Calling a malformed mutant a failure of the selected construction, or importing an opt-in repair without testing the exporter boundary.",
+            "Running another root enclosure instead of validating dispatch or weakening an inherited predicate to make mixed admission pass."
+          ],
+          "overlap_terms": [
+            "owner boundary",
+            "bridge omission",
+            "hosting",
+            "2977",
+            "scatter export",
+            "duplicate index",
+            "parity semantics",
+            "4088",
+            "3801",
+            "staged544-mixed-fourth-entry",
+            "scatter-boundary-decision"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4088: author-checked local words, native receipts, owner/phase fill and exact moment.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Rebind and validate ordinary/outer admission with all four providers; full mixed release not established.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #3801: successor scatter-boundary decision package.",
+              "evidence": "research/scatter-boundary-decision/README.md",
+              "remaining": "Consult its exact acceptance scope before any new exporter audit; not proof of a selected failure.",
+              "status": "author-checked",
+              "source_commit": "911f8800ba7a4b03603ef62c5ffc6240e53cb5fd",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "uniform-transfer-audit",
+          "question": "Does one quantified step of the proposed #4100 all-size construction hold at its actual caller?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/unconditional-batched-crt/README.md"
+          ],
+          "methods": [
+            "Prove one missing implication with explicit quantified hypotheses.",
+            "Find an exact counterexample at the claimed interface boundary."
+          ],
+          "acceptance_gate": "Identify the proposition and what would change downstream; do not equate a finite replay with a universal proof.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read PROOF.md and AUDIT.md in #4100. Select one distinct obligation: CRT total repair, native/free-algebra lifting, precision/conditioning, or complete fixed-tape cost. This is an author-submitted proof, not an accepted unconditional theorem.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Check live handoffs; name one proposition, its caller, quantified domain and dependency closure. Independently prove the implication or exhibit a precise gap/counterexample. Prioritize CRT.md total repair or COMPLEX.md free-algebra lift only if unclaimed. Stop at the chosen obligation; do not substitute finite samples or root arithmetic for an all-size proof, or launch the complete package by default.",
+          "bottleneck_link": "Finite supplier improvements are useful only under the retained transfer obligations.",
+          "allowed_variations": [
+            "One CRT repair, native lift, precision/conditioning or tape-cost proposition, with its exact caller."
+          ],
+          "scope_change_triggers": [
+            "Replacing a quantified obligation with another finite smoke test.",
+            "Treating archive intake, an author PASS receipt or a finite composed fixture as discharge of the universal hypotheses."
+          ],
+          "overlap_terms": [
+            "uniform transfer",
+            "all-size",
+            "precision",
+            "4100",
+            "unconditional-batched-crt"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4100: proposed unconditional construction and finite checks, without independent acceptance.",
+              "evidence": "research/unconditional-batched-crt/README.md",
+              "remaining": "Independent proof audit of one caller-bound all-size implication; all other premises remain explicit.",
+              "status": "author-checked",
+              "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "census-pruning-audit",
+          "question": "Does the reported word-census parity-pruning error invalidate a specific exclusion we still rely on, and what bounded repair is justified?",
+          "starting_points": [
+            "research/f7-weight-parity-census-correction/README.md",
+            "docs/research/research-family-status.md"
+          ],
+          "methods": [
+            "Independently reconstruct the tiny counterexample and trace one affected exclusion to its exact pruning code.",
+            "Compare corrected and unpruned enumeration on a small exhaustive domain, then audit the changed pruning implication."
+          ],
+          "acceptance_gate": "Pin the old and proposed corrected engines, distinguish a disproved pruning rule from a disproved final bound, and state exactly which downstream exclusions need revalidation. #2973 is an author-checked source archive; neither its new f(7) claim nor all old conclusions are automatically accepted or rejected.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #2973 error description and MATH.md; manually reconstruct the prefix states of 01021323 before running any large census.",
+            "scope": "Source-binding orientation only; no full enumeration or mathematical validation."
+          },
+          "first_experiment": "Reconstruct the eight prefix states of 01021323 and compare bit-0 versus Hamming-weight parity budgets independently. Trace the reported false prune to one pinned predecessor (#2542, #2634 or #2691), then test a small exhaustive domain. Stop after a source-impact handoff or corrected-prune proof; a full seven-label replay needs a separate resource budget and a named research decision it can change.",
+          "bottleneck_link": "An unsound exclusion can wrongly close a mechanism; correcting its dependency boundary is more useful than extending the same census.",
+          "allowed_variations": [
+            "One predecessor pruning rule, one independently exhaustive small domain, or one downstream dependency audit."
+          ],
+          "scope_change_triggers": [
+            "Launching a larger census before validating the prune and explaining which active decision it changes.",
+            "Treating a small-domain counterexample to the old rule as a counterexample to every reported seven-label bound."
+          ],
+          "overlap_terms": [
+            "2973",
+            "2542",
+            "2634",
+            "2691",
+            "weight parity",
+            "bit-0",
+            "01021323",
+            "census pruning"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "independent-verification",
+      "weight": 10,
+      "tasks": [
+        {
+          "id": "independent-moment",
+          "question": "Does a new paid-profile or mixture-ceiling claim have independent source-bound coverage of its actual changed ledger?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-mixed-fourth-entry/README.md",
+            "research/staged-fourth-mixture-ceiling/README.md",
+            "research/r437-two-window-carrier/README.md"
+          ],
+          "methods": [
+            "Independently reconstruct one changed paid ledger or pooled dual with exact source and model binding.",
+            "Check a genuinely uncovered moment implication with a different enclosure method and semantic controls."
+          ],
+          "acceptance_gate": "Demonstrate independence, source binding, positive cases and semantic failure controls. Name the existing checks and the missing coverage. More digits or another equivalent evaluation of an unchanged root is not by itself new verification coverage.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Choose one uncovered implication in #4088 literal mixed fill, #4091 pooled dual/model binding or #4067 changed frame/host bill. #4091 pins an earlier #4088 head: validate word, capacity and stock equivalence before applying that ceiling to the later fill.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Independently reconstruct one changed ledger or pooled certificate with a positive case and a semantic failure control. Compare exact sources and name what existing checks miss. Keep this separate from supplier-boundary-audit (ordinary/outer dispatch) and uniform-transfer-audit (all-size proof). Stop after the chosen implication; more digits of an unchanged root are not additional mechanism coverage.",
+          "bottleneck_link": "Independent pricing prevents unsupported frontier claims and can reveal genuine accounting slack.",
+          "allowed_variations": [
+            "Reconstruct either a source ledger or a numeric enclosure with a different method."
+          ],
+          "scope_change_triggers": [
+            "Importing the primary function and calling its output independent verification.",
+            "Calling an aggregate histogram or source archive an independently accepted physical supplier."
+          ],
+          "overlap_terms": [
+            "independent moment",
+            "rank histogram",
+            "exact enclosure",
+            "2979",
+            "rank7 joint endframes",
+            "paired extraction",
+            "joint lowering",
+            "4088",
+            "4091",
+            "4067",
+            "staged544-mixed-fourth-entry",
+            "staged-fourth-mixture-ceiling",
+            "r437-two-window-carrier"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4088: mixed local/owner/phase ledger and moment reported.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Independent binding of changed construction to paid histogram, distinct from full admission.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4091: sharp pooled ceiling proposed for fixed THREE/FOUR words and inventory.",
+              "evidence": "research/staged-fourth-mixture-ceiling/README.md",
+              "remaining": "Validate dual, exhaustive pattern scope and exact source equivalence before applying to newer fills.",
+              "status": "author-checked",
+              "source_commit": "a29bdd8f56cd18b805917775cdec09ff935eddc4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4067: paid (2,2) to (1,3) exchange and fixed OQ4 host reported.",
+              "evidence": "research/r437-two-window-carrier/README.md",
+              "remaining": "Independent full cost delta; remaining caller/precision/stock obligations are separate.",
+              "status": "author-checked",
+              "source_commit": "a95f11c52e3ca1e4c5171b3c20d8f4b0815aee2e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "formal-interface-lemma",
+          "question": "Can one uncovered interface implication be formalized with exact caller and certificate bindings?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/gate-operand-parity-lean/README.md",
+            "research/staged544-certified-endpoint/README.md",
+            "research/unconditional-batched-crt/README.md"
+          ],
+          "methods": [
+            "Formalize a missing boundary lemma identified by the selected review.",
+            "Audit a formal theorem-to-certificate binding independently."
+          ],
+          "acceptance_gate": "State the exact formalized proposition and remaining assumptions; avoid duplicate arithmetic formalizations already present.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Inventory the gate-operand parity lemma (#3807) and certified endpoint arithmetic (#3857). Neither is a full multiplication proof. For #4100, audit the compact-switch statement and its hypotheses before formalizing it.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Write one missing statement with quantified hypotheses, actual caller and existing coverage. A compact-switch lemma is a candidate only after its mathematical contract is reviewed. Establish a bounded proof plan before a separately budgeted proof-assistant build; do not rerun large Lean jobs as orientation.",
+          "bottleneck_link": "A missing interface proof can reduce the conditional gap even if it does not change kappa.",
+          "allowed_variations": [
+            "Narrow to one formal lemma or one theorem-to-certificate binding."
+          ],
+          "scope_change_triggers": [
+            "Formalizing already-covered arithmetic and claiming the full multiplication theorem."
+          ],
+          "overlap_terms": [
+            "hyperplane end",
+            "formal interface",
+            "Lean binding",
+            "3807",
+            "3857",
+            "4100",
+            "gate-operand-parity-lean",
+            "staged544-certified-endpoint",
+            "unconditional-batched-crt"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #3807: scoped gate-operand parity formalization.",
+              "evidence": "research/gate-operand-parity-lean/README.md",
+              "remaining": "Exact theorem-to-caller binding and genuinely uncovered interface lemmas.",
+              "status": "author-checked",
+              "source_commit": "4c3530f42a6abcc48e7a6bcffd6c901911dc8269",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #3857: certified real-power moment/endpoint arithmetic.",
+              "evidence": "research/staged544-certified-endpoint/README.md",
+              "remaining": "Uniform algorithmic implications, not another endpoint digit.",
+              "status": "author-checked",
+              "source_commit": "ef4315b8caa605e47a2515004845eb2d2ed71a86",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4100: compact-switch formalization proposed as future validation.",
+              "evidence": "research/unconditional-batched-crt/README.md",
+              "remaining": "Audit the statement and assumptions before a formal proof campaign.",
+              "status": "author-checked",
+              "source_commit": "337d04939571a637aeab54a0f58f54fde811663a",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "verifier-engineering",
+      "weight": 8,
+      "tasks": [
+        {
+          "id": "replay-runtime",
+          "question": "Can one measured replay bottleneck be sped up without dropping coverage?",
+          "starting_points": [
+            "scripts/run_isolated_tests.py",
+            "scripts/verify_replay_coverage.py",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Profile one isolated replay and optimize the measured bottleneck.",
+            "Design source-bound reuse with explicit dependency invalidation and negative controls."
+          ],
+          "acceptance_gate": "Report before/after wall time on the same fixture, retained checks and invalidation behavior.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the selected reproduction command and choose a single replay stage for profiling.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Measure one unchanged fixture, preserve check coverage, and test one optimization with invalidation controls.",
+          "bottleneck_link": "Faster trustworthy replays increase review throughput and let mechanism candidates be checked sooner.",
+          "allowed_variations": [
+            "Profile one stage or design one source-bound cache boundary."
+          ],
+          "scope_change_triggers": [
+            "Skipping coverage or comparing different fixtures to claim speedup."
+          ],
+          "overlap_terms": [
+            "replay runtime",
+            "cache invalidation",
+            "isolated tests"
+          ]
+        },
+        {
+          "id": "portable-replay",
+          "question": "Can one reproducible environment or artifact-comparison failure be repaired?",
+          "starting_points": [
+            "research/gzip-container-reproducibility/README.md",
+            "docs/ci-verification.md"
+          ],
+          "methods": [
+            "Reproduce one portability failure and add a minimal cross-environment fix.",
+            "Audit one canonical-payload comparison for omitted proof-relevant fields."
+          ],
+          "acceptance_gate": "Preserve immutable source hashes and proof-relevant content; a different compressed byte stream alone is not a mathematical mismatch.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the gzip-container reproducibility examples and distinguish frozen source bytes from regenerated payloads.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Reproduce one specific mismatch or audit one canonical comparison for omitted proof-relevant fields.",
+          "bottleneck_link": "Portable exact checks prevent environment failures from blocking valid contributions.",
+          "allowed_variations": [
+            "One interpreter/version mismatch or one payload field comparison."
+          ],
+          "scope_change_triggers": [
+            "Removing immutable-source pins because generated compressed bytes differ."
+          ],
+          "overlap_terms": [
+            "gzip container",
+            "reproducibility",
+            "canonical payload"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "consolidation",
+      "weight": 5,
+      "tasks": [
+        {
+          "id": "overlap-receipt",
+          "question": "What exact content and credit of a small named PR set has already been retained?",
+          "starting_points": [
+            "docs/research/pr-ledger.md",
+            "CONTRIBUTORS.md"
+          ],
+          "methods": [
+            "Compare exact heads and retained artifacts to write a source-bound disposition receipt.",
+            "Audit an existing receipt for missing content or predecessor attribution."
+          ],
+          "acceptance_gate": "Separate complete integration, partial retention and changed heads; make no autonomous closures.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read one small PR set in the ledger and identify exact reviewed heads and unresolved content.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Compare that set to retained artifacts; produce a complete or explicitly partial disposition receipt.",
+          "bottleneck_link": "Reliable overlap evidence preserves credit and prevents repeated review of already-retained material.",
+          "allowed_variations": [
+            "One small related PR family or one existing integration receipt."
+          ],
+          "scope_change_triggers": [
+            "Treating matching titles or one shared blob as proof of full incorporation."
+          ],
+          "overlap_terms": [
+            "overlap receipt",
+            "partial integration",
+            "attribution"
+          ]
+        },
+        {
+          "id": "scope-navigation",
+          "question": "Can one misleading historical-current claim or missing research cross-reference be corrected?",
+          "starting_points": [
+            "docs/research/current-status.md",
+            "docs/research/pr-ledger.md",
+            "certificates/selected-result.json"
+          ],
+          "methods": [
+            "Trace one confusing path from onboarding to its authoritative source.",
+            "Index one tightly related family of obstructions with explicit excluded and open hypotheses."
+          ],
+          "acceptance_gate": "Produce evidence-backed navigation, preserve historical records and avoid a duplicate global survey.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Follow one link from the selected record to its review and compare a potentially stale historical claim.",
+            "scope": "Positive control / source-bound orientation only; this is not a new construction or full cold replay."
+          },
+          "first_experiment": "Repair one confusing path or produce a scoped map of one related obstruction family.",
+          "bottleneck_link": "Clear navigation lowers entry cost for central research; a global survey without a concrete fix is not required.",
+          "allowed_variations": [
+            "One historical-current ambiguity or one bounded family index."
+          ],
+          "scope_change_triggers": [
+            "Rewriting frozen scientific packages just to change their historical wording."
+          ],
+          "overlap_terms": [
+            "current status",
+            "historical checkpoint",
+            "scope navigation"
+          ]
+        }
+      ]
+    },
+    {
+      "id": "incumbent-optimization",
+      "weight": 2,
+      "tasks": [
+        {
+          "id": "selected-packing",
+          "question": "Does a named residual packing task have meaningful uncovered headroom after its exact fixed-inventory ceiling?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged-fourth-mixture-ceiling/README.md",
+            "research/staged544-mixed-fourth-entry/README.md"
+          ],
+          "methods": [
+            "Check a fixed-inventory ceiling and source equivalence before any explicitly bounded residual search.",
+            "Price a genuinely changed word/interface under a newly applicable model."
+          ],
+          "acceptance_gate": "Check live overlap and exact model/source binding first. Distinguish a chronological construction from a pooled optimum. State the applicable fixed-inventory ceiling and remaining headroom; changed words or interfaces require a new fully charged model. Do not launch a residual search without an explicit scope and time cap.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read #4091 fixed-word pooled ceiling and #4088 later 1090-call literal fill. Bind the unchanged local invoices/capacities/stock before transferring the ceiling; its earlier 1080-call residual-bin recipe is historical.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Default to a bounded headroom/source-equivalence check. Only start residual search with an explicit unclaimed domain, time cap and reason the tiny remaining gain matters. Otherwise hand off or select a changed-word mechanism. A changed word or interface needs a fresh cost model, not the old ceiling. Stop at the fixed-inventory cap; do not extend by new random seeds.",
+          "bottleneck_link": "An actual paid-profile gain can improve the frontier up to the other supplier cap.",
+          "allowed_variations": [
+            "One bounded residual packing instance or exact relaxation.",
+            "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+          ],
+          "scope_change_triggers": [
+            "Rerunning an existing search with only a different seed as a separate mathematical contribution."
+          ],
+          "overlap_terms": [
+            "T16",
+            "owner exchange",
+            "packing",
+            "4091",
+            "4088",
+            "staged-fourth-mixture-ceiling",
+            "staged544-mixed-fourth-entry"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #4091: pooled optimum at one-third staging for pinned fixed words; not a chronological fill.",
+              "evidence": "research/staged-fourth-mixture-ceiling/README.md",
+              "remaining": "Independent scope/source check; any residual optimization is explicitly bounded and optional.",
+              "status": "author-checked",
+              "source_commit": "a29bdd8f56cd18b805917775cdec09ff935eddc4",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4088: later 1090-call literal fill improves the earlier 1080-call witness.",
+              "evidence": "research/staged544-mixed-fourth-entry/README.md",
+              "remaining": "Complete admission remains separate; old residual-bin instructions must not be copied blindly.",
+              "status": "author-checked",
+              "source_commit": "72d7efc181edb21806a878f174847c96dd410ab0",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        },
+        {
+          "id": "scalar-to-moment",
+          "question": "Can a changed frame itinerary remove a paid transition beyond the already covered scalar A2 contractions?",
+          "starting_points": [
+            "docs/research/research-family-status.md",
+            "certificates/selected-result.json",
+            "research/staged544-a2-graph-rewrite/README.md",
+            "research/staged544-separated-a2/README.md",
+            "research/staged544-a2-composition-audit/README.md",
+            "research/staged544-a1858-contraction-audit/README.md"
+          ],
+          "methods": [
+            "Derive the changed legal frame itinerary and exact child histogram.",
+            "Prove a scoped obstruction showing why that scalar gain cannot change the paid contract."
+          ],
+          "acceptance_gate": "An unchanged histogram is not a kappa gain; record any separate runtime or proof benefit explicitly.",
+          "first_step": {
+            "command": [
+              "python3",
+              "-B",
+              "scripts/research_baseline.py"
+            ],
+            "expected": "PASS_RESEARCH_BASELINE_BINDINGS_ONLY",
+            "inspect": "Read the A2 and separated-A2 constructions and their composition/contraction audits. Scalar contractions can preserve the complete recursive histogram; fewer ADDs alone do not justify further scans.",
+            "scope": "Source-binding orientation only; no scientific replay, theorem acceptance or supplier admission. Budget any heavy replay separately."
+          },
+          "first_experiment": "Identify an actual paid transition to remove and construct a legal replacement frame itinerary, charging restoration, source windows and changed helpers. Compare complete before/after histograms. Stop if only scalar count changes; report that benefit honestly, without expanding the same scalar-only census.",
+          "bottleneck_link": "A legal change to the histogram, not addition count alone, is the bridge to an exponent gain.",
+          "allowed_variations": [
+            "One existing scalar simplification and one proposed frame-path change."
+          ],
+          "scope_change_triggers": [
+            "Submitting only another scalar count as completion of a paid-profile task."
+          ],
+          "overlap_terms": [
+            "scalar simplification",
+            "paid profile",
+            "R439",
+            "3998",
+            "4019",
+            "4112",
+            "4152",
+            "staged544-a2-graph-rewrite",
+            "staged544-separated-a2",
+            "staged544-a2-composition-audit",
+            "staged544-a1858-contraction-audit"
+          ],
+          "existing_checks": [
+            {
+              "scope": "PR #3998: consecutive A2 scalar contraction",
+              "evidence": "research/staged544-a2-graph-rewrite/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "389268a6b5e0373a3125d5c6fcd6995f4ea324f5",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4019: separated A2 sites with unchanged recursive histogram",
+              "evidence": "research/staged544-separated-a2/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "f408e09df300b575235f7f77f81948071397e16d",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4112: composition audit",
+              "evidence": "research/staged544-a2-composition-audit/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "205b7380656ba4b6316a8a493b1a3c679b8f7a0e",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            },
+            {
+              "scope": "PR #4152: A1858 contraction audit",
+              "evidence": "research/staged544-a1858-contraction-audit/README.md",
+              "remaining": "A genuinely changed paid itinerary or a distinct independent audit; no default scalar-only expansion.",
+              "status": "author-checked",
+              "source_commit": "caaa14cde5962adc372fdca71f63d0f29e73c8b2",
+              "selected_record_sha256": "bb2eaa58647b353f88d0aec2eafb9d30df1be53589231b23e12ceef3e4bad129"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "selection_context": {
+    "refreshed_on": "2026-10-22",
+    "kappa": "60403/20000000",
+    "source_pr": 4470,
+    "record": "certificates/selected-result.json",
+    "review": "docs/research/pr-intake-evidence/pr4470/PROOF-REVIEW.md",
+    "orientation_command": "python3 -B scripts/research_selected_baseline.py",
+    "scope": "Metadata refresh only. Revision-7 weights and cards remain historical suggestions pending separate strategic reassessment; check current contracts and overlap before adopting them."
+  }
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json
new file mode 100644
index 0000000000..bca92c222c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/NORMALIZERS.json
@@ -0,0 +1,126 @@
+{
+  "clifford_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+  "code_sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+  "finite_checks": {"absolute_phase_mutations_rejected":112,"exact_endpoint_factor_identities":896,"gaussian_free_compiled_wrappers":896,"monomial_wrappers":896,"omitted_phase_rejections":112,"ports":112,"scalar_basis_recodings":224,"weight_congruence_addresses":57344},
+  "local_gauge_bill": {"added_recursive_calls":0,"backward_extra_monomial_field_maps_upper":448,"main_wrapper_field_maps":448,"owned_fields_reused":8,"recoding_monomial_field_maps":448,"recoding_owned_clears":32,"recoding_scalar_adds":1792,"recodings":2},
+  "mode_columns": [[1,1,1,1,1,1,1,-1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1,1,1,1,-1,-1,-1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,-1,1,-1,1,1,1,0,1,1,1,1,1,1,-1,1,-1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,0,0,0,0,1,-1,0,0,0,0,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,-1,-1,-1,-1,1,0,0,0,0,0,0,-1,-1,-1,1,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,-1,1,0,0,-1,1,1,1,0,-1,-1,0,0,0,0,1,-1,0,0,0,0,0,1,1,1,1,-1,1,1,1,0,0,0,0,0],[1,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,1,1,0,0,1,1,1,1,0,1,0,0,0,1,1,1,1,1,0,0,1,1,1,0,0,0,0,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,1,1,0,1,0,1,0,0,0,1,0,1,0,1,1,1,1,0,1,0,0,0,1,0,1,1,1,1,0,0,0,1,1,1,0,0],[1,0,0,1,1,1,0,1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,0,-1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,-1,-1,0,0,1,1,1,1,1,1,0,0,0,-1,0,0,0,0,0,0,-1,-1,-1,1,1,1,0,0,0,0,0,0,-1,0,1,0,1,-1,0,0,0,1,0,1,1,0,0,0,1,0,0,-1,-1,-1,1,1,0,0,0,0,-1,-1,-1,-1,-1,-1,0,0],[0,1,1,0,1,1,-1,0,0,1,0,0,0,-1,0,0,1,0,-1,-1,1,1,0,0,-1,-1,0,0,-1,0,0,0,-1,0,0,1,-1,-1,0,1,1,0,0,-1,-1,-1,-1,-1,1,0,0,1,0,0,1,1,0,0,1,0,0,-1,0,0,1,1,0,0,-1,-1,0,0,-1,0,0,-1,0,0,1,-1,0,0,1,0,0,1,1,0,0,1,0,0,0,-1,1,0,-1,-1,-1,-1,0,-1,-1,0,1,0,0,1,0,0,1,1],[0,1,0,1,0,0,-1,0,-1,0,1,1,-1,0,-1,-1,0,-1,0,0,-1,-1,0,0,1,0,1,0,1,0,0,1,1,0,0,1,-1,-1,1,0,0,-1,-1,0,0,-1,-1,-1,-1,0,0,0,1,1,0,0,1,0,-1,0,0,0,-1,-1,0,0,1,-1,0,0,-1,-1,0,0,0,1,0,1,0,0,-1,0,-1,0,0,1,1,0,1,0,1,1,0,-1,0,-1,0,0,-1,0,-1,0,0,-1,0,1,1,-1,0,0,-1,-1],[0,0,1,1,0,0,0,0,1,-1,0,0,1,1,0,0,1,-1,0,0,1,1,-1,-1,0,-1,-1,0,0,-1,-1,-1,0,-1,-1,0,1,1,1,0,0,0,0,1,-1,0,-1,-1,0,1,1,-1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,1,-1,0,0,0,0,1,-1,-1,0,0,-1,1,-1,1,0,0,1,1,0,0,0,-1,-1,0,0,0,0,1,-1,0,0,0,-1,-1,0,0,1,-1,0,0,0,1,1,-1,-1],[0,0,0,0,1,-1,0,0,0,0,-1,1,0,0,1,-1,0,0,-1,1,1,-1,-1,1,0,0,0,0,0,1,-1,0,0,1,-1,0,-1,1,0,1,-1,-1,1,0,0,0,1,-1,0,-1,1,0,-1,1,-1,1,0,0,0,-1,1,0,1,-1,-1,1,0,0,-1,1,-1,1,0,-1,1,0,0,0,0,0,0,0,0,-1,1,0,0,0,0,0,-1,1,0,0,0,0,-1,1,0,0,0,-1,1,0,0,-1,1,0,-1,1,1,-1]],
+  "ports": [
+    {"G_rows":[11,13,14,7,16,32,64,128,256],"K_word":[["P",[11,13,14,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",500],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",11],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",10],["phase",2]]}},"orthogonal_transvections":[5,15],"port":0,"q":11},
+    {"G_rows":[19,21,22,8,7,32,64,128,256],"K_word":[["P",[19,21,22,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",492],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",19],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",18],["phase",2]]}},"orthogonal_transvections":[5,23],"port":1,"q":19},
+    {"G_rows":[35,37,38,8,16,7,64,128,256],"K_word":[["P",[35,37,38,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",476],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",35],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",34],["phase",2]]}},"orthogonal_transvections":[5,39],"port":2,"q":35},
+    {"G_rows":[67,69,70,8,16,32,7,128,256],"K_word":[["P",[67,69,70,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",444],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":67,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",67],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",66],["phase",2]]}},"orthogonal_transvections":[5,71],"port":3,"q":67},
+    {"G_rows":[131,133,134,8,16,32,64,7,256],"K_word":[["P",[131,133,134,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",380],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":131,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",131],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",130],["phase",2]]}},"orthogonal_transvections":[5,135],"port":4,"q":131},
+    {"G_rows":[259,261,262,8,16,32,64,128,7],"K_word":[["P",[259,261,262,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",252],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":259,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",259],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",258],["phase",2]]}},"orthogonal_transvections":[5,263],"port":5,"q":259},
+    {"G_rows":[13,14,11,7,16,32,64,128,256],"K_word":[["P",[13,14,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",13],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[3,15],"port":6,"q":13},
+    {"G_rows":[21,22,19,8,7,32,64,128,256],"K_word":[["P",[21,22,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",21],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[3,23],"port":7,"q":21},
+    {"G_rows":[37,38,35,8,16,7,64,128,256],"K_word":[["P",[37,38,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",37],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[3,39],"port":8,"q":37},
+    {"G_rows":[69,70,67,8,16,32,7,128,256],"K_word":[["P",[69,70,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":69,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",69],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[3,71],"port":9,"q":69},
+    {"G_rows":[133,134,131,8,16,32,64,7,256],"K_word":[["P",[133,134,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":133,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",133],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[3,135],"port":10,"q":133},
+    {"G_rows":[261,262,259,8,16,32,64,128,7],"K_word":[["P",[261,262,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":261,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",261],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",260],["phase",2]]}},"orthogonal_transvections":[3,263],"port":11,"q":261},
+    {"G_rows":[41,42,4,35,16,11,64,128,256],"K_word":[["P",[41,42,4,35,16,11,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]]],"Z_mask":43,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",41],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[3,43],"port":12,"q":41},
+    {"G_rows":[73,74,4,67,16,32,11,128,256],"K_word":[["P",[73,74,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":73,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",73],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[3,75],"port":13,"q":73},
+    {"G_rows":[137,138,4,131,16,32,64,11,256],"K_word":[["P",[137,138,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":137,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",137],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[3,139],"port":14,"q":137},
+    {"G_rows":[265,266,4,259,16,32,64,128,11],"K_word":[["P",[265,266,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":265,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",265],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",264],["phase",2]]}},"orthogonal_transvections":[3,267],"port":15,"q":265},
+    {"G_rows":[49,50,4,8,35,19,64,128,256],"K_word":[["P",[49,50,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",49],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[3,51],"port":16,"q":49},
+    {"G_rows":[81,82,4,8,67,32,19,128,256],"K_word":[["P",[81,82,4,8,67,32,19,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]]],"Z_mask":83,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":81,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",81],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[3,83],"port":17,"q":81},
+    {"G_rows":[145,146,4,8,131,32,64,19,256],"K_word":[["P",[145,146,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":145,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",145],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[3,147],"port":18,"q":145},
+    {"G_rows":[273,274,4,8,259,32,64,128,19],"K_word":[["P",[273,274,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":273,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",273],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",272],["phase",2]]}},"orthogonal_transvections":[3,275],"port":19,"q":273},
+    {"G_rows":[161,162,4,8,16,131,64,35,256],"K_word":[["P",[161,162,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":161,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",161],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[3,163],"port":20,"q":161},
+    {"G_rows":[289,290,4,8,16,259,64,128,35],"K_word":[["P",[289,290,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":289,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",289],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",288],["phase",2]]}},"orthogonal_transvections":[3,291],"port":21,"q":289},
+    {"G_rows":[193,194,4,8,16,32,131,67,256],"K_word":[["P",[193,194,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":193,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",193],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[3,195],"port":22,"q":193},
+    {"G_rows":[321,322,4,8,16,32,259,128,67],"K_word":[["P",[321,322,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":321,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",321],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",320],["phase",2]]}},"orthogonal_transvections":[3,323],"port":23,"q":321},
+    {"G_rows":[385,386,4,8,16,32,64,259,131],"K_word":[["P",[385,386,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":385,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",385],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",384],["phase",2]]}},"orthogonal_transvections":[3,387],"port":24,"q":385},
+    {"G_rows":[14,13,11,7,16,32,64,128,256],"K_word":[["P",[14,13,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",14],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[15],"port":25,"q":14},
+    {"G_rows":[22,21,19,8,7,32,64,128,256],"K_word":[["P",[22,21,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",22],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[23],"port":26,"q":22},
+    {"G_rows":[38,37,35,8,16,7,64,128,256],"K_word":[["P",[38,37,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",38],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[39],"port":27,"q":38},
+    {"G_rows":[70,69,67,8,16,32,7,128,256],"K_word":[["P",[70,69,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":70,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",70],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[71],"port":28,"q":70},
+    {"G_rows":[134,133,131,8,16,32,64,7,256],"K_word":[["P",[134,133,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":134,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",134],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[135],"port":29,"q":134},
+    {"G_rows":[262,261,259,8,16,32,64,128,7],"K_word":[["P",[262,261,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":262,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",262],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",260],["phase",2]]}},"orthogonal_transvections":[263],"port":30,"q":262},
+    {"G_rows":[26,25,4,19,11,32,64,128,256],"K_word":[["P",[26,25,4,19,11,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]]],"Z_mask":27,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",26],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[27],"port":31,"q":26},
+    {"G_rows":[74,73,4,67,16,32,11,128,256],"K_word":[["P",[74,73,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":74,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",74],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[75],"port":32,"q":74},
+    {"G_rows":[138,137,4,131,16,32,64,11,256],"K_word":[["P",[138,137,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":138,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",138],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[139],"port":33,"q":138},
+    {"G_rows":[266,265,4,259,16,32,64,128,11],"K_word":[["P",[266,265,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":266,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",266],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[267],"port":34,"q":266},
+    {"G_rows":[50,49,4,8,35,19,64,128,256],"K_word":[["P",[50,49,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",50],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[51],"port":35,"q":50},
+    {"G_rows":[146,145,4,8,131,32,64,19,256],"K_word":[["P",[146,145,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":146,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",146],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[147],"port":36,"q":146},
+    {"G_rows":[274,273,4,8,259,32,64,128,19],"K_word":[["P",[274,273,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":274,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",274],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[275],"port":37,"q":274},
+    {"G_rows":[98,97,4,8,16,67,35,128,256],"K_word":[["P",[98,97,4,8,16,67,35,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]]],"Z_mask":99,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":98,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",98],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[99],"port":38,"q":98},
+    {"G_rows":[162,161,4,8,16,131,64,35,256],"K_word":[["P",[162,161,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":162,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",162],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[163],"port":39,"q":162},
+    {"G_rows":[290,289,4,8,16,259,64,128,35],"K_word":[["P",[290,289,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":290,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",290],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[291],"port":40,"q":290},
+    {"G_rows":[194,193,4,8,16,32,131,67,256],"K_word":[["P",[194,193,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":194,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",194],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[195],"port":41,"q":194},
+    {"G_rows":[322,321,4,8,16,32,259,128,67],"K_word":[["P",[322,321,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":322,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",322],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[323],"port":42,"q":322},
+    {"G_rows":[386,385,4,8,16,32,64,259,131],"K_word":[["P",[386,385,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":386,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",386],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[387],"port":43,"q":386},
+    {"G_rows":[28,2,25,21,13,32,64,128,256],"K_word":[["P",[28,2,25,21,13,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]]],"Z_mask":29,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",28],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[29],"port":44,"q":28},
+    {"G_rows":[44,2,41,37,16,13,64,128,256],"K_word":[["P",[44,2,41,37,16,13,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]]],"Z_mask":45,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",44],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[45],"port":45,"q":44},
+    {"G_rows":[140,2,137,133,16,32,64,13,256],"K_word":[["P",[140,2,137,133,16,32,64,13,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]]],"Z_mask":141,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":140,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",140],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[141],"port":46,"q":140},
+    {"G_rows":[268,2,265,261,16,32,64,128,13],"K_word":[["P",[268,2,265,261,16,32,64,128,13]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]]],"Z_mask":269,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":268,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",268],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[269],"port":47,"q":268},
+    {"G_rows":[84,2,81,8,69,32,21,128,256],"K_word":[["P",[84,2,81,8,69,32,21,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]]],"Z_mask":85,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",84],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[85],"port":48,"q":84},
+    {"G_rows":[148,2,145,8,133,32,64,21,256],"K_word":[["P",[148,2,145,8,133,32,64,21,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]]],"Z_mask":149,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":148,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",148],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[149],"port":49,"q":148},
+    {"G_rows":[276,2,273,8,261,32,64,128,21],"K_word":[["P",[276,2,273,8,261,32,64,128,21]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]]],"Z_mask":277,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":276,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",276],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[277],"port":50,"q":276},
+    {"G_rows":[100,2,97,8,16,69,37,128,256],"K_word":[["P",[100,2,97,8,16,69,37,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]]],"Z_mask":101,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",100],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[101],"port":51,"q":100},
+    {"G_rows":[164,2,161,8,16,133,64,37,256],"K_word":[["P",[164,2,161,8,16,133,64,37,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]]],"Z_mask":165,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":164,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",164],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[165],"port":52,"q":164},
+    {"G_rows":[292,2,289,8,16,261,64,128,37],"K_word":[["P",[292,2,289,8,16,261,64,128,37]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]]],"Z_mask":293,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":292,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",292],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[293],"port":53,"q":292},
+    {"G_rows":[196,2,193,8,16,32,133,69,256],"K_word":[["P",[196,2,193,8,16,32,133,69,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]]],"Z_mask":197,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":196,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",196],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[197],"port":54,"q":196},
+    {"G_rows":[324,2,321,8,16,32,261,128,69],"K_word":[["P",[324,2,321,8,16,32,261,128,69]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]]],"Z_mask":325,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":324,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",324],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[325],"port":55,"q":324},
+    {"G_rows":[388,2,385,8,16,32,64,261,133],"K_word":[["P",[388,2,385,8,16,32,64,261,133]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]]],"Z_mask":389,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,0,1,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,1,0,0,0,0,1,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,0,3,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":388,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,3,0,0,0,0,3,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",388],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[389],"port":56,"q":388},
+    {"G_rows":[56,2,4,49,41,25,64,128,256],"K_word":[["P",[56,2,4,49,41,25,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]]],"Z_mask":57,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",56],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[57],"port":57,"q":56},
+    {"G_rows":[88,2,4,81,73,32,25,128,256],"K_word":[["P",[88,2,4,81,73,32,25,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]]],"Z_mask":89,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",88],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[89],"port":58,"q":88},
+    {"G_rows":[152,2,4,145,137,32,64,25,256],"K_word":[["P",[152,2,4,145,137,32,64,25,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]]],"Z_mask":153,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",152],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[153],"port":59,"q":152},
+    {"G_rows":[280,2,4,273,265,32,64,128,25],"K_word":[["P",[280,2,4,273,265,32,64,128,25]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]]],"Z_mask":281,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":280,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",280],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[281],"port":60,"q":280},
+    {"G_rows":[104,2,4,97,16,73,41,128,256],"K_word":[["P",[104,2,4,97,16,73,41,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]]],"Z_mask":105,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",104],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[105],"port":61,"q":104},
+    {"G_rows":[168,2,4,161,16,137,64,41,256],"K_word":[["P",[168,2,4,161,16,137,64,41,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]]],"Z_mask":169,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",168],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[169],"port":62,"q":168},
+    {"G_rows":[296,2,4,289,16,265,64,128,41],"K_word":[["P",[296,2,4,289,16,265,64,128,41]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]]],"Z_mask":297,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":296,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",296],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[297],"port":63,"q":296},
+    {"G_rows":[200,2,4,193,16,32,137,73,256],"K_word":[["P",[200,2,4,193,16,32,137,73,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]]],"Z_mask":201,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",200],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[201],"port":64,"q":200},
+    {"G_rows":[328,2,4,321,16,32,265,128,73],"K_word":[["P",[328,2,4,321,16,32,265,128,73]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]]],"Z_mask":329,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":328,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",328],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[329],"port":65,"q":328},
+    {"G_rows":[392,2,4,385,16,32,64,265,137],"K_word":[["P",[392,2,4,385,16,32,64,265,137]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]]],"Z_mask":393,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,0,1,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,1,0,0,0,1,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,0,3,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":392,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,3,0,0,0,3,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",392],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[393],"port":66,"q":392},
+    {"G_rows":[112,2,4,8,97,81,49,128,256],"K_word":[["P",[112,2,4,8,97,81,49,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]]],"Z_mask":113,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",112],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[113],"port":67,"q":112},
+    {"G_rows":[176,2,4,8,161,145,64,49,256],"K_word":[["P",[176,2,4,8,161,145,64,49,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]]],"Z_mask":177,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",176],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[177],"port":68,"q":176},
+    {"G_rows":[304,2,4,8,289,273,64,128,49],"K_word":[["P",[304,2,4,8,289,273,64,128,49]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]]],"Z_mask":305,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",304],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[305],"port":69,"q":304},
+    {"G_rows":[208,2,4,8,193,32,145,81,256],"K_word":[["P",[208,2,4,8,193,32,145,81,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]]],"Z_mask":209,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",208],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[209],"port":70,"q":208},
+    {"G_rows":[336,2,4,8,321,32,273,128,81],"K_word":[["P",[336,2,4,8,321,32,273,128,81]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]]],"Z_mask":337,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",336],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[337],"port":71,"q":336},
+    {"G_rows":[400,2,4,8,385,32,64,273,145],"K_word":[["P",[400,2,4,8,385,32,64,273,145]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]]],"Z_mask":401,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,0,1,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,1,0,0,1,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,0,3,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,3,0,0,3,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",400],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[401],"port":72,"q":400},
+    {"G_rows":[224,2,4,8,16,193,161,97,256],"K_word":[["P",[224,2,4,8,16,193,161,97,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]]],"Z_mask":225,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",224],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[225],"port":73,"q":224},
+    {"G_rows":[352,2,4,8,16,321,289,128,97],"K_word":[["P",[352,2,4,8,16,321,289,128,97]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]]],"Z_mask":353,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",352],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[353],"port":74,"q":352},
+    {"G_rows":[416,2,4,8,16,385,64,289,161],"K_word":[["P",[416,2,4,8,16,385,64,289,161]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]]],"Z_mask":417,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,0,1,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,1,0,1,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,0,3,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,3,0,3,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",416],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[417],"port":75,"q":416},
+    {"G_rows":[448,2,4,8,16,32,385,321,193],"K_word":[["P",[448,2,4,8,16,32,385,321,193]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]]],"Z_mask":449,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,1,1,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,1,1,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,3,3,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,3,3,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",448],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[449],"port":76,"q":448},
+    {"G_rows":[508,2,505,501,493,477,445,381,253],"K_word":[["P",[508,2,505,501,493,477,445,381,253]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]]],"Z_mask":509,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,1,1,1,1,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,1,1,1,1,1,1,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,3,3,3,3,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":508,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,3,3,3,3,3,3,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",508],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[509],"port":77,"q":508},
+    {"G_rows":[506,505,4,499,491,475,443,379,251],"K_word":[["P",[506,505,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":506,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",506],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[507],"port":78,"q":506},
+    {"G_rows":[502,501,499,8,487,471,439,375,247],"K_word":[["P",[502,501,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":502,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",502],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",500],["phase",2]]}},"orthogonal_transvections":[503],"port":79,"q":502},
+    {"G_rows":[494,493,491,487,16,463,431,367,239],"K_word":[["P",[494,493,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":494,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",494],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",492],["phase",2]]}},"orthogonal_transvections":[495],"port":80,"q":494},
+    {"G_rows":[478,477,475,471,463,32,415,351,223],"K_word":[["P",[478,477,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":478,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",478],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",476],["phase",2]]}},"orthogonal_transvections":[479],"port":81,"q":478},
+    {"G_rows":[446,445,443,439,431,415,64,319,191],"K_word":[["P",[446,445,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":446,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",446],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",444],["phase",2]]}},"orthogonal_transvections":[447],"port":82,"q":446},
+    {"G_rows":[382,381,379,375,367,351,319,128,127],"K_word":[["P",[382,381,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":382,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",382],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",380],["phase",2]]}},"orthogonal_transvections":[383],"port":83,"q":382},
+    {"G_rows":[254,253,251,247,239,223,191,127,256],"K_word":[["P",[254,253,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":254,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",254],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[255],"port":84,"q":254},
+    {"G_rows":[505,506,4,499,491,475,443,379,251],"K_word":[["P",[505,506,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":505,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",505],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",504],["phase",2]]}},"orthogonal_transvections":[3,507],"port":85,"q":505},
+    {"G_rows":[501,502,499,8,487,471,439,375,247],"K_word":[["P",[501,502,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":501,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",501],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",500],["phase",2]]}},"orthogonal_transvections":[3,503],"port":86,"q":501},
+    {"G_rows":[493,494,491,487,16,463,431,367,239],"K_word":[["P",[493,494,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":493,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",493],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",492],["phase",2]]}},"orthogonal_transvections":[3,495],"port":87,"q":493},
+    {"G_rows":[477,478,475,471,463,32,415,351,223],"K_word":[["P",[477,478,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":477,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",477],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",476],["phase",2]]}},"orthogonal_transvections":[3,479],"port":88,"q":477},
+    {"G_rows":[445,446,443,439,431,415,64,319,191],"K_word":[["P",[445,446,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":445,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",445],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",444],["phase",2]]}},"orthogonal_transvections":[3,447],"port":89,"q":445},
+    {"G_rows":[381,382,379,375,367,351,319,128,127],"K_word":[["P",[381,382,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":381,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",381],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",380],["phase",2]]}},"orthogonal_transvections":[3,383],"port":90,"q":381},
+    {"G_rows":[253,254,251,247,239,223,191,127,256],"K_word":[["P",[253,254,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":253,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",253],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[3,255],"port":91,"q":253},
+    {"G_rows":[499,501,502,8,487,471,439,375,247],"K_word":[["P",[499,501,502,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",12],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":499,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",499],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",498],["phase",2]]}},"orthogonal_transvections":[5,503],"port":92,"q":499},
+    {"G_rows":[491,493,494,487,16,463,431,367,239],"K_word":[["P",[491,493,494,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",20],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":491,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",491],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",490],["phase",2]]}},"orthogonal_transvections":[5,495],"port":93,"q":491},
+    {"G_rows":[475,477,478,471,463,32,415,351,223],"K_word":[["P",[475,477,478,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",36],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":475,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",475],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",474],["phase",2]]}},"orthogonal_transvections":[5,479],"port":94,"q":475},
+    {"G_rows":[443,445,446,439,431,415,64,319,191],"K_word":[["P",[443,445,446,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",68],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":443,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",443],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",442],["phase",2]]}},"orthogonal_transvections":[5,447],"port":95,"q":443},
+    {"G_rows":[379,381,382,375,367,351,319,128,127],"K_word":[["P",[379,381,382,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",132],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":379,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",379],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",378],["phase",2]]}},"orthogonal_transvections":[5,383],"port":96,"q":379},
+    {"G_rows":[251,253,254,247,239,223,191,127,256],"K_word":[["P",[251,253,254,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",260],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":251,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",251],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",250],["phase",2]]}},"orthogonal_transvections":[5,255],"port":97,"q":251},
+    {"G_rows":[487,493,491,494,16,463,431,367,239],"K_word":[["P",[487,493,491,494,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",24],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":487,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",487],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",486],["phase",2]]}},"orthogonal_transvections":[9,495],"port":98,"q":487},
+    {"G_rows":[471,477,475,478,463,32,415,351,223],"K_word":[["P",[471,477,475,478,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",40],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":471,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",471],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",470],["phase",2]]}},"orthogonal_transvections":[9,479],"port":99,"q":471},
+    {"G_rows":[439,445,443,446,431,415,64,319,191],"K_word":[["P",[439,445,443,446,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",72],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":439,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",439],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",438],["phase",2]]}},"orthogonal_transvections":[9,447],"port":100,"q":439},
+    {"G_rows":[375,381,379,382,367,351,319,128,127],"K_word":[["P",[375,381,379,382,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",136],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":375,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",375],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",374],["phase",2]]}},"orthogonal_transvections":[9,383],"port":101,"q":375},
+    {"G_rows":[247,253,251,254,239,223,191,127,256],"K_word":[["P",[247,253,251,254,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",264],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":247,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",247],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",246],["phase",2]]}},"orthogonal_transvections":[9,255],"port":102,"q":247},
+    {"G_rows":[463,477,475,471,478,32,415,351,223],"K_word":[["P",[463,477,475,471,478,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",48],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":463,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",463],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",462],["phase",2]]}},"orthogonal_transvections":[17,479],"port":103,"q":463},
+    {"G_rows":[431,445,443,439,446,415,64,319,191],"K_word":[["P",[431,445,443,439,446,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",80],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":431,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",431],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",430],["phase",2]]}},"orthogonal_transvections":[17,447],"port":104,"q":431},
+    {"G_rows":[367,381,379,375,382,351,319,128,127],"K_word":[["P",[367,381,379,375,382,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",144],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":367,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",367],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",366],["phase",2]]}},"orthogonal_transvections":[17,383],"port":105,"q":367},
+    {"G_rows":[239,253,251,247,254,223,191,127,256],"K_word":[["P",[239,253,251,247,254,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",272],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":239,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",239],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",238],["phase",2]]}},"orthogonal_transvections":[17,255],"port":106,"q":239},
+    {"G_rows":[415,445,443,439,431,446,64,319,191],"K_word":[["P",[415,445,443,439,431,446,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",96],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":415,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",415],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",414],["phase",2]]}},"orthogonal_transvections":[33,447],"port":107,"q":415},
+    {"G_rows":[351,381,379,375,367,382,319,128,127],"K_word":[["P",[351,381,379,375,367,382,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",160],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":351,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",351],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",350],["phase",2]]}},"orthogonal_transvections":[33,383],"port":108,"q":351},
+    {"G_rows":[223,253,251,247,239,254,191,127,256],"K_word":[["P",[223,253,251,247,239,254,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",288],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":223,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",223],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",222],["phase",2]]}},"orthogonal_transvections":[33,255],"port":109,"q":223},
+    {"G_rows":[319,381,379,375,367,351,382,128,127],"K_word":[["P",[319,381,379,375,367,351,382,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",192],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":319,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",319],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",318],["phase",2]]}},"orthogonal_transvections":[65,383],"port":110,"q":319},
+    {"G_rows":[191,253,251,247,239,223,254,127,256],"K_word":[["P",[191,253,251,247,239,223,254,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",320],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":191,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",191],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",190],["phase",2]]}},"orthogonal_transvections":[65,255],"port":111,"q":191}
+  ],
+  "recoding_bill": {"forward_prefix_component_l1_upper":57,"forward_update_coefficient":"-1/4","inverse_output_prefix_component_l1_upper":"69/13","inverse_prefix_component_l1_upper":56,"inverse_update_coefficient":"-1/52","monomial_field_maps":224,"output_scaled_adds":448,"owned_fields":8,"owned_initial_clears":8,"owned_terminal_clears":8,"signed_mode_adds":448},
+  "schema": "coded-native-real-normalizers/1",
+  "scope": "Exact physical central ABI and local gauges; not full-controller or multiplication admission.",
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "status": "PASS_CODED_NATIVE_REAL_NORMALIZERS"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md
new file mode 100644
index 0000000000..da8837ba67
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/PHYSICAL.md
@@ -0,0 +1,71 @@
+# Real physical normalizers for the coded producer
+
+This is local constructive research on canonical/pr4929, not a completed supplier or exponent claim. Source code and Gaussian conventions retain the original authors' credit.
+
+Let n=9 and let q be any of the source's 112 port vectors (weight 3 or 7). Let e0=1. Construct an orthogonal binary matrix G taking e0 to q. If q_0=0, use the orthogonal transvection T_(e0+q). If q_0=1, select j>0 with q_j=0 and use T_(ej+q) T_(e0+ej). Here T_v(x)=x+(v dot x)v; both v have even weight, hence T_v is orthogonal. Such j exists because q is not the all-ones vector.
+
+For row j of G put z_j=(wt(row_j G)-1)/2 modulo 2. Define K=Z_z P_G. It is a real signed permutation. The full Gaussian R has entries alpha*(-i)^wt(x+y), with alpha=(1+i)^9/2^9. Orthogonality gives
+
+wt(G^-1 d)-wt(d) = 2 z dot d (mod 4).
+
+Indeed the degree-two coefficients vanish modulo four because distinct columns of G^-1 have even dot product; the linear coefficient is the weight of that column minus one. Therefore K R K^-1=R exactly, including absolute phase. K also maps the central line to span(q), and its orthogonal complement to q-perp, at the canonical-frame Lagrangian level. All these statements tensor to every positive digit-column count.
+
+Let Q be the central C gate, D the product of the other eight C gates, so R=DQ. Let E_i and S_i be the actual retained entrance-line and exit-hyperplane frame operators. With the operator convention that rightmost applies first, use
+
+input X: E_i K_i Q^-1
+input Y: K_i
+output X: K_i^-1
+output Y: D K_i^-1 S_i^-1.
+
+All four wrappers are monomial. Their Lagrangian incidences prove this for every port, and the scratch verifier checks exact tableaus and absolute phases at every one of the 112 source ports. With A from PR4929, define C_ij= A_ij K_i^-1 K_j. Then the full main endpoint is
+
+F = diag(D,D) [[I,0],[C Q^-1,I]].
+
+C is a physically implementable fixed owner recoding: apply K_i to each owner, apply A among the owners at common physical coordinates, and apply K_i^-1. Its inverse uses A^-1=(A+12I)/13. Since each K_i is real orthogonal and A is real symmetric, C^T=C. Since K_i commutes with R, C commutes with R. The polynomial C^2+12C-13I=0 follows by similarity. The 408 independent helper jobs and every paid Gaussian child are unchanged.
+
+For the actual raw inverse transpose, F^-T=diag(D^-1,D^-1) [[I,-Q^-1 C],[0,I]], since Q,D are symmetric. Multiply both outputs by D^2, then conjugate the physical X bank by Q^2 (input Q^-2 and output Q^2). These are explicit monomial powers. The result is
+
+B = diag(D,D) [[I,-Q C],[0,I]].
+
+The old source convention using Y-only Q^2 conjugation cannot simply be copied for noncommuting C. The X-only convention above is exact.
+
+For a prior code B0 commuting with the current D, set G(B0)=diag(B0,Q^-1 B0 Q). The following two constructive local identities hold without requiring C and Q to commute:
+
+(post X C) F (pre Y C) = G(C B0) F_standard G(B0)^-1,
+(post X C^-1) B (pre Y C^-1) = G(C^-1 B0) B_standard G(B0)^-1.
+
+They use [C,DQ]=0 and [B0,D]=0. Every additional operation on the left is physically cheap fixed recoding. For disjoint fresh blocks, codes from earlier stages commute with the current D. These identities do not yet settle interstage ADD/IDLE compatibility, terminal gauges, productive jobs, or the complete moment.
+
+## Literal recoding and complete local bill
+
+The source code has an exact factorization A=I-MM^T/4 with M a 112-by-8 matrix having entries 0,+1,-1 and M^T M=56I. Each mode column has 56 nonzero entries, and each owner row has four. The mode columns are emitted in NORMALIZERS.json and all 12,544 entries are checked against the pinned CODE.json. This factorization is used here as a constructive scalar program, without relying on any common physical address chart for separate Gaussian mode transformations.
+
+To execute A on arbitrary independent owner fields x, allocate eight owned zero fields t. Compute t=M^T x with 448 signed ADDs; update x-=M t/4 with 448 scaled ADDs; clear the eight owned temporaries. Reading x is finished before any x is updated. Hence no input field is overwritten before its last source read. For A^-1 use the same program with coefficient -1/52, since A^-1=I-MM^T/52. Both are exact rational linear programs. The helper fields of the native producer are never used as scratch, copied as free credit, or erased.
+
+Conjugating this scalar program by the 112 K_i and their inverses implements C or C^-1. This pays 224 monomial field maps, 896 scalar ADDs and 16 owned CLEARs per recoding, with eight owned fields reusable sequentially. The two additional recodings in either local gauge identity therefore cost at most 448 monomial maps, 1,792 scalar ADDs and 32 CLEARs, with no recursive Gaussian child. The four actual port normalizers contribute 448 monomial maps per native invocation. The displayed backward conversion contributes at most 448 further monomial maps (112 input X powers, 112 output X powers and 224 output D-squares); fusing maps can reduce this upper bound but is not assumed.
+
+These are field-level operation counts. A lifted K_i is an explicit binary map on nine f-bit address blocks together with signs given by block parity. Its constants, indexed movement and phase passes use the retained native monomial implementation. It is therefore a fixed finite O(V polylog p) nonrecursive operation under that caller's precision/address ABI, not a zero-work instruction. Each fixed rational ADD is likewise charged at its actual scalar precision. In particular the inverse denominator 52 must be implemented and rounded; no free exact real-division oracle is assumed. This lemma makes no independent TM tariff or outer-budget claim.
+
+The maximum exact component-l1 prefix bound for the scalar A program, including its temporaries, is 57. For A^-1 it is 56 (the output-only bound is 69/13). Signed monomial maps preserve component magnitude. A fixed local sequence has a fixed suffix bound obtained by multiplying elementary bounds 1+|coefficient|; owned CLEAR has bound one. This gives a finite bound for local rounding propagation. The number of local uses, compiler precision and complete outer error allocation still belong to the caller theorem.
+
+The normalized producer still has its exact PR4929 paid profile
+
+    {1:2201, 2:412, 3:510, 4:127, 5:40}
+
+and independent helper profile
+
+    {4:28, 7:7, 8:47, 9:326}.
+
+No productive main ranks are asserted merely from the coupled central ABI. Those depend on the completed caller, its initial/final gauges and every paid correction.
+
+## Universal scope and reproducible evidence
+
+PR4929 supplies the arbitrary-input logical identity over Q[FreeGroup72] for its emitted center-free word with ground-chart helper pre-compensation. Its normalized main endpoint is L(A), its raw dual is L(A)^-T, and every one of the 408 helper endpoints is autonomous. This proof is an inherited premise with exact source pins, not a consequence of this normalizer checker. The present wrappers and owner recodings act exclusively on the 224 main fields; new scratch is explicitly owned. Thus the helper block remains autonomous and its independent inputs, requested transforms and paid profile remain unchanged.
+
+For every f>=1, assign the shared native letters their actual consistent invertible lifted operators. Evaluation of the source free-group algebra is a homomorphism and gives the source logical identity. Independently lift each K_i as its f-fold tensor product, retaining spectator coordinates; its signed-permutation word, the two direct frame identities and its commutation with R lift by operator composition. In every compiled monomial word, P and X act columnwise on the f-bit blocks, D sums its Z4 polynomial over the f columns, and a one-column scalar phase i^gamma becomes i^(f*gamma). Reusing the one-column global phase unchanged would be incorrect. Finally form the owner matrix C_f with entries A_ij K_i,f^-1 K_j,f. One does not tensor the whole 224-by-224 owner matrix and does not assert that tensor powers preserve sums. Instead the finite scalar owner program is evaluated directly in the algebra of these lifted address operators. This proves the central ABI and local gauge identities at every positive width.
+
+Run `python3 -I -B research/coded-native-caller/normalizers.py` or its optimized `-O` form. The checker authenticates the decompressed actual native payload, CODE.json and retained Clifford source before executing the latter. It verifies all 112 real signed normalizers, 57,344 explicit weight-congruence addresses, 896 forward/backward monomial wrappers and eight exact frame/block identities per port, including absolute phase. Each emitted wrapper is separately lowered to a literal P/D/X/phase-only word and checked against its defining expression by exact tableau and absolute-phase state. No C gate remains in an emitted wrapper. The independent incoming-column and outgoing-row identities imply all 5,824 nonzero off-diagonal code blocks, without sampling those pairs. It also executes the eight-mode recoding on all 112 arbitrary-input basis columns in both directions. Omitting the essential signed phase is rejected at every affected port. The default command compares a regenerated mathematical receipt and performs no writes; `--write` is the explicit authoring path.
+
+Source pins: canonical main 624de9dc66858af0945e5f8a0942488d62280d43, `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, decompressed SHA-256 cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd; PR4929 head 361f5d4100640177d6a983dd2f336021c75bfd5e, `research/native-center-free-code/CODE.json`, SHA-256 8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0; canonical `research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py`, SHA-256 2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962. Gzip container bytes are not substituted for decompressed source identity.
+
+Credit Dugongue's PR4929 for the coded producer and stable code; Cinna Davis's PR4694/4698 and the original cache/helper construction; Cao Yifan's PR4610 native word; the retained zxv, Jacob Alan Sussman, Cinna Davis and Clifford/native/compiler lineage. The exact canonical-frame implementation and phase conventions are retained source material. The constructive real centralizing normalizers, their explicit lifted words, X-only raw-dual convention and costed local code gauges are the additions here. New work is Apache-2.0 and has substantial OpenAI Codex assistance; no formal-kernel or independent human acceptance is asserted.
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/coded-native-caller/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json
new file mode 100644
index 0000000000..03170f4a31
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODE.json
@@ -0,0 +1 @@
+{"A":[["0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","1/2","1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","1/2","1/2","1/2","0","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","-1/2","0","0","0","0","0","1/2","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","-1/2","0","0","0","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2","0","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["0","0","0","0","-1/2","0","0","0","0","0","1/2","0","1/2","1/2","0","1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","1/2","1/2","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","1/2","0","1/2","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","-1/2","1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","1/2","1/2","1/2","1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","1/2","1/2","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","1/2","0","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","0","0","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","1/2","1/2","1/2","0","1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","1/2","1/2","1/2","1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","0","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["-1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","1/2","1/2","0","0","0","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","-1/2","-1/2"],["-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","0","1/2","1/2","0","0","1/2","0","0","0","1/2","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","1/2","0"],["-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","1/2","0","0","0","1/2","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","0","0","1/2"],["-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","0","1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","1/2","1/2","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","1/2","1/2","1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","1/2","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","1/2","0","0","1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","1/2","0","0","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","1/2","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","0","1/2","1/2","-1/2","-1/2"],["-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","-1/2","0","1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","1/2","0","1/2","1/2","0"],["-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2"],["-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0"],["-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","0","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","-1/2","-1/2","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","1/2","1/2","1/2","1/2","1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","1/2","0","1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["1/2","1/2","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","1/2","1/2","0","0","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","1/2","0","0","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","1/2","1/2","0","1/2","1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","1/2"],["0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0"],["0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2"],["0","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","-1/2","1/2","0","1/2","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0"],["0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","-1/2","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2"],["0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0"],["0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2"],["0","0","0","1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","1/2","-1/2","0","0","-1/2","1/2","0","-1/2","0","0","-1/2","1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","0","1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2"],["0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","0","1/2","-1/2","0","1/2","-1/2","0"]]}
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md
new file mode 100644
index 0000000000..1f28d33884
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/CODED-PROOF.md
@@ -0,0 +1,80 @@
+# An exact center-free native offer with an invertible eight-mode code
+
+Prepared for Dugongue with substantial OpenAI Codex assistance. Apache-2.0.
+
+Building on Cinna Davis's center-free cache kernel in PR #4694, this gives an explicit free ground-chart helper pre-compensation and an invertible eight-mode main code: all eight rank-eight center Gaussian calls disappear, all 408 independent helper jobs remain, and the main cross-transfer is an explicitly known invertible constant code. It is not the old uncoded main ABI and does not by itself prove a new κ.
+
+## The exact offer
+
+Freeze the native source payload with SHA-256 `cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`. Its persistent logical rows are 112 X, 112 Y and 408 independent helpers H. The original normalized endpoint is `(X,Y,H) -> (X,Y+X,H)`. Physical entrance and exit charts remain exactly those of the frozen source.
+
+There is a completely emitted constant dyadic pre-compensation, followed by the source word with every center Gaussian operation replaced by an owned CLEAR, whose exact normalized endpoint is
+
+`X' = X;    Y' = Y + A X;    H' = H`.
+
+All 632 persistent inputs are arbitrary and independent; no helper is initialized, discarded, identified or counted twice. The literal backward construction has exact normalized endpoint
+
+`X' = X - A^T Y;    Y' = Y;    H' = H`,
+
+the raw inverse transpose of the forward endpoint. The paid profile in both directions is
+
+`{1:2201, 2:412, 3:510, 4:127, 5:40}`.
+
+The helper profile stays `{4:28,7:7,8:47,9:326}`. Relative to the source, exactly eight rank-eight children are removed and no Gaussian child is added. The pre-compensation adds 6,596 scalar ADDs with a retained scalar allowance of 32,652 primitives; all numerator magnitudes and denominators are at most 4. These finite scalar operations do not establish a better recursive exponent on their own.
+
+## Constructive proof
+
+Delete all eight center calls by replacing each with CLEAR of the owned center field in the call's destination chart. Zero has every chart, so this is a valid erasure of owned scratch, not a borrowed input overwrite. Retain every other physical instruction and every endpoint chart.
+
+The exact sparse replay over the rational free group algebra on the 72 native symbols gives
+
+`M_0 = I + S + E_X + E_H`.
+
+Here S is the original transfer X to Y. Both error blocks land only in Y. E_X reads X; E_H reads only 106 particular helpers, each with a ground entrance and full-frame exit. Every helper and every X output remains autonomous. All error terms have EMPTY native word: the errors are ordinary constant dyadic matrices, not uncomputed address-operator oracles. The 12,532 nonzero entries split into 5,936 in E_X and 6,596 in E_H.
+
+Every pairwise product of S, E_X and E_H is zero, because all three maps land in Y and none reads Y. Before executing the center-cleared word, apply `I-E_H`. Every required source and target is in the actual ground chart: the targets are Y and the sources are those 106 ground-ended helpers. The operation is the explicit list of 6,596 dyadic ADDs.
+
+Consequently
+
+`M_0 (I-E_H) = I+S+E_X`.
+
+Thus `A=I+E_X` on the 112 main port indices gives the claimed offer, with no helper contamination. Scalar operations in one common address chart have their exact owner-space action, so this is a physical fixed-template pre-compensation and not an abstract change of logical coordinates.
+
+For the backward direction, the separately emitted center-cleared source word is verified to equal `I-S^T-E_X^T-E_H^T`, with the source's distinct inverse-transpose native letters. Prepend `I+E_H^T`, again using only actual ground-chart fields. The product is `I-S^T-E_X^T`. The verifier compares all 632 independent rows in both orientations. The owned center field is empty at termination.
+
+## Explicit code, inverse and conditioning
+
+The same exact entries satisfy
+
+`E_X^T = E_X,    E_X^2 = -14 E_X,    tr(E_X) = -112`.
+
+Set `P=-E_X/14`. It is a real symmetric idempotent of trace 8, hence an orthogonal projection of rank 8. Therefore
+
+`A=I-14P`,
+
+with eigenvalue -13 on the eight-dimensional image of P and eigenvalue +1 on its 104-dimensional kernel. In particular
+
+`A^-1 = I + E_X/13`,
+
+and its Euclidean condition number is exactly 13. The complete main shear is I+N_A with N_A^2=0 and ||N_A||_2=13; both it and its inverse have norm at most 14, so its condition number is at most 196. Helpers are an independent identity block, and the physical boundary charts are unitary, so this same bound applies to the complete physical coded offer. Its inverse uses I-N_A and needs no 1/13 arithmetic; 1/13 appears only when separately inverting the main code A. Every diagonal entry of A is zero; its 5,824 nonzero off-diagonal entries are ±1/2. The exact checker verifies the degree-two polynomial entry by entry over rational arithmetic, so the spectrum and inverse are universal consequences of that identity rather than numerical eigenvalue observations.
+
+The coefficient 1/13 is part of the mathematical inverse formula. This deliverable does not call it a free dyadic SCALE, assume a division oracle, or insert A^-1 across different physical address charts without paying for the resulting adapters.
+
+## Arbitrary fiber widths
+
+The replay identities hold over Q[FreeGroup72]. Every consistently shared invertible assignment of the 72 native operators defines an evaluation homomorphism. Hence the logical word identity holds at every positive column multiplicity under the retained source native implementation. It does not rely on one-column matrix testing, erasure of central phases or tensor powers preserving sums.
+
+Every physical frame, native monomial and Gaussian child is retained from the authenticated source, except the eight deleted owned-center calls. The new instructions are only constant dyadic scalar operations at an explicitly common ground chart. No fresh nonmonomial address implementation is introduced.
+
+The exact observed maximum prefix coefficient ℓ1 norms are 457 forward and 258 backward, checked on the fixed free-symbol words. Unitary evaluation bounds intermediate exact states and perturbations at the initial input in the maximum-over-fields Euclidean fiber norm by fixed constants independent of fiber width. For discrepancies inserted at later sites, use a separate suffix bound: assign each scalar ADD or SCALE of coefficient c the bound 1+|c|, and every unitary Gaussian/monomial, owned CLEAR or owned COPY the bound 1. The product of these elementary bounds over the finite word bounds every suffix. Thus the sum of local error magnitudes times this fixed product bounds propagated rounding error; no prefix norm is substituted for a suffix norm. Entrywise infinity-norm statements require the appropriate square-root fiber-volume conversion. There is no precision-dependent epsilon and no recursive border-precision claim.
+
+## Integration boundary
+
+The old source wrapper's port-dependent entrance lines and exit hyperplanes remain. A is a constant matrix in the stated normalized logical coordinates. It must not be silently treated as a constant free recoding in every physical main chart or in a different standardized central-Q ABI. Its nonzero off-diagonal entries connect distinct entrance-line charts. A useful next step is an actual coded caller or a paid simultaneous adapter that exploits the eight-mode structure, together with complete moment, raw-dual, compiler, finite precision and outer recovery budgets. This document supplies the exact producer and its bill, not those missing consumers.
+
+## Predecessor overlap and credit
+
+Cinna Davis's PR #4694, head `2add42d1edf14a263abe90a3bcde67fc1ba30768`, already emits a center-free kernel with paid profile minus eight rank-eight calls, records its coupled cache ABI, constructs its raw dual, and proves that its 106 observed helpers start at the empty chart. The source CACHE.md was read directly. None of center deletion, the cold-helper observation or the abstract block Schur elimination is claimed here as new. PR #4698, scientific head `9079ab66ba9a1717df478a08eb957c20d84d3e61`, already emits a dyadic helper basis of 379 gates in each direction reducing observations to eight helpers, and a conditional consumer. The present deliberately dense 6,596-ADD pre-compensation is easier to audit, not a claim to a better basis count. Its changed sufficient result is the actual fixed-template helper-independent coded offer, explicit A entries, exact eight-mode spectrum/inverse/conditioning, and unchanged independent helper ABI.
+
+
+Cao Yifan / intqwq supplies the joint-helper/native-map round-three word at canonical `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, commit `624de9dc66858af0945e5f8a0942488d62280d43`. Its predecessor and refreshed public lineage includes PR #4610; the exact source package and bytes, rather than an older PR headline, bind this result. Cinna Davis, the PR #4470 native/helper/controller lineage, Dugongue's exact native and complementary-provider work, DaysSky, Nick Petalas, Ryanson Jonathan, Jacob Alan Sussman, zxv and the retained scalar, Clifford, precision, compiler and outer contributors retain predecessor credit. The common-chart pre-compensation and exact eight-mode code are the present construction. Local MathProof's Schur block elimination and low-rank composition notes motivated the representation; their source-only inspection is not a fresh Lean/kernel audit or a claim of priority for elementary projection algebra.
diff --git a/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz b/research/coupled-provider-independent-audit/custody/5402/provenance-sources/1ec1119972c9aefe42525172d07b332fcff81cb4/research/native-center-free-code/SOURCE-WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/registered-driver/152eea4bb046c082e37e916d717d1d0d7f035f88.tree b/research/coupled-provider-independent-audit/custody/5402/registered-driver/152eea4bb046c082e37e916d717d1d0d7f035f88.tree
new file mode 100644
index 0000000000000000000000000000000000000000..9e75613b174cf79340fddd4160476eee3146c1dd
GIT binary patch
literal 969
zcmXpsFfcPQQP4}zEJ-XWDauSLElDkA_@DDj;<ZH8lK(6g8*IvUZC+gQRMNx%2*3(6
zN|P9lhAnUNmtD=A{K!hm<wu5U#~b-FLxfqG>3R7@sSG@Ezdv4yTJE*D^=sRP;NyJa
zT+J#_RgUhiej&knxhV|mmWJC(r=I(M^FhyBw;P$yV^@eoLlrrDhB$_J`upi6r=>C6
z;LmPLxOQq)(`iZnL%JN|*PJdm!_@ivg#>vzg@$<gxr2=S7xKwoazoR~ANOrnZhFM}
z{gJ_%&*)11gTS`W^FJDD@kv<c?Wq%!lRNdf<O2fIp-O!`on8HcT^ZEmUeBA~t?kV#
zI63X^$~pPhFUO=nmG~xRr>14*q%ss1v`DSZ+-bG;#U$5+2Y%NdRZk6rs`2v=0UE>*
zdE>!(L#Bt(7iG5?G&iRP%jwojKve`dhB$jboxVU%nJH{%q>9*%9)4rpZy%2w^9_V5
z3vzXI@pT3HZ~FIF6RXe9)J|YK_J5h^iFXVMynawc!TzB^&aT0FS;hHz43{VV5lG8?
zq!HVez|d72+jZvGw*QcLOe`wNOiN5IDQ2iGtP&GexNmb$S4?Re?<$2`g~9buvl2^7
zfU#Jdnpl*a0kT&Ag;%w~#z%Px=lG74M@)GwVR-Z!#JJ>Cka?NOiJ;UoX|INqy5mF@
zeF;;Sudi3DZ2u;x4pEkppIpqK+O?`Z?{qMakGM^r-A|kI?I*;FA<}92MY)MN422T<
zee5|?luhIBzS{39&9nB!(RC07xurQJz=T?ms+(VwnVy-aTa;Q-T9n7|CW3c?iqz$*
zpRfEJ@7}q4v|Vm<3q(g=KFCE%S>Ma!0$=BBx6km5nATseC-N*AB43bLlAHllF=hX+
z$mYK<`=4HY{I$p9@SDU<OZ*`!ic-^3i&FEFfr_5odnmi}kEP4G^6Q&*FCJd2bW!R6
zOc5lM7;df+*f8<<l+>0T{Cx>&Ps1c<I=qA^DNZiREC7aghSZ}MJ?p-iChmK}eQ?>t
zoL$E8+z=H&mjdOD|5P{BzI?Gh+3w>J*F_%>er?ENfykE@6qgjGCgw6c@wH5nj(D^=
R@TWla{DlSAR$Tcf0{~bxgp&XO

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit b/research/coupled-provider-independent-audit/custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit
new file mode 100644
index 0000000000..075b56d7c9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/registered-driver/3348fccea855082786d5f0fc5558b73d4974e745.commit
@@ -0,0 +1,6 @@
+tree 152eea4bb046c082e37e916d717d1d0d7f035f88
+parent 1ec1119972c9aefe42525172d07b332fcff81cb4
+author Dillon Amburgey <dillona@dillona.com> 1792794639 -0400
+committer Dillon Amburgey <dillona@dillona.com> 1792794639 -0400
+
+Retain all native inputs in an eight-mode coupled helper provider
diff --git a/research/coupled-provider-independent-audit/custody/5402/registered-driver/681ae2e88caef63561bee40bc1a6916cba335f0b.tree b/research/coupled-provider-independent-audit/custody/5402/registered-driver/681ae2e88caef63561bee40bc1a6916cba335f0b.tree
new file mode 100644
index 0000000000000000000000000000000000000000..a915e93d59a3b69cc2ba117c3299f6ed2c2abac1
GIT binary patch
literal 10059
zcmZ`<X+TVE6izB3C5aNPLZwx!gk-CPLPcpzGk2QNY~7h@L0V8*+N4D)vPDTr>67fz
zN~w@YRJLS|R@L|3J9Ed(C_nh&JnvcF^PcmZbH~`o$lTOa9nWGxG;eAUjsQ`p6uOTA
zGe}J1yO_lae@itpn<H7Uzu09H^<Xt)o;Zg{VdL;b@HfRD!cp<w5S4{slAi_nZh!VJ
zySA^$%>C-mrBl8v{wj<iktlQs=MNFs3>bx+^s*W8+9R>@$&TUsS*#(Z-sCchFa)!W
z$e`gVbVQBs=M+YSvd(JHkJ8Sv-iFL!_tvFC7;j)6fk9)!5Q{}&pqNr^jXv)yev=&r
zrQ{}*-YQD$J^WZ0LuC+raRfXJ2O&Bn^&OOw*Tnvz4m)1{UTp%oy*i{fnmhxB5b@QX
zb`xu2ab9ax{jYvK^G*G8X<OAO;(tTs!kk9bIDP8O)>Y@GJSP$E?m55hj}U->rxPG5
z70<>TuoC+nx5(nftYbf;omV7pe(<1hrZ9j(govmE6bKD%TJ}m@m}EG^+${6~&cJ!G
zUb#fD2!clA&?#(i?|3?qLd3ICUu<Xkjx)5Mf7MC-&wHG-XIHTyF<TVJ#1oJZ)7dbC
zd-a;lTiDez<nnUNQYYEo{zxl2Q)>DThzbRQ6r-~t?%ms@c(s34Yg}AZGvR{UWV^%P
zLp#ojU|^756dHw%I+W<BmRqhVmbY!wmIZr@@BJ`OBgYEMbG#v76}WcfPVQgSBh7I2
zop*O=&7QSEHb%shXpx8o5vUXbj?G{)s0<(U+5=gkD?Uq=9G;jz?50?1@JOwvy+B9>
zk;2-^pwQVkHbiGJU__5}b=dx#>X0xyyTnL&myS67zS{jl7zhu8x5XmkVcy$X^mxyd
z+Tr9&IWEa!_t&;PvYXVz7DABlbOxHiR0z9&*LI6Zol=3F^bXC?eFJWjQeRG6|1X9K
z!88t=pET9^X{#nwj+b>%sZD}AW_2*PXr%~)7*r}FfWs8dfXuk2)ol)~i{@L9gE>>(
z=yNVwt`>%ISRmKDktc&hz*cikZe@CCqORDaE2J-`eyw;3Ng;V3Jev%`I2M5n5jj-u
z^^Cvv;<J&mng99IVZ8@;Z)@JMkMdp^1koWFPsRCg@Guck(-OR?BxXu)#@)?VRuCkm
zOx=pMdI%vXbS4!~fN(4d5zS<Sc<GrjZEu2S{?^~qn=v6Hz6AGK2*ABcq3rjP(OjQ;
zIJ>Lk+&B}{>XTcC`qZC|f+4|p8rP3_>yFIt=bgK=dkeoPkBg@$l`Q-=3IK-K92hM{
zcMeOZYtOfIi<b)SDLd9XlGb`d_+8Q{fgrj}B+U@FH=Ta7T{gTm<g?P(dcS!aq@>x4
zwhJi$kI@$ZXbgXd23{9}A$(}a^LB4m4j$>KJiKd7TnN)@h6siN3tzfKvp*@x?egk#
zN31TCOn7+kQ^(Q)5eSUb3M{zzy58bFeZDG96YC2XkXbsO2Z=X@<ryq)gTN5&@+-ox
zMDD4wq$}SnY}?vnNWQHy2Ev!Z#6f|e$RN&$dmr;*+%TNI_SD0Ba_7`j&Naqp3gci3
z4ct1%n+352>V>b*b%!Hc&aXIrD2ymRukXvpn>v+3I6n@a2!qE$z~RxxgeW^PyQS=-
z`I+&t#c#LYa960kJ3Hy25D3Q8eQ`{fLFAw%kX!$~-$pE%7Hu)>_o+Q!Lf={}uiF|_
zA%tQPfFc4J+$sa>u*cp~8gOCZGZHCQp)v!HU(4D4>=wp=iUIBwDQJjg>JM|<Rc;v<
z)4Y45VdwGd3YHxl5s_!WZ0>VG3*fu5g@=Zvck0U=Q`)y=i%f*q?FdC-0L6z66tI|h
zn1!l<1J!>!I2>5tmQV?IELrDL5Nacw{47wxs1OchCaB?{i}RY3Lre0fM4i|FWxn|x
zsWXK!OPAq!QdkqJ0!QLt{W!O(MZ3xOU3ylarq+1ZxT9|C8iPa-RHTdl?G_4s10|7F
zHpS<f&%9U<>Aj5CbdnNAu<<?+j)|wBRr%4y$d&dgH({6b-ep@RySK@zznU!~4m0RJ
zXjOtCP|T4Kn-M1m5g+`Q@N%4F%1dptryZ#UB09J^#_usJ?C)!S4JBA~rNxEBbM`k+
z_RF~>qy@x@j)(ugnxEPI!B(}#x}=(w8;bIC>Sq|RF^c4kBnY?;guS3iMq^;ldF#67
zb&K9CzkOz!)!`kd^>-_GF|>JVFcckP2QXl?9GAtdmL62~6qh%nPE$0Yz1wb|iS<cu
zh)y8W@USlqG)d5xkc_0_(XuqGdRZn^Y{%Z^8xH9_c>CY3CHuW`m<|f+1CxwrLAbw_
zucBkXZ+OR+@pJn-mdtsYOFQwa?H7hX*%V55aBMv6193a}Ok<bF(KnCFErT{3x_DF~
zG%7-DEr#Gw0sR7`4Iv5qlCRyZ?`%{UG}&d?OS39Zf5k|O7Lx}cKrov^Lc4Yr%UA_w
zJo%P#%C)C=$JCGT^SDEp6d3}vjtb%FID8<5K|`;(CNx}*zzQ07X*cfq_P$JmJK=6m
zh2;6c0R{o~fuzQ+0@>-2MH4(O5Va-Wmv1y{i}Ji9gkeEc@F0-)N&)YK$>DnZ*u2l<
zW{kblz%Gwwx$kde^FlshT$Mm(FhD%{y4ZLYdVQV-btMJ*stFZCp>sWmr-lzcZeNIL
z0`U=GUVwTBL1?zi7kqHOT`)LZ#eK($YdymcI#S9B0vMEdQD6dx>r2MIOexQ&Mco!x
z)89qoOYWNu7h_}?y8#jU9CNj{yH25V_*W8~<P#M;WI4BuEONd;0_L5#_WY`vk(5$0
z{>6!w`1A{_T`%yZQO-ymJ<r7!bf4~-zh|Lz5+h;7%7Wvx?T!0Qjldsu0)t6GV#}=u
zV#hpZv_b`U3(0+(mldxdoh=MqV9VDaD2Wp=iycIxD+UxkV|xZP>ATZr2R8pU86Cte
z@7&Oi`zG`BdZ%XnEO%GSiD&Ip=?fjPc1^_l2%g^-T9!!cJRdG^G;n44ldZG`#MdOQ
z^$?wiwsV{hp5p_FebaQ!*s#ldPD@!%PSURa%i9MvF@`NHDR_EBJawWU!KHe{B{`~W
zX0?a5+<`Yd>qS6<*6%fM_OaNeFL!Rz#SPAc^H&_p(mOCzAc2b3W00}@)W~n^eq$5-
zA-*bsHgxoHo5H%_#@{?20s*-MeU{E<iLvcnGaJTrx2H?lJfmhMwGLhCz{VXYkco65
zepVyo1k`2Z2|c~Cc<)2)WQ8dsF5>5het(=`QTvH!3klBxoeR$a^BT7r{WiV+@tEbD
zR--x5&FKzuORk@8v&Up1q>*x%EH(_`X~@At-bXAXLU(4Kj811wQy<qGk?;-1gei0)
z4iF=lif1CC6^h&9@@47`SkV%hvaNR_KFKMq{wqphLumO$CmSC7uy$__dJx#Sn4Z@8
z`S~vm$**@(9`F!8Jci24vA<<&S*ezc&&6}Qr(0drex@I>bU|zHGj0^g6c!kLDFi%K
zpFq*))(NpIStfIaP0rO#y{u4Eng7&1xBd7so(c+`0LUyD1qD+fM<%Lb<M%Dod+o^n
zH(hfo8}2mM|055BYJ^9+HCpnt$aC#1hL4)M6yIntnQ=-&<5C+oXVdV$z-wOfVIuz`
zfeLXwulghSV$IS7@qtBV`lbD}NfUTFPykXO1WOSgcx0D)n&h+O3a4f5PM$L1o(BId
z{U{0)s7Ih-^EB#|pV+=}B<ieEVN;t*@J;=<Swa1y0{>3-f5G<^S5C3?IQ)~95!)F(
zlE3@OxB5XrF!EISnyP=<dXThMS2@Tf6#vj`+^sx`WGN^tl#PF3!2#baZtNRYS1j(o
z6MJJx*j)`JjIg00`FmG<O+$T^dZsU;sQ!^J(yK3&SjFU&eGt?{XVCG)onU4G6D1!+
z-JCpqT7%xtHS@h*v-V3`tu~$<CkR3)4yc8E`CD(-8n2}-3tXkVb8i^&hkw9YcWgjF
z?cxh=FT=IWs5~hrVJFq*6k)TweLfQ_AzVR}N0TTJRp4}~4JS-Jzg*QCuPi=aI{oF*
zl*w6Ig4Vzg7zY0u^V0tO6lzhv^V6TDpU3yFQ|sK~gBKJ>#$d#Fbcp6#wqUve&gtO6
zXqg)4D;5D$`tDqBz$P`+GK@y?0i8Y5E9TI$;fcp4LNCr#yPZ1VgvE#s1&msLKC86G
z{_;(&f30>PTk?>2q*>_rM4n{=*MQ{yTG^^At9JJ5EOl9CTvgIiYn0l|;Ysph&uf#2
zF!e{^>LA;fu~GT?jjV7dU9EAs+T6E}$%3tf*xJ5Va*|nE-;>Afew-5dEmSE{Nnhkh
zWO)I&A9Cha)qw|p-Un+<bjjDaw(z|5t{jH^DAEGGjnI6pv3+*TBZGLtaT}{mjpAwU
z<3~XVwuVKUlQ+i`55+k+m%E1_`TeN*Rnrk+2sB!UFn=<zP~7bL)d_PKN1C-CT6R0p
zPeB+aU{<_@eT%cq!K%60u5nJ99uYZ%)>!`YqQizMfbt2pAm6DSam71kYv}hK%o~<s
zQM7-!gkb>%ln>bmpk4I5<(fq%KDAjsHQ_QnRd;_~ov!naZ-{^(7SyYU+)`4N&R?U}
z&YZKpq%ESh@m|lU@&fj6Dt_ae^y{bJ${2g;f^`n#(<58lM#TsQRzLoQUd%}RrL^a*
zZyY}j`jIn=Lxmk+1>l)tEu>oo5+f_Mj6deCPuwCt(Cv8Tgvi;5oM7QMIJ9qVgt?yE
z&ZgS_orDa!?Wsw<qd^3%NnItUIG8zGw=unY^_e#fj|x20yf6#{bX^V;Tl_gPPu;or
z&Oom?_rhiUV8~tObPcwaV#3JG2O0&Eok5%5pHaP|TNoQZKP#+EO?A@^Ls#rXOb&>H
z;UC-;8Nw6M4s^SAPs7CZpPg%7={^abzd87YCYzrMFwTzyaUh%z%m95I(Q%C=w!wb&
zq<i<38FdtYO?%(W8jJ)3TVTka0$w?~_&^`b{R_KOewopOQzLz{*N0~gH$2zC7!}w8
zgW(fdQv<Gyo*gr@$S{$muzB9|5;9a#SsHzTkjl3o73L0MU>XC96_j5)*!BgFFrF6{
z;%2R!{O-(hqa4Tgd<e39;1*33f$F$q-{|yfukPKRE4p^2<qaoCZjqx#1N>!P9TfQ)
zN2FYAz9`#eeV^A=d)ttVjrUA}x-5{Krbi393S3GoK1jTuXJXu_IFQQ0_>>@m#bF|p
zjAcMzGR0Og>Thq@M}s|-*vI<j*?fHQrf?0<E_CK(cmrAmHXC5DNBy|2(0kYX@svcb
zz11v*h~m<Wy{a$y@`x0;Vz57;3yg&v+}3k{B5x18Q*qmDJ?W{U+(jFV{Ugg36!Ld_
zYH6M8P`;TQ;1}|Ex#11-jeWJxlQ0Dk;9&#`s1D%D(F8#<<E2p=rO&D%PLlkzsZ?oR
zbiGRGEk1w*cqbXhUF-SdsmM+nC<GM%?6>JYs7JR~MA<lY4CT7$N?BS?>O2F(OX++(
z7>0uY7Xlj|KBp$(X%s3tX3m{*<h}Q+nfhTV4F!4!(zYIrQ{Nzp1YE}0$kYPIHa16$
zH4o9SNShhc9rG>2d6L%?&!&5KTLHwv%uF4mC8F#vA;h8CgP>H8j{FSNVSe+oh~2tD
zYh(SYvoGiI74gP)Z!n94O%nPbeRu3O|2hQug{kMZS19?1{ZQ${mMMH5j>!vbdn$Ez
zAKNv{Fj$7nUbZgPeB8uF&Ph=<1O@{Jq2q6qpXjs(oGP?FezvGKuXSpFVb+BKKT!-X
zMbT(~G*7klk6Z6X?mk;Z^kn>5`YW|oR9;|2_;$kO{!x=f-rg#C^tVx`8D-P-Fb>G~
zgg<CwE+HW+)mm)*2H(k&vFy^=`<Qk0K}E9<Uk^f11m4ZYk5kXeWxTr5@{skR)wS~W
zad%5>X#?sH8zc&jMMKMqMy*BR>4&Y<IuGiS*EssULOJ;**r^;kj>2Mq4>W+yupt(A
z+@Ist@Wb)G_%lDtl7^WzX&d@}d*ulLKq10YsSp*h_=WuG>rIhIn&JoV-(8S!cSdAj
z#x|ZP?}`QaB<N@SH(Btm;s#^mf_G;;zo^?RvrWo-R+=k}6ma&tji<`Ou)JsYel(P1
z%xwHn+Mt4U8J-%RFwP%*pTL9Z4l&N<U24tsP-DH0m~?OU8tbh4(>H}<Dg+6fz~opL
zvBEFPE~Rn(+ds_jFHT$!w++L(f)M8uuuZo7!^YLae)i-C@qv#*_I;E+nSKn@LIZ)~
zeqq1`P}p?vB@eNS{nIk}{WAw?^;G{sTQ~VisXcWH+|~-lDkc*lmfX#(*xiL1Z--}h
zl{zgM+1AwJ?7XO6$p|}JSX3}IaHgsA{B1L)isv^f5}RtBTMX4O<|m?nr-<7gF8_&t
zk;N)pxb?z>KkZtBgSBgBdt+uH)s%x!UT?7B67#=0N9O+I{vy5B`93a81=B+b8$<bK
z35nvcud;~W#f-F~vo3>#kj00(Cai6y>4zm@8!m3W=4%l2#-uvfnkB_~r!(WVitk&m
zz~kREvAQ6N5@ZY>&FL+4i9lap=}URjp635fHHjheY{YoDplz}))=y-54%S|NAhRG-
zYoznU_9{odI3O5I*x1w(tl)^qvK4#=0kaOM$%t3FB_x`*gu7yo*SEYQI-GH8KD*qx
zVPliQP8P>PH@XC5d>8xlYAT!%R5-Zq@fr1sl)C0+NprEv@Q<)y3=W^#W{@LaTJDpU
z)))KkS&tiC3>*0W#R*0sW0yvjdp)hI_^>4YLYZQYjON(|m|Gn15t~;k5I>&U-*`Cm
zCEe<2bp;3Km$O^`^fZiO0n@>f5-c{UL~~;c?&6#T<~;-!c=WcJ{;{5YUhc`ANA{%X
zo|s6&S|1;V?n5n1jRDvBTRPU{wkmssR!&vdz8IuyUiUk;HQs?|8V^VUyKOcF0$UJM
z6GT<V51o8BX=stG)n)n4fnh(N-gb=I{e!SFMG#5v?^^oSxm+*JQ=lcRl<NL|zc*lX
z9j1%StPn(kqO;nQnXS))r=AU2Gxg<p4{gP|F%YH}MhF5je9CmvAU@t4-sL`Rf3CSy
zTp~7sh*)K6Zj2&=W{X>?`x;!YSx&#{x6w_xyx1aVbRA}kj1d(V<1`s+=N`_>8M?p-
z%ve01(PU#iCP0WMd|leM{@H&VICZk-poGslqIkc8=h(;q7!S%1_{0eqJEGUSsKi7z
zI{P$f*hW%jzIx5CRVf&o6LHOKkr@KmJHc$rc-OZFoVqF`<NBKnzxe$)JeE2$Awx3{
zZ``&JH{NB6k}oTmF??zIf$P{dS5%dyC8FweTVwBBL)#~+L+^j7m8fZ5fNx5Vp~})y
zNLAFq$Ypjag=(cI0(`qTNs-P$)m>vCtx*1h%lx`y{<}aKLVN7cghw3v`u>d)V*-R!
z5eAmN+@GrZpk?FqEvax_m|b2JYjh-dSBO^w7TP2E^p%N6lLq>FLM%=@Li)vH0)$j4
z{%Zb^m%sgU%SWoG#vY~NrWvYZ#KYVK_3HV>({ca3CN)no8ELd;&*~p9c?l~GA`u4w
zAyul*PmPTfy=AlQ2`{Aj6|2$*X*Hu83En*7)l!cG+vd{nk!~-je;n7UK0H1Y(=#SO
zNY$%C@zl<|_i|1Lbd@>zs^WGB60u*Hh!}~K7jKvX>NBWQ;Qx5*S|_s1$D-FW-gm#g
zHY<KzW!0L!8MLugBUGIO!=Sh$W<T+MouF;vwK+G|_$*_(%4>q9*S;~ZR%r3K)0AIV
zS!VELSHqs$!4*-K&7JCt#{>xZITANls{B&<j_Solm9?z-<eRT&sE>}cv_fl0$-cSP
z(cUD(h|GYPwuDeq*WioTu1O>?R@~zGc~PoHW_ru|^by-xc|rC0QvbP*k@dU}Slr*y
zBt(p7*6j2k_&x{;i_G4)@){`%V_qV9KvzU&0VHs9v>LvUQYN>QZ}qIn-*r`?bH#@Q
zVQ<Jx$lM5h$I16Jm!H{2N!vEP#8Kz!1Zjuf=7aypa=(4?1|UR3@EiFo$B?atS#IR2
z-_sXo4D07s38MsC&B&!xz1XV4q8Ly0sn(ma?bN<7c8f^ESZ_zZD-sz2Xlu{w{`%x3
zy+k@{^M#VBx0pL`G}dAJW}frt7|$K>DE#q4k=0F=m2ZC@p<^}cR?Swo&)MZ7FN-%e
z2_`D3^6aN*-0ce8llsH>nPqw6is!Bh+sGdoz!1Tqq8UmKKg*Q0ozmrc!uhg6-Yn&s
taq)>FATT#mK@SC&3V!N?&5}q6@u`!u>rzW)cJ5bxROAw8nr<HQ;eYTt<52(r

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/registered-driver/research_package.py b/research/coupled-provider-independent-audit/custody/5402/registered-driver/research_package.py
new file mode 100644
index 0000000000..ef9b52c392
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/registered-driver/research_package.py
@@ -0,0 +1,1022 @@
+#!/usr/bin/env python3
+"""Validate and replay explicitly registered research packages, never every verify.py.
+
+Douglas Colkitt, with OpenAI Codex assistance. Apache-2.0.
+"""
+import argparse
+import errno
+from contextlib import closing, contextmanager
+from itertools import chain
+import hashlib
+import importlib.metadata
+import json
+import os
+from pathlib import Path, PurePosixPath
+import re
+import signal
+import stat
+import subprocess
+import sys
+import tempfile
+import threading
+
+ROOT = Path(__file__).resolve().parents[1]
+GIT_BLOB_RESPONSE_TIMEOUT = 90
+
+
+def require(ok, message):
+    if not ok:
+        raise ValueError(message)
+
+
+def canonical_relative_path(name):
+    # Git's changed paths use one repository-relative POSIX spelling. Accepting
+    # aliases here would let a declared input evade the planner's exact match.
+    require(isinstance(name, str), "canonical relative path must be a string")
+    path = PurePosixPath(name)
+    require(bool(path.parts) and not path.is_absolute() and ".." not in path.parts
+            and "\\" not in name and path.as_posix() == name,
+            "use a canonical repository-relative POSIX path: " + name)
+    return path
+
+
+def symlink_free_relative_path(root, name):
+    """Reject symlink components without requiring a deleted input to exist.
+
+    Git reports changes under the target's path, not a symlink alias declared
+    by its consumer. Inspect existing components below the repository root;
+    the checkout must remain stable during planning, validation and replay.
+    """
+    parts = canonical_relative_path(name).parts
+    current = root
+    for part in parts:
+        current = current / part
+        try:
+            mode = current.lstat().st_mode
+        except (FileNotFoundError, NotADirectoryError):
+            break
+        require(not stat.S_ISLNK(mode), "symlink in repository-relative path: " + name)
+    return root / name
+
+
+def relative_file(root, name):
+    result = symlink_free_relative_path(root, name)
+    require(result.resolve().is_relative_to(root.resolve()) and result.is_file(),
+            "missing or external file: " + name)
+    return result
+
+
+# Adapted from the package-local policy in
+# research/t74-2530-source-partner-audit/audit_common.py (Apache-2.0).
+# Keep repository configuration and linked-worktree .git discovery intact;
+# inherited shell overrides must not choose a different repository or index.
+_GIT_REDIRECT_VARS = frozenset((
+    "GIT_DIR", "GIT_WORK_TREE", "GIT_INDEX_FILE", "GIT_OBJECT_DIRECTORY",
+    "GIT_ALTERNATE_OBJECT_DIRECTORIES", "GIT_NAMESPACE", "GIT_CEILING_DIRECTORIES",
+    "GIT_COMMON_DIR", "GIT_CONFIG_PARAMETERS", "GIT_CONFIG_COUNT",
+))
+_GIT_CONFIG_PREFIXES = ("GIT_CONFIG_KEY_", "GIT_CONFIG_VALUE_")
+
+
+def git_source_env():
+    """Use cwd's repository and stored objects, without changing the parent.
+
+    Git can ignore cwd when inherited selection variables point elsewhere.
+    Config-injection variables can also redirect worktree/index operations.
+    This policy is only for Git metadata/source subprocesses, not verifiers.
+    """
+    env = {name: value for name, value in os.environ.items()
+           if name not in _GIT_REDIRECT_VARS and not name.startswith(_GIT_CONFIG_PREFIXES)}
+    # Replacement refs can report an original ID while returning other bytes.
+    env["GIT_NO_REPLACE_OBJECTS"] = "1"
+    return env
+
+
+def git(root, *args):
+    return subprocess.run(["git", *args], cwd=root, env=git_source_env(),
+                          capture_output=True, check=True).stdout
+
+
+def tracked_input_paths(root):
+    """Use HEAD spelling, never case folding, filesystem resolution or the index.
+
+    Staged/untracked files are not replay inputs until committed. NUL framing
+    preserves Git filenames containing whitespace, including CR and LF.
+    """
+    raw = subprocess.run(
+        ["git", "ls-tree", "-r", "--name-only", "-z", "HEAD"], cwd=root, env=git_source_env(),
+        capture_output=True, check=True, timeout=30).stdout
+    return frozenset(name.decode("utf-8") for name in raw.split(b"\0") if name)
+
+
+def require_tracked_input(name, paths):
+    canonical_relative_path(name)
+    require(name in paths, "use an exact Git-tracked input path from HEAD: " + name)
+
+
+def git_source_rows(root, base, names):
+    """Read one pinned object at a time through one Git process; no persistent cache.
+
+    Each request is consumed before the next is sent. This avoids pipe deadlocks
+    and retains the old one-blob memory bound, even for large source archives.
+    Newline paths and non-blob objects retain the legacy Git-show semantics.
+    The caller must close this generator if source validation fails mid-stream.
+    """
+    with subprocess.Popen(["git", "cat-file", "--batch"], cwd=root, env=git_source_env(),
+                          stdin=subprocess.PIPE, stdout=subprocess.PIPE,
+                          stderr=subprocess.PIPE) as process:
+        try:
+            for name in names:
+                expression = base + ":" + name
+                if "\n" in expression or "\r" in expression:
+                    yield git(root, "rev-parse", expression).decode().strip(), git(root, "show", expression)
+                    continue
+                process.stdin.write(expression.encode("utf-8") + b"\n")
+                process.stdin.flush()
+                header = process.stdout.readline().rstrip(b"\n").split(b" ")
+                require(len(header) == 3 and re.fullmatch(rb"[0-9a-f]{40,64}", header[0])
+                        and header[2].isdigit(), "missing or invalid Git source: " + name)
+                size = int(header[2])
+                payload = process.stdout.read(size)
+                require(len(payload) == size and process.stdout.read(1) == b"\n",
+                        "truncated Git source: " + name)
+                if header[1] != b"blob":
+                    payload = git(root, "show", expression)
+                yield header[0].decode("ascii"), payload
+            process.stdin.close()
+            code = process.wait(timeout=90)
+            require(code == 0, "Git source reader failed: " + process.stderr.read().decode("utf-8", errors="replace"))
+        finally:
+            if not process.stdin.closed:
+                process.stdin.close()
+            if process.poll() is None:
+                try:
+                    process.wait(timeout=5)
+                except subprocess.TimeoutExpired:
+                    process.kill()
+                    process.wait()
+
+
+class _UnsupportedNulBatch(Exception):
+    """Git rejected the initial NUL-mode request before yielding any source."""
+
+
+def _closed_stdin_error(error):
+    # Windows can report EINVAL instead of EPIPE when a child closes stdin.
+    # This classifies the pipe error only; the retry still requires exit 129.
+    return (isinstance(error, BrokenPipeError)
+            or (os.name == "nt" and error.errno == errno.EINVAL))
+
+
+def _stop_git_blob_process(process):
+    """Stop this reader's owned POSIX group even after its leader exits."""
+    try:
+        if os.name == "posix":
+            # Reap an exited leader first: signaling a group containing only
+            # its unreaped zombie can report EPERM on macOS. A surviving
+            # descendant keeps the group alive after the leader is reaped.
+            process.poll()
+            os.killpg(process.pid, signal.SIGKILL)
+        else:
+            process.kill()
+    except ProcessLookupError:
+        pass
+
+
+@contextmanager
+def _git_blob_response_deadline(stop):
+    """Bound one response, excluding time spent by its consumer.
+
+    On POSIX the reader owns a session: ordinary descendants retaining a pipe
+    are stopped with the leader. Escaped sessions and separate git() calls are
+    outside this contract; non-POSIX retains the direct-child deadline.
+    """
+    expired = threading.Event()
+
+    def terminate():
+        expired.set()
+        stop()
+
+    timer = threading.Timer(GIT_BLOB_RESPONSE_TIMEOUT, terminate)
+    timer.start()
+    try:
+        yield
+    finally:
+        timer.cancel()
+        timer.join()
+        if expired.is_set():
+            raise subprocess.TimeoutExpired("git cat-file blob response", GIT_BLOB_RESPONSE_TIMEOUT)
+
+
+def _git_blob_batch(root, specs, nul):
+    argv = ["git", "cat-file", "--batch"] + (["-z"] if nul else [])
+    # Usage diagnostics from the unsupported-option probe are expected. Avoid
+    # a second pipe that could block while we consume the framed stdout reply.
+    with subprocess.Popen(argv, cwd=root, env=git_source_env(), stdin=subprocess.PIPE,
+                          stdout=subprocess.PIPE, stderr=subprocess.DEVNULL,
+                          start_new_session=(os.name == "posix")) as process:
+        stopped = False
+
+        def stop():
+            nonlocal stopped
+            if not stopped:
+                _stop_git_blob_process(process)
+                stopped = True
+
+        try:
+            for index, spec in enumerate(specs):
+                require("\0" not in spec, "invalid Git object request")
+                request = spec
+                if not nul and ("\n" in spec or "\r" in spec):
+                    # Resolve one literal argument, never split a path into requests.
+                    request = git(root, "rev-parse", "--verify", "--end-of-options", spec).decode("ascii").strip()
+                    require(re.fullmatch(r"[0-9a-f]{40,64}", request), "invalid Git object ID")
+                with _git_blob_response_deadline(stop):
+                    try:
+                        process.stdin.write(request.encode("utf-8") + (b"\0" if nul else b"\n"))
+                        process.stdin.flush()
+                    except OSError as exc:
+                        if not _closed_stdin_error(exc):
+                            raise
+                        header = b""
+                    else:
+                        header = process.stdout.readline()
+                    if nul and index == 0 and not header and process.wait(timeout=90) == 129:
+                        raise _UnsupportedNulBatch(spec)
+                    fields = header.rstrip(b"\n").split(b" ")
+                    require(len(fields) == 3 and re.fullmatch(rb"[0-9a-f]{40,64}", fields[0])
+                            and fields[1] == b"blob" and fields[2].isdigit(),
+                            "missing or non-blob Git source: " + spec)
+                    size = int(fields[2])
+                    pinned = process.stdout.read(size)
+                    require(len(pinned) == size and process.stdout.read(1) == b"\n",
+                            "incomplete Git blob response: " + spec)
+                yield fields[0].decode("ascii"), pinned
+            process.stdin.close()
+            require(process.wait(timeout=90) == 0, "Git source reader failed")
+        finally:
+            # Terminate ordinary descendants before closing buffered pipes. This
+            # also covers successful leader exit and an early generator close.
+            if os.name == "posix":
+                stop()
+            # Option rejection can close stdin before our first write/flush.
+            try:
+                process.stdin.close()
+            except OSError as exc:
+                if not _closed_stdin_error(exc):
+                    raise
+            process.stdout.close()
+            if process.poll() is None:
+                try:
+                    process.wait(timeout=5)
+                except subprocess.TimeoutExpired:
+                    process.kill()
+                    process.wait()
+
+
+def git_blobs(root, specs):
+    """Stream exact blobs, retaining the one-process NUL protocol on newer Git.
+
+    Git without -z rejects it with usage status 129. Retry only before any
+    response, replaying the consumed first request through the line protocol.
+    The fallback resolves CR/LF paths to object IDs before requesting content.
+    The caller must close this iterator if validation stops before exhaustion.
+    """
+    specs = iter(specs)
+    sentinel = object()
+    first = next(specs, sentinel)
+    if first is sentinel:
+        return
+    with closing(_git_blob_batch(root, chain((first,), specs), nul=True)) as rows:
+        try:
+            yield from rows
+        except _UnsupportedNulBatch as exc:
+            with closing(_git_blob_batch(root, chain((exc.args[0],), specs), nul=False)) as legacy:
+                yield from legacy
+
+
+def meaningful(value):
+    return isinstance(value, str) and bool(value.strip()) and not re.search(r"\bTODO\b", value, re.I)
+
+
+def brief(value):
+    text = json.dumps(value, ensure_ascii=True, sort_keys=True)
+    return text if len(text) <= 120 else text[:117] + "..."
+
+
+def require_key(mapping, key, where, shape=None):
+    """Name the missing key and its expected shape instead of a bare KeyError."""
+    require(isinstance(mapping, dict),
+            where + " must be a JSON object; found " + type(mapping).__name__ + ": " + brief(mapping))
+    require(key in mapping, where + "." + key + " is missing"
+            + ("; expected " + shape if shape else ""))
+    return mapping[key]
+
+
+def require_text(mapping, key, where, shape="a non-empty string without TODO"):
+    """Name the key and distinguish missing, wrong-shaped and weak values."""
+    require(isinstance(mapping, dict),
+            where + " must be a JSON object; found " + type(mapping).__name__ + ": " + brief(mapping))
+    require(key in mapping, where + "." + key + " is missing; expected " + shape)
+    value = mapping[key]
+    require(isinstance(value, str) and meaningful(value),
+            where + "." + key + " must be " + shape + "; found " + type(value).__name__ + ": " + brief(value))
+
+
+def card_differences(own, pinned):
+    """Name every key by which a TASK.json original_card differs from its pin."""
+    if not isinstance(own, dict):
+        return "TASK.json original_card is " + type(own).__name__ + ", expected a JSON object"
+    details = []
+    missing = [key for key in pinned if key not in own]
+    extra = [key for key in own if key not in pinned]
+    if missing:
+        details.append("missing keys: " + ", ".join(missing))
+    if extra:
+        details.append("unexpected keys: " + ", ".join(extra))
+    for key in (key for key in pinned if key in own and own[key] != pinned[key]):
+        details.append(key + " differs (TASK.json: " + brief(own[key]) + "; pinned: " + brief(pinned[key]) + ")")
+    return "; ".join(details) or "cards compare unequal without a key difference"
+
+
+def source_pin(row, base):
+    """Resolve one SOURCES.json row to its exact Git object expression.
+
+    Rows without an explicit pin keep the historical base_commit:<path> form.
+    A file vendored from a pull-request head is pinned exactly with
+    head:<40-hex sha>:<path>, so its bytes resolve at that commit, not at the
+    package base. An explicit but unparseable pin fails closed.
+    """
+    name = row["path"]
+    pin = row.get("pin")
+    if pin is None:
+        return base + ":" + name
+    if pin == "base_commit:" + name:
+        return base + ":" + name
+    # Git filenames can contain LF; it is part of the exact path, not a delimiter.
+    match = re.fullmatch(r"head:([0-9a-f]{40}):(.+)", pin, re.DOTALL) if isinstance(pin, str) else None
+    if match is not None and match.group(2) == name:
+        return match.group(1) + ":" + name
+    raise ValueError("SOURCES.json pin for " + name + " is not a supported pin form: " + brief(pin)
+                     + "; accepted pin forms are base_commit:<path> and head:<40-hex sha>:<path>")
+
+
+def validate(root, package, check_pins=True):
+    parts = PurePosixPath(package).parts
+    require(len(parts) == 2 and parts[0] == "research" and re.fullmatch(r"[a-z0-9][a-z0-9-]*", parts[1]),
+            "package must be research/<slug>")
+    data = {}
+    for name in ("TASK.json", "SOURCES.json", "VERIFY.json"):
+        data[name] = json.loads(relative_file(root, package + "/" + name).read_text(encoding="utf-8"))
+        version = require_key(data[name], "schema_version", name)
+        require(version == 1, name + ".schema_version must be 1; found " + brief(version))
+    task, sources, manifest = (data[n] for n in ("TASK.json", "SOURCES.json", "VERIFY.json"))
+    scope_status = require_key(task, "scope_status", "TASK.json", "unchanged, refined or changed")
+    require(scope_status in ("unchanged", "refined", "changed"),
+            "TASK.json.scope_status must be unchanged, refined or changed; found " + brief(scope_status))
+    for field in ("actual_scope", "bottleneck_link", "stop_rule", "evidence", "author", "ai_assistance"):
+        require_text(task, field, "TASK.json")
+    if scope_status == "unchanged":
+        question = require_key(require_key(task, "original_card", "TASK.json",
+                                           "the pinned catalogue card object"),
+                               "question", "TASK.json.original_card")
+        require(task["actual_scope"] == question,
+                "different wording/scope requires refined or changed plus a reason"
+                + " (TASK.json.actual_scope " + brief(task["actual_scope"])
+                + " differs from TASK.json.original_card.question " + brief(question) + ")")
+    else:
+        require_text(task, "scope_change_reason", "TASK.json",
+                     "a non-empty string without TODO explaining the scope refinement/change")
+    outcome = require_key(task, "outcome", "TASK.json",
+                          "partial, completed, blocked or negative-result")
+    require(outcome in ("partial", "completed", "blocked", "negative-result"),
+            "TASK.json.outcome must be partial, completed, blocked or negative-result; found " + brief(outcome))
+    questions = task.get("open_questions")
+    require(isinstance(questions, list),
+            "TASK.json.open_questions must be a list; found " + type(questions).__name__ + ": " + brief(questions))
+    if not questions:
+        require_text(task, "no_open_questions_reason", "TASK.json",
+                     "a non-empty string without TODO explaining an empty next-question list")
+    for position, question in enumerate(questions):
+        for field in ("question", "why_it_matters", "first_step", "blocked_by"):
+            require_text(question, field, "TASK.json.open_questions[" + str(position) + "]")
+    readme = relative_file(root, package + "/README.md").read_text(encoding="utf-8")
+    require("## Open next questions" in readme, "README.md needs an \"## Open next questions\" section")
+    status = require_key(manifest, "status", "VERIFY.json")
+    require(status == "ready",
+            "VERIFY.json.status must be \"ready\"; complete the draft before requesting replay; found " + brief(status))
+    python = require_key(manifest, "python", "VERIFY.json")
+    require(python == "3.12",
+            "VERIFY.json.python must be \"3.12\" (generic replay currently uses Python 3.12); found " + brief(python))
+    requirements = manifest.get("requirements", [])
+    require(isinstance(requirements, list),
+            "VERIFY.json.requirements must be a list of exact \"name==version\" pins; found "
+            + type(requirements).__name__ + ": " + brief(requirements))
+    require(len(requirements) == len(set(requirements)), "VERIFY.json.requirements must not repeat a pin")
+    for item in requirements:
+        require(isinstance(item, str)
+                and re.fullmatch(r"(?:numpy|sympy|scipy)==[0-9]+(?:\.[0-9]+){1,2}", item),
+                "generic CI supports exact numpy/sympy/scipy pins; use a dedicated workflow for other environments"
+                + "; offending entry: " + brief(item))
+    names = [item.split("==")[0] for item in requirements]
+    require(len(names) == len(set(names)), "declare only one version per dependency")
+    # Validation already treats an omitted list as empty; execution must receive
+    # that same default without rewriting the contributor's manifest on disk.
+    manifest["requirements"] = requirements
+    commands = manifest.get("commands")
+    require(isinstance(commands, list) and 1 <= len(commands) <= 8,
+            "VERIFY.json.commands must be a list of 1..8 explicit verification commands; found "
+            + type(commands).__name__ + ": " + brief(commands))
+    total = 0
+    for position, command in enumerate(commands):
+        path = "VERIFY.json.commands[" + str(position) + "]"
+        require(isinstance(command, dict),
+                path + " must be a JSON object; found " + type(command).__name__ + ": " + brief(command))
+        argv = command.get("argv")
+        require(isinstance(argv, list) and len(argv) >= 2 and all(isinstance(a, str) for a in argv),
+                path + ".argv must be a list of at least 2 strings; found " + brief(argv))
+        require(argv[0] == "{python}", path + ".argv must explicitly use {python}; no implicit shell")
+        require_text(command, "checks", path, "a non-empty string without TODO describing command coverage")
+        seconds = command.get("timeout_seconds")
+        require(type(seconds) is int,
+                path + ".timeout_seconds must be an integer number of seconds; found "
+                + type(seconds).__name__ + ": " + brief(seconds))
+        require(1 <= seconds <= 600,
+                path + ".timeout_seconds " + str(seconds)
+                + (" exceeds the 600 s per-command cap" if seconds > 600
+                   else " is below the 1 s per-command minimum"))
+        total += seconds
+    require(total <= 1200, "declared replay budget " + str(total)
+            + " s (sum of timeout_seconds) exceeds the 1200 s total cap"
+            + "; use a dedicated job for larger checks")
+    inputs = manifest.get("inputs")
+    require(isinstance(inputs, list),
+            "VERIFY.json.inputs must be a list of canonical repository-relative paths; found "
+            + type(inputs).__name__ + ": " + brief(inputs))
+    tracked = tracked_input_paths(root)
+    for name in inputs:
+        symlink_free_relative_path(root, name)
+        require_tracked_input(name, tracked)
+        relative_file(root, name)
+    files = require_key(sources, "files", "SOURCES.json")
+    require(files, "SOURCES.json.files is empty; declare the source inventory")
+    base = require_key(sources, "base_commit", "SOURCES.json", "a 40-64 hex string pinning an exact base commit")
+    require(isinstance(base, str) and re.fullmatch(r"[0-9a-f]{40,64}", base),
+            "SOURCES.json.base_commit must be a 40-64 hex string pinning an exact base commit; found " + brief(base))
+    task_base = require_key(task, "base_commit", "TASK.json",
+                            "a 40-64 hex string equal to SOURCES.json.base_commit")
+    require(task_base == base, "TASK.json.base_commit " + brief(task_base)
+            + " must equal SOURCES.json.base_commit " + brief(base))
+    for row in files:
+        require(isinstance(row, dict) and isinstance(row.get("path"), str),
+                "SOURCES.json.files rows must be JSON objects with a string path; offending row: " + brief(row))
+        require(row.get("usage") in ("input", "provenance"),
+                "SOURCES.json.files row " + row["path"] + " must declare usage \"input\" or \"provenance\"; found "
+                + brief(row.get("usage")))
+    undeclared = sorted({r["path"] for r in sources["files"] if r["usage"] == "input"} - set(inputs))
+    require(not undeclared,
+            "every SOURCES.json files row with usage \"input\" must also be declared in VERIFY.json inputs"
+            + " (they drive CI invalidation); undeclared: " + ", ".join(undeclared))
+    if check_pins:
+        catalog_name = "docs/research/agent-task-catalog.json"
+        require(catalog_name in {r["path"] for r in sources["files"]},
+                "SOURCES.json.files must pin the originating task catalogue " + catalog_name
+                + " (a provenance row pinned at base_commit)")
+        names = [r["path"] for r in sources["files"]]
+        for name in names:
+            p = PurePosixPath(name)
+            require(not p.is_absolute() and ".." not in p.parts, "invalid source path")
+        specs = [source_pin(row, sources["base_commit"]) for row in sources["files"]]
+        require(all(spec == sources["base_commit"] + ":" + catalog_name
+                    for name, spec in zip(names, specs) if name == catalog_name),
+                "originating task catalogue must be pinned at base_commit")
+        with closing(git_blobs(root, specs)) as objects:
+            for index, (obj, pinned) in enumerate(objects):
+                row = sources["files"][index]
+                name = row["path"]
+                require(obj == row["git_blob"], "source blob provenance mismatch: " + name)
+                require(hashlib.sha256(pinned).hexdigest() == row["sha256"], "source SHA256 provenance mismatch: " + name)
+                if row["usage"] == "input":
+                    require(pinned == relative_file(root, name).read_bytes(), "working source drift: " + name)
+                if name == catalog_name:
+                    catalog = json.loads(pinned)
+        cards = [t for tr in catalog["tracks"] for t in tr["tasks"] if t["id"] == task["task_id"]]
+        require(len(cards) == 1,
+                "TASK.json task_id " + brief(task["task_id"]) + " matches " + str(len(cards))
+                + " cards in pinned " + catalog_name + " at base_commit " + sources["base_commit"]
+                + "; need exactly one")
+        original_card = require_key(task, "original_card", "TASK.json",
+                                    "the pinned catalogue card object (copy --print-card output verbatim)")
+        if original_card != cards[0]:
+            raise ValueError("original card in TASK.json must equal the pinned catalogue card object exactly; "
+                             "copy it verbatim from " + catalog_name + " at base_commit " + sources["base_commit"]
+                             + ": " + card_differences(original_card, cards[0]))
+    return task, manifest
+
+
+def catalogue_card(root, package, task_id):
+    """The exact original_card object a hand-authored TASK.json must copy.
+
+    Reads the catalogue blob pinned at the package base commit, never the
+    working tree, because validate() compares original_card against that pin.
+    """
+    sources = json.loads(relative_file(root, package + "/SOURCES.json").read_text(encoding="utf-8"))
+    name = "docs/research/agent-task-catalog.json"
+    rows = require_key(sources, "files", "SOURCES.json")
+    row = next((r for r in rows if isinstance(r, dict) and r.get("path") == name), None)
+    require(row is not None, "SOURCES.json.files must pin the originating task catalogue " + name)
+    base = require_key(sources, "base_commit", "SOURCES.json", "a 40-64 hex string pinning an exact base commit")
+    spec = source_pin(row, base)
+    require(spec == base + ":" + name, "originating task catalogue must be pinned at base_commit")
+    catalog = json.loads(git(root, "show", spec))
+    cards = [t for tr in catalog["tracks"] for t in tr["tasks"] if t["id"] == task_id]
+    require(len(cards) == 1,
+            "task_id " + brief(task_id) + " matches " + str(len(cards))
+            + " cards in pinned " + name + " at base_commit " + base + "; need exactly one")
+    return cards[0]
+
+
+_WINDOWS_GATE = r"""
+import ctypes
+from ctypes import wintypes
+import json
+import subprocess
+import sys
+api = ctypes.WinDLL('kernel32', use_last_error=True)
+api.OpenEventW.argtypes = [wintypes.DWORD, wintypes.BOOL, wintypes.LPCWSTR]
+api.OpenEventW.restype = wintypes.HANDLE
+api.WaitForSingleObject.argtypes = [wintypes.HANDLE, wintypes.DWORD]
+api.WaitForSingleObject.restype = wintypes.DWORD
+api.CloseHandle.argtypes = [wintypes.HANDLE]
+api.CloseHandle.restype = wintypes.BOOL
+event = api.OpenEventW(0x00100000, False, sys.argv[1])
+if not event:
+    raise ctypes.WinError(ctypes.get_last_error())
+try:
+    if api.WaitForSingleObject(event, 30000) != 0:
+        raise RuntimeError('replay ownership gate was not released')
+finally:
+    api.CloseHandle(event)
+# No verification command or descendant starts until the parent owns this job.
+sys.exit(subprocess.call(json.loads(sys.argv[2])))
+"""
+
+def run_windows_command(argv, cwd, timeout, env):
+    """Own ordinary verification descendants even after their leader exits.
+
+    The gated launcher joins a kill-on-close Job Object before it may spawn
+    the requested command. A late taskkill cannot recover an exited leader's
+    tree. Job handles are not inherited and breakaway is not enabled.
+    """
+    import ctypes
+    from ctypes import wintypes
+    import time
+    import uuid
+
+    class BasicLimits(ctypes.Structure):
+        _fields_ = [("ProcessTime", ctypes.c_int64), ("JobTime", ctypes.c_int64),
+                    ("Flags", wintypes.DWORD), ("MinWorkingSet", ctypes.c_size_t),
+                    ("MaxWorkingSet", ctypes.c_size_t), ("ActiveProcessLimit", wintypes.DWORD),
+                    ("Affinity", ctypes.c_size_t), ("Priority", wintypes.DWORD),
+                    ("Scheduling", wintypes.DWORD)]
+
+    class IOCounts(ctypes.Structure):
+        _fields_ = [(name, ctypes.c_uint64) for name in
+                    ("ReadOps", "WriteOps", "OtherOps", "ReadBytes", "WriteBytes", "OtherBytes")]
+
+    class ExtendedLimits(ctypes.Structure):
+        _fields_ = [("Basic", BasicLimits), ("IO", IOCounts),
+                    ("ProcessMemory", ctypes.c_size_t), ("JobMemory", ctypes.c_size_t),
+                    ("PeakProcessMemory", ctypes.c_size_t), ("PeakJobMemory", ctypes.c_size_t)]
+
+    class Accounting(ctypes.Structure):
+        _fields_ = [(name, ctypes.c_int64) for name in
+                    ("UserTime", "KernelTime", "PeriodUserTime", "PeriodKernelTime")] + [
+                    (name, wintypes.DWORD) for name in
+                    ("PageFaults", "TotalProcesses", "ActiveProcesses", "TerminatedProcesses")]
+
+    api = ctypes.WinDLL("kernel32", use_last_error=True)
+
+    def native(name, result, *arguments):
+        fn = getattr(api, name)
+        fn.restype, fn.argtypes = result, arguments
+        return fn
+
+    handle, dword, boolean = wintypes.HANDLE, wintypes.DWORD, wintypes.BOOL
+    create_job = native("CreateJobObjectW", handle, ctypes.c_void_p, wintypes.LPCWSTR)
+    set_info = native("SetInformationJobObject", boolean, handle, ctypes.c_int, ctypes.c_void_p, dword)
+    assign = native("AssignProcessToJobObject", boolean, handle, handle)
+    terminate = native("TerminateJobObject", boolean, handle, wintypes.UINT)
+    query = native("QueryInformationJobObject", boolean, handle, ctypes.c_int,
+                   ctypes.c_void_p, dword, ctypes.c_void_p)
+    create_event = native("CreateEventW", handle, ctypes.c_void_p, boolean, boolean, wintypes.LPCWSTR)
+    set_event = native("SetEvent", boolean, handle)
+    close = native("CloseHandle", boolean, handle)
+
+    def checked(ok):
+        if not ok:
+            raise ctypes.WinError(ctypes.get_last_error())
+        return ok
+
+    job = checked(create_job(None, None))
+    event, process, assigned = None, None, False
+    try:
+        limits = ExtendedLimits()
+        limits.Basic.Flags = 0x2000  # JOB_OBJECT_LIMIT_KILL_ON_JOB_CLOSE
+        checked(set_info(job, 9, ctypes.byref(limits), ctypes.sizeof(limits)))
+        name = "Local\\research-replay-" + uuid.uuid4().hex
+        event = checked(create_event(None, True, False, name))
+        # A name collision must not attach to an already-signaled event.
+        if ctypes.get_last_error() == 183:
+            raise ValueError("replay ownership gate name already exists")
+        process = subprocess.Popen(
+            # The gate itself must not run sitecustomize/PYTHONPATH startup
+            # code before ownership. The requested command retains env/argv.
+            # Windows accepts Unicode argv directly. ASCII JSON escaping can
+            # expand an otherwise valid command past its UTF-16 launch limit.
+            [sys.executable, "-I", "-S", "-c", _WINDOWS_GATE, name,
+             json.dumps(argv, ensure_ascii=False)],
+            cwd=cwd, env=env, start_new_session=True)
+        checked(assign(job, int(process._handle)))
+        assigned = True
+        checked(set_event(event))
+        try:
+            return process.wait(timeout=timeout)
+        except subprocess.TimeoutExpired:
+            raise ValueError("verification timed out") from None
+    finally:
+        try:
+            if process is not None:
+                if assigned:
+                    checked(terminate(job, 1))
+                    # Termination is asynchronous. Require the job to report
+                    # no active processes before releasing its ownership handle.
+                    deadline = time.monotonic() + 10
+                    while True:
+                        state = Accounting()
+                        checked(query(job, 1, ctypes.byref(state), ctypes.sizeof(state), None))
+                        if not state.ActiveProcesses:
+                            break
+                        if time.monotonic() >= deadline:
+                            raise ValueError("verification process cleanup timed out")
+                        time.sleep(0.01)
+                elif process.poll() is None:
+                    # Assignment failed before the gate opened: no command child
+                    # exists, so only this known gated launcher needs stopping.
+                    process.kill()
+                process.wait(timeout=10)
+        finally:
+            try:
+                if event:
+                    checked(close(event))
+            finally:
+                checked(close(job))
+
+def run_command(argv, cwd, timeout):
+    # Assertion checks must not disappear because of the caller's environment.
+    # Keep explicit manifest options (including deliberate -O controls) intact.
+    # PYTHONPATH precedes the standard library on a child's sys.path, so a stray
+    # same-named module could end a verifier with exit code 0 before any check.
+    env = os.environ.copy()
+    env.pop("PYTHONOPTIMIZE", None)
+    # Ambient inspection can turn a verifier exception into a successful REPL
+    # exit at terminal EOF. Keep explicit -i and the caller's stdin unchanged.
+    env.pop("PYTHONINSPECT", None)
+    env.pop("PYTHONPATH", None)
+    if os.name == "nt":
+        code = run_windows_command(argv, cwd, timeout, env)
+        require(code == 0, f"verification command exited {code}")
+        return
+    previous_handler = None
+    terminating = False
+    waiting = False
+    process = None
+
+    def terminate(signum, frame):
+        nonlocal terminating
+        if not terminating:
+            terminating = True
+            # Only interrupt the protected wait. Launch/assignment and cleanup
+            # defer delivery; repeated signals cannot interrupt group cleanup.
+            if waiting:
+                raise SystemExit(128 + signum)
+
+    # Own a group for POSIX cleanup of this command and its descendants.
+    try:
+        if (threading.current_thread() is threading.main_thread()
+                and signal.getsignal(signal.SIGTERM) == signal.SIG_DFL):
+            previous_handler = signal.SIG_DFL
+            signal.signal(signal.SIGTERM, terminate)
+        if terminating:
+            raise SystemExit(143)
+        process = subprocess.Popen(argv, cwd=cwd, env=env, start_new_session=True)
+        try:
+            try:
+                waiting = True
+                if terminating:
+                    raise SystemExit(143)
+                code = process.wait(timeout=timeout)
+            finally:
+                waiting = False
+        except subprocess.TimeoutExpired:
+            raise ValueError("verification timed out") from None
+        require(code == 0, f"verification command exited {code}")
+    finally:
+        try:
+            if process is not None:
+                if hasattr(os, "killpg"):
+                    # The leader may have exited while descendants hold its group.
+                    try:
+                        os.killpg(process.pid, signal.SIGKILL)
+                    except ProcessLookupError:
+                        pass
+                elif process.poll() is None:
+                    subprocess.run(["taskkill", "/F", "/T", "/PID", str(process.pid)], capture_output=True)
+                process.wait()
+        finally:
+            if previous_handler is not None:
+                signal.signal(signal.SIGTERM, previous_handler)
+    if terminating:
+        raise SystemExit(143)
+
+
+def isolated_python_argv(argv, cache_directory):
+    """Place our cache option after interpreter flags, before the entry point.
+
+    -B prevents writes, not reads of existing .pyc files. A fresh namespace
+    keeps preexisting source-adjacent and externally configured caches out of
+    this registered interpreter. It is not inherited by child interpreters.
+    """
+    require(argv and argv[0] == sys.executable, "cache isolation requires the registered Python interpreter")
+    index = 1
+    options = [argv[0]]
+    while index < len(argv):
+        option = argv[index]
+        if option in ("-", "--") or not option.startswith("-"):
+            break
+        if option == "--check-hash-based-pycs":
+            require(index + 1 < len(argv), "missing Python hash-cache option argument")
+            options.extend(argv[index:index + 2])
+            index += 2
+            continue
+        if option.startswith("--"):
+            options.append(option)
+            index += 1
+            continue
+        # Python permits combined short flags, attached -c/-m payloads, and
+        # attached or separate -W/-X arguments. Stop scanning an option once
+        # its argument begins: letters inside that argument are not flags.
+        entry = False
+        consumed = 1
+        replace_cache = False
+        for offset, flag in enumerate(option[1:], start=1):
+            if flag in "cm":
+                entry = True
+                break
+            if flag in "WX":
+                if offset == len(option) - 1:
+                    require(index + 1 < len(argv), "missing Python interpreter option argument")
+                    consumed = 2
+                value = argv[index + 1] if consumed == 2 else option[offset + 1:]
+                if flag == "X" and value.split("=", 1)[0] == "pycache_prefix":
+                    replace_cache = True
+                    if offset > 1:
+                        options.append(option[:offset])
+                break
+        if entry:
+            break
+        if not replace_cache:
+            options.extend(argv[index:index + consumed])
+        index += consumed
+    # CPython's effective prefix can use the first duplicate -X value even
+    # when sys._xoptions shows the last. Remove only earlier cache-prefix
+    # settings; script arguments remain untouched, even when spelled -X.
+    return [*options, "-X", "pycache_prefix=" + str(cache_directory), *argv[index:]]
+
+
+def run_python_replay(argv, cwd, timeout):
+    with tempfile.TemporaryDirectory(prefix="research-replay-pycache-") as cache:
+        run_command(isolated_python_argv(argv, cache), cwd, timeout)
+
+
+def run_package(root, package, install=False):
+    task, manifest = validate(root, package)
+    require(sys.version_info[:2] == (3, 12), "run replay with Python 3.12 (metadata check is version-independent)")
+    if install and manifest["requirements"]:
+        run_command([sys.executable, "-m", "pip", "install", "--disable-pip-version-check", *manifest["requirements"]], root, 300)
+    for requirement in manifest["requirements"]:
+        name, version = requirement.split("==")
+        require(importlib.metadata.version(name) == version, "dependency version mismatch: " + requirement)
+    # Coverage labels are UTF-8 metadata but a redirected Windows stdout may
+    # use cp1252. Escape unrepresentable display characters instead of aborting
+    # before replay. This changes only our stream, not child encoding or env.
+    if hasattr(sys.stdout, "reconfigure"):
+        sys.stdout.reconfigure(errors="backslashreplace")
+    for command in manifest["commands"]:
+        argv = [sys.executable if item == "{python}" else item.replace("{package}", package) for item in command["argv"]]
+        print("CHECK " + command["checks"], flush=True)
+        run_python_replay(argv, root, command["timeout_seconds"])
+    print("PASS_REGISTERED_RESEARCH_PACKAGE " + package + " outcome=" + task["outcome"])
+
+
+def planning_manifests(root, tracked):
+    """Include deliberate sparse omissions without disguising deletions or drift.
+
+    The fallback follows the chooser's PR3102 contract: one stage-zero regular
+    skip-worktree index entry must match the exact HEAD mode and blob. This is
+    declaration discovery only, not permission to replay absent package code.
+    """
+    committed = {name for name in tracked
+                 if name.startswith("research/") and name.count("/") == 2
+                 and name.endswith("/VERIFY.json")}
+    # Explicit scandir retains error detection; only an absent directory is OK.
+    try:
+        with os.scandir(root / "research") as entries:
+            local = {Path(entry.path) / "VERIFY.json" for entry in entries}
+    except FileNotFoundError:
+        local = set()
+    present, missing = {}, set()
+    for path in sorted(local | {root / name for name in committed}):
+        name = path.relative_to(root).as_posix()
+        symlink_free_relative_path(root, name)
+        try:
+            mode = path.lstat().st_mode
+        except (FileNotFoundError, NotADirectoryError):
+            if name in committed:
+                missing.add(name)
+            continue
+        require(stat.S_ISREG(mode), "non-regular replay manifest: " + name)
+        present[name] = path
+    fallback = {}
+    if missing:
+        indexed, objects = {}, {}
+        for record in git(root, "ls-files", "-t", "--stage", "-z", "--", "research").split(b"\0"):
+            if not record:
+                continue
+            header, raw_name = record.split(b"\t", 1)
+            name = raw_name.decode("utf-8")
+            if name in missing:
+                indexed.setdefault(name, []).append(header.split())
+        for record in git(root, "ls-tree", "-r", "-z", "HEAD", "--", "research").split(b"\0"):
+            if not record:
+                continue
+            header, raw_name = record.split(b"\t", 1)
+            name = raw_name.decode("utf-8")
+            if name in missing:
+                objects[name] = header.split()
+        for name in sorted(missing):
+            metadata = objects.get(name, [])
+            require(len(metadata) == 3 and metadata[0] in (b"100644", b"100755")
+                    and metadata[1] == b"blob"
+                    and indexed.get(name) == [[b"S", metadata[0], metadata[2], b"0"]],
+                    "missing replay manifest is not an unchanged sparse HEAD input: " + name
+                    + "; materialize it or commit its intended deletion")
+            # A regular file occupying the package directory is not an omission.
+            require(not (root / name).parent.exists() or (root / name).parent.is_dir(),
+                    "non-directory replay package: " + name)
+        names = sorted(missing)
+        with closing(git_blobs(root, [objects[n][2].decode("ascii") for n in names])) as rows:
+            for (oid, raw), name in zip(rows, names):
+                require(oid.encode("ascii") == objects[name][2], "sparse manifest blob mismatch: " + name)
+                fallback[name] = raw
+    # Preserve Path's component ordering: package "a" precedes "a-extra".
+    for name in sorted(present.keys() | fallback.keys(), key=lambda name: PurePosixPath(name).parts):
+        yield root / name, fallback[name] if name in fallback else present[name].read_bytes(), name in fallback
+
+
+def plan_details(root, changed):
+    """One selection pass with exact causes; no replay or acceptance decision."""
+    changed = set(changed)
+    # A removed input is absent from HEAD, including an old case-only rename
+    # spelling on case-insensitive filesystems. Git's exact changed paths remain
+    # eligible so its consumer is selected, rather than rejected or skipped.
+    head_tracked = tracked_input_paths(root)
+    tracked = head_tracked | changed
+    replay_changed = sorted(changed.intersection({
+        "scripts/research_package.py", ".github/workflows/research-packages.yml",
+        ".github/workflows/research-package-batch.yml"}))
+    # Group literal Git paths once. Keep removed paths and exact spellings.
+    changed_packages = {}
+    for name in sorted(changed):
+        parts = name.split("/", 2)
+        if len(parts) == 3 and parts[0] == "research":
+            changed_packages.setdefault("/".join(parts[:2]), []).append(name)
+    packages = []
+    sparse_count = 0
+    for path, raw, sparse in planning_manifests(root, head_tracked):
+        sparse_count += sparse
+        package = path.parent.relative_to(root).as_posix()
+        manifest = json.loads(raw.decode("utf-8"))
+        # Parse only for selection; validate fully in the isolated replay job.
+        inputs = manifest.get("inputs", [])
+        require(isinstance(inputs, list), "declare input paths for CI invalidation")
+        for name in inputs:
+            # Do not require existence: a deleted input must still trigger replay.
+            symlink_free_relative_path(root, name)
+            require_tracked_input(name, tracked)
+        causes = {
+            "declared_inputs": sorted(changed.intersection(inputs)),
+            "package_files": changed_packages.get(package, []),
+            "shared_controls": replay_changed,
+        }
+        if any(causes.values()):
+            packages.append({"package": package, "causes": causes,
+                             "manifest_sha256": hashlib.sha256(raw).hexdigest()})
+    if sparse_count:
+        print(f"Planning includes {sparse_count} unchanged sparse manifests from HEAD; "
+              "materialize packages and inputs before replay.", file=sys.stderr)
+    return packages
+
+
+def plan(root, changed):
+    return [row["package"] for row in plan_details(root, changed)]
+
+
+def write_plan_explanation(path, base, head, changed, details):
+    """Publish a complete sidecar before stdout/GitHub matrix publication."""
+    matched = {name for row in details for names in row["causes"].values() for name in names}
+    report = {
+        "schema_version": 1, "base": base, "head": head,
+        "mode": "all-tracked" if base is None else "commit-diff",
+        "scope": "Selection from working or authenticated sparse HEAD manifests, not replay or mathematical acceptance. "
+                 "Manifest hashes bind the declarations read; checkout must remain stable.",
+        "changed_paths": sorted(set(changed) - {""}), "selected": details,
+        "unmatched_paths": sorted(set(changed) - matched - {""}),
+    }
+    fd, temporary = tempfile.mkstemp(prefix=".replay-plan-", dir=path.parent)
+    try:
+        with os.fdopen(fd, "w", encoding="utf-8") as stream:
+            json.dump(report, stream, indent=2)
+            stream.write("\n")
+        os.replace(temporary, path)
+    finally:
+        Path(temporary).unlink(missing_ok=True)
+
+
+def replay_matrix(packages, batch_size=None):
+    """Retain the flat CLI format, or group complete coverage into bounded matrices."""
+    if batch_size is None:
+        return {"include": [{"package": p} for p in packages]}
+    require(type(batch_size) is int and 1 <= batch_size <= 256,
+            "matrix batch size must be 1..256")
+    batches = [packages[i:i + batch_size] for i in range(0, len(packages), batch_size)]
+    require(len(batches) <= 256,
+            "more than 256 matrix batches required; no packages were truncated")
+    return {"include": [{"packages": batch} for batch in batches]}
+
+
+def main():
+    ap = argparse.ArgumentParser(description=__doc__)
+    ap.add_argument("--package")
+    ap.add_argument("--check-only", action="store_true")
+    ap.add_argument("--print-card", metavar="TASK_ID",
+                    help="print the exact pinned catalogue card object to copy into TASK.json original_card")
+    ap.add_argument("--install-deps", action="store_true", help="explicit opt-in to install manifest's allowed pinned dependencies")
+    ap.add_argument("--changed-since", help="plan affected opt-in packages relative to this Git commit")
+    ap.add_argument("--github-output", type=Path)
+    ap.add_argument("--explain-plan", type=Path,
+                    help="write exact replay-selection causes to JSON; matrix output stays unchanged")
+    ap.add_argument("--matrix-batch-size", type=int,
+                    help="group planned packages for bounded reusable-workflow matrices (1..256)")
+    args = ap.parse_args()
+    if args.explain_plan and (not args.changed_since or args.package or args.print_card):
+        ap.error("--explain-plan requires --changed-since without --package or --print-card")
+    if args.explain_plan and args.github_output and args.explain_plan.resolve() == args.github_output.resolve():
+        ap.error("--explain-plan and --github-output must use different files")
+    try:
+        if args.print_card:
+            require(args.package,
+                    "--print-card needs --package research/<slug> to resolve its pinned catalogue")
+            sys.stdout.write(json.dumps(catalogue_card(ROOT, args.package, args.print_card), indent=2) + "\n")
+        elif args.changed_since:
+            if set(args.changed_since) == {"0"}:
+                base = None
+                changed = git(ROOT, "ls-files", "-z").decode().split("\0")
+            else:
+                base = git(ROOT, "rev-parse", "--verify", args.changed_since + "^{commit}").decode().strip()
+                # A rename must invalidate both the removed input and its new path.
+                changed = git(ROOT, "diff", "--no-renames", "--name-only", "-z", base, "HEAD").decode().split("\0")
+            details = plan_details(ROOT, changed)
+            packages = [row["package"] for row in details]
+            matrix = json.dumps(replay_matrix(packages, args.matrix_batch_size))
+            if args.explain_plan:
+                head = git(ROOT, "rev-parse", "--verify", "HEAD^{commit}").decode().strip()
+                write_plan_explanation(args.explain_plan, base, head, changed, details)
+            print(matrix)
+            if args.github_output:
+                with args.github_output.open("a", encoding="utf-8") as out:
+                    out.write(f"matrix={matrix}\ncount={len(packages)}\n")
+        elif args.package:
+            if args.check_only:
+                validate(ROOT, args.package)
+                print("PASS_PACKAGE_METADATA_AND_PINS (not a mathematical acceptance check)")
+            else:
+                run_package(ROOT, args.package, args.install_deps)
+        else:
+            ap.error("use --package, --print-card or --changed-since")
+    except (OSError, ValueError, KeyError, TypeError, subprocess.SubprocessError, importlib.metadata.PackageNotFoundError) as exc:
+        ap.exit(1, str(exc) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json
new file mode 100644
index 0000000000..bca92c222c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/NORMALIZERS.json
@@ -0,0 +1,126 @@
+{
+  "clifford_sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+  "code_sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+  "finite_checks": {"absolute_phase_mutations_rejected":112,"exact_endpoint_factor_identities":896,"gaussian_free_compiled_wrappers":896,"monomial_wrappers":896,"omitted_phase_rejections":112,"ports":112,"scalar_basis_recodings":224,"weight_congruence_addresses":57344},
+  "local_gauge_bill": {"added_recursive_calls":0,"backward_extra_monomial_field_maps_upper":448,"main_wrapper_field_maps":448,"owned_fields_reused":8,"recoding_monomial_field_maps":448,"recoding_owned_clears":32,"recoding_scalar_adds":1792,"recodings":2},
+  "mode_columns": [[1,1,1,1,1,1,1,-1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1,1,1,1,-1,-1,-1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,-1,1,-1,1,1,1,0,1,1,1,1,1,1,-1,1,-1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,0,0,0,0,1,-1,0,0,0,0,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,-1,-1,-1,-1,1,0,0,0,0,0,0,-1,-1,-1,1,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,1,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,-1,1,0,0,-1,1,1,1,0,-1,-1,0,0,0,0,1,-1,0,0,0,0,0,1,1,1,1,-1,1,1,1,0,0,0,0,0],[1,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,1,1,0,0,1,1,1,1,0,1,0,0,0,1,1,1,1,1,0,0,1,1,1,0,0,0,0,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,1,1,0,1,0,1,0,0,0,1,0,1,0,1,1,1,1,0,1,0,0,0,1,0,1,1,1,1,0,0,0,1,1,1,0,0],[1,0,0,1,1,1,0,1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,0,-1,-1,0,0,0,0,1,1,1,-1,0,0,0,0,0,-1,-1,-1,-1,-1,0,0,1,1,1,1,1,1,0,0,0,-1,0,0,0,0,0,0,-1,-1,-1,1,1,1,0,0,0,0,0,0,-1,0,1,0,1,-1,0,0,0,1,0,1,1,0,0,0,1,0,0,-1,-1,-1,1,1,0,0,0,0,-1,-1,-1,-1,-1,-1,0,0],[0,1,1,0,1,1,-1,0,0,1,0,0,0,-1,0,0,1,0,-1,-1,1,1,0,0,-1,-1,0,0,-1,0,0,0,-1,0,0,1,-1,-1,0,1,1,0,0,-1,-1,-1,-1,-1,1,0,0,1,0,0,1,1,0,0,1,0,0,-1,0,0,1,1,0,0,-1,-1,0,0,-1,0,0,-1,0,0,1,-1,0,0,1,0,0,1,1,0,0,1,0,0,0,-1,1,0,-1,-1,-1,-1,0,-1,-1,0,1,0,0,1,0,0,1,1],[0,1,0,1,0,0,-1,0,-1,0,1,1,-1,0,-1,-1,0,-1,0,0,-1,-1,0,0,1,0,1,0,1,0,0,1,1,0,0,1,-1,-1,1,0,0,-1,-1,0,0,-1,-1,-1,-1,0,0,0,1,1,0,0,1,0,-1,0,0,0,-1,-1,0,0,1,-1,0,0,-1,-1,0,0,0,1,0,1,0,0,-1,0,-1,0,0,1,1,0,1,0,1,1,0,-1,0,-1,0,0,-1,0,-1,0,0,-1,0,1,1,-1,0,0,-1,-1],[0,0,1,1,0,0,0,0,1,-1,0,0,1,1,0,0,1,-1,0,0,1,1,-1,-1,0,-1,-1,0,0,-1,-1,-1,0,-1,-1,0,1,1,1,0,0,0,0,1,-1,0,-1,-1,0,1,1,-1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,1,-1,0,0,0,0,1,-1,-1,0,0,-1,1,-1,1,0,0,1,1,0,0,0,-1,-1,0,0,0,0,1,-1,0,0,0,-1,-1,0,0,1,-1,0,0,0,1,1,-1,-1],[0,0,0,0,1,-1,0,0,0,0,-1,1,0,0,1,-1,0,0,-1,1,1,-1,-1,1,0,0,0,0,0,1,-1,0,0,1,-1,0,-1,1,0,1,-1,-1,1,0,0,0,1,-1,0,-1,1,0,-1,1,-1,1,0,0,0,-1,1,0,1,-1,-1,1,0,0,-1,1,-1,1,0,-1,1,0,0,0,0,0,0,0,0,-1,1,0,0,0,0,0,-1,1,0,0,0,0,-1,1,0,0,0,-1,1,0,0,-1,1,0,-1,1,1,-1]],
+  "ports": [
+    {"G_rows":[11,13,14,7,16,32,64,128,256],"K_word":[["P",[11,13,14,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",500],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[13,11,14,1,16,32,64,128,256],"offset":11,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[13,11,14,1,16,32,64,128,256]],["X",11],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[11,13,14,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[11,13,14,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[11,12,14,6,16,32,64,128,256],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[11,12,14,6,16,32,64,128,256]],["X",10],["phase",2]]}},"orthogonal_transvections":[5,15],"port":0,"q":11},
+    {"G_rows":[19,21,22,8,7,32,64,128,256],"K_word":[["P",[19,21,22,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",492],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[21,19,22,8,1,32,64,128,256],"offset":19,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[21,19,22,8,1,32,64,128,256]],["X",19],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[19,21,22,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[19,21,22,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[19,20,22,8,6,32,64,128,256],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[19,20,22,8,6,32,64,128,256]],["X",18],["phase",2]]}},"orthogonal_transvections":[5,23],"port":1,"q":19},
+    {"G_rows":[35,37,38,8,16,7,64,128,256],"K_word":[["P",[35,37,38,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",476],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[37,35,38,8,16,1,64,128,256],"offset":35,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[37,35,38,8,16,1,64,128,256]],["X",35],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[35,37,38,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[35,37,38,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[35,36,38,8,16,6,64,128,256],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[35,36,38,8,16,6,64,128,256]],["X",34],["phase",2]]}},"orthogonal_transvections":[5,39],"port":2,"q":35},
+    {"G_rows":[67,69,70,8,16,32,7,128,256],"K_word":[["P",[67,69,70,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",444],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[69,67,70,8,16,32,1,128,256],"offset":67,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[69,67,70,8,16,32,1,128,256]],["X",67],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[67,69,70,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[67,69,70,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[67,68,70,8,16,32,6,128,256],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[67,68,70,8,16,32,6,128,256]],["X",66],["phase",2]]}},"orthogonal_transvections":[5,71],"port":3,"q":67},
+    {"G_rows":[131,133,134,8,16,32,64,7,256],"K_word":[["P",[131,133,134,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",380],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[133,131,134,8,16,32,64,1,256],"offset":131,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[133,131,134,8,16,32,64,1,256]],["X",131],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[131,133,134,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[131,133,134,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[131,132,134,8,16,32,64,6,256],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[131,132,134,8,16,32,64,6,256]],["X",130],["phase",2]]}},"orthogonal_transvections":[5,135],"port":4,"q":131},
+    {"G_rows":[259,261,262,8,16,32,64,128,7],"K_word":[["P",[259,261,262,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",252],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[261,259,262,8,16,32,64,128,1],"offset":259,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[261,259,262,8,16,32,64,128,1]],["X",259],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[259,261,262,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[259,261,262,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[259,260,262,8,16,32,64,128,6],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[259,260,262,8,16,32,64,128,6]],["X",258],["phase",2]]}},"orthogonal_transvections":[5,263],"port":5,"q":259},
+    {"G_rows":[13,14,11,7,16,32,64,128,256],"K_word":[["P",[13,14,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[11,14,13,1,16,32,64,128,256],"offset":13,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[11,14,13,1,16,32,64,128,256]],["X",13],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[13,14,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,0,0,0,0],"matrix_rows":[13,14,10,6,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,0,0,0,0]],["P",[13,14,10,6,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[3,15],"port":6,"q":13},
+    {"G_rows":[21,22,19,8,7,32,64,128,256],"K_word":[["P",[21,22,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[19,22,21,8,1,32,64,128,256],"offset":21,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[19,22,21,8,1,32,64,128,256]],["X",21],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[21,22,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,0,0,0,0],"matrix_rows":[21,22,18,8,6,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,0,0,0,0]],["P",[21,22,18,8,6,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[3,23],"port":7,"q":21},
+    {"G_rows":[37,38,35,8,16,7,64,128,256],"K_word":[["P",[37,38,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[35,38,37,8,16,1,64,128,256],"offset":37,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[35,38,37,8,16,1,64,128,256]],["X",37],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[37,38,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,2,0,0,0],"matrix_rows":[37,38,34,8,16,6,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,2,0,0,0]],["P",[37,38,34,8,16,6,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[3,39],"port":8,"q":37},
+    {"G_rows":[69,70,67,8,16,32,7,128,256],"K_word":[["P",[69,70,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[67,70,69,8,16,32,1,128,256],"offset":69,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[67,70,69,8,16,32,1,128,256]],["X",69],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[69,70,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,2,0,0],"matrix_rows":[69,70,66,8,16,32,6,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,2,0,0]],["P",[69,70,66,8,16,32,6,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[3,71],"port":9,"q":69},
+    {"G_rows":[133,134,131,8,16,32,64,7,256],"K_word":[["P",[133,134,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[131,134,133,8,16,32,64,1,256],"offset":133,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[131,134,133,8,16,32,64,1,256]],["X",133],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[133,134,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,2,0],"matrix_rows":[133,134,130,8,16,32,64,6,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,2,0]],["P",[133,134,130,8,16,32,64,6,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[3,135],"port":10,"q":133},
+    {"G_rows":[261,262,259,8,16,32,64,128,7],"K_word":[["P",[261,262,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[259,262,261,8,16,32,64,128,1],"offset":261,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[259,262,261,8,16,32,64,128,1]],["X",261],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[261,262,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,0,0,0,0,2],"matrix_rows":[261,262,258,8,16,32,64,128,6],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,0,0,0,0,2]],["P",[261,262,258,8,16,32,64,128,6]],["X",260],["phase",2]]}},"orthogonal_transvections":[3,263],"port":11,"q":261},
+    {"G_rows":[41,42,4,35,16,11,64,128,256],"K_word":[["P",[41,42,4,35,16,11,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]]],"Z_mask":43,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,2,0,0,0],"matrix_rows":[35,42,4,41,16,1,64,128,256],"offset":41,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,2,0,0,0]],["P",[35,42,4,41,16,1,64,128,256]],["X",41],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,35,16,11,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,2,0,0,0]],["P",[41,42,4,35,16,11,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,2,0,0,0],"matrix_rows":[41,42,4,34,16,10,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,2,0,0,0]],["P",[41,42,4,34,16,10,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[3,43],"port":12,"q":41},
+    {"G_rows":[73,74,4,67,16,32,11,128,256],"K_word":[["P",[73,74,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[67,74,4,73,16,32,1,128,256],"offset":73,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[67,74,4,73,16,32,1,128,256]],["X",73],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[73,74,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,2,0,0],"matrix_rows":[73,74,4,66,16,32,10,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,2,0,0]],["P",[73,74,4,66,16,32,10,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[3,75],"port":13,"q":73},
+    {"G_rows":[137,138,4,131,16,32,64,11,256],"K_word":[["P",[137,138,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[131,138,4,137,16,32,64,1,256],"offset":137,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[131,138,4,137,16,32,64,1,256]],["X",137],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[137,138,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,2,0],"matrix_rows":[137,138,4,130,16,32,64,10,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,2,0]],["P",[137,138,4,130,16,32,64,10,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[3,139],"port":14,"q":137},
+    {"G_rows":[265,266,4,259,16,32,64,128,11],"K_word":[["P",[265,266,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[259,266,4,265,16,32,64,128,1],"offset":265,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[259,266,4,265,16,32,64,128,1]],["X",265],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[265,266,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,0,0,0,0,2],"matrix_rows":[265,266,4,258,16,32,64,128,10],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,0,0,0,0,2]],["P",[265,266,4,258,16,32,64,128,10]],["X",264],["phase",2]]}},"orthogonal_transvections":[3,267],"port":15,"q":265},
+    {"G_rows":[49,50,4,8,35,19,64,128,256],"K_word":[["P",[49,50,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[35,50,4,8,49,1,64,128,256],"offset":49,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[35,50,4,8,49,1,64,128,256]],["X",49],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,2,0,0,0],"matrix_rows":[49,50,4,8,34,18,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,2,0,0,0]],["P",[49,50,4,8,34,18,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[3,51],"port":16,"q":49},
+    {"G_rows":[81,82,4,8,67,32,19,128,256],"K_word":[["P",[81,82,4,8,67,32,19,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]]],"Z_mask":83,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,2,0,0],"matrix_rows":[67,82,4,8,81,32,1,128,256],"offset":81,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,2,0,0]],["P",[67,82,4,8,81,32,1,128,256]],["X",81],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,67,32,19,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,67,32,19,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,2,0,0],"matrix_rows":[81,82,4,8,66,32,18,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,2,0,0]],["P",[81,82,4,8,66,32,18,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[3,83],"port":17,"q":81},
+    {"G_rows":[145,146,4,8,131,32,64,19,256],"K_word":[["P",[145,146,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[131,146,4,8,145,32,64,1,256],"offset":145,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[131,146,4,8,145,32,64,1,256]],["X",145],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,2,0],"matrix_rows":[145,146,4,8,130,32,64,18,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,2,0]],["P",[145,146,4,8,130,32,64,18,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[3,147],"port":18,"q":145},
+    {"G_rows":[273,274,4,8,259,32,64,128,19],"K_word":[["P",[273,274,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[259,274,4,8,273,32,64,128,1],"offset":273,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[259,274,4,8,273,32,64,128,1]],["X",273],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,2,0,0,0,2],"matrix_rows":[273,274,4,8,258,32,64,128,18],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,2,0,0,0,2]],["P",[273,274,4,8,258,32,64,128,18]],["X",272],["phase",2]]}},"orthogonal_transvections":[3,275],"port":19,"q":273},
+    {"G_rows":[161,162,4,8,16,131,64,35,256],"K_word":[["P",[161,162,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[131,162,4,8,16,161,64,1,256],"offset":161,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[131,162,4,8,16,161,64,1,256]],["X",161],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,2,0],"matrix_rows":[161,162,4,8,16,130,64,34,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,2,0]],["P",[161,162,4,8,16,130,64,34,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[3,163],"port":20,"q":161},
+    {"G_rows":[289,290,4,8,16,259,64,128,35],"K_word":[["P",[289,290,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[259,290,4,8,16,289,64,128,1],"offset":289,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[259,290,4,8,16,289,64,128,1]],["X",289],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,2,0,0,2],"matrix_rows":[289,290,4,8,16,258,64,128,34],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,2,0,0,2]],["P",[289,290,4,8,16,258,64,128,34]],["X",288],["phase",2]]}},"orthogonal_transvections":[3,291],"port":21,"q":289},
+    {"G_rows":[193,194,4,8,16,32,131,67,256],"K_word":[["P",[193,194,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[131,194,4,8,16,32,193,1,256],"offset":193,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[131,194,4,8,16,32,193,1,256]],["X",193],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,2,0],"matrix_rows":[193,194,4,8,16,32,130,66,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,2,0]],["P",[193,194,4,8,16,32,130,66,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[3,195],"port":22,"q":193},
+    {"G_rows":[321,322,4,8,16,32,259,128,67],"K_word":[["P",[321,322,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[259,322,4,8,16,32,321,128,1],"offset":321,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[259,322,4,8,16,32,321,128,1]],["X",321],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,2,0,2],"matrix_rows":[321,322,4,8,16,32,258,128,66],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,2,0,2]],["P",[321,322,4,8,16,32,258,128,66]],["X",320],["phase",2]]}},"orthogonal_transvections":[3,323],"port":23,"q":321},
+    {"G_rows":[385,386,4,8,16,32,64,259,131],"K_word":[["P",[385,386,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[259,386,4,8,16,32,64,385,1],"offset":385,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[259,386,4,8,16,32,64,385,1]],["X",385],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,0,0,0,0,2,2],"matrix_rows":[385,386,4,8,16,32,64,258,130],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,0,0,0,0,2,2]],["P",[385,386,4,8,16,32,64,258,130]],["X",384],["phase",2]]}},"orthogonal_transvections":[3,387],"port":24,"q":385},
+    {"G_rows":[14,13,11,7,16,32,64,128,256],"K_word":[["P",[14,13,11,7,16,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]]],"Z_mask":15,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",498],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,2,0,0,0,0,0],"matrix_rows":[14,11,13,1,16,32,64,128,256],"offset":14,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,2,0,0,0,0,0]],["P",[14,11,13,1,16,32,64,128,256]],["X",14],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,0,0,0,0],"matrix_rows":[14,13,11,7,16,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,0,0,0,0]],["P",[14,13,11,7,16,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,0],"matrix_rows":[14,13,9,5,16,32,64,128,256],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,0]],["P",[14,13,9,5,16,32,64,128,256]],["X",12],["phase",2]]}},"orthogonal_transvections":[15],"port":25,"q":14},
+    {"G_rows":[22,21,19,8,7,32,64,128,256],"K_word":[["P",[22,21,19,8,7,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]]],"Z_mask":23,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",490],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,2,0,0,0,0],"matrix_rows":[22,19,21,8,1,32,64,128,256],"offset":22,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,2,0,0,0,0]],["P",[22,19,21,8,1,32,64,128,256]],["X",22],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,0,0,0,0],"matrix_rows":[22,21,19,8,7,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,0,0,0,0]],["P",[22,21,19,8,7,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,0],"matrix_rows":[22,21,17,8,5,32,64,128,256],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,0]],["P",[22,21,17,8,5,32,64,128,256]],["X",20],["phase",2]]}},"orthogonal_transvections":[23],"port":26,"q":22},
+    {"G_rows":[38,37,35,8,16,7,64,128,256],"K_word":[["P",[38,37,35,8,16,7,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]]],"Z_mask":39,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",474],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,2,0,0,0],"matrix_rows":[38,35,37,8,16,1,64,128,256],"offset":38,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,2,0,0,0]],["P",[38,35,37,8,16,1,64,128,256]],["X",38],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,2,0,0,0],"matrix_rows":[38,37,35,8,16,7,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,2,0,0,0]],["P",[38,37,35,8,16,7,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,0],"matrix_rows":[38,37,33,8,16,5,64,128,256],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,0]],["P",[38,37,33,8,16,5,64,128,256]],["X",36],["phase",2]]}},"orthogonal_transvections":[39],"port":27,"q":38},
+    {"G_rows":[70,69,67,8,16,32,7,128,256],"K_word":[["P",[70,69,67,8,16,32,7,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]]],"Z_mask":71,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",442],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,2,0,0],"matrix_rows":[70,67,69,8,16,32,1,128,256],"offset":70,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,2,0,0]],["P",[70,67,69,8,16,32,1,128,256]],["X",70],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,2,0,0],"matrix_rows":[70,69,67,8,16,32,7,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,2,0,0]],["P",[70,69,67,8,16,32,7,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,0],"matrix_rows":[70,69,65,8,16,32,5,128,256],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,0]],["P",[70,69,65,8,16,32,5,128,256]],["X",68],["phase",2]]}},"orthogonal_transvections":[71],"port":28,"q":70},
+    {"G_rows":[134,133,131,8,16,32,64,7,256],"K_word":[["P",[134,133,131,8,16,32,64,7,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]]],"Z_mask":135,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",378],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,2,0],"matrix_rows":[134,131,133,8,16,32,64,1,256],"offset":134,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,2,0]],["P",[134,131,133,8,16,32,64,1,256]],["X",134],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,2,0],"matrix_rows":[134,133,131,8,16,32,64,7,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,2,0]],["P",[134,133,131,8,16,32,64,7,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,0],"matrix_rows":[134,133,129,8,16,32,64,5,256],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,0]],["P",[134,133,129,8,16,32,64,5,256]],["X",132],["phase",2]]}},"orthogonal_transvections":[135],"port":29,"q":134},
+    {"G_rows":[262,261,259,8,16,32,64,128,7],"K_word":[["P",[262,261,259,8,16,32,64,128,7]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]]],"Z_mask":263,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,1,1,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",250],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,0,0,0,0,2],"matrix_rows":[262,259,261,8,16,32,64,128,1],"offset":262,"phase":3,"quadratic_rows":[0,6,6,0,0,0,0,0,0]},"word":[["D",[0,6,6,0,0,0,0,0,0],[2,3,3,0,0,0,0,0,2]],["P",[262,259,261,8,16,32,64,128,1]],["X",262],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,0,0,0,0,2],"matrix_rows":[262,261,259,8,16,32,64,128,7],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,0,0,0,0,2]],["P",[262,261,259,8,16,32,64,128,7]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,0,2],"matrix_rows":[262,261,257,8,16,32,64,128,5],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,0,2]],["P",[262,261,257,8,16,32,64,128,5]],["X",260],["phase",2]]}},"orthogonal_transvections":[263],"port":30,"q":262},
+    {"G_rows":[26,25,4,19,11,32,64,128,256],"K_word":[["P",[26,25,4,19,11,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]]],"Z_mask":27,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,2,0,0,0,0],"matrix_rows":[26,19,4,25,1,32,64,128,256],"offset":26,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,2,0,0,0,0]],["P",[26,19,4,25,1,32,64,128,256]],["X",26],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,19,11,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,0,0,0,0]],["P",[26,25,4,19,11,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[26,25,4,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[26,25,4,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[27],"port":31,"q":26},
+    {"G_rows":[74,73,4,67,16,32,11,128,256],"K_word":[["P",[74,73,4,67,16,32,11,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]]],"Z_mask":75,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",438],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,2,0,0],"matrix_rows":[74,67,4,73,16,32,1,128,256],"offset":74,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,2,0,0]],["P",[74,67,4,73,16,32,1,128,256]],["X",74],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,67,16,32,11,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,2,0,0]],["P",[74,73,4,67,16,32,11,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,0],"matrix_rows":[74,73,4,65,16,32,9,128,256],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,0]],["P",[74,73,4,65,16,32,9,128,256]],["X",72],["phase",2]]}},"orthogonal_transvections":[75],"port":32,"q":74},
+    {"G_rows":[138,137,4,131,16,32,64,11,256],"K_word":[["P",[138,137,4,131,16,32,64,11,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]]],"Z_mask":139,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,2,0],"matrix_rows":[138,131,4,137,16,32,64,1,256],"offset":138,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,2,0]],["P",[138,131,4,137,16,32,64,1,256]],["X",138],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,131,16,32,64,11,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,2,0]],["P",[138,137,4,131,16,32,64,11,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[138,137,4,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[138,137,4,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[139],"port":33,"q":138},
+    {"G_rows":[266,265,4,259,16,32,64,128,11],"K_word":[["P",[266,265,4,259,16,32,64,128,11]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]]],"Z_mask":267,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,1,0,1,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,0,0,0,0,2],"matrix_rows":[266,259,4,265,16,32,64,128,1],"offset":266,"phase":3,"quadratic_rows":[0,10,0,10,0,0,0,0,0]},"word":[["D",[0,10,0,10,0,0,0,0,0],[2,3,0,3,0,0,0,0,2]],["P",[266,259,4,265,16,32,64,128,1]],["X",266],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,259,16,32,64,128,11],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,0,0,0,0,2]],["P",[266,265,4,259,16,32,64,128,11]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[266,265,4,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[266,265,4,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[267],"port":34,"q":266},
+    {"G_rows":[50,49,4,8,35,19,64,128,256],"K_word":[["P",[50,49,4,8,35,19,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]]],"Z_mask":51,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,2,0,0,0],"matrix_rows":[50,35,4,8,49,1,64,128,256],"offset":50,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,2,0,0,0]],["P",[50,35,4,8,49,1,64,128,256]],["X",50],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,35,19,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,2,0,0,0]],["P",[50,49,4,8,35,19,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[50,49,4,8,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[50,49,4,8,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[51],"port":35,"q":50},
+    {"G_rows":[146,145,4,8,131,32,64,19,256],"K_word":[["P",[146,145,4,8,131,32,64,19,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]]],"Z_mask":147,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,2,0],"matrix_rows":[146,131,4,8,145,32,64,1,256],"offset":146,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,2,0]],["P",[146,131,4,8,145,32,64,1,256]],["X",146],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,131,32,64,19,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,2,0]],["P",[146,145,4,8,131,32,64,19,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[146,145,4,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[146,145,4,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[147],"port":36,"q":146},
+    {"G_rows":[274,273,4,8,259,32,64,128,19],"K_word":[["P",[274,273,4,8,259,32,64,128,19]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]]],"Z_mask":275,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,1,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,1,0,0,1,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,3,0,0,0,2],"matrix_rows":[274,259,4,8,273,32,64,128,1],"offset":274,"phase":3,"quadratic_rows":[0,18,0,0,18,0,0,0,0]},"word":[["D",[0,18,0,0,18,0,0,0,0],[2,3,0,0,3,0,0,0,2]],["P",[274,259,4,8,273,32,64,128,1]],["X",274],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,259,32,64,128,19],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,2,0,0,0,2]],["P",[274,273,4,8,259,32,64,128,19]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[274,273,4,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[274,273,4,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[275],"port":37,"q":274},
+    {"G_rows":[98,97,4,8,16,67,35,128,256],"K_word":[["P",[98,97,4,8,16,67,35,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]]],"Z_mask":99,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,2,0,0],"matrix_rows":[98,67,4,8,16,97,1,128,256],"offset":98,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,2,0,0]],["P",[98,67,4,8,16,97,1,128,256]],["X",98],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,67,35,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,67,35,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[98,97,4,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[98,97,4,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[99],"port":38,"q":98},
+    {"G_rows":[162,161,4,8,16,131,64,35,256],"K_word":[["P",[162,161,4,8,16,131,64,35,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]]],"Z_mask":163,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,2,0],"matrix_rows":[162,131,4,8,16,161,64,1,256],"offset":162,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,2,0]],["P",[162,131,4,8,16,161,64,1,256]],["X",162],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,131,64,35,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,131,64,35,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[162,161,4,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[162,161,4,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[163],"port":39,"q":162},
+    {"G_rows":[290,289,4,8,16,259,64,128,35],"K_word":[["P",[290,289,4,8,16,259,64,128,35]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]]],"Z_mask":291,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,1,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,1,0,0,0,1,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,3,0,0,2],"matrix_rows":[290,259,4,8,16,289,64,128,1],"offset":290,"phase":3,"quadratic_rows":[0,34,0,0,0,34,0,0,0]},"word":[["D",[0,34,0,0,0,34,0,0,0],[2,3,0,0,0,3,0,0,2]],["P",[290,259,4,8,16,289,64,128,1]],["X",290],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,259,64,128,35],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,259,64,128,35]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[290,289,4,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[290,289,4,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[291],"port":40,"q":290},
+    {"G_rows":[194,193,4,8,16,32,131,67,256],"K_word":[["P",[194,193,4,8,16,32,131,67,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]]],"Z_mask":195,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,2,0],"matrix_rows":[194,131,4,8,16,32,193,1,256],"offset":194,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,2,0]],["P",[194,131,4,8,16,32,193,1,256]],["X",194],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,131,67,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,131,67,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[194,193,4,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[194,193,4,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[195],"port":41,"q":194},
+    {"G_rows":[322,321,4,8,16,32,259,128,67],"K_word":[["P",[322,321,4,8,16,32,259,128,67]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]]],"Z_mask":323,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,1,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,1,0,0,0,0,1,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,3,0,2],"matrix_rows":[322,259,4,8,16,32,321,128,1],"offset":322,"phase":3,"quadratic_rows":[0,66,0,0,0,0,66,0,0]},"word":[["D",[0,66,0,0,0,0,66,0,0],[2,3,0,0,0,0,3,0,2]],["P",[322,259,4,8,16,32,321,128,1]],["X",322],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,259,128,67],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,259,128,67]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[322,321,4,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[322,321,4,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[323],"port":42,"q":322},
+    {"G_rows":[386,385,4,8,16,32,64,259,131],"K_word":[["P",[386,385,4,8,16,32,64,259,131]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]]],"Z_mask":387,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,0,0,0,0,1,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,1,0,0,0,0,0,1,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,0,0,0,0,3,2],"matrix_rows":[386,259,4,8,16,32,64,385,1],"offset":386,"phase":3,"quadratic_rows":[0,130,0,0,0,0,0,130,0]},"word":[["D",[0,130,0,0,0,0,0,130,0],[2,3,0,0,0,0,0,3,2]],["P",[386,259,4,8,16,32,64,385,1]],["X",386],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,259,131],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,259,131]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[386,385,4,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[386,385,4,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[387],"port":43,"q":386},
+    {"G_rows":[28,2,25,21,13,32,64,128,256],"K_word":[["P",[28,2,25,21,13,32,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]]],"Z_mask":29,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",486],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,2,0,0,0,0],"matrix_rows":[28,2,21,25,1,32,64,128,256],"offset":28,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,2,0,0,0,0]],["P",[28,2,21,25,1,32,64,128,256]],["X",28],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,0,0,0,0],"matrix_rows":[28,2,25,21,13,32,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,0,0,0]],["P",[28,2,25,21,13,32,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,0],"matrix_rows":[28,2,25,17,9,32,64,128,256],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,0]],["P",[28,2,25,17,9,32,64,128,256]],["X",24],["phase",2]]}},"orthogonal_transvections":[29],"port":44,"q":28},
+    {"G_rows":[44,2,41,37,16,13,64,128,256],"K_word":[["P",[44,2,41,37,16,13,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]]],"Z_mask":45,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",470],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,2,0,0,0],"matrix_rows":[44,2,37,41,16,1,64,128,256],"offset":44,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,2,0,0,0]],["P",[44,2,37,41,16,1,64,128,256]],["X",44],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,2,0,0,0],"matrix_rows":[44,2,41,37,16,13,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,0,0,0]],["P",[44,2,41,37,16,13,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,0],"matrix_rows":[44,2,41,33,16,9,64,128,256],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,0]],["P",[44,2,41,33,16,9,64,128,256]],["X",40],["phase",2]]}},"orthogonal_transvections":[45],"port":45,"q":44},
+    {"G_rows":[140,2,137,133,16,32,64,13,256],"K_word":[["P",[140,2,137,133,16,32,64,13,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]]],"Z_mask":141,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",374],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,2,0],"matrix_rows":[140,2,133,137,16,32,64,1,256],"offset":140,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,2,0]],["P",[140,2,133,137,16,32,64,1,256]],["X",140],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,2,0],"matrix_rows":[140,2,137,133,16,32,64,13,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,2,0]],["P",[140,2,137,133,16,32,64,13,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,0],"matrix_rows":[140,2,137,129,16,32,64,9,256],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,0]],["P",[140,2,137,129,16,32,64,9,256]],["X",136],["phase",2]]}},"orthogonal_transvections":[141],"port":46,"q":140},
+    {"G_rows":[268,2,265,261,16,32,64,128,13],"K_word":[["P",[268,2,265,261,16,32,64,128,13]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]]],"Z_mask":269,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,1,1,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",246],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,0,0,0,0,2],"matrix_rows":[268,2,261,265,16,32,64,128,1],"offset":268,"phase":3,"quadratic_rows":[0,0,12,12,0,0,0,0,0]},"word":[["D",[0,0,12,12,0,0,0,0,0],[2,0,3,3,0,0,0,0,2]],["P",[268,2,261,265,16,32,64,128,1]],["X",268],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,0,0,0,0,2],"matrix_rows":[268,2,265,261,16,32,64,128,13],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,0,0,0,2]],["P",[268,2,265,261,16,32,64,128,13]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,0,2],"matrix_rows":[268,2,265,257,16,32,64,128,9],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,0,2]],["P",[268,2,265,257,16,32,64,128,9]],["X",264],["phase",2]]}},"orthogonal_transvections":[269],"port":47,"q":268},
+    {"G_rows":[84,2,81,8,69,32,21,128,256],"K_word":[["P",[84,2,81,8,69,32,21,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]]],"Z_mask":85,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,2,0,0],"matrix_rows":[84,2,69,8,81,32,1,128,256],"offset":84,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,2,0,0]],["P",[84,2,69,8,81,32,1,128,256]],["X",84],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,69,32,21,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,2,0,0]],["P",[84,2,81,8,69,32,21,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[84,2,81,8,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[84,2,81,8,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[85],"port":48,"q":84},
+    {"G_rows":[148,2,145,8,133,32,64,21,256],"K_word":[["P",[148,2,145,8,133,32,64,21,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]]],"Z_mask":149,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,2,0],"matrix_rows":[148,2,133,8,145,32,64,1,256],"offset":148,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,2,0]],["P",[148,2,133,8,145,32,64,1,256]],["X",148],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,133,32,64,21,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,2,0]],["P",[148,2,145,8,133,32,64,21,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[148,2,145,8,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[148,2,145,8,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[149],"port":49,"q":148},
+    {"G_rows":[276,2,273,8,261,32,64,128,21],"K_word":[["P",[276,2,273,8,261,32,64,128,21]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]]],"Z_mask":277,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,1,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,1,0,1,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,3,0,0,0,2],"matrix_rows":[276,2,261,8,273,32,64,128,1],"offset":276,"phase":3,"quadratic_rows":[0,0,20,0,20,0,0,0,0]},"word":[["D",[0,0,20,0,20,0,0,0,0],[2,0,3,0,3,0,0,0,2]],["P",[276,2,261,8,273,32,64,128,1]],["X",276],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,261,32,64,128,21],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,0,0,0,2]],["P",[276,2,273,8,261,32,64,128,21]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[276,2,273,8,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[276,2,273,8,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[277],"port":50,"q":276},
+    {"G_rows":[100,2,97,8,16,69,37,128,256],"K_word":[["P",[100,2,97,8,16,69,37,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]]],"Z_mask":101,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,2,0,0],"matrix_rows":[100,2,69,8,16,97,1,128,256],"offset":100,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,2,0,0]],["P",[100,2,69,8,16,97,1,128,256]],["X",100],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,69,37,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,2,0,0]],["P",[100,2,97,8,16,69,37,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[100,2,97,8,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[100,2,97,8,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[101],"port":51,"q":100},
+    {"G_rows":[164,2,161,8,16,133,64,37,256],"K_word":[["P",[164,2,161,8,16,133,64,37,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]]],"Z_mask":165,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,2,0],"matrix_rows":[164,2,133,8,16,161,64,1,256],"offset":164,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,2,0]],["P",[164,2,133,8,16,161,64,1,256]],["X",164],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,133,64,37,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,2,0]],["P",[164,2,161,8,16,133,64,37,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[164,2,161,8,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[164,2,161,8,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[165],"port":52,"q":164},
+    {"G_rows":[292,2,289,8,16,261,64,128,37],"K_word":[["P",[292,2,289,8,16,261,64,128,37]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]]],"Z_mask":293,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,1,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,1,0,0,1,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,3,0,0,2],"matrix_rows":[292,2,261,8,16,289,64,128,1],"offset":292,"phase":3,"quadratic_rows":[0,0,36,0,0,36,0,0,0]},"word":[["D",[0,0,36,0,0,36,0,0,0],[2,0,3,0,0,3,0,0,2]],["P",[292,2,261,8,16,289,64,128,1]],["X",292],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,261,64,128,37],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,2,0,0,2]],["P",[292,2,289,8,16,261,64,128,37]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[292,2,289,8,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[292,2,289,8,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[293],"port":53,"q":292},
+    {"G_rows":[196,2,193,8,16,32,133,69,256],"K_word":[["P",[196,2,193,8,16,32,133,69,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]]],"Z_mask":197,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,2,0],"matrix_rows":[196,2,133,8,16,32,193,1,256],"offset":196,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,2,0]],["P",[196,2,133,8,16,32,193,1,256]],["X",196],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,133,69,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,133,69,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[196,2,193,8,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[196,2,193,8,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[197],"port":54,"q":196},
+    {"G_rows":[324,2,321,8,16,32,261,128,69],"K_word":[["P",[324,2,321,8,16,32,261,128,69]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]]],"Z_mask":325,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,1,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,1,0,0,0,1,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,3,0,2],"matrix_rows":[324,2,261,8,16,32,321,128,1],"offset":324,"phase":3,"quadratic_rows":[0,0,68,0,0,0,68,0,0]},"word":[["D",[0,0,68,0,0,0,68,0,0],[2,0,3,0,0,0,3,0,2]],["P",[324,2,261,8,16,32,321,128,1]],["X",324],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,261,128,69],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,261,128,69]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[324,2,321,8,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[324,2,321,8,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[325],"port":55,"q":324},
+    {"G_rows":[388,2,385,8,16,32,64,261,133],"K_word":[["P",[388,2,385,8,16,32,64,261,133]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]]],"Z_mask":389,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,0,0,0,0,1,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,1,0,0,0,0,1,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,0,0,0,0,3,2],"matrix_rows":[388,2,261,8,16,32,64,385,1],"offset":388,"phase":3,"quadratic_rows":[0,0,132,0,0,0,0,132,0]},"word":[["D",[0,0,132,0,0,0,0,132,0],[2,0,3,0,0,0,0,3,2]],["P",[388,2,261,8,16,32,64,385,1]],["X",388],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,261,133],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,261,133]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[388,2,385,8,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[388,2,385,8,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[389],"port":56,"q":388},
+    {"G_rows":[56,2,4,49,41,25,64,128,256],"K_word":[["P",[56,2,4,49,41,25,64,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]]],"Z_mask":57,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",462],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,2,0,0,0],"matrix_rows":[56,2,4,41,49,1,64,128,256],"offset":56,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,2,0,0,0]],["P",[56,2,4,41,49,1,64,128,256]],["X",56],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,2,0,0,0],"matrix_rows":[56,2,4,49,41,25,64,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,0,0,0]],["P",[56,2,4,49,41,25,64,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,0],"matrix_rows":[56,2,4,49,33,17,64,128,256],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,0]],["P",[56,2,4,49,33,17,64,128,256]],["X",48],["phase",2]]}},"orthogonal_transvections":[57],"port":57,"q":56},
+    {"G_rows":[88,2,4,81,73,32,25,128,256],"K_word":[["P",[88,2,4,81,73,32,25,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]]],"Z_mask":89,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",430],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,2,0,0],"matrix_rows":[88,2,4,73,81,32,1,128,256],"offset":88,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,2,0,0]],["P",[88,2,4,73,81,32,1,128,256]],["X",88],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,2,0,0],"matrix_rows":[88,2,4,81,73,32,25,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,2,0,0]],["P",[88,2,4,81,73,32,25,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,0],"matrix_rows":[88,2,4,81,65,32,17,128,256],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,0]],["P",[88,2,4,81,65,32,17,128,256]],["X",80],["phase",2]]}},"orthogonal_transvections":[89],"port":58,"q":88},
+    {"G_rows":[152,2,4,145,137,32,64,25,256],"K_word":[["P",[152,2,4,145,137,32,64,25,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]]],"Z_mask":153,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",366],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,2,0],"matrix_rows":[152,2,4,137,145,32,64,1,256],"offset":152,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,2,0]],["P",[152,2,4,137,145,32,64,1,256]],["X",152],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,2,0],"matrix_rows":[152,2,4,145,137,32,64,25,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,2,0]],["P",[152,2,4,145,137,32,64,25,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,0],"matrix_rows":[152,2,4,145,129,32,64,17,256],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,0]],["P",[152,2,4,145,129,32,64,17,256]],["X",144],["phase",2]]}},"orthogonal_transvections":[153],"port":59,"q":152},
+    {"G_rows":[280,2,4,273,265,32,64,128,25],"K_word":[["P",[280,2,4,273,265,32,64,128,25]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]]],"Z_mask":281,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,1,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,1,1,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",238],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,3,0,0,0,2],"matrix_rows":[280,2,4,265,273,32,64,128,1],"offset":280,"phase":3,"quadratic_rows":[0,0,0,24,24,0,0,0,0]},"word":[["D",[0,0,0,24,24,0,0,0,0],[2,0,0,3,3,0,0,0,2]],["P",[280,2,4,265,273,32,64,128,1]],["X",280],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,2,0,0,0,2],"matrix_rows":[280,2,4,273,265,32,64,128,25],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,0,0,0,2]],["P",[280,2,4,273,265,32,64,128,25]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,0,2],"matrix_rows":[280,2,4,273,257,32,64,128,17],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,0,2]],["P",[280,2,4,273,257,32,64,128,17]],["X",272],["phase",2]]}},"orthogonal_transvections":[281],"port":60,"q":280},
+    {"G_rows":[104,2,4,97,16,73,41,128,256],"K_word":[["P",[104,2,4,97,16,73,41,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]]],"Z_mask":105,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,2,0,0],"matrix_rows":[104,2,4,73,16,97,1,128,256],"offset":104,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,2,0,0]],["P",[104,2,4,73,16,97,1,128,256]],["X",104],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,73,41,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,2,0,0]],["P",[104,2,4,97,16,73,41,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[104,2,4,97,16,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[104,2,4,97,16,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[105],"port":61,"q":104},
+    {"G_rows":[168,2,4,161,16,137,64,41,256],"K_word":[["P",[168,2,4,161,16,137,64,41,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]]],"Z_mask":169,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,2,0],"matrix_rows":[168,2,4,137,16,161,64,1,256],"offset":168,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,2,0]],["P",[168,2,4,137,16,161,64,1,256]],["X",168],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,137,64,41,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,2,0]],["P",[168,2,4,161,16,137,64,41,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[168,2,4,161,16,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[168,2,4,161,16,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[169],"port":62,"q":168},
+    {"G_rows":[296,2,4,289,16,265,64,128,41],"K_word":[["P",[296,2,4,289,16,265,64,128,41]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]]],"Z_mask":297,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,1,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,1,0,1,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,3,0,0,2],"matrix_rows":[296,2,4,265,16,289,64,128,1],"offset":296,"phase":3,"quadratic_rows":[0,0,0,40,0,40,0,0,0]},"word":[["D",[0,0,0,40,0,40,0,0,0],[2,0,0,3,0,3,0,0,2]],["P",[296,2,4,265,16,289,64,128,1]],["X",296],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,265,64,128,41],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,2,0,0,2]],["P",[296,2,4,289,16,265,64,128,41]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[296,2,4,289,16,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[296,2,4,289,16,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[297],"port":63,"q":296},
+    {"G_rows":[200,2,4,193,16,32,137,73,256],"K_word":[["P",[200,2,4,193,16,32,137,73,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]]],"Z_mask":201,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,2,0],"matrix_rows":[200,2,4,137,16,32,193,1,256],"offset":200,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,2,0]],["P",[200,2,4,137,16,32,193,1,256]],["X",200],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,137,73,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,2,0]],["P",[200,2,4,193,16,32,137,73,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[200,2,4,193,16,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[200,2,4,193,16,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[201],"port":64,"q":200},
+    {"G_rows":[328,2,4,321,16,32,265,128,73],"K_word":[["P",[328,2,4,321,16,32,265,128,73]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]]],"Z_mask":329,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,1,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,1,0,0,1,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,3,0,2],"matrix_rows":[328,2,4,265,16,32,321,128,1],"offset":328,"phase":3,"quadratic_rows":[0,0,0,72,0,0,72,0,0]},"word":[["D",[0,0,0,72,0,0,72,0,0],[2,0,0,3,0,0,3,0,2]],["P",[328,2,4,265,16,32,321,128,1]],["X",328],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,265,128,73],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,2,0,2]],["P",[328,2,4,321,16,32,265,128,73]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[328,2,4,321,16,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[328,2,4,321,16,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[329],"port":65,"q":328},
+    {"G_rows":[392,2,4,385,16,32,64,265,137],"K_word":[["P",[392,2,4,385,16,32,64,265,137]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]]],"Z_mask":393,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,1,0,0,0,1,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,1,0,0,0,1,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,3,0,0,0,3,2],"matrix_rows":[392,2,4,265,16,32,64,385,1],"offset":392,"phase":3,"quadratic_rows":[0,0,0,136,0,0,0,136,0]},"word":[["D",[0,0,0,136,0,0,0,136,0],[2,0,0,3,0,0,0,3,2]],["P",[392,2,4,265,16,32,64,385,1]],["X",392],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,2,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,265,137],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,265,137]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[392,2,4,385,16,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[392,2,4,385,16,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[393],"port":66,"q":392},
+    {"G_rows":[112,2,4,8,97,81,49,128,256],"K_word":[["P",[112,2,4,8,97,81,49,128,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]]],"Z_mask":113,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",414],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,2,0,0],"matrix_rows":[112,2,4,8,81,97,1,128,256],"offset":112,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,2,0,0]],["P",[112,2,4,8,81,97,1,128,256]],["X",112],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,2,0,0],"matrix_rows":[112,2,4,8,97,81,49,128,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,2,0,0]],["P",[112,2,4,8,97,81,49,128,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,0],"matrix_rows":[112,2,4,8,97,65,33,128,256],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,0]],["P",[112,2,4,8,97,65,33,128,256]],["X",96],["phase",2]]}},"orthogonal_transvections":[113],"port":67,"q":112},
+    {"G_rows":[176,2,4,8,161,145,64,49,256],"K_word":[["P",[176,2,4,8,161,145,64,49,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]]],"Z_mask":177,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",350],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,2,0],"matrix_rows":[176,2,4,8,145,161,64,1,256],"offset":176,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,2,0]],["P",[176,2,4,8,145,161,64,1,256]],["X",176],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,2,0],"matrix_rows":[176,2,4,8,161,145,64,49,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,2,0]],["P",[176,2,4,8,161,145,64,49,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,0],"matrix_rows":[176,2,4,8,161,129,64,33,256],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,0]],["P",[176,2,4,8,161,129,64,33,256]],["X",160],["phase",2]]}},"orthogonal_transvections":[177],"port":68,"q":176},
+    {"G_rows":[304,2,4,8,289,273,64,128,49],"K_word":[["P",[304,2,4,8,289,273,64,128,49]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]]],"Z_mask":305,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,1,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,1,1,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",222],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,3,0,0,2],"matrix_rows":[304,2,4,8,273,289,64,128,1],"offset":304,"phase":3,"quadratic_rows":[0,0,0,0,48,48,0,0,0]},"word":[["D",[0,0,0,0,48,48,0,0,0],[2,0,0,0,3,3,0,0,2]],["P",[304,2,4,8,273,289,64,128,1]],["X",304],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,2,0,0,2],"matrix_rows":[304,2,4,8,289,273,64,128,49],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,2,0,0,2]],["P",[304,2,4,8,289,273,64,128,49]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,0,2],"matrix_rows":[304,2,4,8,289,257,64,128,33],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,0,2]],["P",[304,2,4,8,289,257,64,128,33]],["X",288],["phase",2]]}},"orthogonal_transvections":[305],"port":69,"q":304},
+    {"G_rows":[208,2,4,8,193,32,145,81,256],"K_word":[["P",[208,2,4,8,193,32,145,81,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]]],"Z_mask":209,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,2,0],"matrix_rows":[208,2,4,8,145,32,193,1,256],"offset":208,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,2,0]],["P",[208,2,4,8,145,32,193,1,256]],["X",208],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,145,81,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,2,0]],["P",[208,2,4,8,193,32,145,81,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[208,2,4,8,193,32,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[208,2,4,8,193,32,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[209],"port":70,"q":208},
+    {"G_rows":[336,2,4,8,321,32,273,128,81],"K_word":[["P",[336,2,4,8,321,32,273,128,81]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]]],"Z_mask":337,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,1,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,1,0,1,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,3,0,2],"matrix_rows":[336,2,4,8,273,32,321,128,1],"offset":336,"phase":3,"quadratic_rows":[0,0,0,0,80,0,80,0,0]},"word":[["D",[0,0,0,0,80,0,80,0,0],[2,0,0,0,3,0,3,0,2]],["P",[336,2,4,8,273,32,321,128,1]],["X",336],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,273,128,81],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,2,0,2]],["P",[336,2,4,8,321,32,273,128,81]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[336,2,4,8,321,32,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[336,2,4,8,321,32,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[337],"port":71,"q":336},
+    {"G_rows":[400,2,4,8,385,32,64,273,145],"K_word":[["P",[400,2,4,8,385,32,64,273,145]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]]],"Z_mask":401,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,1,0,0,1,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,1,0,0,1,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,3,0,0,3,2],"matrix_rows":[400,2,4,8,273,32,64,385,1],"offset":400,"phase":3,"quadratic_rows":[0,0,0,0,144,0,0,144,0]},"word":[["D",[0,0,0,0,144,0,0,144,0],[2,0,0,0,3,0,0,3,2]],["P",[400,2,4,8,273,32,64,385,1]],["X",400],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,2,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,273,145],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,2,0,0,2,2]],["P",[400,2,4,8,385,32,64,273,145]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[400,2,4,8,385,32,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[400,2,4,8,385,32,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[401],"port":72,"q":400},
+    {"G_rows":[224,2,4,8,16,193,161,97,256],"K_word":[["P",[224,2,4,8,16,193,161,97,256]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]]],"Z_mask":225,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",318],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,2,0],"matrix_rows":[224,2,4,8,16,161,193,1,256],"offset":224,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,2,0]],["P",[224,2,4,8,16,161,193,1,256]],["X",224],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,2,0],"matrix_rows":[224,2,4,8,16,193,161,97,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,2,0]],["P",[224,2,4,8,16,193,161,97,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,0],"matrix_rows":[224,2,4,8,16,193,129,65,256],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,0]],["P",[224,2,4,8,16,193,129,65,256]],["X",192],["phase",2]]}},"orthogonal_transvections":[225],"port":73,"q":224},
+    {"G_rows":[352,2,4,8,16,321,289,128,97],"K_word":[["P",[352,2,4,8,16,321,289,128,97]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]]],"Z_mask":353,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,1,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,1,1,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",190],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,3,0,2],"matrix_rows":[352,2,4,8,16,289,321,128,1],"offset":352,"phase":3,"quadratic_rows":[0,0,0,0,0,96,96,0,0]},"word":[["D",[0,0,0,0,0,96,96,0,0],[2,0,0,0,0,3,3,0,2]],["P",[352,2,4,8,16,289,321,128,1]],["X",352],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,2,0,2],"matrix_rows":[352,2,4,8,16,321,289,128,97],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,2,0,2]],["P",[352,2,4,8,16,321,289,128,97]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,0,2],"matrix_rows":[352,2,4,8,16,321,257,128,65],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,0,2]],["P",[352,2,4,8,16,321,257,128,65]],["X",320],["phase",2]]}},"orthogonal_transvections":[353],"port":74,"q":352},
+    {"G_rows":[416,2,4,8,16,385,64,289,161],"K_word":[["P",[416,2,4,8,16,385,64,289,161]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]]],"Z_mask":417,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,1,0,1,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,1,0,1,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,3,0,3,2],"matrix_rows":[416,2,4,8,16,289,64,385,1],"offset":416,"phase":3,"quadratic_rows":[0,0,0,0,0,160,0,160,0]},"word":[["D",[0,0,0,0,0,160,0,160,0],[2,0,0,0,0,3,0,3,2]],["P",[416,2,4,8,16,289,64,385,1]],["X",416],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,2,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,289,161],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,2,0,2,2]],["P",[416,2,4,8,16,385,64,289,161]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[416,2,4,8,16,385,64,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[416,2,4,8,16,385,64,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[417],"port":75,"q":416},
+    {"G_rows":[448,2,4,8,16,32,385,321,193],"K_word":[["P",[448,2,4,8,16,32,385,321,193]],["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]]],"Z_mask":449,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,1,1,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,1,1,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":126,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",126],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,3,3,2],"matrix_rows":[448,2,4,8,16,32,321,385,1],"offset":448,"phase":3,"quadratic_rows":[0,0,0,0,0,0,192,192,0]},"word":[["D",[0,0,0,0,0,0,192,192,0],[2,0,0,0,0,0,3,3,2]],["P",[448,2,4,8,16,32,321,385,1]],["X",448],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,0,0,0,0,2,2,2],"matrix_rows":[448,2,4,8,16,32,385,321,193],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,2,2,2]],["P",[448,2,4,8,16,32,385,321,193]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,0,0,0,0,2,2],"matrix_rows":[448,2,4,8,16,32,385,257,129],"offset":384,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,0,0,0,0,2,2]],["P",[448,2,4,8,16,32,385,257,129]],["X",384],["phase",2]]}},"orthogonal_transvections":[449],"port":76,"q":448},
+    {"G_rows":[508,2,505,501,493,477,445,381,253],"K_word":[["P",[508,2,505,501,493,477,445,381,253]],["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]]],"Z_mask":509,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,0,1,1,1,1,1,1,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,1,1,1,1,1,1,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,0,3,3,3,3,3,3,2],"matrix_rows":[508,2,261,265,273,289,321,385,1],"offset":508,"phase":3,"quadratic_rows":[0,0,252,252,252,252,252,252,0]},"word":[["D",[0,0,252,252,252,252,252,252,0],[2,0,3,3,3,3,3,3,2]],["P",[508,2,261,265,273,289,321,385,1]],["X",508],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,2],"matrix_rows":[508,2,505,501,493,477,445,381,253],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,2]],["P",[508,2,505,501,493,477,445,381,253]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[508,2,505,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[508,2,505,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[509],"port":77,"q":508},
+    {"G_rows":[506,505,4,499,491,475,443,379,251],"K_word":[["P",[506,505,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[506,259,4,265,273,289,321,385,1],"offset":506,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[506,259,4,265,273,289,321,385,1]],["X",506],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[506,505,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,0,2,2,2,2,2,2],"matrix_rows":[506,505,4,497,489,473,441,377,249],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,0,2,2,2,2,2,2]],["P",[506,505,4,497,489,473,441,377,249]],["X",504],["phase",2]]}},"orthogonal_transvections":[507],"port":78,"q":506},
+    {"G_rows":[502,501,499,8,487,471,439,375,247],"K_word":[["P",[502,501,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[502,259,261,8,273,289,321,385,1],"offset":502,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[502,259,261,8,273,289,321,385,1]],["X",502],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[502,501,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[502,501,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,0,2,2,2,2,2],"matrix_rows":[502,501,497,8,485,469,437,373,245],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,0,2,2,2,2,2]],["P",[502,501,497,8,485,469,437,373,245]],["X",500],["phase",2]]}},"orthogonal_transvections":[503],"port":79,"q":502},
+    {"G_rows":[494,493,491,487,16,463,431,367,239],"K_word":[["P",[494,493,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[494,259,261,265,16,289,321,385,1],"offset":494,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[494,259,261,265,16,289,321,385,1]],["X",494],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[494,493,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[494,493,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,0,2,2,2,2],"matrix_rows":[494,493,489,485,16,461,429,365,237],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,0,2,2,2,2]],["P",[494,493,489,485,16,461,429,365,237]],["X",492],["phase",2]]}},"orthogonal_transvections":[495],"port":80,"q":494},
+    {"G_rows":[478,477,475,471,463,32,415,351,223],"K_word":[["P",[478,477,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[478,259,261,265,273,32,321,385,1],"offset":478,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[478,259,261,265,273,32,321,385,1]],["X",478],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[478,477,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[478,477,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,0,2,2,2],"matrix_rows":[478,477,473,469,461,32,413,349,221],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,0,2,2,2]],["P",[478,477,473,469,461,32,413,349,221]],["X",476],["phase",2]]}},"orthogonal_transvections":[479],"port":81,"q":478},
+    {"G_rows":[446,445,443,439,431,415,64,319,191],"K_word":[["P",[446,445,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[446,259,261,265,273,289,64,385,1],"offset":446,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[446,259,261,265,273,289,64,385,1]],["X",446],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[446,445,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[446,445,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,0,2,2],"matrix_rows":[446,445,441,437,429,413,64,317,189],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,0,2,2]],["P",[446,445,441,437,429,413,64,317,189]],["X",444],["phase",2]]}},"orthogonal_transvections":[447],"port":82,"q":446},
+    {"G_rows":[382,381,379,375,367,351,319,128,127],"K_word":[["P",[382,381,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[382,259,261,265,273,289,321,128,1],"offset":382,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[382,259,261,265,273,289,321,128,1]],["X",382],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[382,381,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[382,381,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,0,2],"matrix_rows":[382,381,377,373,365,349,317,128,125],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,0,2]],["P",[382,381,377,373,365,349,317,128,125]],["X",380],["phase",2]]}},"orthogonal_transvections":[383],"port":83,"q":382},
+    {"G_rows":[254,253,251,247,239,223,191,127,256],"K_word":[["P",[254,253,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[254,131,133,137,145,161,193,1,256],"offset":254,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[254,131,133,137,145,161,193,1,256]],["X",254],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[254,253,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[254,253,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[2,0,2,2,2,2,2,2,0],"matrix_rows":[254,253,249,245,237,221,189,125,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,0,2,2,2,2,2,2,0]],["P",[254,253,249,245,237,221,189,125,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[255],"port":84,"q":254},
+    {"G_rows":[505,506,4,499,491,475,443,379,251],"K_word":[["P",[505,506,4,499,491,475,443,379,251]],["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]]],"Z_mask":507,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,0,1,1,1,1,1,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,1,0,1,1,1,1,1,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":6,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",6],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,0,3,3,3,3,3,2],"matrix_rows":[259,506,4,265,273,289,321,385,1],"offset":505,"phase":3,"quadratic_rows":[0,250,0,250,250,250,250,250,0]},"word":[["D",[0,250,0,250,250,250,250,250,0],[2,3,0,3,3,3,3,3,2]],["P",[259,506,4,265,273,289,321,385,1]],["X",505],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,499,491,475,443,379,251],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,0,2,2,2,2,2,2]],["P",[505,506,4,499,491,475,443,379,251]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,0,2,2,2,2,2,2],"matrix_rows":[505,506,4,498,490,474,442,378,250],"offset":504,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,0,2,2,2,2,2,2]],["P",[505,506,4,498,490,474,442,378,250]],["X",504],["phase",2]]}},"orthogonal_transvections":[3,507],"port":85,"q":505},
+    {"G_rows":[501,502,499,8,487,471,439,375,247],"K_word":[["P",[501,502,499,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":10,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",10],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[259,502,261,8,273,289,321,385,1],"offset":501,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[259,502,261,8,273,289,321,385,1]],["X",501],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,499,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[501,502,499,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[501,502,498,8,486,470,438,374,246],"offset":500,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[501,502,498,8,486,470,438,374,246]],["X",500],["phase",2]]}},"orthogonal_transvections":[3,503],"port":86,"q":501},
+    {"G_rows":[493,494,491,487,16,463,431,367,239],"K_word":[["P",[493,494,491,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":18,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",18],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[259,494,261,265,16,289,321,385,1],"offset":493,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[259,494,261,265,16,289,321,385,1]],["X",493],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,491,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[493,494,491,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[493,494,490,486,16,462,430,366,238],"offset":492,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[493,494,490,486,16,462,430,366,238]],["X",492],["phase",2]]}},"orthogonal_transvections":[3,495],"port":87,"q":493},
+    {"G_rows":[477,478,475,471,463,32,415,351,223],"K_word":[["P",[477,478,475,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":34,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",34],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[259,478,261,265,273,32,321,385,1],"offset":477,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[259,478,261,265,273,32,321,385,1]],["X",477],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,475,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[477,478,475,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[477,478,474,470,462,32,414,350,222],"offset":476,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[477,478,474,470,462,32,414,350,222]],["X",476],["phase",2]]}},"orthogonal_transvections":[3,479],"port":88,"q":477},
+    {"G_rows":[445,446,443,439,431,415,64,319,191],"K_word":[["P",[445,446,443,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":66,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",66],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[259,446,261,265,273,289,64,385,1],"offset":445,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[259,446,261,265,273,289,64,385,1]],["X",445],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,443,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[445,446,443,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[445,446,442,438,430,414,64,318,190],"offset":444,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[445,446,442,438,430,414,64,318,190]],["X",444],["phase",2]]}},"orthogonal_transvections":[3,447],"port":89,"q":445},
+    {"G_rows":[381,382,379,375,367,351,319,128,127],"K_word":[["P",[381,382,379,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":130,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",130],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[259,382,261,265,273,289,321,128,1],"offset":381,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[259,382,261,265,273,289,321,128,1]],["X",381],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,379,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[381,382,379,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[381,382,378,374,366,350,318,128,126],"offset":380,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[381,382,378,374,366,350,318,128,126]],["X",380],["phase",2]]}},"orthogonal_transvections":[3,383],"port":90,"q":381},
+    {"G_rows":[253,254,251,247,239,223,191,127,256],"K_word":[["P",[253,254,251,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":258,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",258],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[131,254,133,137,145,161,193,1,256],"offset":253,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[131,254,133,137,145,161,193,1,256]],["X",253],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,251,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[253,254,251,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[253,254,250,246,238,222,190,126,256],"offset":252,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[253,254,250,246,238,222,190,126,256]],["X",252],["phase",2]]}},"orthogonal_transvections":[3,255],"port":91,"q":253},
+    {"G_rows":[499,501,502,8,487,471,439,375,247],"K_word":[["P",[499,501,502,8,487,471,439,375,247]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]]],"Z_mask":503,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,0,1,1,1,1,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,1,1,0,1,1,1,1,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":12,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",12],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,0,3,3,3,3,2],"matrix_rows":[261,259,502,8,273,289,321,385,1],"offset":499,"phase":3,"quadratic_rows":[0,246,246,0,246,246,246,246,0]},"word":[["D",[0,246,246,0,246,246,246,246,0],[2,3,3,0,3,3,3,3,2]],["P",[261,259,502,8,273,289,321,385,1]],["X",499],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,0,2,2,2,2,2],"matrix_rows":[499,501,502,8,487,471,439,375,247],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,0,2,2,2,2,2]],["P",[499,501,502,8,487,471,439,375,247]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,0,2,2,2,2,2],"matrix_rows":[499,500,502,8,486,470,438,374,246],"offset":498,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,0,2,2,2,2,2]],["P",[499,500,502,8,486,470,438,374,246]],["X",498],["phase",2]]}},"orthogonal_transvections":[5,503],"port":92,"q":499},
+    {"G_rows":[491,493,494,487,16,463,431,367,239],"K_word":[["P",[491,493,494,487,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":20,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",20],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[261,259,494,265,16,289,321,385,1],"offset":491,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[261,259,494,265,16,289,321,385,1]],["X",491],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[491,493,494,487,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[491,493,494,487,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[491,492,494,486,16,462,430,366,238],"offset":490,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[491,492,494,486,16,462,430,366,238]],["X",490],["phase",2]]}},"orthogonal_transvections":[5,495],"port":93,"q":491},
+    {"G_rows":[475,477,478,471,463,32,415,351,223],"K_word":[["P",[475,477,478,471,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":36,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",36],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[261,259,478,265,273,32,321,385,1],"offset":475,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[261,259,478,265,273,32,321,385,1]],["X",475],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[475,477,478,471,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[475,477,478,471,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[475,476,478,470,462,32,414,350,222],"offset":474,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[475,476,478,470,462,32,414,350,222]],["X",474],["phase",2]]}},"orthogonal_transvections":[5,479],"port":94,"q":475},
+    {"G_rows":[443,445,446,439,431,415,64,319,191],"K_word":[["P",[443,445,446,439,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":68,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",68],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[261,259,446,265,273,289,64,385,1],"offset":443,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[261,259,446,265,273,289,64,385,1]],["X",443],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[443,445,446,439,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[443,445,446,439,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[443,444,446,438,430,414,64,318,190],"offset":442,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[443,444,446,438,430,414,64,318,190]],["X",442],["phase",2]]}},"orthogonal_transvections":[5,447],"port":95,"q":443},
+    {"G_rows":[379,381,382,375,367,351,319,128,127],"K_word":[["P",[379,381,382,375,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":132,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",132],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[261,259,382,265,273,289,321,128,1],"offset":379,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[261,259,382,265,273,289,321,128,1]],["X",379],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[379,381,382,375,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[379,381,382,375,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[379,380,382,374,366,350,318,128,126],"offset":378,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[379,380,382,374,366,350,318,128,126]],["X",378],["phase",2]]}},"orthogonal_transvections":[5,383],"port":96,"q":379},
+    {"G_rows":[251,253,254,247,239,223,191,127,256],"K_word":[["P",[251,253,254,247,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":260,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",260],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[133,131,254,137,145,161,193,1,256],"offset":251,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[133,131,254,137,145,161,193,1,256]],["X",251],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[251,253,254,247,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[251,253,254,247,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[251,252,254,246,238,222,190,126,256],"offset":250,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[251,252,254,246,238,222,190,126,256]],["X",250],["phase",2]]}},"orthogonal_transvections":[5,255],"port":97,"q":251},
+    {"G_rows":[487,493,491,494,16,463,431,367,239],"K_word":[["P",[487,493,491,494,16,463,431,367,239]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]]],"Z_mask":495,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,0,1,1,1,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,1,1,1,0,1,1,1,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":24,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",24],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,0,3,3,3,2],"matrix_rows":[265,259,261,494,16,289,321,385,1],"offset":487,"phase":3,"quadratic_rows":[0,238,238,238,0,238,238,238,0]},"word":[["D",[0,238,238,238,0,238,238,238,0],[2,3,3,3,0,3,3,3,2]],["P",[265,259,261,494,16,289,321,385,1]],["X",487],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,0,2,2,2,2],"matrix_rows":[487,493,491,494,16,463,431,367,239],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,0,2,2,2,2]],["P",[487,493,491,494,16,463,431,367,239]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,0,2,2,2,2],"matrix_rows":[487,492,490,494,16,462,430,366,238],"offset":486,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,0,2,2,2,2]],["P",[487,492,490,494,16,462,430,366,238]],["X",486],["phase",2]]}},"orthogonal_transvections":[9,495],"port":98,"q":487},
+    {"G_rows":[471,477,475,478,463,32,415,351,223],"K_word":[["P",[471,477,475,478,463,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":40,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",40],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[265,259,261,478,273,32,321,385,1],"offset":471,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[265,259,261,478,273,32,321,385,1]],["X",471],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[471,477,475,478,463,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[471,477,475,478,463,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[471,476,474,478,462,32,414,350,222],"offset":470,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[471,476,474,478,462,32,414,350,222]],["X",470],["phase",2]]}},"orthogonal_transvections":[9,479],"port":99,"q":471},
+    {"G_rows":[439,445,443,446,431,415,64,319,191],"K_word":[["P",[439,445,443,446,431,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":72,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",72],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[265,259,261,446,273,289,64,385,1],"offset":439,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[265,259,261,446,273,289,64,385,1]],["X",439],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[439,445,443,446,431,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[439,445,443,446,431,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[439,444,442,446,430,414,64,318,190],"offset":438,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[439,444,442,446,430,414,64,318,190]],["X",438],["phase",2]]}},"orthogonal_transvections":[9,447],"port":100,"q":439},
+    {"G_rows":[375,381,379,382,367,351,319,128,127],"K_word":[["P",[375,381,379,382,367,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":136,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",136],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[265,259,261,382,273,289,321,128,1],"offset":375,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[265,259,261,382,273,289,321,128,1]],["X",375],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[375,381,379,382,367,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[375,381,379,382,367,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[375,380,378,382,366,350,318,128,126],"offset":374,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[375,380,378,382,366,350,318,128,126]],["X",374],["phase",2]]}},"orthogonal_transvections":[9,383],"port":101,"q":375},
+    {"G_rows":[247,253,251,254,239,223,191,127,256],"K_word":[["P",[247,253,251,254,239,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":264,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",264],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[137,131,133,254,145,161,193,1,256],"offset":247,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[137,131,133,254,145,161,193,1,256]],["X",247],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[247,253,251,254,239,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[247,253,251,254,239,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[247,252,250,254,238,222,190,126,256],"offset":246,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[247,252,250,254,238,222,190,126,256]],["X",246],["phase",2]]}},"orthogonal_transvections":[9,255],"port":102,"q":247},
+    {"G_rows":[463,477,475,471,478,32,415,351,223],"K_word":[["P",[463,477,475,471,478,32,415,351,223]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]]],"Z_mask":479,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,0,1,1,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":0,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,1,1,1,1,0,1,1,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":48,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",48],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,0,3,3,2],"matrix_rows":[273,259,261,265,478,32,321,385,1],"offset":463,"phase":3,"quadratic_rows":[0,222,222,222,222,0,222,222,0]},"word":[["D",[0,222,222,222,222,0,222,222,0],[2,3,3,3,3,0,3,3,2]],["P",[273,259,261,265,478,32,321,385,1]],["X",463],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,0,2,2,2],"matrix_rows":[463,477,475,471,478,32,415,351,223],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,0,2,2,2]],["P",[463,477,475,471,478,32,415,351,223]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,0,2,2,2],"matrix_rows":[463,476,474,470,478,32,414,350,222],"offset":462,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,0,2,2,2]],["P",[463,476,474,470,478,32,414,350,222]],["X",462],["phase",2]]}},"orthogonal_transvections":[17,479],"port":103,"q":463},
+    {"G_rows":[431,445,443,439,446,415,64,319,191],"K_word":[["P",[431,445,443,439,446,415,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":80,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",80],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[273,259,261,265,446,289,64,385,1],"offset":431,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[273,259,261,265,446,289,64,385,1]],["X",431],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[431,445,443,439,446,415,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[431,445,443,439,446,415,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[431,444,442,438,446,414,64,318,190],"offset":430,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[431,444,442,438,446,414,64,318,190]],["X",430],["phase",2]]}},"orthogonal_transvections":[17,447],"port":104,"q":431},
+    {"G_rows":[367,381,379,375,382,351,319,128,127],"K_word":[["P",[367,381,379,375,382,351,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":144,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",144],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[273,259,261,265,382,289,321,128,1],"offset":367,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[273,259,261,265,382,289,321,128,1]],["X",367],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[367,381,379,375,382,351,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[367,381,379,375,382,351,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[367,380,378,374,382,350,318,128,126],"offset":366,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[367,380,378,374,382,350,318,128,126]],["X",366],["phase",2]]}},"orthogonal_transvections":[17,383],"port":105,"q":367},
+    {"G_rows":[239,253,251,247,254,223,191,127,256],"K_word":[["P",[239,253,251,247,254,223,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":272,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",272],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[145,131,133,137,254,161,193,1,256],"offset":239,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[145,131,133,137,254,161,193,1,256]],["X",239],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[239,253,251,247,254,223,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[239,253,251,247,254,223,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[239,252,250,246,254,222,190,126,256],"offset":238,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[239,252,250,246,254,222,190,126,256]],["X",238],["phase",2]]}},"orthogonal_transvections":[17,255],"port":106,"q":239},
+    {"G_rows":[415,445,443,439,431,446,64,319,191],"K_word":[["P",[415,445,443,439,431,446,64,319,191]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]]],"Z_mask":447,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,0,1,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":0,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,1,1,1,1,1,0,1,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":96,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",96],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,0,3,2],"matrix_rows":[289,259,261,265,273,446,64,385,1],"offset":415,"phase":3,"quadratic_rows":[0,190,190,190,190,190,0,190,0]},"word":[["D",[0,190,190,190,190,190,0,190,0],[2,3,3,3,3,3,0,3,2]],["P",[289,259,261,265,273,446,64,385,1]],["X",415],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,0,2,2],"matrix_rows":[415,445,443,439,431,446,64,319,191],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,0,2,2]],["P",[415,445,443,439,431,446,64,319,191]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,0,2,2],"matrix_rows":[415,444,442,438,430,446,64,318,190],"offset":414,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,0,2,2]],["P",[415,444,442,438,430,446,64,318,190]],["X",414],["phase",2]]}},"orthogonal_transvections":[33,447],"port":107,"q":415},
+    {"G_rows":[351,381,379,375,367,382,319,128,127],"K_word":[["P",[351,381,379,375,367,382,319,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":160,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",160],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[289,259,261,265,273,382,321,128,1],"offset":351,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[289,259,261,265,273,382,321,128,1]],["X",351],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[351,381,379,375,367,382,319,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[351,381,379,375,367,382,319,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[351,380,378,374,366,382,318,128,126],"offset":350,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[351,380,378,374,366,382,318,128,126]],["X",350],["phase",2]]}},"orthogonal_transvections":[33,383],"port":108,"q":351},
+    {"G_rows":[223,253,251,247,239,254,191,127,256],"K_word":[["P",[223,253,251,247,239,254,191,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":288,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",288],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[161,131,133,137,145,254,193,1,256],"offset":223,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[161,131,133,137,145,254,193,1,256]],["X",223],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[223,253,251,247,239,254,191,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[223,253,251,247,239,254,191,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[223,252,250,246,238,254,190,126,256],"offset":222,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[223,252,250,246,238,254,190,126,256]],["X",222],["phase",2]]}},"orthogonal_transvections":[33,255],"port":109,"q":223},
+    {"G_rows":[319,381,379,375,367,351,382,128,127],"K_word":[["P",[319,381,379,375,367,351,382,128,127]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]]],"Z_mask":383,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":192,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",192],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,0,2],"matrix_rows":[321,259,261,265,273,289,382,128,1],"offset":319,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,0,2]],["P",[321,259,261,265,273,289,382,128,1]],["X",319],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,0,2],"matrix_rows":[319,381,379,375,367,351,382,128,127],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,0,2]],["P",[319,381,379,375,367,351,382,128,127]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,0,2],"matrix_rows":[319,380,378,374,366,350,382,128,126],"offset":318,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,0,2]],["P",[319,380,378,374,366,350,382,128,126]],["X",318],["phase",2]]}},"orthogonal_transvections":[65,383],"port":110,"q":319},
+    {"G_rows":[191,253,251,247,239,223,254,127,256],"K_word":[["P",[191,253,251,247,239,223,254,127,256]],["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]]],"Z_mask":255,"compiled_wrappers":{"backward_input_X":{"recipe":{"linear_Z4":[2,1,1,1,1,1,1,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":0,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,1,1,1,1,1,1,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",0],["phase",3]]},"backward_input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"backward_output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":511,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",511],["phase",0]]},"backward_output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":320,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",320],["phase",2]]},"input_X":{"recipe":{"linear_Z4":[2,3,3,3,3,3,3,2,0],"matrix_rows":[193,131,133,137,145,161,254,1,256],"offset":191,"phase":3,"quadratic_rows":[0,126,126,126,126,126,126,0,0]},"word":[["D",[0,126,126,126,126,126,126,0,0],[2,3,3,3,3,3,3,2,0]],["P",[193,131,133,137,145,161,254,1,256]],["X",191],["phase",3]]},"input_Y":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_X":{"recipe":{"linear_Z4":[2,2,2,2,2,2,2,2,0],"matrix_rows":[191,253,251,247,239,223,254,127,256],"offset":0,"phase":0,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[2,2,2,2,2,2,2,2,0]],["P",[191,253,251,247,239,223,254,127,256]],["X",0],["phase",0]]},"output_Y":{"recipe":{"linear_Z4":[0,2,2,2,2,2,2,2,0],"matrix_rows":[191,252,250,246,238,222,254,126,256],"offset":190,"phase":2,"quadratic_rows":[0,0,0,0,0,0,0,0,0]},"word":[["D",[0,0,0,0,0,0,0,0,0],[0,2,2,2,2,2,2,2,0]],["P",[191,252,250,246,238,222,254,126,256]],["X",190],["phase",2]]}},"orthogonal_transvections":[65,255],"port":111,"q":191}
+  ],
+  "recoding_bill": {"forward_prefix_component_l1_upper":57,"forward_update_coefficient":"-1/4","inverse_output_prefix_component_l1_upper":"69/13","inverse_prefix_component_l1_upper":56,"inverse_update_coefficient":"-1/52","monomial_field_maps":224,"output_scaled_adds":448,"owned_fields":8,"owned_initial_clears":8,"owned_terminal_clears":8,"signed_mode_adds":448},
+  "schema": "coded-native-real-normalizers/1",
+  "scope": "Exact physical central ABI and local gauges; not full-controller or multiplication admission.",
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "status": "PASS_CODED_NATIVE_REAL_NORMALIZERS"
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md
new file mode 100644
index 0000000000..da8837ba67
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/PHYSICAL.md
@@ -0,0 +1,71 @@
+# Real physical normalizers for the coded producer
+
+This is local constructive research on canonical/pr4929, not a completed supplier or exponent claim. Source code and Gaussian conventions retain the original authors' credit.
+
+Let n=9 and let q be any of the source's 112 port vectors (weight 3 or 7). Let e0=1. Construct an orthogonal binary matrix G taking e0 to q. If q_0=0, use the orthogonal transvection T_(e0+q). If q_0=1, select j>0 with q_j=0 and use T_(ej+q) T_(e0+ej). Here T_v(x)=x+(v dot x)v; both v have even weight, hence T_v is orthogonal. Such j exists because q is not the all-ones vector.
+
+For row j of G put z_j=(wt(row_j G)-1)/2 modulo 2. Define K=Z_z P_G. It is a real signed permutation. The full Gaussian R has entries alpha*(-i)^wt(x+y), with alpha=(1+i)^9/2^9. Orthogonality gives
+
+wt(G^-1 d)-wt(d) = 2 z dot d (mod 4).
+
+Indeed the degree-two coefficients vanish modulo four because distinct columns of G^-1 have even dot product; the linear coefficient is the weight of that column minus one. Therefore K R K^-1=R exactly, including absolute phase. K also maps the central line to span(q), and its orthogonal complement to q-perp, at the canonical-frame Lagrangian level. All these statements tensor to every positive digit-column count.
+
+Let Q be the central C gate, D the product of the other eight C gates, so R=DQ. Let E_i and S_i be the actual retained entrance-line and exit-hyperplane frame operators. With the operator convention that rightmost applies first, use
+
+input X: E_i K_i Q^-1
+input Y: K_i
+output X: K_i^-1
+output Y: D K_i^-1 S_i^-1.
+
+All four wrappers are monomial. Their Lagrangian incidences prove this for every port, and the scratch verifier checks exact tableaus and absolute phases at every one of the 112 source ports. With A from PR4929, define C_ij= A_ij K_i^-1 K_j. Then the full main endpoint is
+
+F = diag(D,D) [[I,0],[C Q^-1,I]].
+
+C is a physically implementable fixed owner recoding: apply K_i to each owner, apply A among the owners at common physical coordinates, and apply K_i^-1. Its inverse uses A^-1=(A+12I)/13. Since each K_i is real orthogonal and A is real symmetric, C^T=C. Since K_i commutes with R, C commutes with R. The polynomial C^2+12C-13I=0 follows by similarity. The 408 independent helper jobs and every paid Gaussian child are unchanged.
+
+For the actual raw inverse transpose, F^-T=diag(D^-1,D^-1) [[I,-Q^-1 C],[0,I]], since Q,D are symmetric. Multiply both outputs by D^2, then conjugate the physical X bank by Q^2 (input Q^-2 and output Q^2). These are explicit monomial powers. The result is
+
+B = diag(D,D) [[I,-Q C],[0,I]].
+
+The old source convention using Y-only Q^2 conjugation cannot simply be copied for noncommuting C. The X-only convention above is exact.
+
+For a prior code B0 commuting with the current D, set G(B0)=diag(B0,Q^-1 B0 Q). The following two constructive local identities hold without requiring C and Q to commute:
+
+(post X C) F (pre Y C) = G(C B0) F_standard G(B0)^-1,
+(post X C^-1) B (pre Y C^-1) = G(C^-1 B0) B_standard G(B0)^-1.
+
+They use [C,DQ]=0 and [B0,D]=0. Every additional operation on the left is physically cheap fixed recoding. For disjoint fresh blocks, codes from earlier stages commute with the current D. These identities do not yet settle interstage ADD/IDLE compatibility, terminal gauges, productive jobs, or the complete moment.
+
+## Literal recoding and complete local bill
+
+The source code has an exact factorization A=I-MM^T/4 with M a 112-by-8 matrix having entries 0,+1,-1 and M^T M=56I. Each mode column has 56 nonzero entries, and each owner row has four. The mode columns are emitted in NORMALIZERS.json and all 12,544 entries are checked against the pinned CODE.json. This factorization is used here as a constructive scalar program, without relying on any common physical address chart for separate Gaussian mode transformations.
+
+To execute A on arbitrary independent owner fields x, allocate eight owned zero fields t. Compute t=M^T x with 448 signed ADDs; update x-=M t/4 with 448 scaled ADDs; clear the eight owned temporaries. Reading x is finished before any x is updated. Hence no input field is overwritten before its last source read. For A^-1 use the same program with coefficient -1/52, since A^-1=I-MM^T/52. Both are exact rational linear programs. The helper fields of the native producer are never used as scratch, copied as free credit, or erased.
+
+Conjugating this scalar program by the 112 K_i and their inverses implements C or C^-1. This pays 224 monomial field maps, 896 scalar ADDs and 16 owned CLEARs per recoding, with eight owned fields reusable sequentially. The two additional recodings in either local gauge identity therefore cost at most 448 monomial maps, 1,792 scalar ADDs and 32 CLEARs, with no recursive Gaussian child. The four actual port normalizers contribute 448 monomial maps per native invocation. The displayed backward conversion contributes at most 448 further monomial maps (112 input X powers, 112 output X powers and 224 output D-squares); fusing maps can reduce this upper bound but is not assumed.
+
+These are field-level operation counts. A lifted K_i is an explicit binary map on nine f-bit address blocks together with signs given by block parity. Its constants, indexed movement and phase passes use the retained native monomial implementation. It is therefore a fixed finite O(V polylog p) nonrecursive operation under that caller's precision/address ABI, not a zero-work instruction. Each fixed rational ADD is likewise charged at its actual scalar precision. In particular the inverse denominator 52 must be implemented and rounded; no free exact real-division oracle is assumed. This lemma makes no independent TM tariff or outer-budget claim.
+
+The maximum exact component-l1 prefix bound for the scalar A program, including its temporaries, is 57. For A^-1 it is 56 (the output-only bound is 69/13). Signed monomial maps preserve component magnitude. A fixed local sequence has a fixed suffix bound obtained by multiplying elementary bounds 1+|coefficient|; owned CLEAR has bound one. This gives a finite bound for local rounding propagation. The number of local uses, compiler precision and complete outer error allocation still belong to the caller theorem.
+
+The normalized producer still has its exact PR4929 paid profile
+
+    {1:2201, 2:412, 3:510, 4:127, 5:40}
+
+and independent helper profile
+
+    {4:28, 7:7, 8:47, 9:326}.
+
+No productive main ranks are asserted merely from the coupled central ABI. Those depend on the completed caller, its initial/final gauges and every paid correction.
+
+## Universal scope and reproducible evidence
+
+PR4929 supplies the arbitrary-input logical identity over Q[FreeGroup72] for its emitted center-free word with ground-chart helper pre-compensation. Its normalized main endpoint is L(A), its raw dual is L(A)^-T, and every one of the 408 helper endpoints is autonomous. This proof is an inherited premise with exact source pins, not a consequence of this normalizer checker. The present wrappers and owner recodings act exclusively on the 224 main fields; new scratch is explicitly owned. Thus the helper block remains autonomous and its independent inputs, requested transforms and paid profile remain unchanged.
+
+For every f>=1, assign the shared native letters their actual consistent invertible lifted operators. Evaluation of the source free-group algebra is a homomorphism and gives the source logical identity. Independently lift each K_i as its f-fold tensor product, retaining spectator coordinates; its signed-permutation word, the two direct frame identities and its commutation with R lift by operator composition. In every compiled monomial word, P and X act columnwise on the f-bit blocks, D sums its Z4 polynomial over the f columns, and a one-column scalar phase i^gamma becomes i^(f*gamma). Reusing the one-column global phase unchanged would be incorrect. Finally form the owner matrix C_f with entries A_ij K_i,f^-1 K_j,f. One does not tensor the whole 224-by-224 owner matrix and does not assert that tensor powers preserve sums. Instead the finite scalar owner program is evaluated directly in the algebra of these lifted address operators. This proves the central ABI and local gauge identities at every positive width.
+
+Run `python3 -I -B research/coded-native-caller/normalizers.py` or its optimized `-O` form. The checker authenticates the decompressed actual native payload, CODE.json and retained Clifford source before executing the latter. It verifies all 112 real signed normalizers, 57,344 explicit weight-congruence addresses, 896 forward/backward monomial wrappers and eight exact frame/block identities per port, including absolute phase. Each emitted wrapper is separately lowered to a literal P/D/X/phase-only word and checked against its defining expression by exact tableau and absolute-phase state. No C gate remains in an emitted wrapper. The independent incoming-column and outgoing-row identities imply all 5,824 nonzero off-diagonal code blocks, without sampling those pairs. It also executes the eight-mode recoding on all 112 arbitrary-input basis columns in both directions. Omitting the essential signed phase is rejected at every affected port. The default command compares a regenerated mathematical receipt and performs no writes; `--write` is the explicit authoring path.
+
+Source pins: canonical main 624de9dc66858af0945e5f8a0942488d62280d43, `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, decompressed SHA-256 cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd; PR4929 head 361f5d4100640177d6a983dd2f336021c75bfd5e, `research/native-center-free-code/CODE.json`, SHA-256 8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0; canonical `research/t74-native-fast/vendor/native/new/code/borrow/vendor/clifford/clifford_exact.py`, SHA-256 2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962. Gzip container bytes are not substituted for decompressed source identity.
+
+Credit Dugongue's PR4929 for the coded producer and stable code; Cinna Davis's PR4694/4698 and the original cache/helper construction; Cao Yifan's PR4610 native word; the retained zxv, Jacob Alan Sussman, Cinna Davis and Clifford/native/compiler lineage. The exact canonical-frame implementation and phase conventions are retained source material. The constructive real centralizing normalizers, their explicit lifted words, X-only raw-dual convention and costed local code gauges are the additions here. New work is Apache-2.0 and has substantial OpenAI Codex assistance; no formal-kernel or independent human acceptance is asserted.
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py
new file mode 100644
index 0000000000..166841a037
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/coded-native-caller/clifford_exact.py
@@ -0,0 +1,149 @@
+"""Small exact Gaussian-dyadic Clifford compiler, independent of gx internals.
+Paulis use i^p X^x Z^z. State vectors use integer Gaussian numerators / 2^d.
+The tableau is supplemented by a literal circuit, so global phases are kept.
+"""
+from dataclasses import dataclass
+
+def parity(x):return x.bit_count()&1
+def rank(rows):
+ p={}
+ for x in rows:
+  while x:
+   b=x.bit_length()-1
+   if b not in p:p[b]=x;break
+   x^=p[b]
+ return len(p)
+def transpose(rows,n):return tuple(sum(((rows[j]>>i)&1)<<j for j in range(n)) for i in range(n))
+def mv(rows,x):return sum(parity(r&x)<<i for i,r in enumerate(rows))
+def inv(rows,n):
+ a=[r|(1<<(n+i)) for i,r in enumerate(rows)]
+ for j in range(n):
+  k=next(i for i in range(j,n) if a[i]>>j&1);a[j],a[k]=a[k],a[j]
+  for i in range(n):
+   if i!=j and a[i]>>j&1:a[i]^=a[j]
+ assert [r&((1<<n)-1) for r in a]==[1<<i for i in range(n)]
+ return tuple(r>>n for r in a)
+def basis_extend(cols,n):
+ out=[]
+ for x in list(cols)+[1<<i for i in range(n)]:
+  if rank(out+[x])>len(out):out.append(x)
+ assert len(out)==n
+ return tuple(out)
+def nullspace(rows,n):
+ a=list(rows);p=[];k=0
+ for j in range(n):
+  t=next((i for i in range(k,len(a)) if a[i]>>j&1),None)
+  if t is None:continue
+  a[t],a[k]=a[k],a[t]
+  for i in range(len(a)):
+   if i!=k and a[i]>>j&1:a[i]^=a[k]
+  p.append(j);k+=1
+ return tuple((1<<j)|sum(((a[i]>>j)&1)<<v for i,v in enumerate(p)) for j in range(n) if j not in p)
+def pmul(a,b):
+ x,z,p=a;y,w,q=b
+ return x^y,z^w,(p+q+2*parity(z&y))%4
+def identity(n):return tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,0) for i in range(n)])
+def apply(T,p):
+ n=len(T)//2;x,z,ph=p;out=(0,0,ph)
+ for i in range(n):
+  if x>>i&1:out=pmul(out,T[i])
+ for i in range(n):
+  if z>>i&1:out=pmul(out,T[n+i])
+ return out
+def compose(A,B):return tuple(apply(A,p) for p in B)
+def inverse(T):
+ n=len(T)//2;cols=[x|(z<<n) for x,z,p in T];rows=transpose(cols,2*n);cols_inv=transpose(inv(rows,2*n),2*n);out=[]
+ for j,w in enumerate(cols_inv):
+  x=w&((1<<n)-1);z=w>>n;u,v,p=apply(T,(x,z,0));assert (u,v)==identity(n)[j][:2];out.append((x,z,(-p)%4))
+ return tuple(out)
+def qvalue(Q,alpha,x,n):
+ return (sum(alpha[i] for i in range(n) if x>>i&1)+2*sum(parity((Q[i]>>(i+1))&(x>>(i+1))) for i in range(n) if x>>i&1))%4
+def mul_i(a,p):
+ x,y=a;p%=4
+ return [(x,y),(-y,x),(-x,-y),(y,-x)][p]
+@dataclass
+class Op:
+ n:int
+ tab:tuple
+ circuit:list
+ def then(self,b):
+  assert self.n==b.n
+  return Op(self.n,compose(b.tab,self.tab),self.circuit+b.circuit)
+ def adjoint(self):
+  circ=[]
+  for e in reversed(self.circuit):
+   if e[0]=='P':circ.append(('P',inv(e[1],self.n)))
+   elif e[0]=='D':circ.append(('D',e[1],tuple((-x)%4 for x in e[2])))
+   elif e[0]=='C':circ.append(('C',e[1],-e[2]))
+   elif e[0]=='phase':circ.append(('phase',(-e[1])%4))
+   else:circ.append(e)
+  return Op(self.n,inverse(self.tab),circ)
+ def zero_state(self,basis=0):
+  N=1<<self.n;vec=[(0,0)]*N;vec[basis]=(1,0);den=0
+  for e in self.circuit:
+   if e[0]=='P':
+    v=[(0,0)]*N
+    for x,a in enumerate(vec):v[mv(e[1],x)]=a
+    vec=v
+   elif e[0]=='X':vec=[vec[x^e[1]] for x in range(N)]
+   elif e[0]=='D':vec=[mul_i(a,qvalue(e[1],e[2],x,self.n)) for x,a in enumerate(vec)]
+   elif e[0]=='phase':vec=[mul_i(a,e[1]) for a in vec]
+   elif e[0]=='C':
+    q,sgn=e[1:];v=[]
+    for x,(a,b) in enumerate(vec):
+     c,d=vec[x^q]
+     # C=(1+i)I/2+(1-i)X/2; inverse conjugates both coefficients.
+     v.append((a-sgn*b+c+sgn*d,b+sgn*a+d-sgn*c))
+    vec=v;den+=1
+   else:raise AssertionError(e)
+   while den and all((a&1)==(b&1)==0 for a,b in vec):vec=[(a//2,b//2) for a,b in vec];den-=1
+  return vec,den
+def ident(n):return Op(n,identity(n),[])
+def perm(n,G):
+ cols=transpose(G,n);gi=inv(G,n)
+ return Op(n,tuple([(a,0,0) for a in cols]+[(0,a,0) for a in gi]),[('P',tuple(G))])
+def diag(n,Q,alpha=None):
+ Q=tuple(Q);assert transpose(Q,n)==Q
+ alpha=tuple(alpha) if alpha is not None else tuple((Q[i]>>i)&1 for i in range(n))
+ assert all(alpha[i]%2==(Q[i]>>i)&1 for i in range(n))
+ return Op(n,tuple([(1<<i,Q[i],alpha[i]) for i in range(n)]+[(0,1<<i,0) for i in range(n)]),[('D',Q,alpha)])
+def cgate(n,q,sgn=1):
+ return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(q if q>>i&1 else 0,1<<i,(3*sgn)%4 if q>>i&1 else 0) for i in range(n)]),[('C',q,sgn)])
+def xgate(n,b):return Op(n,tuple([(1<<i,0,0) for i in range(n)]+[(0,1<<i,2*((b>>i)&1)) for i in range(n)]),[('X',b)])
+def fourier(n,axes=None):
+ out=ident(n)
+ for i in range(n) if axes is None else axes:out=out.then(cgate(n,1<<i))
+ return out
+def hadamard(n,axes):
+ axes=list(axes);Q=tuple(1<<i if i in axes else 0 for i in range(n));S=diag(n,Q)
+ return S.then(fourier(n,axes)).then(S)
+def canonical_frame(n,U):
+ r=len(U)
+ if r==0:return ident(n)
+ if r==n:return fourier(n)
+ G=transpose(basis_extend(U,n),n);gi=inv(G,n);Q=tuple((1<<i)^sum(parity(gi_i&gi_j)<<j for j,gi_j in enumerate(transpose(gi,n))) for i,gi_i in enumerate(transpose(gi,n)))
+ K=perm(n,G).then(diag(n,Q))
+ return K.adjoint().then(fourier(n,range(r))).then(K)
+def monomial(op):
+ n=op.n;T=op.tab;assert all(x==0 and p%2==0 for x,z,p in T[n:]);G=transpose([x for x,z,p in T[:n]],n);b=mv(G,sum((p//2)<<i for i,(x,z,p) in enumerate(T[n:])))
+ gt=transpose(G,n);cols=[mv(gt,z) for x,z,p in T[:n]];Q=transpose(cols,n);alpha=[(p-2*parity(b&z))%4 for x,z,p in T[:n]]
+ out=diag(n,Q,alpha).then(perm(n,G)).then(xgate(n,b));assert out.tab==T
+ vec,den=op.zero_state();assert den==0 and all(a==(0,0) for i,a in enumerate(vec) if i!=b);phase=[(1,0),(0,1),(-1,0),(0,-1)].index(vec[b]);out=out.then(Op(n,identity(n),[('phase',phase)]));assert out.zero_state()==op.zero_state()
+ return out,dict(matrix_rows=G,offset=b,quadratic_rows=Q,linear_Z4=alpha,phase=phase)
+def lower_child(op):
+ n=op.n;Bcols=[x for x,z,p in op.tab[n:]];r=rank(Bcols)
+ if not r:
+  mon,rec=monomial(op);return dict(rank=0,left=rec,right=None),mon
+ G=transpose(basis_extend(Bcols,n),n);A=inv(G,n);PA=perm(n,A);part=op.then(PA);Bcols=[x for x,z,p in part.tab[n:]];Dcols=[z for x,z,p in part.tab[n:]]
+ picks=[];selected=[]
+ for j,x in enumerate(Bcols):
+  if rank(selected+[x])>len(selected):picks.append(j);selected.append(x)
+ assert len(picks)==r and all(x>>r==0 for x in Bcols)
+ Br=transpose(selected,r);Bi=inv(Br,r);Dr=transpose([Dcols[j]&((1<<r)-1) for j in picks],r)
+ Qsmall=tuple(sum(parity(row&col)<<j for j,col in enumerate(transpose(Bi,r))) for row in Dr);Q=Qsmall+(0,)*(n-r);DQ=diag(n,Q)
+ V=part.then(DQ).then(hadamard(n,range(r)));assert all(x==0 for x,z,p in V.tab[n:]);Vmon,Vrec=monomial(V)
+ S=diag(n,tuple(1<<i if i<r else 0 for i in range(n)))
+ left=S.adjoint().then(DQ.adjoint()).then(PA.adjoint());right=Vmon.then(S.adjoint()).then(xgate(n,(1<<r)-1))
+ lmon,lrec=monomial(left);rmon,rrec=monomial(right);compiled=rmon.then(fourier(n,range(r))).then(lmon)
+ assert compiled.tab==op.tab and compiled.zero_state()==op.zero_state()
+ return dict(rank=r,left=lrec,right=rrec),compiled
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODE.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODE.json
new file mode 100644
index 0000000000..03170f4a31
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODE.json
@@ -0,0 +1 @@
+{"A":[["0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","0","1/2","1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","0","1/2","1/2","0","1/2","1/2","1/2","1/2","0","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","1/2","1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","1/2","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","1/2","1/2","1/2","0","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","-1/2","0","0","0","0","0","1/2","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","-1/2","0","0","0","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2","0","1/2","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","1/2","0","0","1/2","1/2"],["0","0","0","0","-1/2","0","0","0","0","0","1/2","0","1/2","1/2","0","1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","1/2","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","0","0","1/2","0","0","1/2","0","1/2","1/2","1/2","-1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["-1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","1/2"],["-1/2","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["-1/2","0","0","0","0","-1/2","0","-1/2","1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","1/2","0","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","1/2","0","0","0","1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","1/2","1/2","0","1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","-1/2","0","0","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","1/2","1/2","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","0","-1/2","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","1/2","0","-1/2","0","-1/2","1/2","0","1/2","1/2","0","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","0","-1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","1/2","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","1/2","0","-1/2","1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","1/2","1/2","1/2","1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","0","0","0","1/2","1/2","-1/2","1/2","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","1/2","1/2","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0"],["0","1/2","0","1/2","1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","0","0","1/2","1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","1/2","1/2","1/2","0","1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0"],["0","1/2","1/2","1/2","1/2","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","1/2","0","1/2","1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","0","-1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","1/2","0","-1/2"],["-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["-1/2","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","1/2","1/2","1/2","0","0","0","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","-1/2","-1/2"],["-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","1/2","0","1/2","1/2","0","0","1/2","0","0","0","1/2","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","1/2","0"],["-1/2","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","1/2","0","0","0","0","1/2","0","0","1/2","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","1/2","0","0","0","1/2","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","0","0","1/2"],["-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","1/2","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","1/2","0","0","0","0","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","0","0","0","-1/2","0","0","-1/2","1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","1/2","1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","0","1/2","1/2","0","-1/2","-1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","0","-1/2","-1/2"],["0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","0","1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0"],["0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","1/2","0","0","1/2","0","0","1/2","0","0","-1/2","1/2","1/2","0","1/2","0","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","1/2","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","1/2","1/2","1/2","0","-1/2","1/2","1/2","0","0","0","-1/2","0","1/2"],["0","1/2","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","0","1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","0","-1/2","1/2","1/2","0","0","0","0","-1/2","0","-1/2","1/2","0","0","0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","0","-1/2","0","1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["0","1/2","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","0","1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","0","-1/2","0","1/2","-1/2","0","0","1/2","0","1/2","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","0","0","1/2","0","0","0","1/2","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","-1/2","0","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2"],["0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","1/2","0","0","1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","-1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","0","1/2","0","1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","1/2","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0"],["0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","1/2","0","0","0","0","1/2","1/2","-1/2","1/2","0","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","1/2","1/2","1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","1/2","1/2"],["-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","0","0","-1/2","-1/2","1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","1/2","0","0","1/2","0","0","0","0","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","1/2","0","0","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","0","1/2","1/2","-1/2","-1/2"],["-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","-1/2","0","1/2","0","0","1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","-1/2","0","0","1/2","0","0","1/2","0","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","1/2","0","-1/2","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","1/2","1/2","0","1/2","1/2","0"],["-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","1/2","0","0","1/2","0","0","-1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2"],["-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","-1/2","0","0","-1/2"],["-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0"],["-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","-1/2","-1/2","1/2","1/2"],["-1/2","-1/2","0","0","0","-1/2","-1/2","1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","1/2","-1/2","-1/2","0","0","0","1/2","0","-1/2"],["-1/2","-1/2","0","0","-1/2","0","-1/2","1/2","0","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","-1/2","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0"],["-1/2","-1/2","0","-1/2","0","0","-1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","0","0","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","0","0","0","0","0","1/2","1/2","0","0","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","-1/2","-1/2","1/2","0","0","1/2","1/2"],["-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0"],["0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1/2","0","1/2","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","1/2","1/2","1/2","1/2","1/2","0","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","1/2","0","1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","-1/2","1/2","1/2","1/2","0","1/2","0","0","0","0","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["1/2","1/2","0","1/2","1/2","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","1/2","1/2","0","0","0","1/2","0","0","0","0","0","-1/2","0","0","0","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","0","1/2","1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","0","1/2","-1/2","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","1/2","-1/2","1/2","1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","1/2","0","-1/2","0","1/2","0","0","0","0","0","0","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","0"],["0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0"],["-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","1/2","0","0","0","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","0","0","1/2","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","0","1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","0","0","0","0","0","0","-1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","0","1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0"],["0","1/2","0","0","0","0","-1/2","0","-1/2","1/2","1/2","1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["0","0","-1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","0","0","0","1/2","1/2","0","1/2","1/2","1/2","0","0","0","0","-1/2","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","0","0","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","1/2","0","1/2","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0"],["0","0","0","1/2","0","0","-1/2","1/2","-1/2","0","1/2","1/2","0","1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","0","1/2","0","-1/2","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","0","1/2","-1/2","1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["0","0","0","0","1/2","0","-1/2","1/2","-1/2","1/2","0","1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","1/2","0","1/2","1/2","0","1/2","0","1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","-1/2","1/2","-1/2","0","-1/2","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2","0"],["0","0","0","0","0","1/2","-1/2","1/2","-1/2","1/2","1/2","0","0","0","0","1/2","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","1/2","1/2","0","1/2","1/2","0","1/2","0","0","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","-1/2","0","0","0","-1/2","0","0","-1/2","0","1/2"],["-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","-1/2","-1/2","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","0"],["-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","1/2","1/2","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","0","0","0","1/2","1/2","1/2","0","0"],["-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","0","0","-1/2","-1/2","0","-1/2","0","0","1/2","0","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","-1/2"],["-1/2","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","-1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","0","0","-1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","-1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0"],["-1/2","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","1/2","0","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","0","-1/2","0","-1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","1/2"],["0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","1/2","-1/2","0","0","0","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","-1/2","-1/2","-1/2","-1/2","0","0","0","0","0","0","-1/2","-1/2","-1/2","1/2","1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","0","1/2","1/2","1/2","-1/2","-1/2","-1/2","0","0"],["0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","0","-1/2","0","1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","1/2","0","0","-1/2","1/2","1/2","1/2","0","0","-1/2","-1/2","0","-1/2","0","0","0","0","1/2","1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","1/2","1/2","0","0","-1/2","-1/2","0","0","1/2","1/2","0","0","1/2","-1/2","-1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2"],["0","-1/2","0","0","1/2","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","-1/2","1/2","0","1/2","1/2","0","-1/2","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","-1/2","0","0","0","1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","1/2","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","-1/2","0","-1/2","0","-1/2","0","1/2","0"],["0","-1/2","0","0","0","1/2","0","1/2","0","0","0","-1/2","0","0","0","1/2","-1/2","1/2","1/2","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","-1/2","0","0","1/2","1/2","1/2","0","0","0","-1/2","0","-1/2","-1/2","-1/2","1/2","1/2","0","0","0","1/2","0","-1/2","-1/2","1/2","1/2","0","1/2","0","0","0","-1/2","-1/2","-1/2","0","0","0","1/2","0","0","0","-1/2","0","0","1/2","0","0","0","-1/2","0","1/2","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","-1/2","-1/2","0","0","0","-1/2","0","1/2"],["0","0","-1/2","1/2","0","0","0","0","-1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","-1/2","0","0","0","-1/2","1/2","0","0","0","1/2","0","0","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","-1/2","0","0","-1/2","0","0","0","1/2","1/2","-1/2","-1/2","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2","0","0","1/2","1/2","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","0","0","1/2","-1/2","0","0","0","0","-1/2","-1/2","0","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","0","-1/2","-1/2","-1/2","-1/2"],["0","0","-1/2","0","1/2","0","0","0","-1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","0","-1/2","0","0","-1/2","-1/2","0","-1/2","0","0","-1/2","0","1/2","0","0","0","1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","1/2","0","0","-1/2","0","1/2","0","1/2","-1/2","0","-1/2","-1/2","0","-1/2","0","-1/2","0","-1/2","-1/2","0","-1/2","1/2","0","1/2","-1/2","0","-1/2","0","1/2","0","-1/2","0","0","0","0","-1/2","0","-1/2","0","0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","-1/2","0","0","1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","0","-1/2","1/2","0"],["0","0","-1/2","0","0","1/2","0","0","-1/2","0","0","-1/2","-1/2","0","0","1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","0","0","-1/2","0","0","1/2","0","0","0","1/2","-1/2","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","0","-1/2","0","1/2","0","0","-1/2","1/2","1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","-1/2","-1/2","1/2","1/2","0","0","-1/2","-1/2","1/2","0","0","-1/2","0","0","0","0","-1/2","0","0","-1/2","0","0","0","1/2","0","0","-1/2","0","0","-1/2","0","0","-1/2","0","1/2","0","0","-1/2","-1/2","0","0","-1/2","-1/2","-1/2","0","0","1/2"],["0","0","0","1/2","-1/2","0","0","0","0","-1/2","1/2","0","0","1/2","-1/2","0","0","-1/2","1/2","0","-1/2","0","0","-1/2","1/2","0","0","0","1/2","-1/2","0","0","1/2","-1/2","0","0","1/2","0","1/2","-1/2","0","0","-1/2","1/2","0","0","-1/2","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","1/2","-1/2","0","0","-1/2","1/2","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","0","0","0","0","-1/2","1/2","0","0","0","0","0","-1/2","1/2","0","0","0","0","-1/2","1/2","0","0","0","-1/2","1/2","0","0","-1/2","1/2","0","-1/2","1/2","0","0","-1/2"],["0","0","0","1/2","0","-1/2","0","0","0","-1/2","0","1/2","0","1/2","0","-1/2","0","-1/2","0","1/2","0","-1/2","-1/2","0","1/2","0","0","0","1/2","0","-1/2","0","1/2","0","-1/2","0","0","1/2","1/2","0","-1/2","-1/2","0","1/2","0","0","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","-1/2","0","1/2","1/2","0","-1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","-1/2","0","1/2","0","0","0","0","0","0","-1/2","0","1/2","0","0","0","0","-1/2","0","1/2","0","0","0","-1/2","0","1/2","0","0","-1/2","0","1/2","0","-1/2","0","1/2","-1/2","0","1/2","-1/2","0"]]}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md
new file mode 100644
index 0000000000..1f28d33884
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/CODED-PROOF.md
@@ -0,0 +1,80 @@
+# An exact center-free native offer with an invertible eight-mode code
+
+Prepared for Dugongue with substantial OpenAI Codex assistance. Apache-2.0.
+
+Building on Cinna Davis's center-free cache kernel in PR #4694, this gives an explicit free ground-chart helper pre-compensation and an invertible eight-mode main code: all eight rank-eight center Gaussian calls disappear, all 408 independent helper jobs remain, and the main cross-transfer is an explicitly known invertible constant code. It is not the old uncoded main ABI and does not by itself prove a new κ.
+
+## The exact offer
+
+Freeze the native source payload with SHA-256 `cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`. Its persistent logical rows are 112 X, 112 Y and 408 independent helpers H. The original normalized endpoint is `(X,Y,H) -> (X,Y+X,H)`. Physical entrance and exit charts remain exactly those of the frozen source.
+
+There is a completely emitted constant dyadic pre-compensation, followed by the source word with every center Gaussian operation replaced by an owned CLEAR, whose exact normalized endpoint is
+
+`X' = X;    Y' = Y + A X;    H' = H`.
+
+All 632 persistent inputs are arbitrary and independent; no helper is initialized, discarded, identified or counted twice. The literal backward construction has exact normalized endpoint
+
+`X' = X - A^T Y;    Y' = Y;    H' = H`,
+
+the raw inverse transpose of the forward endpoint. The paid profile in both directions is
+
+`{1:2201, 2:412, 3:510, 4:127, 5:40}`.
+
+The helper profile stays `{4:28,7:7,8:47,9:326}`. Relative to the source, exactly eight rank-eight children are removed and no Gaussian child is added. The pre-compensation adds 6,596 scalar ADDs with a retained scalar allowance of 32,652 primitives; all numerator magnitudes and denominators are at most 4. These finite scalar operations do not establish a better recursive exponent on their own.
+
+## Constructive proof
+
+Delete all eight center calls by replacing each with CLEAR of the owned center field in the call's destination chart. Zero has every chart, so this is a valid erasure of owned scratch, not a borrowed input overwrite. Retain every other physical instruction and every endpoint chart.
+
+The exact sparse replay over the rational free group algebra on the 72 native symbols gives
+
+`M_0 = I + S + E_X + E_H`.
+
+Here S is the original transfer X to Y. Both error blocks land only in Y. E_X reads X; E_H reads only 106 particular helpers, each with a ground entrance and full-frame exit. Every helper and every X output remains autonomous. All error terms have EMPTY native word: the errors are ordinary constant dyadic matrices, not uncomputed address-operator oracles. The 12,532 nonzero entries split into 5,936 in E_X and 6,596 in E_H.
+
+Every pairwise product of S, E_X and E_H is zero, because all three maps land in Y and none reads Y. Before executing the center-cleared word, apply `I-E_H`. Every required source and target is in the actual ground chart: the targets are Y and the sources are those 106 ground-ended helpers. The operation is the explicit list of 6,596 dyadic ADDs.
+
+Consequently
+
+`M_0 (I-E_H) = I+S+E_X`.
+
+Thus `A=I+E_X` on the 112 main port indices gives the claimed offer, with no helper contamination. Scalar operations in one common address chart have their exact owner-space action, so this is a physical fixed-template pre-compensation and not an abstract change of logical coordinates.
+
+For the backward direction, the separately emitted center-cleared source word is verified to equal `I-S^T-E_X^T-E_H^T`, with the source's distinct inverse-transpose native letters. Prepend `I+E_H^T`, again using only actual ground-chart fields. The product is `I-S^T-E_X^T`. The verifier compares all 632 independent rows in both orientations. The owned center field is empty at termination.
+
+## Explicit code, inverse and conditioning
+
+The same exact entries satisfy
+
+`E_X^T = E_X,    E_X^2 = -14 E_X,    tr(E_X) = -112`.
+
+Set `P=-E_X/14`. It is a real symmetric idempotent of trace 8, hence an orthogonal projection of rank 8. Therefore
+
+`A=I-14P`,
+
+with eigenvalue -13 on the eight-dimensional image of P and eigenvalue +1 on its 104-dimensional kernel. In particular
+
+`A^-1 = I + E_X/13`,
+
+and its Euclidean condition number is exactly 13. The complete main shear is I+N_A with N_A^2=0 and ||N_A||_2=13; both it and its inverse have norm at most 14, so its condition number is at most 196. Helpers are an independent identity block, and the physical boundary charts are unitary, so this same bound applies to the complete physical coded offer. Its inverse uses I-N_A and needs no 1/13 arithmetic; 1/13 appears only when separately inverting the main code A. Every diagonal entry of A is zero; its 5,824 nonzero off-diagonal entries are ±1/2. The exact checker verifies the degree-two polynomial entry by entry over rational arithmetic, so the spectrum and inverse are universal consequences of that identity rather than numerical eigenvalue observations.
+
+The coefficient 1/13 is part of the mathematical inverse formula. This deliverable does not call it a free dyadic SCALE, assume a division oracle, or insert A^-1 across different physical address charts without paying for the resulting adapters.
+
+## Arbitrary fiber widths
+
+The replay identities hold over Q[FreeGroup72]. Every consistently shared invertible assignment of the 72 native operators defines an evaluation homomorphism. Hence the logical word identity holds at every positive column multiplicity under the retained source native implementation. It does not rely on one-column matrix testing, erasure of central phases or tensor powers preserving sums.
+
+Every physical frame, native monomial and Gaussian child is retained from the authenticated source, except the eight deleted owned-center calls. The new instructions are only constant dyadic scalar operations at an explicitly common ground chart. No fresh nonmonomial address implementation is introduced.
+
+The exact observed maximum prefix coefficient ℓ1 norms are 457 forward and 258 backward, checked on the fixed free-symbol words. Unitary evaluation bounds intermediate exact states and perturbations at the initial input in the maximum-over-fields Euclidean fiber norm by fixed constants independent of fiber width. For discrepancies inserted at later sites, use a separate suffix bound: assign each scalar ADD or SCALE of coefficient c the bound 1+|c|, and every unitary Gaussian/monomial, owned CLEAR or owned COPY the bound 1. The product of these elementary bounds over the finite word bounds every suffix. Thus the sum of local error magnitudes times this fixed product bounds propagated rounding error; no prefix norm is substituted for a suffix norm. Entrywise infinity-norm statements require the appropriate square-root fiber-volume conversion. There is no precision-dependent epsilon and no recursive border-precision claim.
+
+## Integration boundary
+
+The old source wrapper's port-dependent entrance lines and exit hyperplanes remain. A is a constant matrix in the stated normalized logical coordinates. It must not be silently treated as a constant free recoding in every physical main chart or in a different standardized central-Q ABI. Its nonzero off-diagonal entries connect distinct entrance-line charts. A useful next step is an actual coded caller or a paid simultaneous adapter that exploits the eight-mode structure, together with complete moment, raw-dual, compiler, finite precision and outer recovery budgets. This document supplies the exact producer and its bill, not those missing consumers.
+
+## Predecessor overlap and credit
+
+Cinna Davis's PR #4694, head `2add42d1edf14a263abe90a3bcde67fc1ba30768`, already emits a center-free kernel with paid profile minus eight rank-eight calls, records its coupled cache ABI, constructs its raw dual, and proves that its 106 observed helpers start at the empty chart. The source CACHE.md was read directly. None of center deletion, the cold-helper observation or the abstract block Schur elimination is claimed here as new. PR #4698, scientific head `9079ab66ba9a1717df478a08eb957c20d84d3e61`, already emits a dyadic helper basis of 379 gates in each direction reducing observations to eight helpers, and a conditional consumer. The present deliberately dense 6,596-ADD pre-compensation is easier to audit, not a claim to a better basis count. Its changed sufficient result is the actual fixed-template helper-independent coded offer, explicit A entries, exact eight-mode spectrum/inverse/conditioning, and unchanged independent helper ABI.
+
+
+Cao Yifan / intqwq supplies the joint-helper/native-map round-three word at canonical `research/kappa-round3-warp-20261022/ACTUAL-WORD.json.gz`, commit `624de9dc66858af0945e5f8a0942488d62280d43`. Its predecessor and refreshed public lineage includes PR #4610; the exact source package and bytes, rather than an older PR headline, bind this result. Cinna Davis, the PR #4470 native/helper/controller lineage, Dugongue's exact native and complementary-provider work, DaysSky, Nick Petalas, Ryanson Jonathan, Jacob Alan Sussman, zxv and the retained scalar, Clifford, precision, compiler and outer contributors retain predecessor credit. The common-chart pre-compensation and exact eight-mode code are the present construction. Local MathProof's Schur block elimination and low-rank composition notes motivated the representation; their source-only inspection is not a fresh Lean/kernel audit or a claim of priority for elementary projection algebra.
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-center-free-code/SOURCE-WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..46d929df83817b85a5387bcdb9745e0627d6366e
GIT binary patch
literal 207673
zcmZs?1#BF!vZ&oQZ5SGExM61IhGE0Z%*+f8Gs9-X3>#*KhMAKMGczX*{ykUv_3n9k
z)@c06vPYJsF^p}ZDA-T`NnbwBI@e=8$|@P37(Py|EU%GTGc#I2oZ(uEC3D=o>1QtU
z%g(W8O_S{?L`}@rwcw|FDT#s^wKDK;(`aUcXy&V&O~2P|d%=%$M#1+hh<*3Vl)eA^
z*rwLj<H7F7q2R`%zPi8f8`3@J;--qf^BX-8h0c9*ZwNd#jZUdU-v5CCcx+mo3WwU>
z{|2x_S#J?MkVfafU>_bxt5fCB+WX&7=1|m|0<TV^^S{Ao=@i^u{J!#hdQx58o%cTY
zoN;1b)r~o+!lk?|6T<p`flWv~=A;^z_V#~+Dwq1UPKYz+<bQ!r$Sr17Q&{D>p|$tY
z3Sra#0~ZND>WH*kTM$l(+|T=1Cr0$MoWgEy)JrVF9bU@k*mc_87LIWlHs4QNkksw`
zU7!8mmd^YKfS>#|4F{{c-$DysKM({r{e50;83kWo<UdO1`Y*dbo;qzwYLQ=P{_3Cy
z68$Zho!RoUf6h_*Xi@m+pU<DXlPL<*t{KpM!I03BkEUN}796>spI64i-RyCaIM-f7
z4$tm8h%IQq;AA?SCSH|T-9<WFaD3>uc-c%n@wU3SPW{f47S|d7P`jt6G^O}FwBs!W
z<qTu<v&;BKeP|x-M)Igs8H!bXijWs>z)hvL-~`q=2$4Q7?1XJz@sUq`Xklh0d&o_v
z3U~(1F!%A0s1sHl*cGA+xF*<$P2@4N_wp)X)Y-i>`1P?udpuXFIRxV6|KpxE{qX>O
z8vRJ^Iy_A*;rw`~^t_1-@=|`@P$+Xr%g*-RnD47{&qCIu3`#}g&E5#nxs+?_^Ozeu
z`Ek-P-)rU)oI0DNTV8K((rn}EMX=5EzM3kiTsS%M=KoC^D)im8^ttha)0M{N*tO~W
zt!<*lu>Zwhzhqjk?pWq*efrTZhss<2rxC34$K~nQ6Y<Tm*@DTmlp4jx7X@0^($>SU
z`Jt`1pxr;MKCo8vlPIPHle;2bvChpU;5sY$g<B{^*B7R;St2a(Q(q7m$bwtlWLiNq
zI=XI)gQ8Lp{pUdz=Mlx!wp1491%Ed15x*HFS%mXE(fDI~@xTqzpeh?plu?ytoq7l(
z=&&vzN-gSJ`kYUbCAjCk+J&Jva`Pg*$k>K)PcBGv?Cv^}#fWF}EYelKFO_DFwW+u+
zu*XYk&z)~oNj~(@H)_~zXo6`W`{wTxkwrZQgy&x-*IzNRFx-REE_S-X0=?I4wH^Lc
zah%_euzJf?ICnNN9HSq42&(e-t1GXz5dF4;;<^qwaePrY&VvV|$R16l+bjNUI$6tW
z^Gz##;D%Psz<)szz93MYP{ghhpk1#nfh_3IdP~{U8suBT=wHu&$-Y{>3-Fh<_poA3
zX*tQ~i2GA38|Q07cU%<{YDC0S=@PK<u}GX`s`H$o(&np4w)R>x45@(e-0-=sPkZ|D
z@yK{BgzGQGqIpMMv33~z(^-4TcY4lu_Eyfz?@CGBLq@V0<yubFqd?l45<zteC6)H*
zL1i5y>+0!yPR9z?hDRg)>-8Vn3p<1yqMdqv4%6s|rDVsCcnH>7a;*fp>}fWQ*h>D&
z;dIs?e$1>F7<N><!^7$Bw7A-%QZyUMotZIh;l@Gs4%e#~cH`z3*9ot}ilV~Mu}ez3
zK^!k5Rv-Ewp+0JXs|z8Xq$NgOYHfWYaV51`UoBb5)QmN?OUbk_`BDJ5_=qobrNw&;
z6;<3P<;!)N<mGTfG2{ku9H_#9Rqytyb_jSBW)!y4HE~t?^u96Yl^n*lD+QfpJ2hWa
ze$3HIlvAdt;8F0iC1g>2-{6t)TM&V6EMj-+DB?6Wr|;`L0?8xI+hXg?vJy5tNGA``
z&?&Cl@s};TT)_7X?AhQj595m`j{+b(e>I}!lGR@LD?@e1=Gq6C5PVdWU9GdbHmZ$F
z*k~(GE-UvG167sH^>H4XPN1q&)sR&BrsKm=_XQ4~S2!(f2n1si8+TER%KVkw_Y-<u
zwcCqNY~~+R{n%{?d?i(okpM}jYlP<)<>VRQs;HBG*CVS(o99XL`q|$Wd+JU@M{u1l
zl=<>OoQ<X~fB)2LF+*4qKM&o-u9{3U5vdmI&YB@iwQjgV{o+Khr1DakDD1hZxnNOn
z)lR6qnYZf9N_YA(a`JtM5N?RqBNJ(X3S2=)k}bU{4nn#-HR}uCFWIBB@;VO19wa%}
zZcS5PUh*&vqpsux(||7u5b>l}+mB3RppoaNXScFHTN^xtTmPt~if5^hdR8HnEXO$%
z>E-_r9jy@<T5gAam3#z494XI=D@i<7dd~YBXL#El#r7VM$h~Kp?Nq?x{9mlvDm!6?
z4hm5%>J0YEf3T3|Y|$*L?p1U<roKmvnYKju|E)8^_GwHHy5wU?UrPA3)5DZrOJ^ng
zGkW~ZA8-FnWL4|7Z%I;9%fg@xwC^mzf5Xv^znhl`JNymP&`^?_>{0TP$@ObYwle3t
z_-}CqJgv}*D898XnrsnB^vR;?+dWT<gKlSw2iM)c+YSXGGn~A{eUW=vh5?6n(AADC
z*&JI?%X4LY+I6~Ww4Cgg=<wLfWt4YElCsb-_OpoeG0$H(%|w_T={Iqd<6t?mnW)5n
zpR7VT39&#+9Q^IOZIR*2`?}*EgyVts*;P^S{gMB-=(Xr|_T!GGwb9Hb4opa2(IJ=g
zp#uQI<Qal<yok7iI7ZpWQWT-Ra*#VYZzc~CXDx}Am-;68U7-qVSm>*DHg{1lH$7__
z1hr&TKU`ChwW(MhF@e?<Z_axcjQ1%&ONkY2hMsA#RWTr-@jOWRAYT;*cP~0~aOw*w
z*dgsIabpWpZgB1n*@%Od=+7iZVxZ<=0QuF0&ab+)+ZH&MRIPMOGN36L`Z_%EQZhq-
ze4y&j!)D68$bmW@c2SLcwcNjnhdI4RB)%s}9G4N(VYPh{D;i^f-IA+cy4Y|~6>z-0
z3u%l`qOHcBa)u<PUyj$J8|{)49Lno_Bv~X9JKBw-u@V%~;O)C=&g}At>lg*0))GU9
z(Bxa*3i^3)sm;Jeh{O9%48%rxN1?h`3t5u0=#l0FT;soXKDpQSdx;x?lVBaHg-Hw8
zTo5M6{xa||`lH&sB^m7LoU8^H`k<2*U?XuSbtSF6>JNU@zNAa~TE+9N<7T61_`$-g
zqUA@^YmROTI0i4=vb-3hD7W=Ec#T!eQ7&?zqvz+%#Mzo!eI_#hT?~mbmCWu5aBDrJ
zgp1ZmATR6I@Fk)RN44~m&=D3Py+Y(5y(tP90md2#5j1Bc9oGUVut4W(6K3UPHRK1+
zu+4WpZn=jy?)Ba&%MPMr&5Ly9%OZtM!%peop~AVlM^%A@^khL%w+2IMv?6)Wy4W99
ze(L8Lbpnf9g$wnO<!76943?Y2`3sfM=vqTCqRKKEF*;~>siMY^MZJT@BJGUnhGkzd
zDUN4d?x45OGmg<;m;Jw2Q@O{Z1jg5s<x)d{w%IPP32t-cbC9J@Y9cL*yL-ZnSc?EI
zX@k&17I!}`dlCH%h>r`9ZQ)ZocgVQ>+;_pnrBOOnWx|$;wq+G81ff1O*s<P@n;sUR
zkL-SHGF!>^wDb-#>zJLj87&2Hun5}NysD=irc3)JaFlCtCiE8my({^};9lqsd!4`x
z;SuewIEm$0UchbjCPqKj*0tGoX7YigQ)i9LB4Tin{DoM!L5liV^G+zp>zImWAdXLZ
zi7hF1&PR#g<|g9WSr9@pweAt`S`-XpRpMS|t>h}Z=KdUiUIm_|tka0Ixh2ke8)tnu
z5iUzgUvul*=*98&4YCW9XiiDUZyP%r_k#?K_4%B(?Tc{Mc(eH=HQIC>_x)l^hn5)(
zN^NZ|P%>^!94Z0X1}r+VAf)8-l#<jlh`!#(=eVv&6LG4HdRZ8^xq6lvXrhNLTTU~n
zu+3srsLl!Rn&1qCqAY3+_8cSX*tYVt)p#6ewWlNc_xhDvK6z~Excxn#C=gz=6-@WT
zytJZVW}m>Z`%O-tNo5@EJSr_hprTY&(vqQ*&b=^P_(e?<l0nYjpOk*tK*y?t&QC}-
ziN<+!X*akmY6ff#E-)Sb@j!N(6P8yo^pZ=IFD|3x>wtNmU`*1voUDo#(*t5mIB&zN
zzvKLZ-$Y*fy`DSDM$G6m@s2q>H1WVQgMRECCnMjcSww=R-o1RTffwfQaLt`#zm3K(
zBul7?#FV`PlLjH2p#DU1tn&8|(l>-4YA9|zla%VPCDRcWh6zCGHMs!Yp<YH2*#@0*
zWeh{@n0J#=S#ZD~D{ZWy3^kh63bR-RT(Ek&HDcX1gxH(?;9b9-Ji=@A0B1;zBI3w)
zQ(LJdZDOg9fn=4fLfiSHrXy)qAhq;iT}xOQyYz#7RmONQT(hoMVG}<df<~(&2!X9J
zDsk*kb&)lAA9X`g{97U*qAyOV(WH(0*n;kYC!<)vQM+I=DDfdPTG~5f_nihj@FGyw
zP44iarsCK^|0|Ove%Pq6a)ka|-;F~@sKW-oQtjYNNHpyB#adryPFEa~lk=m`@yndq
zacx6D!&R<pAIsy}3fuDe2GMz`L|Sg6moaCCcZCg28Pc%g`x-$3z2!>gNrrm^%vfJl
z1&hHbJujzS7Fgtm_WPQBJHw)ChMQAKjB^1hn4o^LLO|M^VuqPl8<sYy`nSiAjYqzT
z{dtmxDao-d=ei-!YcMb@lfXRit1&NnKf~u!x9z&=IH8m+kC_8CYa^|p=w$Bj<a3FQ
z@pg<X@$)<sDUCseIl!fns(PNYY+Z>ZXtFWt&XHJqc)ss4qibNjnZJA`7tfE(3uI-6
zZQdXr)8^Nc@7iBjoWiZF(HRDAH^s;Mfsl4QG_90?q^EfHY%qK3yf4T?z;B|TW(v9Q
z*{e7qgjB$tgR!cj_QnjKYo@_(qYc~q>z5WZ^Q&8Y1mFgN#pm?KSaxx<{){-5L`mJp
z`7jM#gtSQ}H4~&|oX}4<fOfQ8{m;Gto%K!VT&ePX5_X{^DH%(3%=F~14jw!4ujZ<~
z%F8R3agTc=f<a%cAlC;ckxHbi#4bi#2OTbo>ge?>f9PF}2y%o7j-RxAb;)VUXL)J?
z>2!n&UfBLU3L%4gZhaCYrhkA4?T2JeUdQDrKcDVYhH=S2FU9r0coUm>N-?!ct(w1R
zV*JSR=L+LX!R0NxkWzQ=nfca!965lfL&<osm3VS8Sit3za9l?_jwr@{{BWr{dmmJ+
zN6B2DID5^7qBxcgz<rgmX0$nE?&~z?b=*r>Q`GETx-WF6A+(sA7?3n$f3D&k+&h3z
z!u~ZzCm;1Q>tNz;mE640sO)wkx=^Q@rf<3$+k~BMXHJk&E&yBI-JH<Ad0!iStGta9
zZLIebPA`IbXj~FQk^LLP{=<53oT==L_j=7je2WeRHX4v;0<(mmm7w}j7z!2G$F|rv
z_hR`2sa|>;C+{U6shk^VQsQs=9ldz>g0RHD01M@mB&)xVbS5%@hHf&UWBz4Yt%UfC
z7*iccMEqwpy4WQtQf|^nn;yme<?PC6CZ#B2I#@1Y_mlev?d|UcqY~6y^0n`=oXc}o
z-6;ZY=>^5o0^^EN_spe@tt>Y#A@6;gldR)n?Q-OYg9Dn(5%CZ5FaCa8lMNJxS+t^t
zapJ7D7LgXN-*@HU^3+Vq=fAa7gy)zX9#4R=JCxr~7NRSl;DmD6lFch0X4Y~WSA?AJ
z@iyBE4!jvNv%BG^T$&b5B#!G5BE;lEO8YGqC{_ZEyc}t#lx8^a0(O$PU$U|`lEzR;
zHASbCvFlg(#B}fu7s*0{fusfpwKw>5o%3!nJgR+80+nI5JLjdt>xV$O)CyVE#@}#b
zUSMCWCNJZR*55^q&2;N2YI3LX`=zpJQC?E4KAD5-@eg@hL>9|K{O6$#*{oOu&{{R)
zeIk)N!%=v$64GOaM4DNQFuyM(FHJ`rR$L(7n`&<-MaOy_EuCsf#r$hjx)S8wkD?2^
z6!rImc^u{P-Hx3a-h$cn7Xpd!xr>(knpm=Nw}z)Y(HUn=Sfn`4Lz#@+2d>)Rz<rul
z1Y9N~T6(DV>vrv{^!bDmR?rS@P(!tBQ7^X`Uenqf$Wdr68N)l3%R{}DI7pXYhUYx_
zZkKjWvrL?Cn)xy@OjMg?5_@gi8339KaC3o7*wOTL#Z$Lra+j4=2=vQ;TIriSBrC`G
zK+bjm{*9c@>ZN=-LLf<j9@OBzim2y~ob}-Y3es?N_OV?g=6$lq=`SC<!$tD5IUG~4
zPF!EHpL4n~10BTJ&4)$8yXxp$-a({i1-w{7Yb9bU_oc>-7rrDseVkD3kqYOTmBLa9
zU4@LhTIJfJaiyX2^MHVQEOP}6T>XWx{2v@iIfu61{8*Wk;iP*fHI8Z}nM%}iUuNo?
zlcrn~?B95?-xt2P^1E4GrfJ@6Fjbe2xtL3)$I2fs_H`zPSfw22+(?s6uf)s#1`g4~
z+1`8E#+`(<|JE5SQcgl<<i9UWx<F9i#_C`YwsdPPkbH!4mE%rZW2T%jU^iP>T{uyJ
z9<mDoLqDiNi=#3-XEL-LmSMzrW4h6zeb70<lT}kf^B3@&XURm3b%3G=eH?*>z;wO&
zFE6vK>$CJ@7)+iiZeH*;aVbrDk7WxF=Szoe#R&^h0;wLAl$T$9TTg4=J=a`x|InR=
zy}<o3#itwB`5{MXwf9}_1V-AH2-IXOWm{}X(7|rfJy(L<w5Y!3u<Z;`Qm=Ui1#L9)
z5@}13ny)V4b~$n=^Tj!*x^OD}AaAUDsV%7rSooIXV<*Q1A>T$$KZ|aTT7A})P*EZE
z(utmb+j(s%w0s&?)i{jle+h9k)F^F(l4$>Jx2Al@EE8}}(W)2MWxgARRK1ClOtm<6
z$%Qd2V-qfuQ=r{<pBc=HJwU;*>D+YieGTDM2T#XxQ6HOf4i{ZwV)e&aR%i8m+pL_F
zNIi}_%l(4QY7A3nHzao1UeC$|rMnokLa9IJn%^aUsmDw|;Wp3;*~jIQ<=np$w})&L
z1=OeP{d2GT0{LH=>&mlKrI&8V;;UUQ7QDxajf}73ROB44B^i5ye5$o@i+(XGfKl0W
zH*=i6nBK+=f(}nsrD}VnGVemZ!GKd&Sw%=5<ID?jvtvcnk3<F}GMjv!yO-wFd9@RR
zk3_48)C*37#2SCZ7Cs@}ZVozE(4jzLmCmkZ%VPQ+gSvPLNTz0eEaG9Hbd<<90U#h_
zoLR;;wOd!Td=WqIA-~=SpL?n9)R=*p;c@v^NpR^@Kh$D(s6IZG%(s{f43*g(hpC-W
zV7#C|k+i8O1KUrjETCBT#oDre!}a)T8q+l8?ZRN+>!<LnK@?p+yW#_(ly9>0!qriP
z-TJe^pAdGs6R+kQ`Eq1UhNhl%!a!B>^LW#H=;BLfJ8r$rdCaU`Em@l8(w@+o5$jvs
zXiIV9T7*QM_gGdCO_-X8=AH+7s8%w{p5lm?vE}>pPWKU;nYx4+2RI<+6An>=0SmU#
zEnV<)hMetkYxgyod7Z=EPNCi8p(ce1u@@-ZYs`7aW-0-Mh#YKx_q{paWLm>67bN6u
z)m0+Lf@7Q0Bd(OQ<usk_j*c!L#Bp5cjS16c!X|{6F)saLA-0ZfLKWTCzKvCg21vJE
zr5wUoOsqf!d(b^Bm&+&8{cN+$SVZ@n%%5Srn-CQvGG8ajh+c@8g--OK9pW3sQTC|r
zot7-@10+VnOC==C6~A0`<-z>U$V^I@l_>8<`W-3{<%C&^c>Lb!d*+)fX_vSq6d}0!
zSlhnYG|p|(+9W-m7>~4m>20BETzAT<y9%P!o%zw8F)=UeZYalWLzR>Cmy(GhTX?YJ
zGUCorcN_LGBY4QhO598hqwD~aUss45-#H^HOO>SWhD>nY_N~<tK6IW&o_PQXfS!Yb
z-u2fxCQ8uUmO+|0{9wvR;&zFdrenO)x5^gmws`=HajJ7lMOIWF9;)`piA@m_r&m^0
z&8Uf+a~sG}Lt+$$h$o;4W#7zPk}I0Uia6h~_bi(hO1VUhQfaVL)=~YIj{EahG3<A1
z=)qb)_Plhz`tglP2mOpB7ki-V2BE+Jg36<;c9Kr_@ct~nKy&4p>vuNa$hA_c&9i2f
z#|m6A{I(z}<d7mKG*yy{Ry10E)`$}2v1db(e(<p<n-+LIJkj3R2~jsoG|`Pl(#0~t
z_o!h#(X`dgnGLdXzyJHv>y&9N?nNfd3-I2VkMR&SC>GZ(+Fw&aBwG1qpb;H8x^xQp
z%|>&QnUB#}*x)uPKzX<OlxZ)WcaV$jDm^axi_@jQRsnTn!D?{VnnbEUHlkm;+*A72
zR|%h@)$fyY1CHykHD=YH=rWz-qD(Tc>v`oA7I|<-!Dj~Q0KA!m(G{SA@wNp|GF^Ln
z(wC{ap!2Ljw}ZT~gtDb?`KEGK+5PAvsFkL7Ugnj6>7#BJC8D=-+ybocG74CK1%u-f
zxAe?Cho83f<oRucanSlTt5rR6n|FjaDU@0H8C841y=C8~#~A?k2ikO6&-lB#0D=i}
zz>|PxcwO^vw;gtishrDPUotWN&dMk?z2%L?Gqx99HFcZllULN%HmPNpXOb*eC%sMg
z5yQn-Ih6pIQcT;eAhqrHGQ8D{KpOVxdnJyrkqf_rdfTG}CAN@HsHUDx$`27z$)PUw
z2queP3D@%<bHco8?r1Ko04dMgrG`m_WS%VNi0DH)?f1@N0)X43eBy(IWnVTEchyKv
z$zy)q4zGHKdDH8TiV>K@bK4@pux*w46f4&F1F=q=bP2r$;Gf-&Ql_8>pCJ!8P+)CQ
zf*UDlo!lykW<Q@p9Zg=FO5;RUtne;0GvAJBSH$J2thS{qn&QtS;z^Tbc6CeU8gZGk
zjG7iLMU>{hv%(G-Zu!7~2RW3XZQ3G7mB7hlO~WP2ZZOYMWWHQ4v72&Kw3h6~CEpTF
z)inBxv$FbN|AE@Q#qX7jNH*{#A#7j;nyRLpj1heKp{W0qJrM4hLU@qO7f5R;1I3!)
z8VuqHP0)6ZGqn^eb4KxAR>LVkcI0F(CJr>)uU8wfaKcEjp?dyXoO*vIvYfM=VOE&T
z$1psRO)FUt-TJMJcv`Wn?%`1H%~8*fhCNHsyKyRIX2R?}L`j!YtZW%oEXcD+@X&lt
zo?U^{*R$zH<zB@-ob%i+Icw3#$nPPem_~p{L;t>H{psp)`#5`-%SOU{CE7UWQR%0B
z(eGuXry5iwOG?!;QhKEnlSh(YyK1v-yn|QCbCt;@naJ|o=Le&+59eda*kX-1qZ641
zgDiu0v>X>J;B)T|MQuAGbQM22g(>PwFF8+bObrMhBmCK1s6e@Z`9T$`K5ri%dpyVZ
zCWfiv7mm3%DoZo{`TeTk3i$FRu$uMxgq}O=F8zZ_%Eq<m#^dsmO6N*iLT8m@lVBKL
z;i<h-f0yU^MWsc%v(N0}byJze%THPBu;Z=-Mfb{3mWo!G?RiGfE+9XFzpZ!nXJi(Y
z{BW&^x=WyDlk>^Q$tv>v@8QvS1;k5N28x_6z~MO<k77AA^I7i^4req>u5j&?a8vRO
zangtZhehS^!dw3BX%O95>#^2Wqn<*q<sRgqBC4E;Q>+8%gq9I3Ge7)9XEG43rs|?2
zL&~>9lbWy2wKl<}EI7l<+L#no9wL5DE*G^w8<n9|l}0&+QPw?!P<;VIVAfRVAyCgf
zdVuBUebSP&YWXdaHl9N&*e}!N?9l|%e9nefo7D~;hn7B4f|Yjiif5zCoaNpOpv|f`
zfFlsUJej2I4jl7($-NAV)tk~T?)YZk$2Par!yN@uEHMP&vGa2bO)j<78ReZAm$i0l
znbzh%HDu1x=P1hfCr_Wte63yTpxR(T9J}1AlSGakbE{8zdb0bb*A<4>vC&WX&^Q<~
z22erCIT%UW!F3n!$+*@IXg0q!DV<SjjUZ{{?cv}=ZMdcVTwaY|RE^kSbP}YqVuN33
zg1X#IJxnY*-^>v)X}=5Qx^A~2$;trL6nFR1(+x6CCur<OW{0-pr3J{LiP%vABam@R
z=A*3cu6j8Tm9^$>5+lck53{|Zctam=+heCH10n>)Q5kM|2gIseq)0RH6ULu|d|7J2
zaUfr$qutDmu%is3O56;;zcfxt#rN;J{+Y%r0)@-@uI`?kHt{6iJqPg#DFnp#gIP9c
zjm@!Qk^He&+Ki@fI`8*>sQI{3jUw|ywb<9}MHNY_GqxxHjLT!E6Hwtlqm1r0<FU65
zb=_4Rq91FoT^1ZMqQO}LEX`;>5@vsy)2FHb#02cGjWq7#1n}z37@O{XuiaD9EM>;E
zfM?y6ajA>Q^av$+tC&&{+i`xkP?YL2P4Io9lG7QXwr_0lsxKN?FGm-#fZ!V$GJ>;A
z{R8k%RHAtF#+?zS?C0R7<aUM-!MC(O3ep?K|BCx4nsKK1apw*Nh4WW9|Fyt`PVp8F
zo>AK^yqo)+;0@~!481g0BZ=esc6=DNs9puqZ~NlSrlgM_k^Pt^PK$Hmn94wxbxKlS
zA#UTx6&PMFr&HN!3?sU_QqO_~FftjczH0DK()}<iXPi^3CTo;*J4Y{)zIKxfj0#Jx
zb4cRtnFuhplPDV?;LZ%G^q$=zHWf4pG{Tfpq4XM^<~<e-VGuhX+8?r60r3&aon5);
zs&s#+i7odoyqjKp-4kjrOfw>q;@C{e4j&~2I?Jye2Uv&*FQGA~?&2*`x)#7$d_o!1
z@ZKQjQ!+`OBFi9@8WhYMN4HAC$YDF%TG5`cgu&%(uu-0nBp+FAW_G9E5KOe`q73m4
zWRKG+uvK5%53tbAb#C9QDJaa5n4EhnzATx;`IMrNawjp%il-Y~sNCUA2BN&V`DuV)
z##!bE><qF?>`S#W`+V-pxlqCG;X&4V3YS7C^`2lf!Me#hGDr!g&-DB(o1r8QmfUuf
z_4lOMmq_$1Y%%XTg}du-fT}kIwoPpO;v6vp+_Njc6j`!)R7)hH#F16yOj=~)ys_>U
z_v?bH&YUuA->nN{m)$F-1u{EJek?m>NIfJl3Vi4PHAp(mxfbW6jn-E72-iwlN%Yjp
zQ6rzOn@!J+_0YviA&}HU4P<+iVa;G`rVhmO4XDRcdWio^?<t|YW@PuAm!%eINAfiM
z_;q)ObVML`4Qh}N)i!YyY9{u}t&EFyZ{{+2JHdd~&!mwO=PQsCf1-^iSuN~>!b8Fx
z-ITy>D?!>i=84<Ci>7-zO_eOR$&-fu8%aYkX>!d+8Lz@LN+-27msw~lk>K?M*VTCf
zxr3g{Iu{5Dqs5At=tH)_+P!4m-vpEFzoYzRe1@|HuLSdr@@pnQfetJ_Q?1AKB0EDO
zsk^&@L=!?Oyj;qMf3^!igAJd{$0q7Nuf=1zQN^qmr6#m++ua)K&AtKJyrtq^f_RA@
z$oVhg?)a{i+tvvma4K7*re2JHLA_D%U!cJHE&=aaczOC4Qw$YbJmP{eMZI7rlO!AI
zQY^xHr#<r?sIMs*@rdsROhRK2g#(C>@DML2qn!aUUq?3a&AHbu(lI(LL+9v<UY4B-
z{{RY2<0aGg8t{{v@?mYc$r3Tv*~3J&kRuxK(WL4Fb$3;9$accUDpW`(RsWbsE8<(>
z9GESdXn41V^<@dfYLqXfS2FO>e5qs*J_ouMGy{uOLRwllAX*{>^46OD#&5dV@~x`m
z*nwQl&sCQA>tf1HO8jkM?_Davlk~AI&ATD#hIKpZNNs<X6C33!-0B8;cwIW46MtJ!
z+~tVF6M#zt`af@w8-JR#Yz=`8L7(m+mVZ=J5MhCQ)r5z?WbZrgtf$hLn9nC$V+Is%
zAB1NF{tUsnz~R~ner7wJfsL;L)?~2DuyRd@z*Q|fl--c)m@SnDQc&xWsuX#Jkb!Hm
z44ZR1E|^urwWC@E)JB0$)aCD8i?Zl7@mQ&)+7_~aaoWo$mifmjF{E>o3cj#van6v|
z>&y*@N?h&U-7-}{JIS-84-M^@TO{9zqtJ5sJRs^|{bYe?TgmFkw{;g(U;5ZDih8wq
z>gn);GzWXs#K@w7mQeiHfZ_-MZZgk17sXe<?daJGpP0;M0$YkA&#ydnhJ{YAwWPPN
zvjjz&e{s1PFBhJfS|?YdV+Gx6IeO^)UDdh<bK?<r9YuE1l1S$hxDLoejJ^}^KUJz9
z;tasDW6X#8@)#3KSgLi2Pp)#*ONkH##L_vE#wbXnK23T{*Wa)^ZLl@{X}jA4$GFn-
z<Im6za<;@_jDdOwGA!nA8Q||YPV+*;1e!RUvzZjrQ!0cG$)z?d!-YjLX!7GxLy%WG
z&2xSbehU$9^8Vr!BVI~ez(%VHbtr3M<&OQ0Z*^}7b1OKq%T?WaZ0aLsn#-K$D4+6*
zYMN7IWH(R%({24!MbnQnK-kudOum>o9S<zS;h8Std2yaHIqnP3J!#Q-_+1d%uvBO@
z3a`MllMlW3+@hrj_j@A<qF+YulXlDGxWQzvt+rDKtnO7Y+-JubCaSyww7AG_1h?|b
zva{AV$*I6w=28(Gx+KRljU(`K$MDgKrcR=g81fpn*(h(}6HAq{I24ZIvwtt*u6UmP
z*84RPHX;rrLejTwf;^rpVKOa}KpI4mB4#AhF-le|RERrJUxJ8Q?liIV)8!zYxoT#-
zQCQ9$+b*Cq<0qIS96;J%gt;?|=xFGt(ob7U%6#CYqeaRvfeL&`Q_m7zNGLW*M=kGx
zcBP5xZy}^f>W4031>*Xvlz^-Up^K#bykv7CHIca2(lq3x)4*(E1)`yk*yiyLV@!fe
zETlo=Bg~{aAdvasvrYvIw`|(8NmL}#V0~^X6KCA8S;SqNBs83|t{HU1_ipZ?Xvsdw
zY#cmS5Ga#E#y7u>3Puw|O*Z}}M*)LGe(*c*jhZS#ffKz0En$P38BjrML6amZIWz|%
z8)P6Djj=f)w|YpCBpTq6(5dSumsbHDke%OG@R>&_MzV#<;HpGUq5=67P1A3iA?Od8
z9&L-P+!VLd(^YIkWa3(>Ch5wl?JB{(%^JFCsMkO&dIPzRNK=uEV|go%hZTSg%kP^~
zd8@>S$WN*S1*f*y;Fzkosz9gbMde-+zQv6KbdSjv^SI{M>wuqCKh!ky+M~=8X#B5@
z;~vkhQw0US_h(SPvUIsh%${XC=N)WRdWRIrSH|Qwe2FnUwgzMlyxFQS78uSEac>X-
z?DY73eWm23@AqXliSQ>)1l-Fd!+u;=#D(dE<+)N-^8@s`5B&BFVdoqLtSdU7yZPQ1
z62)n{bx*%|PEU^kmwjtq2m-uAAB6}b$cAgT3QErCzu{US-)!*)n00Z7S>OhYe>UFN
z-W=L`#W>+aWT6phzWUC|70*2#!I4_VQQ@gvs@kJb6_8h-xXuFPo>oLO))f(QU%*6e
zjNWULi1`yR9uRBjWBr4K_5s7Hr4)xCWQCg@?F;EY3yv}NNa_df(A4t|F$#U`ZICM=
z*<Jl&i(-!<l3tyoR`G7U&wfz?lzv02Kj5yDP6bAj?uoM35nevV;XumJqy#`7;jE(A
zF@niDq5@LN=NxWg=TU<|LmAR}kiie-Vv)iiI8eI9>!HVKu};?bgh&A2m&#idyve6a
z?mqx&BJ9^-(h#jV1uFk54YCY`48wjrW@l-8Q+P+*zi5X&=ccWoDpc58a#uTi+8Ad=
zDhKVamY->Tx~VYICWO+gLyE9N(u7_&nUr6=RiFSr=Wy!9JQgpHWmIS%Tngc%WKWEO
zW4{1R-0|DU@WNPN22+yBF3s#w>N8+2Ha&&SzNKT@U>R)ts2QR$TEXJr@XrcshDc$Q
zBH|x6TWb;fAaldH&wAFFe#>I_SiJHyOIs&7g@qU#fNF&v$H`EuLjHN}q-*LYA*8q5
zP@nj`Y)qHMEzQ0|km18x1?eoBa>WmFg~B9rf`r915ZPjc`Cs(pEja0|U}_7D|Gy@3
zRRyV19QFJ-hPgAo89{>AxD1+gfBh4J@>K}+buWhNmt)LQ^%}n~W5W=`e7|1j!l`1`
zpx~iB@V~i*HOtgap_hY-7_Zm?NlTcq&J%T%wGRUT2>vU0D`_*$&pH9SAZ(hr6fZ1x
z@~2LaDvwCi&GXwfdw33$Ch<7Dfb|pKc8bkHLIr7|uPhHkHjfygdy1i48vaF)%x^J^
zxK_OY=fd4osry;{jyq8=>f&~g;pAtPz)_M~Md&QcBm=b(&7!zN<9*o7PPQPGP@KGs
z!=v1*qV(PL`i|hBoz*>?=~qP=#B`KMO~bOv18Ic?rS04@NJ8%L{5BxOa&SJ#_ZXH&
zPDw8cYkjHBPFk|O1H#i%?HaE47~pvv(C89Y;}#Gi)n>uZ1o_+=Te~`~1V1<{)w{xK
zr+@p*P4^}?@YIszb9*`jc;qHP0E|cTPx3Vx@y5M*jCI<-#Z-<sK7}#FpXtBI?o38c
zEM`NZE0-MY$2`Iz$gdq)Zr38Kbpyhb)3`E%XtM_J_9+j)GJu06Do4uROurchFB%$x
z40qpKnmP#g*f|%*IgU_Ia3zYt*ATZ{vLyaC^|CB3yyikqAi6y)&O)<;mWa5%@^<z4
z86_#PcMF$6^a?9Ma%zA62DeZO&YZ(kdh09d30B;Ak&@P!^jOXe;W?Eq3L6ILyn=!;
zrku6QG$b;*tBLa~lC9L8neDKVp-C-MorVeCKYiUujHi!RM|A-THvZ~FjNK_r{ib>I
z>+ev>Lyz^(c7P!sZIW=F4i($Or^vHPR_eP2vJ{}bG(E<N4N~0;0T-jMEk}M&STVZ2
zA?3jc?7nbbtx&uPLdFY&FMBlEM145v^c3fVS^HC_(PhWRZ7lfEtU%!a-!i+Pke24j
z#MJ+iA%dH61WUATElPrF2$V9e4b&JdX6Bo+T>vy;lS_D~vkqHdiTrYiY|uz{i=5@r
z^W9Gk@AYT2>^-OAi|y59wCqnM;cHU#;NTv`-h+Lt$ds5c^UHMIeIAAW70<D^C?%90
z2+BN&rDL7)sJ8vh!oej&;f{lXe}QHn2nY^d8~>SLn6Lg#R9ARjOcL3WEs=;dOjOcn
zoaOGQ&Pq}`7|cvkK*%~4?I>$j{BLcV`8H5g*n+|CTy`Obnciv^UEZJ~Is#Mvt&h*1
z-<wX|<N(B6HOyC3>0H*O=MqgzGAkke<zMN)l{cIRRiG$E)I(ijFG*B9%PbXVmuEtT
zRoq($oZFI&0n9h6;<jm(la7{-K4lwA7oM}Wq)uQSi}b-zRA80#pu(Z)3w}-`F_t+1
z;5bs7NN-c?4zg9T%Kl+hTLBkRdv>NSqUE(+or{pvi0hh#Qjdu1a`j=@s9@`g>%d2_
zCJp}rM~#v(S4CCzWU|itZ4@<Yik8O0k0YYtcx|nXp>OlL@TZ84?C0H<`Kq!0^YUX?
znxrqU3M9UvVTt)>MiDL(1_x=VO4KTZ>=Hhunns~z$=nhElVlQZvtR(obH3p=VcxAN
zI1IkH*g3)lNy^?Fd!iNxj|O6c2O0~dD8Q8_DV!On2MkP<k|Ip)pv`qe@YFf{WMI~v
zD}6EqK8xx)%391c0@~bIgcxs(j+p?$&l)Ejl*!~D1V1-^E_UVbD!ud60WTl@jDeGN
zb#lOJCb~|^Ax-91B$<2P{nk=Az&oaatRYCS9fJFzfk(TsLj<@T+3I?f+y_-7_wy_D
zlA1c_UV5TU^W9!MT4dezo948fu@<c26Z;hQn|n^(Mws;lPk?$Ut7N+<;oO{mItBR#
zS&O_DM;a!naai7UZFCB8M7XI(ucsI{f3s~N<ghe_@Yn&<{!igKkMI(Csx8oQb-n@6
zxLSAC#MI7c3lZyMsI}p(Uo9@y1+S-?His<xTDJc|cZ)CuE`?8M8{MWZb&zw|M@+PT
zZX{4#C2k~Aei3RU`qlo&$h~0TA~b3}7Q3B*$&J_O%x!q-JZ*V<J?jFwy}u4%!^md?
z6SImOM{p*-*A}<Vbk!cTu_{y}wPxCE2yB_?%J{a%P<w_p!Qt;O<04VE{Lr9#LfB{L
z=k%Y}Y^$%8AG*9o=S_L;W!{MGpt*CjF@_nNTh9M<snTM(=z`hjtbdD@-q*%*C9#3p
z+x;zIxeVP7_`@y2vOMNYd5mGf4z5NUeq3(KvAw?rAoI`cLRJ$w$X3xzJ9QoD!5Wz6
zUPp3))@*#UQhab;8oN4we$?7j=E?iM!{NF*Rc&jv5u4m1yY906R6Ec*)^V)jxH@;!
zq;7}0r28^ttNyR9_Pwun!APUjS`|#&xfxU&tslVOPgBW;QlUME{@l;1;l=Z6C4VCh
z)F6N9bwlXAVLZjSbc^sn|LWJ0>gxn)*873}xb%4P+ZXhFKE~D^=8yVwU$&+Yh{Dma
z?|~}5FDn@WL^%-iO99^fIl|WK2cqdEgE$BFWu=yB$ry#%JAHo8ts9Se3qKwgh;%2%
z>nE2y^+rAoMm-HiKTUSN_WnmYE=#>-Z9f89()IsGHe1sF$^YUudc$(5mCg-|=4P|=
zyykkFrKwKK44X%;alb0$m%Tst!2LJ9PG7?jJo$&lW=7oWjOUl)lZ%CwmLWp@<gE^v
z%@Sq7dq%p|RD(_Mi`FItzI%S@qS38gedauhr%Qg5R^Kp3M^A<QG4VaWKLmJpQ+(Iz
zF8cm0!C&Og=wrPs-Y#QB2Jc0+a5FB{I?5|!4g1M^@8zyj{PbZY>*md9uKTXz)O5hR
z^ZxwQmc9L>M!kN02vGkF{B{H=xL9y~Ow`kxoxmfhhrF%}aGxd32`pcDD{oZ0>Ul|Q
zl&k^|CK*o)ng_=iiOvAtIxj9SgBz#&LF@H&7fFKJIi0fi@3t4d6W1(!o9Vw7#@)Yc
zn6Z8c*molB$cLVuw)oiU+%9(PH?HezcXc$sd7lCw<qs;YgPTzfDj{jje!Ck2OZ!1^
z5tkXeQHM`7!iRq!x}yv-ceUXO{C6ZmZQ{!pX{6!QO<3_MilIpp{8(Wnv|@3#X+Nl=
zM4yE$V*foeL&E@_4@$<~X=7&QTZ{KrD0C-HPU5q&=vii{Zl{~`_H|OA9b+HrMkaeU
zZ~C6DkCLLZCaMsxvl35|LquK4ePwgIelb;)R@e30Y5+)M89pI=Bki`k3Za_pet;Fz
zmZaU@7JoTHMd(q=nPH(3c*pF*s&;^EL3*NH7*9@L5tlu9`0gy3Cpha8f2M2pA)2=q
z)PEWKK`qw1`w0&UQ1({b!u5xoB^E<s<U6}UvP*H>x$PkwaSF3uuculiXPhD|H;ddh
zJk*|>qNixttxM=?FCzje`C4cHgbYw}b#k{uaeE4PZmYIfJCA~*th$Y96b!Dxm;wPg
z^sLGXTJ`tK1WqjUjxNs*-7%{lXz;#0Asd`>DI7)WVL#n?wN=gP1?b-uSPu>TdGMR#
z`ZJ1Pv?1N4HQ296n|5#yq~V+4^oVFcL_21P1A2W#!dYsP&DP1FWxSk3Qza&WP_;*+
zUG%{?pcFj&F(62cgdrKzX5%-Bdj@J+m!NRV0{;hj;&`-12?;frBr5}z8|D`g+3aQ=
zVAc=({mp9EBgCdGJr+f-dK387Yd{8~IYj+2ik`)E!-zP2J;QB>I15*hpytK^N6jFw
z)Jz%l91w89<&T7Y;D>9NiH%Dbu{)dQx7^nPb8~VS4iMC1_rcQs!Y{M`7moBsv*YOZ
zANI(nTy2Hfp^lgc`Rlk}wTQ2%bf)mBEZ^L=kVJ9&5J6c-6tSu19VqHl)9|<fz1W^A
z?>_{*n5$|KF^;A@XU~CBx$t56dvt0}KHs(JzCBlhW8-5KL<SW?L=>H{Xt|%BrCM8W
z(jQfwO8e&2(=DG{Vv`-$p#82JC-_N)uE*yUzpo8hOo!&f;6^6m3|O2ceg!*FNlzM)
zhw*i8Ju!_OnI&&@6z=N@+0CF@pxh`%VR;5S?$NLPEQr!`X{a)#UV~O6!*3Qs!9c#F
z(V%?9lR}SHXx~rCvB&51Y0lJq;+))LFO|`WA`2lU_<=hWKKGGo?$ZJ<;*k4nFJafw
zvnv=bQA=cTq)f|uMIMVtPHZn=vNl5+@mgWH4XSA*384$4W9EmkLmrwCiZj0&8GHzl
z;}GXr9_AYp`f(DRmmr+Fyd*dqF(^q4&_PHA?NLqZ`<I*rTy*R_^CI5|U1Wn5kEBt+
z`4%v-j@rHFUz1E_VnLXc^#W&S?fCe@)@~Ze?%Sl(nyyZUHkm&~lwezerMUjH5$W?j
z*kX#YNC_ehdQS}Y!{M3Dbqqv&#^EUs7&Of9mXV^|LNj|N4-yUc8~I~c?0>K|oU1=r
z6I=%Eyd-ThFXUvxzhRCN10Q+9{4GSZg+iJ~GWvwYSt{7Nz)33lBx$!IZaA4+G(Rx^
z*&()~C|<M$9+90?>DwPZW1SFuRZORO)!|zL;Z$pUvP7{o$CjzZF9gY-GDpOEMY)3j
zX~(Jm`slnf{>LyKMHM;r`<!N>bQ*|3Nrj{UIg!-jx?CU`XB+E#D?O@Z0CfeqxGSiY
zthZ6Im2B`*7`F_iQwPt?gGxg=@*8ge86O51j?Bn;t$`S)E}K_n&o~m2$1_34Dois!
z-k-QsW&nXYKs;8t{O(!VXMB^5L&kD7#&_Z}CL19bnP$sm{+nF5s1yzYPEA_wEpvc4
z%qN$(XwL=%9Ux{D(K38;A?+;8ht6=T0Okp)CB1Y`JMpt3%`LNjJpg}Jq^4?f#fh;h
zK^-_q)dfbZT-h*N1)F<EEg-jhW4A5v-z$bI+@6i+fY_;>#ToGDvrc6?xX8fO-;kef
z=cGKNT75hlXT24PsU2-&78kb_oqG#!k`kH<Q`LsHWb0;jF)Ksr=%&65sYrzTiVTAL
z0pqC{*vopvp<&}F_an5Dn2o`-N^m6+H35<)Ys%Ful4KK!+OblhI(fhTMRVCAXjm>{
z9scdZXDa}atZVW_QAp%qTuRkLuD(tz{9~HW5<JAW!kVV)7J=%c7FcOqM3R{;>8hMl
zhu<-2FfHY$<U0_|1Qd8^Ym&*sBo5tm`G_#G&O5%7g$cU~PMcI-yOcbq#@k^=G<zsq
zJ5tJAzUZpsRhPz4+78{G?owZH^;U*Om$MFOdC>*Fc$*k&&Y~E`MzOsZJq0l=5TW45
zNfaF|Dbw$h-UNnS=>LGn`x7&Vj^x9~V|tt{2K6InIM|Xd3>PtEr8A!tgS*m}0iB<8
z`V24Ca)-xpr3J(`I#DQtxBv8`@zTBPAi(-7F2hdrenZvpw6WWN=8$Qz0^JWorzad@
zxznxK$XFkGM-!}T%%TX91d($*Wn9oKRkC;<8+?%>RgCcQFmn_2NL<(S$I8F!zSaKE
zPT<RRugtuX4xc|3W1>I=tyaGV5NMc$!htCJ^4L8a)L#@kZ7{2XyWguaM6Qg?@jYUF
zC_+{8Oe7)igs}G$!@T*kzr+Z=gkg}<_Pg-s=Xr5<{%yj&fG58A=wFPS;fmCf2nyld
zH(8>wP+2a=ZTLGSpGcac_78^F;2UP}Lv}&Jic3}@AWaPqMJo8yikjF*UlPY7qd}7c
z7~cq;Hvmmm5%^V+!Ke-&95;kc2;TtNqs9)a0NVJdE2GMs)hvFUJ}Y&6n5NQA;#Qjt
z+sTe))9gtQm?rPrt6NB5-Xe!;{zVi59Q}#fwwl1=0C3$o{2g&(Hc2I7y3|pv`I)_!
z!58W%I)+EG7-w6n6z>;#@g;OoWa+;k$oyDoj8%g;yL8d6?|7BO{1hUM`21LWs-E;b
zEr`ij^eq_*I7)_EtY@02Q4NSz!cM?LBXlKRW`==<h_RIZfRGPrVo$P>Dq)YX8LMEE
z4>0^i6LT4$ZrDjyOBldFS@tt>43u7)xDzr-;5@zgst%>+ivux}hAxo=p_X*Hh}U;S
zODl+z|15wNN2LgQf)gN>^ChMT<94@Jtk_F<A5`~0(1c4FvFtUgfb>a2dGNl(!d_74
z?~(T;nt2=ve3@&Hv|vIbzBdolRK1EuG?h36)uN=<N(mb?<T&Gpy_k&lpcPVk1Of_o
z4?G>D?b=00qY+<O9C^BHw9G-ZilHg+k|Bo;)2bK)`G22M)0tg@@6bm`=A_d9RAG#l
zY4$2QG61-&koR#S($PJ|ca%0Oj1<+!CnZ%dB*a#VBp-;HBNXGT*PnRg0(AhW3q1ha
z<gF}Epj#Zk_!PI?XyJ#Gwb}X^t+vYyYxf0;<MG#YSC(zs4LW{OhR%S4DfW8kZ~$XO
z`Z2&cm|Pl4@p0d~Wam)mrM9BH6ZUN7tze4mQHCZXIwR8<@R5Bq%isv(dH(5^mHBeZ
zEv24!*wJ>VGO%5Acb3BwV6mKJuRp8n)wi=T-NMPYisC();(ODRvw3CT+9Ksb#MsiD
z)=V|tMZT^L1q7m85G1VMny#vk3#?yQyZG7|>Qi;-3Fy4A+*-T8d)UsL?vf8tuK5s`
zcc2{vHym7Rzx9LJTXEKJJcQm-u{bO(fsj;Puyck=yHwQb8iZrPUg-^M){c68(HEfl
zv}8>6;&S+Kyt)$Nn{^DIOK@TPi~#J#dlY3mm-hI3(|dcBC@^|eZF<(#62~d?9zyb>
zb<<_5ciV9newCQ5H+v2s>S#KCNSQp{kMgDF?7Fu=L$UX1ynOX2BJNN!43E7O?0Q>m
z-b{(J_ka64MD+d~*8OpFoAYr4$?1B#5bOrocbB{Kq{rDmtX{6%pKq=;Z-&qmcKx;Q
zwx+1G&nt#lyg#(R3jVY5cBucpOSI|t_(Cyvnrde84Rk@I`8?D95O^g)XFSbrtjFHj
zo(I(cj5#G+tO~P&oHbgruK0;~yVjojfr$BEeBtk9bLMGQFT5=#uVp0{;Tl4BBrG7@
z&DNadJd1L~^Or^Z8W6%BTkh4+!7zJlDiu;W*Oqg4>iLR^@BZxGzU>*Mo#>1BYOh=R
zuB(-$!o0?7eAug~vFQbD@{p$U`3|>LJLflBffV(2sXWKlkxMPfzS*XI*%(M-?}8s*
z-UM}}RYTd#+=EPdkR^Y<;yQ)MeoOVjL)ppr8~es!FRr~@jjdolw?xAs;%dy=o6#*i
zq{CF#JFRuSb=C%H;>#*W$O^Kk_h8|UrQe_{_H?7S?~3?xv;XT5O82XTEz|0hGn;Np
zRv+%|G}i@tEPRtK9FML@*wP^LM3+NB!GP^%sqWc4hpfydQw4eBsDA@}-r}wRF2T9t
z-NoUl7H<Or7p-wRjJEa1iciYmXqDFLVDxm0KL4YLsa8s@Yje%Ra@&l0dyW07Z{xsf
ztmwZV6%P^fIj+@Nl%8IqolZ3@EjMKxx)*Zq=hSSQP2|@4r9S1d+Ps?Qr00X`t2%Sm
z1<74*HpspyIHq^eQCL{E$IH(>3-jTN*6FF5%d^PNE=`~rY?{NWkLSPDIUn*LX*?~f
zo4N1L`Z1P3cZ2n!o6FT^gmDS|@-xqpi<nXUp>lM;HNZUklWX_;!)jJnL9$NKvwwAx
zb4JC-e+K0ZMeyyo`)&SUZ`0pg;8|YvYuD*1I&vG%9qSJ>rb&bJKYT%^&>67FH8fMD
zUt(xxN=ag9=1PTQXckJ1VrU>>r^>35|H=MaWzj&&oU+Vn{wMq2s@$oQ2J%nYX{uJK
z?|Z3M$y>L`t_0*qMq}AAa#BWGfu%p@QIHx13d3!-pQ)9raxE?-5LTV5FjQ473?(SZ
zwNw_UxLB@rFd$iwIZg>j)m<hThKPD<=mrPc2_=<lQba$D$)YDzXhD3S>L63$6}}im
zCN7eBrqpF11$;Q}GLU$r(zYXUN27a9a*|N-|Izi`QB5^nzez|Sp@%9xAwcNTRGJt<
zNFvgUDAH8GfPjFZgC-atASD42P>`;G2#APuBQ`+AP(-AO6b%T7bg|t$&-=Z1efN*M
z*8XK?a%SetDZ9*`IWwAaZY$-r_O3=~>vPV{s<-b{9Z3GLeKF@ZBQpNXqYT33aY@+J
zU`hF<%#?baj_(1>gyG`iXSD}EY(rn%&&)Q@Qt>)F*Q9;_vrN=ODlt?gAak60y(08l
z-=LHrHgTBQuzf6L9`Ag^XIS>$Ua-riOsn?bXXfansY#H!DJk?k)BcdPSN3S6m9N!?
ztjMDndE5LL*<kc^<YDvIq>~?}CCM)vWF!5%+=?nfwl3z$M597`jM*cqCj!s7iS-;t
zPK)QLh{8e?2Dy&4HdUh^Eouc!mRI=^^1bp<qp6tJt!W(t7qU{e&dVRBSJb>OlN%)1
zMlxFhj%}Rvj>}j2vbKA6QGs^kcv}9sfiN8f{l>AmG4+d^se02obJ^F~Lxe+8D!<;r
zz4w-0iX}geE6?vvxlgv2A5Lu6A+P+}m;Xop#_~<2;l2B(B<E4t$M<^I8~OM?1}c5d
z+0PVK7^h<W&WLQwG7eoQK3A0Y>8H2<NRGkYA}PznHyXz6zKhIuI#(tB+&Js7^ZN?{
zIW0*F=RWNHm~6SWKr%xWs@xcVGGJbjl9GueH2Aso>{ywckNa@>($9~7)^<wHSG%Tg
zqkq@t-d_Iw_|NYPQ|Z`fjc4KT3#Z6Y4c|RjkB)F<>Epkj-ah`d_U)bRaLS)YkN<2w
zI`Vt-Smp?IZRN{jccHbpiOavtEhqo}V&nwz!G4z8J_;}rAYA5t%HnXf)~j9GKhnwW
zwfwaMuUCFQ`Qlxx@iqwJc0A;U_w}FB*W5Y+_rJRAaa>_HyD1`iWV`EHKqD!2dg@-?
z=-<k^(W$tTr!`)U&6U^U(x);G#eKi0ekZ+l!+pQzrQ@z+QvNsW>L)%p?=-J|AzzTU
zeNgR)ZuEBbFgrbJ{cy+rP^N#oMvcwGVEnzI2lvy1>c(5Tsyj!P+Am!#f304daNKoL
zN|I2bXQwI>VEp5tM$CELiW^_chi<gFNuRr%I~(_NYxZ@6X8m?%kmFav>PAal6}l;-
z>2XWlahs5=OHq##Oj+7O0dv!@;^19V{&%<j3?(;)eBljM)wuu3Jb(TOyz5P8mqu+D
za{Ox0lDnbv#M`Uo_7{%d4}adE^{#HV>$1^P{|}GyWczg^oW6G*|65ny`Vw74ee=Mt
zcW3<tt1f-EEO_0F=kHN#RmBqv?<L+DlWy91)Dv1ItH9Uh^n)ATrpHO9c=@?1s5M_n
ze|T)~tw4ok@S6rkr~Aj0e$U#>?2}DthvD|uP0JpZ<V7CtU&@r6P|$5k8(i9T3w-^;
z+OPTD=mi(~KB2FFRiB&OxEZo5`P@my0yl2>6I$|>ev9`;W=Y<5{in?#=Z})XDzO{Z
z;ge2c^$rJIs4Mu#T8<62C12Af9oEk!|IXd?`F!>VPD5u~Emg;BfVg+s9UO7W^9XnB
z`|}q^_b{su-V5~a?REWkPjywQ3<n3lu^mf4|9jXxU7+1q7BG<DT=b?y;ywCHkYAv8
ztex$&YJ^YhQR<&^@7ZNEq-8N-_~@CB=jw|Bk5k9}>$Xay14w!EQh`IkC_+_RsDirt
z$Kh4Jr=iIw?+R4tF8+F4t{3`fZNK{KAwbyo2R;3l+85i`tP`82&f^YUPxL@E7!TjW
zY(!FZ9~m~(d~1(}jdlWU5+pby)f=4><R3n62$3u64VsL&JC7|i)*c)nJvIrg!+349
z36<o#htMj_H~LIB@2WOb+^xNJ_xxS|+ZC&`EAc0*$|u&E(i=vuE~D{xu|F0~ue_l8
zyf-|kz0i3+ccq9tp#U?hIuG}B%}RasWa(*wz~gcYH{L^Ygj1h~PIY{H75%gr*)6@<
zS8gbxKh&8%F7;IUuDxu(MPfTEv!s5?Dtg-FL<gVjON+}M9($bu^&jweJvSE~SbNNd
zI$3Dl^+?<HKM)=sjP@P2-yH$1_eBI0L}J~Wx=H%povCl#4Zl~_t%3qlU!I%{GQW{l
zn0cv0_grwChIaGKH`?d34kiX|YgN92?3_Hgy60y%#(hW%Z<{*=4p!CFlg5H1f1P`t
z*ff5??X>x+Reb%)UGiy#9qWZC;(I0CS;NIJ<RuT+IDP4n>*g)ee)Vp9b=6@jS8I7%
zGjuj|MK{iY2E$zv&+x!PmL_$1CT=a9=-J5|x}$pF@_^Hb=7D98Yrn}uHWihQ7W>ou
z@SgrDcI}k~7FsnX#iN5~o_^sSwiQFwi#`2ZRr$;9XktR)Te}A%j^UEhEu5V6zjc+k
zCgpJlp$DCM>318$;x_Rv+@faI-OG6GsFU?0n(C8wl9RfMc*{Uzkw;yVe1D7H4Wlk3
z&>UPJ{4_|^F6Mb8u_9{zlXl$r%AF7TFLsjsC7JP=?cY2eg<#(+DBc<k_!8+f>3X*)
z?5@}I;GaHb%|msX`i=4171h;Ol_hmPzfErn_^1=?uH_u7V{<`1Hnes<(CJSy^^M}F
z{H2M6fVl_Nb@7mQnqJ?mPv(Ej0MtAf6ncB%>xQ%x-_lATTq<P$iTuxRj?@^5J?gWt
z`PtpR_;+#t-`($D{{9)>|93~}&r7ZhUKIJe`$#E>Yl(DRi0u1m^{#4eYgpt{`=1j_
z-;{nky!fs0=f1~>OST_={djxC>+-?Nf)+p5?l7ExeZTWH`%m^Ko6Fsoe$73K1I^@@
z{5_?!qO`KcQo6kR{cl~z<mI4&)Q^AuTsZP;?hgOj-(Q;oaM!mozc#t5;pZ^dFy7By
zj_A}B>f5Q=k4u05&Ydy?uKnJW-`&oR)BTj{GyX{F&n8-E$m;fC$X~B$VtZ6f_f7hx
zNcfxAKjiWqFMSmoy5N-*vfuIV3)NO17wn4CZ1B1>)>pS}$Fw>0;P+p9Vw2nqZy(3P
z79Q!A{Tf~Iz3DO%9R?3k(D-xor?M>c=<UtpX}lX#&o=HJi}_~zw@%E%<?_yi)F5{f
zwI^=){^bc}3#MJkH8$BjJZK`H{mn>zN~8ODIWX}M{P&XbjoqJ_S7Y++x#gz63|&4B
z`>~gKjB`<AQndbXH}V!^LfI4=iQYMm<J${W-rKV7e7JSw9{BIXzisci;GMd5eu*7g
zB=O}#B5X9l1Rh!NP3@MCS5N%0zYlC;N>cv>TF>v^lpgeiT^bhSHe^Rxtz2qvQSNH;
zxI&2a_uuj1YW6xoB*eBM3B?XyT-pzA<pJ&efKmUX0}k~)<O3T$p4ks=e8Y1dd)XSp
zw03^Aa{$OE&&i+W-^>Tw`fDkPvP}ow!785sk!=pJ#v$KD3eR=~pM2v-EzW)@N6+x%
zdwFAouP%MrQmOIceI<M2Fg7?gN-LfP3`|<KH!U;S2l*Zk`R$LEK)zc~d;`450{-nv
z`jf-sGEyRF6^~&VeH!Btew~IWHnKE(xKX8Y?etjb<7>3V_`Gk&Ks{RrfKj@V4Gl2p
z`yEZL7kc-~X;L!JAK!g@AAHgBy*^jZoW}{z^EjDHSAE6^7qleqr~(a|&i=VUDR}Ju
zqkEOcSAlrFxa%v?S~F5CDmo10t8|-tqE7#(`mau5EFk)~seBm1_T4X21}&uSQcceD
zZ<3qtIbk-L`yBQ#=A@*+opioL-<)`5zW$?13^jGW#M0LmVa3pL9w&KR>mCoN6O&5D
zvW_Z=3ddZ=u$Fny#cO^C$p#8auTzfeI6C0MFKYbC;kjrnD{PEN>R9+0Cy`)Bc{l`K
zr2x>p7vhItb5whdwdz&Apje3~D-QFNBW%8*Wg6ceMVdqI0bVQ>DM&CZPwY01jE^6?
zi7+k5x)XRu-u9*S?YXZwrCz?I>fYV~z9jXl2u<`;y<&1t+qfBr78undo``tKBTT#L
z^yQ-Pv#!L?AreJ(0=E&SY`$Nf(nZkn2o}}c>=TeLJq%G2hA7SeEgoO=m8dk~AL<)l
z!-z`8PuTrR2#HyVKJ@W(QbMC%;l(FFz9Ra)iZ+(~>y(<wNj-~v+UakZYolO3e65Pd
zw43k^Os^d}muVscc^`6lm3!LXibE6X#*Q}o1K*Jm>AC7v@B93&iGZ0$ABBv*RW18)
zA^Wk8t$p*EL71KCi2~buyM6}gd=)JI{un*}S)(O|@EMFSSbw-MfdyRD|Kt}gD>4d+
zTB7lNO)?hh;9jo0pq1HIvYy}-#(4+4rTKlho!wsyI%615K2v)bj<YoS&130z2f<GO
z%lA?v5*tb%tN5;-C?@uV>G2nJg)Aga^Q})WehmqaWAi19P9uDD?WZnX*vO=a-)o&b
zxM+c9tsZLocw@%bH0mm0F5hl#ws-USp8>gtr;tj&^9zdK-IVtMIG{!*SRdZlHsnNU
z_4MaUy8f(KJpcM4N+<E?#$<Tx)X~Y1*2x4xi~RP)wabvAt@@|#MmM{}m%cPT5_qy-
zZ^D0PLCZj%U2>Lvaa)>Y@imjxuy^r?O>=0ZwA^D};W&rAyUa6>$6@0k54%GZR=4N9
zcWy)q>_wiRRs>lU2vB0RyX~nwpd!(k41kh$y;^ezf<%jbqFkMtav3ULW~wG)NuV$?
zHit7@_4!I&q_Y7$1wSP&zBV&>Uj*Xm8dn_CUY3Y`fn~3r$4U{70wOI-SC%+`B%6V~
zYO2FZ*yyYx5FgkWi91IleL;}2n==FeA9O*2CSfCNHl*~a4>afkp!V=caVNnMRksZX
z+KUcC5T=+e4FpOJ(WQZL6C_@c{n?XRfKt9$ZcQn3Qe+NDz@t=1VX9Xgi?vxxG{Jfa
zri_|Zg}K#P1RwN}0n|Xn`Bk#0vmi~bkRb5vG3a{(;+GafR6}Opf%#hrDeV*d_D&Dp
zf7J*o_22XU75#;Vqb-32d+QBKtmH6flvZA<ld2VTl(lrq-`|pP7<Tu*6+d&O4TX#g
z!8W&&T^`z(p(v)_&_+uNip8Nf&XK0=9>wlRjF*T<s7Z(^ON83f@36Lu-Zkjf%eEr$
zt)P44S0Vn<&=ok=9*?1JZYO2rbE#>sqZouLFzo3N7jQdyctn^g(!RL~K2o?}f^1o;
zK>PVD#iYyyTpGJ{BzXY3nb!9Dq;Epo^Fy2Rk(~(A6^xRgEF^e<>d?LoK8SWBQ;wHW
z!~qGVZniVx_pp`(z!vqID~lJ14=N}PFmaNQXg-3TCptN@0e7=2YY7>%16Bt6KKzX6
zozB0~@<6`1xT^H``&SyN!Iw-(8^<isG)6_>i;o$`ci4&)i<>>>M#+|D7X0l1`DV17
zjxHdsQGoTQ=^vchKG|)SYA;I0LoI7L49)h2_g{1YslO%37}@W>hU3W%_Q4@kR8I$u
z5#D%V1=Oe+20S5Y{A_Ol)abL!g*nv@LwOY|(5*Ny#DdGrz;7%m8@;n8S)>zv(upX1
zB^+f0QF#W^FU#J%NgLCW*nEO;pi^w=636J_Pm#xsQ&03ugn>E6VhETsMy!&ef}{E2
z2)#ZEcgA>1$X^8`M>4d388$&*JAQoCo1>39_99~pYH$YC>r;Gn9P~v1i1%3Vix}`J
z4wwKc$ygdRiRrLy$Za<_j`?>X_M)k-OQ4z&h*OO~<twS)7#GA9FH6^tpp!fNep6b#
z39g8<4%CdpkixI&*ZIE`AMg=18d)Z2{U}#`s;_!Z?OxJr4&?srfq0Pc?J3x@As}JK
z#E5E$eL;OD<-6{(D?bKsmnU%mmX}v7XW!WQm0-`&7~;>pEKfnldGeYefGAM~a^QeQ
zDE+eH>_@75HK+ypVcL?dn3Q7b+lt_T8|PW)oq^|QSyy1rUaG){dubizNi7%!kpP#=
z9~}={XByci@!DxZ$tim-_>{4<iONHiiAs>Yqk;gINPYG(4PAMNj;>6?pKwO#J2P}6
z$s%b<!lGnzB|pMJiOV}yYpHCOeC%vPHAM#`FX~HI`dpeK<>Y?vxK|cc0aS$ay(}F3
z=6%ad?3d55Lz8jDS4v!#->oEc+}w-h&vYG(1GfTLtDxOaf}jjnb}ZO%C`DJ<&kyi`
zaN>&sCWUZg0yVh?2jWwf`^3frAMVNTTa0|7%pyWi*o!z)7W55zl<$%0sgg7HP`#l^
zIFkqytANR9!epjv5M)2xxIc}PVRQ^{?4|AebQVeSBT1HewMQig3(~ztD;=B&;7F{a
z9A@MM&b^6V@0UrS@L=&+3f02SVqdD!1dqlF{J=0O=yvLetw>E_^rM$9Bp%Cns40dm
z<2#e4_W8mgixMmWY>N3MAVtj*U8R3Y36c>96_+X&Frtp!C_ik#j3b3^vL`vr#R1fC
zacY2`h@FkMg95;)2QJWO)NS<VBIz07{l|~PX4VP_&Xs`2KmOhVm5e#^G|h|j<{ZJC
zIte_v!RPlzDRja+mHj8Flq)E%PXJGT;q@z)W4t3_j#mIr`ttfwWsdLEx%gH;aREA>
z!zC1HFR$i1$qzX(0yKKrn$V4yi?b54`*h}Y6QBv@S$uw~JX6s#JWVsu-XxT=xO?Z+
zsY~gmKyp#51@74v5<4LHeH+`O(F}o_L>SW<Pc3Qk!sQ1mE=5l+5msUFa0fa)9t#e&
zeb1IDGew?NI|+@%Ia;k0z_<OY&z-~R7QH4uA{@5wqws!Xy0BIf^IUxCj3lGE!Q8Sx
zQM3h#13k<Ng*Eyzh2Y0$t{guO3m3FyoSljA5&?LLl2RFovygnm{?_JDnOmTEurZMJ
z2}>zEo*@k`24b^*jfl<OxsG`MfYy3TwfC?#a`iMULgW}d{)ES&VqvNPj$p}A2i$$z
znI|@T?^<Zq(jB%G_pRMbn|a0fu4VP2A!FZTgEPPS*}{aBC}V@>r_3^iEJ2wX1Ha0C
zwjv>AoBQ8OX4&B^!If}7QZ~veUS4K=u9tpa)9OWS#=g4-e$M^$qZ%l+D#5~Q|0}T)
z=0{3JS((YpeE0;FjvyI$QjXVC#Ie0;$Gf|iF9|0`)KHWD>~+?IwndjHrTBux#_NtO
zsZY~SJd{0I9#|l1+1Mnkwp1KT;N=*f7^a<{$~So~nE4za)R4Q7lXMWO%6I4<-#oYy
zlrnCv29D&tp>Juh<!fC{LD6IvM`eOGGKdVp$ajLUzT9`Wlkk=EPl7Ijr0H2nY$r;9
z`FAT<mJDLgFVK`KG*p~*{WkwN@Gz}qo~z|?(DD=VUY7NxB5FKWgZni&SA_kMZm+Pl
z*R8KfU0v>n2rTz&_@)Bl!TU~cr8W7M$xLAl+pTY#2?XEN@V&}rGX5|TDSou~GD~rM
zH&5~JlWjx0<UqDtB=m3uVEa~IKpqGW?){*Bw(R5!tP3^yHYim)Q=!=?ihk8QjPlC*
zU;GoNUwJ{ZIQiI=^m|E^FLUPqBLC_P;C~>BPNx*H_=P<*O#G^7^6#Blj^B<!?;4Jz
z%Pfu&jwz*TC(6&_^veWrL`$efFT=z{ql#iklVv2LEhL@*{|CrF$xnca(!f}GlNi5_
z{aiR$5@-w>;2cGXPcDsr*Dq+3BAvKKk?sP$;H*KHD1dX7&m9h`a}Agqlc=t7l$-h5
zTM@<oAI8>QS;ULz$~JLjk{Fjpev2#L-hi-~@M(WqG+%ewr|qR(4ZR^v^v%&HJpaL`
z?Y$q!K}gMM%l4tcsF*d@e}M5m?aqP#EQ~wg=3!A*K(y~_Gd(UWA_|3h`#KdMuOk99
z_Nb?zaD=2%hqy>g*1c4~WR?VI7AW;E!mc_&=^ZEj1&g{XO5ypAoYdY;jofs6yX~mp
zAU`NU#;d~|AC$D-OQ!r6^7mlC@Cbo_(93fGiMaE}3R6EN{Hf(sIR6T~2^m|6h%IEm
z6Cxfyp$$l5i7Bnc$WWy=*knoEk>nKFFEj0_qKvPKSWJC9bZ2Kwq)*pTRe*iRzCH&E
zH2EO`iujJhcqj1#+p3ho^GIokmna8y<s{~pl@%Zq#}5ow69Pu4S=%c(%y0lR8NL=L
zZw^$Dc>yhaMrfR&!`*;O=_bkr4lgiC5*ImbcNvW0KH9Ra+A~HWV#);he#U`=Iu?-B
z`~@8N7B;?R%cw6F9Y#m+IsyrmS-_y1;>QB9+Eu-aJ(N!RL8|yjiP%VqeQ;Ipa4^tx
zVIRXKi{BVUmY^xg%x*DxoRY4+18dxcHBr?_N->I8X>qPpl@X>|5yH+GsWwVe?}4@X
z`dFeOwuq0C6*UCe%y$e#{ykc7G}^Dj42d75?K{cLmqdrrp<%ofu7XeVzPZ)=o4*w?
zsm>0)L=Aq#U0BE)C=J;4d)tMHnr;dzxkCnnjj?3E(sZ<NG$f)`i<P*=KW0@8UsW*I
zsilasvcn8u5`G(x5jX!r;I@$OXl=TL7JcJ1P|?GUC3TvNGo4P0x3Zj+>wnX=eoYvc
zu1eHXC5@@!G8AID>!m1rF^=9x<es7a(h`{UIZ2t=K<gQqNLNb=xIPEj=|T2E2vT!N
zCq6Oqk4T1rf@0=B|C2|u(Mm6#&Y`fK0H(_j-xglcc=YX&7^LPGnuU|eTyhNHnZVkM
zj9%C!ND<ICn-N~#WjznR+{xGw`HtNloJ(G=AaINmXjxBR3Ve{smTodsEUQ@fjtw9~
zijkZo%sCP<z)wY@ItQX$iLpD$xNTneT|$pG?kU=QrIZT1Ojg&GWz~xc%@j!q%@iM@
zDu9C-vbXBk6_%5;6_!~90*`!l7Q5r+AmIEQETM7SjRhS<-?W0qI-Ufc14rWahM$<a
z08uzJZ5Z}xliJ~AMESV~9-!llPfS?z6b)wanp7MvbBMAm2X?-$0NRrY^Ld|0l;<8s
z^p7z{6s;KC^hY<AFc420>+3-)J1l9=<St6JkD-*M<JD&b0ZK7vaRM=CZGBUHExx}f
zVDk<14Jzx3^2?%BKr}FIiRTam5)7Z=dDKat+-E=)cYaD+Tb&nX&?kXnI$=g;$_=Lo
z^O5Hv8G_$)SAN307|fW6A$5<C`(~@QXmqA>L<g~%rLjt)7BBq+Snz)E7=neakcwrS
zD@R|)aRzdrhc7ECM4;Try<GbW$#-6P-6Doef8;}E<+;LR3(ZXDmygjxk!ivvC1MH@
z7OL1C296W{1?mM5V+vrD$v`5RUU7m<H*_bn7M$R5G!x}-ngq_)9Mo$Vt}uI5LLma_
zO72Z|97NV{`~!IG<{@Qw7aT|OBYpB<83hF@f}5H@>k^;HCmb|3Z+-&o`XpC&C_&N)
zca-Mwn{<UI?&+bpXEqCPEy?xi3pm}AbjACsvAx%6la``~&nT?ZBYUmP<k$~E@HP!!
zkQ{W2SpzZo(?D_fTu7H6a%c0^`rw+^p@9qVp?*|l9)YNp-JAD|e;mUWokGk0{r#@b
z3Y#^`2S2Ga`H^X^3a*(O3{tL-w@M|0=}5l(FIv7NObQJ{sD7Y$uRyu^3|81q)3^Eo
zz7mO2A&QMG!<H_iwH`t5O_ts{a27Yv{*qo4>CR?cJ91JIPjcJ$-mc23*5Nv%*TfSd
z4=8^-dXqhILw|ZC->N+`Im`_DD76$Rd?RV5rB~hT6dHwYL~W`UCuNClQYS6F8*j1*
zLGCFdx*VtW0{A<1)TxUygOLX1T^NxeI}R!t9Ct<+>+o8GlYv3gKA?Yw$c$fj)qCj_
zetW{8N$WaOMkF><7uzssJ)dX-DT4c!rkoqLO}P!?=(j@;<D~_fY;}7L+Ay!?K{~kt
zvqUFRLVA+1vqUem9CK_K6w8g}mLqOSK)zS1Gama=Jplr<RZgP&Gn00`5UDTK!ji^+
z%@`MevP74_uKHH4=ZG_YL~Z#W-V(imjhI)BNp*Gn%_p$J?iw?KW%%9b`MXY{KHS1V
z5-fL=7iFRp6a@{#^wOc9xq1|^OL@BpO4uAu-sRj8_&(?$-Q-|W_WQ}+5wG6*fOd-4
z8!}SyH!N21fER^uxgC&w2_g?)h0r+}rCG#pW@{V=>6yVJ)M1EV1I_3d_J%5Q9fe$<
z^L=&Di*-Guof7|jIC=8S4PDljp%>-rxpqq8XEO5VYkpIto3^MG|4<=+4<kvh5;51v
zCBX3H;OEvPVQ3JAlWVraE$MwjcSexVPBD~U#14d23K&0S3N~3clq!G|OI@@$&`<yL
zTT3144)r1G&-MZS3&I?_@kjwwFf7YLW?nwgfO7Ms0sVi0m51#^SOoR~qWM*?7&mH=
zNSn7>J5;Z<c4%-wt_EJv53rzZ@PVJyhXkP2y0+!|^87%OAHz&Qjhr%;xEAAV(7Ss1
zKX4Q11Gwv`&wxknBLp=ZceJ=y^^5_^+~!i!>u$6(PTiNMOjy(iF`pe;>&V_m00hR)
zYu*r?<znXF(6r1!IIL=-@9br+-GBJhOjaz!6JTneQ7Jx##3@ZeO{oe!=3hi-XaH2_
zh71s|mnz`v1ts3430g{nP4SfF0=O?N9=3EFR)#{^dF#@$lE_P-wWr=vrBA&TF^Nqf
zXWTb>kd4W7iyT|Uwd0N~MQkygBaRk;6pNDh1`}tml$IiGgnzxtA$W@B5E5Rfktrv{
z_%Ts5k9F2P43H0CjO?^$SNDnT2zRn1xav{h*%HXf3xGZG_DJ&fKV}!|3QM;1bXLL(
zvGo(RAd7uG?6P~X#PwEYl7(Y^#q}p&Sdg-(maZKjQ8C1}f=pWJusF>0FjINm8K2Gu
zZLbpknvlIqZf~V>1-C`vni}`17GEhvVYbtLA4dHVmC=8E?wNw}*8^iFW}p#0;OS}R
z)?q8&txiQFGq62TOYuY1gO+0@R_CD6DL2$mb}onjY1#)!`CjjCA=7R>qfYUG_u*SS
zJim+|@CWpg-5ESM{&6cdpUoNS^%#G*{lZiQ+}0p}14hfd7k${$`*RKESZ8^D47b^U
zEJv$bb!+`A55HM)!1`vEJV+}qO{-!R)YIFTNnPUI5_v%zh{wF7ACs>w`VQ#cdb;;Q
zvDJh?(m{->h{TtKsq3*^CyZrc>8chdNi;%vPO{lr-Q<3-CMkO+O0+{H%4<E@^HEu;
zI1V~utav8PL6n@Lt^we2P}Fo`11*K#>HC2XI6sHF>0=Ks&8zN*2yIo<1Zm*N$6#hL
z@@P)kfQN2r4n)iuvUC{|c(bBQ7qSAd*_*$VHG$}wkQK1BB9}}8^~;#B3B?obO>Os@
zmSviMkDm(!nL)Rn9J|HO?Yb#GSw>;W>QJ(gXtQ-`u2rewh>;18pf*O@r0q5y$n8=D
z65^Xo%1VX6i9=b!#v26+v;HLtvlI2D0-(faV$s7bzmZ(^&jT(-v>VbozIuHYjFBHR
zhgdMygku~`I&NAnNti1C3KMNm82M{2oTW+PS^MT&f&<3WP>QqLPk3JQ8(Y#OO0(u{
zmrlD2Db~#P<@5nN%=nFwEXd5}lhf~)DPL|pIJJ^@hefxgJHEUMH4_$|()9I1sF6mA
zikM=i{w+B5M%kh|%FEPhy%{mpj2Vuls&PO^X<Qc~M%<a|=SLm6Qz6-8Wsg=T34DqY
zB^!U6MDr=BH3Cf$Q<yWtR3<enV(Ea{OyB3_<8r?=)~I1Slsi}dm6sH*=V$gy4)djm
z!Df-=cCY1dM&~)k;hDv9iU5{?kyXP%BeA6p=3Wv;BTKNLURp+yxO+aVxXdDl+0y4Y
zQDi%;cq4}SMZ{qJm*qC4;wlKA@+6I0Ij_n`=AC0H(}tv}*<Axou1z+><MSSt5EgS8
z#3urH2>_H7y}HGg;dVIax`2x8EQ&qn%K66;U}4qIbYnXWj(9C<#;A%S07xjmf}3$X
zgExPA5$ySh%cgotA;ScsbUMqrN+vc8MVL|dPnn)@Wb@A4dPF?5MU)iL#kjF#YR_1f
zW*0$}XHa)2@DzDZ%W?`lEiCN(`4sQZy}hsG`HeBv@JsS-+PE29aLTRk+zOB?mUCK`
zd9R5MZ|Kbf#8*YTCiWchho<$X3huBNr2Wth{vPfJ;&^Swj23;S!fwjN_bPyoF6^sj
zY+_W53L|*{Q3_l02d4xNZ!=M|(m9N$iTv#dwp5SZYVK!IQ%tKNXa&)pJ?SIX{QU;P
zVSwCmWruM^IOx~~t_Q~Hdg%LkrJNOHR6Ko3@yrghBdEQmG?fi3SHWBZ({oUSL2#Re
zs^6R;GXI?hhfc1AW+wXqn#7%7f+JT2`)V>irSRIPv}<)i!^RFmmYgBw9k|kPeuMtq
zOQ$YELlBd~NqE^WuOkmmd7cwFA1Dvb6zn&A-%Shtq&lzJR0Mz9-6_l1K(6&2Cv>*~
z6=xOAvhT1mk*oX0c?6MNs}hk|<1_kM5|rR*B-e%8LX^A-TyH&{^835QzMz8Kkm&?N
zjAFUPxCB1*NN?{7pUFqpS1z?E)_IZ0uUGD_t;Y#H4HtpYwFMY4{GvaJN*2lX00O9|
zTO7^m9Jdn*RO?vOFfzCx|H01i%%L~*S2HU=o?DeWc=DD_=u2?95Ux=OAH2mhIfQD`
zu+q6S-^RGW`@yA&Ip|iJR*E=WiQq}`ly)dX21wICKyJWZyx7tBupqz7QMu$@uM_^V
zT7k8kYxU>Hb|XjQGu@YWews<}!wZhc=sSMdYWnOl!yUe=Oo9MfSl6Beth;cooGkV1
z9lwjo7gOiZFiO><3m{!zUFk5-+laSyc><1guaZfR#Z56n;(C)1szrFID;wy06zide
z)X6P%Vju%bNXP}y0PdQAqgFpeoqquvu#seb+fCQcV867%!gYZHX~{60<4u926wN>e
zJSxJx`-HEE4UhmZ=DP8L6!9bzV1dIxyshs=3~xkPG_{_it7vk>ld&QC9Q88wDnS@5
z&B5WQtNi;F!+5k6zb|VkhCS9|FMNE?^TqxuVfBwTn@I<GNqRHx_FUx?4v?C!T>~kE
ztFz&$v+$kTS*C#LRX$ygHrwkHq)n?cW~TqmEYm6)Vv^>_xcXdx{4?4z^sg?^;}w{s
zBMxv_h9xvzgY`PAA#Q^C$FXchqzbZ{C&|>enky@tufyonSS-3aL~P_B;Z-3(=Nu?Z
z))q*BM)EpJ`_)O)I3Tze<4<%;5v(^t4fCHIzT?iU-hE~sZ!p<<*M6QZPxxmvqPs=k
z!T0AwWb3nu-$%GA<}_Uh`VKaen!M{ITJE4&#pTl^ylKfrjKa@2HF>MlhMfw@%|2rG
z*ZaLzBj^`zp&EklHtlNdJEa3AL+?+&oZKe9wJ<SqTTQ(!41+O@1?Uw1UPlq`pbpdu
z^sF0|eBOi^IlVOXaHf@DO%yCCxQ~j+3{IoFgtjR?Fje_U<jbU69|j#7(ex#r2p~R-
zwqlut5{dqm9~`uQh98!?WMgFXg5N+%qB>QA#FoewO=@gM)amvHI~urJ`5iPiIeI)4
z-Dj_FhS^l`GVolzGh!c3fF4r*IdI(w-nQC`n{Pi0SwV7r?da<35bEk^i_1w9d7-TM
zcYWPB>}udGHecv6#MJh7sW@l_*^~(C6&6MExtmIHf`@4qZE<awmmv~l-d+n6xXX~{
z!dr@iZqRX-A`l<<aZuwLs92(q&G*uIDiXNUMB?lhisj$+jd!s!14m*g@N$J`*;n4!
z31vF|-g@;yc3+P?y!`R>gewbJHuv@F1<AE11GiIJph4ArBC8#2wj*C3oBm@@#t-7j
zSan5YB_ztwcn3t6K$w!{kRTFfrpWU{Y3T~Y@@4}}|BLh;jhTl1hC?j$MvBSf06XC2
z#5XrU7Ol#7t5bkTJZE=LRvO|d`WnJYh|sF*SpKnSE96OFeYpw}DtbKr)seN0^O)Fp
zS|~e)WGVU*Tr>yHL+@7r{1OsJoq6Ocqg$^84o(}DJ=MIFIOfd52aN<(Z~HWm4;VeO
z5Mln_ViJXln7}y!iYY=Fi8zbE(cUAGWXvxpgqqb0__@cZ;B6uDrO|f}$1Gv22$kt{
z^3u|`aFL@@T)(n`ij~zNl#4AsAoEIxr4bpMV(T)V9qT1OWMCI~gfC@j%=OoXrW7S;
zbj_hm0jz+qp}?cgtR83cG909wc7+Fq1ARr{3Zf%0An&u`Csb3RV8)-*z=ghBCmu|`
z`Oznj%?`hmZia1jxa}1kdh0z)Y6kkO`^wENBQmA7fT4M2QVaTFHK|kwv(4<g7@NA%
z`O}0xvFdlP!~A-bEuFBp#MGGo^Xr2K68`DqlZSD#?SQ9h`zi?#BEI-UDt7_^-s<mT
z?*3Wz+FhBqWA|GOKxox}pSCeXQaWC-Bply)g-JUWbd+TDdLpgsZI=>T9_feJmi*X=
zJCtkb^h?}YvT^C{(*t>5@vW->Pxh(~wVJ4}+?~{!>fCzOSM5^<{+J8nex2MHpL3Uf
zPTbtW_k&(zl1D3L%BC3E!G0g|OcxjKA1YkzhQC==3E;q(YU>=F;>&QluBh+Fhr^=l
zo#Pn;H24|m?(7$C%}6qilfhPr`e8979XP?;{H$^|9=8I5zfRAPi$MnPYMpB8%vh2d
z?1!HMiX3p@5WDs9ASuD4v9MydA%!*OK^DOVY}>7OpvUkBrs_P<T*u%FOfI>%4GdBX
zcCGw#4`d<BES~=@@cj?up`^q-@#>|A7eIWC^8s{`zVriUYUG+mgibD{*k{Srh%=oY
z7|QnT*OXkx+Z)N<e<x&)I8q^w6&P(V<9Wk-tMUdry(^TXa=$G18Fx|?N~!~Xb&Byk
zbf#-XW(t7H=?i`4cgU~l<{$aDg7yG;R?aa3uaLY9O~{;KT$cRlyJ6hQ5TEfutSLH4
zmxI!pt&Cb@PLbDkUO_e6#hP>cc;ijnZIt7>gw)o?rEPs*MDiu5f5PgC>Vi=(ZJw~M
z*crA1ziaSWKOtTd&%l|8w==RO%8Ou=FqBP!VVO9#BHMMg$X8_m#>)+6j#kNJjt$UP
zlB5VR&VhJBV>thr4zW2$W_a~8k5PV>P+vRp<RR3@F$VJj@$a=(gMD<ZE6jfbbQrdh
zdW<2Po<yApFubAN;i@81nX1N6ydmlnBxZ?g5Fzu99RwY30WK{Su!Z!><;VCUe3g1@
z!Z3Gwc)U<paq5Wu@!QD6IKMvSRyp5!BAOgF^n)?5phkuyfSWRG%zS%iQjYb$FTz8#
zZfoZXs#gfA`xqkN+Nz3$DvCei#I3IpY{8TC>a*yQ-PUi2oa^PE6S{g3ImfZ@-otY>
z7qPpDaaY)IUNF_>V662X67oa_^5jRHG{(OYIMgqG!_X8tj<Kp_8&<Flear@|EwHMf
z*b_(L!ATlg`wtJRl|!Cik{PK^lKX@@N7JRiKZVS~yqLQ|s+<;J%ln2ryBT}+XcfkE
z<j~82UqgeSMVqEu=>vkACWh52*)^Qr(wvdXoXxTvo+~!Of|_Y-TBiG}RhrZe1Atoq
zTMl*?V;kL*O7_IG3t&;#yO6K4WTintp3v%WB;!Rg=6@$B|4C#{lA%HiYSnL%r534}
zJ$caLMQEnV(Mk>F(%W=crk__@au6=YIU>o!1QfUc6?!eepUH&~`99xJADoDO306CJ
z;#fQ}pNQ~M21cfl_1rGwwYY1{+niT;cy}{DsIZ^NmqBz2;gj}6hpEiqECvm*?mcwJ
zw$*C!vd1(XWt6@$*_xBWE-rOJ8XP4)6rVLic2{-Q`kaEhhM|0$67%A(iJKyfnw%i8
z4zUSGW=J(8cqUz<Hm53(6j(W(l(kg*yXq9iT5h-3e)N7t*R&i~d~4W4?B{`b=O-{`
zJya-xyIyY?R*pNMj8_UwVJGDq4OInJAG=s8RF=FAGIV@uIOO49`LN&de4b480lCF3
zeI8YB!}9p+y_PR&QkD7MnjxB|VnZ~M(_-nWVpr@*D(6+NKggH%w{8^cx8vZ6;uh(?
zu4uBFr#r4g`FTAFnH)C&#!r+=uQ5OFh}q!|(N@8B+D~`3$lp<Kpn*>^Iz8=0lutN~
zV)^&+=xj=R099e}U48ZC;-YjUb)Ptq%OAk^Hb;BBL%-hjRqi?g^H<Jt1<1jiR&h~<
zbgOFJeT$xrAk&uRt)pgnMmdBJ08}<gLeh5m1X9zhceIw4Y17<X?q5SXd95~Ck}VjJ
zd=05))MQ(%eHPubic7Hhnk4Dy-UyN%QwvkQCRZwd5OfeU02YiYANm@wu(wO&SF@>o
zr>Q%I_Gy`^q#jr6FuK-zEl*rIK1AIqu%QEq4pRo{D~noz0*Q#?uzQo2??=5^a0|m#
zG8@lYH!}g*8!CmlBT#e=4^UH@u4W`wI&?Rv8Xkake|8k5j9fPxsP(hRdZ4M0nc;7l
za-yx#KmV3|ac=tVap9ij@t%s|P?k48-|48u9p(oTDfd8gA1&)MEEt?2QCpF`h#4Jv
za{Xa`(n--lTF9c`tNJd2!Ac{t8EF)rn|(#E_~3n^Y-GME_pPDJ+olbfwndwlNji-7
zQ3aON4TeyD)hjO@&!&~t3w)iAYm6lGvj;UW=sN&~Vh}lEYs|DYE?8kw<Q5CER#v>9
zOzx)Ge-$boJ;irUdXQCUX%xXPDkQO8!R)zY<T#d%x7ixRY#o-Z=_c^J+aZ<iDGIrM
zte_^v896#;<N22cF_wpA)#C{$|8JzqWd)&YT@}=(Xd}n%EMCnIgBVpa*=j!m>fL8j
z>A1X*L~I4sCfLX^Et5C>?jR=ofUJ5wp6B^HQfaHKkc4{$bvDSz*)tQLepf#U-w5*r
zjzLergitbuhAf*pX%q=8=ZhS<$+F}-raw$ur8EygrNjd-(5pkVb6V~LkJo;KA1JgQ
z@;gX11Xef%(*nyb>y-a_NZ)&}M&`*-+04W~IE8x?DlV(h!uAk7s^q1TNQQ3>+L6jf
zA$=9fcufNV$v_`#ez&w{$&IYNAH412L&eLRSyAmn?#5-*&1=FGx~UZUfA~2~Aa_p=
zwRj<;^09tEM5*G&7RC!A-ShJMd_Ghvs6pJAx!>p+0bQAQb{Q5jBgYL2`t-MH1N0~q
zM?zFKyj-5?Kzb3)ceR2W;k-OgDd+v1L~>UaTOh?@`Dl0p4PsYbhF<PPZaI@}jQb|D
z-z2Kj_TBJ1T%X^@7W>qEMF`7VGw_01>a>2Y)i+q?@h<UZqs9wdQ6PSE8yYq8oXO8u
zD1Xp_WJPM4sCxRj!08Dpw_>rNZ*Y@#+*2tQrC)wX4BgBqlUiHGt9;YIZ{9ldPq6-<
z;Qvjn<Ibo!sJy_cxm&N}&!}ABMsJbn5c5SnR!_xCrg{9nz6YuB!~X{21srGeEXP-<
zYDeNMvOyiUi9dt8pn^AA*K5gFZcDER-^<X?SgA53S{vHalF`FFe8$#*0XZNlRy}u}
zx809L3<P+lnQJ<Cr(f?3fhqtdgznj*X3yiC%zVcWHpv{gI9h-1n`SF=2!puYsUkhG
zwdn=nsVL3pKPE@7Lx&+}Y*=5_6F||JlLZiCsyHxL#OMiDxY^)!6qZ1fvM*ILVm>q|
ziNc~<@&a4L+mYj>@bwfnuIifL8Lr0HrbnITa=Dg1DsQ=|1<sxQd8jE1d&7vTHMpFD
zn_|{SsW9!e?=p_t`6_n{YmdNFIlibFkl#))(DjL5UuMkaw}WAlUNDdEol%E9B%j<S
zZDHh)b_FdNyCkr}Ar?`P&b82Z_c6^ENx8xlvf8VH!TxzHJGq*8x>5__#ci)!9ZB*g
zoJ@#+WH|2UFY);FdtpV%V6Z%_6%?LOqEbUbF4{9kemJW{c1s*BzEGNH`jIAe&`w3h
z8z<up_U{H>H>jeo=MuTJl%P?bf#On<jZb>zP`+}_W))F0QRBbK>P<V}W`;tTPTrog
zN>#UnWzBwT=cQxtYkRyW((a?u|D~F(G66x@ltBSIh0QEYK9;4yv@}Q~zY__w183|y
z@-_*Pt$J3$I(Aoy)hA=QH~ILI@()#n)8N;GsWe43Mbf9NbpQe9(TZU9YCY7*Jr7IU
z99G?23&x7Pz5Qzz=|<)Wj_&DwP+yrOuIvR}Od&=mUAIkuI56()%@*d+b?Ho-eT%ea
z*vZqXJ8Npq@HF+qvf`#ld-k}xgQ6`bg%sVG!>r46J#x3SEEFWZb(N?H*EsL-vATc-
zXRcxpvE1P$vD2!m*v)`d+5nA=<lb`wsq%z=yBDy`vExB`TdHmDGL~XBa*oTgP-8e1
z+E8cf>xb5A637cCd<ysi76#i!ojpb~7|OOcw?zAl^+`v~SH$yizE#>;=Mr&CxMDWE
z>_NBOV}}!NE!0@&Y1tbrgy4NlQoy}4K2FcOz2yd6@$^{d)i1a4_HlBiiy`xs`R1Ot
zywwPIXLwog#M6Q_GOiN#e#qp)%`3)~gETd*TmgWzN_P^`9qVDj37Ic_RCZ-LML4c+
zZmg#4qW9*tsG#1wgAqf=6sK>on3S{>`Ab%O0!t$eU#irSw18Tco{y)=qEBK`zU#?7
z3rny`Kx?Ezuub?%<j9?L?}pQAQ*(vn>~lkhZynu<`M(JZs^QEBx={wvYSCjKM|~tz
zjf^2#72#;Qbn$W|EKLR3l6Pw-BW~JoDfVskmqaXIDfL4yA)x6cZ7d9gQs^U&_3Yly
zkljL)k(FuT`<KO;7H+cwn)fgDNK!KD0e%q>M6MP<#tYcX;m1s4<ZlfMQ97B%=G;FE
zJ%PP)X={dUJd8dCO2#TTGasVD3{W@;EMT#WPa<@W1|{}$;w;tP3q&0;dJ{W5*aN)|
zD;5nw%9gMpWm;ISH8QW2_xV0df#s|j0u?t^ZW)~2C+6#kt`avE)pK4YZfEKV2Y}q4
z@#QKyKgRj#*k%{9@(Or0R77U>B~mUTW?%7kJGGe`mZhaHpT2laLp)af+ao)YpSwWQ
z-Q-5EzR)_Hi`L$=bc_4tU3ZNh36rhrE8tci7+)Q42%wE36naRNut`dm`p#W7Be)M?
z_ABmzSxzLOX|>mHCxz|XaO~c@e@wnKU?qO}pO(*vR4RUhO^LSi;6XV=K*|Z(M+eI0
z^dAlp<TO}vHm(^G?=rbW`<ViYu_|k1I*ze2yI{8SNL!WHoRmoXPU(ZP^4rW;lphNk
znoh<1%3iQVn^8}VS()%*jx1SC`X)LIWE;Jn+$E|v268TZ!#ENb>(h^GL=L5g*!2EV
zW2@zf2j=#tO%@EKy*8C6m91O?@qq#ojFPy0%CcAHXaj;iI_JBZ9zGl--IL0mILu17
zwktiXfgZYL#1=|xhvQAh^=%AY>?@<Axw^|9>P6;y3v754l(A?Q5t9McDKE@WC}G)D
zTffLUXAqS@Nj?_X#`tp`+wRD}c)pkoEbD707Ar%@PXY`E&81xh)ULebGe#|H{C+5I
z3dge*dvT-I8WxfxR!*32tKfP%8O=$zXj0Cs#Z}0jj8r{_t(ZWQ0SV+YQl|G4Y;3Gk
zdK_l3$2+eaa5XJNhar5=ST@(wL8~i*VRUd2REfG)Hn}p8Ox86TI&f8O{tJG!;9P`{
zT1EI?8&m6Z8}ry)q2R~2oENrg!#fvI!d+!iuTna7+jw&2T0@HDg7&FA@-VpZu0$?y
zAFg80Q0869U~-}D?QdUFCP}D)dN_KRp@newHIRK*(pUW_1HX07p!P_#>%!N{{`XFK
z4HcR`=r%9Hf5^W(t3N?u;V74i=Z_YT{4nkJH|_KP=T~Dh(wXzMn*H9XtRWZcLrCt<
z;!jkN+%whOjCAFEt^CgcdS?Z_Gnd|Z#nk5mF+YTh6^uai+$;QN<?BMPt+g9=5^>G!
zz~cvp{tKbw2MrE~V&yPLveo~wYUQw6S~9(!&yw1Q1(w!zfr5B#V8$EGPae&ZPh`>@
z3d&D7p7OH{VL~EN*8zA1sUh$QM{!@+d)aIJ!r&rNrDR4utvN!eOvQ1akd^dRC+*rr
z8_+@#tO#l>9)_B+?{?JqEJ!}X5gwCL^e$rI;`&S5sJa|+fs=(c5|zsJ$!7)tTF;AM
z3edpjE?MVy_C}Qz{>wCYO_7V3`WM@o6yg=3+n&)yEUc-Q!M;EPR(}i)rT|#XVBvQ~
zc}oQw^#J}LX%KJD@zpx}85}Ep1FfJ8iKI&mA)Se-M5KapGMR2W1CEhWE0q|EH=w3*
zxXa2w9zK*98FeO}I%XN7lid7JVrbNW)#H0RDbAOFkt*ZsUl(SnU<iqPEit6;!VlZw
zZw)$0jJC6!Iv{?dF4pq6gSwCONV;K}+};a&lDo>|^cG9iiBkB&`DY*jo_-r7P$zI*
zqq6UggoI|UZV9$Mfq!XT1CqR4`Q{GeU`f(=0)NnkM&+Axl;rT}<V~>Th`3Ri;R*ag
zXL+e`Io6bJqx!%>jf^FomM)Dpv$1}uohN9h@ed^P+O%4yPH37aU>g!7Hv0)Re(Oj7
z0rFdvV51l~H{Vz-%=_cAuB7LVcHV0P4K8Fj63~hMrwZb-X}I)ht+r|p&3zv{Gy`L_
z@&vbUvO^O8w!22~MU@JCSb^ND)H~nes#oSm(K_9pBUB@A;7;al!1Z2zYy56`k{NP}
z@r^Oipk?~Fo&&g_6RsxSE^4Mso|o7hCDc^vG`X(7I90=$e~@(j6)a=)cEv-uZb&|V
z+>v9d8@Bv$k(I7t$WGUh5T~OJt~K-Xt>w9M>EjlfK|e9yvLx0I_5!pL<?}qNOV~YY
zxkJS7U1goOnVq+((!A&}bb@*x&gzFHiW>C~m0d(V|IDjaB@r=KZX|X&=MX_H40Sh$
z8K>^#V<q_puiS<QRY%=Bmp+3Zt%7ecu*p$6X6XrJ<qrGn)_403%rD6{y~`9lQX{AT
znCIT4SG8QBqw}M$L>I{nBKldB0nMJW;tDht@0W4nI_(ZB3!mQQ4&pcKzJo48SwbO6
z*WvAmf6Nw@?yRv@ze7=_2}6){u0WR!3!$pFL<H$kpYXcW<6I3+gn<NLi!|@lSMP|e
zo<c@<ZD;sd{k~6vDoxH}rMW$s6$xlTU91gl(G}i~G;)SlIrw2K8YI?}U>P`N@<qY0
z4_r>NxTcn#{@GZVtlIA}m{La%L0ZZ9BCQHpu!J+Hr4fFBR@+;e+E-;2o4nT#>-JY@
zy6H95D6BlUZ}tdmtM(KA3|9LXLqnRjDi0C4U)tDjxM-W6_$~+Ql=AG0EWFWco@-Oj
zawXUJW6@Ysp0IJ~J}2FI0o5-Ky6;E8yj6l>Fk1E*s2#Z>ltxzN9}<0k4>Y6@K9z=v
z!&deMEaQHtOxV|t+WMZk@R~Jxphhg;DUaI-AGJjfyoMXztvjPOLB{QeL4WPP<Zoc(
zU{JH^pL5Ia+ATlV#aCR*^k~)o3L77MUU!COVxjAvLG7mhe-1cdZaLNLuW<HJtLnBr
zvz+lS*#;#pEVNmP4`!C;O?-dI_<?>%`GMxC>m2s<saH&!Nhb<;UErBy>|Q(PcOGd+
z5Wk`Qb4R}_Jqvoz^`=(gWoNAdr+@MFq1fG|Ouc)yMlu{(ZqH2F_E=3d@_u>BGmnOM
zdXikDDK~PN9=LGb@t&`T%{@O48`Z-X9_Db*=kqqtwb6N*^Il+Bvz5m}QN~5|3ANX1
zv8{kjL^#XTJ|;U=Cy1XGm^v$N3=dPA!FKB@$3C-X2cooc8F<yEr_R{QwB{;P@5@L1
z-SDQqxPlA%)WKU$HniX4rWNa!%Pt@2Yn9IagsOgfo4kfAc5W?$!gu9-D|r#iHrwuY
zxVVRaBg29Tr%~~kRw)ZA(<vmcw<6bixz{FY{;1jaqs4TG)?$4slesLEsLb82-YW}c
zXWJWXP+e|#x&zU2w_7f|L*BqxG+xI}<p!G-P9y*o6d;{~Gm$??a>fhAtR(M8LPhH>
zT-eXpvbZ<lS~M0-8vyGRZP@$b+eL?p83S~<fBGyYA26ni`^oPSxlsBjWQL3R(rBzZ
zrd>R7iHJ}L;rUb=4T@H%E85^z#w}Yu8X$)i2vT6VJ_BY!C@#vrJ$NbSDVP_mJ(vPN
zP2+B&yq5NM4lS9XF3{(WdNU_<Ap6je`LyFk3^yTe%ws_tO@>X<&98NDrtA%&$=D*%
zH1*#yna!PthSsNvui~wAzKP%HMM;9{>Dei4(*NP>Euf<OqIgj{1XLQN85(H;=^lm_
zBu8LC=@c2dk(L@7>F!R4E(w(m=@6y6`+fZHUGLs^?^<uI%~|IQhVNs~{++$g`R#pv
zu>CqE5S$Q}<4X@13nOS)5+3(lhV0y7JoUFWm;VzK9rTLGMFy*sKDgBEMAz(w<Ndp4
zw9x@le{dzrt52BO2u_q=5PEe7-~c_F^2yO4secG?1&*0bsf05?;133_z|pf2R44?C
zC{~+TozhfJRO42?U<dMg2pFVpm7@k&mi)UgGDga%*Ev+OZuC;j){*(7cCw0$lIGs4
zK@QTt3AZ3j+vLQn=svl;pUu&l&Mqr)0SilLZ^5N`{=$0F`Bm;^B5t@CX^;aX&`j}(
zvmMJvmV_}@jt?ZPue3@66XYq7uLBU_JiXB*wUMNIUn4NI!lgNCEE9j%DF+qd8&PkD
z<j=&CY9h&4U)3@a*w=*QqO8((V(j;7b0jyhywaMECMzPg-?L&CgDS1+`=RBbR1m+r
zlE~u=v#J#u|8^e~9p)-qFOW+>w&5XP8HkPwI%3Zwe8)(78N{C`&vA&WvqG%IN~HXp
z$lcBsjf#;5b!JGX2X_(G+Vu5%xr;)oZ^9A*xOA!BrZTE}wcN^WJP6O_AE3`1DFf=q
zE#V1&2MBgTDrJN}5qP4p%D;G-d(5$bLREtU{3mq>xIzJVMH1GJuTDLoY<WE@`|bf_
z7{d@%f6J01d)Wt#oH1Ipm!Y6P_|&aQRy5&B3i9_8n>QT2Q1VZ0NYe3a?J!Ih9=(RZ
z>-Z;IOZLGF{+Xk=IRdieMoe=Ia;S@?6|ugBXq76$fQO2vh(;#6gH_og_{ybKa2$66
z;;iE3@%-&=FNBHftnt;P!2Fw$mz36$okKd+xKR|EqIOgq%JHk)=;?^+L^E_XJvyrb
zw<biI2JwpuRhb*j=AV-T?q}fdWf~^+9*L5n;C)QNS4bdu3KF76sN<WnqHXme-E!5m
z#L&J9OXUbK7(L&5nlO@3@{IUJGjBx&5}_hc5%4d#9Z~it!_a<<>YK=t@JI62yfQ8y
zkWa1;dPNpZ)bat<*4?hzz3;L==N{F^Xc{BCEwg$*#fj@1tV&F`R}~%c)^`~Tfm@qo
zs{fsYo?U|%jF$a1wypI2SbMI;D5sZ&*SfC3=~}FMcA_t)mj`d}XdxMnfYm!-RJ<;r
zl@1i{B&?}e*CGDO%Sdv~!n-C1Df6TU#vUO2&le#6{oI;~uwYU+2V~O1a3z?_C|ly_
zFNSbYRCTNMD9~C4qJs>=7rW@p-)T)i*JcCh>_E=qiqF1-nWw2RZ(B9h)|XxIHRH`r
zA|0U-AuFj9<7o`RN4fk&aJfT1VHuS*!8W+C^(=V@g+pJn)16DLY$XUH97u+=@MQY%
zO>|pwpAg?@yI7%4k(aV2kG3cJ8c22Mc`CL&wNso^*>4-Hg3j6V)Qjoy6wOY)Te%|t
ziyCt65%&Ddx1GgtxC=ORS`tP6{p8sC>>DK7!|W@9eYl2%TTdaJ$%d@25XN9bybE1c
zUZ`_P=39tFQLLxB%vpNiwn*@#^OI&zkpM)w*cuX4iI8-u#;f;KXE;ko+ZR_iVZNy}
z!5Ko~tRrE8W91X0k)sTUS+5G+U<jdM!PufysI2~SYzL7^B2L5M<E-OKSrAqqMw+w7
z1O5O36KIKu5I<i*9$A7q^o^*E%vLex;{mSGs3Nf9rQ9<Vq#lF_lGG~c5#r@6%`;9>
z_cRsV4&EZ@3ym@yOCKf8K|q26^fTap;gg91IiOW^+!p$`?DdE6@$LyFJPk!I@eJT#
zvU`FmJU|m$gOx_SE$8rS{UI=*JBc2R(@;<sEEeUtW~tBlh}v9i6)#$5qyI+Na(u(u
zCPPf&WZxTaQ$$@HUmVZJ)&~3lb2D@1K1M*9hh8PQ&8HY_uhK5mhZ9D>&^=yl`^?9N
z{?afzy%TGlFue3hkGvOaGM5*tvzlkeIeAzlq~DE(X4!?8uOZJ;hy^Z3By;>DU>9Dn
zSMk}vKcjVsFW>+zoS&*UkWIt=RQ-E`>ZY>15zahmjnSA;u@#l}dj*bJ0n%`dRBirI
zg25_6D!>iM2lYp*PmB>Ww87rFYkx#9<37`LJsh3K00V0VdScMjXx+lR#H|4jIEjPH
zns~klbK7UCjkY}6i0HX8QBj-y_2O@z%MNJTr1*1)8PqO$<J{PY-;6hI{ryL2i2B+U
zMV-JOZ{^AZ|KI1HAF*fjxnlHOuS9-sVnO<&{LxoIjFlf4)`-8et8WHf8h7jqe<psP
zPXq_sS$3aaceUdhK3UDv4m9q-6aI_<>*RxETLtqF5YgO4O8Z=`q4HW>u7n&5ARJIo
z!zbyrfXi*Fk0t@m%KN~#yrXU+c?cBZ_hKM*ej<}WoT$r6s^@NU*K@JzE=+Oil3KWp
zmhfqX_gy$!^s!h`69UbIAF)jY(9|(h^K*KK5kY=Vjjv(+qC`&ejGOg@yqeMSy$D>Y
z)N(h59V46(7m&*DFb=`mpp3A*&pZj^yyLc#Iq0KSc#-w=Tk_-8L4d?%$;V{{5hchI
zB?Ntn21Ne9HmEl2e+lDV5aV5BDS7Ja@2b=vfIYK@74d^!UCZ|g{M#WQAdS2n2!ez2
zRZ#Qs4EkQ+&`qIifwij;Ji9@kuoKj96Y7jDGP@$wxY%TPnBMa+RdV-wlf0LF@+1*&
z_77&k@&6L$4NO3S8!*i`013uud^~(S(-<7o2(*c28>FOvI5?_ww0O&y`pX~1zMSb>
zS-!lEl7k)~ngOM8>y>d4Zxu+3lsVKhCWA#wYT#M{oB73~N}4&JUy9n9gld?WhCZvW
z?didq<FW)61)fT34U7VF4J+y?>OnE`m(R5xa8*g<f1{$O4`N#!2c&vuS2wYIWKdyS
z7b8v?s3e-zVQf)0n;9)6<uAciHJcg0IvC(~IStS7evi!=U5;F{#nwLp=06zWjFC8o
z*m0pDD95AHP*+(LRz<*{<RuJ^UBw!I{VG6=uwKgxuXuzF<0FS)z#t<_uZyf9X8{s7
zY7#nlg)N#_^>dR`;Ce{)JV47E2bF{g-Ny9mC}fUQsfE#6k7*B#AO1<35RJWG)yhm+
zR5MP!y(Z6b*KD>xSpz43TwoNHLb||&`i;s=kcA;$WjNd(<M_#Sq=P>&TS@9grqm|E
z6qnu6%1SB!5#$Z2RcE`<U>a9?loJg$S0$!14M@iLk5|M_G@vVRL1`>Rhau-RE235w
z`IMEg4>3q?aU4wPv-*K3bfBK7fk{gjl3yMRF<{7vWkw*oQOIjiY2S)z^VSGPy;K4H
z7#}Fy8~Eya9Gu~8ij8ENqQ`0uz?|VA3&)TRCwWQ4uAdM4bhCW&(mTLR8-I`|k5+rG
zJJ*t^-CRp_FdrT_W-1E~#Z3)DP?Bo!i+BzcyT&Q)F~OFTNzXvJ8VMX+lsZs;k(q(w
z(Kr}wKB)p@qB%du4>Rqg!F494_?Ijlt&yC{`Pl^Q8MS8Gy@SPJ@tTCJ@t>0-ZC-ms
zhnZOmuZzEcriDxw<}_FjB*1ekX?)BS>1M-~tub>WpU8VW&6{*dE>)tWxiQmLA1Y2y
zP!eH>Wr>_)%0i!@TeIWmEAf)}46mW!_1v;n<0f!Mu<v-Y`!ZWivJ2&itw6(vIl`Mb
zN-idoaqDu$6IAvC>YIYE`7w2wxG>2RF&>2!AC@r&$)KI6RR|#I4I>GUP3iz<erJ@K
za|7L!9wDTbe>~$%`WhFTf>NLa=a9dD!4iq!+(hTn85`W(r{vO~3OTL@A6GxN5iL=M
z($5Hf2BeJvoP>4EC=z9=h{gZpJJpkFDt0j;-W(fQmA)>pvU{>jwaR$@n7e=Cu`X+X
z4Ql`gP{On`BMe03#Kx*YlOgW%>3CApKI9aR&1>L{74O2nj#uCbQM8n#Nqj9TlDf5S
zRv6zy##{Cgi#W5ORF*Z>i1nMd;*~45Ql34N^(%N*C*(sr;=4Df;=B<-JqY1M=Ino(
zhcueze^`K=H01c&%tMq-@)5IdY-<tIW_a0n{gApE1UC$1)E)wLB4}89u~jKJX=IC9
zZ$@DwmI2HdQ_0}bP?JexhvtB_<Y-dKAjgjRpb0c9GTupS>->hXH@10{VLhxs^rqaI
z!CSElKE6GR6bg#Q;9@#KH+*i*AR&B=e-SApjU*({9CwzB-}ot=ZG%<oED)EG79c$p
ziBXDPVYWf0WdDn?IEkP-wpATiEW+tj-nT)l2cR1bvT|6jNOLk*;2NQTqRQVZdb54Y
zP|(V&#j()_i&jUT@>5zrqcq9EGNsH%qL;7d1^4a&Lq8^EtgPsGd2IA6&feFgaSG%K
zBqZaw7FJ}@r0?J2)szJP)_x^qDN9@^V2XTRSWqj=@D2CH*@xgs`X^3&nBP(Y4OJPq
zv3{}E%2I2|xFiKG=*jGt#ZE@Ui}e}KG6P$!WTtWgYro5izuM~Nn+*PtsGSLcMd`$m
z>-{J3=d@*P;g!XPU}OLbFQQ&6vXU*e>OW!4tHD2`G*D2G9JewfrS3Ms4E>017<>9;
zRgU8}p3h8Iv!W)qTZuV1Uik?tDXBWdEkQ@yykuo}l%u3jSF58W-}kd;eR-~phJyK`
zvW;Bgq`#6}vW~V(Y4Ntar)=b_4-{Jx)zMF7MMZJ8)*%dWSI)%lK5Y^X^kflMx<*U~
zISR+LP^S3pH85jRGr~|ZE_8MctaSykm{Q;`<Bl_MaRQZiGo5U#fzgt1jh;iBTSaoH
za*TwkJAz`F<CNT;KnlUl2%u{KbajGpjRuBZG1?ZG5Duod0htO4OrOuOQasQYs3WX6
zU<(izP+X0-6Nqpa2;dZ=ixgaV$8<mrdZoeg{C$pSZZh;%|CWO)!(8R+gMFk6@B5^m
zK6y`%jfwbq_r+=-#x(NfJ4ysAU+mjp3h6VZTp3?Ng5xh%u`v8>Pogoic1R{(lo>B@
z<jx-u{9D3b`3FjJ)b2^(w1S9exK+9del{;L`fH$@0(7|r0`T;|hv<UYuH;`8@?yO?
z4!2S^#m`<RMi=Q0H!B3X|A@yRJrs~%tXLm|1On13)t5CY%B-@dLm2T2(n-dudvO;7
zq!Z@e)+f9DP^jlWaLgu+aWJD;3Nl`P8RJ^PRcs>vEr2J%1`m8&OgLketw#TXB8YAb
zy%pVv5J_lmgZc73c0%Ik9V-*@8;pIFatbPt-1ppo_)Ur`Vp{oX-Z@+Uf*~f4G*>jd
zKhNHK4`OS-%B_&UBuvBraU3IrEwP)4KFaO<enJRit&brn%qzIY^4J$-(XNpea0Pv3
z7t2W;f9pADtOI9GCqYMh3Gq*ib;$6}BZ58SB?=>nV&!N4Ad4+4_PjkSo=3a7Ha3+S
zFHR&5fiDZp9(%@B6=`rZqX{Ma7Kpdv2V{gw57sT4^d?+lY`rz5N|9`>mJOBhE0J){
zV1!#Wcc{XfjyDlD0^v4;CIE#A#f%lRbTb&J1L>_N15hrR6(>K7<q$5%ePOq98UW>>
zm;Y{4-lhFYNjCPgT3=~EE1V0Y=0q5^9g&Y`hZgU$Wn#ocrKJQJgMjBC!KH+KAb}Fb
zul#~JgXCo0aOM>(vm%A`C@V#fOFVd+#j5u0ZgJe4rU$wj@J;g^k=6@x2y*25yU+Aj
z-KzAbG$*Z3Hs(a;z@L=xR!orq!ifkmsj&!6HM4Og#uz%5WA9}YJg06HPECU+^n6O2
z1r0&8WND-8RG3+5XgJ5j9$B{jiKD!j&zo4`l8KS}Q@C6tRM?{SIFAu_JE>#rfRhG4
zf1Fg#NoLTnR~(_DKn~~grh4MYNDB?HxH13w(ZHZ8Bdb7o`p<lvz<=^jEm#h(e>?b3
zfIGwesa6bdPTyjfH<QRvI`}7&yq6{Z%N7))+!<x1Rc3-Kmi>~Ml^7r$(f9|iGa-nJ
zP<8oJ6Jkf0HE0Wi4E1F1nHe79!uFYKBi9?M6T(wjEMMSCU?vXWLWX+(nQH~Aq$aFr
zu@tfsPb6qwB9sWY%}GGnmT!qlnppX9EYa|Wzs0InJomfdmsBv58*dAQSH-@NVR(9B
z{yX9_Jh566*IcOtkKK+WZauDxvE=!IA%p;fU@>J>*})*(w5nHIPy3>j?U@hFZ+hQ6
zqMNvqCndSc&%SoWawvzvLV3f8O2Q5ztlV<vw1P`>OPRhh#f~xsXlvRShufAH=LhfK
zY<yC4j>qyfs|3DmhbQCJVZO%2gkv<k$BW%nxh?+tJXM8do2sMXIe0QsuyO4%tkLBW
zoHDC`cp_;@fzC$Mk9H`Agw5z5g=uc>x;49OZ?xA0U+8rOePT}F%vlgZdn$VA@d1K~
z_ano2H#AH=I9ml}^T22)PoTz&Sd<u8X^|a`Sme9{s_mK#?k0NwBJe&e;}j$?67s)4
zkLG|Db0s`sM4*x}B96bh0Xcf3%4}N3JvszjeT>A=Fa_lnWJ`8{E%u6o=;fBBH}AF$
zrBz>!+uEpR^3WsgW^GLDXp_eMRQaF&6v0AsrCF)!V&~ua7t$nJ=wY%pD4GKpED6DE
zW@vcaNUY}}swQ1pddDU(<`2tQ`fO^`Pd{yfjrnZM@CQ*WWewQG1;?>pb^3rza=^Sf
zn0r=xr8F|=8)pXYAkUewCBa;`ig+=|ojD2Yc^84dK+b|N8X5PDn$_x8C@WP>eAMqj
z@a|?og}Uo|R<WAAjNfDGy9B$*(Myc`Q3<(Ta$+HNCrgC$W?614uwyJ1hv5|$6p<Wf
z@Fp4s;V>P`DYV9t7qmE&kB)GWu6+ub?hRAjY#>bSj3`HsbD^)rN^?TPOLLM<#vdJW
zz&FX?!_aM}-E6?6H0eA1D}5?T-}V$zg+9I`jg_QkB~yd0wJS{`MnTxfU`j<KL{TXa
zfJw#Q8Bt6SKIdON@dIa%DR90vQZR=us)?}~m_{%2hie3#=6#Vz_j~s7Y^;hHq5}s3
z5f~6n=;A_&E_QfD2r33|%rldp2+1O`g244u*8{qpimviVa@0G~2Z#cd3_!}8gEA2+
z-MH+>hV6&B!m7+zkQoRE%l!FS|7roPJymTn(9|&4EW<x0y)#gT%Bs)q8C>D9t$*L>
zjAqQw`o7@{s<p-n7=lL#EO4Nap~a!<%1h*=sb7moO<}W|$N{NO0FjO}r(8c4@KUy-
zAuz51zuRTME12Ki#GZ!V9o@rK)5FGy-&JzQZNK0Bnd8Hbh9C9A^<~Tr-NQ!5-H)t?
z6TkZ_zuU8pd-%M=`Bls+nbgCW!`2DiA1=T956Hw3zn@LlS22I5B_C>*t~aC_=Rtpb
zA7*^L%);n;s}}=V3%rcx5pS#CePkkC<9c2DWQ&a2I@lX8x>fcYrsDgYr9e>KsKY-T
zuG2ITt-2N)pz*TVv`$|9iTK+0cnU6{Xp`jl5Atj17j=n2TPjG<wrLac>zYec>&yIO
zbHTL*;hN*}Y~f$Z1vR8Nj3J;ufjhX8-of+9b{_B8OQJ66^HqtS9Cv+e7NteCRNUVF
zgK+h|J1#dsGAr7!FUNrzv>gT!(9(+utc{VqB$|=}-yhMF$F4y0so7l7X4YXA0c~$V
zQM3_Rtlhvo<`UET@fW!5ujk_(Eu@Mz-<Bgl4Yi9vL*&qhfY!Wo%GX`1c&)|hHnRn(
zSbulaYWWSgtzZebW87g10o`iahEzB_HX-j^@^$xgX-cNt%c3W3kUEMsXSAPQYnA=g
zZ7a@ODg`ynIs8IE_nQ7eD(oMd;CIgX)4S8uB@OPj(UVZ5prQ@e@>fuU>$54~oTsgE
z{j|d(0=m<*52<i`Y(n3;<xlTT)0CXK??g{}B3%@1B$kn&2II%uIzpSHC$DMOJvH|w
zel9M&zM$Q7FwSpTlw17u#ihxsy2WE`-}RZBFwfHBKI*|gh1PkA^~Kf{w-)TSH1act
zi)y!%wWU372#-<o!;V;I{CXz;rHGunHiabm?mwrG8dM8XtPdlz56(vqhIdlJ4<n0r
zCldA_AE<AoZnOkoHvd$9d6%T}2%Z#Jv`_v_hMpFX`IIQYY{vfYE;Gz#Fd2GWkmOzR
ze|66bl6*?cVK%eL(Eqbb3bW};h8`8@dYAlP-LnE+pAsFI%~Ue<|Lh9FY<?v}PYR~J
zOa8C!MZvUBi3`kTF&X;*?HZLV@=#p)J-yHR_27K^kbWy=`7qM=;C%M5@c6!X?UR8#
zf>Oe~|G!dwu&{E2v-fa4adv9|@My1Yb<3eQcI0m&(b!y26G)Y__B{<{hDH*Z{3RF3
zQf0^j(KwzI<I=Y*aNbpQ-0n$b`py0@yBIjx_v!wF|EJ?&zT^JJuchiZ`s!r){yOX7
z`oQll+489y6V2+xm@SnYq$7>rC(cX0EbgZ!<F|fij=?yRxc=`XN|MR%W4#e4Ge)Cg
z1&U5i*ME%XhK@8XJa2!vbqFk~c@S2|_$Fq=_>zA4(s)#PJ)$8gihVIM7u?jwvDD6f
z@%AfHf4q4zPP~xL3R+v_#4$K2XoSU7Cx2W$#Hb|JAAM&SoR@XYy_uoqd-uoJ^<(mP
z2_`q)mO_nV09tcT#!|EGTMI5uzPL@!+?Ad4_)<ImygB5K_R3r;y%6Jy=W!r6zZzeq
z>{@h`L^>SH!RB`8V&+`cV_uwWz@ALB(RFpI9#RKCOFd*}Xtgze`g`WyB{Vg>D)8HU
zhL=m;tPT1`LF%&aLgJ~?zID9vajSjxN3aabRV42;6CS;R<V{oC314z3+T0Jii}q+Q
z1RHXj94PybSgERY9t+iPM``ueZTrCM=$kTqS?YfC;8Z2_efM6SDa67vy^*-y%<?;N
zac0J>CagqK@=7pr_S>8nDDXn8gcu|+s!Sp<8W*f&#K#+|>E}IBXKki?Bk`&1rmNJl
zd!F^jY948y!`_51ESsjyL2>0=fBpVN(_R#j+XsV19`4OAc-L#=qq^MVtaRu@&c40)
zbS)~s+B2MXcWiBH3Mlu4E5AEilYCTMx$mwI^}Uk!<Cob5y*7|aj)IJ=C@Z1Y6N1rD
z9Z?oum?D`2x#g$LLHW*#R;P$>D2)OJ-_Ha`-IwIT&3%}8GeK(1aMMjsb1{S?{9->P
zZ{U3Y>nRT>>{jZlC#oXAxK@29vzagOKCwJ9F?v*bx^X9d&;*o#Zu){fi{WpbA?m!-
zyR=x*&&ge~teaN;2t*7de<HE|+sdu%oT6|q1bg}QehFuOKbI{oKpPE*Xo2hTWHtzJ
zctOmAxH**bR?BAjZ@<O&u|w3JXvJ%Fu928gbIjpY5F+5Gh_=l}CI>8v@OQ0ouIR74
zbfoEg5Mc-B?_bGY+whRnHjv#Bb7g)p4t6(FyZ-d=Tc)@u+jk07{S+&KJUoEsG~ih|
zfj^7^@QzLE&w`9K^fHo==D8GHjHggJY<G!%4=my8HZ_zc%3Eef$AHt{i)dSe36)Co
zE690IpoAIEJQYG)s{~b7s{{y2MNz?x(!JAP)aQbT7BGwjB*bgq9~3s|j+%pi&>GN7
zc$g7u{ZQ`wY+c}Q;1?XzjM)k233^r%3$-LbwL-U3WNHult;_KeJ+hgF6BMKzA6Ols
z#8MI+R4D)*hLeng+z<ef6SG?46FI857I|>Yi^_a8Sbtw`GE6LrPb<Fxi4ZklT{*_{
zBv1~36_Z^CM+6j;g((LV6X9%!;N}eGvTAp#=KH6Pb~DxT5{C0I?txsq2Y;BYne!j<
zU(K{e60PC$#G@ba6CoMkellM$1%uB&Dieu<P89-c@!mq7(G_NM!6=VrByPXH8(O9N
zXPt5Y`8^TjC!}%WSH3JYcO6xisWoU269i1P@K_y{E9M&Eh{DWj(XhK+qr(vLqe)eE
zH!>b~ec7!XGoC3jQIog6IoStvBqs>aLl8z>tTdyj4XcQbnKykF;TS)7vc<Hwj{<ti
z{rf9HPETYKL8<)L8sH-x{r5~yNj}PYuX9>Y%sBm}xT&Iq{PkrMjNPIm%esGH`0Ow$
ziB^|T9B_+0t7z6cop{?CMb_eiFOnCmIY8_QJ4MFekd00w59>$Y>|(Pr?%CnA5uWzY
z7X$M}m`64D-{C^T{nho8z@&Tiq49ALH%1#OxLrqHffZPCCPZJ+#-;Fi&!~zw;@S)B
z1{&knWb+Ki9LzI^F54b!oMS&Yu$$FErRe=NZFs+Yv?CS15Z7*L`H{h7Rk;)R-z?#H
zqT8h%G7biD6Xf86b|#RN)VRM<UJIM4#%Gt@1sd-i3gu1FR3f4UJW-dDyba5{6lDxG
zcbvPMN$LH|#vjzjJ^cS%uf_mmEq(U}J6S53cQRI;jYOnBt>iWdcx#6fEk81^$aV(u
zNqL>s=9X*}ggMqLseSg~-0|&Irx3Y8p|c{U0x^R}h39?<f3>xi477-#nq2{b-ijid
zJVqGDHO=Qlhd_ig(`@z`@GHzlK?J1cC-C6Na`b*+we2+#?{%+g$}p)2{-+!1w;hss
zdP(1t@_7)Uo&Hht=V`cZYQt-muq=PI6@Zo_jTDp>bq%tp50`(>u!7PVA~}XLAxr9L
z^JeK`amX$D-$r|7YfR(zl4h0%_Tq{W`vhl}>+t&3`Kgj@e+tgr^mhk<DYk?{H}w7M
z7-mlV@Ohn=940n!<~PTcEGK<ZbT?sVSiv9UmKjC?k^4kfm5iGATl04J@;?)|QHkJR
z4nA^rSXFtYxNR;$l{kQ*2F5I?Vy7L#?|@0cB^1yOXpYhlxA}SXaj>O_NVx{fTZn)s
zX0%@Qh@$&ykD{ahsV;C;vay;`;vIVUdTLn_Mbg64>W?!vV4%1oPLw1+{1B0|wQ?Y?
zC7%qKC~s}M1^;IdDiw<5DxSu(%plH`tyYQ5X*bP@R0_#1$(gg@XLJBz8Uk?Pa9k9w
z-xK6(h!IrsE}6*A&y}bGnj`d=V^zgwibat;5=++uUYgjHi3nJxAn>n<<Izt4VI~^q
zzhrS5fl!6Kqt6$X^`t&g0m$j8cA=keieeWAq7EqmD*KxjT<S+%Ar$40-`Mqst5aR}
z)>AUl5F*jQ-Qdo3;+~?6PnsKNkT~|~rD<pWaSJ~~$jyp7L)#-?BnY7n3B`bfszNR>
zkkKrso@9UU^jT=+MwO(*eyO74ZCztjV!Yh_jcdR2XE<WmN27=_QrdefSVu|9F*5~6
zeW&yC>I5d^sFm1aK64h2s=h<zU6Mt_t@Gxe=(4rpRv$`L)X8h*=UNlQ=@GT)KW@W0
z^as@b6kov$&^b|B_(lWSQ##Gu@W{4;tw~=Bl07|5Lb(=!s{mU*t+;?j@S}sa%(59&
ztp57(<$J!hrH?>5*!*fR_WGevz0!j%iua-XliG{}IpItE<rkYT!+2t@7Iy9g12Fww
zkCxyaQ@MOt#k!6(uDaH(Qe$BW{PSYLLMTb~Gvi;3;UR)V*Noh?z#S`*c?=(pnI#9(
z^4Rvsh3PS;#R$*9x{u>=KdfeVP-uQVM^?J&&nR9JeAEq+u-L&4h;jDA{Y7*o?lrVW
z0&&lmK4>_zQ?;8{yloI3J3lY1!dyJ%+U7rH7e8(!y`O(#d-!2FC32(%)%#h8_g_%+
z!|@<gj7yu?0;0Bg#=Q5)#(Y$Jl(*>~j#03f7`Cqys=GL}s8xqQ2eXC%U<0GZRtEbM
zqo%zv^5H1tS%a{w18bGQI1v~LLO3z;N2^edY}Tom>RHBj1^dtZ5++6h9Cbszu3>_Y
zObL4um!-dC9lM=({7~B_^<HZw!UB5A#bKgI`g#+L?kTYnVA6X>b6S96Fz-p7A1fRT
zd^X{ceRpbi0Qtpt@@h8ZJ+A;;?9zR65DEuiKx;pR)_)3_VGA*}6R3t}b?S^o+E-9E
zd?rop4E9e%z0D{e01U<+gA4bn#tvrM7N4B<DmE1D8h|2#m~qvIqqL<j*7i%bpe+oL
z(Zgt61hnc&c_3zo=FS(ivdu8yy<~9GXrcFKRCa??;#)h73<3sSpce!Ic&OOdssrSn
ztm`ViOo~8Z(vOTQI7{0l=WgP~&X|H-*RNtRjOlc)#_bcOMTvEO$WQTWHAHH2fpmT_
zb(QCr@&#ZT{ZO5$T}!bgO{j=#OHyK~W4W_<@V@*0E7N!H>SZw8`{;@#7vMjsKNOhc
z2PS^)VQpv&jH|Y>UcyCMC7O6BT_3Ev8toLHe_5FG+*kJg#!-=r&d|1HvTCt|Ux{JZ
zNzUPT@N=^`at^xe_2pekL8BS{^O{GR1Sf+%Ml0%JKlWS|qp?uo@E=sP7cA1?XKeiU
ze4f&nRF8fdNnyWqiOT?AfEqU4+U58dP!Pz}%qWg(#mA;d^_yVVk;^L4*nfIV=zzRX
z_J_<Ec(lXo82~+QPl;Kt6qW0I9RGWCNG}Ry`=APxkfV}mQonRiW1qj^IEdmg(S&ai
z39uo!{S0MMfTWf3*L8vElvL_kv6oLgFzd=AFLVTgm>gf+v6VwuIOE15%<35_D<ELb
zxYXE!ZE5mS^fn@$fn*Aq<#A<~l|RC5meRZj;o^S>A^lS8<?pemP_g+#TJeG}X<?Hz
zqq<6d2Lz-5d!B>PKwBMyNkFHP2!}Bl)4=4I_avkfZ2Y?NwBRq#>16GFWh2oUl~Q$N
zK8_H!$~e`6Z7_+lR(u8jCHGmf0~Y3ZKrxiQlq|LsGv5Za1S<W_mL5qKR*6|?D|37$
zOEqg&ie@0ptOSkotpheJ_+znb99O@rh-_2OdUYp)(4o`yn;m`3q{Qk}EAjCjKiVO}
zQ#|-E1!djI#@JIC_j}e9g&%0P(0Jz3CkZo}z}~Fl@%jk>bgDl9@7LY_v?QD3Dl|Sm
zQ4Q_lEX4Bl^o^+MVQ`H6CNS`YF9;==CJruadJ*_>@ReCTJ>}qQVoFQKKdNRwjmMhB
zSKspki~1zAW6hF7jCsP{XDq+Jp$-Rqf{L}Hw^KJfpH_$=f3(WCiO;rwu;$?9gO1gY
zo|#~*J=&#eCsk~J$a+nMEv*2O5iYYCd8x~SOXKe3=#Ba%cjuYFXEf^;Nw0!HDpbA0
z`jme^@n=!x)&%$idUU_vlv1)-f$2Gk1|l%(8Br@B(ws!25g06H1qp`>RIu%KJb5JH
zH;kNw!>hC<0s54Sz2uN+w*031&`ce>yV6b${X?pEewrqv8HAz?aFXuA&?LXRr|&-T
zX<Q>I`2e04mfakN128rqA3ge@evucC2Fb8;J5Tr5R++j3x3n>U>0{hWkN&reM&YG8
zxi+LFP=!)mM5#`kiNpUe#xm8J(zTQ(mk~gP32nOnn>iYHl5j(=T}D&FH>0wJyS6$=
zA^}3D^JRXc6fLDuB{bD7@Fnzez)BY$>2&k(H@^6!MJ&AazLECf)n|azf%1-ZC1k0o
z42Mginr22JivqS3Lcj=pK9AxURL{8X?&G2hSe!}~TIEL2NEM=jtM6=!pN6`N$|j~@
zdMu{DFtRm=B~FO(IS7rfmOH{2zxvqZ_t|RG8JP6=!rjBpwZU_~9L)b4*uA>)S<SXp
zcLVOZZ<?NbQ7bNLXOSD`Wv-Dc;#PrhD@EF~HS&dkhoa8W_&I<6n0z(iM-&ru4Shwq
z<L8-6DPx2=1UcwF&)j^xO^ueQV4b;}*Ll6TVQ}<HH#AnX=oJDu`_NY)4MR9k_usCt
zNh@phd1h_wi>%MJ1!rYucO1};i0P`_vofHTtBq3q48HH~&0nokm`C>NP1IFK{41Xv
zQw!;jSRF#GMvNH`qt1L@shj12q&)F35`6`1z}uTc9#bpoJ{4nnH!eMG%J#)FpSZ?4
z{C9njtC4J03b$9U8Jx+E3biWl9=DY}M8T5|T->OJg<0|Sxb!I_O?at7t_@)cRKAo9
zQK}FZ{h|a@%|vE~aiW1u#3Dz|fnNvV9T#`;QmJEB3fAFNN9Fz;HSQ^o<gz>*b%w4z
zzMg4(`1<C}vvExeF`024i#dQ5+#OLn-<VAO&c|@K=SFU3nH<W>GDT9#1C&Vkj2JGm
zs*9Dthj07CZ7>XRfjkCT7zLpyo6B4)w_JgwihW;akntCLG;(=S;&CdJesHG(J6`#+
zoVdJTmE!X*DiqcnB1wScncT3IIhtCnh7lJg&1gWbz=Nd^L9)U%g=~myFiL*f)I;0&
z%MkeL25%w*9tYF@hPJHE#5dfsG#t1S9~u-|b{Vg}5RLN%!!r{%R1_UCDkyrq&&D~L
ziK<aOn3!Ui5+bpn?gU<7;h@T(gP1CJn4stnFTlAXF+wV*`$JgQJc*s!w$?md0LD-R
zu-py0f^@mFQi$MgxkZ@WF&cD)P4ncQeX+V@gmyGT<H}+SkZMHRLKECk@<_^5y#j}L
zMosEIN(!ZJimgNJfxd2?0ELfQt*Y*T$pR~W^l;t4@@(p2NFx)X9NqjV@)T@02S|wP
zVu++u%P!&DF=hG=gt#3@^FgR3zrj?q)JN%mYW9u2T>b~_QlS7`bA_qLOosxs`gr)O
zIOr&b@eXtsGV?x}x^A>iST(VFhQ*rQV<hf0?e664M##&K$79Bk$q44%9u7n)4HGdu
zXIzBkOkZk@bv{kebFg`MDB0^lxnGG!Dn##ye(&}FWE2of%VS5*@HA^QHC7$SqkR4R
z5Zun|7NkpSA$f>*#^sST7Z;$~E7TbR!Il;!2e?t?;y-V-RbjoB+;68hM2G>8<jvbh
zzNo#=E500b6EWfdGsaleX@#*bsAS_axc1{<(%QZEbuTJ(M=S)#ySmlZ0)~N@Y{sDa
zLZ~WC-M~Hj+MmbhTfJ4X5tE;$jA&u()4F5tt<AvE?m|30o{B&a$_Cat0wG@e#yb@#
z#tqbt?rl1jKKp;YBQ_^A#x}y47C?*)tD@C$Xb9(UMBNS%5l2fV06V4j+vl@1V5kT_
zO9LJg1cY*ys|H^;7^^twfx6PFjrqh|SZ0L@Paym9P8gQ4RF5jX4$b@m?AB*O`qDks
z@X=NkfuNEsv(DG%YR0jeS?@z()qF@~sWkF=nr@gHr`e1e0F-s3n8G;%ChrD%SPn(E
zvpNeY$O`<EgKg%`-VBtQ=gfVFSmxTK7DK_MNr+POe4Et#ywu4+mg;QV)UB__CQ}pX
z-r<GHv$m=061L-x=OZ(Y3%gs)2iH;gf4+<e6D~f7e!K=WN(!VFDN6ub?0Ny(e8EtU
zull96@`EZqTfl3EMRjYzM`Z@YE}=BLq5&?^0Qq#}==h%rd!tcn(??}W1Ii>o0GUaI
zhgh8op5Dlc5rv)9AN6M*!vN=!%w~w#6SVo^EcZI9dmBjPjaA0b8bsoF@^vaeV65=B
zLN<Up=PU%F6~<{(5G=jbr2~Mvs@7a->m}7$fIg()9(41+=~DsFXXT?lfoyBjiK((=
zvaSZ=k7&om5Lz9!_W$7|saO=ZzphIJ>v{Y)u&U^V5mRi*8agsmHW>m6UBZFZqGN_v
z{X{K#N*3v6ig-&(H2Zb%+Pv16vH}L)Nglg4ulMz6VA5kyA&uqGmM%2<8UVLd_@`6i
zKdDNh=!6x{WEu&-l^f}^Y2~PXqT8zKt!YANBnIR}Rw~C9w3b!O#>v(`P3RLC2itum
zOtY|>p}dv{j5K~Mpt=pUn&@nPH*Pvafqg|MXHJNcq~1ohAqw$SehN*q!C#w;UIz~{
zg{G{i#AW4AYJ{gcliy!mI(jFRS}HxQHt3a<zr34OwcI@0l-#;=f#AOD+eiyj$Kirc
zwoNu^AA&F00A;>89yivSPXyy|p?^Sp8P)o2jB$7axp)gT0ys8s=6pO<OSEVVyG=ZF
z8R0F{op$ccQ&AQBL22gqQ~=FaQ5x#53eddKl4u+Ecbvz3|MC0yWC{dOq2dYteVjF`
zh+$!YW7r8Z#)2`%2as%lHf66xbK>hYgY8<145D<)lK-<!f;rqaLO94!xNE7%LjgWC
zguZN)n#jpDXHGr{n?yvj=l}UHbYZBk-ddYdDf`bw0>)A+*&}mVy&!IY!n{0=zAQ2H
zKcLnx;Wa8kXw5UK*|??Im<D(d5L|W>MN*4z2@Ax^fY=Kthtcnlk6vTe`=VCBq<6@5
zRX&l{YNKw+Vw%kr1VDrtv2(ShJ*6W+uRjwon+Cym{5HSo@91Ibb_FI|-zfy>{1+|_
zIj^XBJ~gam#;T3}Uh6K8L`@TVeEAk2nNJqa=p#B8#xVd?{~6^F@h>&@6&FB}_{wr+
zEZXxFTguuML^@@VDGsfM2<?hEcs&AuS~7SAzfpW<rH$;xJg?4>aT(KrLHz&paC!d2
z*^Eb=1<XEe<rKF4j-#1gGQl$>cYTYw!N@vjl%JRD7#YpSm;LG<ef+BRO~OpxF-!GF
zuMaG3kr^i<1fK(D@&qh~Y&GIX;@ex>gI)z-N@D4+frvEq7~7Qdld;XwhFLcI>1k%l
zQc&s8(`WuXwHyzMVchJ;N})B8H$a?vysGkEMd9?u=u{Nt=_nN3g1bs8t#}3|E5fnc
zQ18dDo{w(0$Jg(Z4CMS;nIhKC$=Yl<QMVLuhKBy!(k{}TY4A_oGuQKNl<^!?l%z{k
z-cd1`Ab-+UEkK8M-TLKgQ@fDY@=$V5qi%bAjLRSCX!1j4nc<n9w+0uwh2zGf9IQV!
zxf_UExyk;z?|*0UKfyH?MTQgP5PJQSlg{FKxn6zVY|S<>{w!Zy)xf|Hn3t0IR(V$c
zbA=}(h9hhaKA-SGyvsIibPgZO8)wtm-vgTb<XEIqs^ZJ@D{mV0S)L8&7;B?Ab)U2@
zm?-c_r~f>NwL*OZXAHA4imfG>KpAQ$))KAebB5jWfvIr9d|~|UYYsh0x&ig>$V~R~
z=U}a0=`UL_oGISv;mU>(5C+B$&ayixq>gdY3Bb*0mg{R`ZK?QkwN29}fA*8!EkEqR
z9_~8sw$6(lu751wKW?SA<9EN)@o;t@^K;zZi-dZK_%<meYD4oEC|T!|0i)jjy3LL1
zL1c)1tKBV5ucT(VXkV$Oom)hOU!nW82$cr0RD@?1n`_4VWVY}2FtX6KtF_j?x)&zg
zec5mEUnsP^-Q5!CJMr&dOI?t7K`5yiDcV=8x!|Va+AbPXC3&IZ+9A3_QU`Wg7I@kv
zbFje2{jD^vjOg2kCV9oC9;J`FNt>FxqJ6#vm%5H4C{-O+v(V3ECc&qM-+abzq0c2$
zq|Zv}Z0(``q~m(NBNpN@o5FZ{J_g%K&y3>RK6z%|z9#9A%SHJ6=%$s$ak<#3T@USh
zVElCmM!s9WK_`o8JEW~|*&tqfu|Gj5zD(kDcjY#*N_=zQ<h-c1cqj2Rrb~jU2KBhX
zU7mSF&vnUn?8?rI)=tz^v29NkoHgjpONrU@S~g=t%<RD9r<`BbOHq}@ZCd(;tba!-
z<>oPPbzrcK+_4!+u37k9Ou$0pHfw*;elZi`tt9#FXGB(G_^(@oB=g!j4aqvt&+40)
z8x<?btg|jlP4Qo0G+8mQ_KiAqi<LpkBe{IJ>?zB733#5Um-yUB%ITHpo|pPOwU>lJ
zMSGT%*_^lT&F86qHFLgLE&X5Iv-J0zQI5<Su4EQX6Olh`7HGdu;dzXFT_jPEg0cF=
zEdR4Q8r)`V+_`xNlPp?YIi)(gPyR8odFw8>ODy?Q^Uvpr)+^1~_IoFWNq06lJb2Cz
zYimTf=9d1)@I`Od;RxY=do^CpztFg5Ss&t3DOmGyPnqTG_pG-kuCo_IcjnEBXuD;8
z-MaH;<Nm?0rM6?A%hjRGgYUONSF|3Do3q|0E%Qq^`h!zKix-=?Cwu#?8qTMScl)~s
zAbPz*x26`>pBJZfd%wQapB!nnvqqiYo|VtCQFZKl^@pw)UFc^WYqtJ5jQZ9*)*~0=
z?MVLP?QB`XhQ^%kqV!qLcKc1l-Z#3mgbt0e#oL1=KdELcYsCe>bNO#s65~x2jm&v>
zH*W?|IrBI0El#mGdBsel*^%?)dpplQ2-I!v9^HJ`3IC^|^;K$9#L44K=7zS#k>;Yv
zx$R%1EyGj~zK#5^QkHz*OVZ>`5-c~FqYzHfXPPwi^4`XQWX9Sfe6?;rwtQ#To4`IJ
zH}$6Wu*AceK^O;mQhwA~R9)Y}hA?hqXw}Z1^dM|@m`>_|X0hBU1ExLDTSaXyrpXq*
z`sboS-@54|>F&@Am-0X(?XDBD@Y9<Js;|vc=Xwuj``%;bLApPGx4um65;Ht|auoL=
zjbGPbX_OeHxnA-?m1-l;V>Bvp;H-t8na_bkEU&j9+qo~~O5&R1ki#Gwzb9F*s!+_p
zTIQsvS>rgEqjg^KQY^;qJw3=_y_eb@dL1U*6*E+eBtGT|aee9`SnsSnT-YrT){xP;
zp;l}U%`9<B*9=SL{Bx=3%R(nyGWXJXm(Z`LHYIERb!z-*#5PR8mWF#aa3nGKna8_1
zuXm+y?ZjIK?HAxB#wC2gm<lSN%|;>nzqqEvxWt7mL<O5XNe4;DNw_k8B;<lW9XM<a
zyIma3Zgjg{)YYl;*^<QUlWo-9JYU~*bm~BElazs-4xHH43C~;6Ew;*WlXf2=f?M<F
zO(nZ}>b2cbz4!jtHPRC2QFg4TwRY>kJc-rGOs7Rw_qq5ybv_%C3khQCJ=~)6$Ta7!
ziOh7Dh%4ozHp<Ik6>you;8$9%&L>+c^6|q#{S03_q#Rpe@8SyI;#JFDcRNa|gwl>V
zB7*ly`E2k0C+PU{#caAQyy%8{RU#X;1OrYJm+O!ldttP$C*FRP;}U+N;^(-Z_AV)k
zue~{cN4>aCZ6@2e__Eh{aBo)OWs;C-`1L*WL~mh*9OBcz&OSc<)oQ<sP<J26p3fu2
z`a^_heQPN>yj#cd8jfQz%?xB6UF^GrZ%)&PDNQEBf7C~IUz>~{y>Yu*$oTZ~zGheA
zT&#I=;bP#Oc#m!Ts?YJ3`^|IL&`*A0QyT)3moFoBC>hLOW>KYUrQ>(UkE|)Ghf3dp
zmc7zFH$!Gt66QwUoVhoi6HESLn2n#>7Q2@#yvIF~K#|lxdy)R>ni5^AU#i1WaD=cg
ze(GPpXQ=(Lm(xDt%+#XIIKA}_zcQ<*X}J#ikN$Yj=0dK0QCz2ka)Y+^pj`JLpL>3!
z_)di7Mxx9mnwhSA`d7?^E9L-R$+=u!9p}`ofP0KO_8FzC1Wj?q;fU#h>8Vf268fc_
znqkTJEWX>5wog)Pp5IwqyQLgce3}-DDyv?Z!0w3~f3wv+d3k%XpZ=jCQDOO)hqf(7
zPvMP1VCY$tV5QJ@yGmZxZNISC)X06$>fwR&gWh+yrdHOUZs&Dp6@yKhF)`4~@kekm
zC>i_o*5~2!dFu{+&pAo#8ogrgy|=)|2aKaprsY58UZq|-@598m-nqz4ht}S3+c}1d
zxSGXl-B`D!JuJF(RIWJGv%3A$i5(uH70GaU#}93v;Cc2kHuEI)Qz7ihPxX`!k^5xe
z8&9zfX0EW14?CsuJ*@0Tk^}kA=G<m|4lbqaXYfC9<-1eJMimzn<FeCb_A!eFcN@HE
zU5%90x6OP+m*<b@Qs*}Rh%Vob3%#LBlI*Kh@g37qLe?LA{@5MeIL1+s^Vnf4-w(N7
zUV0pCDu*~&fI94$A2{(yhrS=)<fgU0Ykp#39>uTQ^|I9D-hnUH7v?1AOx?oQEGq%S
zgK$9kKAhA_yN8s~G8lid1KCdfC6GY%SJ^oksdtk6ioK{GZrGpIplr6F?K;e#Y++46
z_3vV{tTWFn!0PgNdkW6V$z^p(a-r1zCdBXGU526%Uo4^U@ptOW##2JaK)OV87uFyc
z{vP$Qjnzg%hFWmEev3SjO<Izr4YkI{fIlikH)nWPsh;~xwsk*i6mJQBy!XAwhpQ@Z
zmcsP?-!ax;W^v+W9XEb>9{2WBSst1I7Q;8pCS<mi2gyMh03KdPY?-ISwdpFAJOdf=
zHFiId$2dtJp2WG?z`?@i<=@<Jv;)=otVm+mA?i9e)Yy)4Zb-cjPR$|;!3eLBFK$AH
z>ga~UpR(P4+cH0TCP$mZ&KwOJ#JalRtQ0pPgHrVx8<H3U$nel)4gUwSxE6k+qTkFB
zF3SR4JEgB#J0odHlTBiALpZydZg!~sCC+CySc1yP{sR@Zx5KLaAWtE-qO$06K^s(E
z2<(bRAeK6J`G+R#)V#vz5oLxBC<52<c|^rtPY*ed)hFgw;KEX9sxrM=RwZxO9a2A>
zyi2pYn5bcA@ouH1ofp-84f`IJNzkmZ*__t)`&MAgE9lcl>xckqzM(t1a`e~}=26z`
z&*|4rG03Z;qKoE@6#)+Lr)?RxLXQltTbF@}y~72$kQ-YH?yRO)^uA_%`l>qvJ7%M{
zwom%63{PU-AB-8lpkH2y_CL6yji4LJIML18eCFwq&L-GVvPCOji2A9b6NfR&F{#zE
z_L<n>dd+3cID^WAcaz<-L|}b7&KIj_q$p_VPm>6aS1r^>&ktu(>S;S?e^=?u*eeG^
z{Fy6n%1wzf)2ED?<w8<OG1a(bFXxzoXFJ<xOX<#iMIW!P*2leCf0_P?pW4UvXwljB
zJ@{p$cpc>VFtKNue(xQzD<L^N_UH3d`&G`Y6SyVT#y5Sbr4F_nv{Q5LQf$6K{8Zy|
zL;9ln46kH5^lP)$o>boX??#sdb8~(FU(38V4&f5zk7%-KZZiQ+)iGI3a?7G_sffIC
z7|QeF7AM6Bk+}Flc30h2(?11XbhAEnSjF!VJJ7zM9hL-H(#cLw3|;Og3A@hBPYX}a
zWRMyTo#c57BbydzIx+=01+Q(9J5+R^E-Z!4io7unUcW!x{97Mdd*E4r=(bm~tD}6y
zYG3A%e*MN}IbhF6yWiJNIbU><bo1B4e*1;Mw=ZqZzvra^&!zVDj>n)CrOTh&i`aG&
z)1vku!ADq$K!(E{H{Rmm<;Fyn5mjX6!&7Aw^Pg?^4?Fo?8D>g8MLq5|K4%*TJSmi{
z&73q-nNzjY<2ptHsmU2=QEWTpL1ByfWUlT(C%*rMg5*WZ5bN2E%kfM|AftVWV>*{_
z$Nf(uLvNTP#v`iS{f8<n4z6vh=2Ta(lC5K=gzo=vMW^}+2a6HNk1Nkw_pWpH6W7Rc
z=z{W%ZJ-;bZw2|F7234xunQq#aqBscM?Io^d(FbwKYQX}eCI)}@t5MC>@<$3o!dg*
zaMiRSb=KC4po(L!)2T#w-|g)o!DPV}tuA!rnqevaHv5U&!it!q-TUWx!Ow%Q_G{tK
z9M@<QKe$j$!Xmc;T+zPxHf+a;+-4Aps8&;Xso+YyCM**|{HNJOElK1&ti#kmbs*~~
zs>DiRuc{{L=>g8I4W=ZiQM4wvdH`3t%b8OUW$Q6C3NJzknrkx&p{+9%aufgQerTcU
zJljfS^@}rCSFwTpi~PktncMcIb<g)6?xj(uGMyrQ07BeU;2g+5YT=?!y!TJQ|6#-4
zro(J))7l2RG8F-LTG0;I^IRDwPdoaJpMSk^C+2=jFA*w#`7bWIh`Esc?mkqI(bDg8
zm}{Q#ewvLoDq+dX^-q~1sNiM__!Ctm%h1n4mCyUh7oWqeF=qx~xoLdTiv?anozrEt
z<vO;Hs6t8m;Sp67qyHF$jA%3%PTBp3H4;?);<=Xb;o0(fiSKL{zCOAtLmT#yccfq4
z9~duwJ7@JJVGRgwcZIx~agx7P7sy(9)&X-PP7!*5*GqnT)u%rluJ#U_H7C<sl=k6%
z95Tn1;}?z82!f#hwLQj(7(f5kRPtRZISaUa=KH<w0@HqwF8?qrOg)9lk(zHtIM13U
zHG_Sf_%1xu{c^MZs=v-F^tP+?-|)`*%(3W-*!|ylgZ`W4&vi)KlI89Ck>1z(ToF8_
z@g27ddvHk+<It~UQrVu6DXE7F4Z)-9jJb1xptgrEBjrgVZ@iA7cW+i=x7V7R0dEDk
zmiGJdo=39IGo0@cSFXi=CM>7cNoi1EZ%dS&3v9MO{$8U<xpyrR2hC08Z-;Sx=&@MY
z{yR>tyU2g>0<IqQ_KgQ2P3!7U9Y*Z`)*&wzX*u?ep?+AW*7MVvDGfC>WQaq_XZbfT
zs@)pS1CI0J*~>c~zPOy8MZVn)@>}A&aaCd{*EWGYkSsJ=?TFFnUv4jI7MXCiw9lWC
zsFu;=x6qQ!-aGic4J*q)I!>%ddC)YvEtT$X{(kXnBTE))u)KK6(&0(8oC0g|9^bvv
zY*)0OKbfgBD+EvbJdjs@@y1y?Lnu;^Vh_0>-kt*BtR${Ic;V4vDt_8#6C9xQr<AHw
za&qzFeTDdiS^V*xb>IBjkDjHob!b6G-ze75!y)gK(9G2z0e@&V=~^;p`~0gxrOw%K
z=SVGH9gNV$)Nk-cFNo+=OfJ&<ZK9<0vSZFm-y7yC!!PV~ESezC---&#XNP>;V}rlg
zwuKk8Ds0c<!$wrz?0h*F!4fum_`yOqt$I~&kyZZ~06BtF>zmr08vh@r-Z46ot^wDc
z*tTuk$;5Uhwr$(ClMW}DI1}5pZQFKoGS7Ryv%Y`b)wO!nkE&~3_r3S7{rvIFlJ9Wi
z(Sb+#LbH}DJH*o}IM?+2TZr8EKxH50k0ESVRqM!F$eI2x^io5-ir?^yGr@%Ko%=C|
z>5G`WFxRehw58ue8mosb^dy>(us4ZTI8+t%cE>P3c;DF<KDUgIyz3EKTaa5O1+3DC
zTT9QgL>VR)KLag%5xS&!rP(QaArBX7PJC50XP&9<lh*TLw|2$fd8(`p8A(Q`(@~ll
z0PZM2rM%?;qEAEbqj<GFo?>_#YTiKqwJ6_B(DkB&EbK9$8eGaTpjvD7e3MkZT|0GE
zrw6lUBW7*IuQXDeZL*|o6>R<k`wMe)2Les3hFx~K^Nq&TPGU=&`G+>K`l}A+6{@Tl
zH`-T?y0J|IMTBqI<b<6Gl6cgQxF1DM4VDERnkV1HLRX3lu||qKnP!~N0}quW7L3q)
z9cl3WSDDzQG99gxWNFTe$K|_4&y@csCizBkXny0Q=LLCZ3)fytRIVY0>#;pXlU(A@
z{H>9D)obnCkLb>kf(6Z2S^EzLu#p9QJ%2D=B5%GU5EG}5ahv6!X57Dqg>3MoFNI6w
zI{?8V$`qZ<1Ak9mx%JX5dzWF&@g=`6AFO!zhnlH(ehXi^@SI92pGrP89jySce?`pi
z+$NGs2JnpuC+02^%d3!81l9HpKKxajHl7Sbp)3S&vMJ2MzE85dIE5!9Mu>vMQtPCf
z1{ZZlxjLWU0+8ibVvHGntE~wBT$nL|9a+2iZvxNb=DDn|Bj)$23$c*I8D6YjepUzg
z2-$=J^O*9Lq|#$~=g)5PVjZ0&jcrH9pIEkA_}-=?3G(dJRl*(i?3o!(n>bHFhdlju
z5v}6s5V@lELdxMDUl6%3ut^r~w;J!5r-&tfoa<c+eP`jP2WI=3=T74D?!|4nHe#FC
zGw!&gTTGuCxBPz&wimdhW3PaB-@2a1t+EQDD5@sn-r#W#IQrKM&inQ~DU3TlVC%2G
zc3Jo*fDXQ$CCslaCDJ!n(a$~X*rhG*jDjTan-fzNhg^TXtFbu*OnF$pUkT-NTt8;{
zjx|g{1{zgBG0QFhy7>ni9eNsp?dFmz`q()3D0}hd6Zvf!>Z{%8aU;=C-J-kmonm~8
z5(7>B`D8=9*qjE?iF1$ANQon(%9m*u==KIM)V7)TNh81VoT~1)lZ%Ox8oqo~mZ7<8
z18kxkw!N>s57yTzzKPSdTX=kWE>_GRPe#BXctCFY&0lK$jEusadBeLJL`0Bv^x3pU
zCpgs&p){0=zWUNfYP}rYw2iWUsv!X&woO9WS%12136Q_4;k&|L3E*__Amo1xU+p%U
z-Xn3peBVufEY~`fallL|#+k(2U<!Ob3~Wu&vvqv8TB&C~C8h2lVw(Ebw>JL;p=JR-
z)RT6p3%@B_ma9+&5=%Y_q1EhZUkWoAB}QDZ0l@FZ&PCpcXR^vmhO(pdm9`7#F6&2a
z+1L6wspqr(stL%|!Pmi+-KVWWrpu#{2iLs)D(k1X+^5*T#>b}YyJM=iUCgYMsNq`}
z8~Yo9zpBLzVn}b7YW3$;s&nO~B)h7b^CQ*<x2p~(F*aVT6aF<V)>xR@^`&r^#>dNI
zi)CXtp1?nr7LRhx_q<sVT5FJ7;00(>hnv4a6G9Kgr#qemcjtBgYg@49CtN6lKzru7
zF`zb&;$3{5;zbAzpP%9AzqX~oW`8jq#7>&vhWuGk1Kq9nj5&1cr!L$@R&QOzwV2_>
zw8a0)7T)X+NL;<d<tn}5srfw$4S-4PKjNU@-I?VX5o;=aSeaJ#kr03Op?XvI@*dK0
z{n|%Lx0!1uYog9lW8F)Y`>jFh8Lj1LUet4h*|e`z0Tby!Lorg8@b6r(arfB4<-uKw
zIKyvRL>MmP7__U&4IU@kQztx`OTr2kW3onylSB(M!9^C(A1nP=;Ci3qK5cG!<RBMS
z?oC>a1e>Er;L{oF#%;CW^qCXU;1853S6~kq9dVwa482BY@BNiuqI#qmcp|Z%bf(gK
zFshXOmvoRRgJ({65%E5#9z^9qJ2ZRPZq@$Yr5hYf^J!(y{c>2eZ2Un}SOpsg&k}Z=
zp>Hf0K~LQ@-^_MG(^as3WF7s68r4=QH^N7_LU6b|723YoGgl_hmu-P3mW4vA<fv7B
zY5<{JyGHEm!DyK{f=eWG+j>1)u_kZY0kT++)0g~v%F?$M8?B9N_jmHHncQ9Bth`uu
z-SWr$k?$~IJ!yIVvE&%EMNm95mA{gtuC9`l3rT9Utw4_IZI%{+zHWC`TqIpdH_XeT
zq{OWm;P#Z5C~&d+cj%if4kCTYn_oR<{Ab1(Io{|3ncSeQoY1xi8`r$1?kJt)Ll8DL
z@N+p8ssgZ_#;u%Omk6pIhs7uJo>}R|j~NU6Lm2X^0D><**yOeM+OV~-mWNC|p;s)2
zt*-&IclMzad0h;oZQH!t!#Zqu)s1Az<lKDk(cCchP{y!S1l0{x%iQexF{>U+?~-q(
z_@T`3+>uRD(#HDE*1srT&#c!d_`gpl9b0w-^7uuGUL%cM4bDGPSDvIt4gLVXz2;Ug
zsAf3p@BDE?$gZulezl#JUoLZItnhSgcjBf$I2S3<e=UyvYu%}{72`ST(D3op;n#}}
z?z8&E^;*-9FJ73X%I?E)OfeouWLl7uWcP|saL{(VafSPxhSoTkU(VY$!nQve_wK)2
z7B_MJ_;!Fzn<f6~3D2xTj+aC^yNs0fhx>C)i1$+SlK|dZy9HUW#Q@;z;El%a^L#F7
z=mSmqYSG9uiDPi8PadL*D)(Uf*$t^HIp~fOqRPOv7ni4L4NLMz7#Tpr`O#C3c_z-V
zRc@ke7307NM)b?ky5q3aifN&buuP??Y^0RHckB;$$g0kC=g0!oDg{!P@p;wi(ehdr
zh93L-E+xC?IDFq*Sy-3crza7Oq}LgaS=5$a5^2kG>n2k2d&<RB(H`CgVeLnmFuCs`
zC0?YG<UfBoSpz%MS3@r~!aM&B|2VTo`0hIzu4NPSApbatp`&j<5+4%GKIMWnQ>zx9
z*1jeY<q{yQ_hWk%_=CkJI}TikLydUp!Hf$vgCiqbCjG1Npr5@<T#rnbj6_5@U2Up}
zN7F*|u6SGiE{vMrhx}`j4uCyj?wOK@Aula{Lk^ngfzBcPIq+kOs0!R&&S6c3Goo3U
z9H=RRs(8>*Ki^bAh+RM}38BR~d$HwlxXVaue0k4fz9>J1&R(_w2p8$g0)-#16K@XC
z{w7kK)X3B^QvRs^U!S_^v8OA-I}x1yz<ot*SYM(X{r#X@Cn=Lm9=!~goVN^Uk8uxF
zD6V_iwvQFw@Y+<@0Uzs<HT(|<ml;o=;+PQb?1woX2%aKm!RAZhgGTO2ZcNX->CxXG
z)Out81J2Mg%N1D+W8gLCV2%faML#Cg3?=f$Qyd3JznpAjf%4#7Vfuf)t&dmFaJKHk
z_vV9W+9ZAvIOj5<ysdi|(rsnqnmzwKCS-@Rh=WUH2zKf7H+NuJ<u>*U&C=e&&$vqu
zTa=|%=Y{r^U8rx!<cj|E^TQ3f-`$eDYNHSk{2L-)@FyR#^9%P-u^okl2Yw>bPsD01
zNLrcpDBSS!Yx~Z2oqWOf_GALE+Gh0Rbh?|{zG+mzn~x67*IV$<4J^~yUPsEGP`8kN
z74GKF7V+_N3;I4Y$x%ydf~&mXaw@NzJ+JOmE8oO9T|qluXRs~t%Q;0E9osba%j<S<
zxbIz>D&2Vfy(|fu`^{NcGk5j1%~IgN3@gtcMWDrJe42~4<+h$rs5_U^kUMk!q31nV
z%w_s71-Wk{mig6shv8Ou%Bm?-3anC&9u?7yIpzHu5DM5fD11)^cwPG}YgO%$+Y0Pm
z{dch$B;yq28*vZ_EWbYFioDdj?le2(iX4WFL>`~~ZZej*hcXa!&kl#|+Q9ci)Zc`Q
z>u8qVS(^U^9$Iv94x>w7iFd}YPVFn8&wQ%C+Iv%&U!M$%g6dh?r-xS=K7EDQs@&By
z-B4QRDH>4if}ulv71`$6R#G{yF=xa-mOK2)8XeKwia8BBk8(Ri*|uu0O!*d?nSZ=p
z3K(=s=F<I)@s+3<LMbguQQV??g}M`tSSefDU+Wwar(1V^^DBKz)sc48Zu2{Fz$d)V
z!&iRe@zlq}xb9|zUHd|aQVA|u<}r*IEfd+oM~yG(o5&-LEPUqel4Cz9#`=jxv)Osm
zoP>6yKMb#-a&=D|&Se1dhXqBos3&)c5<r{Gc%vQa>R{$xfzL&x@z;~-1+|EUAu8o)
zeGHc|g4Z3rNt{8CVc5PxuejJCG+%c3YI3KPckRa!1TLcVidNH4(kU6T=4-Cin%1Vu
z)|4WzxkT?SvFo+H<oEeV3i^FBc(KABh&6h}C1ym6=SEl{;nK#p!kwmstyn^DdjiCk
zjO$TyI&}E4S@IRHiX~HFKQ~ppqBfVFmw~5^ATRu$um_iAQ9p{c4*DyoD#`T;<LRMa
zz2#Zj;e$F{kJ~Tv9WSltcZ3@75se=4(Yz9wclytrk~kAZw>1#9i0rLyn|6YBJB>Oy
z_UDodQ2f@t02M%I%*9(rDU56P$JW5=m!$1vxp#FG4avgJ8bd4DM#Vm?T_)V>Rn(!`
z^;;}N609QteZ1JP?o4AYqLpKAst~?%JI(V>tnxf&F#3j?z)R{~y*vT}W>~83fw_6B
z{_2Nkxeo;H`X=-xJFKno2QTLO=Hnr2;(3$AV;kukUt*k1D0@<Lyg<CQPdP-?{fGPJ
z=dun^BVC3zgaN|4GHH9q4kro(r^$SkK)XL9a6;vAEfn6-HtKad?I{bkx7N02Ii3-l
zL3EZ+P?n`pj_q`#(eNMi-*raL?9qu$;O(p+xwUXY7!}8XP<UqRD%<f3i<J)U;54I@
z;l@J}?9txx3eCZT1F?HW-N)kNuF)%@imf7eB?HghoRS{FHLFajC}N49mOq7(iHIfM
z%89T9Cu3(enD~n!q6hhQCb6veHGgO+Y{_6%c8N-e$Cs_Q7*8m}=);`ybdVHd5iPLi
zyTxkUEdehFzRF#x^xx%(_(|3!F0MNrHK3JaDQw-{h1nr&gdbYj%7*C6u(9Fs{fq})
zn%2`ey=Ss0$*Z<9$iRS!jSH2_Yl0kNoO#X>L!0d%rN}5TLmP_1hJ-I<w<@MYJk(=z
zUq#p)8ApN0H3nW-X}_9~3kMtQT4iVV50B0<P(Y1&O=)IL7<@kqr!8b(3_21+!%ep-
z%2BXTTD3eM0G>q~Bej+14v1xlSdgIQ^eX#)`HWdDWtIh}na5NPc4hpSIj{<HW16wB
zLpuk4HiyEkO7vEd1?|;{GB*WzY&7X|S#oS=F(>yrtS%86nY^r|Z)Qy3d^6x8JZV0V
zjyFMubF5fnRxlu^E332eM19lA`*$wgP||GV1uwcBTJbY02_NP3UD{YvK0eKKl|dr`
z&!30x#thuAK&8|7XbG|>o9ZUL3fW3!i&vme+fylCCx>^9bke@Nsx4Qqw}I7B?h7P=
z?yV}AtrYc*NTBCuh~?ePaoXzXiHZ!P2O5vbUT=ScN?z&v)0$_K6&x#d9p%nK5ZJMe
zm*0#2X#C}G>U&c6wd;8L>I+k~O=7h9ufMCwV{YELSAvtt*HkL--Ujyul@8Vkqdc<`
z%Pj*Rg^vnDI%z1{%;xI+UR^^EEzMjjx|{P;)`tyi)GfHL0+)20uA(EUDn#?QYb`u6
zW)i0@hG9O?=I?M!bENCQ??7N73r=IoF&tQuAZ<NjObcIZ(hk8Cndpw&4X)?*yeHN6
zJd?hcRuI9>1ygBK=ASYuu>}{fFy>GfBrax|3GovMioe$BY9Oybsj*woyFB&$`NKi}
z?sNaN9%$UEj*+G3E#N0$K<KTb7p8OXR(p4Ln{%BBx=|6h@gFq8I5ODDE_&|rz3yyQ
zOnZ)D&5VWo+={tyU<NHzQg`0a*;o~=TJ=!e8~nFA#8r<IUGr?zC@x3m>)n#*_SfZE
zVi-$Zx;WT+z?(0;KV#@8%iXJCXmA$XpgwVWC#2+7h;v38^?gG-t&%Jge(HVi=32gz
zQeh!~3)nE54N<-Ju&op%@hTuPY8&R@_yB)yi*;x8tsvF16Z({$gU@TqbnQMluiW<N
zTLcfC3M##@xst&dP;sT~<TLd1-SaVp<IZSVkzo@0{8@YBgI`2cYV5V}nNIN4_<^}?
z0`n@3+RkObIRZ8iH%gcm+Ew*4x+j)tnbENfri^bq(&71lxnIIH+PIIB%3wI4_yUN{
zHU?NV`2w>Jj-<FXk9o8L6XMM{{67E;_LtI^7(l_HP{YL$o(du-{*Nx0;1E)<(V5tx
zxc5}cOyD?Toh&7Pq?DrfCP~8+&M`+q6|pk|l4gWH3wsfAWEzde-J;{#at2XKH@S=^
z#Q!k@z?U@W1VMync-HJRl3A?U4L<MYxnKqtuM0GELhps+N9Rvha&;eD&lK!zoH@_-
zwC-UuVrlj7q$UVkk#g2a-UV22KCSc8lQSUD19vFy2G`1+yOisn?uLwG{M`1|^%~Sd
ze<Y>KDrbGK@d=(#<a3>Y15!jjk#f{~ALFL6XcH5QE<oul`ufKxvI%!rm2991xTBjI
z6E9?-LE)l#6|vIDm1l$@0#;19S^vmz$_*9eDoCO~R1OjZJb?{JUgtRfrbkObgT~|R
zDaA_uW=07<8`X)syghLyXs_f^uVW(I0MM3cF|=JCXmJEzam|uGutlb9ZPI)+TG#mr
zF@F|MDP<4UA3L0M_;}t-v#4Ft27N7gW0XmIi`0g2jpUug_a+BfealLIn<RolRqNXt
zcSlaUk_{emG#6#KlO9Wo=|aa^@4=0*2{k}AIwxwRTSJXgW?uDbR`k<jRKto3wZb<T
zCUlWr-PHg<1mu*~2{P=wcws%eQmmNU-58;EFkDT$Klpux==6)DnCrTQ1nL~gkJON}
z2VQ<?Q65Sb@x*~KO6xfqxG27)!ZXr(905*&7hfu_M+Q=^O-6XSt7~)rR7I(aJ%}3U
ztfGp1ac2~&WWI(NeJpd}Q%k(KDo~aX9x+gu3p&g7Vpl~BOkS?+1E)XJ2`4qM@TeM4
zWpmV~=RD4NV6@w&ne1b+m%Y^OFw%KZmyb&eNfvayRONNPm=u>KvZWK~|HS07)8Tu0
z3+$$In~7#^znJye4Y3gP9@Fm4U2G&&HYQ{+E`kv&Bu1kHB#YMlEKH)xqKg)PF@-iV
zN4eFCxT81&VmdRg(J5;oUm{RnHAZ`VShYUBI*{LVuA%4bdj1U3!|k1W<v#!2m4v68
z_7uKEdQ8rI`wtm~tu0i(2ssEF0J|}M7}GJV0~_>lG4!m^Us#=Xio$hxXHVTDKXNYN
zNonduqbG)tAG_}kOXtYjWou&8%6<OFiWBe8?ElLOl7;(=@^xfeRY&g);?HID@u}%2
zIEo}tXu#oEv1%QS##}%sN83~(Oy%}{?1$ukuxKCll@ECP^Z!`!{Qt4y;+qu)|36mj
zxo|b!@7IXmEWM3myD>Y}Wf%s(2N<8dWtmUBJ*i#9ecafs#sS$Tf?ef=G`Rupg@G>z
zf8%3bgn^=9l>Kvx@x(`9+>O(tN$e>x-?Q^`%<OM8bP#UsbQkx0&k$9g0Yl+F2?Kq<
zGU->YeH0eDyqEb0lwl|a%G=+NVKj(?ijM3g<LtrSYWhsajNP}*G$rV)`<6rMvY1ip
zX!8s<pkPs(-@7Z)d@IEY<E_q3iCvfB{D~E!QMD25H!PZH;`*O?jA&cTfvkRdE3106
zJ0MOfmi=@?*I=3dpHW<+0~eaq153HNYOwq#8De%b?M(j8yhO8^E|<}byDT8zCeoK5
z_E)$Zr-~O6PRt~V@&pJ}v{?%Jc1Wo*tvqQ6>Rl;Hj`n$Y&)zzTN9a#oxCEQRa1fzx
zhWl$F3fK`cjKD3Y{hBpY{+w2SVJ6?cAh%Ao`%58;hGdt!E+*`CV}GF7(GMZl5OV)S
z1S=8?#Bk&)b&RAT!EJA6<N{GEdF_`?Aa(+32YKQd#Q1*8U|x81jyuH?(x_fVki>4n
z@pE!X`&r3l&BTlT47CYrGBD3id(Uc_53j>tk9AnCN}1J-X><cXE9);9qH*<cr^ff5
zdF{Q{qFKqN)>{!0y#{Bd(oxQ$if8ZoawxSNyVjgJh3M9Y5h}f0LK6}gN{X@ZorAZm
z7H@pw5<CN`2~&qOjT6uBAd^VDhxK7X1~yz+=curQi=`YNKm0gcJk&M})yk_Qg4#|y
zFCM=UlJAm9>gyl$Hfsw5_CHcse9ehws1wr8GoKkl`;tv)B%{!7O2`A_rP{IHjMb(I
zsq3g9PYS=%w}k<)fmI(Wj;Q+o9NPrC`5WK~z-%GbM4v`!nwL2HW?L&sC0R{_dJR(I
z#LZ>Qwg`^o;TPBE#K+%EV?og*IA*Qqz#aA(&xgWZ%uk-G(}X{yp}}gEnQ&hKtKo5`
zLHTAv!HVWj|2{(%r<G=I=&yeV>u;jgb?KzffA<F#qI6&D6&)SF4;Y)c%eUb?TLa&~
zmQS$Ya@0ckyye6aSU5`yDcm<WCNCt0f%EDwqu`8oX7&pTI8Xum9?#+aCWbMY&ov(6
z-+=2;Q=eZl(q0EWTjG9GWYrsGFp~_OdR+wc_8zuAc&;;BBY&&Lyn3yW9ayk-_NaG$
zrB3jz1Rt?H9gfvb1aM)-4hMf;KEklWkI!vW^nH)B*I0ZD{_;+Cc|C{?l3|^8iPpAQ
zgeLpdO_AnYTG=-)9=iXh7MBy{&ec)WBny{obS-3S75mTi!rp&$YTjYJx9rRk1oT=B
z)c$0!S=VMA{rF;jm5H2&{`5_kUtPwD!CYgLGm-a5O9^zZ_NqX|sp>f*YV88*SSSP0
zHMIk6D#-%UagDaN^U_*{%rWEv4?GGxo3i5_ub3fYp#eaN4HHN-c8tiQ46XUgTI)5k
z8%aa9NBVPwMcwlOUmA8eioW3sUNNjNC4Qr!KF_lx!0sGz{9;(uc_mnm8y{$>dbIgB
zUR)kZ#lIjiNPR+k1u4E>XvqvCbX0Nty&noiZ65rE3*<UCuWyN<SIK{hB2`6FZCYto
zwR#5mH}juIBwRt28CQ`cDi6s9gq*OgF`0h51|8Hof2DpE_ZsX*m*xfL8QxyODb~eB
z5g#@C{~}2=#>Gfnd@Q*Lfp^nkDOfewL$>aP9cX;4ZxI1*-C@;#M>Z2MLgQmWku{yB
zvX@dT8pV8y-JY+fW6bHeeHHtS4xz1%fr5>nli^U8sD0`W!;jAt1GSLE`2Z%wte#Q9
zDr>>JUi8!E?1gk9#NqMmCriOFqPPS$kFnosp`=8IA9>Z04lV2LJqu-6O1IjJ6bVUE
z8Y2Z3AT}UksJ$X#aSs=1KCNwNB7+2>1;|K4gOt{4xTowi1F>*hPcT9e)J|QiW(4EJ
zD#?gLK|}|(6jbs~3n!B|+$ME0U>I?w|K0q@32YRs>~oFv52T~qn00t|p=rgXi8O}d
zR#Jdsdr7JtAdPq!s<IBxA+fdkT7-J1BE|DP(?5sGr@Dv=7|dxrbx+b_z!iUtthe;%
zgoHfw{rkbaO$kbe8SpQTwYY30?rNLCAp&$S?BHCG_4!wuYUL6u<ujE`U;i#ZEAcr7
zKq^~u`|qJ$TlQ{EV{I?#C4#rk^IyakG?42Xgz5#h40ZkdGz}`0mlRer4gT(Gp&T%7
z4_Y6MN92$NwgYMI?&|ey25PX1GmROPfs|vDmT#d*%r#*U{V#*y+nnb6Wm^kLC7DCg
z40YZp@HmR)TE~m>m8Hlf=RHhwL7lZ_%DGMznSJ%!VP%$OuhamexM-tV-`r<Twr#th
z9MK7$jG!thQZ`%r423-X^$(gZyIFcwQ`pk3QidPF9!Fp#j2^~OBk){OXcCcfbg7g$
z`4>bUFoqnzwSsa-KJHFZ*}RP2m>i5mDIqddw(PeCqta{R$`6K8W~ur^UX<H4q-lt6
zt&k4>4kCXoTa=U9Ka6|7F;Qg^SrqkOdqI%Hh{#`6)kpuzvvS|sPSH*-$dRNd@E2Lv
zL>2%*e%gMS?s#cDuhVbHQrs}@u{7?n7*6`X8Kh0`L3VwoQrZC~^Irrx@{QCg&f(aR
zjg%#*eEis)2j$tmx!OJdBE>lR#k(Aml5h$^aFA+WmzZQ8_KeyDcE@t>(^n@6e38kJ
zt2y!4SQbLc&NWvOL$k-q6U=XRc+-3slfiLadHbw*H0Z{NY{e7hm_wGwf75amsJN~v
z@M?Lr``UxCq2nUkqR?GheiOe&pzDUeZV)iOZe4^)<VU#j%r5|kXBW~~{rO>H10k<9
z+$GW@y?nP#iZLIsrlXA;w{s;7*Sxobj=ARmn>-ns=%k|%=7<3?xRWl7H@b&(ju`|;
za@0z=b#P3F9!GT<$(V>ovcl;27v|PJcGCSOUE2rJ=sQ8MM`xV{?)DlHI`D={BZ7JE
zDPCZfLlx{v2le(kWJTkofe&~VIJrhohALjdT1H&NIy7W&V$avmwN?kQVkU?QY9h|E
z#*2w+A}Xy4N)brp4yb+<-;RxwS><Q~;V4W=o%g@g<>|+7U;QHlS~bu^j4p>K9#LUh
zi9LjmeQdy->NfkmTUn56H?aFjE{ZVS%5l&|s<xSs9|a)Un)Q2$n_L%Vk2_@?=?F9^
zS^Fljl$BGUm=-MSY+Xn~rb^-WoK5R~$dpZDfraS&r+~nu7-mQI>0z0nplSC|Y3OvN
zB`P>_sIo&OGD6<<@nwq2pFTH`@SDn*u?Lczk^y-y`OFzg+Sn?EIM5Fm<<?TcO>=J4
zBZcd1rhsD~jt|mEd2T2?Z)7%MDg!CuV%7}Q#MP|(98~N$#;DMw#b6tnmHBANm~4SO
zC_Vh>m8Zf9_x=@g9!VWcFdr?Lq7?2*Fs7g0j7ccdcdR%#6qR6rAmT!5ayAzaEu_++
zppWcRo>GfO7I`I_Mrcu)1CY7Q5LK0U<ZQp{^Sc{4tDMRSIhrzk1C+mY-GPg%8Q8N@
zTj>0M`V8YrCHSfhXy2sLAu=<jvV`IxdYk^ptH3p;<4~uZ?oQf&C7!49c5}6s6q&Zt
zu%OU7v(Z?N`jV|^R3KERkO-Q1J*vaj!4~1Bx}~hu7~fm+=HQQU>0eBh<vMCZ>reg|
zKjw39hJeZ<L09%sgvr*NtV)tqu+Wv$Js#=2Q;_F2n9S2xSClK_%|CgV$zBg;%e|u*
zGmGNeA<r3`4!(emW6Ov-s-z{S=ypB?s{&vs1LE(~MLsWo^uef^3Hm&V47TAl1U3?O
zbvX`_3;`dZ!4H$6vk&rd#>V{$pqYAFj(qf~vn{`E{54X!R~{^IC6JRIx&f`jxq2O0
z!g_)3;sY`>>B^j;ev{Xh-|o-htIr>gax>)_K^vk`zniT*Q3NmI?H8*y`3^(S%##hj
zm%<Y(f2nOzt<N*4-%P$n(3}L{KT2W>pv|JppTcQWFI(HlG`fTE{@nBp@eLvxaaOON
ziZ?bHX5t%_>ct-zq!F*$wXX^Cg;^)xKLl|ET-T2Q89YIVv2p5l;NWysGPwHc^OX5D
zjonjoxPoRR++HK%Y$ke}M$TKAzWaX<88d7@Wh1bk?7LRx$UijY$J>~lZC;2at=9Lo
zxjj>STvRT`y#x{fpug116CnU2GEFb8&0B0RGZ5pZM2@yzZwTu-GnbFnu691d*i{Kz
zbLGBC=T}X+Y?~%W*KlQVMp4#v1ly3QFgxs5L2K)1O;i+{TVQrmf*HKv+BQi%>XJX9
zSm_xU#fmw|))Yqb__y^5HmGrqG0P!74i;i-G8sK3jd`Z4b9UyRJf9(8`P<;KCc~9O
zAAq`;sSsqdSCIzwhcK-%xkw-$lEW=g;KWHSk&*cRnM#2+Zt@mOv$j_^*FMd|N-WbF
zqZB>P=?j}slCINAJi(e8&!A;5=4(g5<zoPg3<d<T3y;JG#H?8eOAhPKB!QLfKUQq9
zt+-PY6{<DQ`Pgq|)}eQ!f7cQ&i3C5nNj2K<CNjtV*JiM_UEo<LEa1Yu-}Tr@yRzhW
zDdNq$gkOSljkHs9UQkzq6Z}*tvC1S%X+RSsDgTpqMS&iyVjrEFFOkn^L{p`7V>Q<w
z6OGQA(*!ox(jn9{qb(;!5z-4=NsfdTua!ZO%6|fioze#6NLtd}Z3okHgPMU1_ZZsv
zQiPl)mfYw>MJa@<E~?yfW8kJ_p>$|Ve5a$@$_%xgB!?*-%UAo$e)1O!bBGcETZt!W
zv`yRIB^8FE5^7DUwv_YsJT6I4VSi=F4kUHdYc@r|l;)z4%}6WniU$7Iornw(dPrH{
zjSZGE(Cg5I*r23!4|v`%WtIa;Umoh|%iKxNF8%h!nc3JaX@en8{D8_pgbY7qsd=@_
z{XtK1)z$a6ad1-#G}&I$vC3~?sGe%an8RJJ6&5?Hk2C&Kf?yBz(7Fo*slApA#Z~B{
z^BQ%r3CM1YB-p-E3$23r)np8G*{h;Bnd0X;xe)T(lumY`ij*hn0jSXtzr?x<KguAr
zN2Tw!$k8tun#Sd{?^h)djo;$C%AVAZx@$arm`VYtZS0!()2LqVl%uhcr4jNX*0*B%
zd*dyS3W~iJVRk+)9~^!ld0oxp4o7Bh_7-sR*s*EPi}Tn8b<Rm13(woIlYSUo4u&Fj
z*T?^05d@RF>G9xWc_(sqz5Uu1`u^Fi2=Nzak_I<kiq_KF3sL7)9j*D=JF3$B?#y%}
z5NxE8y2Z&mY5V9Q!$~BD>Ny3~WX8OYCUCY^t0G-}O~2mrje>*1kpAk@^fuDPhM-y8
zZkIv;7;8KbjitY!4UwLy!|_n>xtp(p2&-zH!;Stvjo<Yep=>A9+HYIV(^qc~<sUMB
zHN3SOMEwcfsFVZ<Y~MXS(tN{WQv-hNF`&(C5({gVXTpLp0r8QtQKto}GjscDlY*yN
za(Dun<f=#OkL_yv7J1|)L^&7BVa(PdhL(VYA3@dEQHxBKqmg+03T4;W^H#z?beNe2
z%fJ181AG7LR3^#oa}sa!KXL%J{v!tp>gG=FeN&UBz#@!q6zF+3$gf*{mW&hjt=RWA
zQ=(V@6<U$MHg;cvn=Gq+ITM$a2pS|iUY-wwR03TOk9DD~=eV7M4G%rGMoA}R+H@Gi
z)|+9~Ei?woa_wzQo4Bl5{wUkY4?P5ZLzsDE6#rF{a@{xGNZeSHMgU&NAn;lvQXDb4
zZb25l-=~QV?B*iku>U>&j=-@_C2OIn@?kqV&hYf@mxPt<g$Z-^+l&Y?oCxxynG;9_
z|8<_;PP~xt=G}^S1Uowa>r<spv7u#R+c-@M^4c&*ViT+}$y_G#>!IkL!>N~WwcR%b
zGX>)Lk3^1HuXy|_S}cI91$|gN>en%d@Icn%c&aM6to|J;cH<mFnnk*naqHA@T7h2n
zf0e5$ss}3EV`BP+)^Rrl(N(!J5%?+B@CrY(VZN)r@4|h3p4%_QoA0cLc3w6+TeJ8!
zse^P8oEX#r+2_2?Xv3l(ESI#bf<lhh9e#`AmFrAwkfcsn1Onj<&_E@p9G|zu{Ikb*
zK^+`XDbJmtI$<qW2omb61=<e*7U&xG3N(wfl&XR+@*7GtqrsWmKDb#UScpvHzGXG|
z<Of%+Lt+m_Hf82{tFI(PEIEg?GNmlJY~i4(&`LV%f2J`(wW5OSW6QxWr!b{-^4w^M
zVh&N#=&Pc{(g^<ANdJ3*f`LTXxK&QW!Uy9xX>##Rr5cP97}{+8T3Mo>j`^S=P~zee
zl-f!t!)7dLF_KOYT?w9oxh7z|o;!J@a3$YzlHw_61ohO~$W?PAAf{;&Bz@U*7Di22
zlc3_&8P`ghR&MvS`;k%pqU_r_Os1gt&}x79;5@0oJ#JY1eFpmUHGA$QJyPZEJ`(6g
zcQZK*2+1)e%g)l1bVWad%D61cGh2b*0+Ic;4mtXYOX{t;;G8;Y-=nt3tzkh_KSu{L
ze~nl8>X6x7(&{L6neXZ|do}rA^|}AOm06P3KkZPLFLDaA_H@+r2y7HNBCB}HG(U&U
zmE8=8*kfkZ<!LkGBR`{uZgdC8p3%F1za)0`dC~~^r40m@-n$IBf{6BeA1E*1Fm|G@
ziJJ6T5?FiP9e))=MWZzkBwh~Yo{%FgYf&6s4lCUh0qgQao*@n>UtipXhi=w$beI1@
zq+YAV3MbsPF|jTL?U#7A=`HZ)bAXmi4_@v&q%k9mYIDD2)dbp{enisBF`P83?{-et
zv5nd#@I4K3?~@V4mp|;1@f(QSY~LGpF5{Z<j*R4IyMcSDDtxisQ0UG7bC0@{>RWzc
zQyO8@39IV(YU!Gr(E~MyaJOj!t!;K94g!Vc;Hfs;pKSuwrGh@Uw$|^Boy#u)7bTw?
z^mFCw%ZSFRqbF;3Efg=~s4b<+X<(ZK|1qTV&NxZVVCnQl#SaI1#kFx~!<MyFmW6jV
zQ~q^LtCHXj><Iw9RrPBmXu`N?&6}t9Dl_C5#Iz2vrLp4!!eGpNt6`<%hRBL^{c7gI
zZRD{{<;@4aNf~ZN;2TRIS?q}%L4eD?4dXR`j!~%XL3dyH#?;Hs1<x1u3J}gqY!P#Y
z7oZ2uo14~?U&=Dm({1dn!%e3I(Q_9&&JYa6hJ}~Qh4mgqLNNSBg(e7QPKyxa=sUQ!
z?sumd)6JS6<bNtfJMASxafMo(B*cn6Htewz2Mc;2E7cV^L3eQHDk?d(&fnB`V7)lk
z=HsW=7Z52H__Dkc!3t;rH1fO-&Na97VMzro7p8@(AQ6kZ!5rZ8PJq6<G0`9+c(&;&
z#~Gr@gd3ZFNl|x@-NM>17TjJOM6+dWFJ7D*mf43aVVc>xU^EgqF9{reBnhnBFuPxm
zI`00m*d2WB=qqoq;<WqphDfR$p#&N;s@!(u-I^9C7J$RWEApS*<kVUTgI4BZVic_%
zm1<CIz1)twmFmK3VWkJ}gkVP^XmBM%V}(^`J-_iET)DxZdNc0uClgx<1v#Zx`%aRs
z@%m3V9HdBoCXm8eG0HsD<inYDBN)N~yiSEN$SUjLkjZ38A{rb6_-yB{fz9`q3qslR
zT|p3u@Jh*43qR|z3IDW7ptuMI#*?p#P#f`{MX*=kpaI;rISUjZE4K!)--)skd3|TY
zZMgjL<D9*<P^5VcJJ01cfa71!o8rN5Hv;{WXUS((<SYW?i)uquTDu~kdS1PCvP}C=
zW2G|*D{QYy(gpiDDHV3yr9PmP;s>#4EVoC0OZ*J|OUSsIP;D-zCC38%o33qsF#k46
z`0<dwCF{n1(=S-<LrAQ>GwaHw9<DQ4t^VuH@4e}3tzGQv`RePY>vPNRJ@@M^jwkl(
zQ{b!MYp?5bZ|P>r@6&T~J4qm?eFg9?3Q}@~!fBId4Cc~-kqK45Y;mFUYNI|e=ICKm
z7l>t5JGa_~oB4C3llHBrRpo+5znIO2mSzpA+DX;XblRMs?&@L;nq%@bt?lDQ?a8W>
z+~^726K`fh=aC*c^#`~w)uGEm42@M9*2}Xp^WM=EBpl7E<yKH_jSkNG$53IY2MoLG
zqHoWI+6=*pFSskevulgXa+R7~l_3d8jo^#4^?u6o@K?mZ;8f^(b?+xv-?3RA^Xp3*
z07n4laj;8w{KI;fi^jS-Dg!R5&n|uVF>3FkH%eC)-nFi4H1-oV!(`~h#18{b+P~`q
z*7x&({d6ic;k8OFMgXVv=4guXc`A43I@hm-`fFwSK;Y~4X>@8Z=-_DL{>N^g+tkv=
zV+qaL9>Z9i;ZY{sFYF5$<qKxs6~TgR)m3+v6@r(r>>qY%x-*?11|U}TxvAMYfg4$o
zI5HBCB-I4go6AdZz72Dp7}*?vf`PqF3LT#{+)X;`ShVh~$u-j$JF~v}o>14ApRUub
zJ7Nt%hcP^7pUKnDFD&aejU4ANPOfmi%M+c}N0s#sx{n*Tk9d&xr-$Y{D{fi^6t)}I
zF;j}ndX0n7-9=q~pV7cyFCf_7!r13fvAF^yT)v;KGdmxHRLOLBpLb@-&r<}`yEtC)
zjUq!+xe0gzej4uf^Phb6w>FObDI-W<v1X%FxgN#u?-vLuIx{s!gdgu%FegWL90{%_
zLsNrB2S-!ws=l9}N25j8%S?&BpV2AzcUq>i8}~mL&?VQOS^3sS@0(5B-_!isL+u7-
z#EU0vbOCG$ho|NgtsrDGo)*wj=F!&8YoW6;NDWORJe+l@1cHTZHiVTUp(>uIhJ|5Y
zh!s|a4iFZsHWni|oYIX*nVwfh(;5+mFO1G$RHKOnMj%vp?1i!H@vSq;-5qN3h4R0E
z?0&soL#+9iityMQb~T4}J5=02(|MxYqiNr(qdqsU?qi<eGV#&;oEd4bFU2eESGAMK
zjhf*%Vz9?JW_b;C%NLDM<)Dl0S@kV@9OSS8DFw~7mB`)s;7bE%p8UaIXMrx&lfu@r
zgMXqocGVnE=PNN_cI__z+|7e{MMV&WS7Oyj)*5!2Dnz>km(}t&L>(7vUF{lwGZ^;}
z6u3`T9eP9kz3HbAXj(Om!29c=$`{g{=6V+P;qa;^eWKt~s9gf61flGFqg4F);-UPz
zM65dEj=9{7`dy!(G_u&nR7z<bVb769WW|oSO;oTw9JP&2^t72ZZXIK3)?aiR7kHn}
zb-yScsh7D;W+Midm=5n(d{t}i(?XNB4<TY@hdUY<$ru1ZuC%#doHDHhmK_lF=8wOD
zRP+rept!Kz&Te}8+wKUsHp>|Trrg7oCzv6wCOd=8!fNM{oj`9Sw)yZ@^Bz&ByvjDA
zjS1OiwQ18PQJ1x%ZY#gr&aK@xh}$k1C9_K#jdW3T!ltQ0ldz^guW_d7=iuv`6n2}A
zAGMs{=vqHyo}f9c6YxxHCrVgserSa+G8^?}D;~$Y<vA?}=z=PMaoYX+^NDUQ>+fIb
z3F5xO;c_%PnTut%m6_Rn|D+ty*!(sK)+K^-af*20X}0c{_j;CQ>n`3~{;juTb3gTL
zfzW00Hs!#b*?JYT%?{%&X6FGsckMdDzyMek`d(`6`fhdaOOK`w2^XSE#=fCgB?WUi
zy}ww}hrZB*ZPUKT{_pD2rX8X#n?>E$fAd^gb8MVRwoerJOpg{+rdN^K=6%-eHo6a)
zJG-y-%i3Z*LA$)#gNi>pXK#y7mcwb&V4&Yr{Q0sfBGNJ+21t)@B{<@|FJY@a+gzI@
zeb!3)trT{h+xT@XwWxReyzTpgVJ<|lmzpN&+Y+#OX!UTvw*Lk0YZs2dK(aEjLCw7g
zyWKg*A-k=N23f>44L(5v1v9(dm|6nQ_i`YwjaRTM?@Q2y_wj_z@AdcYDv`jP;0wEB
z%b2mN0RU~cmIKul<FU)9bX>Vj-qqBbTeD!|T$K9o5biXa9RR+nMZ8g-Td}Q2qm86Y
zyKNEoSTF9iTEJ&x>%B?BZ+EM@37s&pkE&HtjcM%ClBQi{PDv2)%k=qN=82*eF0p`R
zM&T({{c4Ad<@pF2V|xbpGLCNbqeiq%pwawkXmilZZ^}UZSsrzLUm#=q!$JJZw3W7Q
zojj{&|L(@XE@CGq(-izmdk2^o6~=wNfbVh!|H(WKfFtkKKSypiqe|ZmYDe0&J_ngF
zrw>eTJH$r(@Bl*)#PIaVA|`apEte}+tT2at)*&(p{=L|6GpUuxo|D}ieh7SGXE~1x
zmj?$gEBiQtFHoy4?DwWo$9C#w<u?B+8RnAtGLkG%D&)lIL*+KI;`56C(`LK@Z@^F-
zt=XbNfric7*2{UprM3{Ai`J3!j8T>x^y^X^1T)iSbp!|I&7f@i9KTC{Q;enF#Am1C
z6l7mJkXvv$fx4PlQ3{prYxf&%-7Nmj9m4J*gf-~FQjA8A_!{snjo?-3$ou!?uVtr9
z>O=Z`9O?d+5j-l)tB;Sun35+NHEYO8*h2usMDbE)3?yK)NwF^GK$GbH4N_-9!Py8^
zK_sS3ayi3Gfr1sMg(#JQC0(mcxNn$+=jD>Ga=u#e<!mDEiHcy%C(>Cy@+rz@*D{~%
z%H)+ELz7WYgC+Ov8mJlVDf>4EzQ2l__kGtM94Gn!E*=f>f?vp*JkpnLNWX+I*wIxn
z?Pv{1J~4Q>qau9w58b-^-@3_03CMPNZ0kHEZ)l~Re<fX>&_{g*snQJSu>5D;@X(Ea
z$i-?f|9qBFw}*kh)+u63eYhH&?|33&Ab7NtmsH?p<nfZamjIz4O`=gZv`TxTS1K}&
z&;LP^g`ZrD7`Z>6e4Z!OThNCv6sc4t`O^SWK!WlGEngR<%Us(>rdSKF9grxIMURh8
z*t#$?XLh|w7u$&@!J6g#L&&N5sm<CyxJpUQEBJ3Bc_xPFseOXAxTpVH#&MfWY91q%
zBY=AMJ^2Wp;3$W<R9wk+nYLR`pHlyFH8p>|^(XfnBPa8-{cv%Ea$dunt!XkAHkh{-
zgh|}_=bYZH?vN2@{`Eor00ipCtN(h(MV($2f|`SyRKg#;uCZpOHSs3XH(UYUN!y+$
z?RqM9mEZx(C$YSCAg0~l6S1iAnqz9zqS5deVKB4)6*^BDSG{Red3|NS#fX(il!JvA
zB(zaGvCRK?HTiZCHl*zQm4th0{PY#IKm<Yy@LuE^S``Jt_mh_98W0IF>>YE%8db;?
z5JSlQ9C?Z^Cp#(?#Vy`*ZZ1lR;V^WYI-}v(iqh1$efE#i<WVA=8ofDapfJbCGG*uL
zceg}tV;alZhV2fTAchXVn|Bomm6QSM$Tr&Ych2_#grn?_!5%KQv<ZouC0Cc&Y1<_)
zLdK?#8|L0R<~nw!DZdS{H;Ac5*VSzDOvdG?+4gu&^mtyj2k|iInGgzJL2kH&kwjYM
zFc9PuH5tAVuSXbTZoFaK<p_fv?&FeF2hX|vjLd_jl2agFoL2LnJS3&;&_VVUUX0>b
z%UZ3Fn5fUvVrKxj!<%R6rd%<nYnfezYC`zAJNu1#CLPnz2R~8bJW{Sxh&~UXH!Mof
z#7aLD#3X86<4P7s&6`@}D{lSj995V^{52~Z7HK|menXPFuR2aoi;7Z9z1tzlfkRET
zyDmR-K9U~_{^YtDIKP80heze99DJS7GxP}T+#v3IFD67=%p$ip-IG9ld8D7Wuu)9?
zf>ugIFS+1vk2xtPb8>rs@_g9<7S~0V;R;|DDXcB=OUs9y_<M}`M6wIJNp=)+o#1?`
zT0wE)1B^_>wP6NX!+~m9sRT;aJUpcB=4}`(74;D{p$jUqS!Tr}g}ag9f>CYjmy1t^
znO|#)Zd>L2bDwF+%{BSjUP?RyerQA73`**!i9kB)q(}!wu`F^drou7g-Si=qKWNWk
z)b^b;Q4a!-#)W?%MYhYT-H)Bpbp*1I=+5&H3~)qVzN)PWd%E^m)X}Pek25bF+Av;Q
zeQ2<p+$<e<AW5oDkao)en6op1OQ5eGHe_~2kwaBrR%41JBx8Ozu7TvLC(pQN%5h*S
zh#aaxUb#nq|JE?OOiD+=rA%1s?<@)B-MAof{_HUu^OqCsJ}1RJLRL{g29f^T*MX8J
z`C%&u5q^EW21Q!dg|0H1hBZkiua|*e`gVTMX`<&xmz<R4CH9#k3DAb7Ch?Q!4?c3b
ze_o?7V_er9FCibBVc3@ebglDV81!Vm+k`rS+b}=!qRf)hnkjh=F`ya=T&OR;iu^K)
zRPP^=m9E(>$A5ER$zloT{NQxF0`qkPyHCAaJ*JKhQ|rdxu4V?jn<-;AF=uhk6flwZ
z%!5v-;#bLKWfCH=8FO2p&<eC8bB635I}@+DQX61xqL}k}M7$84NlJUZLrw{vq_(|?
zC^R+HVH{%WU(<HniW5JJBpS)==b1*-?gE7%@Sdh2$t4C!?&n{q22+5e@(Mj5lHc01
z)h4npg3!ON+Xt}Vx=zpEi9F-Jz@ixFoZhuKGXC;Sgy270C0UnWk)8}zx97@j?$)3$
zL<cGio`D_}Vf+*QN3{zXY8ffhv?`EBvDa(#Eraq)bGXTuiuu(u2W<V}A^Jtqol3DM
zN?;P8*nRY{UoJ<H2Q2@&?rALw<%Mo7a?*oP6sD?@#O%E{n}Yu4d+NOl#T8Iwx|v3l
zl!p)=yrb-RJ;y)dKmjPjq^2XIWqb3WIJUXe&Hx+7a+bp1dQ>P5k8jZhzN#P(%MKJQ
z9?uHRfzj!0uxfOtbLWo3d9E{s5`T3mltrj<kDr@DnYinaOM+moMxfysSKDH5y6$tI
z)Hvjz8_&cMtt2ty+Nqahmq(V8yuIXKlu{7FFi;05t`=}bFBtJqOR<s$gn7=xV6dr&
z(tEjV&;+4*@%Zk<0fEOUryuO{2t^1wCPL9HQkqWX>t9dr4Wr6RR4N@qlNgvKqjX{_
zTw{Lxs!dWFEKf*j9w=VR-p9k>?DLRcn&lGtL12Q66h&YSOKeruoj&{C#fs-Kz%vSy
zrfo8QN~$4Ts{Yqx-g82QQByFZw$G9MUMm5wnxd%mho#IxNa4<h%*vOh1Xl|Nmd60{
zgyH3D>kuy4dNT8)Sm>Rt@iy|^P|&>;78#a=sp2RS)uU;LQ!1`-%Y%L@6DqMux|Lrx
zm-G1b<8@-b-eB8X@>q&qC>btJJePqoHDo!{vSx3#568irdM_E*`8y50dkmlJ3i&R%
zsupC+q$LbbECZ+?-ikw#93Uh*j9Zped+@T_9?zZWxE=?Pmg0WE6FXo<dz3&jM8ju(
zmux@`9HuEOma6S~M_4;|`ihIj$I(*Q0#%x?+^#hM*)UNp=4B8+-B#cDmc@=dJDwVH
zfYE;|4E}5UuKF(wRhjk9>TF86{85g%5ApqjM@<pbFM|Q9#VT+z>OM<0O0(+%A)o%4
zpCfWI{u&K4^@AWU7{de?tvNIbc#SS2y%3oE?<EUxrFru|miW-Yz{6KxV1i&7-7^(Y
zB$T1tC2Mi%|2jQ$KV?rf1_=~ZPC@W1aZRc~Y6a|Q^8?W+6rj!FQPnU1g6gHEB_h~A
z2Ai}Orx<jDUlsa%cc;d}3H%#226JuoQaUl*@8wZbX(O#n)rD?YrH8n`D77Pao)Xw1
z#Yv4;QlOsrK%<mE^h`LaRQi1VwmB3DSNmy!$&@*%>p?ISt=;8SYB-g7RXnK=Udoc|
z&6hWCFetxZP)<9N&yp?}CUc~V5m=w=6}e0e^KmvjRw!iFc|Sa+A_td94LixaG*Y8x
zr^t>n_bU!8XT7;y|7BVpFVo~ja7L)EV!}a(oNH!iT#aKkE2py7-HyA9aa0H$SRq!t
zj9}v_1X#WAto4ub4%mWQ897s*Bb5}5Ulz6rtA=NFa*eCfOpBPTHR;4m$dQx@TEK#{
zl~NckbdRTNvvW2^we;U3SU5)Sl2d3`c)qzckCA{PXuQCz%ZdC(snmihY>mocTJusu
zZ=q7dF#XG%(o9-2t_)+g9<UL^^#f1$u92fg0DQ+JxJGdCiu|kzu7Szb7ZOjFVEQy`
zCmI*EyZoPhwmm|Mhwa*KjlW09)gf7E(Q5XGd)=L-v}r*-n{>p~TZy!L*kAK*tOU~x
z!^m+A5J3S`#dZ;CabU_&!UrHnV~Sk_u#cY}E*d4MV_{)tewTa|Z2HtM|I9*MuegC>
zA5O3R*Cn!<%Z)JTANtbn40wD~hMInZPCd|%=k+=f>Oj$bnIrfD-v-^G*b649+lT1W
zFbcjT=RFKhF_FnpS+VS$Jb*Pbe)0*rZ|&LOj&ln+=JPt%I99*TOhX@4ZD>1F<!v+Y
zBhb<h$yiRA0yt-aL9&;}YSoBEQ>{(}yIYv@7%bZZ;`vT+kLd_6&<Ayf-^yN82a1^S
z+wtS|uu^C3dwWt0{!AyXKOBW#BslG8A)R2W2Mo%rI0;Gwlv|TAV&8A-)aiA^Fl^hs
z_DBy5)~80G4nW>;GxvDIV+EIVwsKArr^I`rcEJunTCraYAG0~|+H@zpRlIY&Q&)CW
z++$^LW;YBHVfJi|-L~NlCdMZX)bvh^FS8B|sr$^Dx~U0V!B&6Kwg(!Yr-8h9@>BdD
zroK7Iv!3~PY}?+kZSL5%ZQHhO+qP|E$HsST@BZd_??1QdR8rkJrz@w^=_Hj;b<0H=
zwkNSSUDxeL&_JF|LBHB<SqMb)_L@%x6^C4K-ftQsV~`!{7_7AV!R20py^X#%e=l_9
zgUOWp@OW34Ut~WkrlX~C`P^c7n&{=BU73hSnj|k^f54h0HO?6B>W>P%&kjQ(f)+GG
z5KDu#Oy|7lOGm?Hh@M<xvqffv#O;2bH`EyxHb1aT72iII<D|q|$)B5}C7#8l%FaIs
z&EexbQ$Lb7IuCRuby1tG#5u|>KNzwZ*IIu9oRMm^u{F?W{fK?%^|JdNU`I_G?3y%>
zCT7A@l*-Y5Wr{tEFHaPYOL|?VFy|f~i3jraJbj6olTHh%>Nhb;h{1C_3AR?6|I|gd
z=9zpePqwm6=P@60=Z)fYf95Ohf1A7lT{<AD`X0+T_Bror#xYl2(tnN?nFt|-v%Wh)
zSmvn&U2No<T@)9X@hEV~s5d~?>c$Z)(~#c_HkTsb*FD6U#S7d{dp<3?@bs?bipHce
znZ*xRw!Ty^4hUxXyr&ucLETmQGZ(Wp*VJ;^4!R1ZkW;$z{2qcWl|ki=Cu2)eqmQUU
zRxsOYaroK8{no+Sp!1KprM@iKo&1v;X3SXgdO}X5aJkIfs#S$YjEQE4dOSKlHy-cQ
zW421<ahe%}<9kKhyEq^-xj#>_zf5uy&NX9Lc(S2I6HF=d<ZZ!_$dwtlY~&=$RlVOH
zc05-Cd?=15)uk^3&wcJwl_jX^I--|+E!g1DF&`r?I1=9C`Wl+hczI`NXV|qe%%F(-
zBy3g1u**@;+`|&jcO`NkBXQLz($Y4648?IUUSCx*$!&MJhDl>XXuUYCfKH7^fC`IW
zna;{F&Y(>E{2&PkK1t1bWO}Y5GBNMVA_CT%@ORyki7qOM+^y3PJ~ms#Vl$dvVoOL2
z_ecx)^C>9!_`{~?&6eJT)A=JMXo{|CJ?QHO((&|QG-gLDZQ`Y)-`?<5TU%vQ;r8{K
zVcacx@-NMsa#(KH9<u-ZjY7lnw0pcofNJnx?IhEcr{H$gHr8;_P*GlcNU8cIh%zd`
z8O<s6K?R;8Wosl;CoyuUl55`jv6&cy)kO<ccK=-$EA#vE!Uc0~?<+<*tTbMqS2P5Y
z&w~%3;a_kR-fC0>FxWKS>8I*J$wXHaECt1P;TeK7#Ra#UO&pW^!+If?*x%1NW9Jy*
zbgt-QdNXc**NpAbC^IAOj2%^Z;x-uau*VHWMnzi+)h5OatWw(epR;C>^DNR@AuJen
zCx-|;7>fRPhA^sYF-X->ybDw<@S>Nk;EE<hU_wv%ZX`F-ls#_!W<~8GXjOOo5`_TL
z6feOLS5j7H2tqZB6{xW22k3<gAPY$ex>89jC9YU0TuiX_HgOIbJA`^a=!Tj~>&YPX
zsw)AxU2G?y1f3*8TXG4uSzO||g0+`XL@(7l6}et)N3~a-u{U-kI!7@)0t-^9SC!I}
zMyh%)0l7TRXfWeRZ7`;0McQ+TXNieIhZ|Op6S<hYQwf_1knpY8tqpMwl|Y@904vPh
zrji^ADusAZ7YlDGYQv4PS6np#gj!I##G^7&R&rK?33HK0392M4YLn$6|17LJQpP+(
z_R}OOug{<oYD0}#MZzxYrLgQmG*RYMNNupZ$i_q7D^H2ZGBr`T_V*{K{~Xn&Z&ieB
z^LBaEhD*y=l-4jBb<;DK*6gkLSD)Ed2oIV0TOWb#Mz34uG-GaPa9R$LvaQ7<o5oR&
zX7T=4{lB+y_$%>)-JcNZdMT)KRr@ltr~jrJL?%5<E$ZLkdPVh+hC(mjYVd9@{kCKQ
z;VA}BVV{>1UOA={Ybi01xY`W|bG6Ji#oa#lWyx0t)5&l*yplRGqihN@mlYc7(u-vg
z_*JX$-`x%eQ7$v3ftQh)t2*Q>odz)!5#09R`fXyCNYd>CLOfrNooAqS_aqa|+K@1e
zYt1t+hJ4}lR$eeY64%hg_HY!vocH6-^6^3-DuiV1Pgo`A&iUYBXuZ@4yt5#|=paiD
zTg0LQN|8lnD58+dC8n%VB2oO+YD<485pJquvK=KB&39CC<%1wv#j%kGMc)Gcr7F81
z75#k4Y&!-lS|6WS^9aCGdMb@q7r``j@lTCR!c=mRH)#@fiIAV(P|B@A(tXEDp@}+L
zsRtGn<Pz$ZyagKfEYrl#Z4(vu`XqCFJNPmgTgm`87X<Bfp)Xb^AGgR}94)?hD0-_%
z99O<)rsc<Zr1?Ud5UXeT%UujtG3PJlP4(ievmcFfWgr0aYF5RW>6Y#Yt>At2SkRku
zAh;mib7?J5OhM+K%`}usqoxn=Jz<ziRVNz{0Y%o4Cy@s6W6GU4Cl}|m@guP&=_#{Z
zFs5r;rY&2xxk>iRV1!r{6VCgJtGmG(sg_M+zUmbYLZa8ftx|n$yAcm7s)mLHS|1}0
zZ)TLD^(|7J8)Uv<#<1_2zrx|OCD#DV=FjsXqionH`cj&<WhVU680w^-mRRBJ?JnpS
zXMXY=2Lz_0cV%EX%uiSC?YSeEx{GCs4?J(*QrorICT32qAM;Fr8nJ?#u)?2t&|0w;
zLi0Bw_Wbs}_Fer}FNTJ2kH(S(#+G&M&?)oWr?kK|)e?i7u&A<PuUHHzqZ=U+Qx=rt
z<@06BTEGj{7`1>Iuz>kMSkUnOErL>{QZcT8wA5ItwS_sHzBn>%U>xC{J^-AD7h?Pz
zfYRh*Rl9!8wKzvu%M5+@Wik4o_nSp(WQl9gk9sWJVyij;lIavg+Ixr#)G6Q~GgfH)
z-t>w2xSnMyAgP0*B^(FwKzA|kzac^Kq2W7>_s(?iq$vMPGr|I{5^9Rsjk}(XL8SNI
zhlAWv|87gyjDw0RTxl%AA(hDxXfn{rSr`BmU4(FNJcPjHQm8OFuO)|98>*Qtw0y^~
zGV-)d868ADP1s-haV|1z3L8dxH___{CYyaU{Jk@eLPg2;HPE2PhBqw5u09a{TnKKN
zQ_c82n2)J>Xi)H*w9B<A+o0sP8Ij5HrJ}KncI5CDfJ;D~IkkE`8b()!6RYAL@n<l^
ztgP~FA=;=d)_hf~p&<a(Se%qa1gvu9#zUkr6|cl274g2DF5g!B10G)Jppc`>!OH0M
z5C}2l(y9oMsY2(@`zoN2q05qG(_(0Hi1e|UwpRNE4&0LFzvHMtOH7GWLCYb*4v0*+
z`CA7}vLbdRg~$v9xmaoaMOBJs@N)U+Jn9|Eq3F!Zob%K}cfSXOfaJnNGP$@v7%b9z
zb@=|Xe@bvK;Y(FX@q#z*jrgHn$MTRx=g_&Dm$-e0$AF+@vfvMA1E6*o{tlbbiyhxp
zdvUbmh<#R(T)E0WJPtX;#-=fEArNW@Y{Ss54f)SmbEr`nTo=a&7FeBFF2_c7Z(A`A
zjdzY>2ev!%6gVrak<#0ZT5<Vtd0ivxll72(OUKn!(J2kfYXPN2U!KSa2&LR3Oq0o{
zVaMnsac5mYhP<@+W3UreecHJ9>xY+4kN8q;5yyS~^8!K<ql|)Fii6b<io-<1o@GW@
z1vwS_s%%w;Ks?UVDJKz5MM3M|>OXBK(S`v(gt~8a8t?;UGU_zY*>7F<gd8o11<lJ5
zW<g0sA=Tctmq<#gD3cuP-#?`1<^|q?P8y4osll~u)BI^zdY(ARs<6g{3bH?NTw|%G
zxb7*0N*S49uTCRH30v-A#37J(-_z0M<|th;8R7r*I_xf19hDxyeEFXRGskKh#dive
zL$#;xFEzs85f=~k@?$DuD52Om%vw^G`RLzo@vCv=9Ut85sLKXNPn!Si;ppYWWou1%
za!t7LDaw--V%%cN*U?VEX!ODHb>;-I0b538$~ceU5xP9q|3EvX-AVopPn`Y2lwF^2
zMiP98r;({Ro1cbvTTLnDtFIa|b)+OI*6A(coOF?FI`(P5CGQ~ts4ox3jJ<EIdlf_>
zYXfmv24Qqq^6W+Uu#&aLB6CR&O-vBc9Y>(MiDGI4WqJ?;)~e}%=y)w5Q4#}P-7b(y
ztY8H{r=sZsuoz-w>>hrovCCq>;-Bh8=Gdz6aE9kDWYgxb3W-%TL5>s?0>R%LWEF!2
zwo%5utqcznnosv4IReFmO;$K8VI{xhR}B3X2l)nsozog%Edu!DMX-ZZS*BpEK*sdV
zQ-E7lvlo)6r{Gc$O;!2#d!&#MRR-}VoDyCq0=&?C(sLGAi-JDlTNzmRJFWs*6guiZ
zY#Aiupyn>1i`7#h3JwbLh*-1_0U=@cX+0MqNgTNfaZbX}qNL(;1`8>lAx1gyRHPv^
zN+rMTVZFHjR?vs_jOfaoN!j4B!D}dd_9nET@nqH!s5|AJg308b%um<4OK6NK7Lx4s
zuQ2GS-AoI|emB)oXVa&>eRWGJ-c>pEFCs`@O0?hVS5rgPKiLUqHk-4^2vzNj<JXYX
z2BBf2muRVK;}*<l!h{ovij7uu7dlWXamvp?E19Uo<VY*IvlY&00%WliPHnJUIapl{
z1H`-%{_s&cyA4$qd*kKY{GuECudS80MD7R1)r@AMz%i8rFWH`gc2TXUm=g9>2$r{q
zxXislMvK|Z<d44X9R2Clgsr78U)ww*`<IQg+atVxjuI4*#$Bw+q!TbTr94Ef;qBbq
zfUd(EbJe26+=c<Ua>S(jRqj>mf!IIuw%-IfmjLixW$^x^cjogOn!7}dZTT3~8H<W^
z1hPcJxe;IC=Sc*WqAXGu3zEuAa}g|wLAw1G%-Y!sB9H^jSUqBS9qZ#+uUL+dCRq_R
zbdV|SfG>chj}@yWyoM1)K!y}z9R-H#{!**}L65z>Xq6BTT<V`#$4oM(1SrTPjXTQ`
zM_z)Ltv#HbEQ2DXmruVkTo#k`*ic3wdF;@no~)9o@|F`mkU{z5dC0a#Hv@-TADw*q
z$`ZJ`6;ZmuNL9msNX1!|gK5wc{f{cXNh#W-qO46T+W0Bi;kNSsKk|ik1GB`cVn9zq
z5e_{?4Oc7>Rg_IdL5oh5>8GsSq*A;_OHq?%f|fH;MCU6nkw_FpZzdAONcCc7n{b@!
z5Pt*K<!9YzaSN>{e;!J``VJb*LZ&A@`(z#<=+_H3E=-C78v4(+x&6_uRUkoO4CNaL
zL%kP)MC+{Y8_YsNDq&&BVgOH;tI&S!5=4bK3Sq*pZ2i|JX`oUSwOUxMDwc<F0gcRK
zqwjFR?PAOCD;C`Ol;g=DfKApuUOK2!0VwW{oWLfN=`mD%C1)kxa{z{z=g)Z(p$9t&
zegZ~6Ea-54x)jf0{w9pm|DRG^L*7*GG)S(qi{jkKTT<)>Ti<vzxBW?gx8BP2=Xy~B
zK`Ma=n6hxSnqDQruMXuRacIjg#Q>>I;|M4vYA>|Y%s2qvQk4ivM{SX~VcrGft0WH`
z@)XOj3&!7!^DZi93G5O?Ddtj3h7k&R7f9SC@L^D=nJ*W<jPor3u1Zk&(@d#g;vmm5
z)pi#E{Kwxg9Q$AwAE*oSCzx9q=7bVDq{2Lfd#vti+d#@;erzXLg}=&pqkJVoctP*-
zOBfOVks?wOTOi0Y{z+|uArJY7Oe3Xj;3OIU$ZP|lP6S31hh#S~A`Jc}w}6x6{41#y
zf5I8~qOgShP5F<Cn~$;=g7Kf^CJ6GBKesj()RN^k`GbeFK9R8D6Q>zd@(VZ#mRNe9
zV93z9BI@uX>oD4Vr3(>p236&x|0ZyV0hTUK0Md-|lL)wlN5T*FVUGk;EH3+Z`7bWm
z@cEK|umYB@$YU1oZ^jt<YYr%}Fjn^Z|J5bm5I>p07wA@D!9iJgsp>VQpktk)3?(dW
z2NDe|#BdzQ(6S=4lqwLez(iPbj#m{h5PKy8&DEmQ@i`MMI2(mKwI(n(`t!0&AI351
zq&r&@gDrqt?+K(|Pppo9a;3M=7ZBCG3u{1%TfQcO4J$4Ak`*?nsF-KF5lS-Bj_TR8
z^@6f~cdq22F2Ot)D0Z55=Hh~nhm}7bE&M)vK&RI=WbD`T!g@r9VU>*%kdIV|K6eyl
zGiDx4(1CW6k`TNguGA+8JARAf-1W^6-xJn3w4|T#6wgXz5;ZZ9_2CvkXx`zvNJsU<
zo?%euM^{2SKT383g9axpp8BN11%n_h#TODDoZ!q&EF<a+N@SiwG0-Dz4>WEU6ta_E
zYEpe>L)(BCM2PH1a7HRss)5#mc)V==2>}A*<lr<<VArH5Jf?e5-QsD?C_;mD_Dmom
zUg0uC35=M}>kX5p0C&yZ^LVs;K4YASq@dYq%;0nb_u_X-syJUstOK&*s0tT|;+Xv#
zV2dKnOUoWye5B<S0vx-!>NYZrnSG=m$4k;%2zs~jtbbT^`OAHXX7Q-h+j4N&z;CC1
zJ{A}WoXyx>{5Dmcgdl7+@5f>y2EV#$^Q0|(@cJmb_gZyO?{+u%q`b)?y!T#9K(UH$
zcx>cRMX}N&!WA7y%i}@J61L=&Eu=#1S8fXFkmrk}-g%!x*7&{TWUUy<b;hPtt$rP1
zcbnIPLa?kXd9taI)YvB|HKD+ob&6~<F>ZA2&i?AXV8o`CvJ{Q<=(971Pm_TA0n*3B
zk4GLAB+wX%^W>4jfX@<-GJs&NiM2<sALfRaCeH5Bg)ta%jn7`ctt9rRyMSe2tYK=o
zxE|2Mg*N0IaT{ZVSCsa@L^&K}Ij9(j|JwyEMZ$2tPIJtq3w}2hhr|p|3EnmK!)j2X
z;B~C`#O$=`EVu_^C4i9ojs|aI+22sx@*MBO;M`b$MNz(r!jp&Mcs3sGn{dE+2m#kE
zdE7`WSVlI%siRMENaH=5!Wdf9;V;39AB4m1rAM?3&e`rfOTiops`ISsIIb#yh9JFO
zQ$2AfJJ$k=;JHBCcFfMcbpqBFdOWgx%h%1U`w(7;ymKOmPnch^J~OF#)mn%R9GfeK
ze$cTbx3}3Y+H~ZoS{f7tMaFlnc+t^Xv2kiuAM`E4pWihU;r5i4&59n*6Y(wT6ftmK
zP7OKHDbzDh49KDJ0<iMKPp5l@ha@%RSl`H1Y6p^TyVS+M1W{QMpZ#`YTMJO{y-=+j
zH((6TSvKeV2jY6?uw$BV$5_91UZ2lxg~SWM)y-7PcgTVkZ<Zc<*>*GoF1Ly7{50->
zLiK8qn&~8?J>hK5fd8Yi=IEFnPMoPwO@`nwS^kr62Oyu6g(`Ke3|*a?^ouU9<_m!i
z8v)7KcZ}6+IXX2=GEtGo=>l@&w~X6cN4(#*LyYX&(HdHGj|9q@&SX+!fOR6&WWtoh
zfN3sfz4R-iY_>Cwv>u%O9G@sOo0TlLw(lL6P4|p$_(sxTY&<@N1+0F-Shi`6cJ9_M
zhP>)82)ax1(Oijh=(s)EC|H=v4?tHl{42EE4Y#uj4!4qM&e~mC&)sBWaqV$W7U9rM
zVi5UTmAqXRp%Sy(RAYJVaZ}d*;7uYhM6Q!vpEbC^%KNjfldkK`G2}APFyeEivDqYg
z-^%;D?o{Ks<|JYnFgPI~D^7E&v0*ElNiRzKdE5ZhD!{PY7Z9%qL(gbx-GkO|p*RS!
z5)kCpEv6%N4=Xyyj4)4zj-1mQWGKqNeo>HELI&vEpL~+Rw^slbt$os^2o76n_X}Ez
ztU$xEw?L&g0UHAv?uGvDvDygWle{*ig7)W|s)+%9`O;Z<2M3@D8*6CBKQ5F8ot3tT
ztu9S=6*y82TF?9U9yCzcEte`{RqofnrmcgwcCGNs>TOY_gH$g`0H9!Qya_h$^(Yv1
zoRG-Jc>tZ80O*qag8i4{z_Z;oXt;IqkV@v#Auy-)N48564c$_YRu$z3(*>1ICBs4W
zq?PHQ>=-9&#yTgupS?OZYhlyATexJGGy1l4?QCSC5OZl3j^{h?HLsS6Gl(;8eUNru
zYalbTW0{KbI759WD|p+ob1$ORAfGX>cjypUn0DC*_cd>dtEf^5?9J_=C%<jRfP=ki
zJ-joll-yxp5?S<A#$}WTDvS*TGaFdO9R4J?o8wdw%wMl0uM3dwuo#$p!R1a;O?7WQ
zr%G7Ov(kDQAy<p6A-uzuM~OAZSW}+YDCsfbD|id)Dy(Ilvw~4wbk!IpskK}5v*Y&2
zDrTqFp_DHs$iZqh^@9}zwOrXX)g0bEv3i(jl?<NxIpm#pFIq3;rkZNVG}rCVHg0h5
zml1^Ty3B!R4OTi6O?5=tOHSl&FL3X_A04+|N7Od7(|^gi6mrCe4%*x#K;g>Or29!c
z>(n_Nx^hV;J&hFAOA-}B3C=BhhTd4K)-6Jh$-*N~@Z#I-^P*sM6ZM>PTy`wPM5S|y
zxuj`Nm68Y`eq=m_AurWK#_%L)G(T6o)&0WO<Q>R+m%Y_e@~iI1q||O+{lVkQk?l(#
zAUr)As#|!p56MxmMVi$kNOKVkC{i?-bFuW*1@^&&zdNp^{puN3qJIwTL?@pBTrt*`
zRyY9kw>;%~>g*C%*SEq{%&BFeNUQV@Tn5NnCFW3JI#;@*Rm`glGWcW3bi4%;@lJ(@
z(76f#6G;I2*txlQQs^`9Ja1P{#W*k67MMp)aVZ}nUC$v@s&^(m{Jh7>zqh=Be11CR
zGF5D<2TwyUPRHXOt{wyw>U1a2SMQfke9pZ^UlIiCBV(Sf9(tINo&d0y9Jz$Pay@nR
zdmRe)x$1G_)~sSNyDo9%*0J+pOJ28Ui77VU!BAK>V;;4hf2dgW*U%qcRTHFt0B$8C
zg%}-fYqo|#L%#%<`$+Rms<RV@qO|U!b3t=h0}pUw6w2#|zaI1g6=D4v*GWuWLE$j1
z!SD?fqsNO^HojH(4nEbo^j;<AE^3x0<3dDxx2;P&t*YeTE?X~M<H2+nxAdMbq2*gl
zIetHDEIIO6vVZWVxOi=?R^4I8_x(TaF91eQc#@nw&&7ITiL+jnzt$bDcJlSI&UBSS
zhakNSsoNJYbVRSxgmHAz^c$6|K}VXL^V%Ec`J8y=hZ8||O5sx(7EHMGNYL8koxH+^
zJj@6V5(f9^D+V`#R_e#Q<)<N=>Q$~Db=}$>?_g3YNX;6SB)Z-;?zZJ<WN_P|75uKF
z8gvCItSJ68H$T23K9{#ObzQ(+5_~@TmFLv?od%gM$AOo#<64NQ;31NuzG5)u5^$BK
zdY(gSbI%{pIPnyI?(QNv#+0X>8p8Pw9If3eVCifU)HWI`ED@aNWm$#}3{~3qfa|Pc
z#MGLGze2si;dR}IS*nf4q-o5&fgN;S0et>C6j*v(#^`AR3F#8QW8ZeBa&fY#D;mBG
zUGSev2=!e84M40$=GE-_5~73n{C(g`N)D(aqyH*g#n(9=WJjZ9;2X@NnAPZfvpOz{
zN9`=K315u8uzZ#q+z+2e@uQSm#dHV+^sF6`KqQ(hS&Nn;vVNFPZLdEbg?vIySo8h7
zT?%P4bTkAhD@>R#*TJm!<>W}b^=6rke)XOOZ>#py!%|m(*{?HFsOG2Lq)$(Bkmfql
zY3DUq`&?Y(b8p1gMG!C1#noyU?jqufcy)9PWmP&Fyy_|{_rql~tnb>Eg1o7k9xRda
z5G%28QffH+dSoh6VB@-SM9mpVqCU`!yXZNtz($CD%FTdiAJ*gif|)bwrk6_Ub-_~V
zIO{HBn{2*6cO*pctKp~!eWtV{`EewF?<D1@Ivd7#5x0C5uP;whOC9Fb?Xczz_54S^
z@#T*2y&*e~MRz$T_$0FSkxuc6wm-9yA*t!~>dMW;`TQg(BFhT@7)BH7|8g%_Iy}JX
zG869&u!!N0p^Aye<Shsuu1Ia@K}F@J*=U}?rcp=Dq9!;dR$K`=!7o2)`pzrp!KIlO
z*)0Wqt-N4(302Pk)z{?~gy;EE+001u5Axo8!sK~@YezOY)Kcs)2N5f(krOz|-^ZZ5
zDz{d6Lm%W$H0wCCE_Y&(1w-4W57l*@GydmbKwgS{lL?gT&POOTDxyzTkk!yG_h3!l
za8}LXl6Shk(vpEdO1v7<>zXvn5y<E7OUXBTT1|DZ`-Ea7rE%IC0@Y}XYShP+M3rWF
zjm^=RPNX~}T%WUME1XlF%rM>Z64X5*h4=@_&y)91LklJ>-~)2xmUtYv+q!}y8y?xe
z_oV{Ks!k}eZ=5*1;k=w;=c%p?>J}8!berTVw*VD6?&1=hV>h|Y8(2;A!9*-`I-;vT
zC-(8C85`8*AIjYCppe$wHyiQ>^SWgf+t}~2s54>-a-lIm-KfYR+)pYc#~Uq7MMXNe
z`PifdE4`Tjfp2zf47N)HdtDxzy)%*c+SAbnw{?7uijK4%xvt!`8%Gv1%TYX(Q|@(0
z_aZr}5?!Nh)?wy@y4j`XcdNh${v%~_pC3Le{NCfobIg{Kl(H1&ov(m-N%3FR5@XdC
zdeVV*@SpJ-1wi@lJZE45rhjw$i9uFDTC6)yiaHCb>41+uJL){K4>;6g)c4*|+kjzL
zKM7WLAVfv4bUf4)U8rx;k6H(J!|;enF~q6W#ZZ(x0k^2I6;D>O&R*i{oZZKeCG|m}
zs~b9kGpC~?GHweS;wb4G8c!#b2nc33!LQGCHd}%W*MgM^bq+%6OwOOYqpt@z{-RB9
zM_|;M6p)>%?f7>}jBfy_f~b)?(G_JgP;SncY#NH?&V4ed?0|}yKJIv_9U^I1tQ(zo
z>hp=Ad}-`=@r?77H_t!AoMwEYjCr|JXP<x9Tt|V;|2u^k!TayI79Q(0$%g1QnBN7C
zF4Y?D8pM2eFw>TE8ey)8<GWW(@hrv)x(#_(!dZ8b_o&7_$KyCZ_87bGs*pqRXqVjt
zTu)}Co5O0?Gt(V+JuEF;dAzmoSH8ty==zujE89W<oe!?KdrL*$^5SbA9e~SPJX(sa
z*z8qZxt6@yX*?>5adm)ZRVC!2b6rDsMLmuj-H-m`!NbdJ9Ea99><9IKLKZK3Z4ubW
z!n+~F6PNFrnCyXJoTA;^#If!Bm#wLCAQ_*`6~`-|racfLM<6)h3+}0+u0`JuzxcN<
z>&DV^M{s}Qej1q!=MDk%M~1^5uI{^kv?D^}s;7{^W&Jvb(H=Wd4Tqp(7|)!i&{dP6
zy%to0pe?hN_5zr_VE{C5&0w*cQG3oc+ztH5{N11%&Npqx#G9_-F=SqV=-5)6?gDuT
z`<%C71wmTaRS-rSug3<92F7-Nn<Bs$c=N~`09x~!Dt8-%QOU;UT~(WqPIwg5R)hd{
zV3-3|vtVj(B_92hwL4P@OGMop3z=)dC(P61@WIY&ZDnpdfFPWwGqO35JIT@B-!5V|
zC#3F)u)Vye3AXfu?{-`x$ZhWzpn*QwzQhk`YjdJ8p~w`!oy@9oue+B(K=iM48UBDs
zP1`HG7%Pdlum4Gq?Ez0cNO<hY^5Q2rwlf{ZqFD2%Wv)xwZD;$fOMD@M0vpjPs2%_3
z(%NSGb;CV(dOOgHa*qdkdi&RN;ZZD<eHO=v!obhX2tLD7f_tC=rEL67#~leeml=sD
zeB3~hGc>q+4>t5RbAEPVP7Wy*g&r%bdq~pp4HnF3=jweVrj_JQxD_?<+27fq^yqHj
zUF4fwJm+uVPu^5|-DHJ+vvuG3FzFN9xt%91g3jg}oM!JAn=CZtPgDxyChF%Wxvg=H
zUd`t3WaUfGf}Kc%4{aW%IS-ZN$8cP(?WWE+!ahgcd^;3{UolZpjSN`kJA;~ZoXd_I
zj%8HbhnB7zP1N=fX7n!*UOQQOwFfS*d>%fjw+Y#HJci-y3x&hQeQh8?uvEAUb7NMb
zZ5i53J?`1+`Ex2_5apyV)}(wGK%1X(HQuz0sO~L96KCQ=10!P%o<Tf`LA*aloG=#G
z-v%$&5{oO-9>)8ybW6DuOCe&QU(Pylu%ub7UPd9`36Pml%*Bb=6mlyIz9yMnmAzu`
zUTLh9b#2`Fziu9HbIOKR6?EdC-rU`aRPSEf;Or=Q{(WBy`nG4`H)Qp~fYh@SkKnX5
zK#;C=gu1qE?Cp#a&qP1++#Mu2({x$NzJ{dnyB%TYu}_w5_1Sz6h$;B(rLQ6uS%SZ(
z7P#-G>DF7^)W>t&u(w<o+}wEV1m2Bph1K9XkX`6Acm$4*QT&@d=x7a-$JC3zt2)V%
zk!8uKm+zs(V!A7%k_CDhhBEe7WHm~_ExQ)&r5_@~gl8eVFUBHwN_>EMAIe@3k-Et3
zVl81H^!P+Mb8%v`2naJtnp@z#q^Vm*T6XLt#n5;pShE?{dTEe@&VFhYvL()Oqt47~
zk%LT5{e=Dl!;5%{USFxTR$_7KTW%+9m4BQgCK+1n8kgxP`QDb#a~GiY0_gxzLN>R^
z4f^aYpnf;n!0xrP{<<|pF>0%`%LcdOF}5%kS}!fGjkM{r747Pe(Z_&Km!+P+^y(WJ
ztIj#7x!{GyPpGIDWdf)e;vmkcRT7l=a5D;1qsqafwoq*FzXBH3Mn#kRxYAHm_<a^A
z&-W2E{AUZF4kk(lb#PgHD~Zc7>R4zdQu&~UFYn)!G{Tbn>qR}@Tx7k!Y?7JN=i_u{
z7e71OfR&|yi<T3qTHnAW`#m?QUVo%|a6QGLc{b%N>=VzOT|_VV$)KPo4yb5ILOz|;
z&^QLaz3h(m1=y`Dn5+OJGAnZlL7USvs698$tJK10X@c?Li{LGC%7Kz3;2``u@J%Vl
zW07*f5;V8+J{~Ud#)Bmb6t|xN+~(rQ@=8R=L;MVZTV~eljT%btVh9wX=k0x;R@bA)
zh50gLu%x2W)}ZNm{T{FDHUb|j0cA>Jqtwbe=O`IB1AnN-7I)iRKIf0!k;*;o#c`kC
zd+~<xWWJIA;%ok|)ht}~xBK;W&=`_wUQCPH<TX>Qm&^~S#w7x^CPP_ojq;q8dUzw)
z_-Ld~+Nyu(m}0+j?=3?(>ZownSPf_0YdGh3C7!_YUlwpHA{YB@Ct-N8Bk~WLZO4nR
z+BmiL_=HZpVGYkJTnI>BLqIG$AJud;NX_2k(82qZ-*=g}ZzlD<fs}{E#v<}xhz!kc
zEDXmUnFu#R*^i{g<1j>fR~7ObFm(PbH5PFsoGOM}S}V@*e8jOACA^;B;Fag?@*(i2
z%Q6l-YH+?FV7&@F+?4Vse_h7s5eC@^OEm4iI+uQ@zytfK2)Y;Y^a@tUiYo|o;0l?>
zwB8ujlGps*7y^|4R$+W*o44Ky;!wI?Q=z!sb@LDkakqAm_qNX2|85N3{T=&(CgAP>
zY{$KTz56Glb>d(pVrc2Ozun=Uv64ayEv=06b~Mz@5t>^ID=lu%8v-}{`N@ufZg3ZJ
zEDk1YvOC@@i0Rh7X5aQS+?Yc4k5I*y`o1uW5Nw_qX(WS;6cpRTgNxxT<slz;vaA+V
z>-j^XTnl*N>e!tXN5QFfWbq2`e2>_9JYLm?ycN{wVn?6y9g2$tg6Bypy25nL@lohH
zanJBVCM`-(=KRgjCGzg#z1fr>k;i<+Q7VF3fu7X_xO^Le+C3B~3#$U;=-^s*)Odq_
z1gVskdQx)jMaqmaKT|QIu0mt7K)2-V8uY(aNNnvD9k4xryYQ2v%lvnmoXY11bBw90
z<^!Dd$NBlsYFb_?bVL=q!RGo;3Ps;iqgwWwgN;F)Fy8R!Y`LPVzx&BI;64r*Z;Lk5
zQVD;F@Vp5bQBqzpYVO8JGyL{rzErshRf6h-{`Dp|SmHchM`CtC4EGRY?gnwaj=+Ao
zJMuD@#|GEV@!}c<aTLCfZPqbYNr>ytY;w8uEahG8bP#CTQgLc~Gtb+G%gyYcZ!_U2
zZ+Bf2UmkGtSW-d|fDQZIt*$A|JRaST=pdgiP92di3pnTVIlEnO&5Ykai}Pov3qa6w
z8i?F`d{I@a-imJe|4XIAwyT@GJ)8G=_|vsCCQs`5iHfd%=u|BeN1&~cdKVRytBm$B
zyc1*v2n8Sb?umeR5Ueo%!AbZ#KvaUKFU#n+Ft&?c0IkQk!nQ=FDGX1u8(1tSQodo*
z+0$j0taH4MfjZUtToc&Dst-k?jaH5=%bqC@$GPWJ(Mcqd<FI^I)h6biVRr|iUlbNK
zw@j`S&bi*Ca$J4F8jQT}tRO+Zd-s;3+WxkHY_<9~oafZ1vr^<nUquzg!WMm$DTq(!
zQJb)gO?OZXyIqS6*L^>4m3qX2OV22J#c~jmaog`?4(sO2`!BWF^J)-D^WVEVzsXHo
zxxY`J>wEXZ87g{r0oS)k<v_*MeOy%K6mA9i;yps%nW#+wsPG@HLTPYZ1#oxq=PMU?
zZ5M<)CAWlZ3GBGuc|HxnY$(G0{F0uHq#?MaXC#THBkNm(WsyAEQ3)1iZ`W`{WrkrV
zrK~`Ambj|V%3oAgiWA?lJZkX`aYw5U;v3!xxaJZ{M1Y5r?cOx|Ri%V(1^1c??{qb&
zQyTy})|4cz)8Rq{eW+v{59eyUTua6D7SoI1PUyk(Jjw_)m)zqGjTl+$$jwQ;Fj+Y5
zNW}L?bx-E7rHB7_>vxLs$5Z?~aZ@7{+w7M*T7MxmODq=pA`SITFfoKiTj7-A34{mj
znk6#set-hIH)poEJ3%ouVMSi<m1npd_`D-zXJ`uJ(y0aPrW*n1S8_^wM>yQTfnD0|
z^zs46m|2<&iKwVw@gx5qFBP*+ndseQQb0~|<@2#;eMvc42g;`MQl^(wS|4zS`tfxM
zTrCOiaDI#M*(?%uGA8VEz*Esw534)aeWqdjd==bvO*bcOsIQ7h*WF_4eeD5LxUW`q
zw%2p1r)H{2y<5ZU2m7q@Wh4(TWWms&<H?s-ARUb^Pt{OtA}r1}2eU&CVY4`l4iBW<
zW)NT%aCUvEIQGhnrSa*}{mEoiKF|{H<%`b&Yb(|4pnV!7#%>j@#Q~u|a4H!a%lRv{
z5rp_)>CZ@eLEpsi@V?6-+=mC!`cF!?4^~HpRnYwRjYq0aG<J8Z6WG!9lgM_14i`jv
zbUJSt--tn{!@~P)A3S}wK196G5Oq4rZrL5f1Knw-<*i>`TB5x^{CG>dKalNCU$}T@
z!x&s4_);H-^>ssIy>UKKtuWBw-txD2DiJxz4pmP4RC_Pu5-mp-0J({07I|=BYdo}_
zU5<BXT)vAhKD&wA?2#JI8Pmq+rucR9vgK=qDSWG4e2&?;Mj~!xx3A;nVN_Rub=y$N
zaYWzlZgXV#`h5!fi1T)52H4f}5x0pbq1D|=WhQ*+rR!Z`_i1uU+a$WHKH;1z$815J
z!=?>ie_XvbEQiB7uE);M9SnEY8iICov>ojBI@{sxW5Lbl!LIc^LTbzVG525aEN34$
z5Z*rL?MgoP4tH>lDz7iB;_-e#o&ji*Z8ZQVMtUD~kH=6TzQUS73J~YTA6+o88ru?U
zj|&F_$gl-zDIgizRLyQ3;T{sA7q@3v5V4_}=*8awGImL~#uyH>0?v6r=a=jRoN}nv
zn6wKz)S>9}L7+ObON{#a0Z>?w3eAzAAhEYcJR2JVV(lHlLfC?^7?|k^TO3`~8HIp*
z-k8WoN30v&$Jipg+j1U3iEBbkU<6z~x*u@D5kRoH@;k%!JgA8XPgYkHf%%a1Nc!A_
zyK5j2AIr%>#_d?YAeRmk82MK4xD&c?82Gt9oe>^{#K+h%3!TAFRPceh0~i%a{FW`<
zWrV0CU`y5=gb~rhA3qQ@tv-t=YbVk(VB-eCa26!d#4Th1n2AwC(6=-L5=0v-7sv+4
zDLe2Oqn$D4&=%7S#NZi1yFfJ#Xg<t>@HEpL<h2eq93FtUWF3*Wc?=1>@z=gFN|*v~
zA@t}yF+LJHfr*kTeEaUkAp_Q9UpEpT!Df&XOx*=mfkq7Gr^DJIsiFtakZlGH2P>^l
z0me1jyb{!j*i21h(rJyX89+FTl<F$@Vw^6bO5?{Ci)Y;fQTRw6r(<laO+bjvG=sRD
zL=y&hf!^_Au|@10d4U<AAlhBupBr1FslKCh^oCf_7jnzL?&!#<c8-4_$qhmi#s!@h
zB*VRXz?kE7Dy9)x%5VD&AYVfyR$Y|u2#_<tCxMcfo-0^t0GU6Kj&GxMC4WN<I2*vZ
zx3zy2LV7$tzemU#`E{2q9O!WvOcXFvfpE(7b$XYsq%9WlY)H@+MIF$79^ASr9~sIB
zq6!heIE(I?o1>p31Mj-tBMJTS_-kVl+QI*wWWt{^5Qw(k_;2}P@xu8t;qUh-c#Pa>
z(*Z1&*e5%txi(Z=A?CqU2B?{!|3r*IASj>L7_<xn2rC4$5+0a=bpy8HuM-5wm3>CY
z_zOj}1TKjsk^oN{+TQ``e<DF3+XVAN_1b|_GbZqyi3b=)9F(ytU4H%}7}n*B_8*v~
zFoB?34YUK<@H-fS#ZY17HW?T)X4&Io2DlEaQVt{#0a$Ti^7QB!a3W#$fd+GcJ#|7k
zC=8xPU(>#!5zst@+P}X;3`!<4%zeRq=iUapK%CL41f@>hjrKLaDiwLTw?Cob<`Y=Y
zJKTUeM?`SI474d(s^1VG;r>%F%8}8{RJuZ17@_H`6}h7vxUe?kjbLU5P?y*gk%3_x
zyWM2ra3CF4954s0@Dqt)JK^WK8dw7^-8jOlAG{cijCxKi(D)+*4{)@)Wp5l1)`%S$
z&6_0*k4X^asi4+lfHX6+;{E`_d9=Z)u!^TwNHow@;j!iQA@T25#)@?QdEUES7TrB0
zOB>CX`dXHpF@rG7zpy?xw*Eoi9x-l8M8k2?PrJT*mQVL2N3dUFVpt|bEyJB>tru2O
zx22$@Wcz?;kS~z_#Kl2B-rtw38^wQ;|MVyGEuHGFiU@TpmWu$BBCL!vyOH*{Z#o&%
zr+hUf-$VP676*TOM6A)sW1hr*(Sx%>o?wM14Zek<UX2^K=+$FTVPE)igejh;#)P;T
zlaTh_j&Y*V^-SFN3fE9dUlw|_;4T*iXuT=Yl*_U{-q+>C5o2GTP`!clH&@{P*TE-x
zFGJD}DyvFe6Q966cjJV>g*ZH>^5sfp-~N3~<xmK0^hx-76QC9$-K1r^9%)_Iy%1hE
zQ0Pa5mm{Xl3rP)uB&R(0`Z-Bn=gl=(Z2bSab)OdRnh1=*)MxtGlYktY1gudvN9EYg
zn=78C7OqtJiq?h6JcV=$REz72^tJM@UH~s|^3I-0m%+rPfe>-A%lmMSF8nAn{VV5@
ziQ=QDv0{10L!5_%(oZTGEI3&=BU#`yCck}WLTar0xil}hGO4rAS|ipkshdK#cPGV?
zW0$RF3ivw0gZ!EIRxc|#;1sR|lWOxv?P9n~IR}pMw*t$$XCVRFQWLoDCDBMB8<x=$
z9HAHi1URM+dzrxYA9V65J<byr>(}Qr$Ny%OJm-)*PA+;P8#9yKM?Siwm-9m02RXP$
zeaxeK6j4%tn0l?(Do=h80r}XM7)*V?;CmQr0NN3pOF3{3@n8bCk=Y{S?N@>Ae1#V-
z0Xn5zOh*JLe!C;aam0JfT)Q`OGSEl}esl62<&eDgMp=*0cF^$lL#s5upziMpNd4HS
z<G6}E?xC01?=#+x@f)iUIm7|G@yn^}3x``gJTfUgq;;kU+k3`g^BC;2LSxz`|74qf
z;MneuGP!Ac2bbncN7fzhv&>m!xL)l+M29TK?_2<v&hEsRS=4cmkzcceBi_6hp7It5
zf;&a=_TJ2vf&rXeTut7Hw0!nO*`$i?3U^yOnWnUNlO?ZMXOHAdc*#9)V4C2ro2UVt
z>8}#Yk2{mj28T-l5=|!;H$)@jc#b$JK>YXh$WiU#w`6~Sj9j_ry(oI@4@=yq#Cz^!
zZ)dz8;x+<_HXa@OAZvF`u1bLSkUtl#4u~=CWhAq{*VgmUT)2P4-wnt+%N*Xs`}OgR
zUk&tuGwr^ZbnyV)pCj+b8#&74$L`kW{{)t`cQ;RZ891ty?AbF+I+LAo);KBxyEtT)
zYy-;Mu-dBjfBs(MiFN6=mS#>Or`U)ew@BuuZszVCgeNeez>%|e2}G@2#^pU73rzl4
zc=&8gz&J=b(4V#7i26_u46T#9D(Swb2P(J9;dBF~+DCKc*j==e(e`dKz2jc4F_0SW
zkD^790_gjSXRm~p$=!lYEI=kg{6@mIgo)^Jr%~Z5Yn_FDlN1vUAvB^T7Kl`*N=wN9
zjmn3x6YH+1+-hRl;i)WWQjv{WuxeR1NMjGwKgFnC3AZcAoE!B3;UQ#&<FW|*S!ZAT
z;=3FG_0T&HjJyx8aM??3-xJM1mx8ZY#c;=it><}!Pglucg`!V%Soy3%8kG4HrJppT
zB9F&mN+GdlusP*~4!jgR&pB^D&->G2tAbH;@7BwEB>T8L{TZK;SU5zQ6TR}pnoLeg
z&SIwg^fZ2;K?L6^=(y`~{fGp)$_Yq&@XoGtG8j6Ww0#CalC8hXr2j<Hfj}v9pWu=-
z+=!ptnxRkn@;*jlIhfmsIRvbILf01k(n)2pco1V8@9{Q2Ja+2w{l1H`j7PpID0!)N
zsU@7{>hGFpxO~(jL*3kwJ=HFqVcjEIPHrt-^Qk!9#4`at3wb-eouynZl!rcA{d1p0
zA$hUrR`q4`jlHxqy{J_Q%I2;bndTHzARh))tR(ibGHKcC82rDLJzbt`BKQa2iJi@;
zp|S1t%|f3=8|z{Z=-P;b6oz-q85sF==78cAape-O9j?>Yr@Lu8Smj1MfbD#U3kim2
zWh#TGD&v>uZ1lZfqwd){=1EcDqdOYhZQAl$1i?$Or7o}hs_vcTi8Ss2@pCbuLMB1i
zt)n*%!JmW`;vg{yM&jHEQ9fyFU!w9*hzh`&Zs&~3hJ8kRwLjnQ9A2zX%fhzoE^TE%
zdblk|r>I1K8+yK4Co70V;R~sD;1q2u;L{D>ncFG?2pW{U1T`?e@CqOFRz&>r;4ZMi
z6SrbT`Dp1UQB6&`TmdM$ZCsm`qZ8tiH_h(7TtQJ7Esg|oNkCrYodVk$U*X8-!XnAv
z)o0Cj4pz`w2}AY+JP%KW1+Z70Z2mrhZhhz&7+gr<<-hb$$RuCXrhE=0`9TNs)@cQZ
z!1n5UAX+K29&=_Yj6K?N<rSQ)d}J+EnIxjeZ;ySYmY9k~Z=b`d8Rh%9fu~OQ`OEV4
z%MTey#6~hap3Crk`4~7+MfvW-62YX3AiDbcta=tIW|;^`blq&fhP+nXh$HNf!Uk)!
zG>^`pZ!}Hd)X(rRN?yf1R@Z|75HLS-K=iYuveU&}K#M~^tGfof`fK3|R1)7co;fl|
ztm5~-vI?axpB&2E{f`~4La8D|kx@y08?e`plV^up+upUw3vp++MApI%P}v%2f=&Ki
z0(*VKz~KUO+1h*6%4$S(v|<npfkr0brLQ<F>YjOAHc)nc-iphyB*fTSZ3ohSO*@?J
z+<^&mpS~cY4X0;NAIr(&Jy>>1w-dZh5HG@9rFxRT@a-OJc9421`cKeUPZh@w(ud_>
z+{EfE_WfC@rj7c)k0NaGWhoymP`KMQ6^wmD8idB~5M362I{yoZl>%1{6xMQ(h0koC
z5|9NOcT<@Nq()ANeowfaf~hz51rsW4dlCFDOn#}zsZ!hp=L#$Pg9}|TgPg|<YHf-g
z?VouIh9RZ$5`rRm$tDK--X13V7k)ca2!^B5NIJ#UC1XF&_1}a{X0-dBb<5YpP-4E`
zr#92iWY<Uk<fea6__6R>qWg-K^dH0YU9}r>ER7C2*m0uH=DXq;fL9r{&39<zOaCKP
z-4zms6rUm`P~H{*)0w!5QkEjcsyr>7`m5U-uWh@tx|EZJgu9k?9Wqy#>hKz%j|lxJ
z1^6+2SefopQ6&O741-KE*(4M*)f*%-a_=B}r&jB7bv=-m^1g?aI$2oZ5GWr@tL+}v
zfBC)bJBg+3i(t2-{qn%XfKMZsu=1^7w*4DR58m_MFL){vQ86`$_XfGOo2Tx_@djTF
z8HitsWTN~z<c>{r3$KG8_}xAaYda&3uW|`#MPiH9cGA1OQnAxrq{gQYRl;3F%22-9
z(cPF^r|)0vJDbOcE$pb{PYvvfueM8`9B8wsdZB;coBVGNEY|p?ix&ES>n4aq6uA%F
z#@?Fpexc1`Uh02d1hMy7Rb0Ng@`1Ov|BLMtAYX1p2cys9zHl2*oXzeb^KE@NvRi;q
z2Y>l3ns(S%MNw}fj1p1z>mmqGnC#mQ>O!No#8jr!&C8Vu{Q8+ER9V#|Ao4~5-nbPb
zvyN_&S&BOAN-&VqCLK9BeSD{2^tk$sQTn*7Xyo`r`Rl^CwTXU$IHV75v>Wc(q&g3R
zz79-YgaE5ye5YFP+j6{&_ZEUKN{`M&vMnL?Q~i8ZI878blU>ms$_c6v``0NfPU+V|
zV3+^<=fXGcYw|J$RE3?DrN93*DuL8zO$UJ0vWH^1a`)3nyRL(BTsP?r@dlhLq+&4(
zopBsm<@vkX?}8p-Rbl=9QZ`&-YCI%Fw9MN2MUHUOYEyfy@2_w6m>8rPw!}B;L>24x
znI{(Cz0nQ_ek~(K9(-lwzkR&~5hy-VUNO&^(Iu3juTS17Qj3cn&cwshdUxxXNgY}?
zGJ4UMdBV*pE7>_t&E>;O<o6rPCpws}b;W6J&0%LR+BILnKC6&3{kl;=7g0D8Ao1YP
z_-<lmWY-|O@D_Bndp+qn(opXiiW{+u>|76%l0StfC|$Ypncwdesl3sy^}>f$q?|aY
zYq&EEYwO@?e={K-v{t5Id19r&oAtWqXT3XO7zo-9HA{t!VIyL-j&O`vc(zJ+ngM8<
zjLkFngf??Ms;NJYPY%TLQgG2RtE!^%7*$2F&P+JzZKpn&{&;+a)Pl|$RX~r_t0^ul
zjN~?Gsta)$P|5^O6{|VUuV>=(ONC!b(kg`gxwVQ~&ap~u&#d=?ale+P_?CyoD(j@M
zo0HDq3$S;?eQCGGq+M`b(pAT4YWmH}re%;~-aWEzGU+NlU6@zd{hV$-nL;e}YE<2+
z3Bm*{_nL>C)d0ShFXeC5r7E?opFhjkDOmm})z+lSUioGBKrYVfK+pW)aaDd2Q=<80
z(9N^$oT)=7y7yjd5+^a8{Ynk26Vzfgo0x?h&JqN5k|2-9K?b*iV;XL}KEv2bokPr;
z63dWI8s0iPtrdwI2bQ5<e;y(s{dtUdbykC}xfiEl{Ad>>k91D_?uZe(ZUWT^t@H|{
z@2sc1B>d)5x{!WKQC*z~cx(-^xpN~9@n%*lPB~AhYH&)U#&Xvs@=M;^H8E7zy5WRY
z&5+QR?-?07!sfA&>d!=kdY)h`g7Ppq#mgR4Q?+-ja<_87q30vZbNLzO?AcNs$H`ss
zk?6lgTV>Hqq6<I4gafbdAk|lA8qAnzlE+Nuho@Y2d<(}@3v?e~A?j_6j$XVi)%zuC
zggbRHO<;t)NW6MBXFR<mpW)77b1*8g7c}J2S)H4<@%Yz4ifS|Q`Qih+G~RpqpGQ>w
ze9s(7EeMab1Vm4b{RwN^p`r1M>i3~d!!S*|xI-Y0nM@`<V?#OXwTMRVm(hm<98bO}
zsQ#&`%yw>sDXIOrf6b#sKj+O8lis5?m1)ma59(7t)S~U{&n~KYCU9pTCI1`jErdY)
zq$;ti8bR?BC3T=#q0MKv<HI-q<z9L`cVQ*LoG$|Tv+0_^&dU%nMK%w72|QD{0wWST
z7^8BA$kHdf&HMdxU<db=Z^0Z^LOHiHCETmJz?)CRx!1t7P|vhx2nM}tg1@B#mN}HD
zYOQC`c#X(Xp5ySlw@xjw>hf|S@NWqEp)pzUOUUR)Rzu{OljSNpsXPZyk=9bWwa%;T
zLhs-AwzOz{53R2CHLrsUk|t}(|MY0t3=u*woyvNYbD0iYn8L2Be>U%KEeOz|SIVBp
z-lVI!3fsi%8mIDoSz%>El0VXeOS*Br{p8ja&8hnoin>fCRrBonadK$F0&Jt+R)FBz
z-7S3|0KQhXt);BL9Dycik_&?@1&w-6=;!$H>K^^xyw>7q2Fba04`=&Z<Nq=B*I{w?
z&L1#}ySuv;io3gei+gc*x8hKsXp!P>i@QUiSaDt4b#Yl-&OYDsJLi4>*=z1xNp_N%
zWInm?$&9%yKhKbz%?-yxbZ%wm*QQ$dmar@r%?7vAH`dlK%lgc1Ajn2c<oEY36TjL9
zXI$4zo0UKF_W8+PwNR8{QAfcv)O53jNjwqpZI8g^*}cX=GC)9)Y~x4q%tcEJig8NJ
zg~2>zOFYizZGF<Kt@RfLpDrKvo;(W$n`~`Ti>E7ZZ0f@8%$I9tI1sbZ61gNgNS^*t
z5A1x@ul@ArkvU)e#?$LRbq*rVg2dSx(-B1<^CS6}*C*g?9OQ8zdJ?>j`m9@1)b%UF
z|MJ_m$F6HvlfRef{#T?)CQgePrnK`ySf_`ZhtMwmgxr8f2hn4-<KCc8sGS*Y?=Uhd
zyFI-uV%s1!TN+Iu`hObqki-G}mdS7~8Uc@mG{1T}thM~;$F<sjlCz^qJO`}C73-#}
z0kI_n<X9gTo>JeL%+K1~t+te~S@c;3oAySZD*<|#_%sn_6bbjSq_)g<GWU#rs}V{}
z;9jN=98RCgc2VbfG>7Xnk3VNoos?geY76}|Ewgj$qDW12@7pP7?*vMY8`KRDm%jW!
zw!?26Vgs`LCxMEiD3<+x4{nxQL__VqjmoWLqJlvl5T_?GP#V{>E;uhvBd(qNLi!j!
zY%UV8kjgd;*|W!#@11UbQ>=7UwMIqrn3Y8hhl;5Fw6_}%wx0q}JE$|BCW~F+PQCfY
z;XIDXi+~>f+s+EthB>xo<+jUK<On37&K=U7nH}E)Im?$QQ_oRL>I4<HMNn3|UO1YM
zv`y~7D2aeVTY4A3FD6&y;kWqA#u+h)tpPLtXKS7v{4#3~^w`f^a^N#*anw?^&?0~4
zmsgiJl^J%_0gL9ryf(5qN6G*ZGR}9quDkZY1ru`J@aMBGn&|#%-#0NfQ*9@@REkw;
zx8I+hAXXe>-zfSwn8*=)s}Xoq7#|&V3tBWSke@|R>;&ewXvj9!n?9(|0LTjAt}~0Z
zu_oVmBWKQVxDn3hwEmg_E=;e3mfwFC3$RU{1IjJrq2~kDzffa!1gj2U-M<Kdw6k&H
z<@%z2D>U)gA{7EVBP#2Xk>=x!*|_B?j>9x{m#<&^tvoYTTlRuX0rA$6la<UibTzd=
zXE}sZWaX;D^o#K{xRp~=)99QvFSVFC;BjgGE@tA8(3nf90G)#W^_5D<WXl}$Q!C-E
zB~M9jA>irO^0+EbS+<}NBxJBU@|Dy<BO1v+Nl>Xgn!n-LB;$7z<KkcQPi5(VV}27>
zX~-(*@gEMbjG|#M)$V%@EePJzSo^gMg-ANC0k?6Q=?Z=vFD@_(uW6dm>nMqHizzsF
zvqp8fiAK=ko)6SvD7CV>n*(WrxSb;lT7zn*iUw$fM)KFU%mEQJ$kLGT$z@o0@r9eX
z-P|0x?=PX6GSg%D4=BRH`JT%Brs6&xZO5LGk&8=`B?(^aBdipj`)ypYSCI9p>>%eY
z)udPFSyvb7HN=e^9%aP`_gf0<1UYvlRCFn>d4w9l6Oz`vsD$P0F(?S`IU@P@DL!{m
zJu;0)wXW7q5@^tySklkW2z_<Bj{lK{p*~vm$G<1ux*LBhh)IlSz!>Vn=n#A4+lT#g
zt05I+)FULYY#T4q8b*Rz1LR4$KcygZR9$41JZ?J<Q=!)C`WvX(#e?T|wRq3|ovQu2
zUES8PUE@+*t^C+SKfJMLoy)tn+tjTaWbBCQEFj|<O3deg{|0|YHzX5V-0%5(i8u@=
ze$=x5AHN&=$i;Dvl<6a$odbvQJ@eXMj!e$H=~M$O;ASn17604Utu7ixFqQCn2-<(V
z6rMm>h`IZ`{x^{5RMucAv_XZqG@R)aMfg`i+lQ*aYlBH4PEmb-&9=5|Kk+H=dGGAH
z$Px<#u_*{T^u!vmmv;Hp=n|eT{wI#-j-3aDyY)Nw;GC+hi-pVguq}BZE;wF}>hRCV
zjX>DMsVxGmnVsN3Hg#qFD|SY34chI)B05{9`HQefyS=qsL5rD=b@!$^3+`R#=|;W~
zMDp<6ulDRxg;>7~<GXgbPM5GCMyO;9rRlGynR^O|fk!a>wgE*}cexO*hft*C32o!I
zn(lHAmwz72;wtc#061GUF2V-E5TyF|QU{9d`Rh&hgvjhXNe~lc&VvhR^A!WKRG6rL
z2wA2{E#Z5=_U6t09_Lw#TZqR9Xz}VfuzUI~(7ih7c%u3AzTmcwLgH;_q-Ki!Rb{$z
zk{#SqmMOQhXm49C4H0}Vh6p*nQM5qM>b2Xd-!>-Pv^24V^GLE*_?*DAazcP4Y7_yF
zKICdPb%bZ4UJr>X(I{(0j5jwJC&f7<lifZeiUy;1_5A=-=D{V$iv6pb+%<T)-xwk?
zHn!p<QoYJvYd8-zmdI*|Q7@<vXPc4_CCXI$2-?-R!sC~=xP9>I6IE#jwsYpz)(g5n
z8F8?-34D>gJ&Q71@VI1Tbb;W(%erP0Wb;42Vx7gL$c`e5AU!Q35`p-Ia#7`0MOZi|
zV;=XD3LBnYG%@3CTF&+A^{^vnnO{mP@L{6-1`f+ApTo}C^f1C80Spgt8I0@w>*~Qd
zgny9%|DC?}_IWPH{Fo$lImGiVP|EzM$`+kEgMBjW4#}Dur2igC`m3CqppRSNj1-=j
zt6;}FZRV~8S_2T)(4T~6R)1-dyBU!7AY~uBiQ3L%{CFcx)<${IUUsMez0ODbcl~!T
zN(kbvYxoHVS?-c08@yV{l@Lya%#1T}xrdF5pqCm34)30t_@s^NZ`!97FJm|5CCGrV
zb}gvuE1xtjVK>@jafMZK$_iBfhX_sRCk()x-A-S9hz3V}qQcLjhRbm7%u5xy2tP}s
zpaPa@ZHFlAy64Cbl}D`DY1zf<5Yd?hovObl>(a<>TU{+N<s!cIK*nuBo#H`V#&9@d
z#~3D#C5HXv_5pgAC!tc-pX+(AT_o*6j{b4M(nZKN3mHh*f0mY}a?mksjprb>t~b2N
z1#yH!b?S<EwBqmPWejmGV2>HLjVM+)?AMpG$OoK=u^<0gC&g(_Ri>nCrPNq&?OXCc
z>Org9OO*}RFL+?Bo9b`zKTkX(C-=OBR1Esg^#Cj5q@xw*6h1N#Tl@VxSf0>No@sFd
zwSwEV5P=@DN5P$p?I5EF62ymrI@oaMmOaq3{}cN2+QH|o9MrNN<HiAN@Zm|M-Am+Q
z*raMP;z@BWgO4Nxm=KCsr$q94QkHmpL;nFk{=YNY7<L-(_E@3!)grzM<m)>y{%L~r
zuG(WY)i8*Gs`*S!Z_>Q-pYX0&MeTUH%PU-AX?WCsXZ3P!Q`d5JRh8bXu^mh}RSa^s
zzxy>AmY7LvdkHfp<+5bdVP>6mW7h4EbcD8(j|a<kdtL_9EYnfDOviUy`5bJCkw{U)
zhnJ_*PfedZ<C6cIfxMYp8CywSuvg{j<Q%M`ka8!mug{-CA!5;Ui&fR=j$KXWKX|9m
zIbcouJ}N<1v+nrzu97CAl3Mz|xqNul7Z4}-EQM0MSgWELkSl%@<}rVq>~G`~aWB?0
zXGH(sIKCvZBs1THt%~eWLv*qe%k7r!@5IBTL<0>aQeF(s;2sVi&h&|!yzNO7j;^jc
zj*m>Y{I(iPLd+{(;lY}1?@>ZT*?SpjPMMv(`OTtt{iB2<;?Wxjk{|~$tb%~z{0CT!
z#2}0h^eIkQ&j?$ygGG0+uRYvi2EzEv+N0cqDlv8R($I*wcz}zVUrSlHNFAt<Wn&w?
zSYyQAZX|w@*8!-eMU0;N?Lj!9Jn2n*VR7{``U^(qOTOt(IK_0wzb_U3X}bIUX?L?&
z5Y$KMBY3giVX)e){Qh(zBU08$^dH(CDIu|avS<lIP#gkf={+%$gc3-c^G=OG+?##z
zI{Bt_M2|1}@~|7SL<}FO{SCj*2!_lc@L@tg>4NlpceFLr?l#~gLmX?#MSSb`{f7ov
zSWQ~^_*cGZD`0Hil~S_}jA*=ETk;=*bG|*?IF!bY#^G^D?VMlz+tc^f%%{KT^4$pC
z;I&KcCqw1N%axBL_Z8J5)}pGnQbF5PV$>TKg?v{h;S$DCptE{s6$bAKy2)S%dkfd^
zT4t0}9H4=zEoStTa<?sNiv?_6TbNGvG6kCq?vGMmQn@yIM_h_8nh=;XbEKW<>&y0w
zuh#$VF@B9wzVx_CDA*V=jm+Z5I9zf<Ox2;v?!37jx>*3uL9?E=VMQ++9B;RgFZzvG
zJNgJQwMNO`7XHmad)*-Tzf}0H@YYfyBsL-97$UI6H5c8EYwRsBBI0bYEko{4v#Or&
ze_#GxwBkHw3m~Ze2e_ML!q{zNt+#gf0Zzv660WC*J&lZ0giWIIr6#QbCBmj_Ek-(r
z4b-YKoef*2u?`ZO3`Wzn|IL~7Vua|VvD{*7l-8g)rA%iJ>3>3#4<U;Ns1db=Rj_dQ
z)*u{bj@V`5!v)+Hbs7XLi_8y`Tv?c8)AM5Um7kj!J9q;G&`Go`v%LL~lEL)}Hw^~*
zU=2Sa=KReZub^D<Izp_o%CZgv(1Nd+VY7+yBJtI?<ytpRMp2|K==tXfNk&#A(^2Zm
zxTZ8b7n|G~Djk;N|Db<#Sr?|NZy*E$Y%j5&Ka)S$%?%!kslk$a{+q5duV+&q3|d|X
z+F=cujs2&78;2V`lY@JES`LFrjF~MzUQ(azoE9W}7FH(#k`92x^$V)?EKk#)J<R7a
zP2oa+i*myl$bXt`#g!s)fk$jEE>!mH7#Yi=v+i`Sl5ao5X0YSSXgB#Bd!{r;l7tR)
z|4k*~OcZ`?$Je@R$7fRD_8?{FM?k^SVW|8<76y{lhJEy4`=#@B=z)JtrbtzH@%l|j
z>|UVIDq&?5BK>O-^<O&6ebE%<LtmsXlLdv?;P7)^t}*Cw<xlwTOrCO|q7x(kRpCV!
zfKYfYQ5HrX05%0WN5pzQH6$z}<bO`OQ5UMh(n>3&S`NgTO*z23Xn4l)(pr;foQBI7
zk+<UuPN(ZFJUC7xRVQQDL0?SkG-rA+f^>STVpU{1FQaO6Vz(o5p6$U{VU1$!@p60x
z+`q4Hjan52LC->-1r`>VE)^Kt;Y(Ov@Cbm#kXk!`;oD=7Ab?!33G>dByxvNXR!jD8
z&IRpZCtDrcl+=H_-;9kbdP;*qVHFhjI^C#F0|`WRdXHK01O9o|>QKuV-@ffvS1ib7
zUjV&xw7V34_T6UUxe@(Ly=aLe)D2+(y?yCRv|9?<=zr34f|1HA_&O%QGeIcIBbcM4
z0UoDB0`Vv0wP`9^YtfBx-q|?I)Z}ryPp>hkNpD_Aw%n9I&VTI_GTV?wa?0j5^~@ew
zx#fGbUy2gPYUUd}7peZ4z(Y={8;-)$qoeDMXI=XJ`0MMAbVny%G@KC1I}xwRu)H1B
zqj@!6Utn`B!2bOi?sUePe$`mroXc3dDfs|SN{gBh<oDyWFORZKN@sFiDn5B+dz0-t
zx4*WW!D*@-PFDS9$oI3>tRpsN#jde-QEk;85Ihz+Xz()<rG>UC%Nl$(x7a$y1S9-8
z{rTJ?>XO>FyANxZIjE{AoO(-c!;9K2PKk5Uk<ySJ#8Tg0#DZn>27KfIqs4Uc9iyG8
zUAqCTc~ugM{dU?>e+l?mT@{}hk3O7Fvji;*6ej=gtZN@7GfdeeeSU4V+IsNt<H-1h
z@&jo4eq`!X21yyx_kOVT0sQ{@l>hx{ZR?|i*R0usXPEu`CZB1LHV%B+dl4EPL$(JU
zt*{!PD8`Vt?tvzf<+7)&mD-qhE{ilBIMK4GUv?$230%Cb(AQmPY7BVFgmZp#6>`hv
zO$X$jD7YGc{P2QlKYN^n{E`<3Syz;oHL0sV?JP>AIlu%9<W}6EjFghil9eGtoKw|9
ztZIoh)r93ZPCET~@a#JE838biEI*5YW%-NRwpmEa@f~8!tJvusFo-M{allnnr^JtY
z;DL;4{_Ei5<{NdJ%d^Sx>E^!7&)u$TWsG{ly$j4%>)$bg1gg9~Zs4uM8Y*$ahkR{y
z4-@I}A||`ekGJRNhrV$Gwu7-bJ*C(kqS;z8LUg99%F6)H^)xAEWX@J6m8dPAgimh7
zRAvr{RR72vs=tq3C{E#be<UrMXXBVB%2&=_$u(o{_;(=%Dy&ca-~(l-Ogts~%`8Qf
z3ps^M{)R0X$*#L${SClPa`}DrI`*3Gijg^=9ywBiux~iW`A_SOAh=6?v{NMH<IbfJ
z7tX|xFmE%$7u(}d-uAievoaqbb#z-Fv-$Jh*WJ*+fY%F>?o`?vYA{?7P|Wh+v@DI*
zLwhPuVeji4bZ=2D%Css%t2D%L1)W=@zi>^VUvZv0Qp|}ThO!n0p;2bU2dW74yDcQ@
z2fqpk>{`UXKs9a#d~+cco38WB=R2+wB+(&j=y<uerL}YaICY?>4t9GGHDKusPq|;K
za;X9m0dw>HTYCk;pK~iP<Ai#`!N&YDV%9k{80J+h&xqY)=S;nHiw}b0CxbUJZKgFg
z4rx)OmCv2YYsx~qau<J`P7e=>zMB7>{Nscf^U+6n$v2OILSgJ1)OETEFEs&;?+(03
z8+5W}zK~U=2=*%xyPL_|IPIn`JnSDVtM)L8j^YHg9GkZhiyBBy_OiBCAo9LakG3w0
zW-X<Hn*yNf>ECSpWJ92+rbuo2uTRmHe<$cxNP6ebTd5~dILI4FtL8Z^TKI;qA};1F
z&zZlF0D=z0xq%F}=6^+H*R6YZgYz?($c0Z8HvK}gE~5kuykeBHD!{uPze&y1%(ogl
zpv`l~z6Zfphn@@SIKuw5u&-=@F0u^Jp9OxU)|plADDQ(ik*^nFt1@Z1>x=KZ49xTv
zVPdwq`}$h7Lur{e5C8cvChWmA?+&L?WZ?2zX}+;Bz4{J6BvmIqRUY%0A}m#BC$*!P
z8|;;S`v$!2Hwv!lD?i$XzP;PK@NRBEOiSHrva~aC6YeYVub&HOJ5%U#1G}K8cI8U{
zgWYMV8f$`A${e@09wcb2g8H&>Cn|$>h`=gen$#;PJWgDIE+pjU&%<Xso&xCD<DxCS
zf0y~5Q5r0<POL;kepLh7Eo=X!L0S~SgUCB#)^HH<F~0*;2k&L3e3BD(S6yo1Zpf3%
z2wNQ+M=W(3?Mb!nq|u5yZ)9LKS^)+B8@#4cju)(Q^_<W%D8SV*#^<k5Fq1ueo)(v@
ztuWF@#GaM>rOQqwt;E=v;6@Tvyw%j;^psmgf6P;Y`!Z=ZE;QP2w~hFSv5{l(%|^zT
z9a^*p5uhoASOUONb&zig&MADJdXNE+5MwuvQuZlgX-IE&M8(gG_kHM7(-lxpnM;46
zNSsLjWwCh>pPrVsvftH0Pyg`dnB9|Pc~JzO;KM~*f`nZDi@;jk52ZM~u{r67la(hX
z+c<ldMBlKZ>2~8TZGLm!FS(e9(ZM$6nJz$&HMEV$is|IU6nnEX_hmsTLZg{0s7<}m
ze=4e=#IaG0yL@4nx2B~0jiKQ@{Lo?|Y=Cq8SGAW~Zw6_CguBCKOx4n<264H`MiJz~
zG?b0U<@qOGfV%3RLFYOZps4~gviJRuWm;gBc%&xe{i$DI!@F8$c$@|CjMOu!ZY6u#
z<MZ?HzAVo!?<d<JOg1V*rB=5di@<1N?}^0us{s?hT!R~V_FU7>SsK4ByTkK!f-JAk
z7(kZQyC*KXq2MRsk4psEF>+TAiQu&A)d>7A!eVPi_vmGKB0F!P-8C0UvT1jq+?1bN
z>4vuDid)#1^e5$ysh2@5ZXsbETXo}V7gl}HX^Knm9TdDy8S6a~OSj$oh_xDH{m>&T
zY;#XVIUKsePIbj)8SEcrrV|%pD<)^;d&1i$r*h`Oh0qQ{KX917*)Eme?#lqn*W&#`
zuve59P2^nckrWr8{K(^p^_Qq+)*Y!g|2)>FY^@uAb0`~NW3bSm*8rsY!93`~sf`~8
z0sEq%sdf=Aouc89?rYuadzM)S@tSPxw?YEHt{Ajm@v^ft5)=fq**3S?dRCt-ecm1S
z&XZ!e3Q<!eQ4sMi`qSagCPecSYvTq_24A90JlI?G1ZNd($ohic^tLM=K-c1~kiV<F
zuwctxCZ{V^LTFeVKCDqOrcPGse#?1@twk5VXxc{?Mj`6>@#gaJo>A;~e*N(Z{&-&#
z|9~WpdK>@#dJBo|nSX0K_0jOL*7pI1luv(LAAMXu<UXy?y+2ci-zS#5SuDJB+I?iU
zeE+;Eu5(VAeV=Ho9ac-DEibA4MWY2zix*y7T~b?1gBM>*8(v$t1QdJs2Kmu4POf74
z;w4*EtFVY)*-4|VtGTGH<%JI(EC(@Hb;efJ7F7W%{*O$l0+fK5D?61sOTT!fX&KXN
z>nbj4|BtlN*41Cs*6~WyHn!TR26X<bs%@+SRD+lSoy=9Wu~mQ~P*uhM$Y8{(|EH*`
zv#P4LstQmAs`~$u7aSG;S5yY7s_e9{s?Dkb{Qt=d<Np<PRsm{3Re(-VRqg+qyoe>~
zt+<GH?&R-0xi~I+DbBt~g2X21JYhR2dnw7j_~qQW^qJ5Exazu_7+WPA#>vBD57%{=
zV9+ES_L@28FRwwtjdh6xvVdA5mwfRm0&Za6nKGKK8h>sQweH=-Ml-YIB_WCVlf@97
zk<Y7&AusNbMb;a<#G`l+`te;}gK}Qw0%;X?>M5asl8EoYZL4;y$j;sOL-r@x2{fUP
zJQn4sj1SyN$XOrb=m=D9K$vl=?EHQVVr<zMHV&R@DlIcp7K6N*2Cr(uazT~meSgm!
zk04D%m7O~rvNoh5ZWW{=vlgVHK}8k==7QqS0&&;GiyP!MPRzSJDzd@t3uFZ6Hb^CL
z9@SJ_S|vyunk>kp0_2f4-4@chz$}kyLQIie7MY|hkVkOjrD7$UlTZy(k*%|AOprqg
zLUBSUY->+QleuF^lloZ*Kfc8dS?kgmt30YpoUSI5p6Bdz*=1uwQ6=_SWIxp*<m_QP
zq*EtX2x&n1mEjU;m6QECuYgk8=hDM}&EoGRxuoxePdDu{FENkmMKUtHYHBe)hiw+w
zxv=ECB@1Hgy{M#URP+XJvxV8T=%3oL0z3D+@nlHHbu#t{X&5<u0b#xclbg6`Gk%b!
zx1o@6loQPHbc}Eu1#Sz6-TNB!(jF&<w)k}Ho?nYWCYvGz&j;?#Hm`@42oi!=E{Q_g
z^b*Nib+{V)mpthXIpi<&c*E{(H@YCrBv*a>z?`FB=Pi*i+rh#R!5GAI&%h|gxgj``
z+i^~X#M8146Ss$y3<<!dBsLS-^baNz?4jB6&6($LQin7XMazAB)iLEf4&CsBh#6|`
z6nydh?d|gW`{l>uc;6d%nvv)rKM9gyabN#>@H&%pQ|EfS;<a<ZCQtw*Hqf@bNu7Uo
zqDt;v_3x0RSU`s7VgWexBO|ylR*UrPdX-GAm`e9A9ZAP$Y~4XQI1RS@;dD!$#zd2i
z6#}1+>^0yLuz-J!7_DO-!(jgx-C$QGg-#cu5Bf058)&7ja*$ci7=FEm81)LEs`F*t
z!Vl?>N!Zap1Z{`Jcn1A&N}o|0j+WvR;8G6y`tW%#w%zD)<BwAcfj`Sx85lN(USsQ^
zQ&(vlM(+SXBJ`JG9n<q&b=v|ThJJgAxHn}0iy7<0?&2nVjqyIgWK?#Gg;cZfrw6>$
z#R8(*E=ktAr~N+8f8)d+wD89%Yn%-V(Y&>hJJQuS<?7e`=`377LYy4zxlB}37`AVq
zifYCdeUl32`k<ZiNs(@q$<2uqc1Dn@xW0||NMC8dhBg2;5a}wD*;hBfdHg|LHHEA*
z+MT9$#v=y=8pn%r^SD$;*wFLN(#535;k^5)41B?-orM%pMlOrJ<~O9-Zzzv0_m*X}
z8x^JlZ<(%8@oF(gZZm5?4w?~35$4lf)iP(id~?sgdEFZ!L@!eX-_s;kGDl(5S(tw&
zH?f{se&L`D_rJ5k7+D~<%u}b^hUrS6ZoGy%$y_SQ&h@36NiI|)*4Ur_%-rNs2a}c4
z)agl`f0+3D<(g}Af`Dr^D`#)(?jV@N&IZ{pH`Aso6->nPI8KCD5ikY(9d%fl42wI-
z1R&?82ZuCL;L?Q7rZ%jm9|^I}|8j+;b1cKCYtmG0)50*}&F&|yA5Hv}-CwdM=(&_~
z#We`*z90EExxyuUv|w&Y;f}Cvls7D}CgnWR>|i|V;R$B<TyFieZ<XG5E<v3Iv5IxK
zYpm3Ddpl0l*s2LqpDj8_Y0sTQl31)_a<YimeP~rV$Nv~;p$kmQ!|)KNGgLyiO;mV}
z54Bs`k~w*`2tUZI%4ZYgILJ>}z(F`8Al(Y<*PcA&q&ZqOITD~iOLeOT_8_z;1P$HK
zeEu2yOZzyV)5N4I*hB|Zyw)p&(|(hb<kTBWBGvk&RD&{hyaDB^cl3>ERQ4;h>Y?U@
zEz(#;C3L+=e7Fg=s*XgeUsFaGSF11L#Gb(gimkgZ-pDcwelP=B6Df~KHoO9~Kw_lZ
z<QIu;m)7D&Wkj&jEwVoRm_F<2tlWBWS|O7{q7U&<d|49hJCIlZZ@e_s7ph@wP)yRK
z$wg1jpM??$DkyiTzwH7uCm4MR*sh>7(XD52coPCW3?gGpc({Og@i;9$3+9aVMmY0+
zED==5&?r<Kz8fu~>#x!=B1dXeMlC4nC&dmb!Uv>FRn>$nM2ikWe^oSiEcZXTcu0nv
zWCxYcC;#OAD(<%@M|E2hbz+XRX}nYB>MRC|pXskF1QvqR0XQ^JasQSrkg>T|rPB2S
zdrzcprU@icAzoFvtaQ}l#!jkS%m(lgmcl>I#^!ABe>zXh*IBGqxH~UJ!WzXo*htKa
z$WPH^-P_=mpRi#uvW7%R>_<TTY9U&-Pbb;CV*5<3tAuvNM$`A53W}l9F@%A3C9bD7
z8_70>u>&6t$U7`pJ|n=}gr~2*bvuiYqd4_b{@B)~FQKv;lvmwkZ6La;oC>WVhak2Z
z!z~E9{7n5xS2>lwx+xc0oRys#c2@;s<d1=KmMD2t()e$<FDZXNjX~vHXkMx61j*;)
zH?9`1GhafHje+Ta*jEF0r<u3aVqw4Z3+jeUBWJTvuaFu;B2l?W+*Q=uekn{6q)?ZV
zQdt^GSt}^O@CYiM@=K3K!Yzip)YqsFSR0p_j`TZ%jebhmf`3!j1++sAm&4^nM)=we
z0$Z88ZaBnBgvCRnhnJ<SzXhVuSRzD_rFnNUC~yBm2v9%N&fx!;BEZqR;2Fl#%QBjh
zg1I`^9Rs}zzx?nJUfsPbuUoM!>2<xCC%n1=e|rDNmvVm0wvc##7CQHH|9PbqT0X!k
z4vU|Q%7E<hrZXPKll*FW=_OENArp#s*oj*=OWp?hlGm*Vh{YwCEw=z1YfQSPT9|m0
z>cE(1QK<?wy2P3B1#oS00K9<lG%e;tlydp3=}B74_gHk6P!VL?fpP^sd2A=gK^l=p
zw*I%%P}HFZWwVI(b}5(+^}J)pW25fnE3o#Ks`BV^OK}mzIPC^BwO`_&<U=Ct?sZA(
zOg-<q>}hI2O={`!4IZ8le^q(u`qJTLM{44Rh7~D33b{>cYSMx+Hy}}5Zbq_5UZoc`
zaZnSq)FH7J@sv8TVryC1XReVi*?!IA!?Xy=qWW?SMWmnNM1-HgZBg()vr_HoZtXpP
ze@8&l$EF69jy19p3TqpV9)O(jaT=G$bGZu?y+@r?t(PoARc4sBxOfEXWcDh*oebkO
zxT5q);iNycT4@!g38Ks5yDh%!ejV1+S5Wv#tYJYWIuw<}k`pT*6zx0)j8l!``HijW
z9nionJ+zu-q!{;P)0)JiGslzi)L%G50`){?xu#G{NXk4jtJXAPl!#@c-<&7CrV~M=
z>cj6A?4_KPgpED7V5!e8`^nl+p*Nd`j&5Z<R}N)sZr`2Ayd~07IpJ}iXYNr4iSL(Q
z7{zGqwsn)we)%J<gj7~0f*j!?pBtMNHqfD()dEjS%AO3p%9<|QiMm6YcTLI~!xERy
z5}HTQ+})xfLm4;KX$<#h4*La{K`gR?d@y-PH-*4~A0a@vwg~N5Bk|TeBHC^Mze3)>
z19%wvj`!XCWv5ART1iK5bsQiyeeWwaln=Gb8{ju`3aIVv?hZGLGGr;_{1_FZrCsGZ
zGH5{_FJ=f3Xs|)}h{Ho^sZi14KE*4Cy-;e321GE>zu?vBM&eL^m2QQs^&vEBTvDes
zN<(K3`UzWIiB#G<eu4m5^@ioFeV+z6zgAjG?dpGX$)_tto1@+KtDy`X6DJgO$=T8D
z)}2Co8<NwSmiHB*x+Q<>6ndzntYt=>?YQcov5|cPRZqdZJ|&vYTJeVCxftzg#tL$H
z$o-l7i)pjTh*_cG_$o=UT%115;Y~MQoUrijEPTZYp10@~HMaB*Hx-D?ok?dY(3c91
zkJPFO+nWpf{nVTh`xhT@-62<Gtp-^CspXSx1-s9I8vFJqyWhc5py691#l|zsoOUyN
z_G_gJ=r;mCu;D~slRCeu2pg@-5@x^ZxlM*{YADL<1Ow71WFih<$X372$up+vF;;6h
z8lN1(GkE}gXv6A50%MS6l=qk(`fm=*m&h|Yi^Y{08F&t5wy1&y9EE0x*=ppZMpVl?
zQ6K)%UXIf7Jc7NP0FNj|4)RwEVesIJwB!g!`z7P<rx6+NhsYzS-Zm@Vo0l3gPtM(D
z4GT8rRCSf#^Thl-SuuTU5M)PuOgRmZ{!H`J?g{Fp8Rdy#xy-+ll#!A~W3(+^aPBsZ
z(Xvw8OtZ0cY+WD_ilhLTef}zJIBL%BlLLvJ%8(JR86tKA&J+EZa=sSs?_La67fPyc
zLFkkBC_6X0BK=%H<F?R4pd3w`c_y@=Y=(-AckHh9L(6;e3CH?y<QHf4gckI_M^O1A
zOV_m^jD7WnfsKJ^R|CwU8}Zjh>~5ksT7>LOPR`mGTm%!86<8`=@N|prT8Pt%iV<s+
zddH@XP^{t<-?_tI67r2Q=s_aF23C%FYctn-C08Cy&JdNMzaeZoP5Y^Mdm2a+<(NHG
zu`5ufQ-4DOS@?ss`><T>=|Zt|pYB<X`bwf2eq1L^z7k&erG2>H)eh@^cuFA8#(fup
zE*${$326}Wk=HUQIO3kVniLp(#+AhJ8>Yd4ksk?(J>?e=653bb{uVTk-Wre5uNm@m
z^n`*Ffz6M&XT3+t?T$eM4=56hfi_-vHi#W}ro5LCw?or{3w)wM*gvhqPAcgjB^kpH
zkMze;ZzTRmK^-n@7UsJ(CAycZax*|cuub{!G?N5F7%GTwhWs{@oP5G(8@`xrWi&R=
z)?@5Yt{{kOS3D*@{rmtN<rY$qZ$tlgbLKdbK+S>^qDYz_;>7{lbe)<+u(PTsmO(4K
zn3QyM2-oz>8^Q{Bcw`KE7U7l>%X^t{LSA!Nr=s3kP(;}IwOZrD`7t!Q!Sm_S0m94;
zOa5+%B8|VD%VF2)cwd%WY2RzcAN4ly4ouFsj%8V?P(7>~<FIT!6T4Jb)+M`MNr&0%
z&v_bOJ&k^tf2Z0L7AcG&N}>&krmEyeJZ0=Rhb@4|DN&YmwU?lUnL@yds7y}8TWF<%
zVYc<aqIE|C88TYn1i5ZCzLu}Ft3Q?2Wa9Im9EhuK(Scac6=5Wa%DGb_TI+lD&As#x
zBI%xEyf&X5uCU1qcaY&^<duA3_GYkA^CURq^S%kg{OajC%&P7TTN!gXpo{&>&Vev~
z2Rw%N&v?L%4cT;hTbQi#5zT<g*?x_f4*BAOu>>t}xy~Jrl)_GgCeTuYjeKc_IuL_T
z4~1=4fsv+QZ|Df!+#nc(EeHqh`6SkfZZc$phzHj*!8&PPs(T;sejJVAK5?+|<1AvG
zA$zc9BJ|9=O=X(l<)Oy&^1d_3^wKTZzF0T=XMX1jxOS_&)*S#(o|!>a5f|N(8=Qvz
zvM6h8v`{8T*9}b-Q!vE_>iT;P{YS%03)zF5j+3gWK&?&x<VSy!$&dx&g`_`zqUsW*
zKMG*BMOZ*$GShO}-%zopDO6bEt&tweSv{TggupGOW(VQAMRtwGxlwzyQB*Q`8&S<E
z@muP`ACff2t{G@aI9@+Jmym@aYNSCdl}&-uZEA!Pf@S2^an=}YO2;mwn^o3KUd%hL
zAueT46S;3qJzTx7*|(|52%}Bhd=funZ0cMj{I#YJ51_!YdFRW|zv~*w*Jyg1WesiK
z=kgq}O;;mo;y^c{lmcGd{52)DHzG!Ce;VXHJ#klZ&_|gnvb|8~uUiC_|3PlH#%?C3
z8u_d6XEns&6OV|W%w*sg_OH9A5M3p}d3AU(SVL)g_L=DyHvzdNYP@V7>?JzcaIenT
zI|ZHia|B^KsMUTud+#TuIJURM#5o4?Iz}9)v>3}O=AK<whY1;E8{Xs5hFN|>nj#@$
zW)Z5#mMl6VEtbccU3ZrE3R}LnrsLfZo0^!dKUwU$SU8qHWB;&w4Gc`<7g)XUD$%(x
zYT6)mrfO0*Of@cp23@jv+oxrdI(-RNUkTA79drH?*Zyx<jkZSO=2Xnge2p8OFxhK$
z7pq8tn4@(Xz1E+<fmLdt@3Wu`(qj}-#-aJId%h0-@XkACRsP~v-NesL?dL;H_f`@h
z)i4WNfl3z+qd|O=X_D^^uIQN*-|=?M$j!!rv9{H!EsxGSl-XB){AJ3j36V$h-$<?U
zITr;-fi^tUMYH?~*S^-3Eb1Ybki&aj*CRMP&PEv+FAT{#Imqyw(}ZaO<#iINvZYtT
zATCn(XJ57$O8NZCNjC}eEr{|T|1FS<j$fBHWczJrn!L}qqZGdv<)k{6HmL<?OolGa
ztEQeOq_@O2hR$>0uARQC_6(j^CVsi(2>{tF2>0eaqtr0S^q*{yNh$9_$@Gj-$CNM-
zg1sNYIM$TBB-mG8P#_`?k9*b`{!I}N?Ig$`Y_VuW!}qDk&agF`KBdfTIQn`qd-Sy>
zu|nEedqv*5l(OqAp4)mj)e+p}D3dlBr=towU6Sn?Vp)SfTz3F3{44hn6>VA2fAi@d
zZ!d7BSi(2UH4ZasJ}N+nO(~MbQZzPRxSxyZT{)yi_{Cb`VjSKSbZbRCI2-)jn6Oh}
z9rQHe=Dk#vNbF9*_Z*cQ%0Kq#kJRzLogE6dGpTX`gfBY)J38)7L9K$9{n!3*9o;nL
z%Iuc-V<4>#n53*9P5kn$Gw~Ny*Q>)E{WiE|+xUhw^!srEdY4W<EX!b-y+`c!;lW@V
zlA#p!X;Xa8205Y#cn*G?0RA;jfQZ{EZ62wHppm&8CX2GQt^E%9-0S1p4ws-t^Y!M5
zef>hqH1ae|{7Kok?`LIw#R<A5vMA>0@Rc?DEjWE~BL_8GX7o(tn*xdkbFPW=D%OU}
z4#>-k9sZSnfs0ymh=s55Fqw3pz=Fo?R^9rg8?WG%0{=dx_4F$q)#HSN-YdneS-{+d
z-~BZD_(ta4@7->jj`cFeyGG#zyQ7NiiZxAjpJhomo8MaLr`B~zNdZ4}@;h`QX~&Si
z@{Nl`(4|==xKsT4G0<Ee)#S&_-BvJE94;>^ks2&6#f-&JyksMcgJI~Yfhxc}54-ya
zZ8kA2FYzt&=vJh2JKG*~MXL|MR+&(5Ad>LvlI}8Bhe3ENC$gE<I!qeSiHy4jxl+HZ
z{NDIn0F~#HXk3E9ksffQ5$c~*M>cD!PMXC0I%NYLFKfPR6k|n!g;<MxYNn?pw=(ob
z26MO89jxY`n7#K@pu_}>4G8Do#H}xT)+uy31LTZ0bm3xAjJRa}&M6vPrZ?kpB%@Wy
z+SKXcD#5=p_W{mqx8cBI{3PHG#LErnXQ_ClJF9@n<z~6g!Sea8o`g>x5y&b$C;Ep1
zZq6S28W7_H!o5aE0P>CCAZ)8ZliLL%i(qfP`YtzpJR$v4VI)66!l?UkIYay~cU1BA
zY+vkM!$f`L%uddK*UQB}TGYh86iT^ui@Id8+1qqHyYmI>YN~Ncl={<{h?JP9!$7zP
zx8(IB(i5L3MI!$^$EDuI7dcVPR_CLmoirclCpN1ETx_)SEvf`*1yRgDZ9(A?>zp3`
z3%6K;<H-Q1aZzk+unZh&9Zb+;?{|M59BfH69$wCPLZmq3duo5avuLR7hC6Oyj<hLi
zJ8z_C4IP<_<z_?6xy$g<AShp#9y0hQ0soF~e?FU*`Qo~7o>z)i68_X$u!5@TsC?9<
z@cr|F_ua~gIrW+zFnd0_KnrRtQ7_s&OY6Q&D>zRZ!nA#_4qM1WYLb_&0uCT4uB@s6
z1aUuED`)IfKcD{fQmD#X8PD*G@+T2DMnp9b=snQI1UY4_T0KJ!fg(xpU<$>vM9X~&
z#XVMT%Ut>~XkET>a?fr=NVy>n>>N~rbgJf&-o6NT_JME8npPh*Yq>Wc9aPo2adHi)
zD&CzB<7(#x<oF!sLTAkaO?En^X?n@a!pk5tx*Wx<EzjA?faspd_AK_Pzze)DLjjW%
zqC3<ckXHj3CqK1%jh*B?Cj(4fbFmEVx39%5DFQ8$L*7~`2B$cW{n2oYx86YwT+ar;
zabJXNi%m^7a7%55K1$}am5uUpZtNo3$WqYi*}9VdkFwe$mZG0m4eL)KzxrkzaxR72
zJxN@QRJ(v*cems>ugACBE6H@}wdBrDM;DwVkJ^oD5y%pggI4(FWCMw6v#`GkSX()9
zg1BnA9Ut7d`YUre^a9Vb?D7D}XsR)^6YFKP($;xAt37QH|2LIBgZyT#NTSPYUc;G(
z7nA}Tj%CLU7vfCzR)IBbMTZYr%TXXvSg)*wd|kCflMP8VOcg=sv;kY^n?6gQO`j!u
zBHtQ(<QZT}CI$a%b;dYKOao1`J!L(9O-XDt%ZfAho-6$dEmULs564gG%6aD?_xo0l
z2GsuaXd!Mlg6lcC2A5U%d9olEHY!`J5Ih3e21F>y;Yb2+^(5Qj2FUyJPCbV9FdCUI
z9El`^`robnlg(|w)za^{w$_Bl2V(XCTRez2Lo`#PHuQ)&d@?;*G-nI@Mb$&l$*FEJ
zIpuP#UFOqnnDV0ef6tv8*5GlqaSRW%d|aE^T^^&<p>2VZSP}KItK@?5y|8|LhfHIf
z>VM>&vceDTu${88Ta3k7goZgJ7BYaY(hCvNY9?O_hlhLU9DnNZ?95!B3vtF^wIcOH
zmGjlpv*aN#5PEU5j}W+osCh<8GFJOPk70qjqp&mO<K@3#n>)y-`_R5En)wyoM>)~`
zkQ6{EaA6r$_-7QdEc(-o&Atm*De!z7n=IZLsLhhFB8mkL6ZdCkY@diADRkf*W=~u(
zT>Gov_q}}mDvuYz1o64qHwtEkX^0yyM6Ob~0X1_|I%N2IZbA7VrL+ks&1-^L-Vx7F
z8^JoKL|&YB)!}T5Nz;<LnlRk8{!%}HWB$QE5+TUQJJUW{@c>Mi9ye?K(Nu1sjkSsT
z5BEz*I>ftRMp*0>%3fS0sKnsNgA`iTi|<jkv#{soDVY;!Iv|^<%-F3<L1j(1s_3|}
zKuj6c9HNtWqE+Jj5fOm~(4LbgKVNEP;1_>3_DSRdUdATq=ZM*F7cx3udqqE5;q7%-
zE9RRh*PWuXb0<gDu=)=^OIbr@{q}2@gAsbRDy4sXhEK8{si=1)9<k%C8S{FADs2xs
z?C@5EZc@_MBJ^5@nr0rY2|JyLVl_VRQ{RSm$DJB!Dbh9H>PInJp18&tZr{&FxFO{h
zk2ULh&SNy3qs4HC!5Tq58$eWYJbDJI2H2v}^#*zOW=?^AA0TRGDBFk#g)*+(^7~b&
zHExmAMkYenI^5z-1%TE?txgWvwj2O5qC4obCKN`gSz-!-j1<z{)mt0czZ_`Zd>;PY
z+b>{q?4o^%R10ADI2o?H;AOMU-6QcruJmmV(2^c1?o7GUJ>l&ZF!lkGk92yR4Np67
zXkDWu%_ICmo;49S?QAH#9|3jJi-P;))^zseAF7snPsEi1+~hXyhBMMw3S(qogvlfn
zCzsVWo|l?$1j#k8FeFT?I=|ZX_|lMC$**$|em*}&qxTZsH9&yUYv90$Y%#Zsj$@Hs
zG~Sl}mN;%{4)f|A%mQC#!?B6Ja)1NKqk@A%hz<30bcBB&c=E9>hT3GTN6~fG_Bq)^
z&`MtlP->)Rj0`@vBhR>OH0fZ^#XrtI`-(WafosF9JfK%6xSBK@51UC_(0I?I^XrOG
z)3@9IT%n4BXlSC85DCnT341@~b!h--B`nEegIRPd1so<t2k9a%7%D4V-kd>eD)-P>
zsM8L`iH@=yO!@p<;;&P}``6#o^kFu}+?Ph!1l=bU=obr#^6tFBGJaBsv_96N*S0sv
z*yh0Io^;}*e$=6_Nu%r{rtw)EN}pdO4W%l-Em`5VLuh+P(i@+6{aUM~l2$}ZFb62<
zWb!G6NCJBI4|x)mEXr;H!c}rH1oe>{FL<V2{^p_7o(wHx6+obL`9p7>M6<aAo0zM;
z_{vPlEi-K39K2Z2DsNK)BFSqoCPT&KR8l@1W#e?@SvS+%z-F9*qRq*#z_s>D*fHCu
zVwkC-fjlC2@g?{vP?&o*^fagM4p_CvMHBrRpipFRcI&^t3A60NeDPNhBcsV4TS-ec
zf}gY*xMve9mn_izdDcxgdz!0e8mu=-?l@>vb!qDGOGe(HAZ5%&S)i{yaf|zLC~ZaV
z@!U@%ZtI^7EpdtcO)+RELxqEUcto*ZFPd~0*w+giL?S+Q>pzbGJcnwYmF)V0gS7SB
zD1GRBo6gx{veiBG$5p%vL1C&h(;#GL&}j}#wVt$~)D&S9vvbd0HvqdGU?jD~`6`2(
zQm8(GTKeY~S`hU9w+BQu<zb``F7<ur&fn?KbVM_F{hs|DT=gtpJYiF72bJ?Y66VVk
zFjkKXCiw*iP+g02Q?~i9k>V*!r}??wX+C{JbMi@GleTb^3{|Rvihr~A874@x!`7$g
z{c;~k=kz#40~5}&dt|8pJvm(>AtXF-qn7FX`~>o$g}m4<(O3fOoSIoKAXcdsUb?a=
z+Dld|J#=dtcrX-$ooiLeoq225rD4APYFWwc>+G%sml+UmlO|GQ67>A~X(=O{@DOdi
z=fqzz>xFAYhcS6jP8oEz;QELyND)8*fm<VcTEz?d1-%>Yb@#87CzeL)qJId6{*Wv?
zP9JV~e5Y<>e7{|>(AgSz2H?tK;h$kXc`qC4eFvMnnKtdpJ)Bq9y$gaSww~ptD)vZn
zgM0_X=Dk(NC6Q*=!t~tfGW!PkRu04l2pHr&wa5?=Mh#F%HAD_ecamjbhCP0e!*0vD
z&9ZGP-^vJfiL;g}3l@xZ{sVo(lVmD|t5?H_tWK#6_;`fGicN@Agf}x5DQg@JvTuZ7
zLCs{2BV{gXiA+riTLy10_Z%6C*&$p9QNQN9R>#G?B)H=wD9$*&*oXRFCDg}bM^==0
z@IA$_u4ZyOL-3J_KjI#sLSnKSs@Bse?$YYDxy{x5NG`-K)n(Dl;HHwOtR)xuUt`tA
z1ltBrRJWsseG#xf4C?ItSs4n>%?kyNDVj8?fP4Vk)E)(@gqoiRS|SoPcei8np7->%
zv-q&oeEt-n9EhJJ_vuB}s_kcqZWWTIWLz_J`<r95&^CeVtbi*NP}v&pz88+@Z*sI#
zFMyYE@X8}3^=0h4`EU$5u{)M<3d{H>iS8tcjB7b3RGR)#$5-pwYAA`{Tq!2a*TRIp
zME!&a<-Js+K_OV~=&l?W<4tv1Gg&&egp0B2AgHKMKHaF^ZY`3W9vM{MY~6-x&^wr*
zLV{LY6+0$QS>yW@l!yk`cg!i^d{nQ_C1NLQUGVFLU3&;=n7k4TIAQbikhcON4H-8F
zpW~Y0+~LYrjoO%%l(Cqq-(vn${oBY1?lq<#vK<>FyxJ)Fi?P%pO%&g1ni9~*#wO<o
zh_@RX62P4z=33tf9b&3PH9O+W)4pkr89z#FsC}d#_&b_wSZ7Eifk3Z;8snEPbgBj)
zO_?0t8NS>?f}{b^J62)aoWW~;jus{aa;sDE?tj~*7$aP}=;%ty#{GCo_zuj5=wLol
z5la2u?(#Pm^S2?t$lQro!*zb{-p>7s549NGZfN;&E62%2e~L}pi%-*miv3-0Q_D)(
ztcj(Kx6-I~gK`vI1ySEa>USnB$Bp68|HQX6be@1+8Sp=^QEa!6Se>;^O@j%q3hIzb
zeh{q_K!ujF75b_!p}}o@tJp(RdD%c)Unf=B#l-q0K%F5g)40MZ#{@t=7=ub3AFbtt
zT5*JAK2DbU+BLvb5kD3hLIRue^b-n=Ui!+}bqgb`wc(-CfV?!m#)dW-Wi?^`K1AyW
zB&_M01fQz?T^sTDWIRXu)^Gpn<}bcUVvZUPen0lb6$&ZeBoE`_q+x<ig_ap<>3N8u
zj{H9fq2=Wx`db)sTl*Q)!{hXycfunTsgkOZ3acsiOD7cct{K(ExP0rcm5e^0ni+6L
znUqAUh%cY;Mzm-gVN^7ynx+)FGJhj>{vAxZ9lx_2Qu)bG5aZH@oIC>wcWo$D<t4(n
zw%-J|0{*WEDu^Nn1w))h{tl~42UdzYancRqU|!?(y=Cu1;Ar=00$1VZqZ8p??B>nU
z@ZGxc=p?c*G2}qi*xxt(4ET`2!UvhQdoM#o=w>3xI3IcSWIe2#K?dHUO?rpjjdu{a
zhemXXSwR`igIPC}w+%qf4yG|jkQ<20ZV<4ZT>A~5$8DY%-kz}b2zBHH7qEau>j$^Z
zDWVm40j&|(W$zLWD+|Xo4F}0X*nEQ$qQ+fP8AR;<LciPUVd?0j`ME^W4B?4{%6zbl
zZO*K3Bhvj(I#B#4oGGf3e=66q#07!tywra4_v`~YGXxKJv(qDTo62cu*4c$1jF^#e
zL9+rIuQX?zZdh|zITW|4&H*V)lzOaN?waIIN0D<v!MrL|r~<-Q4kI5{kr}*D>v3xI
zmklo{&nU6x*;R|GlvSx_bhahpEgVe+r^_FK*syd7_XwR7{+`NIM6QslITYS6SGeKE
zV2RDy1Y-ql+3$t~c~E-B{;C16{I>7+S<-OVrz^X_rfAdUs>+<2-BoILTdslh2u1#W
zVifr6^R|fM9vD|-5$T%#<}vSKcqi8xx&4l@(24|wf4Jiizq+^*s$T9HY_%_??FHBp
zHfvBm?kx2cVFXzkdLjdAi{Ja>P|o_!8ymjog9+`B4~Rs>)gPC7MK^Rcv2$)+SKuRN
zan%0L8Wl(L!nij<i>4cPv#~3n9e-BJ-N|V~w?WU%XYxY86jNw3L)FEn6=~YHGv;4A
zQg5&}cXyS$Fgc7@G0bhmsYd8OLjoQD|IE?;xqjkErCcRHkS)wV=9co}|E$r_s>h<u
z<y+)>-s7}<qJ9wSX`LFLq*lH3?%Fq(Z*PlnLqU`Aq#F-S42d<=<NP;r<bSN(C+WLP
zL`R2jUO(^rd;QdkocN7}f((B8Jk#PvuWg@`eF&S*W&c|Htoc@Ho(jo+aj-oz_|Rc+
z-)$HM%CMndl`1uL-{0^unls4ePqOQdvPNwagM19Gh~cNvCi8zeqMGBWE((`QOz_dB
z>`lx_?TL(*+jhzKy|`7Vqo4mCbAH?6>i7feB|~vWBQJ(id3v#>7#Dd)tu}QK{sZ75
zX|_69ZjnUL4#U0Esxu?>2$T5JPIO|u<-znHB6jBP`7QnRWE|a)X;8w?_`?TFGb~FJ
zk6fCY!#`<X&~+TnFoubb=lTNkwYgjWtwBu?I#0IRaLI2XjrM4Y-0qkw>wMQRB2Ok7
zv7M@qyOxs!gIVA)oxEmNwS@}>B9IQ|ePeGq-fvnFmrj>ilXu$y@)}LK;fzo)QXH%_
zkp*(hOt2{%ED5Sjs~B5<AqL<$H$<Y!gpWq0OEM$|zr7D+MTjLs8XJC(m1cw*^~DF#
zK`QSGiaS-OM>iJ3T*k&2ghn_xNFpR|3_61?XPe0uyD1^3Q;%y8d?z{$*}@4UikZ=m
zpGm%fSpy{<l_f1~RPJ2Sx{KV4C_r=oPRmWnp3ntJEq#FU+)^ahU#c=Z+RM`jjMx1@
z=pL|}C+8Cg4AA@TRfJR&_C^iF2*5n81H1fxi24ekIGX3}<L+=c++7b6oZv3OJp^|M
z?(XjHkl?|CySs<r?i$=J1WCTj`>XnYRdcmfyLY>DJ3T#5Ki$(^TN9O8a`juHvL=`3
zq~sqY@!Ta=^Yb*}GV&#Sw}$*zdkxt7a_CUEvE9p=Lc=Tf=w+45hLAbQc*eftBnixC
z9c(gMGmYL7^@t!$IsVk${Wy9Zg!S3C%?oYvA#Rg$$(g30KO<1jVuN%?(bblAb80k|
zM!EB5AFrEP7MF~?>qjYIQo|J<mFQRGZmDT-Xvp>4ubsgxWwXS^=DZc-7BF*PV{dI&
ztAV>SOhv#~#c>C9LPG0*>AT;%QL^b(e3mlW1^3Q>y3nZ4at)DCB_H0>g`?E_dbEsa
zReZ>~4MpYRp`BU^9Q86rD2dG@l?!Dhh0`~;VJ}<NNXUD4_L)!_#hs~PK~t8EIckTw
zWYf}Eak98h$$53_(Hp~ikBWePMWn}w-64uqw-Pu2*7@@SX?ks!j5CJS*wK99w!6GL
zrQ)8jS})B}w?lVMMF_3cw-jml75|(a>>gra0q0+kZ<h-w>`!S1Bq-$n1mJzhdy&S!
zKr*mRCu?$5O}$%buG8<CU_)a5d*U<F<=n(MGS9KgJXi}WuHFQ`2?0Poa-80{BR=y-
zt0QURyY*`ZdH3@vA79_YS4VuhCYj#otkhz>N(UR9ybm*RolY*beb+leSXQ?u3y%z)
zV6(D?G&j3pHjbKV)d{sE!>|m>{{OIyL`Sbhl2V#~@1UrnZ(ZG_+%WtExmbhrG*aui
ziP(9UX7kf;jYY#Ex<pgf+`M15r?F^ZWxc$`-YY=xO!|KQ1g{+!^Ai4Wf`&tlK`oH_
zx?a5Hf=WuAzKZ+D<2xNni~TFy@_LMHVmOXoPx`Sr>i9g7;Z>I?TjXw+VqEx@w3&Kd
zHPk>a{Q05s?JG`aGmJWioR|>eHrC8`nyK)g5Bj@37j3P%Uchp=o^xxx8QpH%F&_^q
z9vHqJDy(m*{c|FMB^lNs9#8f_zi61Pxjd!-iFr03W)Vn1%Nr%KaGfe?NANCLIguek
z-`?c^y10AwrDp*DXu^n&kNT?tnRIaq)Z41nILdE8S?sJ=<(|^b81j*od@<|zUAIQ=
zDGmvx+dzUh?f_HZm|#wKLv-Y6p3pBPysUYn^|$17lDQa}J0aLfNiLA#I?YF<n?VJm
z_M(XE`%|OU0~{D2w&A;S`9gYFEpYK8J`Zimz~S-1FYzH(ZIv#6oIf=@+5F{~i*$da
zy$=tnD|R9$etFrJ`OAB?e!^7?I{C1F<1)jjGCxrq%clO8x|9-OKU?mvXa>%*=kNAh
z7%cb)GVfm6U-cDYQVlGO@(xa==pq{}veQwNp0$`_pWJP_=;I^%0Z0k=fMwFg$l+PM
zH)J%z=Xg?RIoY&a4?!Pr-g%Pj5YZ{eWC{nwx(!}p(3b>rPL7U-F}~^35jCSb{pEm1
z>Msc~;sxMzXwZN_Z!=-BnVH1IG7EbY7g~A=f<g0vBkt@~NALmm@>4@$>t7zHpb5j9
zFw^H0hFM@4tGNHeEV{;jId&f&CSq&ehIwCr)$suFx-Mts=GAF0PG%BZk34o665jcj
z7SXYmebC0rbGUhzYpn7i_TTWMUx(6S#vWu?a^ta4+0HvET@{cce+LaaXP}|;Zc!Sz
zk5L=Wl<fY#NZ_?=b`c3))bO@%#f&{lfwLGg^VJSC-#R=6ubQ{W+WGYkE^sGIOxje+
zvNh*d@q+ON1M@$eQ#=N*`YU%-9$hy4p=J&uh3mO#|ERi(aIS7vVespXSYz8xW7T$J
z!cXzyGV&y<I4bip0|EjXDRqso??%I=GvdVnh;rJS=fHA@2y_Fk*ej;wQW!xd5)kd?
zqE8Lqt#sSq*Lc9?!P!F982CfuV)1h84ev`N>F6x-Vy>J0f>_)-LEGoW*M<1MG&wP+
zpP`AwS8LV7cwIjm4&%qryZEm2YRC(p@D~kVp}}QFhJy_Qo3Qoe7DeDQOxWFF!fyH~
zImx?6Yz<S}ydC^#ef@Cjx>Pik<G<>EwiU9kBu1nlkkfs4k>+Hx|FVONeG~j8senJh
zp}s61P4YWHecoFSemfYS`Knq594X_@=WO!Mi$s~O=PXJ?_WX~=K|9|vLeUG2EfRxW
z*!!Q8J1uN~-n<DS#Q~5R7V9`^gVgkruIb%%=QGKYhtIIyfmlCcZTUNm=Q)_YFfj(b
z{v`T)zI~*d5czo{uz0K5Mj7**kx`12EEY}@AV!Kk$tMO++3T741ASrTAH0q#jBtsE
z4ELtO{}J9l*HWRuqePl&)XO*Pku16YaRaIp(nR_I;$ac+g6l)5mlxGSk2E&7HZpom
z2_Hxp#S$9q{waE}hHAY;FTUA?tq!^|JT?-f@P?_7(sL8N8C2mFqCc!21kP^#kZ`}q
zT!kyxu<!C=iHCmO^=w|!B@DRM5}U&2kiEW@CKTb@tz9GM<k;!j-JvwIR&;nYiQ@<+
zID7oq+tMYaAkxnZEYl>S$Qi_RjhBCi(9gUE<_Knv5gI;4DMA{NgcmVI2DBmz=Ay{x
zGN-OvCdiqB`;dA^rAWSB<0+^Eb&mGE9U!Q9fx{xh59bik`nF4j#k;CF#8f7}3%SiA
z(NMZrqrNG;6(@2plafQxpv}}l9iiNb#le27Q<*BnKu1=kTpHFp`(aeaRqpyuGeB^6
zgcI6Ur#&Eo=8^P+(JFLpDV1z#!-vR_2duE>YlAk2fB3Dh8fBZ&V&pZ=i8Uxm=X|{4
zQ$)fx(yzk3?!<1yK$6%jH)V}hp5=#GAQk`<N@T)o-|MqNoDv&|<`QuiUL>vA)Un|+
zVVTZH$v9%mxKAuWlO(kcR3||bDsbB`J}k&X(Yh%fmm}XjqCz+@)6|QVt^e~~Eqv?|
zI|W!{AjmeoD3<orPY3_?&{|%HELkI=Xn~HAieb%0HYkTnc5@7-*FrCPnECxFS|<qX
zsv^rCeE3gK*1@4zn%T|#mJ~4XWRdOGufYTA$;(S8C_=bP44Z__#Gm3(LANQzlfsVH
zN54_GKU)t<1B%=j`~%$v9g@|rZMcLkjg4&Kf^;ZlP|aTdR0YH2MYZCe`JBKRr<M}J
zFACW-HT>fQ8NMxmCVmmDglpN4@%p7_IC>uCLrnCymZ$E|i6m^nc_OT4{<q-hX-&_C
zGJSY?!5Y>aA-&&yJ1rOyO0txBI)FFnxBSU}wByb0!3`@YMg8P(iVc4a&(am&M_|V#
z5^40q?KGtsW@08WxHYVT$oNlAafc!rYrQjt;5n=sq?$x@a`~soH{$B<x_89+!H-LM
zrw(WRKOt#65^tgs<)~Gh6E!oY5zq?v>?7<N%5gN2T?4;Vd<uko9()fER&i0n`z?2X
z?)!7~)(g~KU!7VaWT%M<3Os6q`LnYkxM&zfgDc<EiDUZmtI+Fqe=I&D`W#to9AgS8
zsR<vWI~TH1SZDpHC!*#pm?t2t*EGU=xfg|Cwh>5tG_D(Mnv_-84$w<{IOv}!wf?zf
z5w~F0{f2nNhEl}0DH!~L0OPW5LS=D`oRpR?rPPwqJ2LAOHAyY>9A_)5{)_nlYWRh=
zVcrAJ9n#FNa7-O(LMwvnmE;57@6MKn{XJOUN^KtPQwF=qg3g*R7tCn3kZQXxxSy(4
z@0U!x%cf?LQ{5gg2{4@QF?lkC&u*l&>stAK;HlgN)jq`M<I{<b_MRND-6Gjk;(iy>
z?9kWEMJl16A~v(Qf1{))G&s>@``ThV*5yZ?O1zpHS`%63guWu7Cpfquu}*3jsmEFW
zxcqV9(CQhGU<kcq&@CRry70h-KM>7x^o;%{#u#|;p|5RcP-Z2kEPsm>l{DxLt1K+W
zX5sxtwjI!t==?R_rwdkKO3RSPMG6DKOQ+HoJ%8T{@OssR-JiTnb&w*|7nLO+4_W8s
zMM0PoS5+C!#pHZ^Q{QlSaC^s%Y*NP3^@U2e41%ti5ndrbuu!~nGE-Y~*Q0ZKUHmDe
zcR1Qh#n`0ix!lKO=3>^-gRx3PUzx$pO_isJtsD?WhsFTOto;4~%WiILP!b}BGF{ag
ziNoRi&cS_Ww}{Vylya|Sok?<;)^JZ{7imG&Nx-`<@5hoCF!#rYA--`S^EPTjh>Lqv
zUv|*y4W{tWRzW4`D*o7nEUJ6xi(0>SiqNNck)(D_%T$;6eO_iFcEbz;)4h4MMCB!X
zr@;@$$%LMJTJv5mwMxBLQ=Q})$TGAzlb@4T8@f^+_2EWEK5F|0V$(2h{UDO7V?F^k
z(m6eh(6eNPxSZzg@~E&QWm3!AL^DxY^#!BmL`OV+JHpV5-_2)vzEEbUI?u*6xD2j<
zRP<%qTqhaDr?*)?T2vA9XI;LD6kE23Oh}EC&hTh3%?S|xU5xhgO#eZ1^7o-)JTHAO
zoPyM7A|1Dt_?y?*bx9o*r)I|oqANG#?@&1Fq|4dl&A$o9@CEJBy0QYEA#>uQ$+DSx
zQ87}zP(*l(czvOOfUij1^4pc)uwByX#T_-BPiu1i{ndMZ6G17$#MIe`-%`Vdv~;n?
zQME~#Z-(IGM5V=Q1yF!YWs$f^t+O-?bUwGY!9X8}<j$0T^uUJS%=PU<oB1k0*7_2l
z@v$!Jn_8<(^bC1&vQ3-H$&qnfqXrBi@(i8s1`h^)FIosE%9BE+Lx3o!{(~8}2+Llv
z7U_cMyPbZ2a8KW(=}{|?0w*8W`-iK4G!Kns4G7Ag9I5}~tAiu{X*ZfUSSZ>F@czw4
zfBWl_&_8;xR>-NgStyycdBf#@czVWE{U2Zbk7znW`5#~HWMB;C+{6C`18ppPCp}xg
zB{z8o8p^AKa&t1o+k@bKE#frI9wyX&vU#8DqT}e04bbCs8c`R#loKt)|Ku-X?>U*k
zksLebi63X^Ra&CB82UC8dq=5d`Pj3%el1CQYkPf5j=_B`&9K)8&q`!cWt?pup3ehS
zG|bGLj40vp_g@545Fz`vPtBg!`g`kNd$%@O`nOb;4I$0cw{L>1Jn%A7@sW;UOLkH!
zTX?TZ#G8-NsL?-8n;TeA5Bl&^v8VuI@a&WfNw3Khs3>PbyX&to1Nfi2K=k9CTgBH#
z^s$a4{p26t>Yw{FxnXMye0Dl!sH2#^P^G|Ec0f_ciJKF<iR7n`WoYKU#LTILyn-LU
zoq<Z?M?1x0Eiz#5ABLKv@2L@3u;`mF^{C*fYK>-^dD;1XG!#|;N6vzJXN*mjtOeuW
z$>osFtC)T_)%}w+IduO6$5xrNGDy76;{WK`6ZUWaXqf=&NEG)lUx72`${yaD+LRTi
zfA-9OL?20_$Nz}F9pt++uMMPDn*U51J&}M^=Am%us=8jRq(hWANJDy18|j%Lun>=T
zHh*HLP;#vxO6+9fM&Gng`!G$t(}T^BA30LEeVvH@^neYuU<{8(d(I=B6bUC6<RmoG
zv=fA$Ct~*YlQ1KKp=SQgKIUvkvNV>*PwhUet9sH{s56bZ!E!fTHOpkW$)EVR_v`-I
z*Wes5nYeLhP>Va_-YNA!<3y7qgVl8vyh4`mNthMfo!!X$z19m29y+7vR>RalSw)Op
z>t8OcB=_@8Ppkp3&7Q9<BCk(#0e^l{z&3mayxivnJh$}xIc4aX=<(igFPS;W%!^+o
z8-J|GC}}X8mIFgl<lmiXcDsEqlho4=wRC58u;V>M`_bL;ZD2JKRd^!(^WxmJUC3n&
z^NO9!PXq^<k~mz)-SwnYTBb1GFQVI)wOt5pqQbi$e90cyK4_Qax2-W=9$`{@heoDj
z614hsJlitk)f(<vzxPAkvyesJBLKXM9!HRr4Z<!njY67N0|25K^l0I&Xq0r}TB+>W
zn_HS`5m1mZ$CG_Lb#!A_H9qIZL57>QV}o1<2HQYLI|>_#^Blu2DS}ni$A5l*s3c%l
zOYIxPvd9)NvM(tETf^0jt6B8H>|h#al{-uyjXkF#cI)kLM!Nvxr-Sa-o&Ur}#ts(M
z)Qs1)Jr#G{*8Y#z_li*U!#QP*$Dxw6Tt8kha4`1uGk)Mr&l-sC$+%t^l6rL#_x_7S
z=rd1BazdO6_aTA!-F+FKKVeyF@f3wQ>3L`J^xH(H-QIE^d#MPk8250kReZtaIDq8<
zKOf6u36da(WG<V55FciKx&E8>?L5LD#GFwKe!qb^!K6T0s`>7QUD5n2($J9152Cg-
zc9=W5{I+C98`qIP`GRgsI#u@9O$O(vds9LpoMIs)G>r)RO8S+YzXG=(xIyP4<ik!~
zNx+MO^_*TU1dP*D>w(6xHh<na7g?3n#T>cesPngM{49}2wU1c?ZtIR&Ox59lIiNcy
zADZz=ty9W?R@R|@A9tNI{kO4p@SU--YBKr<M$3wj#qJF6{;+&5!J0KZEABn{@)Z5!
zRzm!aQ+ipuonUu?<hnT!8NnP)v9t_Oh0TjSi240X@+<lO$PVQAyvwn=Vl1)quVRbp
zb$R8jw5)uVPHMpLUO8)w)8NKY079g54-2zYtYu}xuu*qu6AXH$%oPs{JDvp3H_-_G
z7G~%r@&5h7z6jSNgw!K-?7g+(Y2Vz$IAr{p&duY52WJ0mNStcNjCe_v$Aq*S8Tsxc
zxWCC&5-gZsfjJVbr@}W}9H?68FAQBHzQeo~|5?*#@NMqPK3XErmH8e~gvD3CLAEsp
zyeIWEkPb3!y^snF<#}^ZB^Yc(w=H7x+?XMH>}MPH(S|(avtYBu?XtXcD*|8|7Zi<~
zZ&>gS!-iv{ed#+5DPu0mbgwFQwKa=!ZBH$q#;1WSOzzGqQH584%GMs8-Jk1jD1G4d
zy*@d^Yosz0&K*abU}GL*D+R-+7*RK^&cy(Y`+-~oOcA}#!qSq-5&m8^0=)%`=*-?F
zUgt9p+FMi@e*1d&@Kk)2;~nX<sP$>K;=61o_R)YQy966on`hPzGtQJ<`1p(<#;^FV
z6(jOoa_E9GYQG16m8@UJPevlSJt=vg!NB4d{YqtV>k_|aTE2LW51@|o@<G7g;S0+6
zYBIR<=7*~9l1C(Vi%WiYK6u$RLuZha+c-Sh=DMy=VyIq``q?Sc6zm}7@ZWR%e`{=`
zYgmvum{Z7E@I}jt!DOsXtrmV8eXoiXbW)@D=!73WU%!D9v(2Co#7o{8WSJamux0<7
z&g}ImFEO|OKntT}nA>qcQyH@~5(iWPje^~L4>jqn>>`@Cb(mh*?6Rs~Dlc$kGuo4X
zopP{I#Z-T!P@~{&k#2?I088raK~kG1K4GRGl_yPF&7EFhgc@{28aVM#adF{4(sf2(
zX9wtis{i>x5{4kZVEZzE*th!pbj7u`os6qono-J(29QpfCmJ1i{w{D{qFwTS6&IeJ
zZ!l0t5dLz1w~MbVsp8<6;l28qair0wkt3=H2Jl_BEnKSxQTf`#8JcX4-u#AGT&uQ1
zw&2iOi~r)sA$JZcgO`9*!Z%YBx$RqLvySeJ=WWvP#ShmA2Md~rHYG|!)jTz%q@bS~
z69as^kqk@-FoIZnjkNN8m)SrMW?2SK!UB38s&&s|#<<FKLY@hlhz#htVf&f7N>eTL
zu{}e?kuT5(sxFQ8V_xR%I`yPz4ca)IZF_6}%fXg5Gj4LjrzDLNA?|EmP(D7X?pn+B
zmjGaP`4G=a8r_x!8iXGuzE7{$v48t>Y}$33*AE_$rN@?eZ2VWa?rH>ITt)h&hKvda
zjZTWSkFKYQK;-1`+n;?4+@f3cn&_7o<$&)$zd^r2C;$M)PqDMsmya4@gZb146n>ov
z>`iDDnIhG2Ba?lPPj2K?dPg4VQ5bJSjCE1yrHHS@J$QE%assbUozN+=0xZsdD%LmK
zV|I&kXA>U1;Fo*)%vC`|*7O{Kf^bgrEkq<r&_8zYzZhGen(X7h4x@mn-CX7$gn1sj
zDqPr_c3BN`0`9Iq#LmEr$vp}YH=nT95SifgvACEAG)xH|&b1s+LeL%6)3rgdPCsJP
zAoI`Au~pt*Hk;co=&qHeif=6rfnm+^=9ad{b3aV`rIPF)17%0FCKX1l_hQ4Aa(u-J
zrRUje`J0-y0$bvLzHbTb=|!~Mw{@KNYNRbhDZJ2BldgF4u`I-P@$(1<;5nuI1Dv@#
zlJ(k5bf2metF}ikH9J#X+|(?cg{i!QZ6eAlmI0ZfifBSlY0EbhtV-VTIYix^@X4Vj
zV3+&C3^dv%qo<OREP;1#yrrNhOIa^-G08@%IUX8u-b-$D6^Eu3iR#^MMa8lCG&z`%
z%_D_gln7rZ)JB~i98xvsoPaf1(L2LE)IU+5))#v|v+ng<`~f7o&!M*e`Kco|P9Ud&
z#GP;uLkax|v^NBrRXoiE3y2MKXm<2fzV9Pkgb!3WHqs-L>qdc_rPsw;sUx=CN{o2l
z-w+*im6r0GeUMOUN<gCnT(7~^n6CsmITrgGOuHRz@-l)T`Dv{0GmaTx@(qXulo?7s
zEFTSK`W~HkrmkU7L)9#{ANxuCd#2;?e1%GulaiK=sMN+k`Czac6%I1iS!<{D&ywSH
zS_VjtD_?7-4-o9|$Q)z^$?vbl8te4W@dVQIl4S*gDd!I`m)V<c@u*}?V(!JwB()q?
zhWNd-q%qjr_K}iTD>0iQ-XFq;^QPHtv@4*cI-#6QNOXN9aC439N{U#%jXUJ!O>Omz
zOp%X2`ugB&I?1xBew`p_Q5E!d?kvBISBZ%W@i6Usv^!OXC!c6L_H|3(XtBix727o6
z*=~3dZ>X=Ri#+?ms`nHgni8a7rkE#AJ!iB1Mc#-2evEhtF_HJK7XKsi7$bs`Ek$o2
zYjnQdBM^AcVZ3&ApYkv?{A5R>^peW)-1~DmFxxp<>;aLy8=CM9%Pdaz5|h9&)8-|&
z^}1!SOYQTYuvF~8-kwFLf%$SNg3AM}wPCfN!On+oe5@Dx@ZjDs54OPF8*}ZgaD?7-
zz3JyJlvX$^I~;eS%;azL<iW{T$Mis~^Ba-b-KJv6WtIF!YV$nE1B+sWTzLeuwbKi^
zha;sY>urUeap!R{RuAY2u2p$9>t5To?5^4meN^x8(;5DGF91nQZPGU6R$C+GP84Mi
z33>8G6VsN)aJs>?z;JRpE(G!f{B1<*wJDq>n<2E+ZKuf(Dtj+Tc*S;>d+&xA;o*m?
zxhl$CyEo;f2AUxf-W!Bb1A5~c0pscGYfxZ$onjlGMyNLEEp=o{1g}qI3{2_UNGT*c
z{bT@~Q&rXwAQecj$l-^bX1$Xm6>^7q@xmV47nP!XaKOHb9{C>L%~{ogz|G0mtilsc
z7T9Uf7PkkZ3OrmSl@SWmG=TX-qdQ};Sfgo8=NtR@1k%$u9D)Q=^vv?PU5}Hre9^M^
z%9$&^j0Z<;FM=yC_*Ktm?dOV>Xcvbe>Sy0=kxq6C!qu~d-b_~CG}<zcejHg?bV`%P
zqm$Z2rkC2CIhn1kDX9_OP+@R$S0#|Xm2~4$&W3O<3+)^=Mg}?Vg3;i{3Py#~Fgmk}
zfOMX+i#@&bj0DPWA=5g#x!y)dMa}Yrut=WT$$e~EpR%N|qTK6;q93do8xUXo!&a*I
z8zhroenyf6GBCXHJewUn!wj(s^3aRGR8Yvd!U5o>(<8hCM%E0~QnZq~mr;Yo5^W^8
zocdAIK7gLeg@+7@#%G<nD*_hCWBZx)MbB@OTWq;~ZO0%~!b22(FSw?lGn!qB7Rw-(
z#8z`n&}lQKS|CeLn((RU;s+Gtv?fP`$?6HM_Y`#l(Xc)&9~gI@klW#Lb`K$>3h)sc
z_CQML@_N~-3LPnyMb_ai7}ud@l3ulMez6V=ouMdR>!Zu+_*E?J<lfW812LuPlxYz+
zdZ6}ynVo9-3iQ$Y)wsbX#qt55lF6A7fgR3l@+WcaHNI7)yscH7X2kH??rIK>;tJWd
ztDsGt$QT&p!7n$3PSDVs5rUh9p!zBjrzHE;gWCV(p$k1<S-O>;gs&U3?KBF@n!i8m
zY827fZ$k!INFr1Y`JCJN946&dOUCq5?lk{vOYSsF?r-zboxJR7105Q*4SCd@mPLU>
zm5`H$91L2ec(F*~a^-}DKH@`C!NGlOV$Y+q49U0wT>fOevX$@ge^g`neI^?xp5EB|
ztx5kJFQHB4=UoI?e)an<w>#J;p#bq)Uz7i#u#qJU6Z8AGxp<8K*Q)Ut<4KqzUaHa^
zMSYM?$2V}d3vE}%yeGi<gBzwE+=v!Fw8^ye*@Q?bw1@lJ#@kj=<w-4AvSfPmp#ijs
zoTjc}&&<E9NkCEnV?VMgiK8*fyIQU_bGeg?0x5H9_$hQoFBtxLh{mDNz$tA;4fp)4
z&p-v9K&O@lzb&r_A!gr-x_VZ?rU5PTG&sLmJzmck42-7ZYAb_XQ>mj=A{VnK*#Bng
zvziP@wB%*SRF>J@rK*lUBvr7wJ`RUD!efX7bErpX8X5dY<DD@LgA^c;$=)pceJXP}
z(QT{bCiuo~UmYVRDjW;ZqaQS16bpvf^Z<Xqu-n-}nVqcAwq=kP;StZiIBQid)dPBE
zfDEhtA_=YByjivZxxE5Px#wuE{&*vpxux2oj#eL>_P>>I3maJ*(XcDs&gX`-^U+=_
z7E7UcS6|I8Dq1e(mo$01@A&KRnu@mQ>0BO7py}e+K~}dhP5Mqjv3mzbq@W+3Y2`qG
zpx&$;q#Iz4$%(KX39gHAxxpmRBjCQk(NqIjmIk--5ekIn3pDAk$qnzk^!AP>5^q!?
znZz{n6W%Ithw^T#g&rAaR}T^*<O)IT6txS%jeG+3v|@TrCPlfKd=i=)c<q=)6Kr;?
zq}Zj*-jOj9(I@%myml~G;nMKGx-?sV&U;>um-7DHvi^Nc5c#`T^Y;a2s^1$%cpde~
zMIp|0#8eDCX9#keR5=7DypLWG({*%$YjrMZGA56ja6l9cDK`2BxS(e%*Q{*}Q_Q<G
z^ToqsOOV%eZ~adGoJC~l2AEwf?$`7(*7>04)IkstBSs!T>rFZck<SLH;C~r&m-dum
zGP;gpu_>98!q|fiDul5;gnbGO_>!sF3P2O|{E{Vx$;=TMAvlLM#<?CWXzF>y?*J~W
zf-6x3M7C32KuoChP@*BLXZg&$=XRAIeo<M;{zi;(Gxa0^T+AP}1VN{aZNqENWw(bv
zaqc~`J<;cIBz=dE39o5X5Vi9vBGjHep)ieYxgWX6zI$RsI^{!9d_jIP&@&i0HJ>F#
zN{|azf8UxsYOiB4iPhU2d&&l^)Q0rN-p*5PE86yjEQf^RZy~)a49Kh7;j?=j`AJO5
z&6x2bbfN$teAUMp%IHTOSa*@exS1VI8z5{dY*cXl)1E5`<<c8-)ayZ}tq#;LsK|g|
zOCaPGsk*Cl3<^hAsF+OgaAO?i3W|G7akwW4Pioq4>_VmM=D(@Lb05`jqusfGV%bBy
zY8}!teGW=x?q=o$%`PKTasLQZ{$)2je6DhxFuuSwQ?{?HJhrxj?RTWass94aX-3s4
zY>yE#&tjjdZn8R^^Bf7CStTdM$q3|RnHgyHiWH(=LMLeZlIMXw6DwBr{%M}Pn_^pB
z+S(vUtb2pe5zK{^)Hkw~#Ct$8d^0~aXGS{db^>A}js%@@>di#Om|DB(4RlkLcYLg)
zJjd|bkIYq$CCUh~Tl-C)DQdDtmog7?hN2zdcitYrz>e7@@AY~ZY@4T3ZTvn}Jh@56
zbjzV`e-*D%wb6NNXbSo@Rn&R^?)^KHffFPh%CB#MOcQ4$uebsCYq2%&`#t;@n{4LY
zhnvF#RM1qhNlHH4;bfX~w-z0-?UAx9yH8u^uo57DWghK1y;^tn^=<?35n$BqJ!4KO
zUO1~q5^`tP#c?rM7KSX+)t-}%)J9?3HRL{ji@x%SWnJ9aE~9u64W{!=wSyk1mBds0
z1W^2RVY2GC45AqsT<L4&C$zZ1^pTuICg9u4<Eep%-4JDxR~@lRKJp?mP-&!f=YEa%
zx{jUgB*Jk0YSuA(`8H}~(~_4PTSroOuRHo%p#v-{@7cA#YVTX1)db$%Y7R5IVPutK
zx++pobAEgbRpSgma3UN>q(IAm+Zmw6Q&H>JtuZhUo_9n(vGh1XHF2&}B41pQI8)u~
zL?N5s$E0m@MQ@a2ciPm`9V||Y&CjAxHm4{9h<?e=&E4A^`Qq$8uYrSsOFw6G;B+hF
zAKtM<d7@4lTy#c7kKyEq+{LGrB5~CEbgN|2#A6Rn_E5KbFoE>W1Gd>t!d#C*dV{6S
z^mEYJ51k8gvUWgV5Ls;b4h)zZ@0XL3)r?!yk_2*9#mffr)+En|ii#ldaRV%UTvP&{
z9}wimhmad@1$y=fw+CmA33&A&TYhI)v|gmC>Uz$tT}XMRfzR;Q8~$RzgYx2qxr-ZA
z%thb1QjM!Da>~j1>On2#X9>$6Z$(3uRwPKt#GyBi5c1s#G2f;*mbs()*zU~Zz0zR%
zJlg8AvBK`NHtn+3cWQzy@2?4ucaiv9)&;Ylvj*6?DJLzFh!i^XVT5D1+%L=wDBs<?
zRC&k^CL*Gf|C9KJIuFL-2^9;klW)4VayWA!FNq;_^t?7O*%{e_c^~k7ys(V5CLWpY
z0ILR)<i(N344S$J-lUw71FE#F&R^971IrAfkW&Z34PHbv&;Js@J{UJCEkq+rgDlcR
z8NXk)#;OYPuGPOQw{gwYJUaf?JV+URV1^<YDXuqy?pjbX80{e$$PA)b!Z?zO<YK`g
znL;F?t=^%NLw!$PhNu220~lf#<4t4k{%L$3`Nf~Ngj@!G0*v0Y(sZqL>y`(z^RC<f
znHf=L54Q?B5pE-|jj^bfifavii%|)ZBIF1q50p~-Qq-&!@s>TvIddm&@U?+;GBbsA
z+d>VeS}63sSnn+~0??~=D>;H>Bqn3+BA!mm0$C&?l%@9KNuWFs#$F&!tR|bm?0;%s
z2F$+=Y4gZ``061zEum$Y<y?RTU|~-Jjm*P~!4Y(($YbLOYh!yLI$i4>1C*>Tm473q
z61P%ibOhQewe67QjtZTg9$Ov}QESOL`{LBEbuJe1LK^lr$S960v{1=SmeK=B>(A#n
zSZZ(_vI;jb>U9%Vg?=DlGnhN7<Uy!pvbnP#f6#yZ55GT^0WyCLQ45@<L7`}?_}huq
z%eY@BAp!|7UTXWQI^jD3Pk&<&8HN?uX*FBcH~Sy3w^{L@O7E-&(burkWV(5*Z0};y
z@+q*@`{o{>CAWI2>nG}#`05~@EKtEWM$~q1a>EP#TBK2Lwdam)wcTe|Lq7C{W$XMg
zG|=X4W}l0vB;ys}*d>6_c1$)ube-f5d|P@xx9VKe%x(n6T+~!AMHeCpC2x)mjT^!<
z!`D<dAYFWBM3g6w3I1mQ{8X~G-7&BW&xF&fKyQ&qc5xoP))E1F5fEIS%pf_g36hmW
zM(bl&pIJpY?(RNG{_x>|k3@||a?Y)XN)gNtNucwguIyR=RDLm&6$@<6Xu}2zr|(}-
zO6}I}M(_RSWo&$M)h?W0d5<pmQByfh*6rhGb<O`f+^c_9|94UWlsZ2)uu9|VQOU<q
zro_ZQ4gG9&3(K0Ug=#4m`Q_@f7*Hi8QMHkLF&1QvBMmo;(YR5)9w@|2b@LGk?bL+t
z>$yctcM*817xZ|eA%~ZFvf#MObl~SYlAbGa1BV*?j>^M%LX&=}(fR4_haz-J#mQT|
zRJ=SU!p#L!+BQ&drHjkA9i;N9TQo#z^U{>Lb}2;2h^t+z=G(_muEKQcN*rw(&i%#-
zHyk+8;U9d!f|T0$(D9kTK3aLQht8hXe6h37c_udu+xGrh><Xx88fm9N+(lnvW{{Q~
zXgYT?60E=V0;bw!tz+DJuyGh7ga~5ZE(PtX*r&&1AyJt+HOhl3S)B}QA#j1kljqt1
zVEH)_qXHVO&S!p}49W*vL0M8e3#aG1qxPL@0vLn0EQ4@i%_E``gQg%arDcd6j{Y67
z1Ll{_ekn6A6@$M#NCE>c2nJ^)vITj(-7ya*Zo@|5$3|~ugr!2IA=0$s$_Q9M=DbcM
z;q;+v#Zh|~9h|<7_C^xeEI_qs2;uE$1~+cZmVVMRNGL+=o-v1+5M#z5WL!>xvIZeL
zt@>*6-2<wJ$RwTwVGaNVi>TA+r<$*b4u}oRGjO^gs?t+^4cdl76AsU1o_qqKYHL_=
z^P+A*+MPjicFID0#lrBF<cu+K61(S>Oswz3I%oUZ-T%MobnmyOn4t`Ubm1*AjQ!x@
zE|1z;Vy(MjQ-GHTk(>~dU2bxL%4JnBJ7%OddAuL=vo^TBt*j%0-yuE$oS5f@<a<_)
zqqf!e)SmU$n*%A01GvB$LyW=!@8))dTDPgpsCA=-o9U^en9UEkmt?1+nxMOax*k%x
zm$d`yo*Ml_ufv0PPa>^oFVA*_G@$(^JbEj0*nNX5g_!d`K=2XyVR=Whlm~P3l=cz1
zW<`Lvl17Vfm5pYQ5MLmoV`DH5jZ-Gfc-TGj+zv{mFUyK)_bEFc|1#Lg1(t~^?}%u(
zV>vm(?D&-Z$X*c0c4DL%gJc3D5;8~^BoxQq>yw&*9F0wo^uY9W%HF^XjB=B46Ewv>
z4}^Xl!7G}=*vGJ~;m>#&FGx0TAd9+pzIzX}Tw392g{5e3vu@obiSQ{ALlywpM3o3s
zEb(FwzzPIoGSa~|fq7VNBA5Gr5e_$)(iqnV+G+b({GTwKTr1^nY~%M=NXHspO@AG+
zcsHy4fVd6r*OARM2vw&qJxSgygKo0ZSt$eF)PJ}obQ?AR*DJ+v0?r1z1d;Y4a77VG
zKo;E3AHD4YI>;KYFrAB-5iCeG3o7-$PUxKWlARj)zVatF+s;7Q6l^pPb~-HJM5#!E
zYa;fq;TksXXtY6m+Wu;`y&uMZ#UBfu%G1WtdOe1&?n#bo<bf#@pZ*$Op1U)R$1zQK
z%-lN}-A?%**yk1|VZN)fb%oQX6Z<G?d~iHML%la0Z!viABu<15%OI0_gXfM<5GO@r
zmDPAVBu_%x+o&HYV-P5lD-yo>Q$Kl8W6cwor`Y5E;N|v5yK-Yiy76PuU$42eizR=7
z0wl#xy$ez~BKcL#SSf<(f7Bgmw*4<qFx%hqs-TAXl^m{dM7!WeOx<E78$Eq;-7k(W
zV8IwiUM=z@iKB-@aQWC0B$c~S6^sbSnW3^?_177NWeY`1js$+L=3-F{?TmT?Zo21_
zC-Gy;yy{P5@EMp?24hEye~q;ia5a(d?2jtX{(6FqzW++x9ux%4^e-0pQ!CY!Q8)ML
zZu(hN>qWgSHZUg;<fi-QL*2gawXD_~KQwcFE@n4(=*E)lFSl9099Ki>jitV9v!%xZ
zx1Ri5lP9-kqLWq;_=W2eTYcN)5K1=#c8zf<Uc@><S)(pdjDU?;Y;9B$7rb*MvZ5s9
zhl6T3sYpyP?pzH4GMAf~t6S|5Zh9PunFCQL4Fj{wCb3nNCWRq6$g{{5guC+Xbsehz
zK)SS{pdI;ft{+M`<W9Mk!a)6ln*w1@#R~OT@kGX%EFz-y*L0yAR#G|WSV{_)H~$LU
ziY24AW3n|LFSuM%p=|lP%SXL7Prnl*E3$MmvOJj`$*(^n#&q5bh$H$EoS+M#g>8n3
zPl*?37Hm#8s5s;Z-rt39dW$Oyl^Y!=rv-DH5Z~>JvbHmNY-%=Ay(>`6R&FJ%&K^*{
zG0JfEB5CMi<u#k~DIhuN{#yF5xR1M;ExuhH60kM6#udlvn000__xL+x#Bb^&l3=dG
z3Tg>z!cp+?>%&AF(&D$D1MU6RAdHO0(9O<ZA*iPJocmVJ)MXc_X4%M?T!%aG7`^$A
zq4BQ~P<djBCYzP<*Q-4A0)a0~#0BSO)s*r!yy#qC)F}?4V=+ofUG>TeprU`PEiMiV
zP;G55IZ9nn+L-eazDKS=BLo9H5`E@#c_2bDI}&&+bJbVJNbG{^EtU~0CmA=&n}66E
zY7}wmPCIk`3SfE9J{eT|OisE^PS*M+5;o5C&n5e;YFyazNSakqNT4<neBXY3f7X(R
zt=aAH^l4nWtz+`Rr_O@Tpz!-OS=s$6H{N>CF&(a+`dSJm-&V}kou%yQM!;dH7W?b!
z%J=c;LiYzOp?h^h_SdKU2-kO^mTy4S+}6krCJNI%cz(jC4BPK}`zs_q<T;`6@>>}r
z={7tInfCEj4CE0M1RpQWurILBe@vJ2+~UmLwtM%*l`XU49G=+Ay#>V`0NKY*?pR?h
z-M%@`p(}{9n5&65qeO5|DgoU&c$Hi8!|}2J?ZN9&<m|l$d%r-vEg>i?wz#I_z!*IA
zuF+nBEdS!u0Ifm;mnN1%f#Z<SjsgBwEJx@D{$D+&-x|Kj>CfT(gNe$-$HFul7Ddmo
zu6YF)oNUmlGm%DZs<P5d{~Wt^{tIQX1;d=G7)2dg8U4W<aCR5Yc!*;z1B^nvCaEH|
z#B-H6f)Eo)Y$@rj%pi@4^xswRl=5@5f1eFK-KZ~oZ!TSN1NrLl(IZ%@9pvcRPZRD;
zM7pZ~=iiLTF7Ei;j5&_+y7YdHY=vAB%c|LnNI{~QEQ96YP^Ks(iqhnP7BdndxfESP
zuP|RgTtM_~xdwYq=;$x!D$Tg5rSTE@l|U4YMPsqWYxcx`P!zYY!s45DsylhZzpt>k
zhOMoR9p!*m7=7|oYUuCvavbn-PVx751}xS=`R_=;TEI(y|Le%spBIro*RW*R_fr9X
zM{52h%6?c1_?-YNEdgU<Qi43Lw(@?lcKsdwK62mM{hX_^mgZ`B8+fW~zS&Inh&rX4
z(7pVdQ6x#^75Y;8SMu`p@bBOwG+=i__pBYy`b?wp^6y}&h@He8bXfUs6p_eZ=nd>^
zf9|@EmOcgm|B83U7@Z4?3+0)`z1Y(T|Ft3s7O5jUDSaKhI3K+{zMFdOk8cn;CCHT>
zoO%kw&hxLN5l#!&?(rx+L@%DIA?>z0uv-i2sioP5T_($MXI`gx!SRuMwGz2zGWl&K
zqFORfaUAXB7ag#-nUm|ae&6-@>o=>z8ss&stmo>1)8FKe!(-ITu}Gc2|Jy~8m1t!Q
z`nCCkuT$HXFN24$eqTY|J^nW4X|al2bNU-^o!mG08!w^1GJSUUoh7+G$Mdn7nmEjo
zxmobZ@)IKeBmC$^cBwgco}mkrpk!;F@TZ;bww?=@G|KDRay{nkX+4M%4cPRWbCv;v
z;d4JNpL<dD$Hk1W)|6m?y+v?5z4dMjf#+Vne-`e9g8Xwj@<l{s9h@G54lQ_IliTxA
zg|B|FuQiZfNd?`HR~)AR^;Nc4;MpfpY!l9tak%@C^SoYeQ4&a+AO5?lsFE*)$1AXN
z8xmAgqAX0wFr5c}S%;sBK3b#$4ur`ZP04s_<O@aYIEMB52Va{9cjw0OPr*-BWUl#d
z{EY9#4c}S+mWy|!3}1qaD2_CAt+&%?N_sS9H;b>vu(>eL!+GX{=aGy4oQv*}wp)dR
zQfMS7-NzrX+f-_5g`3HSlA9-Z$32N6NH*N4O385Ln_L`sTGs0c`Aqk|pL;6F5yP&*
zMebp}-SWc?9FDKi+7A~3!M$F8p5N{q*uIo47<v}KDHfSA#1hf%--I7^{mJ2#ujY{y
zf_fi<8gN!W1eHIE5||HkTMRfshNgbOwR4kP5F|L@dP-^9SitAn9wti#!G0+&erW+c
zn_?lvhQpb?IYgzi%iZg}-HA0<Q{oNt-Sz^B-!|Ypxr;MWSc(hR4)_Sv#OC^#7%Jug
zli0{aM7+<J_$XR)$+Ko%NyRCnEo{eb*?j$5X2ek>S$GQ^pn``W7gkz2D4H=xbk`y;
z>x6Tu*{s>SFkhn!w?011-w;VPS_QG7!z>8%B+8(>xGWrjRM4gB_Mz(4ofd|bohP!*
zfY4B0jw6Mmff^-oFmS5WZPkm#@)Jwqt|$(DVb|i-?d*?V>8r`@lwmBMt9Q3%jfO8B
zMQN%yQeta`+pqyOErN}2p(xVO)XB2{kQXlOg%_*9I_pi|<S+b3c<i1uyntCjPb>4R
z@==gT$PoA0`Y9C)xv=+Pa!otv@K$-ENOf8qCQDVPozjhlJhp12Y{vRVKELh-(Vi!f
zi<@?^!*_1|%NM5@wYQvQ2c|=_rys~?ytvPNu&C@7P=d-XMH?r<xh*KJjF|WIOcSe|
zkbOREVb<Bd)=&GOe%nXE(PzCy$1nVOd^^cEaK;_}8KI3{?*00N1$IlQQ2OWCi(8_H
zs9u*3s{HJ~ee-?Kg1b(gA(B&jdo?9llE0o21-DRSwlHqD1P=&<&kwhM|8d%D>9^Cp
zjopl}7n(fk+He4-_=)a+m^NEX$uNC;>v?xGp;8B4dj^=~a51{Q%jh4BPkPj~VBex>
z*kW4f2=Aqh_v+(OMkw8edXY_)_V9^#5ZLx8_(JbCCGGoVVlqI>H2f#38%bkx%I%5U
zjgNu$YWJ}02!=>qn5$U)m`}xNCsCnbsi!K4!sUx0yIoO~F!C}|g6Jf1SzKMD&7q{F
ziBH}ZD)0iGtT@SM=WW3nP)Hj%#&_*+Pxh-@Wgbfb3i!3PMa`t>gPMB&V(u+>yR13)
zA=VG(1BYcs7@^!o<~L^&_oj$?6O0CxOve1}`L?Oqjkzv&Fz-OJBx!jLa~1iVwvoW8
zENu9PIHXC2gut1h0|`q4>pQ=AN}c^^A)4&2S*#bRvJ0n<ERLOrZ4OLyDi$urWI_}d
zOli!;+Dk)H7h5t*yGw_~n&c@fE`vbC`nmmB|FArBlSC@nYL@-E)!-=e3;WwjeTrx<
zQ{fPjsKw`ADJv72u4S>vGgyplPSJ0_1Quh|;-aSb^gBqmY2q~9l5<zHG>1ODEBprL
zYUFx2?KP^*Zd@RATXiour8S>4-vDVNXt|5Ylg#dWQbK6E8X-AA5G#QLGnF$LIWko>
z#d4nZ#uh%#77?3`UUVrbakMSvY$(1Yz$QNsv97b_9sJc~?bLQMh+!MB-DO4ZxCyd#
z<>(Df*$^_rbp#ppAXzy8^s{xucxH!l3}VG*QQ^DhP~r8x{Q~dA*<pu7QN{vQnpa@l
zom4N*RT(*#Xn%gDz08?VIV#sP9YA?^<%r2Pf38YQsb$&%*%VePQ3`uDMy8AOiXr6(
zc&i_BGqX=wDvZJlXk`W}>9_xxDIP-8`b}7LrNz*uy`S&J)b&jjh`1ZH%BupaXNwz6
zAQdddGM{8a-H5Xq4t5<Z3JrU&0gwHKt(=o^6(wbQ(Ab7nbsG7p{;xd}k5exRv89x`
zAdP8|`Y~#ejWqFzj0Bn0_M;!~m~(chJk&-_dS+JDeTSi_%|9&0Y!xb=rBoD-CB1n_
zOXidu&ns6KCVt%YS2!5AA&#<}*bIkqnqHLh61DylrsXxEB_E;XoTwP|c(fIh*iA_x
zcoLF1A7-21WR)M3@-!mf6SQEQ!my&0Y@6ce;Ch~B;*EX%{Yp`#xIB?%fM+b;Fxd*(
zt_-y#=gP4t0(v#qij;ZhsQ{R)o-4zm8jFpOM@<d9qGjID#RPY~jly-Mr0=jefUg!y
zvAqQKcnKpcYsUkdQH1f*&x~Gu-|I0p;(4C!>%(~fbBn?R7Br_rFo_TbNhCXE2iL;B
z%Ar~y79CP<%k~alFTU?p+OI_|0Abc8<U*BVaMsleuCA269O2Z_OZ2Kv@e;A+0!RmQ
zfN|AYgYQrlc8a2qJ!z4>`H(Y5lVsv);b?<c(+Dteuc(bcrWLkX3TmN_>84wVUm5h1
zg^)L}ys6%)78OMGOw(sv$Q=bu_f6yER|MuTJs*lPo@3q_Ad%tueSc&DO4%`$A5u!g
zqj>8{Ce2_HH#sYqk=&b&eMW3;m#r5{3U<My$GLxz{GuRXDXkEkzZ5n-il`}VIWH&C
ziGIyJxQ1^M?7c}^pgKho{ZUE0van#!a?}S%9rV?Ray96QK5=zLjK&3<jrfyndr8R*
z$`{GKFK!7g%{HTrpt-ogocNn^So6DV3^$03qIq|HzL}KairWUG?miX4T8deb#g*u`
zRBuWk0UY9ty#bP9WUBfJnt^0za(8y06cb6k0<ji$IOlTI7T?JghkTx51kRl7pgad4
z`CZ+ldx~$jH@%ug5$7Y<!Ewqk*f8#m5eMLVXX~`^z;E3n?0EvdEj1RUHq7=OY}FPZ
z{wj)=<y)g5YTvOt@gsmfCo51&@Ox^3-a*iyK~6sU3b#2)Q@sM|_n&y9`Z;$#pZQV+
z=v64AqNX91(3335LZ%>pHy!L=v-No^*|rHI$~#HRB?%pA<BmyFR5I#B`I+YosQA1%
zI*xf()U@n$$TUk6GO!hg{L|k>8N1-5RWKZBjgecxf(%tifjEN1T53P%M>s7X8o^GS
zxp0LP1GFLo%o+$Tt_k&>c;nb;9C%w&F!@SmI?jz?W;Ce{d5&zl@B)>XpM$5-qcmUD
zmi0q&;jWm-Wso9J2|ym{`Z<a8<2YY=`UeH&Q1@V#+t|W}W*3@s>TOEFPPn<vBrBSd
zq(w0>^1dHkr$9Nqiz|>WKLt}(k~V6Y%Upob#aaEpm3xC9jul8>P*eFW_$&;51r=s}
z(dUoAN2YF6Q9?<@lz4-)9l<MADD}E{`@S@zzoimy<0ubF#3p%yvmL;ETS(5`Se6-Y
zMp-`Qi*Hg2$OgG51J7yUS7cG@Q*bSzjMGYLi8%59yA?3ou@cp{?{;nP%mn+-P-AB3
z+imbR*<2X@MP_xUtq47PSE3c|y)8@$`}!PHe$GXTqy3C9pBo<urmAN#@uAAlF%x9r
z=s%<0MzGX^GQXQYmg3(a{S29n+YI#m-yb$bJiZfErHw2_h)S(PvchGcLFPwJl9Wt#
zHC++XBWR;LROn!Ok4KIE_`xA3FyexW&P(miGUf`<_I_*}JWHksrdvAMMzeQwMu29r
zv}quc<f0@bH@P~3p`Xc-gs_OC^pnGsxCP;5VZDI8Xew7kNz&huIATC6vccEy+4Eyw
z=_dS9$FL`2%I+?^r62Dno+uPea^(ErAhY#+V}$)A*GX<^r_c??%|&GG^GgKAgb6R=
zM52KdnLhN1qArW!*Mihd8H{G5K9LjV_lhSCu!KTH2Zf&^Jb#B6tqK^Q<6u#BAIh9j
zz7mdBjgxYYwj=s2(q$_3(_kflB}#nBn-FyF(dti#EEhOsW(LJ61Z6FkXdH8T5E!xa
zQs&!hkSBlP)>4tjPhZ0^=aR`C{aKZ%i#K4`cQ1y1DIWXukbE3A4cG2x0A81=QQlv{
zX>uYKW1UZ`z-gpf8@4Uf_=3||Sg>7oNOs>@IJ(Dh!%KwvJg<>N%OXyj7#IYOjhaR+
zP(2I<wc*5tNn&xT(%^7$1SzL|aE4bfG2)}kn1)-`!fBH2R?y6BjGC@it{^LhxLJ69
zm5dYA>cRg#t0zuEwF`z#9xg>)GgkO6De6oX?JodxL70Fb@yaAjp%#!F-N<%&C(|p@
zYy;lmA73xPEk}NmNGGt&$2$Ij%p3JrfG9!<Rz7d-w`7s5rz<u&8M=-#rGZ|cG$yQ0
zI9W<ylsw{bnj^JqvQs8)5!A{!8K2&%_=_ZqdQ)w$Td_@2j@X@6stG^RF?gFB5XX(Y
z97RfN_^teydZ?%$8qAHvpLmWfl4?;*EaoxTao1i5URRAndSbBWd;BgAAV_d_7Ck-+
zR1?K8^I@7E#>$Vo1*Xe?Iipp??+uxzv{u;nIu*ABDe4vJR$`Ga!cZIk7_Y~!lG6H^
zz%D!1Dv}NK#*2~~85jAh+dH5^C;|~!jM|450Cg&%tz(21h!x4xOeUGFFM^k4<xXjf
z-(wK4+&Jz~=asPB)Rj|jUM7<?H80NKe=B5G|H&*aaYT6}svxIRAvm{$)NV=LsjBhB
zA?u&HFJDW`v-0-H$xpO`q#arKDlL*Jlv|uuhQtC!AVj8~agK34L|f5ry$f~!I{LJ|
zdgAZ&b?>jFwo5X>DBYTvEeWyNV&XYupL;*hJdzuGI(S-&YC<;AnZuv#{W}a37#lJ@
zh#TpaXvLHm0X`X)9H5jHp|>(kE~g)(ENg2BrVpM!<5PXe-Zu@E9LkG2!NXp7OZ$74
zYHZ;VCCMLat?Rh2#=iP1(>zOJ7;zhyC|nE5VoiDKwAeHb`^s_l^yvR1?7O3yh`w$i
zgc5oJ(o0AJ0i{bXN+3W2AxKe>E}#aGBGLp@suHAypcIL;h=_DS=}i<6ODKYXARtQb
zD1sty{C?kC>wEA0@z%QQ-aB_@O#+iSbI#uToS_xsOC@vMQez-XrX-Q2YbQZ+8u?|j
zSROvWM)Iojv+%^AlnC8Oys+G2xBAC%)8z&5Fkm7vo!&9oq9*)-ACgDU*ay-r+%bH&
z1CCYphHfv`F+EIpy-H7%EvG)F92<Trqfy*;iln3*COgbb5D!M5OfajLe6oh~=Sv{Q
z@d}E0A~ZNrnAd??GqU6nVviohT6XJ+UaID%NJ`P;DA`>j694eB!ELFp4MgA5DbYp&
z^WA(a^LSO0v3T4fYBBc8hHEe;)Aibg#W?;~8gmyCdW|dgE<H(D=QzYbx7HP3)t8v*
z!5EUeR&Ye@$bUXiY@K41iAAcLXuCe&d@psDcYw$Bl;`3$lyyqa7&(1tym*`8&6NGb
zCqv~1w`+hWi=Y_ijJhUI(6xI^Qa!=B*^IAW%mPkO2qzJ2Ns8UgZ!KA(tBPaDQ984$
zSe|f12)`7jo=d$R0a-#J;Vd~-wKrlw(a60Bj+s$NPSCnAGnH3GgOPfSGqSbtM`aE9
zy$-_^YPNp!Oebwq{=o$S$*UQ{H&R;{pT<CVkgfq{oe8&*mxD*hQXD{n3`v7+Pz5jx
zP`rkiz^?Zc0<pn5iFL-#hh9Kdb6Fa|LcDUlQc$yt5JkvZHFgB`83zkML9~Mx17^x^
zvJ!N%cct3&6gG2&XVfTBZ}Aa@fFY<jjQ816zR|Vo+ovI#JOCJk0w)%wdSYjM--RA)
zp3q{-<}AIJ7V%L3>N4CQF2oZkZK!@F9{dA`Fwf-3?K4zoqBQ%JMK`yEOoaOQc>CZV
zel*zg45T?q^=zX&5U!RUP4Pu%vtNQl5?hO1Gj?9U7XoA7e*w`tSo^E{kRfJLMRvIC
z9y!L6bD`^dqkfAFSK{{be9DV&f<a6*$R|L|!Avp27RzXec~HPKfg;S8ktKPC!ns1b
z3Zuu47%lyNFW@94cE!uQT;$Q0K*Nu|oR2q6GzZMjvMlVQCF)5w{L8lJzMeI6iJObC
z@#G2UR*NgMOKBW7QDo6e4RSbG(DMM563rx+tK~U?7mu$=GwVbh$AW^iW{A4vi*wSU
zW)?w^SlOnl?rJ<ePpJ;YFz(&0%mg!*8#_PmDq5p<4`PJS=Kar+A^f|e&a;Lh&1dUd
zZJx%k#4P;aT%Xu~<k=*k`%|dKbAr6|kzZ`k4S4NnN*L4d?dT8OMNt2aK8|Z6+Gz)`
zZ6vM=nj7#_QHw^LW-I|P`MzE(NpL<MTOY)Djfz8Umto^jFw|fUK|_xEHu9UxXO$X1
zc&=Q%Wv1LXvF*!1=?mle@bR<=?8f}Na|)Uh>l2;OHjo?eR50<I`5DbB!Q?XZjE#5k
zSkP0CLlIYFcFczr7AGr)*#2#|3_6OGDwqQ)bwGL;M~d16$_!x$;#;SXEMqB-a!Q{k
zPg-ytg6Oo}Myk{v8Amnxj>@>sKLqK-B&3<mbEvoVpgh#uz{!sRSDg&T&qd<Fcmys}
z?V)!HIw#Q2^Ak=j!7~!7N?z7nxKjAmcoqZlw$c@sr=98a_N@}V%wo!AvHjfq?)Jrv
z3evta$l;V5(b#)~YO%;n+QXCh=wC!Q);LnZpZWOkB=4w#JO$1wR=vxt%xI?U{0b@z
z3rU^7HdhHaKFdE^nJCyQ8kTZ1l!oh&Q#)+=g?1}^T&Q1^>S;f#W;61zPzb}6t*RI!
z8N)u?$^{ivEwZ`4O|?%`DCLO}rj+y;?q*bbL}m-&N`*1{Llf+UlGyg3Ze&~`HHnrG
z3X{?tEI<_#ZJFUkUGnmL)(WM+SqU9xbtOI;+;1ejyyNYesyR<drRp1_;p!YKl!RWy
z^1XL5NVMPlOY+IaDtDgN>{)uU+tu``PNSzN*0$pZU|uGv_?XlT<*2pTpA#%+O~4aZ
z`0D?{lHcM#DAK<Kdo-^Wu#cbS3;tc0upX0S&BW`ei|YU{XQOP<nR<{F4Um}$T%d3z
zS*>rNh_jiwcICaK0xrCW6b%cqSN-H_Syy3l?0ei&U6o~B74qXEk@GE0Fo$bKlN@%@
z^^Th!G$||8wK&u@ZsU%iswguiS|KS4ET)XlB943$ZC+|Fv#cvKxj039)65#ga%h_!
zg1;X^z8_Myt*6ZY<SQa@`*o90fVB!JT`38)9`o8wPyRl-#vqB|#b2~HgqfX90DK4h
zd=9Y_LqZJ(NN;f%j2f5X1sveRWvONpq@G+wjvO6o33R6CM}7t`%rNekj~hJ^53+-O
zuw*D*)Gdy=Lo6YD#YpY&E50ChChYX$Ee)^&2QA_AM;ASXjypKBcJyl-K}z@Z%+=Sx
zhLp9oNWjYun&?DVa5l08k+0K1L?DDxCdX%ayBb?3u(de``?7up0$xvuc6{`J2#a9Z
zKi?YB%ha+Z^I6W2BLZ3@@E)VMa7X#d1cj0yCC!*qrp^((m`&f5Ux+bOc%{D8dL0^s
zoO_qX5Li?r4-MncM6^Ms#?{cdCw_5SRf$O=#=uX&W>VR6QmiiZ638UBD~UxcvqvSt
z%w(v4WR{x4t1-dCItt&hg)i{J&I?@k%fuT3)nZT@D5y$*MHb3l4*yU+bU>3uY9TZL
zeV?6KWoAgTL2CXtbJv!I{~gs2S*h1B?PhYV%_x!iu8WY=;wX%@Z5N_Q7`VC9h2;*+
zc2Sy&7%9}5PJykU1fr35(Zlm*1bwD##mjM=_u(oqc@GVaXwWd`5Aw_l@Y4O(q$S`N
z<w+wc%89W+UK`Oi<(_yzc1L23=oE_c&x=A$<9JMVDi^b>P#>sSaRMB2-c+$()p6#H
z|Emzh1b)8i`k>x|a8lU#irvHeBF8EV9*U2P*hio+d$Eii7AM8uy!Jnp)F7TwAq?&K
zkola1AC4TUk#$%Y%Lh}1?RUJbp~YJFr%oaZ;*a|inB0U(bH=px4EO-<gQB2Vg^Y%%
zh8BmvbB~5?4=99Q1pV%vaGk{<pIa5J#64dgiwG-BgRn1uGbN$7S5RAql$+#TOBTso
z)UGVYjnMc3Tz_+dTLMQe*TF{J$%btc42yf^<QcQ7_dMG*ce3{VP4gw-`nm!_ojb=q
z_ec!(t5s7o3G6CG3Lf1}t9g(arXil8c-dKjPL(0aXD^v?)`(p|Xn_bBKNezJ7|Et$
z>;)CO%aD(XBPKu07c|t>+Y7O!MgBw~*Edo#!bY%YWl7X=);a>4CBI54cq+3eJ2Qxg
zY|Hc@-COB>uT-(0>2aN3b@5)a{xTgv(>t{|M7Uq(9oJQuyEfaI2F^p67ang{S>%5j
z$`ZZ#i&er?NN#gcrJ|SFfDD)Q5pdLJlpqZ=Gn5mfIh%nv%U_~;J!COg4gZ*L=%lQs
zY2Y}d^fF7_+q4Kmf?ON{>0~|k=_LOO*ekrq<2f$E3EOrNyoyav9C-%B3ris@g_PTJ
zyv~J}-{KyNCuiM+PE03F5D|~~KxVP(XQKHucG!~7V44k6VkCe07RucBR>#fDklCz=
z#tAqYb{TaI!{&Pd6yll>R+!egj0jb@meqU{B1n4R=u;vyiTe5R?6F9qeVrkHBoNP&
z%qt0T>%jYz?zTR&3sslCa+vv9w-7MV;h8kyCd>1f54RbTMQCFIywFl^q9U4UL&Jty
z1#zb&?dph{z5<NIPSF!$Ms`e(C&m#`?yw0m2_4j~{sTZfTHmB(&+lAkB{+TR+&q44
zS5+r;`|w4aGK(ulJ1)$7lDw9AOkweM&Z-OQ-qQ;u#ota`7gU|A)s{LooUkhbHh@G>
zgw|cPx^}%wQ*(%(k(8U~6U;?Z=O+Ra>t)7vxQfVkz@n;AHU;xhtgI=!xS?)t@4R1b
z=X<_`3qH#>BMk;kr}4_$#9a+z<+}Uly_KHzxq8FI#vdkx;e~~Mc@XAiJ9mvsh1F?H
zF1Gomqv~8EwZ}b%lrG9V>odMYNqmcNk5MR%&v}2FkrW1-fEZLOdkdZKQ>@Q8@BN=c
zl$5$cHt6m@A9{#I;P$v2D->}ix-F28Ae9R1J3}<ax&Vi*dURrgfT^Axih0e|r7%XE
zIee%`4JXiR`9ZOvenudo>=CQa%zeMa-7DCPaR>$9iB0!0S|YbbvdPdqW|U$5LYzb{
zo}G&vYepHSBhT)}h%W}ObmpdD-JR*~Z;i6W$r(49ho)l~X$U%Bf*e#G=aNoTq;?9H
z^}ghv=*MxZH^Sb5@CK;<n0|5uyjFlrBT4naQ^7k%u6%`jJ>bLT+i%r2KQ`Qs<)UWE
ziPdt?xw-b_D^VLvjvB-GpF%QQrys@8G*p=z-6NAK#C<QDFOy*M6S|Flnu*nd77tfv
zf^RV!K$eygb`b_|wC<Ob=&@@bNAKS^V`i73@#GK@p*(HGD);-0&OKj|YeA_Gn3VPT
zsy4DyR)$Vj{o=l9m#%bd_y&BKs|dP=5xlPaOIFqM(51(ZbZL@lZ2{(>-o{V42tIUS
zK3-pm9Hx&QB0T00nAdNwt-%{qDW_!zk!W?vo{;4knu4VV>}uHd(;UF<*A^TID>(5%
zPa|RdSY?1UzSJLDuWi($uO^v<6TzVCXgxpO1m!d9l^{=C4&qL&=4VM1axI8e7XL^n
zivOUdxr@ro`eW>aqM{(wt1`RnO%3rG)ukWn%L+~><kJIRBT8vC4^_66w%}NsK-iG%
z7uaqNGuu0YXJk=d4MWwDt==syiQn`bsHSM^Vrr7VWMfj1{1vXoa#3Govi0BMFI^_B
zETd_jxQtqHQZYm$Gy#g>y-jfQ*7(jONfpSIvw91^Nqh3FYU$?bKpfwH#nx_7)z18Z
zfiQfj&BWNG(ITFt;ynS)OL*K2TbY^EePynPF91yJM+LdfuMwCtOMP4Y=QotZYbB~@
z6iN@~WA9XxLc@b%EbraZx^FMtT2$Hq?az)0Ie&~}hKNgN#-&4C0{I`^>4<B|`Ii1+
zcua8kPpp<H+j&8bbc!f{AX^c|yRm{T--psyFJ}`8-MUXvb|*Trd(y!E-ZM@tyq=O}
zm%ZQABs$^bM39G`DB}au+cDaz%@VKd&@w}0slnK9@N1rhQhX*PG>f*%%tvxvLO$?N
zK~WH*h0@f7pUuW%^G4v-hoxIgm?Gs!a1a^@fbYg&nr*XHFAp3JwUz9#HP^(yE!|^A
zcrOXs^6ZLMo_bvzb64WFkZAWw*)p;hy#9t!xSE|12`yv0?fcD!N@kQ%WDhliCJPdj
zuRo4`u%n^j>4^*U<4DZ`@SxcQ9GrOvgoW`u0~gWX(@Sr4Ki(|cp~Z%497D*{@0Cf)
z`?8ZKFvVdR&1$i`i=BXFx&pZN-s}+#7RK2*l95(V!O!^&Mv^4w`2{`~9bc;DNH>l6
zWV%~(n^E?G7U8S2xWmzn1el`1J}bsaO~(^^qQtlW`j}rmZwRgsJF}oe8f!}ai}0wP
z(f*No?A7ixOt90;X))n8fcAvNOb1GHU=O}AeP(JTEL5(9>)&LPHvDj^aD)8o1a$3~
zEV++(EJ161P&W5rb?GY;R1x{NBhIE8J)?#zNXK-tIqBrf8^Sg}Ev0sP5kYcF`4}B4
zTa{_OGjO}og=PHd4i(T%c>F64AM>qFyg`s4d<vqMG>WND<INL6m9uZPwsMGsdV-GR
z&(l4cy(!5)>a1CrMP?Sa1yvWf>SUB-^kL~%?_|$IeI3uSb}ad9GpSrTGQ(EP3pr-z
zJL$%+ckbr()XVJuoUJyZ_qa2sfEAVw8K=F^M)a6VS-I$NAHLIgMAn?nCugxVUK3x*
z^Ul!gHhbTn6`(ll16d?9o)%kUdNO=&X;vyn2<@wys=5k^-HrCy7H{^s=MK}0`GmxX
zJD?5jLx+ikY;0&zO{7o{Hx$GBE$Mm5)tNL#kNF%(@_gou=_MA-D#ug^&*q9m0=kx9
zK)+PLb+N#*!`KwDt#-zD!_%TvKlzeuJC_3?k~KcbpYH7luM=VxpS3B@4H6Kw`5+lH
zpz1)pFaFPbU^D983KBz97z?2qViv&?N;mWKp*niVpiO$QanBiXNvOgKhj}kJEe#@A
zzmhr9xGX<lw(!?VXYU1H>Br9ULIHjSc2;_+5tI)8WyE}{Q+OgZ>x71F6$95~Z1Rnh
z=idL=_|Klg7<`9f_jTy|Fz8x^3;@^6TM=K!2vkbGDm6MVWx;ksbdn;k%V-Sh;k8F;
z;lP_viZD!7<L5Gfx#-ZDi%A;hfs>GcnBSm)xzz&sLqc5zECMxa1DhP#crZfXOL$nA
zdIMU6l-gpR>VYMoWH~NZ_QE~TGjPB|&veNDnA7tFJ!=42(1b)l9h_nrq|XzqBhP@i
zU0swiVPg~o<Nw@O7CL8@b|8!Ez@j~j_3(}#h)y|W!qk*)ZV+3QL%1MVb+F{SBi>hx
zRW&!+H|^fcq!DW?M^1fBI7sf~+_c+L8Sk_3nl^OI-fr>cr&<S$zHf;>W<zHbuW)w5
z+wMgPXF;0sTPR6bIv38qVb_NcS8bDYR!>b@&9^h=Gm6q-+5i)o(K4>LKY_(fGJUW;
z2PdFv?_iGlwW~dqv=C1SCv|m-qjY#z=sx7&O4IEJkT6ZKDktR73&-yVmK~OlS#9cg
z5cId@xD#Jym|M2HbVM2SW8ZXqXJnwEd|U_uXC4Rk^@NR<u#9@~BUt*iCC1G%R}a|}
z`@NqFa5QG1{Gf;dfZ?XXQ&GvEOd}jkNP-M*-4{hR-vPEMJakB#cp#_DPX{%Hxy6`g
zirgy`7r@hu+Ugn@_mc0YF%rVYT^7rpo7GM!1JGI<e_l%8G<0K{U+kBkxhQ^cqb<8R
zzo^I}^TVR@0*N{8PJ7IQoT9{x5Gy$F%|hgG{1{k`l<=9rkm6~P9t}#QPA#GSMAPTo
z*W5;4a)SY(9+A+sQBbfV(gUpl>W}St#>HO?Ttnjtrn%f$UTyVmTF_4jNk>#s3S|%p
z3vof^u!%ZjUY~PI2n|b+o6e$N&Lp`Cd|<llboq(j#C4SGv-j`^S1%6$XeF`J!+5oN
z|7`ZN;ggM2wx7UhPcJG8PbLx#yB1<;Bf6pXY9n}PhPPhqk|suA;Q48VoJBg=xOSDv
zB`&hq{|H==6>7^on7FeEFuhAyUqQ=YddAFXEKpBaUpL!9@9K_-YZ8as;A6_CQ#nG~
z+ve=z`<yFjj%YPQJr6@RsCS_jFZ%gjo@H&DuxsWTI8$+??;D3?0>_0m2YpUH!05Bl
zWdcLJCn?k(R<`qn0oKNJRA&h_)uBI(Kct1f840+=b8@oI_ZU1yn9fxa@e^cG#5+8s
z&@w<U1mepwPfqsH_LzXKsK>D5|GtKs^Lxb@SO9uH%66}a7wit=te012x*B-+Vhja#
zlH6-d8hy=FZz+{nKF0RM&8`y@K^W@E6fSbo?%G8Jv~h14#VL-MtyI^)s&wtwu<3#D
zp>4Xz8@gL^<`%t)4Acxtokq$>i!S&S3RC+Wv^-=(#?EJ3eZ(A>V1E)MLGQj=$l3dE
zqdZ8Wtb1$tW%BmczR}n$cgWQE<=qVQl4)8`qFI<3Dt75cfT57ii*tE8Y-(1!B6l5m
znWn8t$32X_#7HyPeCqC-<<8y6rF$|9@VJZY!JkY!Q)9?tW)c%Z5KXiClj@zcdIp+V
zJcu_OafkitQX?)R#ViL*QNi(Z4Sj=jYCbzZ<Hya)9p`9u1;||$5T9LcX9F3d_p!Rp
zLh}(;r<x-ZP6|cfZE8M~#b|GXO!aoBXZfYRCG(ZO(ytXnJW5@>-h+8)E&&X&{~7-0
zR@ci|DFcbcE)z^<Vv-`Z2gZMO9#xw(F$+*{{ahOA07%<pkHBZ{defx(cai{lb3oqg
zo(>^E-M*8zQ<jqp2qlqX=ev4ER>6ksm}($;K%8K1RI~z134zyeQ1tr+`q)>*j2Vu7
zDaUA;b^9Z#{x|DwuT*c)C;oJJDH*OgeELBESFYUEqSs*|Pp4Y@#6w|#jOA3}E4oW<
z+hbJ-z_~Tlb!^@jxXEh3@yV@g&MLryD;%Vf^DtpIzbBY~fbIYg@O{}o5yom(PNbeX
znE|Z6Idjh-BN>SM3MI>gy(l;#-d4S&Pk0GUvJ`pFhgfWm_>tLDnt2Den8qmOa)d$q
zH5PxQUE0kg%a=;VjORN?$Zzzy9lHSv_l|_`BCw#CUQ^)05coj6-6aHiw_jOmj$4_y
z@KVl=Nck8Z-6R>{DY?ON5|Vl_h(B${K7%sRrd%9R%Vly+Ye0pV1FU_Or7bZ_a1-n)
zyvg)Cn)4HL#Kw-ojPQF8S8Yb~I>8%0d@)s{Z_Yd8RX@C!9{{(eMZDY8Iw^_96XX@$
zt8H)#b0j^UyNbg*F9a}?noUw3RBLAOIcQG^Y*_Y%l>7@R)C;MZKW0li-6myw9UP4U
zn@lrXpi!0I59k2^y;oO(Prf6k&?MA}p%a;^n%;q5VB`TukXOucD4n&vCAVz*oT}?~
zy6GD^;67_MwSG_Bov$$Jq2(wKBd%k^GR?h@1py#w#K`pkisfJQ_26^=0t8SHd4<bG
zSDR+wu0d0jkcd`8Z{a+e3CTo@PQhWxMVrzy=mE)Cwx#>)|E?DPAgC}vl!srGCD*J<
zI|&j0Yw3@U;Dg4RkW5Wo1#Kvy`ZggvK`!1y$$P>`TX`t;cK!z;H7nc$q!cEC-|!D2
zV2!5;&EJ!nat(c92!AF>L*y%>q67fdQ`IQ`b4c>{IBY6mqz^?6Ddnv?p~=i$m(g4y
zpa{779vT2&)}K5$_&kH!8!s5L5)+2pZoqePQP^gm>`7Z~v(Ub?>AvF$$-C<&nGKLk
z@fvmXa!mW~83J-tc7-eW;fWZ1=8`l8a;~ixVdUhciP)vgB(UClo{)U;c^&P(t5vp|
zDFkX7p3$wBUVP`-KkjEnCUovh`EAPSd+*{<!h3`e^fJK~T5fP7N=C!i`@Dk!z|G-e
zs+JPt+?qdYLX5Jbl<k$;&oulp{y4{V_O8l*Z8QQnPq=wr2pxZG5c}Tk{uz~N;PQ$A
z7%Rg_N}Vi0&3H(4<n_$m-D~D(gmySf)&~`JH3%6C964fr#j*U(fTuW|#wY_s8WQio
zX~k|X98*kdM$^Lb^><h{xDa6oOeRMrD(f365@o9r3%`iIQdEAFSpHY|$$@*>@-0gF
ztydvP=JE>E`zoip52mN&9p~dg3YgDv^*g#d5v+Hs9p&$jop4mNx9J2>(N2h1qxJ@P
z;J5c5fnQeB%XS1l<Gfu9^hD~43D-wL6GeDDQ7#Qbm%5##BNI1|tkR~8UPIK!C#lBQ
z5Qo&BGXFS-wsPUBaqGj3-i2?xC?;S2nvBqjL6{-RDM`Lb^(BLgeP?O)gLrWow<`c2
ztNVeIGclJ^bHId4sX<u1q+9c>W&yxGUY6bWluDvuS5RGg@iG1KDhr&KheFQ|b?*OZ
z>K%Y4cwUDMcnbk9WZ_JQ&!7y%21_WPCiR!H#{@(BR<emzr(GmnZZ+yn=x@+}h8Cq)
zvQCr;Y{CsJjGq=#5GVQdFi1<bv93@V&KyP!@lSt}k9nzNXr!X2{u%B2qIuDcin#zR
zQf#*V^rozaD0?WU9RptY;|r^#=B04hvwrhIzf4*Y-j@y@Hcf{l@3U?;ax4MD9Vmp!
zEy?`6skN;~6+hl{BI8chqjm7TspKV?16si<lK~;IL-qO7QC@N_yj4%*@b8by{Yr9T
z7SAa8zAhjrr!a$$(C98Hp*X8wK}y@G1b6*17EU>VeM5**7RhE18DBw}SxqsYL)sZu
z3&~4Hr8Z-4nXq!|ZAsBj1vaq;eX5Q)zu%osN_ncb8W-rk4r(+efDk3-_ft-?E^j-c
za%3T#;~W&Mjf~Cw09mXbrN&spN7j88G7BJ`Up&~qh-%^Q^v-)So=B;?9E&r-Mh^e3
zeMWwf|A+nfJz43ufZ2)28XALNUT3bdaGAe<nAm<FO0cH)VzCyfvil%2W@MoHh#AuG
zD>Ww!SxU>{Ee_QUv?oxvj`f*j)(}Th@kt|3;C)*H&6&3-C-#N^Gd$vGmDKMix)=X&
z&7`%X^ly;Qh2zhKL#j^OcQSVZQ07xQ3TO_p$4SmHxbp)jrvX&sc^kF0SOz2sEb1B?
zf!fLdOWE3Op(dm8&-XJ?b7Y{uvLkEJLq*NuAL`gNM=y+q#g;oUw_eZL?)u17+6ylY
zpHs-0#^(ZzSR`>|QaATs0zha`zdu;lBDf@n7bJJ1kv$vo<1<%G_`wDG!^tz_H3__N
z(<iHpqO3!befT`{HaUjw#_r-qPDT|!V_WCae8d3+A}B0(ZkR`NxO%%*I$kUAO58hf
z;0c)Cb{+W-5I07X=0yN?q7G!KEecsgi5_6`NBV1wsHM5|K>Wfz^^}1M?3~mqU*t>4
zkL9*AP*XWE=2k&+pIU2ylL-!cN8fuV4r#;Xe{O%#CtLEo^CNrm(kq4}|M>4?$xCf4
zGDSQ^<cW)^3IIx}&tLOPx|~<dR?@Rfujfo?QqeL$#1OL44!Gk2bdL{X?``hrEBLC}
zj(C=py~5etEh-jbHDn)*WGgg;QbJ<`T<Dk2p=ZcAl?1KgAI5C~l6{xUhEuVpPxb&T
zBHW7LF;0#EVy+T3{=R)s;tVd1s4?gb`1cA_>>KPgM+Eb53>6jB(flp$O*HqteG!En
zHQVnco4;JUAAKj6$>RzS)w1obS=eK|>2bI>MlYgyPXU(bY226HcdFaocR;)#BBMJ~
zLw|fHEcgx?;kFdK-F}C%XP9CzUKB&E5BlfRa~u|>S{bCAAqbeVZMBUvE$K3)0wm9W
z#r1c8^*Z%vkTq8xC2rqCfp|>3KI5dF;KTUn38=rh$soGU>R_-xe-?Mz+C#684owA~
z6V&tYK1F`EIdkyUbhz;X>uXO~5tV~RVnQw5M@?m#x#;0>Wh>n5!Z{+>J+O0XNj@2G
zM_E%!PI{p~N)gKq6NF9ln5iLcN6HV*roWPm)>9!gJ|dU>8I7xOk25$@C;}o~r;^8(
z;9($EV*AI<V6y84Zn$4q{LT3YJ!brzCFDJV=!tO@S6eHal!R^pOsuOwAATE@>5az1
zAUTDB%YQ@);f_q<o}#QY$;3lYmo>9K(?*NsA!3lAY6w|6{8dVg`g?3>7!oNnd3T%`
z_nZq?XH5|tCN{s;S2yI)>yuA1?KJDe;LtWIkR@!18hPj5u{-W?+;NZYX6>2LZwW@~
zR<9k%YiU*3J)(tEYkX?7xdUe;``Jp)m36S89$cM`S^QsEDJRRCs@F!aygV@s(E-@A
zzV|z<=C1TuKj@ke#fw$VU)Wg1s0UPbneHyJ|Abn!m{5-<TLB0n%Ab4Q`U03H%uulz
z^G0W)lE=s>JnSqrr5F6rb%#G>>rn!mRRtM`4u7Hm_?uVKrW?dh^;_N|wrATA!m-}c
zMJKRvIZ`Y+QUbYd;I@L14945%v1a$VJu<J0-Eb`_tYk)vLPV|?xOdhgg(2OM9e#y?
z*h-HA*CqRCNC@b-^K4M_ui#1i!I5aM7ZQIsw(rr}O~Vd^#+RJua}iy;L4cqn<h-3y
z-SCUPOy5|G5Y`k$^wPaLz4N5dx;`;aifemf*uK!jH)rqcKw!i4e{THSgRc@EpLh1A
z1{PVhCkC&W2CuNb4-|Z28Q@=7e2z(2ip}k-K<8K1=s(?ypi)aQg`6<Y=6Odmw?{BS
zwuI%c3=bH9DdmlG{6qaBmIB~U-iM*JGvyb_SF%wUd7>2)5K$(W<qAmp-=qwgpda0V
zrNbAoZ8-^HdAwCS`P92Mg2UK$y)K<!iW7D^i=xLW19#<LM9Rw8j+(hMthf>Q@2^mI
z&O-v;h6Xp4bc^B**#J_~jl;i?5-+a~i&<dRy9B$OM~ZldCm<g^rpUn_U4}{d!7xIi
zY6JXGbL^RrI<CdbJoSUPAa#xR{?H-sh<($D2&ApPn8&Hu=m76DGEq#FB+_F{g4w@}
zMUeH>@r49+id<eM>`C@*2FmtQhE`^c6ZHdXr4uZSQ<zD_iOZ~cXxtCf77St8YF_7t
zc&G>N5??!Pc+4#xvhVz9>>~%b%wQeVrl1s>hb754iW~G0+{zSjx!i&at?u6!0vf)%
z>B!cpf87=*zHNwf1<-HnZls=S+rl+~9SpblCkV&@9vMd2<3wY=1hzES;ueruTAMbP
zaT9r*BT~geR>QN-?MeX<DMdj_H$VAFv(o6PvQ5AbEDVJIdCt8scnkh*F80l<_^i7p
zDt;rd&B#e+K~c&2tH5_jU>hm{v)Rr|mGv2(p+prT!ef78lL6^28XFhWpE1t5i{V_1
z7i669pidztD&c=G2pek~PwFuy*wn3hv|#xu5!4dO3Tj<fW)0tSm#YZv;{~X@;)wH4
z$p>=!gQ$Lb7A_ODL&)sR@U}hPaw&HCFU!Y6_9wsj?DwSU>+Ve9s@FzjE!eZAE&3Pk
zN9KRX?FBr%Q#Oj#oTGtaHW6Uv1$HUVwkm+a$4MKtwI_Xp+w#pxd+{5-#$s{ecaR8a
z13J0?7yLoe<)LR#)vKktMl5J(v-cWECn<!4s=E7Y$f-}u=WC=-Nwh;TJPEp2L)=w`
zjq$wVGnrcSZq<SIP~d5x+!CYjfMI3y!M9n-a5YE{HUnOAqOV69qo)Sz>1*xmw3>U2
zkCdf6kXw3*x{>qGvKrrqWA9sve7ND5jbf3QKcT@^Ye4>Hsz`Nv!j*|pKApwDwvD}Y
zX#b-s*Yrm<L1phxyie$?YFGHp*!Bh?Lb{n_I+4KF9jT*6>j~*cqV-OrznGjT6-LyZ
zL8daoMl>Jxm|NHu6;h5^VX7){e3&tc5(7CXB}%>tAE4&QNshahNGFX`dsgvb6z=HL
zlJnPfm|fy(Vgte8&4}5Gu`Npyda>@vqb#W(M~ljM+#xtDYb$nMSiEfcT!aX$2QYT*
zYLec9;9v?z96*%;3g0egYB)=Q-U%Rkk!`;0F~p3QgRz5yiKWJ6da>`PI2r$DuW!C5
zJ+J?Q!}brXjFZsxsih5OV;3AE-NbmUuEMHtpC_|}J?~zeJq7%v!qlPcM5&E{FeOsS
zJFn)s8NnG{itiN>y?YZn^bnQMlgRL%e~qdK?l!y`K?}5wO~=}(Q{d#dDA1kqapS_}
zc=(cWp=~1kX^YOSzv_@2g1e>w#Ma7c{cX0~)a8zO*6%ymf@kso)dv{Y>5E19s!t9P
zgyQL{9sABSfJ3iNWMJD9NgHp>y6R;XcGw6}=A~#1`&A0uL@s3$R~(9{q}C8$i|yN$
z66tSooH-n}%d_BNp46!}*ju)r`+%xy^C3mB#-YZo3zaj?b(}RNVwLq?f*kf|vV~e(
z5<Du~n#mby@YC1~KxQ`Y#<0ssVq1-PVHgIvo@lJ!)u-gs^6#GK$l;F7bUv}j`}qkK
zckbt}ETZBfQEKu%@4CD_A)Ed@9)V-cXIf3TEg&W<yE4CR(iMX5*DGs*b>bD#H7<4!
zls|tnlc=7Twy@f-AYDf~F=b!S?|YRTx1_$s7i3r5{gUisZVNEFNm9@Rb1e@&KvZY2
zY@pqD<F;;RXc3<CHSAcZf|o~p>gtrpM2p(CPpy$RH%P0y<n6WFT7fB7rbVv9ZGd0m
zt`oqlZYy;+1IIO`U{%)uKVx>bOgugUmyre;Q3L+0;!xOVzoS67g*u0CoR{~;YsPdc
zWe-Xn(SH;yx(kSrOq5^kdXtcgrlf2h4z%=BOVUtZbGLyz$werKxBcW<$BpI;Y^V%*
z*%<aQ5mnBGw-qi1gwVJQOB>YWmPL!7EE;b?gx$+WDd^&DgNtKQ>s9ew1LenY&yUT>
z&7xi@!hAG5FYzOAZKlo9P>j&h_BSwLzUHpHe`?ZY8oy`~2W0}6vU^u!kXplw3d^Vw
zrZRZhlTo%PakVKj93K~oz`$7Zv34PuNp^eIXRcdkZa>6+GsM4%vMu{0^RiHoMOJ~$
zHt!S13a{KyUUcRg8HKNtt`BE+vIs%_WY2N8E~~dO)KznI<5v{*^HoF<a9>2GVW)R-
z+k`vaUI256rKs^w@C&dX0Gj(u5L&Mu$rma=LypK$I~l)->2c;s*=b0+r8qA=06hqO
z+ZUcK-?|1e^g@9iu+;KU!i*>SMS|4XBux3uk*~>-4`V|4w?M2j@a0#4YOFT_sw$QY
zr4Q_Yx)dlQcsg;u46i4L??o-;pstx^8l33Lw;5BNKTjb94>kiiEJJr4<?I|>C1soT
zo#8`r0OTH0GqhN}w8208<+`hf-+ANHb|#QRLO!Y<Iz8ziJLx|eu)um2DEi}6v-!Zs
zzd<Hf3b6b}-u$B<8g3U)a{%7P&MG!-A<k%SmZ_CvDG^tVXIzR&(q#g25At=W0!K-#
zitH35`5X3rtjgNmKEWVyy;Q^Nc#k=WM6)sNd{hu9r~phL?Fx%+do3j|;p-m&td@q*
zU=`u5Ysan~^Ka7xUiQ-XMq8LJtiGmH!L_=}etxkMNCL^JLPp0FbMnx@u5~9^4T02^
zdZfk>y@OQzIDqBiD$6T%*3{452)vMI-I-qT<p`73Ly)Uz-(yhdMF3^gs58@KZ41Hs
z+6xf0y~Uom3b_j?wU^$!)dF4zWM_b;!1bIswL(koyg#9SBIn>#C0I_0;Hew?E$_Q^
z=6CDEugUv9gyrF{#z2erTar!A^BH=ruCE*v`J@O!NhGLvHm5ju)fe5|WlM@cm$Edu
z7n;cdoOPIF8<*e=iNqc(j4->ubbI@X$@S+&MxOH5wA3efzIB_8{`l{9f7$FmZQBWX
zA{1yQ=PN0Xn*X)@(KAFp?+ksXC;H>=*Xk~QCy{iWF6lYx=sA7X1=>V)aDDSNpw)SO
zBQ<>|3BT!A&MKi5WA&BET1c3`3Tna)SAU;acXCWweR`7hbqmN1D727IPmGe0DH1nE
z{|lzbNvrn~63mp<;|qm-zZqA$l-+yIKVjsMhaAQknS%hGFeL_K79^sc3g*_Bp<<t)
z{0SqkQB!VltqF4Nu9s%6A%Cy@kx?PaN|CTa2%ZX}GxEBL$q#+le`G5pI^G%{o@+1u
ziRMRN#mN|+F(-CM!bYD7s9s$aWopH-2>Z++cw9&vpFpJp8dH7e9(m@;uVH=A7Wy`N
zXMS-YOUYrFICI1vZlnigMPPgljSKMDF=x_-Z6B=Emu*O$!1DVYb%_dp4AI!+X!4Ha
zAC}GFsoPV|QJ&K2I`PAO(28)ok6iH2FyjPTkRh-Tyn`Ijw$WX??E85+lZ32ELVb(s
z;CeS|9KbLY@o8;mkix$6h}3#B(gP^sHd`DkMjyry&*;%t_xC{cm;$2dFwhUH!gh#8
z9JOckKlq^XSvyHq$;gheo}`hUdh&KLSxZ^&4NK|G>O^&Z3-QF^8@E`WD!eov|NO80
zMsuwdC<ec&!8tXZIaSxU-fwIUyL+WTF=%|wp*}A|F?gc3&ust^rNl)G<tXLh&K2$4
zMg%J&dX0k>HJU4!4O6&H0d@M<QQQliC80p9{zgwdC00au@jiSCMt6=2vCNpE^jT8>
zSyO>uwo`B??|2*&`(|36W|1d07WV*5$orL7(Yl1Es=8RD#gua$3&|B=t>=lE-qXP?
z60eLAwp}FcBZmgpsqq`S4@v}-%v(;S4Jop=xrr;>+*FQ1dm2L0KN@|=YVEdhD=JLo
zm-*{WYb=LK$#PxIbd*0Ek8!*sFp1YQL^H>yDHPNeNH)ArODk1H+vRvPYYXm&sdClb
zlk!#*qn}b{oD0fma42kW$T((O7$I;V8wAtg;0xqPoj;KqmGRaPr!M9FR1Fs?DgP1@
zOb|oub7$$Z;?KkUFUwB6x5z3l-o6Yu9I`OvA_`uGNuH9`jkd6Vnm4bgV{_Z2Y9Nbo
zTg-=9Y$-Jc{{g(cYP8K7+<{%sP72Rc#;4vSC+i5%9P`N`^Jny@mW9g(1UsX;Ms1$7
z$35)(=^OLYO(E2tG>tE6VhS7S35uKMVu=L+1(l|o9k{A5_|RbUAFtaee3$i(@2r)*
zeNm#%r2pjA*-m@}q1#Inun($T^-w^sEh^(*CQK_6=Iz8cx2Eiv9cKlHNG|b6EQH&C
zm#@G2c)qQqXmXIThU#CZrI>C1YVeF)_(XF#GuBVL#tEceg?m2D2`jz>05KVNR!5#w
z^_TS`&O6Uh*ch@7YmyZs$A<lxhiMTw(M6WkydSZ*$KZaS(v+=M7R5A*C>P&y*8n=h
z2=>x}3{elirzQFf!4Me2N3W4Lj`{ghy=Hi=O5Mh=O>9z}GILZBysob_znebKb-OMc
zc>#D=UJED;L>%g_JFZ%PUoLx|W9FZ<lWu9RDR`F0^epnOsL5SXdv$mb4@1kmv_IqO
z{Ef8T9bNzeOS_O@p3x;v+LR;f;PY~NFzQT8VpBXyY^hgnh9ND@kx^K)QXhNDu#G7(
zysk32s^5lj5in{7Vf6-P-%i2wVq-2whSd3dr=u!L?pC2fSn3D<EP4YJ^Vtp3Nm`bq
zg2#OMMK4BwZho8=qCf`my+^}y&0A1s$!sIRybum!O9ChBU_5cfH5q*l0t%UZMe4g|
zqvxmk&!<sY)sJsyG6aesYiZw?)~w5nOG-{G=pDx`;)$l2-0|Row)DHvKmUq5DH@!+
zvY~M~V_=mnQq2kgMmBm(3)=*Q0S6Jd$XedbNR90>Q<4fcD%5j=<CA-rm3T|s#g;y%
zlgLOBF;+8@{*tMA+ag_f%BUASq$e~3E%WLo`v@M(1n1}XX+Tl^n-=PUSrV6BW(F#s
z#jj?YA7fWo8ir>dC|F&g=D78R#6j&GwKto7lV+}kzY0F5+IQm2g$yIQJ~R6qr8A@-
z!+2W4GPQ{2&rRyP(i4LAm@DI=xFzf^_i1d8WY)@)j$+PT6M9s$3_?!f#&V#lqN%r?
z7W+)|8<UX2SCLa9bT3aR0uw1Gkt+v9+o%ozaWw|U(+l2l9p4t6FMT=K_v3Wj>5mCz
zu>)~z&8Al~?gYyY-vvZtICIG0_rWfu7*ONeMcU_#$2o4&guChSmZVGiIOG6*x__>N
z8lMzvAuszcYce$i#5-?ufsUkps_LqyI#0?1_L!_kbJ5en9eacbhoBbM&#}51L#~gV
zQ*U##dP>1E2@J@pb7x)TtFbzbTYB965~_z&xy}3o=2-RBF9T0A;C|X?lgSl)RK+C4
z0Z6FilrON>u!#Na7JchJ|9&vG>Z@R$<F?<oHv|OkHm~yDrF{HYzaOkXsOrfTqcpt^
zLNF>xnJTgP!~r5H%~(#dVGwiP!WY$j6tk?4ADdR;T#gSfnirUQtlj5-&EiWIp3U&*
zaen;B8j!Sln{C#q@u|!t9qlK7e%_Y$EJib{u$t-i8UJ-Am)EhB>*TC?0J>^wq*6Gn
zrH)Bjd@Kg?AVSDD=8xB6s$g~zSsvfzbBa#1f+u|XG?w#Fu6AA=&AyfwY)9#_=W=5u
zR2lEB3wO0To!<cxiAktlQcP$$B*?$qTMyD)vBgk2WBf&soltinZ$4VJzx-7HeV0t7
zCe(=y)QLb_RUH-860RA^FX(bETZTTzKTM)`=42!IBRRk*ckw)y)sVkA#2e|CHQp&^
zs<ze>vh;&Zy@|}bc?rqvh|%t*H`}v}w+!`3+M#t5Y&(B)3I)!b1+r~fg4~3egsaVZ
zPf<TVQ|o{70R^Ope+n&HVKREGb6M(Qxj?5sD9HSVBO90Az1&6nOU39PC_wM^)XN5A
zoxs~2<;vj?$hxv>Pj!kJ1OBOwF?(>i`e*j>E`cj!i>jRmSalkBO3qjx6Fw&^o0Gu~
zTflz3l-cy(tvCRiPF9E$tQ@@Fiw!ij+CG=%*}RL?%j8eW+BBcuvxxvsNKs*K)DygZ
z>0)NKo!kVx;0+D@lUYgXs>1VuRX;kn(}g;>h?QycG-koki`$ypU0FkB<^+lH_iQLU
z5)0GC!_ZIc8j2DXn;&{{7938TXe2|YZR%2qZs5_2SiN6bwxl_A<49JFGkZnquBT|*
ze5eS951mhQd~XKSvNOp1WeajI-*2Qwf9{`8N-LCWVmAWb^%^;r?Rc``Vg(R=yQwU)
zMBMU0#!xrq8xAiIKeBL}sg>4rz0Rh>^pN8UQ>*lZeWxpX_Tz0J0i$+Itu$ZA1;{h6
z6|6rA+%jP?%CfqE*p*7N{{(lqEKf3jE;&B!o+vsYTZd^!tJmw6sE%Llk&DoEWZD=E
zn2!zW3Z88>S{3LNh~<g7E5_Ax%6S1_N_t_mDL}}+KEmzt>_WF}JV$=a>-WZQ@j{5A
zw&Kt&36u;-C-z%;eY^y=&_+Tf;ZZaUNE0@e{~hAl@^)!qC}pS*YZqCp;9BN~_iSFw
zCYf1ll%R7<TpOX6J`8e3erN_Yzb#2#qmd&_DzWbQmL%^M(hyE=j>lzpE)|6!1{?;3
zoXC%xc9wVuRQeorzCGAC70wBu!%@HSm<>Y&D^1wA<I|~FftVNB3H%E$vgH>&#jkt7
z`MBp}DKkUuf^idJMyzcaYilT2r2Q@gcvF@j#zcKEgP?(;X06JKQOIWAnb2HstXw2R
z2Y(@g?Gwu}Md2Y**=5)eiH^?o8x3Xd{hM;`&<P|yyS3~0YInF&c9={++XiwCWsIhh
zrjkbC2{`)QQ63*)IxpK7N}2s7TFGn9+-hFZ<Mk{+_`;NOXR|9jNxt-jyY~E8>aS4b
z&8Z}Ju9>w_o~BS_z*Jx5ou{FwP_%70LbJ)q+*r6)AJ!sJt6%2g*l~kJ{m}!pvFs0)
zrS`NFxj(sbZjRovC@m1KR46?evvi{?*Rz>4^&Y7IfcPQ03U<jl6@QnJ%5ekiKx5UM
z5cr(fw&XU5UK3*$7^vm=gyW*-5Lsr5cXi?cH>7q|<^GqDN9;BS+(b{^)Qo8hmHFYj
zzjhI)DmOpbs?3dW>Ha_vD|4o=Mp~((t015TrZCWStP|6QQDqEEpADkHBl3hlP2OKp
zzA`5)VcO}$qSA9CeU=<$&lA`%?pnNO(m#PXWlhrbN}PN#ApX|txO}j21QfOYyHX%^
z>)^+izh9+~_6m-+$2$HTo(9S=bsQ~ae>nQHbF1}eEAVKg`qtm{j>G*gHxECYHmou~
z`YS!@6@8R`sMc}RyXE-h=xg++y`x5{zlWzMknKn2x90bbMAB6rFMj#!cgm@SG8<X1
ze{VYcSzw6o;b1_P@7KYAdf%PFfDzx7!GK-gpCs*M&0F>2@0<({Qb|hEhh`0b*PXP>
zf9!pmp@si2@35&%|JQx^*H!=PCQH7QjUEmL+OKSh0LMkAh<|+j1DK`m$y_g)SWLgF
zeZ1G}bD7rnf8FT6ZdEP7Ui|OBLn7Xae>6MwJ=J$75}19DifOg+Z@*IqOe5a5khG+C
z%o>`cfX*i!IMwc6eBy)Cy<SsgT06A?_ReF#?D@pM?%-cH{WwPa<7jk6%XtsO(Ny07
zsTH$^Z|R{W6Uldgz1tVG%g2Azh<~gwTs6~N;cKyZ_xfdk{j<F%J7${Bd@T<Q*MK8(
zPXjye-uY5?X@67v<DbZ1slL-vH%s#NfTizWXSK`sqk*Nr4}(9KegC=HQt?t6*x8E=
zu-}R9N%g&IIA_*CN^i7LIslgLZY7C-^gIPDIsRLkwrddo*e!iEyYdw>(Ee`pe5&tt
z!)>#ME9tE^O22`nfvrCAkHM#aC6|9oYZUGBZ&ArnB~CXjf;Z|u?`iBczq|HDU}{Bq
zxNX`F7{=PBslYJVHa!dsU)rVxrdO1|0{ehr0oVr&E5JTr*l3$hY;{&{Jz5Fxq-7S|
z=ic+X{WJ8#Y*ftOMz78GD~*Rctw%e}N6)5?#y5^6_HMnOJl&xp9&q$|{V2NHsl%c2
z%hS<~vnzY$KcYS!wD}&oHC(NpXms%Z{8VfGtoUAeYShQqZN6Xs_ww{pt&Ot}_R8Ny
zef-|$yW`eyy?Ub6!T-OOo%hNsqdtzd`L4J%gjP>9JNQpMeZGG7Kg+9bnk^3R*3UkR
z`uP7$H_q-vef;C5+2Qc+|DMjdH8eUXt)IOc_3{6iZk!#6`nc`Z(CVP{e@>l0PM<bt
zKDyR&bgkoPr}60j`WLi2R8Bn|T|e96F24J_0n_pS8LIu_tIbJA3k7cJUrrrXyB9Rv
z{JEAc;%4+EN_&}A!;VSm)sPb>ZeRBSXff)`Rr@o6R?N8|PUaE!Dwo3#9e=)VbR2#g
z)*6rczJKa>y~<?~pibN2K*wMAjkZ6K9pEK&2hvB|)g6C-ywLo-U~2yRX70k+v$2Sq
z`L_ah>@1>cn%L_16-x9!)%RbyDfM7a>-V$u*>J7Xq{E-eKhbvXS|S6|r~Lyfw=O<i
z8t7;hzJ7}u%zkV6aaX|*ZgXmR;f_K_;O=G10<oX?j+K(%H^lM^-uwPxRDNAO?v)Mp
zsoM6@46o4@m~grLfNSE9#6!OIvEO@FZZZzmTvx42M|)4-)H96`o;TF(*hzo<`qZ)T
z$TyF>gyS~Me*dZ3yYYN?y2{%BZ}5ms@7EUihTqSi%6GMA9(c9YH3!zkO)LFP`pYPL
z@#EEnxv$cvH-fA8FTOZWR`<U(k4Vh@`6ted^CT?#PVSek(^_k5c9W;r^R{g6@Ad7p
z4?qt!V#cmB-BQ9OTXJz0j9Rll_>j(neNZ4UJDfjKW~Dz_zcK!&@W*7Git?w^f41yW
zdw<^^Yz*&w{Muye@#Dx6{O~!J*WuLOJ=(_3MwLoYXmm&$Pyz3E`&UP&98s1;QJ(hW
zF6k$w2c?~UXdPNoPs^Pw_;jN@ljM|@OO8undvSgyGG!n5`sFWF{0}Ol>3WBc|GYab
zS!;1q()QHzm&Wj3q1kgYU&IFrhF_>m<x4+%VQng~!94s*OWf~St(J2}*Of1U+Y4V@
zS1jLePT3A`RamYaM)dEnrR!w3o&)?|_1&%HPCkDFSL5LqOQFqgVsfQE_!Zq05YIUk
zt3Nl$e}GuzFw&P}5+9mS_Bhb3#d!>MFT9|^mJ*w{_GK3xLVz^$Ka!TL;!NV8f{kmx
zZwS09^830<WbtYH`{d#NQOi?a6b@bA0^LOYoiFrimSq;G{LLP|%pPL?T)faKzgl2n
zWdO3Yb=4vdaS+|*38crS6C+YE1g^ji!QK7JG(e4q#0z{Vc;Wz*J0*6q^r;Eg0<M^H
z@f2eH>feLfIH-@hlhD;i_X-_SbnZYGRFQ3-C@Gz*M;vhTOrg@)Pij?FJ0fFDS0kf0
zus<eebUp-&8|tYV3aL&_C7@<?@1<L!w{HxqpdS{TakZ-a^LbphVf!l}%Wtslq;5t`
zlj(pIBiyLPl_{EaX3(oGul+}g2>7jm22_vZV9C0G##;Dw{uApT=io=h*#QUFGz@c<
zADp<lD%Q0-z;Oh7|D{JpnIT!tJ^zsk5PrQohLT+&)+UB^{CSLZXXpi|zw!l~=cL$9
zswxR@!mU=73-^XrC2}*C<`A5e`mxabMFeLAEC@}%!!jHXWZNF+<a;d^`gR5Md(j#q
z<|7@}^_Wd)RF^e+I;mojsWh>{5~yaRWjv8tnE1+)nM?cKWIC-g#F>Hllr}9sF%)GI
z70IaX`YS#0*QDiEAnEr8&)QL25l^Q;1Wa{#2Op+{o@mIYUzS_W#f*se>@nWopj{No
zyLi)k*nxKOed=o8zF5vh&QAb=|Eu-E^RDg``%W5A>xXOD0fSamdh7P|@KbcX*k)RR
z>dQjB*WXR<;lHQVU;c3z`Ta%s$3qpa6KH)Pi51W-?t4Fu`FABN@>c=+mY(QU2ztoG
z{Va%mddqdV+I_p?Yn6lh*E@0-WnUQQDiF3A{eMvy9~g#B|BU(5ve=}IanFnZ3A#Z^
zN$#U(r>tx6wOz(=rJ1m_ldMx@AM6B^BP0!orXpd81yB=TTiKo7jT>|Qgq=;DTRH~q
zhhxc2>A$vqMSwm?^QH&h@{ab#RFrIYY@;&HguZa=dLdiz`$VU;$5Dvv<~t0j-KpIj
ze5>%P-}O*XJ5xk^5KxX+vM80G*-GN~?5sid=hSVP<hY;7rvOi0rMo1%mnE?+1>ecC
zwFowpEW(SUix0Uw<CdB_W`50|-;0_!7G0%Yw&-=GeCDseROlrscel+*JFACZ#y_*l
zpM*NU+TDq2vi#+C`4&RH$lSC5_!p}%wR0@}jW#e+ol@cu*@_65_W=Z_v_c2|+Q;kV
z;)>jxoV-O>JVu$T9!T|0bi}nA_l?}LTU$%0yGF6zzbJsJ8N2zL#VVa9N7G*F&EYTv
zQn=TdKL4w#k*CecehT=6?h;fQ+YpGypM&Rr5%!M3nMK{UaL2Z-PSUZhj%{>oJ007$
zZKGq`w(X8>_kGg+o^#K4zgu;y){oTMsZ^e<%(2HDW9&V#TN=xw4CYI=T_ujFo-~)0
zr+I*)?F;q6aCZ6Amb)H@^&^?HueETu^0S*vM7p{KE;;nQyYJT6=P^tg-bHI^l}qPu
z($%$}NebGMMl)zGYcaqqp*U*{#gW|zna%bD>a%~7RU4e0Nhjl9KtIL1XUE0+T^ydy
zdReRxow``_W%3nVzP{e0o{UJuR_eMT&%Kh^_uPpAizLP3_aU|-IgneOg*b_Bq%^=k
z%ay8hOQ1O~o|xf9NQsKEyk-ZwDB8z6O*#OcxeT>s){A2a=yV`<*A>?#*@hB({CO+~
z0wO7>1Nx4uCPBh=69aCX2%OdHR<+=PniGguvXo%#VG#aoH26Z?f8L!oWz$o1b@sI0
zW^sryahM2@>n%aK#bC0Tn*C@s)=h|w2-Jae0*0gloB~(_z#}uP{HM|zz&!9((Re_+
zHje<WLhrx(4Qb^wyb!Q(_Et;k-L>`sD^@p@deQmo7eUuW+SI%#Faq$!m-gt*1oVr1
zHlU8=Sm4->#rSR!mt}!}ryS$u;Wt#n-0U}{Xu|)9`sS98SA7u#c<=;Z%-fUVd#r?W
z_4^-kJ8WvFPX$;#g!%>h;e%>{Kc_lj?E$CM+mYY<9cRu<0t_(N0BcB3q`UIy5`tZc
zO*WnUU}$u*>qy?MQ`H{0)J~t{Bv9M{(c4?=WfK<+$(#dHkC*c=?K~IIyAy!31H2$B
zZx|lW<f>f^XN*{sfd_IKD%uGUb2UgOU#0u-z?&*OsPuX%XoTmrNmahPE*pRbi2R7r
zphbybYW)7a8L5Y4wB_4u0lbNC%(|`UY0|aE$<tBOdkwL>aa#0R(Q@zWET#T@s6C^O
zv-xd=!`yi~2=2J^j^4l5?$u`%@6@5{QyMe-?&+}j{G-b|U~(U~k&^_fOgkcb7sT9S
z%MeGj=I8HhNqn5eo?w$8TKtTAjzP{1ei?XM?W0=sPQKpRd2ZWz&u>Dx@%a$uLges3
z#bS>}pbkMMztuk&fK^Hqd&8BEC9VZ&PZzVY;%QPYc=+YT{2qexY$)<?njaH`+o`o@
z9{ZxZcJFvdv7`b<uxIG;-2x{Nx|I>?9Xz>^x?uFqMO*CGm!hTnjD;yShzsIN()Eib
z$r`k|wvyREl2MGSQo~BejXSrjU7B#FW0`L4o}0|W)26lLi*y&|yHXuiB#h4B;V|B-
zkYd8~)80x?j-T(W9>odo?pI5|1BbEek!ow5%zI`|UId#|Z|5Ofg2rB2!du--QJ%N1
zOy`$ZbiWcz@0NeSWz}tarkg_Q{p_kB%7qYM3+Vh#@~B)0y-f9VcRcCLzola3i=!c^
z`pz?yXxNH0_X@5L2;;wqy(;hBz8eli52=NS1HeZE3?vjH&V?`(Y<2DM^_lDxSr^rz
z{HRhJrNRfvLWk}s-UDRiLiDa&(3!LrmiYq$dKmBJJ^h0JaKmT!d*rxW?;=0eDzqD-
zgWV*V3!;2K-?v#|S#*GI1+lX(o20X$2JD#d&4F0}8)^&h`HeIOF87D<>FtUzazr?&
zZ+L+k1~x%5Dihr-NmhaA*Sj*)7E#nI!fp8OkFp{8y~~rUw%Cd;_?(=_W<_jA)?X|q
zYf~s+-Cnla^ZTSQ5YSok!XUWZICfPhlzCLY07?yXJ&MNT+!E>@<XYUD3xtM2O^yk5
z9u|)Kg%{EdUubfout|tapsUl6#N_7Bx*}&)4xt4<6kY)p;I?cH)3PRT(HPQ31NgFn
z5e@LVLF&!Mm?m+y=Fo3?f5w;SK+g-PCX2k;0zS5hx-x%e9ZwQ?+#h);T3#~&ouPSX
zhGPpnlDsrX234z|z>}WZrj#U4xvTh@$u#{T+<;dZ8`Zm5IK`+sac3K4;@K0hIq&dt
za~I+gNZ%ZO-)I8GFGdK`p_|1zeD!KHm;NK;qS?Dk?w{fWki74Nr|k;f%j~!;*0sB!
zmN<pJ*o2Z^4I!)yIH!LFTtpIzdC$;*WK(eTsf^3eS*A*+h1~XasmHhz@BG>rzMOlO
z=uu_Y^;+}?j)T0pnlNXp>lojGR)!LO{{?m-@MMIuK2R%?IK(fDV7kmX4rBeMy(%^m
zaBqqN%?O`si@7n&`4Z|E1V0Pc?{M!5VwM_Y{jx#4a6BXYRm9K77Xm)<X4gac5*Hrs
zeprB~RxX-)mL&Xcn3$*bPV+$$W(r%<9aP~?<C_Yn+5AfVVu?-gLm)O=k7QO{@;N?E
zujLX_tMZ-MCg#h6&B8{h5xp=>k-yLTx6N__vv2q>cflbLSl86rPN;NT*mHL^Mt6&~
zSr5+jgD0l3(=){UUcs-pHRS5XGB2$61ZJ(R8iE&#F>Nfn){)H`BrvK#9<k`?HWtHc
z1@YEMg_aWyI*@KLmF(#s8;CCk!5(%`_VQzY#@5@;C2CJsegD*E{{YT~add6y%Ad9+
zu*`v5-hdbahyBwb7zU{jo5~=zm{$JiMuAG73M<hLC!eryNMpsd(Wy{JI&-E=gKf6a
z&FNM$KuJ(~nSQ=eYr3vES?6k*ht+ECu;^vCW)rr?J@znRmqi0ML=+?bR*U~uBOf2m
z*;0~k64S%q?sz`p`>KKe(gr$KaokX6G)p~1To>$kQ@xoM-r8KETytr!dCyV#aHy^l
zh#68B%>JuCih^tjHU7~R<`#$URwmpOo*w<AUO{wEjUVRvAkM9v&D`o`cz~;X-r0XL
zX;^^v5BZPplQL~hUC5|+cxMAXapZzn&}88j8YLsb9Ubx-zvilo|FDwGn2vx0CeV>Z
zkE`u@u$iF9I{^ir-NfueZLJvH&VY?k&pQ@29@ZTJVa}j{=0O+>CwmJijz`c&f+maj
zNs{#B$8OJvU73D$skWq_s42|T4f6`8`I;;V5uHjJ-`ry->Kn=V*4nZE7++DCT!O=>
zU@yOvxSAnG)4xwNiN9MAb+zeinD-L-WT+i&T}fI*Rbn-PGA}i6R@fL_!_ltPWnjzC
zjGmipa+(G)VslRC(prVJ_3BUo#&hYZuC!xFbD*O2ckvvk02W@k6v(x{)q>IAWoX4p
zDS7+j{devKyfUV$ck?tto5!o8JJT(M8l6+oWeuH^@p8;1Rn02qwC228VP|;&tOd&)
zO#WT^Wi0lK<L6oaVVx>Ao|5D-BlSwn{=qB{fpC9QmJrzLir-R>udg1u@Ro50;ghT;
znN=JQ8=n2!@muCSV;}e;Lt9CHxH{S^@6gC~ktsAS22_;$JXwR*3i$5Yp7z0`D2;&V
zQh?A>K>y?8WZn!jb$j2te66lGjm+c1wu^@wr6`DAI1yF}2Ap-76?Ih|R*04Y-OHLL
z_6oOb0NI!pUbO!$m9_ozos}HlSlZbXHyyYkkxbK&I$D>;ra+?{1cD>A4d4MgW?06~
z39)*$+CX-<5P#7F={=7w$_)X-pA#2$`}M9t`v%gd7QY|vaCnwdik7(%eAplsYY}bW
z_4zZBkOp7RRtWU0lSEU}B|R4kJ5LmJ?n|oN=6~><lt;0AuSoieF5Q5pSW;2h{h|>q
z%w6}udsKbkdxD*@!)k(YI^YM#5;@>U^Ld&kS|D~;fS<cNz$m4RLz2jslDc#~Q^)KK
z-f#wOzVh3}?b#U1;K8MIbD+LE`%EoAz2vfraV=hf6%0cXLy<Zwu{^ZZMQKOBBSqt9
z>gT#i`CLD##cBFySbA;q8#U6+aJIyRvu1-s)40o~)&8D$JEl=RpQf$>jT8FazA|_J
zj@M5H95nq>&A`{a>lt=e>&2?F5Ii1~+ETyu^KULmE9ssL9+}D`qmTK;x|VrST_lyE
zEM2-uVsx^jdlH5vI3u@~WG5$iWEhSQu#B!DeG(PGUuGqb7%kN3%!dn%`cA^OvYBeg
zFis}~Gt)l*16YUD_yPnf8Z>!m^>fh)Mi%ldLG08*6OTGdrikk;1Zph=6uk4JMCPim
zDybSaqF}4im!$*`q`Pz-S-yhY=k?^RiQFN!6=>i6(8R8}qNTjoBL5wX>ikIRZawOj
zIW*)}L)f8Rjfuz+=g2xAkR)c9TS<HJBx2Pd(?_^v{1uyK<@-8!{{qpi{$0`{F^>GT
zE*XmBbxF^FTg~&CMAu59*S+7c{@sdyLoGR^A;d0o<Q1>`17teQHbvWfvgU~-?LBGq
zOPr`DU?$nVD#*T}gnrR(B!v>$4_(r!9EZh5e$Oe85f=6impy|H)#}{(8r5oFw;J6J
z_|Gqz0n-|TQ|6I26Rq-ZAee4BdEJu^CUY8F{8kTsa(8&tMcCZ}PF=B~JA0x*WJ|N!
z+n%&=0#%cmN13BlrE&(XiWLDl65n2O!@wHdoS|tR@4%QyhN{L@+?){IqAo(Ng2pkr
zfmAWuCz2B4$1#bEel9;6_#y%AT^%hQcsA^W2=Ai4iL$Krj3BOxK1;F<{>ea)BR_h6
zJ@=ZSJ_Vljz-+)Kci|5d$2rg^tHr?5dyFO&zOUJ^(XPdDTJs~qfZ3qw1~KzI{f?w6
zie@w6GXTu~?Q1j(dzygEQ{f-Xf`$PYQd_RSb*Rc`q9|lB@|zglT)p&slofF(QFWzA
zb>2j+sf8>+6Gh-o1TV5kZzog5ybVtc-<E+w18~eofMbSnR4r}5i#Z^267M*oYh~8o
z!BakIli8J}pl$VdVJ*ovqG_G}u^A2oCR@v@^yBl4WdNUp-Jc5m*uS6&D^x_1^>c3U
z%`h&@q_aIMk}!sG7%c)6el?;NYgfzc<$*+(o0%TN%Y=Uet1RL&cZj|H^Uy(9bvhWg
z75=^aW66||G*yF|C;Bd6ej&Vm>s0V&xgn*0ih$80sEVD!*uP_*03kC!4xJk#<XsF0
z!x=>g2h%7qD`Yj%g84fD$WBhw<ws-a37cQ4E1qm+VGCUe+7CG@+M&5IwlU1`K1uOQ
z8RRDeB=xK4P|l5#3Gq;=rm~nquFy1--{yJN_{z<ybO$1|_9V$Iu|w;_2G;wkaq1y;
zCIR6Mv16-JTo)o`ClsD3CFP=MoTmsFFM7!s`SV<M85IMQcc%duTug{diK<%7=z!9M
zL{?sOekUEeNy-B{QG7_ymY!Eb*=|x}E3$UWtqM$3HR^CJdH&^u<LD@lF+@n^8ZswQ
zQ8ZhGk)NzKHwH3RfVD{R*4q*4=vWg)3m9~*r3APqS7fW2RWz&u>NpP`@W)yK*O%WS
zRB5CT@<h)qw-6|^5HNSik75NBGOcGJ>zaH6H=Kb&<9PbcYRo_k?0h)*J(Y{a!{1U~
z(!^%C(pJ)U9elO3wI0~;9LY*A(`LA?(WVyDais%S!W(JDE~AqC$|y&NqMtiyGp}+w
z525y-a&G4ck#rtz$L!b%v?h_i{jBHPfAzd8(KP_5=h<HUy8+(@>i!8qsVt;L0F0AV
z6b_6s4-kK8nHQzKj}`UYmnU$Y7X_d=sUk8{BEM8_oThJs8+c(|BixBQKH<{#9b-uJ
zy?#&7O`m=b`bo9IT3w|~`)5JBhLm&mw$)lGedro%5B->$UB{Zwqbd<j-aG!CZWJ-I
zSLo(E3+$a|5^0^Q{YB1!v=DIrOS&jX)1q2B3;QwSFH|?S?)PsEt@{C%380oYxk)rD
zXqqb~>i4V*Br0b`e+~%vQ#$-B<Sxwi&CoqVnhuc{mL7c*^xb;oa+sx~yiHuc5P9^u
z^dCtz;#DcXRaRSFC92R*jDXWj&@6Q~Qd>_0JGFo4Cpy~w5BfDuS0t;?lIYZd*)g7`
zjju{JQ7v=4(g&Dz-gJ;hOKYxt_KJH-uF`56sR=-A049IlwA+!X)=<M=s83m!0+^Qq
z>R<kqGN5QSqNuC3QW9uxjhlT87yzZLUdjTP>A0>5xL=RaMyk4)B)(L}zbS@|(PnqT
zotUVF)7~XM>VF@JuYg-fBt=&HZ$>uFe*J%AWO_xPj0_0olaVEQ<x{<%6b23)<wIBq
z%OZy0_hV^&AZZ~j&gvVb=_3&~&tqtwz~JA5MZfrodiK<T(|3?<N*f_cmT1C~x4iMW
zSk5YeGf+6&r}~NIB=cuf6t<1Yc_G5E{^ezk|AUu783TCP=Lxed&90-(tKWjMpa4GG
zxq&4-ot2w&TsJ}Zw4b-syhA=Kd7-hJbh}z>{L6uQi*=TZkz8PWLyCrD>gT#o`CN|F
z;&A=p4a&)%E7fT|QfWi+g<jq{m=d;vPxB~POFLqA8gXC0V>#7p=R)6v^O|ueNngoc
z9wVAi&B$|!fFr4C;%AoyRn{zk2$%xD(OT@DHVxaZhCQi593RGoTmmuGpquw;VfCA+
zOV2Zky<4XkMFd552_wQZK;~UeRr!4#GW@Z0r&jX(z(x$hvQfgaIMSyMO0kb5)CFOV
z)Zd$iV3A%TY}q%s)4L`h&9-^4!g@zt;Rl*bctXt1bZW^?)Fy}XlE;|cIu(T87uag3
zWvLD(AL44mfkP{RWDYGYDVF*;K~Z8cJ>J5K!<iZAxOi@sm|tqfZSPMoFhMA0a<ZK>
z`QjR!*l@vwgMt%Pt`Os3&cLe@xuXr7TeSCV$G);|D@3szTDJ*a^K;XokSSz*f?nu?
zwlD#1-qI@+cm9^jY0+FYr@MbepBVRB-GC6Zs04;%ozUp${DPp?-F8#;VrV*MBas4Y
zP1k<Tq+6+;(XZaR@dgmab<eC8TK*st(0+^It4_@WWjrkH3DlE{WbYq~oVpudpN><5
zSk>^4ES|;>FY9vESZ-H7EKMtQTuz-wD*R$Dz|T(Qr%pUd5eBTuCtr91s7wU2Xn}>p
zXoJ7|m;-i{O{os^U?zU>?Hku1ghKD<E>>l$t8Fn3b-g$JdD;4N>HT&c{pViiV{hwE
z)t{%sKW~7MLD{c1`s3b~L#z8-UBiIqk(kht*k+q!gEdxK7J`<wCc9mpzPQT5mXB7y
zU^ZszordffVQ9W^`Msg^RWhE@2ASbt^TR%eKDaPM#OTRkffMvKGo4{EwC7=7IuNAm
z%EHEv(m!Lu6A-Z*s+DEILcymh0SGTUH`tAVXbX5mvvQ=yy=^*g93t04ti^9H+y@u^
zW#yoEu0EUoc3H+>`V8P3KeeG7eDBqpBmKy;T^Var$ZA!CtVQSoSG!+mX^*)Be@`eW
zmAmPwC!TA`WfE025qFJUTQWMox>3x7FFKpOW*$1zVVXI4AMe`wL5P-;$S}>Yt?&x`
zd3G6GlK&yT0fEgKnjJfU$Uux#8bv=Wgy|CliRFmHOW+bM^#Q9ElmZp1_UA~z&n|K}
zMQIO^@Bmg`Vx%AY2tz=wSpdRGIXZP7<NC?21O8&(K!w;EFpgOvO#vmovL`k!6~KT;
zet6qJf~&trOs)sZ{+rsCwNH#*Dj=7bJoT2J6&F+=jRPhqNii3#)rFJ1UY*cXiZNeV
zR6`!!g8ZGyG&7Ht+MMg4Uai|||1oIt@s{2;g|A)63KM=RWx1y08B&sUc^s|vR_l8N
zqJjEuF>rlwNxh!@7y(SI-_Y|&)@=g=EZQN0thia9k2|KG0$GFXd$BdpK^)Z-d9*El
zXO5!bi^)C@OS#ku(iI!bcMQm%yrh9O6M<>ObA09AC63<0@L|{pLk5fkz{IjtV7TL=
zF`G6bZ-V02B+g7&QHM;V*#yzcqQR%<k5aqQOISInQr8N;><PBZcry-NP{`gHWQ4km
zq*o%l(I&VP(b4hfSy52LV|lKjvO<u1xFEAPy9|ef3|>XTl<YouPTFYOwwQ(u)IY&E
z<OZ;guQH2t=lh1!ji9Iq6R{6kZYA~Rz<IubKnlUS7>(;G&csne00I6vT5V&|YGlwc
z7!frdnt>tcEc~ORLAo|PRdyu0GzIg_v1e_wHte>WjJ7VzjH&iYnZ8i&mCBk!h#Sd%
zgI<azhN&(@-;BW~Yoga-Aw0F^u14Z`ED41mlaoe9M`o$=RUt?VeE&s=ST_QV&{`6v
z!55EAT-+2mhEUxlDV-%}h}ya}l21cPi`i3PgW}p6d-|ew)Mim)eR|6J?vQ^!0zJ;W
z&`2MXdAA_krNm7W-=uUSWlz&-P;i+YGr_Ei(;}SaPI|+cV3qw-2j8~Y^AE+|NBYyG
zeZaJbX{7anNl+KsR-SS$`VK~<ijAR{u2;6*C2ZW-4E3>L=66Q1y73%eu7xcrtLXXc
z753Fk_O=XmuB30Y%P4rf+kFmXF8ca50}fN92d1dIAaH%5PK1{3j5#Mr%k{V&G}_(<
z^2QsQwd%DX9qeBl*ZN!78zyTCd2MxM)9qUVpK4OBsujlaZ3^>RiL;G%M6Sci!Z=D`
zIVy~BhGv=-<nLn<w69_V!px&NN?}`gv+_gtjx>*Lrz@^4#_^*5l{?pu?Ua@>XKDRl
z!Ai=$69e{_AJCKy2jx#g#cj~5zT;X(%UZBzPZIozrmY@<=`1j1f{K5^WQP(c6^>vF
zDtQIekTpRmXk^INMdG`0-_TC45i8(Q>}X6U)0>E9|Mly{SBF>E&yr_5ifi*F&u52b
zd!3FvE|kMj-RdvQx!qS}ij9U1GOepf7O>Lw#9+g6`I)z?SUr_w&sO(uEBS((;33KQ
zU_%EmbPi81z>4gpwV}R4^x`&fq{@YX`e_?ff>d{yp)kNb>s9Bm8-Nw5wzk|`-2)F9
z7#wI{nSKYX<?98BlJ)uo3+_Kx)3NSTTLFPl@W4{XL$8aSqey>Euy~5m!Jx?2plt%P
z(-JU--7QM69dgVb$Rym!z}vESVjR%qzs6)P5R_@=!RZ}lmkJ;<L?obeV;`Q?m4_C|
zP|R(%G8<B|7bpiymGN+tP<KQ`uXFfF468XqMQfso#QXTFgn29C<$c%w3yUN)rSQ8F
zw#Wz*>n=RbYSi*Pjj5Y{ui|_q$WTgQSEWNlS8xfM^KwK~>^CLMVo|TY+je>!lHrs>
zNL4o2{$R8?#&Tx3FO8>6+i~@&-!)i^_hF=ji@Zhl6&pq?ib#%Z(D!M5_B~v&{4-(1
z02f$&a+ltJI^qJGa-zjkkj1!aTXgSu1RN{b?agMLh(gOY<0JB&0F_c&tn7G{?hY1u
z1RN<zmv3UZPDN8mz9Y##j=f(G^?`y(6$NU`AhYbbczI;he{qzGF=OcvDv>}u#wD3m
z*kd>*WMk})omYi{*AFiI0mh9>rbaUcct3r^ZiR!3tYY_x-oZp|C0c#hWP9eDe)MXN
z1sY|DhwFHaC>p~EHj?~l#gb73b-ZJ3bBym%t!UD+Rd~Q-G|1FOhsqAN*K-i6v>^6o
zojd%SQ*&}a9%mM_U=CxJXoG*fg8$%s{td9DSx>hiJrB&SGDt1u5C~3<eRR5uE{x{d
zU2G`aB*BSbU3J$|7;8KlzJoj(n`Z&3*hi<!Gth%`sXsX?R$vjAYrU{AKNPEH`tY$x
z<*7+7`I6kmqA2To%*=}mnsK_h2Ig|c9q)%E);y!Dq}CMk(u$-kLCys0KdjLD$(0U#
zrg$+10^d}e&3MrjddV#cIT5^gl;mOjq;XB7j%JSJHDh`sasYAgi1j$BYs-;FnpuH@
z2|G*8WGb$5&8E0Ua&N*K<wU-zDbvpJ{|5`eqdBO=DTK;5Bmk^%(dqnlT5*JwlDyn0
zoNAXmVmShTw;Qu;jWU3K;+Ov)tSG&^Qj&5}FP*Rm*L?)t8tm2Lu6EBWgDq6jmckX4
zg)tl!ZjQ&>Uu3aXz_$VSGTKxN7&Q_`uS}MZYp4KC)VpHHa7ND^Wx;{tGo6t)s{fj(
zcf)}DPHp>`Y|}uqF6w(S7WkJvaCJ?qkZzHUMAtbgMbRi5sd~a5P6*3UB&RENu7Xh(
zmczD%>)~Y~BMO?OHm`CJcIDi_=sbHyrk^PWT7&0mOiAXlR(I;5w~)T3lJiwCO&Hd|
zZzTMs8CvUQxBHR-1}*7f)<6Dnj7nefx_y;pU8dS(feNP15y~H-B%;gZkM5n)aMpSk
z&RJ(jTtwcL1ZsplvPfGW>V@Q>ZhzpJ0d-Ao+?8q&9V!)Y4LLNBsm*2_m*j)a;FbDw
zmn-Ron-K2O(I7?9h%?@L;OqOBEBzL}pct3e1n>ymyeffCkkDKHh)WRU1V^Zn?nWZw
z3uS2g+h4I@8+Jv!I-5N;N&CDxBA5v93_D(y+3pg*RORx&wUx;G6y)ZiMKBbT*=5g0
z<sBHVR+}PSmU5nj3BSCj`DquIG|QG+4@Iz|jQ(aqIaFlF<mxBxAo!)H$t_5HQL+-d
z1uMScmrb(u;MsZYpQ}$DPUjfW99)9uJb#8*O{0XFD%#oc;n4<ZF!*h3JN^U9ZR*{D
zyF5RZ3=$1oEsjR<+zr3;ixPlU!15}WkDp+jvcafeAjYj0fn>mN{|6!F?Xnd(GALKj
zP2`CwHM1hebRG~hZ7~LhuSo34+mF|H(f>f9e-nWjYOemZ$6IJ8zlfiM!Yx&ICRmfU
zZI{M#73GrF8fSXi4-B=r*OmbE6oA)0;(Rwf0iYLv*Fh7Hy|{+TWfFFCh!pG(7);K9
zNfNlqYYgB6=*9A1df|*gRmDz@*Exq8;D+hS^vi%_<RQrQVWzM^uaIFo<ZhjB^lQzj
zs<=v^4}fK=7{Wz!^9}C`fa^;}yIj>WK0UEtt!1%P-X~j#@uUaM7jNlWZB~3M%jd`|
zU`+ccaEMWGlWR_T6o6qYV9N+9g{!cMx4~6Py;i_ddKOa_lcTf<VSyd*{@5gwlX`HT
z7FJ&Wh>aq2_0*_;`|{d0zkm{8DL_}=<K|3cbiS<h!Wx^5(^8pj6pN@Sc(0yKlO<|!
zr=g-#RN4pzL@DE@6LY-6;<~}Mu*)g35P(o&jB8=X@snXNo*%=L>0%TJ{yZR?@w_Ya
zkb4MX!he@Xy(0r?9d9E~I-6`I`P*iP-m~vBPofKXb?f?goaEwjc@o7nz4w&g!Lxh8
z$9VtDNe{ZELsf735-Dvz3LgBnzde~DfKde6M?3yDP3S>Jdh1@z0^R&U9ag_WYRx*5
zE)9&4NU<#Way!lkAQb*kCL0)4PN6&;>xsQvq1omPx6tTH(t8u5wk+?UN|NQ`M#IW8
z=6mdyx+`+O>TXD>adb{=bJa~qGmB9N>LL%1G<}zRZxyL<o2RX|Yg7{T?ip}1sh}3D
zo*DN03%QjVe*NVSYiF7(ay32#dvG{9nYBbHHvETJ?cBv{IXsDj*7kZ?K2Bol3Rq+W
zeLE~yzrvh2;P}dbb+Swg7{3zqtsp`LkHf_-#q7{3mQ(h<WbQl~bm101(e}@MgJr#&
zJ(51Np%=NZ5wgU>ZE#>h*(myl7MlgP3B_*M8<rw$)&JoT4q3`Y-`R578ahzTK~CG6
zZMX?!js|1HZ^7A^hSC|uLpo1*JA<#=d5~}07=76`WKT>G84Cm2vT~!IQtT!_AX{C-
zTX~j*Cqrr`5>TvTE~bL_r9<dJ)rpN};abRInR3e!;4S0Xnp0aZ?;<91Y4Xbv8l8P=
z=J>P^)KpNNpvu0t3Ci^*s}!boF^%uQfJ;%AlfErd_aYBQ1XtS@J3&}Az#s)BDUa75
z`R2w!s?#H8h7CwdS#gm!s3V>RXcd<z4;jmELU12vGh8H~IWwHg>B*Eq!N@M#hOIhS
zB3Yoxqup`$eZ6SH!b{XDp&!lqc8%I_D);l_3c0~RlUHcq5)v+iofysIUTBr{dE*M!
z8roP2iz*qMseQ)zZbXJj$&hEmye`K@JlA#Y?#_d#eE4pPkSF4o&H(VBX#g|`9T52|
zg2T4GZyDeMIz4K-{|&ljrgoy8y|<3m?|NUKzL$^%j&0T=Y!l9@p8EP^bN-+ojf<=u
zbP(%<N@n24xKd*~SngBN<hX94-zR{Y7#5g;1O^@BY7gFT_pn6o_Vx;dOAP#^%FjrJ
zz!c=BFk_Q&qs1XsVs|F>Ermn%=Vr@;h~U#Jl1Q)phy(^gkFT<ezAyDnryJE!EweC>
zGexKrRl;*A5&3^t6~SxM)51;q>G_9g+-B%!)7|iWJT0vQ;b=gJiLM&EhX;PM?J)M*
z-55uiIrjWjzTDLi76RBx#EHarSaBRgo@4y4DTvIK1V&i8axnOf%h`d?WxnRP%OQEb
z3BEMLG$$k|R2h8p!Nz*td<Uq~DlP!H(0mb-i{b8|G4%3z*E-n`6&1<d8qQ~6h1RX6
zSQpx~-f#6oe>uS}UwbQ)=3g-N8WZU>tF-bZ<UAe`Ch({`%(T45C-Hp$V%ylWI!rUW
zewrA|1yKRu6QJ-zReVMp-YAEz@JMMW1JNgOR3U93n)Q_P#2zL12R1d&zOSC69f~QM
zS;iyZPGQOXnI}E&*H+GB-<U{5+i*maaYU!|2Le6w`rtgeCj;cA&VF@Yv|Qju3M|iV
zCB3n)Wg+@W?rz7kr+kHH4b2}#wd8+yJs?0{`?afHkY?g4iND4c`$LCjH}=JBVbPcl
zvh2BGklRQH|DnPmvsh^+J=BE2lRn@f=1CmIOT$ktu>vBI=*QHvFxt3XV|UI*-?H%i
z`Z3rei2JN78Qs(jq+rR(5Rd(v1W0b04tXNcGiH=XN{ACH=Mp&GZK!E>-j7c_$-wZ>
zW%TT752}J0FA>{n8?AQ7EV9yu2X|sXwlRXR?h|f%()ibr&|xv|lZ8*B>Gso?!p=Dd
z=?GHTINrH2L2Y>b#RRzVyRzGaS8DgJm0)YBe-y%c$raq%f4=}ZGU;BS1g_$T9eLs)
z6Vz0J`sBvAHg?103$1nQt;gyi<dC*#z-#7fK9BqM<nS*LSzd_CH*WcxuuU@eVFq2$
zpODaxBDWDyQUSiB$V6}=8wJ6HBCr<l{MY_JJwe6EdXLCM_(&Hr4yS1OfmBwvxL53?
zqp&Xh2STY*&dM2YA?k;b+TpP<K%Jn{7)sLPc8!Z!8QD<u&W2XFL>Yy2jz_}+YIXsz
z^Sh|VpIQi0LE<A+7!LN<Bsl{bn8zUuCv$M;k8}yWLZ;j)YQu>O^{D+CmNp!xwPb2-
zZ{#ksb7&wm$##8;*_`~q+YYHkUx=%S`1(PuK`&NbE0~(BhfCP1BO=!8t^%IHHIe!1
zRfWvgAtlT@a$bSjKi@^;Z-a|V#DRX#!J^5}>3t!)>MWRUK0ba1R*5~%o_UtDI`aMo
z={ioyT|dp&BM!c?t?}dtp$xbNr+dUgzJ54A=Rir;M@G-{o7vX~<OOn`V~4kR(U{DH
z5qGXosQS+r_hZ}64BKo)K0k+`Vh40SBbFX}PM%4hG?WW_b58*fGDUqlo#2)~Um!j)
z0-}W0Q2lGN8F`3v6jJGkoeZa&N~Jg87q&&@qVAx)+MypYSBD-;DUVAmdSphc6Upse
z5&Ldoo^m)zw*vxeF#YO-!r2qUH<-cd$v}N7{2kDDmX9`yW)T?L5rNDYMN`{eNy^{8
z?{(WdS1C6?=u{GoxNBeS^|?Du`EJQP-pI`lGWBlb17EvfR(X}+6(riZf!n{A^nTG$
zm$PL|$qIb7;@F4;v0$>M1hF8XfC*h)#Wsf%WUB6J!d$Mn$_YO?>=RY@%Xio5{7Wo0
zP{J$)9v#S|8%w@@>nX8;aqWu5xtrsiPO~b}K6N+trUM~MzaOC-XI&_wpU$`&GnW0C
znrL>DL};9LdQi}HI?J?taBFDr9m`>c?RO{l_O$HF|Bx!sxY#GIoOd-o(c&#{W;=2m
zVf>QmB7<Lp6DrH0Rw^gKO`6Gc=OYX17s`{=dun9<N+``23V<It?ez|R7V1P`tIvtT
z%}~>%-+Cxu&kP+)&3G%sh1kf0)lR2V-CgwC^l2I6hGsM(UD{aEDF-9C-zgn(0{O(+
zLanVI{bXP7T~*4ZYy!85#H!@rr}ASfGl5kI=`nSodX^RU;cu~+-^!t5$qArXDv7xX
zBjKTY?RXR<QMk~Rkr+zFQW`(7oG|+6(=?~cNhmZI`-Z}1aEK}XH73%uF+><&T;1^)
zr6~LM4P2fiMRAP?QmWJihRziUGs#_DCyVGEWLRyF(`-5f@Au@CgBFHtUtpBrUSSA+
z2A3UE_I+gTEPWp(qAW<)J5ss(gaMlv!mpVoF}7$&)<od`Zf19656-zG-K;lw`m?c`
zmf#Pc-*kDSl4*iG;JDy(vG_1s;<)H+2aq)T*1)XDb~CQy?V0^tL^^!hos!0?v)t>S
zT0?0&1k`|tf>WNri|rQ1n_a)KctNYjily=!Y{dO8H2KmLHcLUh$v#1%%7`Swk4tYa
z)5>Er%MjB;W?>DowGZ2*Iy5PZo>w(<0@84{A8il@1KkD?HJ7C+cC^nvmNWy!dc5^>
z3q-f2X|YEGt^sIqxi&k@Csoib5j%%y%X-`~43<A#Ivr+X89o%Cf}#$W_f!T__uMBr
zA9j5X5Gk0?>GdYfn09nmVkakjs94QVM&L*ev54$M$C{&z28*qImr=;GYMt<;CJD4_
zonS|UD*|u=2k#MtOXyv)Rj&~fS@Gm139|BfN#~*_i?Jy49{PY;VZxH{QhPR{;?n$?
z8-BwX+?B2sq<qhuOOsO7juDs966L`t2$T9_2_#sPdesm)r<5K;!CHOYuh0$T33?)R
zjX?T4ntRfay+|@u_Ycr8%B|(Z_H&AeeQ~rA&pwBTw~GUrht-}Fs27=HhE6vWDek0b
z!el_*Q*)|mFt$_?=v|~Df)T0YIG_i4`0PPiJ)zu%5c%*(W|1!#j!Pohy}xQwvNPgu
zDzb<%PPD5hE&GX=>}oo@7|z*V?Ql)hx@g<dw{E!q#6u9<Jr$o~Aa~G~|IQN4#j_=w
z)>R<{)DrmoYgIB@>Tf5qyBI>JQCq>!%M1UOTsxTP)e__|UaTj@j0frc_Ui+60cimX
zIuU6>biqGEnBU-4?Eq+LZx#nrX&7$Y2F5WTEP_y?09LA-@KErZxwb(iFEh;R>rR;^
zW4}Lb+3sTW8|cW^k_cb-2Q5oWZ>;=@7XUMszq#}j*`l~M$DTr~|J65dPg%hn^Pg$X
zfs#ra2Yk;8s%T#tw$0OcZene;Up{=dEb|*;H40jm_?VnYR1epap}3>Ayhq#rkZs=L
zk}%V$?`hnx?AQo5n=X_HKPeY3;A9XqZxyd|1@8Z3krYugiJ_j233k7NiiaELQ~X)~
zYWMJL=TxDhxlPWw-W_}<ML5vE8FrRsu`)v$AbcR@m0=|d*@Mc<x;4w}Z9U6{VY-M%
z)5gQ)6Cr8dW@V_D(n4c>&S)|PJtgp_sqM1*J^cqwF0y%hnAfw!c(o6<|0w+vW>gWj
zLjt`p?WCQ<ceL7+zoO%2O#o$&W<N=%CiH?ONhvHqhpeB=iO-?<`76zRamGu(;;*b(
zMJ5<+SMZIL|6*S-+M;0DF>7OlX(ByIE|b&lm0U+Vq->s|1lB)#r#%&x$1FB(U24&F
zei%aWFICxLIm(Mpc+zCmu?d#?_D|Ww7caES*^=(l6{m~b?EeTt)Mu+slpB^!<k{N!
z+4N7zjAsJ_fXD!FaOj*ltjNP>uW~6s4x%BB0DF;jeq`<NkAu){xbj+2M@3}7Y|2U3
zC1_7m+<f5A*#nKL&%U)>Y5)fjD@u4|3T3!kkg6lXK#T+Qiqmg+(4_hSOuzft1S7qc
zt7G)OedV|R<J*&wU;hmi^z!BlXUlf-71<&{u<-NRPR@M0CN8z&mrahrB59{6yn)qD
zZ^;;;M@{hP{L_sb@S7}O0FzrrZKv}>hS@sz8(9R_Kyny9dLFX}Dp<Ts;jT!T%Y<2j
z&r)c&jC?u#oPy?^4#Rq8?XFDOM$%ycD-5+v#QGz_(HFpD5y%aCggpLVt@Fj#kP2Gi
zY{O+8@st5@k>><E^C@YPM{2l=q?Dz@joAzRN{6Qdcpz%!e)Gk6ag0^W(mt(VGsT5^
zd8aGSy*~i-0q9k!lCkO-_D?$4N-=4!HRnr9wK71%z`;zLKr{K6t4fh#@cSkzt*f58
zA;mRymqB6LfSP$IhDHLkAGTIEsBAzAovOeZa^|b7CXA3hiPoeL2^04)J!Kg7D*09g
z1#yQ|WUq{!hcMh@s4jE}Q)NEry8Fa#W_OuFSWCT^-2DTJq|`u6eUir*Pm6Qli+Spu
zU;f?>pRzw$u(HZpUizHrFZLZg?G@DT9w}~2zY0jb*v9SKA6tzamm8q50+tw0>W%PX
zM#4~IG*Y%Ky3S)y$+a|(zGsvoP5DrZ^70{MG#f`+J^jW}jws?E=v$~(nVZPU<IG|1
z%Vo^DD{zl#6mjd(<TK|T&Y8s_?B7Q}V1xU*)-8hjs{q!LKOmi#v8MM~(9;zC;qhhO
zxVHBbB#NR@!AAPlfR7=Tw+i92TntguF7{_IapDIOFapzu=OQ(KObf_X*0fGUTS5~9
zP~z3KsHG9iZ$kVMhFS7_fze$OZH9Semq*0y#pk~|k@6gz$8V~|0HnZ;lKmf@$ggXf
z=kcp1;J=*+fLrWGO(3jaDqdvvZr?C}A_cwbLI1!z57w&5)qh$M8(Owa?r=1WhfsL7
zD<Ccu5dg0MZaZ{yVuscWgB`1#j;cF{+VMon7sK^L7LD(p`FdT%2!^BKo%Iah73Gi`
zOapD(6d3I^za}^~MBY_3UDO*Q$#7HyTg<(dMx^WKV#)@8xiv>Vq=6^Ldk7B}et<))
zDF<x~&_@qqtA5{W>v=lYQso`vH^TIQH6g*?9YVKXf!R%BwjSxTVxDtQa+>gfTSXJ#
zT0I>9D?;qx*|L4rx!_Ok>gkBo{7WD<k3g|TJ)?1v5dYb&%r@Tz`F$TZaYVsT(Z7|z
z_5u12o0Zr`@z&G;YremQ9;CJ(am*yE|CDq(!Ruh~&jqzBpHzI1{@H~UZmss;EeY%9
zc3#fk4&>8d?P%g%clB}(sx?_#zmmjp?>3IJiA!vX=|JHl78=<+l(B}v)P%j>ZanmQ
z^NbD#SeuYT{p)$wgJwuf`tywa{mzn+nWRL$+al^R>a!DU;$8e8$3L@k@mlx6o0=Yg
z-=gptd)a9^K|<E?ufOs!Zxk#*3RXCYK|N|dvat`6$VF05%iuei2Z^Qc6BmeJLd$UM
zJOKE{wUQ(iS^w~l^!hvq->;E4zjOmQ(84tGoW8P<&j$#RmvNH*;=GekQ-@9W185h`
zBw>vPGU;G@WM&(JcB&#|G-QYZXC*G6!t2d-{#{t9tzbN|gf0@Rj`i%`F5;^UyPKrv
z%{Jr&J*772hFMRwo9k?NEC6;9_W<XAY38pwkJm1JZ-X8~Tl({lZ&pw|t~=*(w*1qy
zrSjd@Va1{~|0%G*0|1l`fn@<ma?f{{#$_FZjer>CdfsCU%w5H^t;_4@aM5gMc9(Rq
z5;|hboo)8~=F-p0=|Shb-ps6>wF<%<Phm|-*K{AycM($5vNu?0C#o(fPz1W!|E|xo
zXZq=ZJUIY75U>u=Z}t0;=eV&+n9<^*&fgoN`<MUYfpC6$Ad=cW@EyAupB_jIzym32
zsQA9HNk6q21tW8v<BmoN>7M+k;m|HLCJ_Dsdg^#w+X<T=I}ivfl#GA9Z4`KQZMWUR
zW1)FUw-i&78sy*xFhJVqTmc3Mi2~)`F~Bi3D})HN_$X=oqJa#W;ooydJ^ll3SV9v^
zHPucLOZ8byO>ACiQO*K0&G)^-ASdOs2PtcQC!yiLd1-X`Yk-uKqpk!b1qzipvni;=
zZWICx)6S~*yi8t*CAp5p$MFwsJ{Z>1v9ZebLS}PlkP$4_{uik`$>TXj*NNlfT`rN0
z0EB5{TuVFGpRC{s0EzRj4e}0<IRA$YvgrBO2Ej%%NA`l+-@r*FNZG0jbp|j0=b3h!
z#}uI<JU&X9W_636Oj+Vi$XEi2&2!I(_rw1mrl~N%2gy@Q`Tw>dM^@J_IN^+Y=<zFY
zct-<7H5+7$OQ9o;Nez;gxz_l*LjaG>%9y#jJCnFI%>8^9(%I`<DQtZ7j;VofF~l)t
z??Sj<Ags8N7;jMB2+X<uOkuCnIb4qxMcH2(v8qaG=&~Z+f!Qk<GyjPw)e)@d4pU;3
znlEkBXzd&Y|9X;N+9lvR`yDA`k8)t0|ICssU>kml<l=;IqV|P?n9&#y*uzW%If}Oc
z0t3^Mgfhm8Ei5m%EZFao&Hs%T;F=QCuA?jAan=vHICGNui)vc~(wtMo+{eb$tw#S5
zF#$5CB#DGF&7rmNf8e9z)}zF|IM&(BUnBJuX;(eqh-y>pGB!Pn;P98L_yL3z@e}7I
zJbO{Xs0JqqJtNW}DK4(F+eQ{eSO(Hw3I+K(J`EE$vX?P&N3fV%XSpJ5YSJ^PM(Hcm
z31@!*PN_SU43)s0a`Z8t+_XK8hX&9Rso@}|wFFetj+0c)p~b3{T(mta5H<Csx?!xM
zZ;+ylN4XFIR&Xf2Uj(tqOdn9}up0et2K0cHq!AZcy?Tt9`gq+5q2(uY(5L1S2JCau
zr`WGjr#SlsD9#s=gnsrXLGm{dk<B(n&QDnBtzgo!QUJLEt~)j@WR>9qKM#Bzt{$Wp
zDQnxR7=~VN3gU-4x~p55qz|Z#=!SH4gr|&=$|?PqqFx`#*@F)d9#S1$O2&64;_NbI
z<HV?(uGAPV5ad->yfe-3fc-ik*bas6NJ*t)MWps3$I$phX~Jz=-d<*~jQ(S>9jPFa
zm+|q#A(DsL9S>C7J!Cw)j1g2mK>k&X9bkV*0I|`YZ|nI0lPL<&k$$)gUcUk81kee9
zPE-^nL!v<vXBr5pn{$)l?TdWW77WV$Q!KVW6$`ZwXg5eSlfpjtG+-43CYvP3UpWiY
z^i$VTXGQRwO1XZ+$%cw$Cn07W`09T^Pc=3g_-@_^!(p&OXo)EO4~2V&hI|i$D(s{I
z(F%!lGqFB*fu60XcVkg`JcJ3vl8E4}dH7igNbIGl(Xl$3fsdd?)Hx>lu1qP`GVfke
z1@Ol1hLUJYwUQ)LEI_K_om#P8jc9<4Nh!iN&dA}|>iP!c>{5YT_8TL#)+K;XpoMDw
zmjM#k*&1}x*l9i|%c8zjD{hktut`H?+-_!UDn~R<+=^Pzw-{!Z0O){I5xGu0(LsyV
zLfXywsZ-d#z9<g9vt4H%LgqeCV{Z)qSEPb$hYi8LmcDDM*%>_kKj2^(W1Pwl^LYNh
zJ<=#z@~AA*Fo*}CV1y_7Ot>u7WetW6`&16>z>tmZ4DwaqYP=EMTS!awD1|@EG|m8p
zqD{(J@*xMK4WLluSVKFG$P+YI6;HIR_rH{;T-7V2H(~T_g7OkMPtdj(<v1kjIWtt$
z6@sDFpRyQNn)EH<nEzE9XJ-A%0utfwDAkFq#rKl9*ALExO9p8*rhcpuaDUhOiy--_
zU>CoXtY2I4)BN7bMypz%;1GNvIH=fQZooK)f1CeRHCTB-6Qyz7hZ}xFWb2##r6j?@
zLc>=-WB(?%6tIdeVY{sR|EN<N)Ict{X+zgcJ|(4?FQ_@myf<t`2sRb`vp1SfxeIl-
zdM6Yd>i#kdHaiUfdaMzxE90b34F1PLbvS&Uj%SRg5pG^;&Bne=NAzr%Kj$%3^k6+j
zL(W*Mu<QF~AOYp9_84F3u4G6IE5gpG0NcugaSRax<ev<{hM0|}x`%6eq(Sys1EhTG
zVc|3&;%=c=+CQ`u!tIW)5KtpaQ;W{HNZC3P+Fxc!b$fHHBtl+GMbgNgzEcTu)r?j^
ztPM~yf%_?nH6yflNuj1A>a}AEuN4gWVhhRiKK(2~w#GuhWHG5ru{A~G507d)K%f(c
z8LSjkSeI>ZU(T2@?``%Npcp9253aAD9SF0#h7EO*bQ|(w`pN?1mBoIA+HkCE_qPq{
z=Mf&r<g?<+Q)nW*o!_@Qt;`?%#FD6*NBZ6XE^ntRR#?JR`c^|pU}wgkWS#V%<|rz!
z5>A2|oV|)*Q;uT~5y0(;u-_>LxE<j1cM?!+6mW-YnPIvFT`AuaUE$c{q7kJ5o6>7A
z0zvuDQp2CHppaJN$FzYzEb3#-I3cShO+lgOj8L3l8$T;WBtM)mtkG;jW`sNWnYj9I
zOY~^qX{L%vR4Jj~MT*m0fs!DU0S&hwUa|_44HsRFhDsaDZh+%6bVUdVT}e}^`IeOG
zWtr7~V=)>og+>x;`{|~rb@gCmQ2x%lw>GjS8g;2;mkTUUD$IRR`2G38Y`c2z-gvzJ
z&rL*eyxI4;e3%dBy*^qlXK5&}JzqO^T#*t2Y>1JsV3DVykzgq^e(v!-C)DFMIOGHD
z)g<bl5@slLsQN0l?q3Ph8S=j+Oh&)_QyZ8h0$uOqR`<LZX;ZcD30}@5?GCWKjvB+K
zk?T2G4?r`PB=^``Ot0>#bSn{6v~5>GsjOhWy9F3)Ofz(7vSaH5yXhwb_Gwi6P;yN0
zjn8k(m@?p6chW6%Fzk2nUZahF$SQAf37Ij}2jFFx-ZHPye?d1uc9}A>@7;i0z6NlS
zPbW$Gktb8%{%GY-Q{`UYn#-~K$O`3SvSV(m2E*M5zgi3og}D}L17Y9EfJ#kS*4SCM
zR|a6j)0bY;EWG8_EXYj^T2<{i>^p<Cp(bpm3)0kyWgtyl<TaW+wY>G#fQGR(T#og<
z51V>f#}rpdBud!ZT-S$&u+jF&zrlx9W!>MQRWq&2MApiCDm?24??NSSV_Z!cPn6W&
z&YvK1R;LVhb^2rDf>SthG?2%1-7k2}RKa(t$eH$BOAlouEz9k%2kOd%giG%Z5smqu
zKxR8g7Vo9zW~;jXw%U#M-`?X%jGuOCMf3?7ci*9-9QGB^YV48vQ@OrYt(+bHjaA8w
z-ngvWBf#5~*=A7<82`uY0Aw;(RA$p_j{bQam%G?5qn_X$<^MZp)wJcxdxqN(YeCT$
zIr`2DNAygo;U2!4Kw$QR+4iFFzz1kB0nzzszXc*GA1XK`LB8oXS^5Wu{yO9D0Gw=h
z+x2_|6g`(dV{wjSk#)l%K7Z+1t<lUc0Izh7#vq*7|6JZ}2r+@6%>#3R7T7pqDJbOW
zcO2s^Gm4(-P-z<Dac<+tJ8vpIBCdWf-jbccs6fDVo@Pp1I6i2agY>>1(t#4$#nnpe
ze8!YHe;$f*W}FJ1+XO&cP>J|#F#1fA?I+FZbl0KaWaQJM2msI_k0UZbvc9d7;00c2
z%|C?#nHA@RM+1-};+!Iyov|PvA7PzO1Oj7Sk-hVzMI!+&M?t;b6^|u7Mf_^<i(-?H
zgLq;>E1<d1boH3!%fBjBGg6t-?NXa|Q_p+<ujItypJ^&2YhiQGR#ZT=YT8AcVq1<^
zpBb>Vs`w_hAr;i;8khd^O`ia-Q#3#$b`=Sb#k89nG|&6nRR}esnXT71`vZ|F0^97N
z@?(kK0vwKkVgtY7T0d=IR3stxp^*AdU>J^gXJUw}jpG4W9K(MtjvI-RazI>Sa}G7e
zEd>ylFfwYzIS|jsDz)%0qEte>b}FTJMxz~RMf}X#NtFMNJ%mux9RBW*8v;QW{u#xb
zDy*<81h^X$EAzq3?ZIJrlkQmG$^bb`(0@5hvp_#UtZLQIGIX>0Glkh@=3@y6RmF>8
zsZIfGjj*&OxpIVw-Vd+u6zTt3iu=!&;<51mOkhGwR3EPiZQAU&dZE8uV3)1Ev`X`B
zn0k)kw;PpN=@D`rmxp&gX*!qwPCaOKJ${8St%F+>v5q~^4j*qnw8{K`#4p3cpLrPh
z{;`FT-=;|pwK9ZiMF9XPV9Ip`CMe~rv#aN_bK<abqL$aJCg=3%4nCH;>IZ0)$64Xy
zGv9=2hN&(1xq2JP{U3ja6WcmLS*Gpk3-+lQK|3XXaNi<?p0mz`Q_RQySEMTRDfG5)
z^EWHD>h$@tYg?H64x_FEhtsCtXiU0l<3zvRT}@7T->s7}AP@QF=;W%M^lxU$le$DK
zm90}>lQkGoPys70dgsW1KXJU>E*&E~pR~Wa47U957FU<+p4DCXDbD%+!LPrmDa=a0
zMo;@~<0?rCQ!2LL97b5)pgF~9(glv{a?7*HBY_6oxJf2g*MpHdqO4R`^n(>d*;&_F
zl&Q=8E_5!nalxj-WRYKW+9-<!3a*1X;WN~Yc{q!IyNZ4|Kp=zNNBUMRa!}XcubxTk
zz*s}mg>En_ePnF+Z-=F$=KTV1Zz8(GPivd@&}Gjj;Hcc^4r#7uEyxTA{?M4(O~PI`
zmV$I0exoVmAx8Y@S=^Tzm-YCWpReXZIt_f<J`rSBieqQe3=<*A3I=OX0GYG&tG}|%
zEUVo2S!}wAvo;N|i@GRsrdmYL_ZxCAis(*hD%?+tV+UYy1f6Z_u{p`WsQD0@I8Yjf
z^!~(?BZ9>(&H$t89Oo7q2%_h}n6b}3M8;$_>-`2zmMIaq)&b%;A^r>fj1y^@!kneM
z-b&tkz|=Wxwfg0j<JSamI1`C8rL-uPtA@T(-*-3gktm~$D8dCAANSrt#d+)Qr1bjj
z#3-T{#0G2Cd6xhRha#csxBlqh3dcGAgSQ<DD$YR0?w5K&VHHkk-MU;isM7STJh}w5
z)DNsigx_)cz{e>+PRKk63}fdV{})s59Gyw`L<>(Qwr$(CZB3GiZQHhO+fJU?wv&l%
zTa%l4fA_oV`=?i*I;VTB?scC1RPWkVh2SJuHTuvCCbn%oggZF^JhDl0Vm4_2l2B>U
ztM46TS;3KiZSGs-NTy80jSgETHl#Q*MZvloTZ&osjTTGMODc&-UgG#VQ!o4a{lH`k
z{q*F`8TK;#d~&~|xX8k+EN#+V`pb?n5;BNm&A~a9W~UQ~=PYlDQ*f7cPzmhQip{fW
zBnqgc{|p3X{M3P0W~cQA?OG0Thx74{%}0#&h)NqvO5SSzIMG}ILZK%jZ1aEhw!fcz
z45X`ZBAAUL2rLyqgU8<nx8c!J-^KRf96`0-&zNSxf%Nh9kGtJqo()NksVjq_=EVY%
z_|DX!@ajRa^s}#qNS9eQd+V);b%u=<=MXxFsB{a0E?ECAEP!!jf|Y*?{4BI!!ZKy;
z*(y84!KN&r(E^qr8=eBcK?>ikZj6$3^)QFUiK&30YFh};?h#m!f*)tw>7z+fSTJf4
z+3CbA*T%?awS`Y|3}0XiH{d<=atBC!1b+Z}juK{@&je{Ff4;Qhwwvr?*L3R#`pjzk
z^8PsGbUN{A4(dK=8sCQYnXA!UhbV~jh5Keu%Ux%TZrpQePic@bX?|8So4*Nse5ZfN
z{7vsD9BE_Eb+oNfjfJKajn(D2%|l#B<I@`s%uB<q4)F3{v>W$U*i2+Akha+mcs6|A
z>eykvvRSKM5B9`S>c|VA#Q;;I+-tFL6{K9j=~m{a{c((~S5}8c2V~@lb;%Q4!IXsL
z&1jzmf0!@i0kH7(!Zr;wzWpzg!@i}&x{L&uzWQGBsIKo$b5;Y4eBxCduL4ip2S@Sh
zRQ!Lb95FW7PUs>rTK1h$h?|#j|BHpRLsx{~p;{Yk)RFxD&v$Ss&4=9_O}?|-N7Uwt
zH~jAt#K{eMZ`9U2Bzhf-eU$lxXW)OJ0j&We+*<GtG`dY`=iR|5)0Z=oPssk$NnG!J
z$39b{1AUk=H@p9@PU2fiv9>1FXTZ&_?D;QZ%AT+6X85jPD^HB9JTRrA|D?>iDD#Lp
zyzcnjsNtr+?SB1d2!XN`;F&8d1A$T^n0@#6;uM!es!$}xnhfVHn>Aj2LO9Bg!EAim
z(<huF;e3CZ_UpRn5iP8ZS={Hh=&3xgC&xp3)ozj^UKgcDR7Pzjlc=+jG`Dm1=!+>4
zj1POTQj@SQ{rE%%^(+Ufj=|T}4U3@wDpFv@Mv-8GPrPb991k<pYpQDo%V~?|oh8UN
zIgLu7R8ezTD^%bO;a{Dw*)5I+nV^uSKA~B^7v}y6C#(i$-G?PMB#>t?mS_>UCkAAy
z&&~cPuu|X?xdiZ=i-!}-<gXNgcFGUBh5ca%u8Kl>`L3Pz+9XVK=B8r(yVoS}Hlcux
zS5SB79}6Le-(DR7`oLM;ta;P<1Epf~htJ-8eu+jefVq5MuELE2Khd16_x=ws+&Qt9
z@<_HyA*XZa$5J6>gS61KqWyxsvg8P*2mC3q0(1Iang7xvGF&%tk<!0~_#LE#$_2JN
zmK7eugrDCu1mZUhv5uuFq(Tni{;iv!yi0RVBDyyXxd0uhA6TyZNeow5RbtGz5ApEy
zJ}MLX#RA%j7qTTYp`Cv7A5gSDhl%rwO&Vc<O~9?(dyc{6rUVlce0v48mN{)cvqQ;n
zLFtGFJ17U4Y0uZd<alsZH`P5}`%pt{HK)=8v2_-h0$^+By#ri^rA$?S%|Hm2qF4f7
zhv`AFjI;t`4eQhkFM*$@(yegyIRh$~`tLMe#eUKkry5}A9|Av@1RFTD$*&I%6Q)Bi
zth9<w$9nD1xjzn3W$rW_K|D@%Bn6v3mv4#T+dhDa(o#q6VArmr^?_d%1N54P09KP4
zB^wy{LbreO-hFl+k68!T$h0@cDvED_o~nfD_`YJ6C72-!9k069`U@*=9FP7!-<BTF
z=D#l?y|ph;`O?3LHriMd+uikyT#-LLXYJ>Vo!#?k&bN^_r&^NH;=9RbJcWCaeNAr8
z?QW3ip=NQ=e7@l}q44_b4hFKx7{2>q!Urh1G(p{gD(wfCKv!_j507L>#CN<5w#c@k
zs-S1nuCBd7KH)2Q2B<QD4y-$@?Zb?vekEGMZI|a-&=$6l^%24A_D(-*=hKG%FX4h^
zMdUkOWd((?H>_+YUE&{US=a{F)ew(dc_@{7G8L6o@h>|p<|qSUC#{yrV29dF$gl8<
zYv$@8T|5%j<2SLX4}`z%4^iNm|M3nzA}XK9zlPl|PX)mzC5_X*qa(~%4gzZ#Jvazm
ztclG3g;&`MK{-s|E*&mNdll8PO}+PCKTj8RBZFx|@-^rFr{BiroPL{BcG2Ou3&e3^
zF8{x29j81RJqs>qiF23d#os#r>%DJ(Wi%ZZ4$$keC39Ikm$|wfTw`m6p94ujjG792
zRd&_qK71R{?xOq(acJym(+Q<Nb_*UtRX653La3|+_{1_T`sOIqIDV&0>HYafUk+qa
zl5dsM66^e@pJ1LyamtjFJOD{|+HMOIE_9P`g^TMG(Iuzo+>dJD-8N7|Uv+{^XKcz;
z+A|F}lh~07LexWIl!Wi0jLZr`+)qNbMF}MaLfx2>#+NMfgOi4Y2^U!o=sQuN+ESlh
zXDnX=`P~@y+u0~ZEw>iqNKVn7e93G#XW@^Go11-U$v|XQ#poY~06qf}o1(Sd-6)04
zfF|bLFUlRGD4b|XS))sgba@S68wD)d+;8Dlz|6+IM!$(bN;q`*cY>KfZb(_!Z+Yxh
z8VNr7K8poMr)g=x9|jftY%Xm^Agl$cE=__iJ(ROeKi|9gf|9ge1uIBEs>O5fu9{5A
zs-MUTf}J}4Zac_^baIS}4uP4x`_$|=JK?gp>qEK&(-r!FSQcq5%Tsv$YF~`RU|<2s
zab3dF2b4&;%l?nGWc&vgg#TDen#NQNQ235yM-ht%9uwT+(V1dhf7ifk`-{5Air%mR
zib`YSPIZr=wtrI0-sOK%%pqz3YIZ6X4|q@ay3$}F9<d2iSU{rHQBhHUDIm+m``>p2
zFNI?6{~t1FRHtMAFJ#DmLq<fVwbnvv2!7u+v>(qT)!9G+F$L8?fjIGxa+4y=;OkT@
zScV!@e6>i{KYVuUED+0xF}+*?RCv2Tj|=pJ4AR_r!Qg!K-g>*J8UM)K6GXL-KE$^%
zczb9be2ju$C6KFCH9+ZHKg?lpg3A5#EoT1bTc~WieYU7aM^yaM)WQOmQMQSKpL++s
z`y{aG=G3wbY>`BFZTOq#<Hx%n7yUryfAu&u>J4$!_G|(z&r!y2dgY7n>j8&bp?l~_
z<LMsQ$^RnSVIxZ%mKpgq;#SD_c$F^0cg;+i?M##?n&<qD8e!|#WPPT0GaI<P)41N#
zxV)8k_`f6YdhGTDu}kW`d!xVwDY<`xzWyxVO?uC3C$<*J-IybHX_CZ^783tPjMe`T
zgWGBlY~^agICOFP<68O)e-Yjl`9d@8y@2P6-rA38)5qC!gEIZ>yclGq4$2l#*n0f*
z9JJ>XHZsbjt{!3?wieAZV3Ocit5)nCyEfXWp?)>=#3I64fAG75>4DIM4Sth^d})A<
zswLWORSZ;@%qQ(3;s~)zwJ!H5vqj%vtk%{r<sI$C#3Y@D=9!#lUZ=gKzQ{(OGifyn
zC)0e@nCHP9*M)HmqeM07^MlCC#-JTm+56otF_OH^BZ{u6cA>+XM!31Ih^@MRI3Xk0
z_)m%Isyf+1@4Y+q-<|Y_F&MI(<1uC88KYgy=fGR>UcZuhU+0htC=-giwigOSU_KXx
z*fa}6uI;;pHW#kXxxuEy;N!npe|F=^a!57Zj?Nz=ppr26M}Udkq-u$0*h=!#(n8W{
z#<$LZX-IG(6Uw{y3noI{QkerTt31HqktcrB(r9u9goYbaqovf#1UA-3k)_<{bYt?m
zlt>y=shtYdoNnYaGRl^`MtM%BNf`8afd$7p1;s|5RchS*vO7?TvB{GB{Nc`)Q?BVY
zjEskI$Z|{L1OksO@ADh)F6+CFYog_R+c@o<+sk@exzRqBtjzmhFsYD0#vU7O&{(&@
zu5@aHBX0cMlG`vm@Qiw4uxWvt0BB;C(Z0qXOhFnR>BgI^=W5w1hP#eomFYPB68#RM
zuwe5#^YHO{J2Q?htJfdUut96t=z%P9{U;VfNikk}hvVSk3@a{spu{UC39OC|wgf)V
znw)cCYbBM&eWNLno^jSz$5<O|;PuViE52X8e<!|Hr3JoTT7Cb1m-)^8y5;|CZ~9$F
z`!aXL_wPOb-&LR61UJH$ufLzZ_uKBIw3f$XkNCbgqDhyr-+|}>CwMkTl66OL$EL)D
zWEPy2%yfxN?d8J8mEk3xDh1rc<Vmea?dAO(3S`Q)P-8VKicLOX7mY|m^(8vL&4!rP
zZrP%>s%nhO0jUV%E^v^;8Pj@@;Ye??;tHbMf;~6;rup>YMcgZkSaj$2%Kf49T1X76
zb(`G4qcplu<F7+R;q0FylYg?;uR`oAU2s<~8CDIKO<Ze#`>+^gsj^@&xttIkvcX{<
zy2<V9Vle5%q~*{3ee^py6cDNP<(zcmv>Wc>8|=bilq-~dLfH4ingfcyj6uHikMzN^
zII%ZWF)D`W(1XR{@KFZ(zJS4-Gw!s9kGva4^7e5>{rS9>@p`3)C$tAg^5c<Sx2O}R
zGHFF#F9u_A6)^yTF3pfH_7R6GV^a@@l4bp}c-_#oKGCG3>Oh@*4gE1w+s_PMYmE<h
ztdDiQ*_b`mC{%GxKgdYUU%P&Zu@=s=d7?s8mVVjIcWxJZc@+9Efb~zv&*5vVmW<O&
zHgy~}vl$R0^2?Zv^6Vxq9JY@o#Qn#Ww3Z0w3t;G{$*#3so#ypl_9qj3nsa=>;XW-j
zh_IUELajnDT9CAGY0sJN?~j4u>xke!^hTY3GtzF~>hll_g`qE7mA;>AY_k?$W-Er1
zq6d{l$5(dI?ehzp&0ryw%+T|@z6pAnzHa9CMMGofBfrRdusL{oPaanY3RhwU3%8?j
z=trOqA6IA;b@*GwUZ-Yvfy8Tjz;L_%lJLA?ao51bd_BO6A{y2vZ!0VYY!V#NWx+c4
z54+2g13ZtS#_vUcaqfoD<*p&ujyG+kVYxjO++7TfIqKL(x;vobTh9$MpYz<0FEHg-
zSIB5OL;a574r8AGaNb5b9Oh9x#<r%C|C7Z7T+Rbr&7(`LjIagny~Yv><(2(H;-i0d
zU;UfddAD^B?kr53dzACb1uto_<%=&I--Oe|Ii+}v@7@w!!ts5$WcYsL{bLyUB4)DC
zFp~{f@hZ9pnP0LJERaGxBNn`>@XXM|k2030&*zaOw!%A`ds(+E*Q>hxZrm`#XcA02
zHjI~_3G`hqk*~7R?uy4d-v>#(dA%-6zo<3rJ_)&Fyy;22M9<e-=K;&vcE|9TRio42
zY1>%YYHp_kiSIX4aBLZO(W+o<`+b(CZsG<5xM!0htQwr4&Dc(t;H(H6XdIRk$<P>$
z(EyIqbh1B;OI>^g2%IEJq~H%Y0+dSs&fBD7n=wPKpZbM_)6k<fYfI*kvl``dQ^TV*
zWadEX&6sYjS39(Rb=Ge@${j$PWuiND8-Y|(PYBQvwsUdNWxVwA0=s5^nNBfT+R7qf
zk{&uyFsNHDL{lONP;df*hE3eE4hK+!x{)f2$1n7=ajMkHE5*+$=-(Pc9UTzpnb>0|
zr-&WzM>n*PH+h9zQ{A0}Z>ikNu$7<l<aL{nL#5#MP7n-}IX#SG@X`y#k4`d94iLF8
zr7RBeW5$GOcU#Z%DOJJkW#J4cS0DF~+C745LfXD7{)k>!lr2Oq*PaCV#q1PJ-$Kq#
zC>;cTDhtZ$MnkSLjS~o8bQ5BYt|0yf(D!Eo?yW`EkK#8)=o;1mjTea@hln~`jxCb5
zKOQO{!0zr<vo#_wq6%dLA02(mFQoOKJot83mDq$AkIw@An|BnE&qdD;;<+$mNif3E
z^Am5i21%yz(i_E(F5)>m$TH|hylQ?;2yLrWPgC2XpO;mQwQTR>s7y~>xN}l35IS!)
zpuz<dT_eigrAmEEI=UKt|CG*0YPP)@sfVb03pd5l6SLSq$I~~k=Uz;ad)|+2Wg*jF
z2lFrF)}p3c@=oY==tz3(|5aL}Puw@;mkU4X|H8at-_6C5+)g`c6_Hw{X~9r)Q2kT_
z{nGm)a8QbDS9)$3tAk@a5vC!m678s>v`<Ime@-3t$riwWukTd~)-9Qz(MI*jem!BP
z1AgUVMZ20%FC4OR+qdN_ewcR!K9jQDru{VfYI-ic_Io;t*T*H|3^mKw9WmSM39~Ik
ze~ncByO-3%aY)~NS}S*3Inz(mp%Hnr)C9Epps*<tWRlU_FkgAl+4C~?my-A_GldiI
z{j96m!Yp(2hAeZY<Xxk_TMO1H+hX*0>nHcoI;JzC5g4?nXq4$9%BH<fqkkcLPr58W
ze&xxA7>A8<iXeY7i6MUyb%*=J^K&20$h|fy|Gmicafp!TgKmtY@7Ej+)B@UCq>?hz
zFaBi#^9&|fyw|`Qi_`q)P(5^2TX?Ztt-eFr3b=VRn=N(&>`c@K`r0FLkj`cH+~L{f
zS20|3l;Y)(+x`dBdhWDGHhgm0TQ#Bvt!M5GnC=6WdsNNe-TrDTeBMc7dF@#JsNdea
z*X;17(MPA*{%%H%a|{*;%(>XO_Z?~WOpJ0q!)t>awNbWSw#?1GJ;U!Z=FD+hFXq6~
z%l`4^dJmHr(mF3TmNL0&9uwfB?}3B-Wi9vzkKlCS71np+U$^S)2Pw3;qtSB)Hkj-L
z_*#L*pluKfez8U}CC!>}#zkJ*0ok{>cjn+N?mb2XRHm;-U1O>8#%@3y!DIHV&<_+$
zvIC`(PcOG5-p29o<0XChU`oz8MyT0L^z*kOOS0J%Ha_y{BBj`T@I{&UxeyhD3%T~9
zV|w1HvXN52eASErDqAwgto_3;B(~%J(Sg==IBO7lKAOGY(O@f!9fxI#Rx3><F)#%3
z@@sKGcGNajYQ5u`^A9yrRG&ZUZ^vOGu{x-za+lLb{Ax8eZxpFFK@RFvcOe!27^ncp
zr34QSM?B!irnO{REy9x{(9<z@8gwO%G5b*-c3l!!6JqksBMb{Bcj^jbKFVGW`jHKU
zdP`*o5N$dx*cm7!5-WNCVc|56<Z;m<)fc3!2tewQTp^V*lngBK;EY6n*&zDG3#$5<
zP|P7R;41P)(J&t}cwmT}oSjogjq4s;N3E^3-p{(DTnD}~<p9Ta%Zv$PD4Dsn7%#}W
zJ64YZ+T~F+hx?{K8-I*S`S>d3eflF>13_H$T4a$krK<{vKl?1)6|0wfewH5oIY%`8
z7@5001fY{SUf>2HTTnsd!_0vS>Bhhq&AO7rswro2{|>!+<H&%)hn`o-0Q+Kh1fs~9
z8Dr}3N_`v^Yl^28c<5)M3jp)_>E$51=>W!a>uAGCsQs8O!4xs$MMe&)V{LTkmq|wn
zspdZ?vB*L15K=I{wt<o`NhL$dEM}Z0#UW--Hg?09J!V@=+|N-z#4Pt?d*4+)75S6Y
zWy7a96Ysf(fowQs1^z>>@T@S`lsapWlFZBDai?8lx~4@IVDqB>b%51=sOM{ezCrXN
zv(1)=NNVJvg)MU#pqVuL)>b@bU%M{EJvPFE`fy7kPU>JPEIIBk=ADyLYL9tEiLCk<
zZZJ}7K&i0I)p8i}D0;|O(f5$yY2<0{uueVbcC^lU{{y*X2I^X4(`U<Iu{wu6;zb+J
z>f!!LB0x}PTK_I<00*svh&f=OA#*l}yvjOw4EYet{kT#0HB#>b&KL{lCxidK>-9zY
z3GX~E9Bd4!s2RR7j41+d4<cRZvJ}F5*r<O7n|K3$!drpNiNG6)YC4I33<IvMHgo%^
zc5E;?9;WtbqOK(5%sbmLFYk=!X>MzA5=dga%~faP;4Bi>dsB>7ocvuEkmNWr>3+^^
z`lfW9Q?Q9fL8{-i1sA|3Wj#Y_&*EoQ+j0HN6o?vHR>-U9ybP}HW}XyPb+9BGXMGuE
zWdYgnQUh<*XvLXto3iCTrD&}w{)g1~EUyrkpYhM!l%F{`HuRMHTRNK$2^2}-K{U2o
z2Z?%HdkuDnut^}uYL<!QcSd|}osiOLtzyOYp%Gz+pdeIgwa8n?>B6=Q#*W%D>itQ)
zlWw|2g=?LYfbrS<kUxFM5o0`oHy{pIV-!;q@}p7kxJ+{^NOFj*IcP9{z@L9gWo!Yr
zRzA%SDX=Jef7+-!dHY~ktID#bf>8f@oW)W0jz*8Xnx6S}p*6yj8(cPGjv0un(zg>-
zwU>a^a>aP^d2yXyj4!Ki;TDJaAt2QI0^0JY{2W@0m(oP$nE<NYz7ZZRtZBF-vr(y;
zd?|`F3m?xZL;w{afi^Akfm0Fkd8GpB%a7N{2N{UBER?wZCDkuzhH)ncs*8iS%xO*6
zyV`$C6?FIxwLR8|K+`kG`58!Y`is6@9Mkv2=d5vWTt0eXA53+bmHxG;zh9o)S;J9f
zZ<66nFd23%s!?Q0vA*Q?R!Ltbx4uNS!sx~&oHe;_2p4MxmOKg30!(pv${N|$b~Une
zSb7+XKC}^*Ng9v#&bjE01x*jK<_zij>kj$?GBq$UBIl(A#b%}N#QY)jf=s+lk?^jj
zqKePHvR|uC@B^h5R5SSv#HM@|PLgo=^5Y?vrkgM*!Vw)Igww`6VP7PuV54TL{6(nF
zh2yCQER3j03kkVxQ3Imp{74<D@6TE{80MQv#q~sw=;3i_JaTjSl@LRBG;V=^Azel7
zOEoPP4?j+QZuHm|Z#F^}#Bmi&L!Re>heH)Y%Y)$#reL{S#sC2`AZRd92ow8S!4)GL
z5s}JN?v((#J$>bHP@a+l2NzB2uR>8)?)U5OMJ=G{-WhdPw;$52bzBBdC+(&6`DM?*
zMbp+7s~f_3Qb1@%>tUOAxl@)`_NT^OoFhV3XEDZqvF0&<Oo@$j7{-^nEZ=30^EmmZ
zrC_~`XbMsi1M`Kqf^p!uWH&C0FxK`kAzdyOecl~S4xN2TZ?f<<Ty$ztQ4*$c%^_$D
z8>2J8B+Tgy8?7Y<B9%OyFqsY!u4LYt2v6mMTX#D{-og%<kYy)rQ3|G2^4Ss`3C&>7
zOdqdObwhZJ8~7)oJ^W!W8K?^dYK}tRex0IW6_qMVvfF+X`$eARK^v`-o+jBg!IXP;
zT;=t6mIpm3-ER*LDrSmG`3`_(V_sGcxeTTaNTgyRT_b4z+tVqH=URbdlJax=gMu3+
zAdm`otu)U=Mcv5_Cx^1wKn)uiPwd%Xu#tHLXJ=)NT6CK*?|LSWGjxkEfhgk-o)KE>
zPMU($2%1bIV_C0<77w|13;THsUTWo-)BvG*hCM8T+$8VyJXtoO8z^6yN(E9^38|VE
zDz~Y39A<#l4%?s-F`UFg3N=kQ?0FU%`$+*FfXH<z1**zi{HhSXMy1o7c|8tn&QL7X
z(*qfQkWv+M79&zADSUUHqimdpa#lSV^AojjOL+-`{l<_MLcDkeLM_t3x^VngGlE)4
z`#HV_I~$U<C83EImN0;)BS}h?0cQjw+zw-)SbAS}%#68PRRu~K|D|X#1b8IhR?DS$
zVxWUGk-omU|5s4`N(R-Soj)TbaLse;ZjY|8RLc2oV7u@r4z}7JmeYg*kXPp*L=_p#
z%RGqJ&Bl-8rO6vyJX_3CndYCmNsV<I_TZuXge>`i>WXsuWV_)YxSD>A=XC<aoAQ-e
zo)jmYa-XxuFF-f1UC~xir7WH8(7O`Jum`;~rPw0Zu!0p@rOVO-)vUV|ZY*`=Nr%hc
zuTK5b?vozD9rlJkM|t4dv!Cioc+<r0Gi1In*#u{mrNiLaeVimwNn)!pq00ki5i2Mx
z&vpb);kn(IKSB6CjWV$Rz%JJr@bL4Vz%W`tImC4D5x8J5(;2{`UM}#B($v?Cj$p?~
zhqAgxz4z-o2GX6~Qri@`k&?s4j4vzXz^*^83Q2)grl!F>hwSCw&9k$vUhuJxHq<<l
zu0F`lz157*2O?R848d1aQELat!e@}ORwuC-Oy%DvApU)mVF09{?C0O(C4V@GWWcfM
z5AAUDB;nPA%STiHu+nSVwLqX5qF02&`z|VfX>x|c4G39oIE;Ap>L@>ed|jse(a$=`
zgeIsr8#Ul>c~h@_D^tVOH=wApn1F2$UiyQ<&8Z$gpr0E!Ocy9}BMRDCN_JDf7`jZ_
zkoAw==6Po$wb?dIC>z%qv-q^kckiwIX@prRFDK_%?<P48f`vtnMDKT(YkVns+@<$3
zMYl6M#!hOJv$(PD{@S<v;dyA6DaU!{p9Cv$!ok-I!LGrv_<EN3#M|XNTc;bnm8W^o
z?S>-dFMU)XxS7NHPQBt)x$Yn>1((t-PpF=#I7uP6E7pN0p?_`<+td43k_>&iZKPhX
zLbTYmZVMeI-|`|o(xAN#disOOa9jQv&vzNx1koQ?Q2|(rtzm0$G0uVhN4+}638b4x
z8kf$}>gU3VQrz=l%mcf2!bsHKkSt}y<`iAiw1GvU8TvPN*tU|^NESPMc*(D~?SeN;
z@5K&5U8_r+^D4C9aM9Gowei1A^7@A8TiC~F0dLJ6H?!`WcIC-*YQnH~i(7$On>&Ve
z9@y&fYz%FhAoy45-rFx2NUg(U349)IFySh3zep?9PCY_p8h^cWGcOuZCG1)H#lUJ&
zlv_d3dtcv7O%z<SI0hsRaNAXK#(<r(SoQ35IcEGZYPhb}GhaF}_b8j?TdrETrE+Pf
zhA+76+)$g!#TRc5?h48_3F*U=*QZJt>-O<ln@R*(s9V5Y*dnYN8##b!(7TaS^w{KT
zdF6cYdtY~5$AH2&>f6CV`c|V}xLNRmygUjy&Vy?(U~~dZV1dL-Sh$bZLngQmU!2TZ
z2);#C?y`^uBYQ>qTC7Z39H%h1bSkGeq0zOhvYv2-r(A~6*(U5KFp4xZl@uzHIik0H
zjbfw=^I2blDKI5HW%!$cNXG^SNptp&t6`i2_j<0Y1>R$90A4E^`4F*W?<qv*klX#}
zDXCmakSnX{p|uyUsk$bY!EC;<gueS!KqBgTX1m&W1o3)QZ{S1(tM?wbmKx3&^`uC^
zIXLlEFzmn^=^c$d{LgpyuP}$-@wJt4TW)}lQ>@8^P<cb7oSUa)qjE5NbLMeU7ywRE
zGi;lH7j5N63#{uwe>X0VF)2l*RbXQ#!d1^g$IuJd1&u9spG*C((ksi}$EErsd;#dq
z%DJ;pDe87rLv;I?l401|Gq`Fsr&f`zw~E*O{S$|9p5MKp3qyXISp6!*iQb=Xo#l5Q
zZoPb|M?>PYeLtsN;JEXurR`@r`OKD(*xn7lYWnWhY;ctifwpeP;O2`0K;(-CU8wMU
zyvocb-wB|>B4ed%R0|fG4zs(64qomEn1kvO+PqL9L+c09?9cfR4d<!bb$|75s`R}+
z1^_SUPXQjk6x=hM6yf#!>1QkI4O#*Vf7Zh_n}QmIPl;m>Vp-HCI<FK=*>QS(%U5T3
z0^ymIGTK!#TJM5VfLv{9HRx!5R2n#9>DIm|m2_%*Y@a3&;!6R_CC5UAZ^x%kC76i+
z^j0g^bB!^%T|2!onjdz!3py{1yW&{=W=*~}P`Sq3ft~BNAMtAG1n<UVLvZz|-Xo?V
zW(V#MnBhpOup!7PO*ai!i{W!|gV$N|02suz-_AF~$38j(BYpGNN6elWVZ~)R-bvh7
zM6Q>>(x;*6L3vr%C6?(?U?kwG5?7z%z<*{wqUKb*gy(9;49`h{82Vec=sZGOv7)#?
zLzbz#zer;nQ;D66qcQ;f6=Q|&J!C_|vEjCM<hHr_`#Sz1Y<GL1^TK}CD!V7T>-$iH
z{-5)1A{+`Efx?nu2%sfyc!5@K`1WdZS<iy#PKmmm%vox?e4(WpLo(y$y>4C|B_@zY
z{<ck3H(asaC!xIG!F6p($35z;sGSC2UB%zK=?}atvVqfX*v@<|4Vv1)6Q?vBNh5Hn
z3*75{isgVwX!hgDfduJ~0(W%>%n1B(l^SOZL{k86=ZfG%cL<JK{XmqnHa9G%&@_Xm
z7mgBAHqOhi_}1A6AYkZ3i95hx@0J9uwrC*Vxj50%C>_&Qk2-ZVs|a&-f_1}<3fGqW
zi5YM2a_|8tbH~LXhx~GQAMcdY{RWQod5AP%*?mJl10t!QaT1B&IB~Y^LuNe*1?81#
z+Yt>pP)vw3B}TIZnM*WR@{b<2<5bu=NUDg05?CruA~GQ_Zb>ULDhcKGK|c@l9_O=C
zIT5FEheVSK;>`Umv=bjMy(Mb;TnJ#gYcZlqB_kMMPn<7ok!}L7A00-ncEw~_E`*)E
zrIH`rz;2u~2W9Pq7Com?PXi0X$t-V_e=j!`6ys;yUB`2m-xHKk>%b{@h%%_GW3HDn
zDlp+x6amvTN+qij1mlDkF4;_&)38Fn5I)%`BYrl@0}5u(?I|>I&og6D8Z+s*Hf(~L
zFOqodNnTETPtzbgalaPtK3yuQBz~k(gqr%emG3Ucem2Xq77cX{@nnSO&5WBtzOB`V
zJ5aX5G_z9plo<&m?ZZojrijQi!_`$rd|&0zB3puNT@a(W2bQC@JZl*0Ny9OR#MRQo
z$LRC}X0@KFg<c#P#;WpY!lgDe^2yiGm%Enz@AJ$fI(s{~6>A3L^Sr7m9eVhEa{<)#
z;34()t3!LlHCp;dl7Hztv-%&m;VBMB4uAm%96xMyp)@9m{$0n9W(pZ_VIG3Ep{97*
z#3{Brju;l$`$1D{We(QxY1Oen537NbJZr8O%8a7mQhlDbn1f$)s$6ZukMRtfYhW{{
z-TT^tZk{S>X}Tv#GxVX?SW!B}ZE%&~G7E1xSyy6#ro3EwSUAcwjzfe_FZcHDg2>s_
z6OV2)(4?;B)jN~%z!xGpt;XO<8^xMIn!yf!vX}SfiGB&(y7}0ahB*{%GoJH~0%O`j
zu7@kTvz6!WeAf&ygTOg=QTV#axI6xlufJpj#<FwKB$=F&Hr8)>u<qb}j0o8j5glS*
ziG<)r`CdhXR*ksU*OgnDt+OOq^P{Kc3c5lsP$Ege?Q6fr?w>@lG@*{sso@rg)l1ZA
z`;@j+2DP4NVoJ{{9FojN4EAr^pyZJxBVqZu6z8C<>~L|Ac{1srja)*=%%KTxA0Nb?
z9~j2G-fQ-#Mf*9P88d#)`s0nC8-^T@GMjK=?8V<p#|UnDhY&;UCynAD(YQs|;z@~n
zLTeq$Or$|L;^LrMw<K3eW=^p@eL4>>h}?3wJ6Rxe*z9Tke%XqONLes!b*GuR?OhRv
z#~<#(K-q+)5<08nW%7ke8&Ot4-JDAVbr|18R9D2jtP-~+?!>fM6q8R168N3S)WNeK
zGaYf9GOd_jVW^4Eyrk{SkloF1^CS)6@a!#$QTUyh30|a#;cR*I>eS0&4x7d#bN2B=
zBH%2S0g|^Z@%3_I6!bbuXJc%HI{Ab%eX>?%c-kG;W~l`-5h*}&9%S`ZqYdPdQ(sAl
zA>0-=HoN|(2Qp#nf0Ia)m}3Pia1OZ)l!R%6>sRK;sDx=Ov8l&FdPt$=B-dRf@M$by
z%sVrHM35(eXzSK^WP`>-PP*u!Slg#pv+dWZ800>fk$TPk`p&b+wj6lI<zKf{oKvN!
z=@*th@f~39(6t4J+dEtwCA9ffkAKbfCx4!DHkVZQ%<-l_dxh7tdEx%ze!84HB<|c_
zYI8@VMRZLG%x1D`=l@X=ZQ?uUXwg9MzO%{a{?({=UzSLS#=4<{+H6K)w4e57?(!l=
z#-$o0M%VQW<D)Q-J5*T$>!qnX?uGF@zaq;{9UhkkR2=S{a?Dz+Pu@#v$Di|9aUzDV
zpZQaR$HOk0kw_~OTOPF7(DK*G&9SjB8wdcJ37?{@u3!MV*2-bI&w<Mq@boL^Ow#%a
z8XEU+yA@pM4|e^x+YgK^a(e+Ee7q~bGo;1N7J%n?D$^G8DjHuN6!|CXoyyIyC@O$?
zi@eOAd%xjskI6HHd;eZxYLyU-$JjSXqab+R>x;E8+CJe~7ub-#iBax;zQ0}&#?7Gt
zo+<k>ou`{$#cTL4Xv}1j@_dvhWVbvw+8<(plBtBj18cKM=cIjcVr-i#OboLNN9MJa
z*n3*HaC(Ze(FL%TKF0jeG2~puww$-jc+Nm0^wa38-FtT%n3b4J@%If*(~4TAqr>nK
z$BkJ>a&F_*-M>~vTp8X&EG!xdxs=xUwPO9IVBiaV2$2~!TC`YFnf5YH8MrjnQ}N*W
zZ*&JEnqkcY^71|rG4uWR`WuxH|GngnT0V9D;M&43vlnDH6Q*ig`!hT)fLty-E*}oN
zM~|Fayu!x;W*(>x$-}2t3{}43;o;`5%}=m})9L(U{-mQuWIZDm3KyRQSpb|WYu^tG
zs{+|Az%hwtegPRqncWj6%+2)g8oQi-gButy5=S+TCrB^_L*%iyL_|$7P(vtW*t}sf
zs12+-`!$dhg8>oXvc~WizMLcxaR~j%V^!ues{(?Vw{b5%;;6VS-74OJ*9eBa&SJBW
zhNPb{EzC#7dSlXe5)4P}+h;5-Ult>vv7dj7>x)N>w(n^&8Mb>=6kDhNZQ^Kzl{$y6
z09yZ#<N@r>feg0k2FuI39mS(=Vq|aau{(=I@lAw*KA6~a+XkwV_#&XdVQn|F6$LID
z4De)i#)UqGIXR8Cj3z^D<+OX9*=5VUWrJ>4WIW~Ujim7F{#$*9%0S(*;>pOrk4(V9
z)P?~}fpxMD;lFFs&L1XcZ>y&asr6hi3bzDaKdfrH#g=yKhUJ7W8C-OZMr;d(=<_+H
z8>ba^3IUC!nq@bw=S+BMx@2GiLl{s7FCSj6q3ADiFn$$;gU56UP8tF~Fv!6C%H(u7
z_sA|_ZdW=1#KH<gLj&%u!(+(15gd#^nz-D<ax&|fo7(or+{#?r{J$N7a_^kVsWRf^
z7a67Te&pAq&J2FxmAK#t9_#H~ebIwb`BS`+9%aW>a^)l$&o)C9yFbgfnk4$mF<9+Y
z)Tr)J2XAh|uFkMEfrdh<xukq*3~f64?EzWBkI`3zX+>=xW<V|-Ei4m?u-YiYvVt4#
ztFyHF+!K9rm`~#i3>i(&z3{SViwpgk<L2)86ow`Dhqx3}_|y`?R#;SXCHXwZ-Fex=
zgRu7-Z)&qohtrNX%4E4{Iq<;07jtdTV&l~D;-*VD^Zdh~9#+}x?2=x1hX%>X^3Gvv
z7Se@l-8QEPehy1^Cujab018!&)enY+jdZqjsOod#vN(Z_rP3DoDQ3}4>6hY78fF-?
zo~-aieftQ1e>c9b;_Da6@qQ4VCvt!?1<Mfhrb}s^NFIQsBzXYL{BQJ4Hw!|ROF6!i
z<o{LUqLUQ(tR-1*_tFa?ppw6T#aaB4(!$eHC!&Zy0@W+~N=^vU`Tlc^W7!@S`(Eh0
zNVM<@Lppz0yy5Q&_I16O;95yq7o*7zo@MpIRAnz@ou(_Cs!wVzP_r_ksRDqDfz&q6
z;E*qE7YG7FQkAuJg0KAG%GZs2v5&MiFf4f^BQ|BWIkI6CN(scpW5Zvv$TVl!SIo*E
z`xz;}K{zddoRTwq$5#$zL9Lb;kYO(Ij`x)I_LKdBgO%N<4e@d%x>aTP7ayLYx*H#i
z84&no$!AzNJN$XSd+Ci2Fost891n?|prz#9XgSaCn5ewT2aHxQdf7}9cD~O1<C3jm
zM?9iGSWzF=Od<K9Nb3Z-^8WdzcG)<`*>+`k%15vE`2)GRp`(~i1T?8&0%`g?>F20F
zrJ941`y4{b0oHCZ);T)pTpy3_L7zCvBCd3bIX^(1N0m(c`lSt}ZmfDiD9VIWiasVs
zL?OS;|8J5SMF_VciCjSN`$(F2yQE-tpLQqmZ!Hrs3SXAU_sRc;cfkrEd3kUe<Hijl
z0#X*U-_E9=N=+j9Po;*`IU}xIf0S0963?@DIU3XQ1k&oL!i|9s%|UR!C$62{lCu6y
zOhOkO!Td^6@NYcs6M|=dE_qak<7nmbwJ-FXU1C{8+qIAV?0vU83}J&_y}*iX7l^U8
zLF*N){qA6bX}TGT2i<;JH7dh2Dps%0fD2P!HjmVbS1a^(y2et%W7<u!=uWco`_4}x
zbo-!W(hD^Pjkv%X57Yc)UNzwfn@<;r*U&Dzn+^YR5PfKpW#-$XYXpx|CgM3nnbt>T
zp&2$p8^Gr&#h;R1ypd%!%@JQq<mbyoa95!4oj&&s+flLqdw?Djwj(n2A*rCG(QRiy
zL~%TsTV|dl(HVn`Y=K3Z@rukEjf75wTq_B|8a?0n5vs62ajOj$F28~xIFSp9@^AK(
zGYZiPix+P;P`1$PS^lhmDCziklOH5gOtQaP=GZak*wXu;yzpT%i~d5gOH&Ac3fmJx
zdr?H|_YAf?O?z4RQ8X{ed-}nt9AAcTU9S1o>i1ESu5Q0o2;zzP-{L3cG30CPeUsH0
z7TXKL)tN!|CnKAFvi~<E&8)lS0{Q>e-bV9shQ-9)&ir>JYFqxVBV^RZFL>wcc1P(L
z!|<+&k7?kbtN8&ED9{cto4k#Mv{V1j7dR!vA_HH|$fyNKj7ReL^xT$!0+NUo(U1#D
z20FSpUX6A<bPROU(VU<Ad$PA`#<6-@S$%>~QIXJG;wd=Y-&UAuMLn%f^IVAdX9l|I
z9SqRnq0E->INktzd$19T@0*khXq1YKB-S%RMLk2XiN&;wp13iwiTTf=^$m|ou0h6{
zntGRk?G#e&DNafTF-5g7aES%aq1nrsO2Sl8{7EQFX71?B4-9+%PRLKuUzHp)k}1`U
z1w%ssl6f$CNSnDoN1#?wy(Q@i<!&%B4Ga@1*3e5GOim|7E$LTB4h&Smutc(pqcMv@
z9m**4$W|Km2zcXdl_h7zc`ad4tA5Dyf&vr;jZ1n&xTT&wI@<{}Z^Wkh_~M4o;?-&k
zku4~7(o@zj%r7HfBO%HC=B~{IxmU&VjQ5msOGNT*B_7E#fkT;E_Zwz!n;G@ZvYUwa
z@W#%PqxFw-c0K7a9Q1=Cj?$jHQ>7uyp9}*+6~pN0#%<@Pa1!ZCK$eUTcrLvO<#v#$
zAkUXrvycZ>3s=TfmIp&}@8W}lE7=P^Fb-Adrc5?gBvZAhd)!Xz<za!*>y1S%-tX>(
zxIg}Rc+L)ZMZ*iVqc=kl@QZ~`8~(J0@ZWOZ_Uxb0yu$f&iUHL1)yAPg-!kwm9BZsI
z-FL>WqL^iv4Lng#4z@f+0Qz)Vx-T*PFi~)D&KUUd(H@W{u>;wXMIAq9?-3#oHlUZ=
zVn2gO`{|$KN{_pjt0uO2is^#;T`&busGm0{u5EvHRa@A*@Ct^sp*T}#RknEQds)V;
zorH2ibc%=DQc@^1C1F~l_mDP;lo{fWhrb)Tc!l}IVzW}C)_HgOUAkzeWemCuGZXW>
zF9rjoM~F}io+OoOp}xR$RP&FkEvH5QFsxq*$Na*CsV0&dGq~9R!*b=0p6H;BwsaB^
z4?Mt-_z@En7MRD-sDEVpaoyBF-w-t+9zg0U>AcA7o`b*)@6QuzYiu1jqW;iaH#*I+
z+!sgXEa+HU{wLUhhWOtNfuTN<UZ^C;)1OXx`guJPI)b=0(c(GVb~*$VW|yF@YngRq
zEKnDo+Oz0awuM_%rJ-?WVV?d_<iUEB(y1Z-$n-PqtHNEqbY1q#UJ>l}<VSEV*lsu{
zCGQJv5VMyU4s9*C(CtndAP^V)5;*M=1GPGO>}!G2J05)jS5B=;ShTRf)<v<boX=aX
zBqwq`$V<YHKS8xK-49qSzU;$6TMpMHW*;?(SE13IObNnz?YXQXNUs8jYK~$U+%?lx
ztvAH6Cpc5=d1h<;J;ynlE<qke)^+l;3M-h{mJyAd;sRz#e0F0P3V~V62zlELI9>TF
zRKAuFEgWZy5^1JDx%;h4_!zZL6!No(IeHhO#S42|YL|4MTjR61KU1}WmFlygk%9a}
z{DFO;*N6nPaGhnjw^eJ>!^9g0aUwbJ%+%Cr4Co3zd@Q0^TygPUMaHU)cvTm9D=o|0
zPaIL7rrQ(jsnHxuXEF@7SzsP2Z7oGUw_KW>#xclLTMP=5g%?>M!dCP3uiqymMzgO`
zkEztM8pIjt|FR)D2=<je_Ufy9<TRzDQEOB(!Sv79f>{Q3;l#G>!V0S}cI)oz>kWX;
zYarct1oF<G%V=1r_co`C$PM(ytgy=7>u@32<xh3ygMn&UXT7dsTcvEIIE}xrOY|y=
zvD%U?ZWHT6#nS~^0Qv(wXnlUd$l%m!K)XcBMz*{o1fe^kf+`3Do^c{tIr^P831PMo
zP%Kpju_Kxi&I32_aM>rLFFGx_Ce4l*lP+OB`9{y@utjhv7I4W6?bxFWWUg0Hh?vXR
zwU#8WC2hDSf3(PqJB6)I{8G3EA5PN)))o^ql7wu0^wAp%ODfp12ZB1iDD9>jfN_GR
zEjtG~6D>l1grgRaFr?QO7xaSkmTf1c#jfVsb((wia$Wpzr0ke0;#mAhBr9Td4ue#E
zxxFg;?BFUmXe`S#!QL<`a6R$k1_Hw5kO=V(UBTzS0p`AF{lny1c!Eo9Rcb7>l*n}P
zJ~D($=+2DG#*G_nU&wu>A!N($EPhsIEV+2FLm_4#8VyR;>ohVYDwjqgrg8=m&O|j^
zZ)D^IBAPzB#Aha{U|h&&O-eh^y?ymi=#)n+uqe`HJeD7R+doqPR6~CPLB~T2O15Vs
zX0~gZO_7@90z)lDyTp;}*xUQ?5-+o+*bnD#qj+gP@*~d_i_}!hC21{@MOdkUj(hxq
zle^X~F(n3ZMk138P#vS>SFoHS`pL2APwnb>ijjT+vTmSN6XOtEU{QH?E7~R$&m({W
zzz7M-lqkU^MI8bqRE5V$uv@H8#yioM08Fn<;~L|Oiq0iRb;QiaQcMAEattBGSAUpe
zK7IB+;uo{y8mMHqXzcQiAjN1E{<H2sibu=gEA)$sxt;=IE+*-YM7|5v2SxHH#B);-
zNxS#=!f4$jm&G;E40QW`yu>&2C^WCE1t(#rz!5j+(1~h<c=Os7v>BUAFevDJuGJ*5
zJ7G}XJlv%iuRg~{x|2XH3cOy&@0ftoLLN8bM3ZL0yuaO6Ksd?r#gO0}O2Pj|f-9Kk
zwbcmq{sd?>JDlVQ53Wq|;DW;yB!ou9f{mk$xyvTzfV~R18P+qW%`$vU9_yg<VM+8q
zvSz>iWt-F=k3waD3EkIF(0MT<fGiDPVLV+Sl#?-5@we9ti*l6MZS)t(Dp3xt(G|aB
zrL>p=$2^Y6>d1Cq0dKe3JLP?7$d{3jLdy%pf%~`}fBVjx|7#z<8*#*kz$RJ5hhFN0
z-xp_}toz{4AX1P53iHX4VDH?Ljr(nk{x;6*76wf>qIklj{rycIGy;Lq`eejitR4Hq
z@hPTxc8ANJLbXY*Di+c1;3LU8I2J6<exkL}2YVba&4UXx0a(zZ@?y!0I=6&+|8!1*
zQzJuJgHRtGN<ZOK$T68;EOR?qp|%m8w)N;$im5&|#<)_;5sk&Jb0<(myG0!qx?({a
zOTw?4$XjGHW<(P|0XRN%o&pTfKz-(!U|Q3rwQb*eX-i&9#5dL=3Oda(Lp&8tPkA_q
z8dTQ$e77D#)O@-rRR9D7-R}iHDQ7STu0^hwGC>%)bRSi7yHMbmPmcvF_^7<V9(a^K
z-`!j1>aAk4&#8=7pQ~1Kn^6meXLOD$TEDIGjX#7#yuaMO6oVM!p5r}P;$~yi`yVH5
zsJ}N@!Pp3Bo>^Xk);QemGmim~xE*n+n%MVpz`>++!>vGZ<6?~;>$BNt>o^?@W(f9{
zslN^eM0M(SKaV3k*w^LNV8ZX6r!`NKvE`7qkK5M&5M_x?WpvPwkNf;NI)q<r^8h_7
zSYgk2#t9*v9%mY@AR<*nQfRJ-^Z7%g7dekeq)JpNfMUtx6mWgWGZGs>{|5TzlO@15
zr$EA-8hl!Jog16mtp5O9B;@K+4_Ek?Nd6|p|BT*XS<7~b5(#DNV=yY{a*26VT4&WC
ziXlL3F~A4g{eWZQ6J<-x82D9M(pNkgR<Ut|b;O4R!-+$EHZ~}6ciM97Djg&cuHi}P
z;hZ6cD^nqM(Qev4tA(rIHr!!PT9p@Vi7oCro8@Kkc4VPx32`<OuoY>t2dlDf=c0cQ
z5<O66ZI%j_8z)w%xY1ID)505-b<W1brVcrl;?x~Q5-oBSY4Q_JWdi|Ha5rgtfWn3%
zejkqMqQg_7TgU0Ltep^vPN=Y1{Nr&DWwh>E7u~Rn#xm5WZIW;y9+ne*4f-FPxx9Ml
zEXU|ggI6Yf-(WPnYnJK460V3u?9lj-;ZC6~@vL_U76hty*&`$#{B~9)*|Dx&-!6Q=
zE&_YJX_*<pQAtOkLW)y;LqLk^^^hsW!5VF7qV8Hr?&-TJM2bHB%eY)?e0>`CA@%zq
z6I6{99s&Bowr(ifIpg+Y)S*@xPEfM`HmX#-qo6knCRVjR-v#Id=h>a4CH<^f^89*U
z_f9}N<NbtB%_fD71Tv#*uT9Wf1No-wYD}F@YL^~o>QC_!uz=>VpSKE4MJ6cfEQpvJ
z<RTZCBv!CYYt9?bT7>a;0ncbecd$w~NzU#U*d!Qm4S$?BT!ZgsKoj==a?zYbTM-9`
zbp?`G(rM!@Kb%2#m@U-RYaHQ;98=I(QI_jd-H!^VsT`qv@-gL|KlY>3+>Y7`^0oi8
zR@d-eR2T3Uv&x|N>O-Q3n-;(T#i~boj}Y#OA;Gg;Y;qCabA}rqudCHni}nZ)%o75K
zvZ>?Kg$-vnQE4FxUs2gR{X^YANcq8P+ju+uG!YQmy<7I%dBrhwoF=9(Cf+egUm<ED
zNPKJ8?nIjZ;l1wJ#TfmTbKK2}n)||O!?nD$_LAsP&&R}cMkB0`fg0=m+xmPB{k2Z?
zymNZKkW;CCF}OA?8sg3Gedp}ohlvV_E4Rgs&!crCfUC<Pq8Yy;x1>qwhEcXdnEMJ{
zwfW2IW;)bg_!p{VXN|3QQY^9m3jJlvp0X<z3Qj|X#E!G~S)y0xzDqyMekzg}#3(Wu
z8|fmJCNH}N)(q)}YZ|Z+24^6GF{V75@q<09dDD6J+;Ln74%R9}(z|ksK7i059uADs
zc>^JSozOrFJpzxRUq^^mc*$Hf!wUzk7;mAV&zR0gB*l648JHYD)#*Y}AI~ifOm;wC
zi;5XPKcBpYdJ*7ute7p0m%3eo2|8g9W`=#iKu4XbvNWfcxyP`{2Cz%v0<-gK>B~87
za1d0-MyQTW$br;^3(P~9XWFMB4<e(oW|dxE(6QH)wW$afRDeiG2TDi&R-AB<c>KY>
z5}Eej_9Mk1#i$vuo46y|lt&UN;_8P92@c@rBNHJ7`JJ$JB>H=>NWm@}YpE<c#jae^
z^dZ^bBGW*cA3<G=*<z?n&Wc3~Bo2H(7e-|rrPxS~Q332qAKSE;>B{UkMz!HL1`krx
z2nVedi0>lp%t8Hi(-#TyhpKGS>?|OH*)V6fC%jmD!Sdlz9R`il7rXx52L`~hxUN(z
zM{;h8;NJq!`Q}y7T^dw2zXGd$b8vCkfQm|nv&rvYeyP<*uMcMRt`IAg61JEsI-%Hs
z@v7^y*$Yq)Qwdks158ZgJ_)JuNP2BI8_JPo!YhT(E48b8<;KOuy6$PA_2)TUbtD4e
z459Bu2k0Yxwtlo^Ca<|CuX!u^B|q1`j^kdi=;;S!Xsa_I@<2b4rzH_9lhFF_&duLO
zUwj;XotUrrzBx(xn>hZKh3gq+Mx13&I_%mLKZJnRR?FoW6Km@EWbJWDa*t`Q*(z_*
z=6XvO<ep&2RNWFDGyqn|-vqh4ER^Pzxy|t@WpzwQT`LkTX3XNeN^!M0BifasGAtz|
z!xTAzGOUER^l1&|4Au{`p#}c;!Nz$>fvSTmxLn_<B5DPAFuB-}&wDUIV)F4I!N3^j
z*%j?Xl5D1?Q1w;ms#}HJ|3lO_hxhiw4$u3{wr$?ow(o4**|u%lwr!htyt8e4d-wgl
z`sX}(+VnIzIZc~3O$hc~MZhw{>arIJJ^t?cHh9c^n?!H47u;q|6*zNX#aTfVT^5~3
zj8O>dHYR1!C{e^jW^#76<?6;@5Ox)It!>guX3#tM$o2N3H{mJs;#!f9h>D?l%^X*i
zc}Cw5TWn%e!<Yy-=b&|)4b-<OyRutR&1(FOB-hAPq?uMAVgPNvuR0M;yqpg?uM<jz
zwajtG4O_k~JmjM7CbK=sLgO`G<B%2stty`uZ#My#*W{as&8bnVzj#B9la9lN{relS
z2Aw>%H}~DM<9Q&@#%B9VZoc;7TW)04T!`=M%X^R%P|zKOXbK684Jn7eHcMq*FQ}XC
z_udrsmgd4<!NFGpL!C?T{T0|yitbAU89XGspNu!n+Ecaf{iFOxnm(J*HwQ&sbw)k;
z=C-~BI8X*Bs}nd96AN+){^^A=N}t4+in)zHUbvufm(op{|H@Ehs;VgE%WgzEYPxY&
z?#sC-=b7DYD+Ql5O5u>e{rmg(4ATZDofpA+Y|KiXW|k1mN)w*qx(`cti1SX6rI#%C
zT$6=_sC+QHKkI#ya%Xq0YL~qv&_&JK<#qMG$r!(nIb-YM!h<Ym>-Fx%x=_r@ls&zr
zd&&$^lD*`$8Lj7<NHs4X1;@9LJol=+W5A*9F}b2rp<Iv83u!1~a_EPh>z;{YLJ+iW
zM37?hDpQV=8#!JrdG)A)ye1hg@({1~g|Vb5H;2b51}5GC1Va1nsQ>+(7TyCj%~_(Z
zjD#~1b4uYgMUdF{T_SS9eUtMMb3UC&rYjRW!kSPzd#C|w!E_j91Ka@R98peVKw1tn
zEp!RSkT_r^3n2YI3;xvy!JD_heJqk)jeyo4q3^FdZ7GL1j#e!=F7l~R3nl2J$~z@R
z3^EwGl0?`lwAU?}AkIMRA1dhZ6+KZ)A4ux;l|8Re#uFhG+w+y}WeWQ7sSPgJUE{lL
zZIU(N@B+HQWzD0CA&MxMiMvqpykIig<evS+R9Vku_`Y<5@<mw9ABNu$8F+C=xR16u
zEbgl7yMw8RPXMsRT+k*MJAcuurL@>W`DKe)Xvg7(<@lIqH}{&e5VDT|DO><8sEnb3
zRgqH)=gaXjf{D%MAQtnOgU)GLfXRg|29HE=ZmGG5r|B&)*;F^C<pxvLon^B{-)O>8
ziKsPKB~(Qo(|2*dcx4`6pStL!WO0s=`}|5IwOo`j3-&lVaWcC&Npt<GyMj6>tue5`
zHrsUh*tGe}`a1zp!^iGK8^t)u!N>TPR%gk8rKfto&`5HyvFJ9>u(RZTKdEUf+^U9^
zbtU7CYYU$bf8jce>^wICm-BXda88Mr;QIVVk0Fe1$sOXgk5NdvP9sbDk+5klIK9z@
zrLyg>)V)CMoOgQT0EYC%!r6dwe$$^E)`EXR%P~Imb*LSHQxIvWCl@l&5HrwY=esJr
zd5`N9W+1Vr`(_QshT6DsXsIPoxwf1}G1P`~eoYs>FjC7HR9?7v$D$wCfUd7()pShm
z=XE_Qv&2^4>MYs2mwOZb!3(DheIh57ZR5WZ9ZdFivbbCFxH>4K&U>R>BhZynq%VPW
zUxXe2`C9eq?mu`=MUcC;suQ<vqZoT{f$XSsz`hhTf#;z1c;Dw}u>sFXc#egD4~n&}
zsWU167=Z!S^aWLxYBvxvHW&l%w)^`mba(zBTa8ZwKph3T0mzM?h^R*8FzB!_hJUGX
zRJPf*CN^JG_86v#qv2f5FKDG@Gx~=t34=FITMk5$gVpm;7<7tdLKH}mx|d~-4}mTX
zXI3d7+bnwgQ3MRsSJG4I1LC(=Q@MO{mIzAUO>12fD)e$@%U<VLU4K^>lB^cD61v*b
z>Kya)RMa;DTw>!G3+VEH=3h(d9cI3EZW^JTDT_SP7VGA46=bRS@U`c5qYsydZkIc_
zI{W8bTk<orr_ZH)%n3*iUI3KBH)I8WgYK4i#@v8unDJJ>IC-ao<05d`iW&m4<{ix>
zH$l$JrL8i1pW^1dMjlg9)r<?(3ogq+<8VjSG+^?GUgo_0gd|QXDIn>BX96i|Xxn2B
zQ&GH}#(@H9;Q<&>bGoR!L@}ftFA~ivUsC+#Rm+c20un6$A`UygEqR*YE-3Fc<T-9k
z`c?#x^)jWW?8S3y8E&41nAU}nK_+XSW%Ct{=wZnk6kNXLUHXDS9CS6=eZfCwcS8uw
zHy`zGs#vkkFE9>S`+*@kk(OUZc;5k81Pj;Kz}9mD-V18vXW8&C*i#z&1o*lVZ)75{
zg<6cJqC{qgX=`v;#EV6is)#{yd$Xyye*m|lroM6!u*{ou&c}o&H6q1-cxdWI6S@Qh
zB}JQk4s)7_ECq8}52+hQ9NJApN76VR3WOL)V5_B&%+D106z;FFmz<J9;rxwMDmD(x
zf3h%$LJ?Zf5eaoyFl{dsxTT*EX*A;iOov}NdFW(p&>OW0wFu=@qK)Myft3BU!v*Q|
z8zhDfNXCbtkg9eiFq%-C1$&Q0smsCOe@D<yQC`J*$wn>CQ%Y$}5a=sZN(l`b?uiMN
z3hx}}j>{&u`j(VaAz9v=CJY>8=g%*l&u*J9krG$$a4TSeH|OMRgQaNU)|SeK@>+8(
zn-er*S0-ln?T>POrGA2rr#*ZLP(=(1$JcPgq@r^A=2^x}KL;Cq_R~aUJcm8HBZ~><
z2v~m?K!F1uqvWnw>F)kP2{#;75OMtCYF}yU(<`-_v`|I=$4sWZpn6a<Nj#G|z?eTu
zp|il;px)$4CrZ$uPI{1MX;{PrP{t1o<s=;3>$Z*pZ^`ATAle%QiTp#ai$Wq_IdMP7
zFVLeJFHO-g`*E=Uax1=;I!%D0f)r=y=JiR%TgB8+^!=))qz6Dtggu(ozD1ijnhhS~
zM)+`~r>-N5l8!*QKAtz}GNZo}PG+%w{M61EpdS0KQ4tw6EB*z-1zIi)HZORZ|2{r|
z)Y6Cri@;V6gA-tM7mT^`QbQDWfJwi2W5>_LZ@O*3!qmbpxGtLLt6^bH*q|f7k|j_C
zh10NR0jP^fsB@PioMze9UB6TTuxi&x#*?1!aa;|8GGZL<8Yi;;!$~H~LWtitq+O{3
zut_X_(RQ~Jk!oMCR|9fH1xI6c`#lOv_#IXC3rMRY(HS1V_n!KkiFO@S@^N!lZNje|
zkKwcQz9uN+jGomZ7UOFJ4nL0d%mbl7<-Y;v?rsh5E#5Pt^d?fb3d}vaVS}s~f0w4(
z@tvxF@2ar;Fxm*rC22tQ{H`^PT$<}>AcVnrr9VKOir3T@LW6@&kQ0jei0EPV%JeE0
zd$8Zv7yOr=Zy^nGfbJ(aE{iEBbghf^X+Nm=KL#$G8zbn-I}RSoKrme%3UHgLqTn(T
zw;fO@s6do2M8niQI7kF)LP42XNt`oY27g)mP0|hY17fsS>v`fq1cVs9z4_h=J3=5V
zaiM8(H;{+w2ET6?ZOzSCeZ<JJx>uS7iF_zk9p8`S=_e<u4gN2WuO#HBhuH1x5nuX0
zTds6pfTdi=$K<hVB!O9NFynp;HDSl*u9;@JU^Su~Sd8qmlov?~D!!ze!m4i%oo7cu
zq5V6SRhh8!LbHWEoEj^@IFq(3DQV_IPp%in-VPr-nAGWxt~9=kl&S%-k?fjw*xE9Z
zpe$RD9Hvl%`R{)x!f~(|`F*gG78|(qW@CJ62t)+NKj|;2#k_DaiYYq^w-AE&Llj~@
zLPST*HnfO^2e}6W|BjVu@K}n+Q+CG_>_p;da_&Be$QOV8c+9002zbY=ucK$AEHqOf
z1{6RYLpTYsT(zC*UacG>naL|W8!m@{1DYumN@MOtv5pt*9#Q2u)%XxQ<mbwiR%%25
zTcHJf*@Vg5S1l6pt*`E2Z{@3*8aU*Hq(ur02OBZ=(X*i9?&U02IQ)P$;u7cW6&Rv)
z{N-f|m&*CP&sMU2<sr(AhhHhvY2DsC#<}9Z;EiU%3u>Eo*BrTqQRP_ZwYg$(eepJ1
z^XdWvj>2lSxG=+vqJU;S_t&@FHondy*S*^>fvsQNw`M<rnDi5a(gr@=^J*c@d(cx`
z1OSY|hWU$q4q5ncZ5|z$$No5gMskQp_fu=}Jl5TZyvO^CXyEtXA~E%M$NmlYq~e@n
z*5bhmW|W4LWBs5;?zxPyNiO1pcRsfT$YwSmZ*CGnxY};wiUM9)t-QBopVk<{vVj+7
zD}$$h{><(9124*d7X03XUwa_zE{uFy2=?@WKm-(wwAnp?%*GbJt1jYI(S)u<uNfeK
z7!NC?XVD3qm-z3zH@pbT@qB`1a|VdpvOu@mmypIqf`EllpGvpm!hn~dVK`TC$bWKD
z8{jMKjkQ65K!fStjlqE5tSxZ6R?tCSwWL!S87uiINeC|`B;=vyk<Q0a$aP5qv+oou
z8OjJQQ-59+?KpL5cLEVzw0WYS_{9ju(P~}-AP@vGqwCMyZS!F{ij|>9umHlr0(Lq6
z_wWa}Q<-TIh<@}1%cLoJumaC<9{7qb(}K}^iXUP4Ur0v+i0N^^IQ9mBUx2bq;}S~Y
zH}ttm_Dg_(slcF|N1G%-l%-K-G_fsgedbpg5!A6qI1x95qhG7$5zV{OJJ93e2D5FA
zF4(~-FS-Ay0H=7S5g`yi%hpkjJ#0!$j-o2Fau(%5AtUa0LjhOx2C?$?#>xpMS;_qs
ziux4?(`vI*9UQQ;*z>y~#*a%z^pi~vs2_Aue``>LYx09{9vCfCNK1G?3v>3g?Dy(;
zF}$AevY>b-=<|o(n&;vnI`RHFtiZznirNRZSUwOIu&mx-nK)2+;9_yjJ(N`%cv8HC
zpDSbl0I*g<-x3Udf(VNo%)(?Nm@VBwH6}r)OgLXqidY<xXfAqbObarB#j;oM2fKA;
zw39D1k}?EL<~HH@h?v3RV2T;Pg@Q2h^_mwXoO|PDrhr!Sj5)Eu9R&5D%tKz_Sj=#l
zRi=nf9wcsEx={)>e7P;i|6MA(FmJokj*cQdA2J{ZAYC~lN(HY##!FBjMH7it33^*X
zC=@N>4eSA7D5j-QGUGesry)SKb`YB9uaB^Jubl*rv?X-bIMfQWCU*JdBSu~C*7Ha-
zra)4&VLJZi#`)Q!?IFGY#IB%N-28><o693ptOE(uJyZ&ia))2{?S+c?-d+FHZC^mK
zrA`1M1!`!1p8qYHHxQLQ>(5=Ou@b8<a&)|VnaHw~w1^v!%7DKS_}sM0nCE7|gm)yc
z^Sn%sJPGQj$&p~OLc@Cnb)HWK11^D}jp(e5BqM>u(`<RB>=rYy(#xnWkOkWRxKe^!
zsTczf+@AV_{nrjADKh|IT-PD?fGXkyEwuaO!NcGMUe2^?;H@XjZ%zw>h-5c{R>SMp
z(pO$PdtFF^*koYqobBh<<GZ*M%Z^U}y|_GYfa^y|S;c953@nlDiKNxan9z~}e~wHp
z>$F4xwB3LIo_;)>Q$MtPk_HM4*<^cjh9;yNFUCFTT4_X<2mM2>g&{)eAuJ*9iLxC`
zXR%U0Ev6G>EGHrl*qV$>J7}2|Usi^(trsM=i691a9zC_7ak*xx9w9oI4foi6fu#VS
zh{NpewX~tq%<7{zh+%sRP{n}1rs2%BaG-KsN$d$XNWR0d@RmlKj}mx=GYEQC_#vRc
zS@D<C6YQRrggf`jbG)U}{PcW&i~bsWdhGxM6Q1V9`{DQvHRQ+W3tDB4FB5RuPS^82
z*1W73oe{%%l7&707v?u12^5z87A0ea;QYPiX6do?jN_tuU+gUcbI1-<p*xu=Gwfy(
zFFUGUx9cYAP;|Z3gpaP|JJdX3hjAYG1U}pD$bYy6KRX@nooOx(MV2)0yfVJ@{9SCt
z{w~lTk(R%o?jcThaS9R?pEnShH5Hku_eO+9e01r$Ih}q#Ns56O;j)k&j=oT^r^o`|
zt8x~&f)(I-G8Ja`!rRAxV1DxyfNX>uT_S_WHBDsnf2NoK>o8d1hv5i8q_Imlo)SVC
zI$vD3x>X07!2gGhBL$JB7H}u13BS^X(E%ceJ1_u8I)#>mGfktRE|?$f*_!Aogi9c)
zg~R-BB5JuSAsVfr1RRb#o?_@Deyov*go4cIAC<k}!bcyz#c%CL5;!-u4uB(LEqN%o
zC{J39R@OAyWAG=_mmtLF-jP_NqYFo*k?dAqIsV6>c*N{g7{sAiv!iQ3!CK58Q}3ah
z^s~l&vER%I*#c-%ZsbloAF+8%vjqFO?8dtx6v>ocr1v`;xeENhV%d~f{*V>^8^<$X
z+J2&1%>YLne35}z&HgzG6#ZqHAdV@mO}7dK%!Hc@1>E^uO_xN<eMo-rgmgNZ4xHaK
zi<+H{sYNyJvL>lc*J(fze#4L}Nz5(Ppaf#FJlE?|-C5A{v$>+WA_K(Cdgd8vvW)5%
zH!1#sF&ZfhmrDi8os(qjnvorcgidgycrnKGeV5)>-^oowHY_IvVD%{i+d&P8J2yoh
zlxq_!2AkS=7{Vv87sM4i(3{{Ctd-?Uaa6j*v<Fxuhnk3^zNXHG?aj={!H`YE{|o)g
zFBHttgc*B>wX-eR(xWhcS>~+%kvs;g99I2-WxQoB7Wro~<{wdLJpNx2Tq|gINuLOb
zk(R@ufb`I_h}?KmTsP=_@j3g^#6$3?m@u2MU6PU@BZZGiQ!qDIS5++Ti#`*~N0O#6
z;rM(89zk-3Z;=_vra+ne$5=$r7>OH(LvWFVYC2cQsVcf!gk-C6q%44Chc5KkjSi`n
zL(td2nQe?q67dj0{=jBu;~nYREkle5@17oqF4|hG+mhS}Jp<ugX1HzzB~L2C+Koo*
zA-D|Q<&3)9{H2=+Aa~2`q8r|lTwX|1Q2k1d+Qp8t>F8EEk|5Lf6_)(+YKHi-e+qi(
z-=KI9h&YRox-FAO<U8?d-<0TsI&h#hl=@A@TBR?VB+A$Dp)lxx2w_@4-u+5Puc^vs
zo^1Bk3CK!;-1TRdC~jr|n990tykc@i8A3JdP;|}L(r1Z?ie94~XxhvfN$mvO1JFv<
z29SeFs@iZbH1tl8#Wa}B+}T2ll-X7pL?ncWUvwECi?fHCh?outvA(-ubr^0X=%N{b
zJtD#XgH*8?GmRZq@E9d1OmiUzHXe6h!G=^Mq{E%&20Q$VidPhyaV!G281>PLFkQDJ
z=O-a2)kXn?$diu(T$q{lRqU-ii5FBD(Dd*4$$~66Adb?B_qj%Y5Mu0Nkb8*oLxlPG
zVz!+JRlODBp1cJulC-*<Oy(6FimO4TRFPA0Ub_9BKv5`U(ce1crMw&A0gZH`NC22O
z*l8u16ygbAurB%%m66@Co3~Hs#ykkol2eYnSqiy~(pl3qFjk)in0!J=IiWpR+ca>=
zL!hk27@)?$ryE_`Gv2+*uJ_T5mgolZSqJB>3T_nVUdj@dz9^Mw3EJ&Y&cesF3gFg=
z1?barP}RTD1YOvm#)i4$4)?HqEb&R^r31`Y+){yTXgVzw7xC_><c_QsFyv|Bc3Y{=
zhE96OYL4?=d{6W+A|JfxB%a4cpy$9dRtH=A%oj9$yPu5J?PH#_3{(c1mSxnW$-UP+
zo0CmgwHFynWO`2K5?!cLjybWwGFMWjOhaUPK!%d1Yxp{{rCm$KiEX2=sRLT-n1X6v
zjP%xh=NU}{Ny?H@8a)ICVrLp}YEZ~8BWbIR=Wjf;D6;(j&`745ZJ&+iZf%m^Pp`~c
zMNE{P!!8D&$}O1I4Npwc_*Rc?HkYX0on<u*&?5iv(ru4o4w}9~Tra~Fw41Jc@PMr+
zZ7>+CiRfn@YJWTu_dT3Sn33GOAT((~qxYiPUoM#s<DFJ+V5jX!2D##N*y1>J96fGA
z=n!_nQN^B1QbN)%;jTn#0W}#+P{Sz4(~bJ@KLBfO1eQID>_K}H4^Skfgy$<1fX}#l
zAFE*iW^Mm~`qhkVQW>cw_{8jcSS>1&MC|2G3~ci*=V1!iJNFjg<C^B+lbvK&1`KfC
zW%HOvb7=8?e)t59pHaxU6^d*k)49m1qNy{Z_%^^eLx-D2xE!m^zI|}U(2V{)E)3YF
zdt^5D^;}e0P1(UA=1|zhyi^TyYrQK%V-wJD5O{pA1D;3^oajW0wW_!D!QZ3vGEfV$
zg9+3%^LT_-C4I5RoNT+6u(zN)Syy-xb5n(F8`h+RLYWeAV~Cc6Wsu!#^*?gHQ`?4^
z+Fr0aI<DHe<h2BU<4CdJeyx<<U<p&X!*5aCI;&To8752%zrlCR#>96NdpjEDERLo}
z)Y%&NI3!X0^0SVgptBZG6hZnr5@!9Y^rRCmg5rIHv4<UJ7t^SXSsQ5{U6v%3Sdw}z
zt}NwzWb=ETZJ3z$hx7dNn(}>^&bdQ6k_}to;L1|uoY#ax{Op8EofMJUhUVNzQjc2(
z<5q>wPxG!Do8TbV^8&P|y7{P=!}q%IrS$mOAJz^3W8KhBLdUOxh8PgTy!Xk*^5VYS
z8DqThyg5IxAbM@#>8AcSa77ttajkR;X6s`eQD<GDq-3$H)j;D%_Ql(_pe<6NUEOss
zRcXRT?w;>H{7D<b^uoL`Qte@n&}7+|(8U9G7A&>*A2A1<z4d=HCw?2nauV^_O`Bjz
zpr}xKKQ3QNHzk1ZHYN80{yfqW)c(mS@nikVXCB=)!~XFjaO0j*R7)^!^uXboS9jQ7
zNIrEmVr>-*pkrwckA1oP{_3l?dWzZIMJ+{S#SVJoDWt{BHRW_=p{j&0k}gUI{87$K
z)pZEFN(4pQq22%}uNYSvl}MfY`?5kmRY|H&!+^fO4?>9v3UHZOSNd8b-Yb?%R*Ky%
zAeq{aYr_+j!2e(7hUsJXZ!a`3EHBc`;qoyCq6^ihKYz)G3W@GQC3Rf^8IzT_r{xgX
zFQhG_o}O+j2D_Q_B(??tN^9s`Jr5je)gUM&XQ|8}Cmi4wP2|t#a3l@n&&mCdfgQ&}
zCAN_;)@4@n>arId=(FYP!W0!#9RjomCaJ3aAHEL)78(YEb--&XHf%wYn!zx6_3kqM
z+CTw~1qe0EpN$K${vDQ9H2C10-JEzuFw#j}j-rni!erPE-MvOB^>?AcA2-DC<r6|w
zEXPuD83xsKfAqnrla&iY{_P@|sqF_HAeMK&MULRnvXa`RA3%Y$WnETdo%b_dvs(o*
z09rh`0*Nc@e${3J3E8#`ZW#@GU<_n`oNYxd#S5E*U?1m5e%kQmH_2(^=n~GJ^YnHI
zxcTg3G2lfV1Q}a%+0N)6$TwA$VIet}V^<Pl(%BwNNsMv%Y?J%df8)fkA7n14@OXo~
z+^?`T1+A0VwMP1=Uu5K71MnodNog<60QlkhZ&=P1E+3yL8lNXWAAOyyLP-aCgeFWZ
zvW5jNyK4Wrn#ZlPPMYJ$Q+AB3YIxti{8kWu3$gZyG(=@8&(RqxRQg2CMUdoq5q_jU
zBh?^z;gWi?t#+L(yvw|LysD2D!)ID#_vbxe^2AvyCFCp3k{8W|?%A-q=m0D)P13+y
z;&uOf)L8>(tf%B&3v;?*I_unbhQZS8MCX^BHOYYcB!(Gk%+a>eN2p9=XNl#czqO_L
zg1j6<(u+-gEI4#bnr<*@H^+B_nXSOC)4O6kgEtIYN$^QF`PPmhHvK1UzObyp;Rcvp
zd$r;KJSq+NiOR4z5*X)*J+*v6&<<UBw@9->QgFxBQt!b@{?y#fbyRy>G8?O;=(xEw
zrx9G<?&O#I)ZlEAtIFZ^Bp8#$$J@Qr3bLpO%Ev|}ls`T&bw>%dlHg!=D%yj_iBIG&
zxs$V3vQlZv<bC6x73BkQ@2?q4t}l(}7ol2T!k-07mJ~kvI0;=1ImOCVm%p2TVy~=5
zB*mZK^NpiuJCx$DRBbg@NC%d(Dp}?PG8pt{Oj5aUmbd3$n>x4G$kRwvFAsHAOwqOF
zBC<na!_j0s7C5uW3+K1>5k!S>Q`zg$4vJ2hPdvOrYq<q8Tm<0jDG{#TS^X21JCZK@
zPr$|WXT>{ivA!wFt!cZ<KZ23%ZF~I9Hr2*so@|fF5ytN;T@a*|bL;YGR&Uu*Aud1J
zn5=`xD_k1u3f9vevLw5n{G*L8L0I>fFF{mWt<+S0!8^A{!9vT6aMa31*H|XDy~9nP
z|FL^yPQx5!as8mr8oXn^;Px#JFg3Q_?uGf!jA>tIYL@vqJ6RcYp13y89x&0+3Fe7>
zUI235lz|f|t-_K>j!%ecN{YCahG}e@IjhIr^4Ges_w2Sh0oc!D$D1nKx4hgx)BoA9
zis2r6)c=pt&W`Eoi!(coQxELAN$TH)+&<&+Xc`FCmGwLH4@SK@6&_^>1q5wGB<vcv
zkN=Hj)qgQcJgUy8F_1VYIeA-MI!k|6KD>Cfr#UcO@+CZrds;tO)JMs53SjV3J<NW$
zfk%{G^ByQMP4aiQ()`b0_8zP89@{W0hy3=IsCkc@C6~H4@3Zygop^jID5VnDS@9rv
zf@myKypy+u5SL*@*-etxU_!{#uCPM*yXQsWrbEcp-;Nk4ndY2j;+>P)PezQ_<)JZf
zZw?N2_ReD&ou3@s5A{rx#S0)=9AOSUerJXsgui>fR!Rt2XPjA%;223BdHnP<)Q0YB
zV}=c>g63WPljfAwDhn@IlYWL}oi^mBI#u5zzk$9&`2Da|7u6X$12?HI<|y9ybKX6Y
zJQXp6Y0$|NLq_045;|OW{yw<C=WL)Z!fKSRD^ZefwExkhEv7Z<y~&6)U0%&@Wt+u*
zS=G2v7XW2K+{Iq{W+P|u+$9ImdiE2TpQH^+Vw4LYS?B!E^($haqrufuM(yy*0gt*Q
zMe+v!{*3#`aiKzOLpispJd_7Pti-vySXLN1#w~AhLMP6m8sW*o4d-fsTkBerZ^Q!$
z#yg6$cDvWe6w9?dJKHpK{D->fg<=<D%!bc%qFGS*Y6a?kuUYOj#@8=s`%ZCK293+^
zLq4aCHFukT95*4&k^k)7xVTrq8SQY}`kyx#_k)h#-%o-VKD#kOoZAdOeemtNeb8^g
z;he&Q4<AFKKSNI87XIlF{LfO1q{ET~n%k38W5|`H;aV(dVTCUj^4u@_{8RLtT7&KY
zT)-|CTMs;=PR4Klf9p1{g79PKuo91r$ouRaXa5s0Q|NQ?60FXJ(+4?gJFubzDNbQM
z9yd>!`b8D8MG_tm8v~wo<b5~EBUB(_^kHe#1TF?DAj*$^tii=(PV`Kphfl!y2$`&{
zfqIa;hpFzUzOb`?ELZnQ{3i}*`jQf2@>>E!o%ov+H0Ey>WL{z$9zIvt-1;eSMG;yq
zL+S0?g5>*~p`yxdmp=ENDW)&JiF=io$7BOa>(n=I1f|hfgS68oBiek(hJ~NtGSSYX
ze%bWgs!Izj$R%#byItI@omcR+amUUMZf=}1vtYmAuNd12_L7RmYS2m3nkD=HWh_N9
zHS-`tv?qcc3)T)h&#iVk$ekx~bZ}AHow+;KP=G*hNUVGybL=cG<_Tt!y&$|90tjA8
z*?kRyGImYiuN*9@tdJu~i-;dq$O18;d7ji07i!mV_pjB|Qr~|Fz3<A&wBtpZD~lnu
zs}=7qz)QR<Zm5ube`3BXS<HjNVMOhFBe}$ksaSFEs)!ln#e8{h)fW<USZ12Vi#%lH
z6x&X<Z^IcLs0*ueq$abRrU0Q(i3{9G&>vGx4a#rx5E{XkQxAj?6!xaf(O#{W7jbhX
zesc-%CSs|5mQ!BI&V%dB0pOOF2n;;}3MHBk3>KU3hyI0Du$E|}Q!O(MCjxSvB8Dll
z-GYCXVXzD^L8cr^0mz{VjC{rg4_z!jO7fS{P=Y$+*C-$8``l1kF{6jT$->aIP}@Aw
zPOz+@;=F*ml2Oqbs>z5Q99{6Gy_oYJuHYMwRQd81ow>P=pF`292E}yRuGHUS`M)AX
z6K&W3D({@BjCya>d#_Uhawkl5_FXfVuBXp1y&el#3OD#g<x?BM{lC_lRsJ5K`SJ?s
zHbXYnR0g9HP#tC@McD0Nf5~~S{SX%1ZL&?!q49pJ!`jkwq1yM~-24-ps0Ow=w$%BK
zot};Lz?P&(G4XP+u6)+O8|w*=RG_7m#?_zq^Z1V2z-DMs4%y2zi=qXgopy@Kq(gc_
zSqiE^jR;evP-6&IYIOOZr|!WN9|3peRSw1#aXrspu5yPw15qM*Lt|W<b>-sLou!|J
z6R|0$YtKx*)<;He><OaT5PM}=IOTNu-P3WSUu4wm`9Q6kz?g~3e17B;3+#IcjHr<|
z48Eg)x|u&sn|UuWJa#a1c(Q#Pomw&*7n4w5l*6SOHG1#SvEsMWrMzmBijmCRa^>@a
zU$1;Q<b8zjzILFO>~rOXk(Wo;d4nEAzf6!PL4_%SnfFRl&3oTZa17!6hKY995aYG0
zQVjn{QJv+1ZSNq>$(eoXUh4nM(+RSie<{*UJ)G6oAF9?pptH6`A9ev~aF8utvj;Kp
z>&#c38sy6gvlH9ho0VfkYx>V${a4;)8(c9NCHiWDSwj;X8v`*=ZBM}NQe{OK7x|-c
zz7RhI$JZ2ef25(bRs<!*3cdG9pTE49YEO7$J$v^CeS5nTJarGCyHq~|pI${_3BIG%
z|Ef8Vtcn_>gDw=x7dwcYTJZ@+r}L53&Cd|LT*6Eh3#o&R3qVMJWZ2LPasYGG81ZJu
zLp3*Dt>u+zEdq>mT&?u|x0?3+-FUn;_ja_F^?}Ftl_Pj8Xih^UFv&Pq*8%(f<ZQi5
z0mKaKwB0Sv05rdHLs$OceGHrmPygbzo%l8+gGo>ITRzyL2O1csD~X^_i9Bz^iZ!@N
z-X75RTvYqd@CKr-_o9znfJ#`lE$l~3;ikzZc1%LwoRGz*PMIGWT|#6BYtt<Bm#H|~
z%Wb;gpjR193O>U~@OH_Cco=jn7o9A0nkOC@ggmb8Pc%Dk2kt#T16tBjg|X1jMz-^b
z1{*%x;g*^>G{&VeI#M<A<JV)9>y#R>@ErNPMd^l+YWqvXLcvmqw}58TT8EP$9Dp_%
z@H20{BO=W5kuF=9Tlc)jDOUzR6DdxQd7;-SN(tEA%YhhCnwN(WXX^ARZa)j3EL~YV
zBRu_lEV=d}ly!&jW%km??Cpx^<K5S3Wx2Fhi@mOkAxTDetQX$BTENMfD)f8TMG+R-
zIdBMIGmBa>EQTYo2R~6AE0i1ixMD10%zNgfCVcDEhB=BqcG1Q9aw@Bhy{gbS8?yUm
z-tG{*J?AAR6zEs?V^C#w>$N~GX>pJ*6;4Qw@{CG8TqKgMdfI>gPy-jkbX?rl3{_*3
zL3ujt{w&2G3~72s$Gw(GMMJ`1TxbS3U;Z1o$jQEI9C8YBT6QZvj_S|B<uqYNN)zG@
z_EJw9xsH`1;~NmNKrF8cnG2G>%|c?mu%@W@89l}Hl=r&U!bh$u=-;CU%urWGd_Tbk
z^%~!XWT)uOe;ak>LT*sUE78-N2O>8X`-((I`uuv@SLxO0l0wuDKKC!TPw-Dg*%zf1
zBKmuD#cEN=Qxxk!0GIHIc^QK>k}GcJx^|euX>V%U2PeI9k7%F6ZccH}8(ZeWRWVRx
z6VWz%zq~fzMk#~DS7v0R&J#tFLSB#bsuGa)#Yzp$%f*mYCxWAD6>_Vebb-XON<#1E
zNm(UsWAB5{Smjw_wuPz(FmJCA;7YLhr@MjI(I2Tt1tG(Pvbz;_u?o;7tetixNpl#D
z9t$cQngvzmr{;7#dXEHi<WnA2#gN#*ke5Do{3>STFpT&yy#D^kydWH7Y{5g`&OUob
zW{lBF7iXFtG%~9P_Tvi(#z9J51isF{`NhtiL_u6&ISc{1_aK6G-VG@;p6;1+XAN*5
zc-S;35<g?W9L2}5-$Nr~bhuK@*srAMLE=VWhs}S9h5;W6XzT*t|7DgV_S1bN3e(DC
zv_QT&J+P#4isF7UQ$3P<Xkf~OvO5WgSHW4c0f$ri!0=+2P^zG(9vEGYSp1lb25ay$
zFwSW_dlfxsuT9#~(vb1slUPSy$PsHJ1ZU$f)8(PP9!_Z!Sypt31rIFTZdkr;z!Qdk
z>90^;4qV(gSBglS5KtEOz;nK1c_6U$H!)1qAN`QH6>wfeu%EF^;SiuYDj5G8YTBg-
ziGzdpGOYfG|FQ_Y#(zlm1lhV5VZ(qB0ERYt7Udak-P#;QJrcMay<2LgpC!qh<i5!|
zmF#nHKjRlq#F1WcK0Cz~j(-CxAlRb^>0eolFut?05FO+AM*h=QUAG3Fil_F4MUvit
zF3K7sJ>Muz=8(xy{cs~aSYgQiuZ3(j+Ev)X*&j=Wy{h)3!xoeIBcTh4gNOGsz#8kt
zc@RvPg5IaUEml5KFYagLurdD3)5l^(gUv`6qeh<dt|aLE_#H@0+qPg&+$*S8;+P$?
zq^L@XA;j}r4RY90+FM~x`Vr}XQnS5q>%T)V2j<=sX;iLRJ6;~kkV_R{8+z4Qwy3Q%
z#rF2!5Yho_cMzrCLaTQW4Dw)BV=l;A<05^BUQIRa<jT_+MXCwC{HLPL?oOdNmmuh_
z!Fo=6s2#?N3;QV;csh+Tuh_}*oFT(}kBL|?oZrAM(l@|OafC(Qsh*-C8i{OnmP>4|
zFs_qRSsU>`b9VJXi_f<Obl_t6FRBO^8vU+{0Tqk~=O8sS($&aUyF!#ap;bB8$RNHe
z_ng_HQ>^}?RI5%c9oT?;2$404Sj#&ny=&D0FnPo5)RInmxN2Lu^L<<0n?6S0Q?{Fp
zHqd2EwY<|0$er4;g8Cn`29g%I?^qAo7cPLJe#U4^XEbY>edQ>TO{QIZE$ZF858_4x
z$rmaU<X`2E@foqK=e-(N{ZVpzoz<HagV^6G1Kbcx!Lks(#V)T;u3bd4nq1!S^{VE<
ztPE|TVg^NR)~O)R!afoop--J!keO57>dJGt+V|)LxxRV^>iHf`O_ubYmt+MT@dhXN
zLc8AcoEq?amlZ)F0v$QD3mqL~TjjpE#G&$6doWISR_2~`J84=%{ZJl2h_{A~|I!l<
z>!PM&t{ccv+m2AxtYF}xoRl|rUaeBOo3*1(4>#fx5&X3P&+omO(Y~@e*k_~l=dS34
z2(*|(^oQ<Wk`J#v%3q{`JCarM$hSi+lzR=LIm@n2gS*@v=@Gv;BVs;}52sM2aGAJA
z{YO=?FYqGI+DD-mx<Y%@JI3D8<XWAIt*l_R65A;g1$Pj8hc<JXPn`NjfEU9#W<6l0
zs$ZRhV6ng=>u8t$BA(r%>IZK2W4<=cS?|CGIO6`JGoS9*2=Tgbm9Eo!Gh`!ymAqrP
zw?VU7uGcSNMJvj;c#+?(3vdcuU>)i-X36G1IH%OaexIo3P795?LBX=Fv*k1*;fcGb
zaKxQ!I<N^gZhaDK11h@t*|h{AcSAn!Vi|NcH}iJXr0@+)?RCPD5N7R=%=SMSQnABI
zpPpB1rybYFN}EnlVOd^BWa>{;KV~ARG148F1}$yU@Tem)7an){V9_Uya1vW)FaW*K
zmTlImz`Nr^u3mzV)C8Tpnf<M5nUTZQRwijCrVr-e%7TZWgX^HEDzr4Yw72+Zzvx4;
zn5@#80LB)vb@NJ%so=2dG5Cuyt#f&v!O(=jUsc#3nYoVbEe$8QvEr>cFU+AL03hn#
zOCl4;#h`m=f;+soct9>R(?fqa9rP~dpDC47_)3V`w|R-K-uHk$s%U}TItkSB?t)t7
zQy5jAjmqJg=jr0N%x3Dm<-e@$N|=2jvtp!wfVN>v$C$D(H>6>F$rrD6*CVc_ZmGa6
zc@v&rbeZ)_cSF1P{@<INHBaVK^oYY?SqOR8dP~%Mj7Y&zGuHugSxAbVsg^bpqZQgX
zp4}Q1cqix;>v-EWgo|b`KYP9aj(^jPBdAAf8!Kn<O~c@Pk_+&xD8xy43@6}trH?eC
ziuduq{osW8y?X6n?>dbp%CF)JbZEBYnNBpjT6)cuA~e=>=rzu|@ErdPTSY%V*GjQS
zt^0E{<BZZahx3`TsIeywm3b;y`c9A1{p_EtM{Co4U-SX`Dghlv_gi1+RfP_;uRdk$
zLIy15JYA_JfCuz07BX#1$GcWqAlI<o@U@ql@qViDaEmQURycAea=`=%>1nN1k_hwZ
z_4*BnBw(o@!@z6wXPqDGzL&xNGY?oR!P1*2UX}LuWtaHG(pn)xTg@Mc^L88aYs+10
zDugK*m4CXCF*7pzbYKMe-3A&e!_)%~bEK5dG<t>+anpW(*ke6^`V1$lup<&96Fyfe
zz;dqCu;Y67oD}9&n67r}gtBF;vq1+em9#6e8hqqM&P9BnIaEbxCqok<LfR^u4el*|
zaGcp<k_w<>Y?v(8#AUqBl%secB9kS{`hzcTfi-zZqS1I(YAFq`DfRgsJn<-vcY@M+
zx)9pyVpMOtL#A}qfDi=Q@k7ih@HHR5E~D#HP~3)8Kz>8J_%<&e9I8uWNR9mHi)=%Q
z>^2GbN6*h5qxH$r^3T}s^Xu<(g5#?1QU34SXW#Gb@7vbzkN4is`(A&ViJiWK{5Q~G
zqB2t`q=(TbD|G89r^j!?427YhsVDMxs{8z~%!W`is!M7dA>|h53B9K**9^`-@@;}I
ze^ber4un`o^k$UnMh;Q@1kd)n;-IUSHaIuKW^Qd}Qfkk*#_~1dp<6pyF5^#L9cD0`
zc=Y2^!i-0OEe<O#L_|`I#UNd;gb1gy`8<E+Ur#(n<eVo{iMNPP;c~{S;a4`Na2w#o
zuj)>x&wQSL!i=77e-TCexv6@AJ&6HjW};(C9d&=fw~HHHef%8AUV!gfI9+7+91Yl;
zOMs8flQ3=2yS|YtEu)HE(tLjVe0uq^mFu=KZttkjV9&e)wTDviFJ;Ue3QUXlz)3g<
zIG=I*_E9w_%DQX{OC9fR3QC8o$s0GJR#V&6$2BBMFbPV>3+yIe8q19TyF1Y9TX)co
zcI-=yG}-7RMPN@Xkzl&39<!L()s$^po7>GkRf~mc!oDqU7jfK8nQ9_!!gg<qI6p`r
zpJ}^sv$fF{{Hcs5i+!Qm_(kf}mQg0_TV7q<p2qUmeb;bpXfHq-sdJ<`&c%PYFxc#Q
z=RiXu$BlNRMw=|vjw&H8iD#uZsdJHlw!{pl`9fnVn#~_$p?03M3G-H-bR{@ljdf?(
zEVQ<P9s<UGyAyF%d0TF6mSC0X5c8<AykLc5de(7qd^4bjK^Hak%BzQMpRuaP$%3U@
ztxOocIkU3+A|I+}c)53?qU!T%v2#9@xw9moxOw(kya+OU*{M7Q=}b_j$S75!7<Pm{
z+t!)@{5m1UpmR&?jv3<K>EXU}<TQ?>dXge;hI?yuI_}bx&s$rE=k533zSx>;B7VnU
zZcoMrULyyM$ODvqa$m(d*Ia5@#D7S+@coVS(x_mH?m00e8X+@O+z?O0lpo3RfCQAY
zv1Qj;Su8AHwL;1oo$y~`q9^~xJjZKM{T~ZGGKp7>B+)v<&a9!;On)yxY<Gz!^4Gfe
zPSChBL>|-&GtZw2UR@N9wPd8yH^I2A|6!rY_=~xroZQHgES4lDQ!bOrLqW*ua->D!
z$K6dZ{I8sJw1@2&N}>^?!f}gO1?vPTj3UYR#rtK@NzK!h1(lk7zguI^p!vGDRVPK-
zf(p9gr7cO4d5kJ-0cJzGAy-~aK%|^Ybh6T8zFMR`Pg%+%<8a12Qq@a$!DsgNH#)#i
zm!V~Awk60pbG}^5iOYY7YdmVacx5gKOP+FmJcY!<Cy^CNmf(enr0m2Ed5YMD4$a!t
zrt*DHi2<Ywnkp-ue;Eo-<PT#^f?-aDMu0q}%0tvacFTidZW~Jy@Ghs9t1Or2H1Q1R
z^y$b#;1JuR<GWj2`>SJv8%^+rMl<&|Yj*JB-;Id<Go>J!^82Rt&|5xAff&uro6Yfy
zG{ABv3D$^)4hrA2kqM*t{c9w~MMpoxRkQ>eYnrz64n7~-Mz_{Y)1HqLQ$8QQWh!#q
zs<@R-coqXKftyq3$Z*58)B%k6OqyDu(UK#XGULNu;XV(96%hot1y5%;QKb%->r`6v
zqYI*8!>v6OhnxWagS{x&?;y<s=9}TqFfrAIK$0s{l=Q)0S7u75FgCwCrP;CrNm_U<
z(TI{Y%i2(930r%b<0YBQ3d;Q~0@^Rj=BqIEB+k+<N&A8#!tB(O&i?J$mE+;W9?jhG
zk?T@JqvPXDu4C(1H;4C;+{Vw3nXp7hkO{V=&GdSYEvK#RKS^9D`LT1AXPyqunnc0F
zJ3l17Zp8QRm&-DAb>N5EQ~UPZrmA)<JAkmy`0r0S1ll738(ZV+ooX;BYu!#Cx8ImX
z%R~;c>p5*iENobFwjD)6clvis&IMH34j|*AsDjXNd7&)phz-0!$eOL`VQKt{W!1u9
zqY=t=?rBB21{yIz;2aHNZSUQ*(tEyA=;5$?TJ}6XwEmQKZC*>Ksc+f-r!qRkS{>Nv
z{PA5j99F)pkB4lnZpGlK(d1aR&+#fhcI9^wB+Pjnlq0m6VMsvy<NgBSzO5A&9`n*!
z`L#7}g_q^si6uj3+<1$Fn9<c!WY(e6bl=+`*t@Zi?%LJ0MKs!kY<bkbS}K~F9sex5
zAG2g2q1?LFo9zY(u!710ryPraWUrskKk<<}(d{Ux`xZs14bgsx{)9#MCD_<JI+zUC
z18XZJ-t5WS>t(#9f86HLn_#$Fu#}1pXMscb2l7kCYI+77Jawfw4Mr-%>aevd&>N^}
z&`%GVqr^L``oy!gVz7emBV)oy_kB3xiw?6!IO78)grvKT#K5wMf97GxZ$#;yq_=pV
zm+oBO3pl~7o{m#Ubx;YT3DzPL`v$;<;P_*&_tKTZ{sR7*9%61=wYRYM=0IK)Yv!on
z)G6fP;L@@s3E?9DXh}0rMg4#%Mql~<;CiU>e!u>Hy7tW#wSE469sPc{{eErj{m%9M
zj{W`^{r=GVNImDD>HU1?|H|$CJpO)J|9&~<d{@!_`iuqsWGdh%e;AGWQlBHBc{39B
zy*P;lWd?2p+))aUgO3#ht)dd<g8WhT%Yu$m0luRa(iQc}A*>}nPzmaah*LxQpOUdk
zfO|4wE%JfNKq|r=wV*E9SS8s1DGBJBh*QJ5qZZaRrY$F|Wj;^|`F|y7W0fH8DulJr
z2P*xBcy|>7y8pL?`amVPt0GPf?XE&dSLFlZ=P_0Z?XE&pi+!LH*kuu?26tB>sLMK5
z8G;5eRte$0L|Dsppc2}37N_>}B4J(Uu}XONrFs`|_a&lQh=V1+F6=lp&^rqOUAVDI
zV0Tu+S_oCqpFnLig^<f)2vsro>IA%XLLU0j4}H|9{?7BDG{uld8N~xeHSx&&_a!c%
zW#MK*pmH;^VDp=P4y~@6aAmIdLz{jst}|<JC+rd{Hhpc1sxB>4_RkTUaD*bpW^hRJ
zjC-W!ui*9xsGk8Gk{v#RSy7K-_*-yht~g1Xem?sNmk?1n;HIX}*;!R#iAA4kW}G89
zCN}JZn{i^Dz^@RW+i;YwFgcrkiHT_T2^anm9FpXMqFJPsdBk!F26KoM<7{Sg6Xbog
zLy`@M*n6Z{P;ftJK_MKHB|^ekq?Y+aa&nkbEczR6lH9%n_O3sXJpr!V?VCU#A7WXg
z@A)Kh%q^&Uq#8(g_6e}zF&vUDBH~%3js+xg38H_ID8|b$!xA@m0Uowx*SJ4u7@+nE
zI7)<a3DHbHT~GZ~{xOFgl4NFs*dtxV0kywl;oS4*SS?fJeQ?SaOaQfSP{dFjlB~$$
zLZm2HxD&`K;_CP*Z0_Vfv=QjlqQ8QO>a@L{DRtfG_ICvxh`#E=v2$Q1l*>txgbhnn
zmd5;P_CY}?_v8U;e+|*p`Tg&wndjF9L{`>+^~4xR6y-uxLI@UJ`5>;K^U-RZI0BRp
zKQ(MfNEB3S$Ve3OI7b#$T{v^sX^%hR;r_hx8Xm<X-hcz3)EM#;&M2*Y0$HqP&iQ${
zwr;|4aHd0JE10V6`t*&DFV6Y-Jj-puVY-4|W$R^g1ry7K*zGr6|MV@w2A>Zr_GcfF
zQ1=JypA!86PxODl-IxEs3+*4!p#29_F!c|!%91cv1Q%o4i+*j#iL*H{58wK{{>c|;
z`~B(r_4)lZx=oKb`F#`)`UaBMyV1YFz6!NlD-Y}$znT>5ibcl8F>$&XbfYZYE&HqA
zWleMReo{otJl1**?cjLz9U>n`%DpqaUr9+<YD5MIwxa8hnS<qoHe{U9R>g7~R}@p(
zr`79j-D_0S-4xxqskzKZPs+^eHz8yLq~3i~T<V0sHxdPgW`TB0v)=-}9@Kdd&YTX-
zs!*hA=f0o9ZdH9)&+^n-u?oB$dj&`f2gVAt{(U9y>Zn&5tDX`jw|3UA*^R=JwW&Sm
z7{{EDN7-RG*%)N390b*Z(@puoc#A@Z0d5vJ$ZR5wV0I#2zcrb#HhnajGxISQ5PkTc
z<Q>#YXrY5X+j8pFVMxCZ-G4P^HW1!>Ag|Xz`D&bWlarub&n&ArDD4_EGFP97urbd=
z2`VyXSmV+V*6|vp$tM4e+66Ch<m-ka!4|N!7VUzUvnF>#ESAUfMvd~Qh8xH<<t*I`
z1nz3=GxN<WF`6C?4b9=MM=5N1Zn4l^jv{qyM#T}hbaf-hdHF<F-Co1)Q~bwcQVOcx
zl3t2~%-gg7*BDsw<pO56uhfbSWn3eQ%IgW3Nh*hcP7If0d;Ew9-28@~Uuy!h^W#Ky
z|KA~F=JigXy2(C4)Aa7@8)WW~_#iP3N4R0-l0M0E6}4R{Ken{S(&cQ8+><#hTl@w+
ztm9pwTDsz&C#xV66iLYGHJdX5Q@gvu&ur0y!q%Mq<tf!4w;-!VX`&9+S+?LC5k5_t
zHPnR0oIPiSq36{?<kk4gzs1NuG*<pxkinC=2$kF|jI9vdEflQ;6>Iv(Q?<EqC@!rl
zv)i~{D}13n9m!;7m4+lq>ay49%&aV$3zv&0qKjAcU8iY=Aj}qG`fVk1P<Y-7I=CqO
zr<L>d;?V~2)r$0*@XpT4wUx76SLl8IPdn=&hxTV62;^!VP-!H;9a*Ivv&(xj66>!v
z4tKHaF>u>9g*Vv6LJJ9dr%W|Zvvec-?m&39`E5986`qXRJj2}gA(G+m2KU-(Z#iKr
zkM-<4o1}w)$r28!#;eJ+Q}mNYLmJmiF-4vRm>jAFrpAxFbd~}|#`wLCrtLG@Sk~_;
zqCo`6`00Z`P}sS3oKze!WG@}@ZY`bZS+t=S`i-1agef1tAnRn(x-l6!5KB1)Ua*D*
zCy#_t8X<<Y_u{*{L;J_2PW{_=g*IrnSqU;Kn$PGJo+OTXhsUKPV<6%c6@#XJX%x1+
z+q(l9I{t8H*=eM#fU6a$EdZBsK7KUT?QB0l(5Q&(*6_IZZ$kb*4-3Z^U@lW8OcDHF
zvPiGMA`h%uujbIs$7ei<JR-<#s7HV1F&$X9FSVBn_edJJS~79LAt=xS8rH&cRJgBI
zG5%<$kLO?pF-<k8IAMTQ%(w`c{N=2amYhV5t}Ovf_)hu6?{rG`WL~b*3Eq<Y#C)@s
zQ<Zw|6Hx_r{kb6^au(sWzR8mn_2g2S6~z`G(R~n~*cG2Lpan^>La0Iiu4auVK{%m9
z$AnBKK_(4OoGZ$F5X%8(RVu1l8$3xAC(&6K4vS8ZXcDUYZb7rtA>AoK<-zvO$XQ<h
zX~EA9qMNJDyG0p<AFJ<vjl#|x)GC&~f3tnQ<gyx$if-B8u{KK3I7q{h=+SI#ti)sy
zcy5vUbN5`R7b3nM5Z|v#9;kh_m&iZdFR3JW<0Aej0il(yoJXH3pWx=CF4*3Wk69!o
zB{OqSpdQ|jkx-ds6MI>k@trnZEQlz=7+D$Jqz0a5qnvs_DopCEF{&M<6GqDxzcx|#
z9yawP_mc~9uSkE(QK&++s4v$!7PB@fDl>{wI6stEfTTX+hN>k*^&q&Ge)qS;i-`0q
zQ8iwvQ?lrb^1JT;0>MB&zt=yPpE-IhRhyHQvZoCqB~7q~ViPIQOv%@vIC?l~Zg<WK
z;At!5L7O(X^q<ZpLq>%2nALJ9@+ASz!wzt2=*xArxuVGul6_VkqN^<~9b1izqDJ!1
z9Qf<eCNkJ;lqh;I*(lyi{*i;i!?DxZWMh(e4VMjAzCO{$UGbXA86XysG+;z5Atiip
z^?8PHzC{5C9SwUUrJhw&_(ZN^LkF^|@QEgoH7NM3qajx$v^~?%CO@A+q?9|<D|U&A
zR9NES;bib|(%kN-br#`p5UGM7*hEt5M6t4ixil0yO(kU_U)aGJ+FlaNYo6w7aaONl
z5;NCb!swTphuJ}+<ev>kzwXpML{gzJ=3~;<Ol8<aDo$f}5qUT^n?myjC$)`M=?)@A
zO49EvA}hJZy5X`YY@Xq!0f+W^v5#a?JMC~>?ZWl>R;+=18Uwdu$s!~Vo0C=Wd--=Z
zk<I30rHF||r0BXwa}X)&dv@IJQe2#@)^?YooU9HaRU>zBlAlB~)Ie!qkdalL_{|}J
zgzKITl~hum%|JutC>hK`QyQy-M#=kct~Q$8L1Z!cm^A)g9E=oGjelno>DlaJb5gt(
zxi~mk6d=}fASnsAS|OWAXTlJY60(U7A~h^QzcWi=IGNe<p%I4EfJ$0cFX)jSS6fWP
zlsrT_I9Vz9WD%(kNOBM<nK;SC$>!l?w6;4ZmE;bc{Lost<~frS#{{dyRF|IckregS
zVcTd6T8C<ph{SF>BqL)T!0Jn-F*<0JaIA~S;vtgiQVmO1TO4Qm)?9`9_wP(1$&xlV
zo0KGjlUY69)j^~P$=p2$GE6@{^ja`(1w4<EJYf<jcG}^vyfT9i7+0FE3p5VJ{dqV{
zLrq3?aL?vl;iNz8su0L|+nOno`{#H8Df()$uZ(W(uDBh_=nev<BZtG<BHw5?ojrYG
zTp`Dv_#C>!*Q1U-&n?aqyb8-hMmxi|SepSQhdh)Vnw&jCyE=%ZQ&^0Wc?r;DhtSR{
zv^|<Fnf~TxGiDp+q(-lDa}X(-ZFO+6kgw-3@|-jIqbklURcDXw$Iar7Dy}NIOwj_%
zM^Q)@GgKXoA`LS@Q&d+EJ|c(B$wH~G7Lnqk7<Rd#w42DT@N1snn--DT+U_hF3&n19
zR))fexH1;lkg^mB!p8~*IECEqVMjK_6PSvt{cNEuo@x<EsW#ZTr_$NcGH$3w=1Mgr
z)DV+MauXPw)JAEo+QBZ>$XtOW4jNk9P2hG0Cq+C*J8wKTE%kC$QBk$UVd*}6CL)%T
zQej%UT}&*#Jy*d+p(nAJA}BIW7xbH{2(rsy<>Hj$5kZB_6qAz#k7p1m3P!Pu=86{0
z<?PBVEgnuD)^=y{r4+kpu1L{bc7YBgiey{G<B^CAMk1ezAUl*jG)K-Sf)eBB8AK9(
zo}o`leA9jwqjuBIt|Ir69Yhkwr@=|h;jzICqM{iTS4t$`ZnJ)Tn4BzHnmueHC7R^B
z-Gq#p3{IxZppWo&OBq+P>(Y`GrWIHHIC)73U=QE!2?B}}`9zr8HD9HxTf=oGYq2?5
z7|IkUSV&;C^kx&O)`Lp~ahkBn$!cwPl5lqEwq`DAb*XyvNphT-5r#f7zCn4WI6fWa
zeShk291^lI3@W}dl=oUO57qLsGrLky3F)zJs)I&uJ7Ktfnk4%;vVFvl>jE@r!`|jd
zCA$V2MdC%fW;aUFF8|DeA=4b4;b@~RCiN#O28Pl3giL|3K%dYh7#AoVb_Yax)yiSF
zQdhW~=IE`MR!9-=3YqCnl9PiQ<;BGPfd=Fx!ZB7k@!>zgoQMzbJGvRmkY5D{{5P{;
zh@m+A=OukW2Q2i_m|uDL=sUt@l{Dm+k&T$lS!l>FEooi<GFO|v{b?So_~lR67KU%X
znjATN@Ft%i78tJO6HNlc&wN6SKscRG$PbLClO3XPDVMjY)<mT4Xr|m(C=TxmndwfF
zlcTY<BIDQ-D-k{TiLl4kzCq`~M6|ZMCp1few@sJbnxDMZ{O2Wo$j4RYk@bq<5|qBN
zTP2?wi~&-+IZI_)$~O_f3s4NE^-q%#<J+I+7WQv{n#ZyDFhM?%A27zrCj<k=Z283J
zz$i4IKp7Z@COb5yCt!zlqS6YSVd08C04&@~WVSnL{zPDbG&?3<;eLXf3dh(yHmEiR
z6|rpY%0w8#aXp37iN#M~EdDbSKOiy}0{Ng~bi4)XXSYlm@~dFy;xK2SA-~Eu-D0jb
z#;-Dmz8$~*iZ^k5{R_?4eIOd2KnWNZ<P)&~L!AVN5K{D(Ph1HM-@>37=G?~$aAA#B
z9N_9`uAtx<HNIFSbKXn#CuoU<!{V4ate`D^I_$v<(#o4%k15+zk2iz+20O=Cq66)F
zAtZ+vgyfw8Ge4>&%Ilw)`dGfo3u3U=7C!#OI!f{ZLnIG}B&qbX5Ff*LM9<V^gO-31
zNf-&joI9_u4d&>y;wPA+A3z4C$SRv+Vq7)<S=Eby0D^}lVN-gIu??DM>SHYdH~Z3z
zwHDhP-PfXM{~~SsZ6VuX87^ddrVcBhftwD;;DsOU1wZ(#c&Fx{dD-!5=1&j`1F|Be
z7yEKSb~p)n4qk;Q^EG}m+2%QkUtLbTuy3M#E~5CVtdqx8D~039;X2Y<_~ej;p>0Z!
zae06AC|IGcHPGhhvQ#6RgY#M!>|P}E-AnanO*^LAHFaBS`n`0x2Imc0fI){x{**U^
z^9EYs;SA=RgVC&X^&ZVaX^i;=jnBa=iOj|P%|x50B7ZZ{CaKL=Je+!TXa{4h)wD)S
zO06R_p+)OlP-_x$d=wN1SM_*ysR!Ys#x}U>sdMQsRvD|~g^S-ywT<F)Rw1L8jxt`*
z!3>E`hI~}PTl{bcl?PJ6FF!--8>*iP-4;WR7w3sb2RHYQoqjMk_^a!MH|VQn#!N_G
ze{)Rsc&cZU!}qEM!O5ZMFE!4NmqMzxxuVpZx_ngB23PrXc2UwkicEv6pg5N|t7OJ|
z$^NKSHma}7^HMzCL;6!Yyyf%l1&N$t5}myIs1RRC<au!R#!8}ti)|hJg2cKdk>;sJ
z@mT)=A@I^@8-NRmJD2eMsFB_;HKEBN>$J=@IrQMQa@Vo?verpjQ^)#ICmLKu!O`PP
zU7Sn~bwbKy?;1wmDw*+KvOg+tt(s!bB`j+NvY(FPm^ywhZno&Kjq7EJ=@lKxrXzn;
z!aE6x4$%|84_=jg-m?5H_B&ag#@9a)7t%LJ!dyjauHwh!c@Ni8GwX6LMTjOR!&(h!
z1r0xHA%m;hH9EpAT6`KER=8Gz#@t@4G1w-%Q2nei#Wb^fJ35J|ej4nTQaRz!O@fvm
zdv_zhpdi~69FJOVCv$CT`?sNMAe&A2Z@xP=`@aQYI1TPg<onS{b@w^?ZF2QP3vtts
z{9E3X-C@3VvlqHLj6F@;)%WVSmRj_g99p>6u_lK&(L&ZZJOZMwrGDn<vew+0qw`w)
z=3Zrvj+0zB<(o!Ds%Pr9man?$@C?qI!dQ!rW=~z-49=S>Vrz-V8&-$I&%LXx*h}@R
znRmixo}Bbe*v<V(U&S4>Eak6%BL3h)CoR59j*wqj&`umDMxCO`bKlaY9u1d$#^E^y
zaV?B9M~AgS%^ZEKrDE<?W=Dr*MP5AKknNf}t;L>RI$VQ~O&RIKz@|Ud>Ma9y$g=Qe
z@Ubb!eK>pg&IL?jTq~7-`DyHLXzVXGXzZM$^9ZGHk&;Qg(Ii5_RBaip^>m(+A1x7d
zL|WFOM+YIAX6o1<O^FVU>((E2TIT4wR!sR9X-7jAvK=`xYxSaI>amtO`sr{CuA3rC
zOb4G8?+RUm>!#w=SYjS;Se?fUhU8rd(zU-|lN=@&zh*g1QoqJN?lpTlX(z{uwKupU
zx}6pmmOZt05_iOzwWYTsdr(_zXO9(egw5lD``Ef(2!+*h2siCET(Sp_rJR|}gL|_i
zM^EDDkj08o<OubYXYj_X4;U{Z0NPp9hh0(5cW|(OKiU09i>uL5ISWt*=Sn0;BhKil
zq|(uzDiAHGaJ-9>16zFUKh8Rt!C+#^?n79f9eZ}{q8afHRK4=uZuz9iB91FBwp;Tg
zb81<;uMNq05(>U&RS%b0<UR5_mV(%5WzTtWwwhQjHp8rGS7(;(RDDe6{Pg7yijJZ6
z;V$0n(kTfCSGp#<H&J;u3*F6l?t5-{M%l|}N0iNsr#u<#{!C^Us#1$*!hB8$g_L%U
zD$lM_JE)>`&Y01R+9Nq9&xEIFW+!a2dsUSj9WxdpF~S*(ro-9IOv^gfxR2pT>*#J=
z9nX|J=9=6#4VS^mKiK1{mBF5jEorj+VqQC#zpSp?<$Ha7pt7|SyFsh|)7On~ugjrY
z#rQmr|G!MEV{Ps#FJ2L0Pb_1T8Kw#k^~%bSK9-YXDOcvi>&f8>^NR`10-N7iR{m=z
z*0JU`#D`dj9<jg*o>#Mp_F>c#FTZB9oAyJq$$z<G<5<u=wE5T54)3Hjx<`f=$Hbhq
z<hYzE?^wsVR`KF+0OhpE7w_2U0<EIXCfxv6ZhBBnz{P4!r`g=*gFJpiOjH}yrfSgC
zk&5QNqzkHavl(@I$ZCKokQ(ncH(g6G94bclKdw6Vc}O>)TnBeNM0<a@FH_ve{mrMt
z>GCgAl5ge<{!6drcPTi&eeNXTsPDh6Wl?6FIc|1xhqq~QTs0o^Uc~YJVC<SQTIW~m
z@JuP6UOe)#zYq&aw$g_VT*$5q*a}nS)MM8*vg-~sqjt_L&0~9>4UI<{ct+u8^U!#n
z-jSe}L6Buj^^jPJM8nA-BvzMsd^#BtbTVjf)>1rPh7);YB<y8S2Uu}=8BS+Sf?fvo
zMQ2m*R2PR07f=M*!cntfPrPcAG&=tm=le#e?Jw6jjpH@Vrwooz24_E&S`V7+B+2m5
zx1vw!i^(C~%PBWT!d|AVFSG-f`Z*SFl(u$oBn?;-Kb#iB_8$EfrOgA!dm?64Zf>+c
zDP@_@I4CmovGu!tFsHp!TwjiMB7R&xZQOUwiF3peG@Zwh`&`Af<UsvwT7v9?Za>k6
zN5J76ZMxW9ZOtkC72qqPowagwIKMN6D+7E*v<+5{j+ZW<@Z}@GSEQ=@Bzq<#K0+yy
zmKm#KMhdhYSYObc@dVoP2|6>5hG*0oj^tVOxiJS;7-U}#*S@rKLSv_e#G~0WrcP|c
zs$tfC^DdD7vq?Z7ST|HNb-22Eoa$yDc(b*@w7Gl^CjfsRc(=8$aC2empTeS#h^Lgi
zP?xYsXX}bS0-jP*kA|xuPNVI?JDzmmzU?U|0;aL!if!$vQ*3SpEiFMa2li|H{!ByQ
z_2h|sm(@vOrXZ{?2or}gtxf}5w>X8)8NurCjn{%PUlvHEDGxNIT)&)#Eq2H|cLX@0
z1c0-v@ees(jst4nn(CAs&q1R0TStOEm84aAj>^m=nL4)5;CM4{d$pN~49<g<n*G93
zSv;h_yuM7o)7>@gs{@c|MMr?=K1mWlPG)C_RBkiT%&F<?tfn_;J%x6A5$dmgBzUl+
z<WJ^gc8W<NPs~;*W1ZEKX<@zpmaV3VgpRNt`;Sz4HAjb4>oZ3mt43!%3GIy;Qxv4B
zIi}7p?3mo!#*X<eo6D-Ko1^oph?}F+s==D0<EovS0`t#Ba=r<^xB<l+xI!y*i6_~k
zY_#R?qw_`){ysWxR6Wxt6y07fKMslMP=D0enuVP+>*klQDn8kLE$Z0dwqs<BY6s1i
zk&b0$$Fi~?Tste=mPcU8*?oa^Q|p@ox8_QzreML5py#Qiv3e$rqHG!L0p<}iyC%EO
z!7WI7ceg~iu*`goOYM2}jqaW^b~RS~<*R&hv~Nf+x;JRyXt%Mc+LK?_vXWz2$=~+j
z860;*R61a6A5PQgbl1KB-EZ05@#m5X(S<x<&#TIP%dS1Ejy<dX`X@01J>^ddgwpLk
zP3g%nYhBH;t``+!>JKU51xjfvt|A1o@FEN_lr?N%h*}xyDm!dmR0}n*f@cS&U*VVU
zQE(KJweqS&t$V>u#K%-UtLl#XvQ)g;9eou2B5k`$%&u<L>IZqyDa!a1iRO5`DBAMC
zwrkClrwN1BOnI6xJaS>YV?9Rjn&|TDO<I$;35*S4C5UL(srGd;_RL$Bv5tf7xUT&L
z?sa*CsJ*1z*r|B=$uR37I2;eb;qPy^<W)LOjh2F@u&v0SofRwYcr8z*qbY)xa(bGr
z<OS*KMM2_c3x!PxY>-=)!*p>!XIc~3ObXKX()S$!<X^`z^gJHL1116SMLE5WW(?ct
zYcbS|yS?Ov&l=%1$PSZZU6<X3GQNP<*IO`5TS~$>!(&Qihs~h}#?iHN>5c2?2f7rI
zA8B{JXTR49@pd&qF?_h?9&MILgw%lhLLD!V`n49=)1l*$oar6w2$_YY^4zWo`g3gs
zX0?L%Pn?!|HqW~<+bsX`DdHa;MRANTIeK}n=f#mg_rWtC!a(d>0R7pqx8l5QvDiMU
z;ve&HqY9W3ti|P@4I(xIpR#8Mj00vR%~Ph-(hEQo<)7`k(m+spgXUm^MurDyq%B38
zLyETaqVZolUNqj&qH#|%AFZDEwC8zdPnt~zmejmAIrqQbWXb<}lh<w^_cMdIW$_*C
zvagbr!I-tt-BVB5!5o|(nZx+%S?%01422d=Y;YuKooO&jHsmg2@?7eGA5~zpl3W>p
zXA)-Y7Kf>t1gp8){WN$ofATRLJU%N)T7<~~SrIg%2j=07V7DV1Ts|}P>wpJJ(TbAi
ztMN?TXh*U>duHMen1>RzKYH>w-_Fc8bG7+I7N{AfDroF1d%hY^B>URnjB;AyM}%}o
z<GCYw;Dwyv9mcNZtb)z+)e}dqR)c+k?grkqtoXBz2IA5@j|W?c4%+V1F5*fnG!9lS
zbz)B@g5qP?GZ!(gJnPFV716i6xNGS2DEFQp$67(rM#_%dxLh~TL*~k&Z>T4!Q0qxP
z8!7K%q20_ZE2*!nwPK<D1&W|{E-lH-Z2E|tx|1>Yjn$t%{qFGTt4V1`_!R9lSO2w-
z$rHnljh<vfBA#imhPDtTLCMiqyyx#N({@Tju}YA#+K`Sc`*@bTnM)qQetN`T<9P(m
z$!dWrh?sB=hnd{vkX&lRSRbJ8$7XyFA8b}r*LU>mYN|Ugv?z91dR4maP1Q-mn;gKo
zCEh#+yWUOSsB*-2)$`6UpQDkUMkH-K1nvD>9bKy>fLmP+vD2HWm5%y`4#(iQ4tDoK
z&WD3}>CND{4*s=4?WI4pi2FusW@C8MQuzpPXbf9mVfttbP7+&v)5p2JXu2_{b~n9f
zcH@l{7E$wNtkqLwsgHWmuP>YMGtaTVyn|Wlz8Y*zt+uqIgU~wmmv=DB(^rGtot@I~
zcV9~5P0Og`<zRPXnDB0_L4=lGylFM;c)Qocium%Hydc?fUn&;2I3?LzyVn;9dMDt#
zl6+P(EQ9cuvkOx;oV7$XLdYM9Z-m2DMU~wX9<HjJvyY#1!c<*lmZ!(mJ7I|~^Ts`4
zbd^}fY-90A*1jWdqJ#6{*~1eP)ctu!a^XVjcriG=8SL=<sQan8&hcq|M0nR^!f<%3
z;Pc`dm^(fA(aL-9!;kmyJzTu;vUE3{4#064>&Q;%;rpYogVLeyDKJ&1`EgZbZ1)c>
z9(V8=0Ckg@{NHx;u97Sg4|b>`N0b*6_cuf&|6oU(3C)3Uq#}kFgR^GTv=@C;U4zRq
z*vb@&cD|gF8eb%W<P_~BYjff+q(+bS<cafZ<j6)16`sb!k$x4z3sOUPLu&{xh`pya
zlEsoESxoa*9j^SGqQ9xDXX-EHx_Ik2gwF%(zT#e5lm8&(WY>l))Y^krYVFZKHZ8i&
zm~ZOOHCk-rI-OrWLn#%D+J$T771xT*hxlUZ^{6{iNk5ke2j^%}{p7G+FtbkC-cW0M
zecw&JY+tkEzsD=0i#htiwjAvfkzVjYzwZH>eX`j7W;h60*p^?2%vUS4H*dX7c1m)y
z#{M|)Uq#Bl?6vr~^3l!O@&dEurJVYW7tHs9hF6bK@C#x8@lAf^<kw%IaV@+1O5=KW
z%sg7mt<L%mfk&VHkka1s<x`c5Tdh|zTxz|;0C`$!Z%jaI6E4XVJ%j!#i}qno{dI<N
zmb@U3nYKU~IFg0moRoaLdQR&rA=6(;(ERGIk5{im`JQw8eQ?_3HR9yKY-1HK3CAA1
z9mPpZ!&bS*24c&Se%+qBzd0khKE;~TC~_o2Er->{#>!i8uD`(GDKD;AdVzeUm*CAs
zciF1R4{P@6zlwjI|BBDOA)Qw}yuG-94!4kJ>L<B&$&+q_OI#FpUk}H`Pg;}z;me+i
z?wsB~efx=@wAy*L=^<E6T7z5XcscPa#p~tc`vSsnc@65zt#dyHuEF7rlJhDWp!qJg
z2-Z|CN7Ao?$(WCwq-_pQi{vG3({QMz?<EF1+h}(^9;2c|IEAzp;22B|k9sI;zk+7B
z*y@QU26_6iODM~HF*Oa|<%`~yus%m6*C^K}9X7~B5>y^Xzl$}Mzr6r-y>Q#07hbEz
z9j9M%cg@RM{IG}l0dWV@{`(8$K3<QxS80o&^r#5P!8Mot8YfK`Xv2=@j2Dn+n$~=Q
zj^U}>3&6g#fZ7>b)ZEB^512Xw$@X{yJeRuXE?<Ci)~Mz>Ma@=m(~GVlT1o4`UeT^g
z;{_C%t9QvthUFznwzEu0bwDc!zf!R?@9l}dkm_m(<Dj%2(cR8Vd750Vx8bKWzS({U
z0?_!F*x3FO9f+cFllzA^wc528o~gf(>pKFD19-exSRAiNy;ko#1ogsIi5_A-gX622
zKex<>_vo2gVGQdLU5Hr2jHPQYrD4Ct$2!)_G|$9~{I+La1-M6ow<jS!0L(4b@3AL!
z%Jz!d`i9!}0&T*s)?7BPy?P^?ABohv#nmsRizg5B$>A5uLVdxt>hEd!Zh_6O2RH^7
zbK)Pz-3+AvOI?bO3m@IAebe^tm6ZCe*UR^MhF339@QYyY@%52=t5N@TWoyARex+=^
zI%Yl%CXN><#qpJS<hbQ8CVpz?UM<d}$U97qr)~De=<~FdG|yBSf2j#u#&5JZet|sD
zOxKn|Y1_fk2Tr-+i%1so_zER!6(2moY0VvIE9SL9XZ#M%{newoqDaFtYCvPJz`W_%
zAU*ofW<4;vn&}^H^;++#BO^iKeC>`!*^e>(KtDFT=Hm^XaY`QNc1p?R<aD{s9Kt*)
zI(0BT#VZtPd(o%L&SB^ll<;F+!Q%){4m?Z=fH?|yB!eUPx^8u|L{+@19>BgnUJMqL
z(a;@<*0wiLNp&P^Xf2}Mr^GSw7gD1K72QFpGSyMaJU)u@3?*XtDfJY1c0atz0s-vt
z241`L%lG-%J!e(%QEh4+Q-2}X#aPDyd>&S>2=J2n;t<4cdz2Pp?ZFGN4lmf}mia)8
zJyS36TYb1JkYIWPmo^D@*!)<>x|wEAyztC1^K#A|t=Cq}G8;`<n+NTvevO%??Pwh+
zwMy*;LjBiGExUJ7?Yf?xi5Dd9)cx?<zAbjJVfnr%<>JX<_iN!GB)u4`yYXs)>4hHP
z7#z&8KaRWY4g6QS6dxBpdS7Et&&U3IQtEeJFW>7KUcE%YFM_?t*Gq19cy2t(*0Q^=
zl&x3C%%{P)I%d64W1kY*d$>IM@k2Xz65&$h9VW-qHuG**aLBIUIa8tkrFQPafO0+u
z9`pG)-Wag;#dD{PDoVE9SDUUTc54sA=y<dY@wNopgMmDD*padn9<3N4rP1HwL0XPh
zPh#w_JJm)l*m4xbYoVN{27BrLn(V0+y4T^#mKK(#+f|@gy91789UFZVglfYBNbOp(
zk>6x+dEWOOO1udMB_FpTBIAQl=N9DbYG64|up@%*O8d8PEZn!8!XjaU<CW|2JFVXb
zAN~WA6bs*l7a06>JlSCamTO9?LySt<Me2wDQbZFq^m%qoDvq_es^bV{66ynYugvQS
zwz{B7^_Zh@N=Mgd>iBvtlB3G0C<2_Pb)OJow}4A}h#XexQ%pHQ>!J%{&W~BwJ@cJy
zRJ`*wS8I_IB{4RLEf)psGdM~D74+AGt5{!ry?Vs$DE<jYaiI>j7YsVu3l7ET7eS6P
zJO=N?gCD9~b%d^XPOFSR`f(2#m(e>oE6THHaCkHL3FdAXUJd{XCDl>+99Qg5HxFEO
zOLo?84lgJ@f*YKE;c4{1z8%$1>L;8hruCZIN9;YdWqUhNJ(O9V_L91>HYB@e>M!K_
zj)CJ4#up1)uDFxd@Z!umI$P%WV(?0>W9rXMi@potn!1>P{!g|gGdQ)d%`W`^Y)s(g
znmzNvGza|M5jGtXEUww$iQ%xQesb7THmg&XH`F?iDc?;U|9nvGy`kmJTY0$P1%fSm
zmbdzN@veAE<)18mp)?#X*cM)h%vUQs$_s_SF*sObe;jxl_U&KlT0F0ObhFk|*8ZDv
z>Nj36-wPUEJx0MVg#E`i_?44ie}Tpoj^ER`-W@ZK7IUk!zC+;AXFsI0_k8(O<>XfD
z7cx9*y~hA~SZZ%fK>O+O94yCWd12A!7Z%d1Y4Zy+t-Z0p-<*`9U~8`DG`|uu^_2vT
zukLz#^GfJo8;MM3Zm*sn8;I<wU-%EmVWZ$IFKm9Z>4%L(c4%A2{7R@LzX9bEYWif^
zU}Q)9og3pa`qT?iUVDP#U*%$2b=C3$p~vAmc{laKJQq|@TDkX^P8~N5#tnd@H&Xr0
zYjHR*ZWb)07n=TfyWeg};~SmcT!8jwaCqao3~xNL4^F>$6JIF)CBAq+J%csoXb1fC
zjC#DCo<dQ@1$6}LOH6+ZZfLm=f@^<q8#rTGx})+-+dp~`WJdMxL5btV)XycF89!QQ
z;mE@*nxf{=>f|X&o{*k4unV3LW$M}A6EAgF$GKErOquG7%j3bf4DHR}@#wo7T~s)>
zAv|`$yS(khUqXQxzSU2u^2<Z%@TU_g5l4PQ#gSi-aZPO*kq&cTk4<=WB7=>F?wI-u
zxh~#1j#sEJ7Pf??owPRpY0OvkXY^6)7`#wxkN&Y~(I*)^Q)|jpa3K%}8@gy=n^{`5
ztZcmE+VD#~&(!NtcWAZ?*M_aRSBvVWYs=#~Qg2y!L#^Gy{N2>yG1z@WJw)p<jxKj^
zv}KR(aeVP&WJfFa4;K4h`dHtv?S;sEx5D6m>OF&#HTK7Wx8p(oO4s7!%18H;><~Ta
zH|5lCykNc;G`xC@f?o)`kFS&5>T=uHH^=Oq#`Wr$`Bds7JID<$^w|$7?LA*URe87-
zb|u5*O7NH#5A*7c-Dbn1yZTGnjV9h0i^<Q*SJNJT18i~5IH31m9F*Q(J-x>p5fkGZ
z`Kh&Go|_)ii#I~K7adtsFI+n7Q)P!Jlph{mr{gIcoTi1tYqjjT9ixaZN=RNB4dabK
z)3?}0{L!QI;<mW#z2+}^`SkAmb#9|2D?GgDt>JK*yq$XO+F@Rm;(rrfO`Kjmj4E|K
zqaQ@OuT^>>ze;!^NF9Tvtg$$-Jp`Mt`o|U*pvB__-W5UBv#N8T5JEb%R@dQ7Y-Js7
z6zgilA^6+9l;Ggh?@a92g1Byh^AN-o{PgB-dsPK^vG`nn-JvuW&A)I|cI6kBA!<#d
zCoCfHkLmD?9xLB|z2fq(7hCNeTe7EIQjz~18k}6H*gQd<d<F!^2&k&@9I_rwlK>gr
zUCqUsqp)Y0(+0Ju>sS*mL+ZXAeOmO`#~l4){gZ7Q*_zH4EDddh9vd@@HoQ2Es)>&A
z!k+L94r?nfw>9A!{Ci;?M~+Gn+tJMET2OjkB*VD|SN~ukI5{%bbnwybl!4s;zxK{;
zN3vr_&#%(ZwaT+roWs8IgER&`Qri-smIO(AHheMf?pAhnkdakc{Qj(xF*4>(hd)_d
z3<iV2;GupyKNtDGaNd_u6^b>VpG!VpPC{7TVUAOTQ(Jc~RAanOB4EnWO#ahCbP?9!
zN^Ie(of7S30w-{on^o8+ArAqmadxBOaBe9A-&f`blI7Z}Oa^lnD#zxb5MI^-ftv$I
z!N69)sIwd8-Y?24$G#{a{0yrvnc$TuL^xeSZ6%&cbVWE2Y85!G3a3@zw31G=z`eIW
zpGOfCyB$5|HYWWHyGXD=0e5AkyPL84`1Mc;j`+o?6$M-c@RKD=Ou+~r$2HfH)LNJ_
z;iMM#xi22eg%%R_G6R%t2Oq?Omz|N9!8zi37cklIMzToUW`$efFllk*(=A>R&dA&7
zU1~Yr7hMrU^I%QF{Imd!Q~_J=`#{AHh`}=?{6yWue2Kr;rr0-p!lI20&u&?TPrT#w
zVyEXRokS-$!CZYi_e&n$!r97qI$MI8K@X+^Zj0c?R>7J}gg5V;GJzcV0;WCn?YhM;
zePP2)l7lnj6ddIWI|WG!WUbx<T+FQ8gD~8=p5&Q?b2P7Jyu`fZc?h;Mua3mT;+sHn
zJa{0x0Uu2`OfDY~kv<gp*_y{CtG3@sX^kypjt73&I$nOpjZ_n^LRC;ya>rUWr3?4c
zNqTHg9!gLMug}Y5itF^>_ojrWVh)A^7M8?WurAnwB3K#81)Ykqo5Fc3#jfIgJ=at`
z-X9cLi#9N}3M|wW;s<lIX6#HEpR;mNU4BIcFiGymjH8zVqbAWAKi1BxKA^$8goYVS
zO<*)N&S)YTw~uS|!2W!0icVJ|)|m7&>=L;G?UTN1ZEMD96?C=U)Tw89CE(Nq@RJ2g
zNWBQ@I`b7e5?Tpktj25{aIYTAWfl+SY(t=2pYU-)nU#3|q=@TXz8UOxBbg;`lfrH0
z=g1@1CtJKMoQ{<Z&7CRU7F7{L@nB8D_^1GkIH@IUE5#4Y+ywyO5c)*h;|W@Sr#*4C
z-xHQBsMfgCM%{6Av6J(Zj-itqV6MECyCe^9;b)~g{VYMtnD>$z;5Ks)cDK(|xsYpI
zun)hOKrTG+-?l56aMO#VPZTOvC*i(0unYyFHckd?Q8!K|zPLB8AGtT-^vo-;^f*;0
z!NDxx16%iFTq6H+MM@ib<Y{QKc&lhe`+;c1b=)hv4;*ZlHarwuS4aqfy8{PuUtClW
zWEsAN5dFN0E{`Kl(8&s?<Gm-$#PvuxFhh-VI-0=gXq?l5A{`l=X=4a&q5Pr(xyGcQ
zVHXJ&C}34SY&410IwW-+@r8K^;L!x|lO;=VD-foy8HuFU<9srcT93K)ST3}#7{w06
zaLvaFh1TQAsx#tx7ckiHj$~7~%~RpF@x!FXhR?~Y3CG`U^gd8}#+o(+G1%V+11qm2
z%+Ix$5ozu2`@kXj0U_A!evp%K0maddztyJLH+;gPjSbIkSp_R~$LYmR&r>>yPHuv^
z`VQ`wJiLLkwN_VjwiGpE9t_zOO9zJFKvm+#HpM^g*pnYkapb|3W50GO_qp(0m$cp?
zaa!SCxLu&&aX>DzW%_BUfotXFpMp#XtLQH^CcPdvD`~u!>q)NtWg-*`N0d0uySh`H
zq_8oE;4Q|P0Fx<)+v2nt50%$ilX<sUpnE8UZ5l+4{pb@UJX<aDL0b9v3S(O2jIy0i
zP})?gz-vA>G?nXlGw*!gbDY_%=s?`X!wq#N!SEW}Ui<4(DR?}&0T6!5Dw1ieey36l
zpCvvYzZ|aqQ9)bXE}*kQ`g*w%(=0%_%zTB8y8px(BDTI~n91Q5_$*v#fO5?W;iF!m
zPb9QQK3)c=i0Q4(32?KFWC0$Laa-btN{zHTdVxz?1<LM-L^&cQ&Jl4(G<dLee?O@r
z=DtGANEWbuIixS-ZUDfR8eyO4d)&78@3bqfc6?%zMTX}-D|O%L#g5NYI*LwigR%d_
z&Mk7ot%{N<UY4X{%zFW2U2Xl9dlA^+3gIiC9CE?@cXHd<FJ{7pFEm`0v@4F6NxHrk
z;Wnh*i&s-EbStxtcciPIpoV9X4$`66mo;OISkJwCW5|fo>}V9>Fv+VmT0Z0aiPKtq
zO=T71<|)QCnL=gOEXM=JZDG)&TL<7cp~RW0a|qh^*rF^k<vWwoy0r*5IKd)h(3#}8
zYum<mPBXHp$l<5-R&lM>DQ$*}x9a-_@^#J`hhM6+^QPYKl@PW?JBbzVZq?q9u=6EP
zVwdka)NYgBmk#)J)mzw*+l>7Qk?>T`$)SKd-<@_SAg~h4wL^jV7)tov{DvwVz(esG
z0N5QjlJ}AXH(K*Y%24iI!j)z!jV{v!&CQRk*>RNnYbP}!oqcEIpbpK-$`2B!s=kG0
zMA|xRvpaSs?|8?F(u&b@+l=3ux=m`#pp$lz&{;xPj}BySjDQ1d8O$CRam9qUJ8K6I
znwhieMAl<g>rVLP%WGFy?Fy@1V6_ug6KD=@fBu5TihKDT{j%GnpJA6t7U<xvufdn~
zF7lcMHMpRoP-7RsT>(E?w1iZQkS_iD6C<(J@S)6$E$$)SJ(f$Ya?404dsQbB<FCFD
zcJJ>XFQW7;3<M}W3*44?&uOHs4Sj4)dKU<r7MCuJQD944$njS_Sd%b5FaRS?YTRCm
zADFo_0Km5WZ-Srbd;C)NciI(KJ3iqPxq=wPy>{x31B{)Zr*s&d+z3+zrtBv0vXQiL
zERx41=^684IvBFr1z)xc_FN*o`{<Af<j#Ye$JPByy4uC5f#eDHJivfY<pR22rr@!F
zZl9}SnjK|D*$OL^eVIEH9M^6%5gBCE{UD==^!eWX>;Vo`I*%j1-mJ$sQXr59$!LBY
z`V^uvLY=^9KYl~_xyO6^Mf|aOqReO{l8i)>L2kdr=W1L4V#^z+_m|b0v4WWTdb+6v
zWQnY#iUP8SEdU870on(~l#lg+HKx2K+SU$+46a_g7c?h*NTiQ=nA!q2FnP`R$fQ$y
z$5~Wh)?&VIX4U~}03SgxPg~+u%b<ECw@(til9WxJc+Q5DolMgRP~!7Y(xm-5#Jy(R
zCn|3>H%afyF@(H3DVvL>#S}TaGk%*m3$Jhi$$?jygo&C1K=~?%DB+2!G1}fR$wJuk
zC_@kBBc~$k!H4kqEjpA3(p#kWr+(BpC(i7-HTp0zxr3`3pzL3K2cO;hMX*W9bHbX&
z&_j@(<vf6Ibh%t{+WdK6GWbo>yQY!1)Z3Zu&n7vLWVY*XN+>sjp__#65?aXEGnGK#
z<DU7}WHu%sEf2$X48+wkrWs(`3n0z1qU3Ly8=HxiQ4A%yh@qQ=?h<-%HFF9~6z8@r
zxoMsfRt2Hz041@WRYErj-6ix;&Vs3c?<(35QwL`vzB4&xE=1||?94(XB>E)tXaH^J
z(jZQTfcASN3)UT(;;N+JHwD}k@VGCX^vqJee&zCDwUHs|U7suRtrGU)FW971WG1CF
zR4Ow})aSSeHYw&LL=T0LDaa!$$==RjRON12x#0%jE2R`pvMQZqEJeNZ8!1WacOveJ
zh`S=<u86oxt_9$ug`}UU-=N3G6aqV}+9OHmjT0`msfZ1Ly8<5J7w$<aq`&zxSUntO
z+K$76gXL=}z26vl8C*8ff!4Pey@fuH6b1>Zh58OqDUdAaNDlsG>AQ4o>hXPhy$2K0
z#XXQuQ1xb2DkP_3DoII>@2a3HD1oWn(~d;4QbEr6CGcF&mwzGYoZ@`BQUuazjjg+o
z4$)Ounk%-$m%eo0viHItiwnpAa*x*ORH~X&7Cf1nvhawXh$T4%bWPSn;1Fo%gVfp{
zyf^!W;Fmu__^?1wm#VP3QWhR}4K1xpq*u-lxv(wTsU2WTu0*^6>QmSF%M{<>9O>Bv
zw#$&vO`{Fgrg=sJ?;>wZm%tU_gv)9_+Q4Yrknom|kwi}EU$1Gz-q_bvO5v;G%ou|n
z7}~P(WpO{I<&-K5c9Za{7ED<$iPMMw?5kVzA$**z8PRjkMU-BAazQMY66nnolsC1x
z>qJ84CV?@*X?@>C-cj(wvL}H<xiV+N<K?~mBI+zL-Est#S6|7FiE`~p?e0aS;JJ>Z
zb3F?D;jK*E^0A3Vt%*$tEK$x59A&~cP%LV!3Z^KPBfcJmgr8wG5f=h*>Vyg|a#w_d
z%>9#dN-l<r)AQt<J`xT}SIPm_|MY8$75nl#`enCCKf^8(EKtB*S?TVktO`nS0SB*o
zj@cOOn2o_tmMkF!W2Ea9I+9wPDCDFTJ`_5kWkqOlrHPXnD8?@575aoii%XB{5plf>
z7<9UKB&))0Jrr)Ma+ri+JhymNI3sVPH>uSlR)|v&gZ=$_s1nAf1z_Y9u(le~2gXb1
z_fo}Cf<!t~UO-`?@ZV}vTy6M-MGNle`A#c!$LYmR&r>>yPHuv^`kve`d3Xb7%dM{D
zY-wsnJeZR#LFI1jZlS4iA^$jIPyRd=M;=@`_Pd#K=?m{Wq)52sH@(6(E=h%KstUL?
z$qXfF!*t2i<~<zyVr(Xj_wHvQ>AHt46N;@}eujme;;~OoAT=omL>yBp!kVwA&mLYt
zR=jM+%e~&pdg#CPuN+Kd@GGh%uBhZI4TOp#H7yGPW*217*y+*<;|&S=BChZ*c)DBV
z`T(0&o(KY01?*W4M;mo8h0H3Exx5nSY8w-NhSfv@?0{1fYFt8YGOeW7$2d8s;}kd@
zC+BpaU|cF-{i|P7tk{>|(J#AA`WbeSV1WYe%1U=PWwml8NC`}#>H^p?3!2JZFIhqg
z#z@aAbR;z}7Tly3r|x!-<wA>{7$>t1#89u$Clp$2nsSM_-US>tQ}-mN!fh@Jw^KPx
z;sMvE#B&ePdxw^|yRa=W5QF{wTvQ3;(*iJJQp<w1ls+(CI=`1fu-p9;1mpe$#lg70
z)26uE@Cl2y^ZW$WO5JgKvD5REPNI{WV6MKE`y~%=;B2|om7Fb2&4>p>T5v5L0B-DV
zp{a5q|F~mMeldX@d2r>}?`F!SFB}U_8bQwZimqH?w+qzU-HcNn!o|#nr-OFdf|{%p
zb8?K<Ra8T)OI=|*VmfO&lue!`*JerY^1HxkG19pSCr<^lgG?gCX~|<Z4)9Wuhp_CI
zC5>vN7aut(7OnGp6Hry#hAB?aTgoJC7j)5EGXUhMPkO6xlJifA>Q5XekqDdPORQHn
zvArEx=X?WSCs*B!6T;>oW)Nr18J~<IVZ}LEmIZ-3)_F6uU0e`uX1ge4Yzh(hjM}C?
zYwf$>uYr<IGj9OgSBY(sz?<*<-A_M$`nPYs{pOz^e*5)bfBX2ykDoq%|7YfI{dV@_
zGcMmwm984a{OxSxWs2E<Q1l45oGfA^?16=Bxm{QxdI;-qCAJWq1=?ltec=h04=3_~
zc!yq|q=#EN1$3PoI(Tth(jf0h?)%{9B{b3|fr&PQGivezWj^!V2}3Tj!bKLi$Yc@}
zXluLvx@ILqKM4?i$|@6TtXG=~hR2n{=i`?{CCmw=9VZ2x1@QH9C8Sw|a&_h3Bn9C@
zJ)EkvPN5m!Ka<B&p#j26W`wZmcqJJDOK6XLya-;kOE;O`1stdAd6I|1?U)L;2R|Sl
zxjxz29m0`z8@)+wgdqdB#6S#l18Wk-#{^)+qz16*t`Cft&TXYQx7%%g&@=b~3SVdb
zR-58#!zU_QkjuIoR{V)~9bWA8Jf)N9<R+M^FJt%7e|oi(WoxTAS(1t&=Oux0A#3?l
z=B^Xi;S%B9+lEY}gz}a`_wDK$rCiYBVM+rHQySm_O}Ogqw<35Ppc|)q83bUB=c(MG
zhIEt`$-*ecHY-;TYv)8xh`e_?isqiK*a#U@zU;_jxF|7!5Mf(Ta>h>*cKCp|A6xYt
zzaIESABtrYu1+ZnTQSGE^f}$PW59jS8@Z{5blxmdv~IH??wE7MaT1BJlN$(V=A6CY
z-jcL=;-HqKmaN-!LfC64v89tAmLlnG!TCufuc2^mO>teY-9_QbDFuUvfcD3Qa3bcc
zT$v8xWUk6>ADtCR0k58nll$vs3hx_ix^41r5YhDKA<VV>s!5G>=4lGJD`3w?@Og`i
z8L!`5wxEK?uaNMTHdW$I87Jq|<Tc|oyd|zj!a;(Uz^KBfz$Uqm)duQ}yI)VNuL;!W
z0MgH}i=+yaZ&y^fXDO$hD?qAoDT3n_fCcQ61xrY~5a}mh7zu60EnSRc7(I3}n}W<H
zw}ynUS8}k`uRri*aErL!JEDQqU?WM+5aYHrfm=Y@7O#bo#i_7dWArYx7VAS7q~QL3
zQw5CA3Bbq{pyj^rJNfYsz)ln=C?RPlDIxhgZHcSxp722&o1NY22sY}DlZ&04r*sUR
z+yG<sh3t}73gl<G)s_4#NzIV=0?Mic?^Uq}l2bgf^RBt>@g-xwXel?iu$9Y6TDinV
zYwbE<SGFq?JPDAw8Va~b$Ks(F0N0Of3K^D3`pDGcR)CK5P|SUcd#KnqBKZ~Htv({X
zgx!iDKGNB~B>}uD8xEnu4$LQL+b|NGgcnamR9>TE!uwNxTtH?|+4%x4D4NIf@RF3R
z$X;4V)`Lqr`18a1iywCN+9*+e$VwWXM*0l6Zh}Bu_!x;VJ)iC#i7zQ(-bALjg2GxU
z=jkfP@8Q+yR4kwANv<W{m{UmP1&K*{Pt4R_))Rg#kI^n80KM8z1?`@+<B!Z$kx1cX
z8-9xxDe0k+ok6<NgLn5^#WF9e+6A0myVal1{3?9P))&DhB?|#-8baqHNbgn^QFL^S
zcwNR_Ns>27?>dB9%H7QPe0~?lsU}adGZT8%C1`swW@wGJkWb@{&%yJ0q)Bw7nhKEK
z=S;>;JUj#OpvyFsA#pM3U4hY<5AaR4b1vuva|g&bnF14ZmWJw?0yA{sYGw+I6z8@r
zdG<gWsx3=cZw61@MSPSjpl$gWTBBWrgCkevl$rNrK5JP@H%UKJ7xDo1J-&iY;a15$
zDG9W_|3f$_6756cyK%ei)jlrO$w>iAl*?UtYXt55khs^ob3?|PklwVupbo%s&D37O
zkd(5fq|{eQwK|DjMaKj#|5VWCu>nTRW4i@rYxdl7T(Up$dXy{}A)>tV+`-HQA<72_
zyTt>P_bn8}<DB15L~VXQLJI<MT10mKg%f&>&x%?+Qig$vEG!-XJ0Bq{3Dty;oI=vO
zgsW2fP=#n1%AL0u1wzmF8{1TDRS_EiOO%ULOOX9!@91@=3S+=87;Am<Kxrp1^g6kw
zB%qvN9G;UXeRz=`;Bl)CAydF5Ys6{Hb=>i6e3_2<Ku5$1i9R}E{O$?BUh@=PD&Up$
zN~>vqn-VwQaDn=>^B2ksI1=@$ry=NK%Xr2Ozt6r5$Ph@Mq;SuyFX(EtfuoCwxvc`>
z63Z^HSr-+AGVUfE)*{_CvMKYykP=}u(5B+~r>`I^%nVGzSfVaHekI{OtAa|~(x-r~
z);DPgq)Fq?)%XuYwpUZ4SoNJ}5I50WMidaX9;iK5{hqlbjN<{4oJMynzae4!yaD#f
zsP6mTlyK)OvU8zz)Qiq3JJghD8$!E|w=+KG&mH_S*K7ZQ$!A77b#S~E3-kz^`vQ*M
z2nRPYcEtjPfEUdA*<VID^az%-4RoVnY_b7mMF1yI2G|tMxUK_y`vSuPj))6J&2H5R
z<6KSzHrGT-g+)!b!iThaEYm{b?bhFjpwA5*x%qhqzuZrI*|<vXUp7`5B!bix-T<Qy
z(?T}|{5b0r&PWGb?=$P^kaECtOMcd6=qL_-P$(g6k~>e43p}rw<lC%b^%18wjpdM&
zi_dvaLdc0OC~0T9pxev^9AvKANJm227Cat$P+H%?ET{Vd#?~3}F*&%dZrr(&7}9De
z2282dl^kG#z|`w?NF^*M+ow`z+_@kYU2uO+{iK!j3R(NMMv5N%D!(P+E>usMlPEHb
z3u3xb!-WFy7WbBl{*-FEo&+{({H|nQ__e!xLcwf6+G5D0aeT26N&xMeySFCLP9$iv
ztSt!dFM(V<uOJ?~##t+bE4UKZ<sRj*2;mik!#nP3ci07RiNjK5g{8;>o)$@q>(W*i
z9l)~@9^`>7JIZfLxGABg%)hTF!mu?V2F%h-2srx%4AG0}Bv^kCO!EdTZYsC#xn;yw
z*Ivv<<&I?mfylB9Izq2VWCC{yqn!!}6If4I5P7o+S#d79Q9eO%f8!z`yh2_i4rzuI
z^m4N+O=zJd!cK0$8qDql_lAV`&kL`lm4kPdLvRzo#X=h=e{8&fqiBWj{%eFQu>CbV
z%6}Q*5S#>XIenZbM6bC_q(?uho3N6ClX#Yfj_afhOqxGBbX7<fiFB6GNnzwxW#tyZ
zjfYxaBx~TPeAwQ!2<bxrA6)@wh3O+nXyFrWP8}g_^W+%1D2!wUEPSHPeIt}p7rxL2
zzoCU0*J!p?GRd*B47>qi{LL!+Kw*-9Ylv>8cM%2&YS}WZKtBH6gu@%qio+jSK&Kvu
z7cKk+R`5LRS`#aESGabh$vDb!dfIPGx+s}6r?fJMg0_^NQyDBsz|}8fh_-b+q##%k
z&}AHIfQ{Ow3MRn2PQ(CQ?z-IHB)#=9>v6{pA6<~R%~IgvRow2V9QM+4Qp!Ruw-k6I
zl*g5@pz%cLvZt%lOn7CB-Xy)R2k4d8>mJ-Zp^U3wer}T9FGv~bSOwpd_5?+`6Kbr!
zMWMVmNl)+?KxkJJQHA4+p_}lLqbm|=dn0%%z9yBF46-!_QntpU@@Thb4^FS$?9U(d
z06aIzCZ+sFP_-thT2oZ538req!x_inE!D%TNpDIt4%Aj7hkap8w&)=$U42tRk1q^e
zBy^R~!fTtUM9~iYsqB#<&BK_)`hdQ$?#32(Ms>Sx3OA0Mq;~~Ak*%Dd*G=|pCOkD{
z3a^I@T_kjs&`nS?XVd0uY{^aYguRZ~Ou7{zwUr}F=pv!3gl@`N&=v6Mht+WLDWQ*>
zr1$e9kxe>I;f6NA+|(|`T+F3Gw5x<}0=kHN55*Se9h{)r18`NqP13e5puHw%E)O!$
z36S0uIwR*w$ga776ZGQ|xGFY6qP&mFN{T@V(M@2)xnW5$Fj+DgS-4*ky*xR%XiSeH
zp=*fVb-oI>Qc@A<WUSob0ocj7Dl)E;dja?;A?aPjT}kxoN^}QRpdJ$Xe7~_x#nu(E
z0dQ5oP5HvEltS2LJ_c8%A|szkK$n#XE!MNdfsoR7$_Zt_0Pq#hVRn>)wo;kLPh^b^
zF5t-bvtA4_>6#QissNT2(ZFc}Yd0;y6ZEz`4o^EuQCtb?2TAr$o{=aCf4x?M!W#FD
zL?DHOjgJ%Ykp#5QVl4_9lxbXL$VT8H*c(ghjr*b)xPty;#ahjgZe=SoryT-m&;-D$
zc?E1c!ka={I{<LJ2<Ha6d95t&7DgUkK{#Z2O_Bi}@~Qx~-U*;4Z~05{;QC}uVJBxI
z#SK7{qHl}i43a+b%2mm6({F{a$@l=-Nh_HzZj&Jr&caeJg+t&|Sdw)P0<dWjDKJQ`
zRVVP!r%+#Dsr~0c=4xIxY=R_HJo`nfh5)3uo7IdX*iKv;w^Lb(*Kxbw7N@WP!0gP#
z!8J>i%ayR0`Fosu#oS0l+E#6*c!|?pJM$*#eTn1wUuGI=+>FUB2$;bGNbf1@C~pCb
zPV)N}#I(2LIN=3|DVs)uX-H1V5V}b#(FL>}THqt?I7AXL%0&^Ma<jQfdRHTq^*0kQ
zRwKLJ=~_~B4cL)W0oP5kT-B1KYDrSHq^Md_OjR6pnoS5n0Mfe>kuhBtqEV8}>_ULz
zybh}*R62;zdGOQIJk>i$M^iA4Q=lycc(SWB8iMmNtFrxy5DmIXde=6PMCurb!`W^_
zE5W>*q<3yRGQ*_4aCkNotbHZlWP5|4uL6|#&d1P+tC=^K^)+Vdrsd-fO=yAriZp3O
znzSNKT9GELNK;m%@qKrZ4HutMfPRzob~K$8ZPKn>)w^&-W8ZWrw4J*|&`Ci1P0}Uv
z-s3?IX$JwL6I|>ksP+JSD&Qo1q1XB@v?aKFER{zkMddN+eQpm)JA2$5?22#!CwN65
zV7p-h8<7<@><#J!B^$dziN@p{i8JEdFe1DmH0|(lP9ac(z+F({T`lop#?WVo-e%w&
zC)Z{YEjJlIl4deS;LgD&W5TqV6+qe+B%_daKC<$*oQ1#<c|@_RE<^YC8{1TDSrHom
zp9(k$Us&o@AoxT%BwtfE1T^drizu%rQj!$1Qdu$>7iXkX0ofRC*dcJ1>*3K+WB0{&
z1>KCS9UHi$78{L3`s|oQKypu0NE;(1&USL0l7_%F>Seqd9|N1PK9NM87t^G(Sv!S{
zqy;YRQ0ELqDfIjPdZ24g-jZw&0C2gQ!<^6}0<aqZMa-Tu#`>xyb$B4g`KXqH4LTw^
z@DK>c?|KGKhXOu17pV$_^T7${Q)tOEz>Roy`vG9<BNQ*SH7Fujg>DhBO_0P&VFBQB
zcFaXtt^W{Vg^Lu)Z7(nZ6-T}|8OAn+aOZ^2L%^N_6K56($9alfXo%;U@ps`sDzUN~
z8=a>Y1G@DPu*%2P%E8tEF6P2o%Mol-nCJ?43gGil!1dYh`|hV7KmFS`-+uGY55N8T
zufKi#<Ht`QzyH%n%x_!EUvQBEgEZ6yj?cq%?jQ9c+1wRyQ^3`69D<7gUPEX~iZw08
zQr^sU0=4QzSvcc1HfcrVwTHY~9Yz9cwuBX5xJANV2;mqRj@>y9!R;RK5R?pHv*agU
z`6VxhKt=@KBJT<KwEp5iu}LAEvOu^A*sd@!IpKIVfy184oQqg&Zj?`a_jPl<;(+NP
z&}{-%`8XT4n80B?Fc;?B18hnH6Dcd;s(_mS&S&s_`?Fje67O3;<{^JOUJP4*l|tNl
z$*`BPxfq-!FnG$e{<)7a-NJhF0<>%U`(;XVVGV@|SfX4Ma8u-Ay_*5LE2P~p*O=>^
zrU2gM5%6I_IJD%Ze4vj-UM0(w<SZ@u<+xRak<OsSnpyI=6tu2avL+DDpkqj0HR>(2
zAFm)B_JscWeS-`XS{t#S+%nY`CmC2#ajT?H{jFrZCz%+5$#<zSV<>qvNdY(M?Kp`q
zrqM%hx=s|JMn8r2(^(=wI-de*XPN<6VLA_qY3UP(MBB1u0NYbq#wkd|W!3=FPWwQE
z-rTK2J-7qUjdo=9jWn4a<@t!L{))>qPB@e5U~4uKr*hs;I27}mBCL!Ds{IgB>l(-r
z1*f(70VyfqumI7pz;j+;Gy>NqjJ9~Eu2<48_lSaqcN4-b3xtP&6&PNVKncTL_`0jR
zT3{*GR+1?PyDp7auzVsXU#6U2mPJl@`81AK<ogz3zw<Bq=;c+j%gANxb8tKw#-rnq
zuLF<J-SX%uWIg0q+dNqM#;m*)ezkA~JrzE#V?l3)0Bnzigz|bVL}2L)YZcHJouiDH
zHA19wlF(T~D{SY=!A|+Y=yg`k*0TI@h8_|+JElW$;@}k<%Lgd;F{}Fqg!d%kMqWsy
zKMSh=*L<FE7>dKj1pyAMFflpdDm`R?2%<e?#IZ?x$jEWezC)nf1g!FL_K*Pro(Jb5
zpNByBObR$FV1?z$7jIe0cr2(B1*k^|32(OHJQRu`w03TL8B^vt?_@9A1k*~~8o%=+
zY*h$%PS`bAjIjd4HY-qZe*pM$2tY2}E&_zlu7DLTrm)cI>J~J3R(FW*`(<;mHk~o}
zDq%e0qe|actAgHpCWTk^os<5uNapod7M{Hx`Z(s`fi9qy`%mh>tyy7>{o_>-q%tCP
zrc465fHr7XT`wc>;87QQ#=g951P<DI&>-OTM3EA>GcOH6q>DtlO6ValQceY&6h4X~
z>oOG5Rao<y6nWHmVYZG1i6mMmn&DDp(%X`D;97Z}cB*kRZ;#GAs&iRK3@%OKqf`l<
zB=o7UeJG@p!gfaGm0#6=W&xZ_n3QORn}m;Pxk+)~q%81kgbT<dS&sS)k0Ft;^_dj8
z!1b{pXl2bDfb}qRA(fSmc6@}JFP0Jq7cf&wI>Oh(39*ms{=|;iS9k{@I^XXeL}2Mu
zmiQ==n_^YYgpvDw3CTMM9gqCx?m-#t9`~StVtI+Q1A`OaqqBgnDekf7X@?Gi0|N)a
zqpO6@3fsV)@aR)QA41+1QtI7EK1fzlGLmn4gOb?LE>M#6s&K?u&ISTYXGW83byF^&
z_N2gQ&%f$+<}OE|$7;Io9O%ShU+6X^bc=5e7W~i{NfP>0&~<`JB0~>}c9+miKxYv3
z%GSJxG@@Jk=JLBJR=0*iG>{zWQqki|Gi$2Un!q)Q8Cnh+$<bU@f8YyO?2?QEa<y9{
zZsfA+u0g9BPkMqzE=llR{_E)de|Yr%{~x?0@yO?LO&MAWjQ;0zbJCkSF72;!b1e6j
z_#*kZ%O}c*>d9enKY9Hua-a;|CeLUg{*wbIiH}o36CcN+yTCSaah~WkLuW8mFIy7R
zoWKESo_6FA4dGqX>WOAtn?5HWXP3+^BOYIOl>aiq*f~tnnjFG%BX@84hGh6%;o#Dy
zH)D}Yw%(rGkVu18P3`*r#n2@lN@&vnFQTE+%QXpu25*wy^1Et@8}+ZX)))XYBJJDS
z0kS~WwE>W}3kl+5NPJ8QUG}UFb~DPg2pj7r>3y-Au-Fx}khgk5bV7ur_iA1;&g1b&
zcwj2|h-PCwFW>|h08qX@PZJJD0JO{RA&1B*p_}lLtt%3_@)?-;a&1D0;U?*QYmj+y
zC@m}T-EO*e0jJk)_UCOjFghC;s~TE|rD_b_1h$u|A%S$CF2}Rwx)A!hNqSSFb|Aaf
z!x3J78-qY$yZWY=M|d3q+QNzqT_v;-4fWQi^F#kJgiH5`a&@{%dbca&5VJc)JV(Io
zIwkUblk~2@C$g0jI2+xwneYV@I2+|qB(O*G@tAOiZi1S%E-6ks1n-9=3SSwsgcT=l
z0x*??Ww(APy}3x}DxsTla!AL_>7yWAe5d5$HR5ZNv62^}iC#Zje8qPD5BVl@fB<dh
z0RgnnrYE$!#P{Hq+w1)qA9qCoR|TwTn<5YAiIjuOgG34e>Ae>ebHxO&zs9o+{SC9l
zr`}X-MCX*RW3WjvC?UEDjI@wzwrJ0;$0bV&FGx8AGep$amaiPVqz6&%9PC!F2nY2S
zab)WI15rEQAEBG_ja}LMxmDpV->P&xRUz^Lz~;?^rg^goO#9;o@KHk2yNIRql`h1@
z*t^Ohq0jdl+f-~_5gPzk1>A%$^f@M7$}#Cmj!9Q?OuCX|(v=*OF6Eez*{TZH)+!E>
zme`(6K)YG2G26a`vh(_jnhv4Ku*3(M6zIT7m`s!==%9Z1)}Ea77y>$j*8X`-L#TNQ
z=nTA$avvk8V(H+6^h%$CJ{h|7A<;hLSvtcrLQ9k{KjZV6!Q9uXfEx$<`OKu}oWQho
zv0|i$g0`bzCNhIQ2~#4FjI9O7cw5p2{?e5#VYEUT^r`dcCXgoMgRNr*ncuNGdgT&7
z-@9fUv30Z(q<BC{U1RS+m6aPZN}@uiqx_c<##2;B6V`-0fmrK6FmQEAnV5mW!NuB7
z#S<J2T>2rA2Fc_7xH29LeMvfx1k(13Y9_r5I@AHu+l4QW_|0dnwZ=dlLbZ4W4wyM7
zfOH)SAI{PdKC*(g^#dUhbM5jFHdaOf6cC5A#jdfHtGi*wHsdDgEowN(3&-P$@IX~E
zzR6ezo6*BSXdayM^>Lc;Y;A%r!b(^Z1B7;SyW@|vN#;Z%$L=yP@nsV8jY;oYBa!Dc
za5ppi3*xq8+rR0xoBdgvO^i<7B%740Dpoawu7|+3H4r2MY5vZP@9xCOib?NERFGY3
zaW;|L#&KlCxq=NGaa}?W2`zErtPgnAI|Z;aC|TJf%FXE}>0Kpqe2A5;rw!kAN}HOS
zq<3yBvXvP)8_lzs@coi}Q<u;~LQ9-Do0b)umS1B_o<EU_YRnQ=oOr~YTfZW$Uy;_Y
zNb6Um^()Hy6~0R^vf<)Wnq}Q2y|)UVXiL}FNoiMHCg}fE>9#{?cLD9)MMAqtYmpSo
z-FI+;Y7f9u0M|qLLZ|gr3KVuO4-zN@q<4iz1uJ=Sum1v0^oB{mU9b^DVB<Ojn-qf*
zKKma6Bj&W-0<%SX-VDW;XK#kOWQMwO59`XiURN$OUGWFIa?<oTo2U#y)ZPenL5;{a
zIwOSk{#5SrQ__p6L_VgndXk?oB{vK3F+$RNLBYwRv|k=du)j&3RV+|}(DnVsHWV8H
z4+T60u<Z{r;-p)jtaxbQdVeS2aVX&I!4cD=3TT^P@W@C)LpZ*YPG}$rLsx~7E`aTE
zpMaafbQ%ge=ZKN*aX;qPC9n|%UA_((bfl0r@a1hkVQ>=oxCk4QCc{A8FsCehB1yqA
z=}l!7XA;KEqZBN+jE6#-wEA=CxK)h<OCL#E)fk#I?{nxO(e4tuN$4V>vxGi`#VHco
zr188%XJv7Uq$WjDlOpYfJOu$}NvCpEM3ReOOR}USISJpGB;$~zee<PN7XxRK{$ma^
z=)`E11>iYkQ3hpOmLNak`QBr-j47OOEg%bNbrEb~uvH>#aw9pjYuZ3u?<Eo5KQ9v8
zkvVv0IRqyGY#}IsU5Wv+Gc6yY0{12<&S6QMv@xCI1Q~6&0@B;{dc@6v+HoHP?daTI
zT)@$7VGK^X9SR?71O?(_jly7DoA}~HJqsg>hMXkojUg=dMSzjLFc|}TACvanK7t-1
zRII>WB|&$d?!gHz0HExZ3>4EkB_rr0tc00vh91gCP62G%J`XOw3?|M2(%aUUq$WIr
zEKp~E2iLU=IK6hWKX0>Rqq9`)i)5*)p>?n^N(em^wx=SHwJxBZ#qB2IHHD;iRZGaO
zl{k0HZQ~N3hxzK85_1~?I?pDdyM!M6Bfa%0{LsH_0K7-Quq;4&SBWz|#2f>$gK4{N
zf@h1E^v-Q2wi0}k-#KU8KtuT^Q(z{6CZW589*UYxO>vUo{bW!ZcV)~HR-6=D;4JXr
z*Dp!ym!$Pe()uN3{Sx1$EsnN(@ny-w%f#1aTRO*1O1a`PG5?2r(`XWH1?}BMLc2(7
zad6A+^*$cKxrc)2v5UY%`obxoO_OUmxjZgEdp+sBsnCgBu`Glqj~pLlT>&@6MhI;9
z>u3gEf0ocgVPr;NwrJ0-$CpSgT@Vu2b<xRKeQo(3!ORFD%7ue%^$_I^9OZ7!CWt!E
zE}@6=jZ@kC8MKOZhgp}7r>;aky5h}u#ZTyxn+5o2A?aPjlSgSY>38n@%_+P&Fm!&u
zu}#G`6|n(uSHMH~!mII6(sU?o3g&|}AL>CG5GBorO3J_|Y2MR=H1LTxTZtKQ`B;dw
zvW{7q?PiVg5V$E|iD^mstUnx@xmSdNS=PmkOxG&+P5COv+cN#6sa=6!kQGy|X9iGo
z63~y|$okr6(30wcdF)e2ZlxRTz@u2CFFy-OC(lUKQ_%wLNg$n?@QGyD==www@9%|!
z-4_DF31eNe;SK^*HV?EXp^tIP3h9>r%le82)x32?dPpBRm1AI@3OFgY`jnXN(n)vT
zcOIQ@OZv*S4vzstkNEUD_Xk4?E*$(-)a-FBgN{?V+nF01$>AwShtcW+7ALb+&qLHj
z{wou+3WPhjqpgCH8S0Tl*rW#T`MsOi-jeL(Qmd9uS2c!1Y!k4{Eg+4SSO2y{Fc`Ii
zJiX$<4;-DiEdmF!1J^1rU6or1AZ?O<v;l8tTmb1U{?kFPuvzY6pw7zeTb-bKzb8)G
zTv5bFk@%<*+HN25d!sqU+PTw7T1!vDVps4I=44Dp(}tw?=^h!)00FI0oJz+1OJ?=p
z1Q!5M_DWXbKx(fNx(O>`#|=WeJ8t}uBP$XyZ5PCs!5t8g-nRzHWPRK~3EJPpb?pL9
zuifm=+H7KUHa4)Tv32MQdL)7ErD{kZ29A?n-EPWC(4&)l{*D@6eo5qbpxYP(pVHMg
zCFJTN^f)B+DWQc3o3}ohANr4BLApnZ5H!0<dRK`WA7YMy_!-dcIwhKVll0DQN4By8
zXCr$y6TDEdZ<-2vNYUqUO6Vl0*~psWG{O7Hy{X15VZ{M6(2~H1U%w`;Uz66aN$b~?
z^=o{WRxpXciLXl@ULw9W>WkasPRZ>$ppu~f)1})Ep<M*DcNYomEb(0w%RP5+f@%-I
zrvjF=Z7A~anmoBYDoII>N$(0hkt-&6{WVU>_BTubE{cuFoU*@;60g52Xy>%WjEs<L
zwrJ0rp*Ux$iV^OEtFO00aU-&x6v|oIMO~r1u@NN~jzbW&H$qcTBl3+SOM8Eu!d-rx
zie8LUh<p%m=U}&bi0LWtF^-V*E@CMqA`3CGFKBv;XXyTZW1EUCD`ErSQvs(NU-;_}
zAAbM54BveJ%g-ObdH?=DzWx0BUw-}g&42&qe}4DJKR*2Q?z>+;{rc0#KR&+u;p0!g
ze*EoUK7IK0U%vb0=RZDt_s6?`{_@-R|Kr_1e*VYrAHRS1;n!b3{`~#tfB62#&m{i+
z<8S}x-T(US!>5nGzx(aur_cX>L4NnchoArVXUxwZ{`m3VKfe1+?9c!G$A=$({`?>R
x`NPMb-+jFN^26gF|LMc;zrXwN{ih%Q`2F1<KYaZ3-@f^e{|oFczgCCJ9RL`aUEKfx

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md
new file mode 100644
index 0000000000..efe3acb566
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/ATTRIBUTION.md
@@ -0,0 +1,50 @@
+# Predecessors and exact scope
+
+Ali Romman's [PR5383](https://github.com/CrocSwap/integer-mult-bounds/pull/5383),
+head `4bd6efa51a495a7c7b7754915cf0244e7e60969e`, supplies the exact eight
+cached-center candidate rows and sites. Its WITNESS is retained verbatim as
+package-local candidate data. The byte hash is checked, and all used
+relations, chronology and zero-call claims are independently recomputed from
+the pinned main native source. The PR head is provenance, not a required Git
+object or an assumed accepted theorem. We do not claim priority for the
+cached-center relation or for center deletion.
+
+Cao Yifan / intqwq supplies `kappa-round3-warp-20261022`'s canonical native
+helper/map/contact source and the PR4610 lineage. Its exact payload is
+retained by main's `native-center-free-code/SOURCE-WORD.json.gz`.
+Dugongue / mdumitrean supplies [PR4929](https://github.com/CrocSwap/integer-mult-bounds/pull/4929)'s
+center-free code, eight-mode factorization, source construction and analytic
+interpretation. Cinna Davis / 1337isnot1337 supplies the
+[PR4694](https://github.com/CrocSwap/integer-mult-bounds/pull/4694) retained-center
+interface, [PR4698](https://github.com/CrocSwap/integer-mult-bounds/pull/4698)
+common-chart helper basis and conditional consumer, and
+[PR4470](https://github.com/CrocSwap/integer-mult-bounds/pull/4470) controller.
+A retained cache or eight-dimensional defect is not newly discovered here.
+
+The pinned `coded-native-caller` supplies the physical main normalizers,
+corrected conjugated backward convention, compiled wrapper recipes, contact
+matrix M, and exact Clifford evaluator. Its Clifford source traces through
+`t74-native-fast/vendor/native/new/code/borrow/vendor/clifford`; retain zxv's
+native/productive/compiler work and the original license. Retain Jacob Alan
+Sussman's mixed-target recursion, Ryanson Jonathan's controller checks,
+Dugongue's transported-frame lemma and the cumulative helper/native lineage
+identified by the predecessor packages. The exact shared bytes are pinned in
+SOURCES.json rather than duplicated under new authorship.
+
+Within this continuation, coordinated OpenAI Codex agents constructed the
+unrestricted retained-cache source, independently replayed all 641 columns,
+derived the dual retraction and physical rank-eight normalization, and
+reviewed the basis costs. This package combines that work into one fresh
+registered replay with an explicit all-owner boundary recipe, verbatim
+candidate provenance, local bill and every-positive-width proof. New work is
+the fully owned **coupled** provider with all 632 originals preserved and all
+nine owned outputs cleared. It is not a caller, an autonomous H8 donor, an
+exponent improvement, a formal-kernel proof or independent human review.
+
+The broader investigation and priority/overlap checkpoints remain in the
+campaign's [Discussion4930](https://github.com/CrocSwap/integer-mult-bounds/discussions/4930)
+and TASK.json. This package preserves the same frozen native payload while
+binding its publication task metadata to main at
+`1ec1119972c9aefe42525172d07b332fcff81cb4`. It does not claim an exhaustive
+novelty search or alter the selected result. Prepared for Dillon with
+substantial OpenAI Codex assistance. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md
new file mode 100644
index 0000000000..5cbfc4fd02
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROOF.md
@@ -0,0 +1,236 @@
+# A source-bound backward provider with eight coupled rank-eight outputs
+
+The construction has 632 arbitrary original inputs and nine arbitrary owned
+inputs. Its paid native profile is
+`{1:2193,2:412,3:510,4:127,5:40}`. It returns 400 unchanged native helper jobs
+and a coupled block on the 224 main and eight remaining helper owners:
+
+\[
+ X=Dx-Ry+RW h,\qquad Y=Dy,\qquad H=D(h-Zy).                 \tag{1}
+\]
+
+Here `R=DQ` is the full native rank-nine Gaussian, `D` acts on the eight
+noncentral axes, and `Q` acts on the central axis. The eight `H` outputs remain
+coupled; they are **not eight autonomous H8 targets**. No complete caller or
+new multiplication exponent follows. All nine owned outputs are zero.
+
+## 1. Exact source and the changed word
+
+`SOURCES.json` pins the main-branch source, code, normalizers and Clifford
+compiler. The native source's decompressed SHA256 is
+`cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`.
+`WITNESS.json` retains Ali Romman's PR5383 candidate verbatim, with SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+It supplies candidate sites and rational rows; it is not a proof oracle or a
+pending Git-object dependency. Every used identity is checked again against
+the pinned main source.
+
+For witness row `i`, after the indicated original `cached_event`, CLEAR owned
+`C[i+1]` and COPY the indicated persistent row into it at its actual chart.
+Every cache precedes every removed center. At the original center event,
+replace the H8 call by CLEAR `C0`, then COPY `C[i+1]` into `C0` at that same
+rank-eight chart. At the indicated later H1 call, replace the call by a
+`zero_retag`: this is physical identity on the **exactly zero** field, with
+its bookkeeping chart changed to the old call's output chart. All other
+instructions, including inherited physical metadata, remain unchanged.
+`WORD.json.gz` emits the complete resulting backward native word; the verifier
+regenerates it from the canonical source and compares its parsed content.
+
+The replay begins with one independent formal column per field, including
+all nine owned fields. It tracks exact rational coefficients in the free
+group on the source's native warp symbols, their inverses, and actual chart
+tags. Every ordinary operation is checked at its true chart. COPY fills only
+owned zero; CLEAR acts only on owned fields. Before each of the eight retags,
+every one of the 641 input coefficients is zero. All initial owned dirt is
+cleared before use and is absent from every endpoint.
+
+The source's ten `phase` records are named stage annotations, not scalar
+Clifford phase gates; its 448 `adapter` records retain the predecessor's
+physical entrance/exit bindings (there are no `residual_adapter` records in
+this backward word). As in the pinned predecessor normalized-row semantics,
+these do not update formal rows. They are preserved in the emitted word,
+not deleted or priced away. Their physical interpretation and native cost
+are inherited; this package separately verifies every new physical boundary
+identity including absolute phase.
+
+The same interpreter replays the original source, obtaining its full
+632-row normalized backward endpoint `(x-y,y,h)` and clean original temporary.
+It separately replays center deletion to derive the native coupling below.
+The changed word has eight fewer H8 and eight fewer H1 calls than the original
+source, with no additional Gaussian call. It has 16 extra COPYs and 16 extra
+CLEARs. This is a changed source construction, not a constraint such as
+`Delta h=0` on otherwise independent inputs.
+
+## 2. Source-derived coupling and an ordinary helper basis
+
+Use the inherited 112-by-8 matrix `M`, stored transposed as `mode_columns`.
+The verifier checks all entries of
+
+\[
+ M^T M=56I_8,\qquad A=I-MM^T/4.
+\]
+
+Fresh replay of the center-deleted source gives
+
+\[
+ X=x-A^Ty,\qquad Y=y,\qquad H=h-B^TM^Ty.
+\]
+
+The verifier derives every entry of `B` by projecting the actual 408-by-112
+helper-to-Y coefficient matrix onto `M/56`; it then checks the entire
+factorization and all 632 endpoints. The eight candidate rows `Delta` satisfy
+`Delta B^T = S`, an exactly checked signed permutation. Put `E=S^-1 Delta`.
+Thus `E B^T=I8`. Fresh original-prefix replay also binds the candidate cache
+rows, their chronology and their actual rank-eight charts.
+
+In these coordinates the changed word has normalized endpoint
+
+\[
+ X=x-y+(M/4)Eh,\quad Y=y,\quad H=(I-B^TE)h,              \tag{2}
+\]
+
+and its canonical mode-`k` cache is
+
+\[
+ f_i(E_kh-M_k^Ty),\qquad f_i=\texttt{zero_factor}_i\,S_{ik}. \tag{3}
+\]
+
+The registered check composes all changed endpoint rows with the following
+basis, rather than accepting (2) or (3) from a saved endpoint registry.
+
+The union of supports of `B` and `E` comprises 122 actual cold H9 owners: each
+has ground entrance chart and full-R exit chart. Choose the eight original
+mode owners `[224,225,227,229,240,241,256,257]`. Define `L` on these 122 owners:
+its mode columns are `B^T`; its other columns are `(I-B^TE)e_j`. Exact
+Gauss-Jordan reduction constructs `L^-1` and verifies both inverse products,
+`EL` selecting precisely the eight mode coordinates, and `L^-1B^T` embedding
+precisely those coordinates. Every coefficient is dyadic. The emitted
+`input_basis_program` and `output_basis_program` execute these two maps in
+place, without extra owned basis storage.
+
+Both bases mix only fields sharing the appropriate physical chart, so scalar
+owner operations implement them ordinarily. After entrance `L` and exit
+`L^-1`, every one of the 632 persistent rows is checked: the eight selected
+helper rows are zero, the other 400 helper rows are unchanged, `Y=y`, and
+`X=x-y+(M/4)h_mode`. Each cache is exactly
+`f_i(h_mode,k-M_k^T y)`. Thus the cache fills a vacated original direction;
+it supplies no additional productive input or job credit.
+
+## 3. Literal physical boundary maps and ownership
+
+Backward frames use complex conjugation of the native frames, as in the
+pinned source convention; they are not silently replaced by adjoints. Let
+`Kp` be the 112 inherited main normalizers. For each actual cache frame `F8`,
+the verifier constructs an orthogonal, phase-correct monomial `Km` from its
+unique missing odd noncharacteristic line, and compiles a monomial `N` with
+
+\[
+ N\overline{F8}K_m=D,\qquad K_mR=RK_m.
+\]
+
+`PROVIDER.json` contains all eight literal `Km` and `N` words, signed tableaux
+and nonzero zero-column phase anchors. The compiler's output is checked
+explicitly even under Python `-O`. All `Kp` commute with `R`, including
+absolute phase. Every boundary word contains only monomial gates.
+
+Apply `2Km` to the eight original mode inputs before `L`. At the exit, apply
+`N/(2f_i)` to each cache. Use the inherited **fused compiled** backward main
+input/output wrappers. The verifier checks 336 main diagonal/shear blocks,
+896 nonzero main/helper coupling blocks and eight helper diagonal blocks,
+for 1,240 exact physical equations. Comparison includes the signed tableau
+and exact zero-state vector, so an undetected global phase is impossible
+within this Clifford model. These equations yield (1), with
+
+\[
+ W=\operatorname{diag}(K_p^{-1})M\operatorname{diag}(K_m)/2,
+ \quad
+ Z=\operatorname{diag}(K_m^{-1})M^T\operatorname{diag}(K_p)/2.
+\]
+
+The main code is the predecessor's `C=diag(Kp^-1) A diag(Kp)`. Exact word
+cancellation and the scalar factorization give
+`ZW=14I8`, `WZ=I-C`; `W` and `Z` intertwine `R` on their respective banks.
+No commutation with `D` or `Q` is assumed. These are finite ordinary code
+maps with exterior scalar coefficients, not additional Gaussian calls.
+
+After normalization, SWAP each cache's **whole physical field and chart tag**
+with its identically zero original mode output. The original owner now holds
+the normalized coupled output; the owned slot holds zero and can be CLEARed.
+There is no persistent erasure and no attempted free chart conversion of a
+nonzero field. `C0` is already zero, so all nine owned outputs are zero.
+Ordering the coupled input/output banks as `(y,h,x)` makes (1) triangular
+with invertible diagonal `D`. Together with the 400 unchanged native jobs,
+this proves preservation of all 632 original input directions. It does not
+emit an inverse schedule or establish a same-cost inverse/transpose.
+
+## 4. Exact local bill
+
+Relative to the original raw backward source, the selected schedule adds:
+
+| Ordinary operation | Added field operations |
+| --- | ---: |
+| ADD | 1,644 |
+| SCALE | 40 |
+| COPY | 16 |
+| CLEAR | 24 |
+| Whole-field SWAP, with chart tag | 8 |
+| Monomial field map | 464 |
+
+Each basis direction uses 822 ADD and 12 SCALE: its three elimination swaps
+are expanded into three ADDs and one SCALE each. Eight input scalings and
+eight cache scalings give the remaining 16 SCALEs. The source rewrite adds
+16 COPY and 16 CLEAR; final cache consumption adds eight CLEAR. The 464
+monomial maps are 448 fused inherited main standardizers, eight `Km` and
+eight `N`. This counts the newly installed boundary schedule; all unchanged
+source warp/phase/adapter traffic and native child implementations remain in
+the emitted word and retain their inherited costs. In particular, this table
+does not assert that a field monomial map is zero machine work.
+
+The original source has 16,273 ADD, 1,164 SCALE and 16 CLEAR. Including the
+new boundary scalars, the schedule therefore has 17,917 ADD, 1,204 SCALE,
+16 COPY, 40 CLEAR and eight whole-field SWAP, plus the explicitly described
+monomial boundary maps and inherited native operations. Nine owned fields
+suffice: the original center temporary and eight retained caches. Their
+initial values are arbitrary; their final values are zero. The autonomous
+helper profile is `{4:28,7:7,8:47,9:318}`. The physical implementations of
+those unchanged native helper jobs are inherited from the pinned source;
+scalar identity rows alone are not a new proof of those implementations.
+
+For an explicit local stability bound, use the maximum of field Euclidean
+norms. ADD by `a` has norm at most `1+|a|`, SCALE has norm at most
+`max(1,|a|)`, and unitary Gaussian/monomial maps, COPY, CLEAR and SWAP have
+norm at most one. The verifier sums upward-rounded base-two logarithms for
+every scalar operation in this finite schedule, obtaining **18,996**. Hence
+every suffix amplifies an injected field error by at most `2^18996`; at most
+`m` injections of norm `epsilon` give the conservative bound
+`m*2^18996*epsilon`. All dyadic constants and word lengths are fixed. This
+establishes local bounded amplification, not a complete coordinate rounding,
+tape movement, recursive precision or outer multiplier budget.
+
+## 5. Every positive fiber width and verification boundary
+
+A free-group identity evaluates in any assignment of invertible native warp
+operators. Therefore the exact rational row equalities and zero-retag
+premises hold uniformly when native operations act on any positive fiber
+width `f`. The scalar owner coefficients and scalar `L/L^-1` programs stay
+outside the tensor product; in particular `ZW=14I`, not `14^f I`. Each
+compiled monomial word uses the inherited prescription: `P` and `X` act
+columnwise, `D` sums its Z4 polynomial over the columns, and a `phase` gate
+contributes its phase once per column. Each address-operator identity is lifted
+columnwise; an absolute phase `i^gamma` lifts to `i^(f gamma)`, rather than
+being confused with an exterior scalar sign. Exact one-column operator
+identities, word cancellation and rational matrix identities then prove the
+same physical boundary composition for every `f`. The inherited native
+uniform implementation hypotheses remain inherited.
+
+The registered verifier performs complete 641-column native row replay,
+exact scalar endpoint composition, and the 1,240 physical boundary checks.
+It does not claim a separately flattened 641-column physical-matrix replay,
+a formal-kernel proof, independent human approval, hosted CI, or a complete
+caller. It rejects a nonzero zero-retag, a single changed basis ADD
+coefficient, a changed saved-cache coefficient and a phase-only error with
+the correct tableau. Normal and optimized runs use explicit checks for the
+new claims. The caller must close all 224 main and eight coupled helper
+outputs, preserve the other 400 jobs, charge every added child and ordinary
+operation, and discharge precision, storage and outer-budget obligations
+before any new target credit or exponent is admitted.
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json
new file mode 100644
index 0000000000..0afd30ed01
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/PROVIDER.json
@@ -0,0 +1,13105 @@
+{
+  "schema_version": 1,
+  "source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+  "candidate_witness_sha256": "24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591",
+  "word_payload_sha256": "05490717144b3e6c69c0cc9e5c5df5c69d841ca13bf29aabd1b0db180628f038",
+  "basis_roles": [
+    224,
+    225,
+    227,
+    229,
+    230,
+    231,
+    232,
+    233,
+    234,
+    235,
+    236,
+    237,
+    238,
+    239,
+    240,
+    241,
+    242,
+    243,
+    245,
+    246,
+    247,
+    250,
+    252,
+    253,
+    254,
+    255,
+    256,
+    257,
+    258,
+    259,
+    261,
+    262,
+    263,
+    266,
+    268,
+    269,
+    270,
+    271,
+    272,
+    276,
+    280,
+    283,
+    286,
+    287,
+    288,
+    294,
+    296,
+    297,
+    300,
+    302,
+    303,
+    306,
+    308,
+    312,
+    315,
+    318,
+    319,
+    324,
+    326,
+    328,
+    332,
+    333,
+    334,
+    335,
+    336,
+    340,
+    347,
+    350,
+    351,
+    352,
+    356,
+    366,
+    367,
+    368,
+    372,
+    379,
+    382,
+    383,
+    384,
+    388,
+    390,
+    391,
+    392,
+    397,
+    398,
+    399,
+    400,
+    401,
+    402,
+    403,
+    405,
+    406,
+    409,
+    410,
+    411,
+    413,
+    414,
+    415,
+    416,
+    417,
+    418,
+    419,
+    421,
+    422,
+    425,
+    426,
+    427,
+    429,
+    430,
+    431,
+    432,
+    433,
+    434,
+    435,
+    437,
+    438,
+    441,
+    442,
+    443,
+    445,
+    446,
+    447
+  ],
+  "mode_owners": [
+    224,
+    225,
+    227,
+    229,
+    240,
+    241,
+    256,
+    257
+  ],
+  "candidate_mode_permutation": [
+    2,
+    0,
+    1,
+    3,
+    5,
+    7,
+    6,
+    4
+  ],
+  "candidate_mode_signs": [
+    "1",
+    "1",
+    "1",
+    "-1",
+    "-1",
+    "1",
+    "1",
+    "-1"
+  ],
+  "canonical_retraction_E": [
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "1"
+      ],
+      [
+        7,
+        "-2"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "-1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        14,
+        "2"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ],
+    [
+      [
+        6,
+        "1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ]
+    ],
+    [
+      [
+        3,
+        "-1"
+      ],
+      [
+        5,
+        "-1"
+      ],
+      [
+        8,
+        "1"
+      ],
+      [
+        10,
+        "-1"
+      ],
+      [
+        11,
+        "-1"
+      ],
+      [
+        12,
+        "1"
+      ],
+      [
+        13,
+        "-1"
+      ],
+      [
+        15,
+        "1"
+      ],
+      [
+        100,
+        "1"
+      ],
+      [
+        102,
+        "-1"
+      ],
+      [
+        104,
+        "-1"
+      ],
+      [
+        109,
+        "1"
+      ]
+    ],
+    [
+      [
+        64,
+        "-1"
+      ],
+      [
+        70,
+        "1"
+      ],
+      [
+        72,
+        "1"
+      ],
+      [
+        73,
+        "1"
+      ],
+      [
+        76,
+        "-1"
+      ],
+      [
+        79,
+        "-1"
+      ]
+    ],
+    [
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "-1"
+      ],
+      [
+        23,
+        "1"
+      ],
+      [
+        28,
+        "1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "-1"
+      ],
+      [
+        31,
+        "-1"
+      ]
+    ],
+    [
+      [
+        33,
+        "1"
+      ],
+      [
+        35,
+        "-1"
+      ],
+      [
+        37,
+        "1"
+      ],
+      [
+        39,
+        "-1"
+      ],
+      [
+        44,
+        "-1"
+      ],
+      [
+        45,
+        "-1"
+      ],
+      [
+        46,
+        "1"
+      ],
+      [
+        47,
+        "1"
+      ]
+    ],
+    [
+      [
+        1,
+        "1"
+      ],
+      [
+        17,
+        "-1"
+      ],
+      [
+        19,
+        "1"
+      ],
+      [
+        21,
+        "1"
+      ],
+      [
+        23,
+        "-1"
+      ],
+      [
+        28,
+        "-1"
+      ],
+      [
+        29,
+        "1"
+      ],
+      [
+        30,
+        "1"
+      ],
+      [
+        31,
+        "-1"
+      ],
+      [
+        100,
+        "-1"
+      ],
+      [
+        102,
+        "1"
+      ],
+      [
+        104,
+        "1"
+      ],
+      [
+        109,
+        "-1"
+      ],
+      [
+        160,
+        "-1"
+      ],
+      [
+        164,
+        "-1"
+      ],
+      [
+        166,
+        "1"
+      ],
+      [
+        167,
+        "1"
+      ],
+      [
+        168,
+        "1"
+      ],
+      [
+        173,
+        "-1"
+      ]
+    ]
+  ],
+  "input_basis_program": [
+    [
+      "add",
+      257,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "-2"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "1/2"
+    ],
+    [
+      "scale",
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "1/4"
+    ],
+    [
+      "scale",
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "-3/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "1/4"
+    ],
+    [
+      "scale",
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "-2"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "-1"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "-1"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "-1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "1"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "1"
+    ],
+    [
+      "scale",
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "1/2"
+    ],
+    [
+      "scale",
+      224,
+      "-1/2"
+    ]
+  ],
+  "output_basis_program": [
+    [
+      "scale",
+      224,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      229,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      234,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      237,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      238,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      239,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      240,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      242,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      245,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      254,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      255,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      271,
+      224,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      336,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      347,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      379,
+      224,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      224,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      398,
+      224,
+      "1/4"
+    ],
+    [
+      "add",
+      399,
+      224,
+      "-1/4"
+    ],
+    [
+      "scale",
+      225,
+      "-2"
+    ],
+    [
+      "add",
+      224,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      229,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      233,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      234,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      239,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      240,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      241,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      245,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      246,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      250,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      253,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      255,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      256,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      257,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      261,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      266,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      269,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      347,
+      225,
+      "-1"
+    ],
+    [
+      "add",
+      368,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      379,
+      225,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      384,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      388,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      401,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      403,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      405,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      410,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      411,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      413,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      416,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      417,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      418,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      419,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      422,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      426,
+      225,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      225,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      225,
+      "1/4"
+    ],
+    [
+      "add",
+      430,
+      225,
+      "1/4"
+    ],
+    [
+      "scale",
+      227,
+      "-4"
+    ],
+    [
+      "add",
+      229,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      233,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      234,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      235,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      237,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      238,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      240,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      241,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      242,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      243,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      257,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      258,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      259,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      262,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      270,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      272,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      276,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      283,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      227,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      227,
+      "-1/4"
+    ],
+    [
+      "add",
+      315,
+      227,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      227,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      227,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      227,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      227,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      227,
+      "-2"
+    ],
+    [
+      "scale",
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      234,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      237,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      238,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      239,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      242,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      243,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      245,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      246,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      250,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      254,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      258,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      262,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      266,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      271,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      276,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      283,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      229,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      229,
+      "-2"
+    ],
+    [
+      "add",
+      347,
+      229,
+      "1"
+    ],
+    [
+      "add",
+      368,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      401,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      402,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      403,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      411,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      413,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      417,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      418,
+      229,
+      "1/2"
+    ],
+    [
+      "add",
+      419,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      425,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      429,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      229,
+      "-1/2"
+    ],
+    [
+      "add",
+      227,
+      230,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      231,
+      "-2"
+    ],
+    [
+      "add",
+      225,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      232,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      234,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      235,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      236,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      236,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      237,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      238,
+      "2"
+    ],
+    [
+      "add",
+      225,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      239,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      240,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "scale",
+      240,
+      "4"
+    ],
+    [
+      "add",
+      257,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      258,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      261,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      262,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      266,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      269,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      270,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      271,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      288,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      384,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      240,
+      "3/4"
+    ],
+    [
+      "add",
+      416,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      417,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      418,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      421,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      422,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      425,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      426,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      427,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      430,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      431,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      437,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      240,
+      "1/4"
+    ],
+    [
+      "add",
+      441,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      443,
+      240,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      240,
+      "-1/4"
+    ],
+    [
+      "add",
+      447,
+      240,
+      "1/2"
+    ],
+    [
+      "scale",
+      241,
+      "-4"
+    ],
+    [
+      "add",
+      242,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      243,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      245,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      246,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      250,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      253,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      254,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      256,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      272,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      308,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      312,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      318,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      319,
+      241,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      340,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      350,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      351,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      368,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      400,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      401,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      402,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      403,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      405,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      406,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      409,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      410,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      413,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      414,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      433,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      434,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      435,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      437,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      438,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      441,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      442,
+      241,
+      "1/4"
+    ],
+    [
+      "add",
+      443,
+      241,
+      "-1/2"
+    ],
+    [
+      "add",
+      445,
+      241,
+      "-1/4"
+    ],
+    [
+      "add",
+      446,
+      241,
+      "-1/4"
+    ],
+    [
+      "scale",
+      243,
+      "2"
+    ],
+    [
+      "add",
+      246,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      250,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      255,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      256,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      280,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      286,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      287,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      306,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      324,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      326,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      328,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      332,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      334,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      335,
+      243,
+      "-1"
+    ],
+    [
+      "add",
+      336,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      352,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      356,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      366,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      367,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      368,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      372,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      382,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      383,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      384,
+      243,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      243,
+      "-1/4"
+    ],
+    [
+      "add",
+      400,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      402,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      403,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      406,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      409,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      410,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      411,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      415,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      432,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      435,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      438,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      442,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      446,
+      243,
+      "1/2"
+    ],
+    [
+      "add",
+      447,
+      243,
+      "-1/2"
+    ],
+    [
+      "add",
+      241,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      245,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      245,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      245,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      245,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      245,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      247,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      247,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      247,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      247,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      247,
+      "1"
+    ],
+    [
+      "add",
+      241,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      243,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      252,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      252,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      252,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      252,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      252,
+      "1"
+    ],
+    [
+      "add",
+      243,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      253,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      253,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      253,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      253,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      253,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      243,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      246,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      250,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      272,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      280,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      286,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      287,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      288,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      296,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      302,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      303,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      306,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      308,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      312,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      318,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      319,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      324,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      326,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      328,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      332,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      334,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      335,
+      254,
+      "-2"
+    ],
+    [
+      "add",
+      336,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      340,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      350,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      351,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      352,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      356,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      366,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      367,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      368,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      372,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      382,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      383,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      384,
+      254,
+      "1/2"
+    ],
+    [
+      "add",
+      388,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      398,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      399,
+      254,
+      "-1/2"
+    ],
+    [
+      "add",
+      400,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      402,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      403,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      406,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      409,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      410,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      411,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      415,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      432,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      435,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      437,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      438,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      442,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      443,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      446,
+      254,
+      "1"
+    ],
+    [
+      "add",
+      447,
+      254,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      255,
+      256,
+      "1"
+    ],
+    [
+      "scale",
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      243,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      246,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      250,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      272,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      280,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      286,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      287,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      288,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      296,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      302,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      303,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      306,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      308,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      312,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      318,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      319,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      324,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      326,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      328,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      332,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      334,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      335,
+      255,
+      "2"
+    ],
+    [
+      "add",
+      336,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      340,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      350,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      351,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      352,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      356,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      366,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      367,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      368,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      372,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      382,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      383,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      384,
+      255,
+      "-1/2"
+    ],
+    [
+      "add",
+      388,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      398,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      399,
+      255,
+      "1/2"
+    ],
+    [
+      "add",
+      400,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      402,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      403,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      406,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      409,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      410,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      411,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      415,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      432,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      435,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      437,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      438,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      442,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      443,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      446,
+      255,
+      "-1"
+    ],
+    [
+      "add",
+      447,
+      255,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      256,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      257,
+      "1"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "scale",
+      256,
+      "2"
+    ],
+    [
+      "add",
+      240,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      258,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      259,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      261,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      269,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      270,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      271,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      272,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      280,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      286,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      287,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      288,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      296,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      302,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      303,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      306,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      308,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      312,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      318,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      319,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      324,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      326,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      328,
+      256,
+      "1"
+    ],
+    [
+      "add",
+      332,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      334,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      336,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      340,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      350,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      351,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      352,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      356,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      366,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      367,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      368,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      372,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      382,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      383,
+      256,
+      "-3/4"
+    ],
+    [
+      "add",
+      384,
+      256,
+      "1/4"
+    ],
+    [
+      "add",
+      388,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      398,
+      256,
+      "-1/4"
+    ],
+    [
+      "add",
+      399,
+      256,
+      "3/4"
+    ],
+    [
+      "add",
+      417,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      419,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      421,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      427,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      429,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      430,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      431,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      432,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      433,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      435,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      437,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      443,
+      256,
+      "1/2"
+    ],
+    [
+      "add",
+      445,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      446,
+      256,
+      "-1/2"
+    ],
+    [
+      "add",
+      447,
+      256,
+      "1/2"
+    ],
+    [
+      "scale",
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      241,
+      257,
+      "1"
+    ],
+    [
+      "add",
+      255,
+      257,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      259,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      261,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      263,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      268,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      269,
+      "-1"
+    ],
+    [
+      "add",
+      256,
+      270,
+      "1"
+    ],
+    [
+      "add",
+      256,
+      271,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      288,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      294,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      296,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      297,
+      "1"
+    ],
+    [
+      "add",
+      240,
+      300,
+      "-1"
+    ],
+    [
+      "add",
+      240,
+      303,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      324,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      324,
+      "-1"
+    ],
+    [
+      "add",
+      227,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      326,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      326,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      229,
+      328,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      328,
+      "1"
+    ],
+    [
+      "add",
+      227,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      229,
+      333,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      333,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      384,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      388,
+      "-1"
+    ],
+    [
+      "add",
+      224,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      390,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      391,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      225,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      257,
+      392,
+      "1"
+    ],
+    [
+      "add",
+      224,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      225,
+      397,
+      "-1"
+    ],
+    [
+      "add",
+      257,
+      397,
+      "-1"
+    ]
+  ],
+  "mode_boundaries": [
+    {
+      "mode": 0,
+      "owner": 224,
+      "cache_slot": 634,
+      "witness_row": 1,
+      "frame": 274,
+      "missing_line": 7,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              13,
+              11,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            7,
+            0,
+            2
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            14,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              7,
+              12,
+              10,
+              14,
+              16,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            504
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            14,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            7,
+            0
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            14,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 504,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 1,
+      "owner": 225,
+      "cache_slot": 635,
+      "witness_row": 2,
+      "frame": 619,
+      "missing_line": 25,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              19,
+              11,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            25,
+            0,
+            2
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              25,
+              26,
+              4,
+              18,
+              10,
+              32,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            486
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            26,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            25,
+            0
+          ],
+          [
+            0,
+            26,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 486,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 2,
+      "owner": 227,
+      "cache_slot": 633,
+      "witness_row": 0,
+      "frame": 254,
+      "missing_line": 42,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              35,
+              16,
+              11,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            41,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            0
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            11,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              42,
+              41,
+              4,
+              33,
+              16,
+              9,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            470
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            42,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            11,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            42,
+            2
+          ],
+          [
+            0,
+            41,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            10,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 470,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 3,
+      "owner": 229,
+      "cache_slot": 636,
+      "witness_row": 3,
+      "frame": 279,
+      "missing_line": 52,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              37,
+              21,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            49,
+            0,
+            2
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            37,
+            0
+          ],
+          [
+            0,
+            21,
+            0
+          ],
+          [
+            0,
+            64,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              52,
+              2,
+              49,
+              8,
+              33,
+              17,
+              64,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            462
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            52,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            37,
+            0,
+            2
+          ],
+          [
+            21,
+            0,
+            2
+          ],
+          [
+            64,
+            0,
+            0
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            52,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            49,
+            0
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            20,
+            2
+          ],
+          [
+            0,
+            36,
+            2
+          ],
+          [
+            0,
+            64,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 462,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 4,
+      "owner": 240,
+      "cache_slot": 640,
+      "witness_row": 7,
+      "frame": 281,
+      "missing_line": 76,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              69,
+              16,
+              32,
+              13,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            73,
+            0,
+            2
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            0
+          ],
+          [
+            0,
+            2,
+            0
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            69,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            13,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              2,
+              0,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              76,
+              2,
+              73,
+              65,
+              16,
+              32,
+              9,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            438
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            76,
+            0,
+            2
+          ],
+          [
+            2,
+            0,
+            0
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            69,
+            0,
+            2
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            13,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            76,
+            2
+          ],
+          [
+            0,
+            2,
+            2
+          ],
+          [
+            0,
+            73,
+            0
+          ],
+          [
+            0,
+            12,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            68,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 438,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 5,
+      "owner": 241,
+      "cache_slot": 637,
+      "witness_row": 4,
+      "frame": 621,
+      "missing_line": 82,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              67,
+              32,
+              19,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            81,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            0
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            32,
+            0
+          ],
+          [
+            0,
+            19,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              0,
+              0,
+              0,
+              2,
+              0,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              82,
+              81,
+              4,
+              8,
+              65,
+              32,
+              17,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            430
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            82,
+            0,
+            2
+          ],
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            32,
+            0,
+            0
+          ],
+          [
+            19,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            82,
+            2
+          ],
+          [
+            0,
+            81,
+            0
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            18,
+            2
+          ],
+          [
+            0,
+            32,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 430,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 6,
+      "owner": 256,
+      "cache_slot": 639,
+      "witness_row": 6,
+      "frame": 624,
+      "missing_line": 97,
+      "cache_scalar": "-2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              67,
+              35,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            97,
+            0,
+            2
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            0
+          ],
+          [
+            0,
+            4,
+            0
+          ],
+          [
+            0,
+            8,
+            0
+          ],
+          [
+            0,
+            16,
+            0
+          ],
+          [
+            0,
+            67,
+            0
+          ],
+          [
+            0,
+            35,
+            0
+          ],
+          [
+            0,
+            128,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              0,
+              0,
+              0,
+              2,
+              2,
+              0,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              97,
+              98,
+              4,
+              8,
+              16,
+              66,
+              34,
+              128,
+              256
+            ]
+          ],
+          [
+            "X",
+            414
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            98,
+            0,
+            2
+          ],
+          [
+            4,
+            0,
+            0
+          ],
+          [
+            8,
+            0,
+            0
+          ],
+          [
+            16,
+            0,
+            0
+          ],
+          [
+            67,
+            0,
+            2
+          ],
+          [
+            35,
+            0,
+            2
+          ],
+          [
+            128,
+            0,
+            0
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            97,
+            0
+          ],
+          [
+            0,
+            98,
+            2
+          ],
+          [
+            0,
+            4,
+            2
+          ],
+          [
+            0,
+            8,
+            2
+          ],
+          [
+            0,
+            16,
+            2
+          ],
+          [
+            0,
+            34,
+            2
+          ],
+          [
+            0,
+            66,
+            2
+          ],
+          [
+            0,
+            128,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 414,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    },
+    {
+      "mode": 7,
+      "owner": 257,
+      "cache_slot": 638,
+      "witness_row": 5,
+      "frame": 280,
+      "missing_line": 127,
+      "cache_scalar": "2",
+      "input_K": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              253,
+              251,
+              247,
+              239,
+              223,
+              191,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            0
+          ],
+          [
+            "phase",
+            0
+          ]
+        ],
+        "signed_tableau": [
+          [
+            127,
+            0,
+            2
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            253,
+            0
+          ],
+          [
+            0,
+            251,
+            0
+          ],
+          [
+            0,
+            247,
+            0
+          ],
+          [
+            0,
+            239,
+            0
+          ],
+          [
+            0,
+            223,
+            0
+          ],
+          [
+            0,
+            191,
+            0
+          ],
+          [
+            0,
+            254,
+            0
+          ],
+          [
+            0,
+            256,
+            0
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 0,
+          "gaussian_numerator": [
+            1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      },
+      "output_N": {
+        "literal_word": [
+          [
+            "D",
+            [
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0,
+              0
+            ],
+            [
+              0,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              2,
+              0
+            ]
+          ],
+          [
+            "P",
+            [
+              127,
+              252,
+              250,
+              246,
+              238,
+              222,
+              190,
+              254,
+              256
+            ]
+          ],
+          [
+            "X",
+            384
+          ],
+          [
+            "phase",
+            2
+          ]
+        ],
+        "signed_tableau": [
+          [
+            1,
+            0,
+            0
+          ],
+          [
+            253,
+            0,
+            2
+          ],
+          [
+            251,
+            0,
+            2
+          ],
+          [
+            247,
+            0,
+            2
+          ],
+          [
+            239,
+            0,
+            2
+          ],
+          [
+            223,
+            0,
+            2
+          ],
+          [
+            191,
+            0,
+            2
+          ],
+          [
+            254,
+            0,
+            2
+          ],
+          [
+            256,
+            0,
+            0
+          ],
+          [
+            0,
+            127,
+            0
+          ],
+          [
+            0,
+            130,
+            2
+          ],
+          [
+            0,
+            132,
+            2
+          ],
+          [
+            0,
+            136,
+            2
+          ],
+          [
+            0,
+            144,
+            2
+          ],
+          [
+            0,
+            160,
+            2
+          ],
+          [
+            0,
+            192,
+            2
+          ],
+          [
+            0,
+            254,
+            2
+          ],
+          [
+            0,
+            256,
+            2
+          ]
+        ],
+        "zero_column_anchor": {
+          "index": 384,
+          "gaussian_numerator": [
+            -1,
+            0
+          ],
+          "denominator_power2": 0
+        }
+      }
+    }
+  ],
+  "ordered_schedule": [
+    "Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.",
+    "On each mode owner apply input_K and scalar 2; run input_basis_program.",
+    "Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.",
+    "Run output_basis_program on the 122 persistent common-chart helpers.",
+    "For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.",
+    "Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y."
+  ],
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "autonomous_native_helpers": {
+    "4": 28,
+    "7": 7,
+    "8": 47,
+    "9": 318
+  },
+  "owned_fields": {
+    "count": 9,
+    "initial_values": "arbitrary",
+    "final_values": "zero",
+    "productive_credit": 0
+  },
+  "added_ordinary_work_vs_original_raw_source": {
+    "ADD": 1644,
+    "SCALE": 40,
+    "COPY": 16,
+    "CLEAR": 24,
+    "whole_field_SWAP": 8,
+    "monomial_field_maps": 464,
+    "monomial_breakdown": {
+      "fused_inherited_main_standardizers": 448,
+      "mode_inputs": 8,
+      "cache_outputs": 8
+    }
+  },
+  "local_error_amplification_power2_bound": 18996,
+  "source_original_scalar_counts": {
+    "add": 16273,
+    "clear": 16,
+    "scale": 1164
+  },
+  "source_changed_scalar_counts": {
+    "add": 16273,
+    "clear": 32,
+    "copy": 16,
+    "scale": 1164
+  },
+  "physical_phase_bindings": {
+    "main_diagonal_and_shear": 336,
+    "two_coupling_directions": 896,
+    "helper_diagonal": 8
+  },
+  "exact_zero_retags": [
+    [
+      15608,
+      92,
+      254,
+      1
+    ],
+    [
+      15894,
+      9,
+      624,
+      1
+    ],
+    [
+      15900,
+      11,
+      621,
+      1
+    ],
+    [
+      17269,
+      240,
+      280,
+      1
+    ],
+    [
+      17280,
+      81,
+      619,
+      1
+    ],
+    [
+      17288,
+      57,
+      274,
+      1
+    ],
+    [
+      17604,
+      288,
+      281,
+      1
+    ],
+    [
+      17746,
+      224,
+      279,
+      1
+    ]
+  ],
+  "formula": {
+    "X": "D x - R y + R W h",
+    "Y": "D y",
+    "H": "D (h - Z y)",
+    "W": "diag(K_port^-1) M diag(K_mode)/2",
+    "Z": "diag(K_mode^-1) M^T diag(K_port)/2"
+  },
+  "failure_controls": [
+    "nonzero zero-retag rejected",
+    "one altered basis ADD coefficient rejected",
+    "same-tableau phase-only cache error rejected",
+    "one altered saved-cache coefficient rejected"
+  ],
+  "scope": "Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change."
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/README.md b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/README.md
new file mode 100644
index 0000000000..92d0d7e523
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/README.md
@@ -0,0 +1,83 @@
+# Eight coupled helper outputs from the retained-center native word
+
+This package constructs and replays an exact changed backward native provider
+on all 632 original owners. It replaces eight rank-eight center calls by
+retained earlier same-frame caches; eight later H1 inputs become identically
+zero and their calls disappear. The resulting paid profile is
+`{1:2193,2:412,3:510,4:127,5:40}`: the center-free profile minus eight H1 calls.
+
+After explicit ordinary basis and boundary operations, the coupled outputs are
+
+```text
+X = D x - R y + R W h
+Y = D y
+H = D(h - Z y)
+```
+
+Here `R=DQ`, `D` is the native rank-eight Gaussian, `ZW=14I8`, and `WZ=I-C`
+for the existing physical code `C`. The 400 other original helpers retain
+their native jobs, with profile `{4:28,7:7,8:47,9:318}`. All nine owned fields
+start arbitrary and finish zero. **The eight H outputs remain coupled; no
+new autonomous Gaussian targets, complete caller or improved κ are claimed.**
+
+[PROOF.md](PROOF.md) gives the every-positive-width argument, ownership rule,
+exact local bill and precision boundary. [WORD.json.gz](WORD.json.gz) is the
+complete changed native word. [PROVIDER.json](PROVIDER.json) is its ordered
+boundary recipe, including explicit dyadic basis programs and phase-bound
+monomial words; its references to the pinned source main normalizers are part
+of that recipe. The verifier recomputes the word and recipe from authenticated
+main inputs, with no scratch paths or network access.
+
+The new schedule adds 1,644 ADD, 40 SCALE, 16 COPY, 24 CLEAR, eight physical
+SWAPs and 464 monomial maps relative to the original raw source. The 464 maps
+include 448 fused inherited main wrappers. Unchanged native internal traffic
+and implementations remain inherited. These are ordinary work, not free
+machine operations. Nine owned fields suffice without basis scratch storage.
+
+## Reproduce
+
+From the repository root, using only Python 3.12 and its standard library:
+
+```sh
+python3.12 -B scripts/research_package.py --package research/native-rank8-helper-provider
+python3.12 -I -Werror -B research/native-rank8-helper-provider/verify.py
+python3.12 -I -Werror -O -B research/native-rank8-helper-provider/verify.py
+```
+
+The registered normal and optimized commands check all 641 native input
+columns, every original endpoint, all nine owned outputs and 1,240 physical
+phase bindings. Mutation controls reject a changed basis ADD coefficient, a
+changed cache coefficient, nonzero zero-retag input and a same-tableau phase
+error. A direct run takes about 13 seconds on the preparation machine; the
+registered pair is bounded separately in [VERIFY.json](VERIFY.json).
+`--emit` regenerates only the package-local `PROVIDER.json`; normal replay is
+read-only. Frozen scientific source inputs are never regenerated or modified.
+
+[WITNESS.json](WITNESS.json) retains Ali Romman's PR5383 candidate verbatim,
+from head `4bd6efa51a495a7c7b7754915cf0244e7e60969e`, SHA256
+`24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591`.
+The candidate is package-local data; every used relation is reproved against
+main's native source. No pending PR Git object is required. The phase engine,
+existing code and native implementation retain their predecessor proof
+boundaries; this is author-side exact replay, not formal or human acceptance.
+
+## Open next questions
+
+The complete structured obligations are in [TASK.json](TASK.json). A caller
+must close the 224 main and eight coupled helper outputs while retaining the
+400 autonomous helpers per call, price all additional children and ordinary
+work, then prove its final Gaussian ranks, chronology, finite precision and
+outer budget. Begin with one fully owned caller identity; a field becoming
+available at rank eight is insufficient for autonomous target credit. The
+selected frontier is unchanged.
+
+## Credit
+
+Ali Romman supplies PR5383's exact cached-center relations. Cao Yifan supplies
+the native round-three helper/map word; Dugongue supplies the center-free code
+and its factorization; Cinna Davis supplies the earlier retained-center,
+helper-basis and controller work. Retain zxv's Clifford/native/compiler work,
+Jacob Alan Sussman's recursion, Ryanson Jonathan's controller checks, and the
+full source lineage. See [ATTRIBUTION.md](ATTRIBUTION.md). Prepared for Dillon
+with substantial OpenAI Codex assistance from coordinated construction,
+mechanism and review agents. Apache-2.0.
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json
new file mode 100644
index 0000000000..dd77397ca5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/SOURCES.json
@@ -0,0 +1,54 @@
+{
+  "schema_version": 1,
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "files": [
+    {
+      "path": "certificates/selected-result.json",
+      "usage": "provenance",
+      "git_blob": "b288ae44032fd84dd5564243422836cbcd29835e",
+      "sha256": "f9ed52bb642cd1e1486cf2743557ac5fa23cf1514a3277d786a644e39a565038"
+    },
+    {
+      "path": "docs/research/agent-task-catalog.json",
+      "usage": "provenance",
+      "git_blob": "f126dd2e2dad2b669e75d1d0d0bd05c600725602",
+      "sha256": "f7a48bfa2659b88378282a8eee7d9fe52cdf505594124c4d1686b58510fffd72"
+    },
+    {
+      "path": "research/coded-native-caller/NORMALIZERS.json",
+      "usage": "input",
+      "git_blob": "bca92c222c395d3d75c047fbb678f3cd0947c60f",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "path": "research/coded-native-caller/PHYSICAL.md",
+      "usage": "input",
+      "git_blob": "da8837ba67423ef08ef1afb8e8297a8032aafe9f",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078"
+    },
+    {
+      "path": "research/coded-native-caller/clifford_exact.py",
+      "usage": "input",
+      "git_blob": "166841a037f069249f6f7f6dedb89248812f59e2",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962"
+    },
+    {
+      "path": "research/native-center-free-code/CODE.json",
+      "usage": "input",
+      "git_blob": "03170f4a31f7a8a3db7228f1cd5a6fdcb32720ae",
+      "sha256": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0"
+    },
+    {
+      "path": "research/native-center-free-code/CODED-PROOF.md",
+      "usage": "input",
+      "git_blob": "1f28d33884ec99b34f8366d022d8f7b9b7653ae2",
+      "sha256": "acd904af677718da8cdaf81d205d29866a6855efd393047e7128320a46753b01"
+    },
+    {
+      "path": "research/native-center-free-code/SOURCE-WORD.json.gz",
+      "usage": "input",
+      "git_blob": "46d929df83817b85a5387bcdb9745e0627d6366e",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json
new file mode 100644
index 0000000000..e82da0445c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/TASK.json
@@ -0,0 +1,88 @@
+{
+  "schema_version": 1,
+  "task_id": "centre-path-sharing",
+  "priority_revision": 7,
+  "base_commit": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "original_card": {
+    "id": "centre-path-sharing",
+    "question": "Can the 64-per-call centre path (eight rank-8 COPY/ERASE totals through the private temporary) be shared across calls or shrunk?",
+    "starting_points": [
+      "docs/research/research-family-status.md",
+      "research/complex-local-word-ceiling/README.md",
+      "research/split-centres-global/proofs/PR386-BIT-GEOMETRY.txt",
+      "certificates/selected-result.json"
+    ],
+    "methods": [
+      "Derive a fully charged favorable relaxation for sharing one centre path across k calls, including restoration, hosting and precision.",
+      "Prove a lower bound on copied information per call for the selected decoder contract."
+    ],
+    "acceptance_gate": "Show the changed centre charge and copy profile per call with every added restoration or hosting cost charged, and its ceiling via ceiling.ceiling(centre=...). A scoped local result may be retained without a complete supplier. Expanding it into further construction rounds requires the family-level budget and obligation gate in research-family-status.md; an optimistic passing relaxation alone is not acceptance.",
+    "first_step": {
+      "command": [
+        "python3",
+        "-B",
+        "research/complex-local-word-ceiling/verify.py"
+      ],
+      "expected": "PASS_COMPLEX_LOCAL_WORD_CEILING",
+      "inspect": "Read the selected word's per-call local profile, its packing ceiling and the lever table; run levers.py for the ideal budget of the lever you target.",
+      "scope": "Positive control and planning budget only; this is not a new construction or full cold replay."
+    },
+    "first_experiment": "Write the per-call centre charge and copy children for sharing across k = 2 calls, charge the sharing overhead, and screen it; stop this route if even the ideal sharing gains under 10%. Ideal budgets: free 2.80x, shared by two 1.90x (levers.py).",
+    "bottleneck_link": "The centre path consumes 64 of about 99.6 unpaid coordinates per call, i.e. about 64% of the raw deficit.",
+    "allowed_variations": [
+      "One sharing pattern across a fixed number of calls.",
+      "One reduced copied-total contract for the existing decoder.",
+      "If the coverage law, template or guard changes, derive an applicable fully charged replacement bound instead of applying the incumbent ceiling outside its scope."
+    ],
+    "scope_change_triggers": [
+      "Removing copies without a replacement contract for the decoder's copied totals.",
+      "Continuing a partial cost improvement while leaving the same unpriced consumer, restoration or central-readout obligation unresolved; refresh the family expansion decision first. Local product-retiming evidence has a narrow scope and is not a ban on changed graphs or contracts."
+    ],
+    "overlap_terms": [
+      "centre path",
+      "copied totals",
+      "private temporary",
+      "shared centre",
+      "batching"
+    ]
+  },
+  "scope_status": "refined",
+  "actual_scope": "Emit a source-bound backward provider using retained center caches and an invertible cold-helper basis, with eight coupled rank-eight helper outputs, all 632 original owners retained and all 9 owned outputs zero.",
+  "scope_change_reason": "The user explicitly authorized ambitious changed-source research and removed the hour limit. This focused result replaces the copied-center path using source-proved early observations, while preserving every original direction; it does not claim an autonomous supplier or complete caller.",
+  "bottleneck_link": "Deletes all eight native H8 center calls and eight later H1 calls. The new bottleneck is closing eight main/helper couplings under a paid, fully owned caller rather than treating them as autonomous H8 targets.",
+  "budget_minutes": null,
+  "stop_rule": "Freeze this focused provider once original/changed all-owner replay, explicit ordinary basis programs, exact physical boundaries, owned cleanup, operation counts and every-positive-width proof pass. Further caller work is separate and must close all original outputs before admitting target credit.",
+  "outcome": "partial",
+  "evidence": "Registered Python3.12 normal and optimized replay derives B from main source, reproves the verbatim Ali candidate, checks 641 native input columns and 1240 exact physical phase bindings, executes both 122-owner basis programs, clears all 9 owned outputs and rejects coefficient/phase/zero-retag mutations.",
+  "author": "Dillon / dillona",
+  "ai_assistance": "Substantial OpenAI Codex assistance from coordinated construction, mechanism, packaging and independent author-side review agents; no independent human or kernel acceptance claimed.",
+  "open_questions": [
+    {
+      "question": "Can a complete chronological caller close all 224 main and eight coupled helper outputs while retaining 400 autonomous native helper jobs per provider?",
+      "why_it_matters": "The eight D outputs depend on main inputs and earn no autonomous target credit. The paid savings alone do not imply a recursive multiplier or improved kappa.",
+      "first_step": "Emit one fully owned caller word using the exact W/Z physical maps; replay every original input and output, price all added Gaussian calls and keep all helper outputs.",
+      "blocked_by": "No accepted closure with final Gaussian ranks, complete query invoice and owner chronology is supplied by this provider package."
+    },
+    {
+      "question": "What finite-precision and machine-work budget supports any successful complete caller?",
+      "why_it_matters": "The local finite schedule has bounded amplification and exact dyadic coefficients, but those facts do not supply recursive rounding, indexed movement or the outer multiplication recurrence.",
+      "first_step": "Use the emitted ordinary counts and local 2^18996 suffix amplification bound to assign coordinate precision and movement costs to the proposed complete caller.",
+      "blocked_by": "Depends on a complete caller and its recursion/packing contract; this package claims only the source-bound local primitive."
+    }
+  ],
+  "checkpoint": {
+    "canonical_main": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+    "priority_revision": 7,
+    "selected_kappa": "0.0030217758",
+    "frozen_source_payload_sha256": "cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd",
+    "overlap": [
+      "Ali Romman PR5383 retained-center candidate at 4bd6efa51a495a7c7b7754915cf0244e7e60969e",
+      "Cinna Davis PR4694 retained-center and PR4698 common-chart helper basis",
+      "Dugongue PR4929 center-free code and coded-native-caller physical normalizers",
+      "PR5397 scoped owned-exchange ceiling, PR5398 direct backward conjugation and independent PR5399/5400 reviews; these do not supply this unrestricted coupled-output contract."
+    ],
+    "campaign_thread": "https://github.com/CrocSwap/integer-mult-bounds/discussions/4930",
+    "frontier_changed": false,
+    "checked_at_utc": "2026-10-23T22:26:00Z"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json
new file mode 100644
index 0000000000..6e831dff03
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/VERIFY.json
@@ -0,0 +1,39 @@
+{
+  "schema_version": 1,
+  "status": "ready",
+  "python": "3.12",
+  "requirements": [],
+  "inputs": [
+    "research/coded-native-caller/NORMALIZERS.json",
+    "research/coded-native-caller/PHYSICAL.md",
+    "research/coded-native-caller/clifford_exact.py",
+    "research/native-center-free-code/CODE.json",
+    "research/native-center-free-code/CODED-PROOF.md",
+    "research/native-center-free-code/SOURCE-WORD.json.gz"
+  ],
+  "commands": [
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 180,
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls."
+    },
+    {
+      "argv": [
+        "{python}",
+        "-I",
+        "-Werror",
+        "-O",
+        "-B",
+        "{package}/verify.py"
+      ],
+      "timeout_seconds": 180,
+      "checks": "Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls."
+    }
+  ]
+}
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json
new file mode 100644
index 0000000000..19665f9eac
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WITNESS.json
@@ -0,0 +1,434 @@
+[
+  {
+    "relation": [
+      [
+        230,
+        "1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ]
+    ],
+    "event": 11332,
+    "frame": 254,
+    "cached_event": 11205,
+    "cached_role": 92,
+    "zero_event": 15584,
+    "zero_role": 92,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11358,
+    "frame": 274,
+    "cached_event": 11218,
+    "cached_role": 57,
+    "zero_event": 17264,
+    "zero_role": 57,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        227,
+        "-1"
+      ],
+      [
+        229,
+        "1"
+      ],
+      [
+        231,
+        "-2"
+      ],
+      [
+        232,
+        "1"
+      ],
+      [
+        234,
+        "-1"
+      ],
+      [
+        235,
+        "-1"
+      ],
+      [
+        236,
+        "-1"
+      ],
+      [
+        237,
+        "-1"
+      ],
+      [
+        238,
+        "2"
+      ],
+      [
+        239,
+        "1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11384,
+    "frame": 619,
+    "cached_event": 11231,
+    "cached_role": 81,
+    "zero_event": 17256,
+    "zero_role": 81,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        227,
+        "1"
+      ],
+      [
+        229,
+        "1"
+      ],
+      [
+        232,
+        "-1"
+      ],
+      [
+        234,
+        "1"
+      ],
+      [
+        235,
+        "1"
+      ],
+      [
+        236,
+        "-1"
+      ],
+      [
+        237,
+        "1"
+      ],
+      [
+        239,
+        "-1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ]
+    ],
+    "event": 11410,
+    "frame": 279,
+    "cached_event": 11244,
+    "cached_role": 224,
+    "zero_event": 17722,
+    "zero_role": 224,
+    "copy_factor": "1",
+    "difference_factor": "-1/4",
+    "zero_factor": "1/4"
+  },
+  {
+    "relation": [
+      [
+        241,
+        "1"
+      ],
+      [
+        243,
+        "-1"
+      ],
+      [
+        245,
+        "1"
+      ],
+      [
+        247,
+        "-1"
+      ],
+      [
+        252,
+        "-1"
+      ],
+      [
+        253,
+        "-1"
+      ],
+      [
+        254,
+        "1"
+      ],
+      [
+        255,
+        "1"
+      ]
+    ],
+    "event": 11436,
+    "frame": 621,
+    "cached_event": 11257,
+    "cached_role": 11,
+    "zero_event": 15876,
+    "zero_role": 11,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        225,
+        "1"
+      ],
+      [
+        241,
+        "-1"
+      ],
+      [
+        243,
+        "1"
+      ],
+      [
+        245,
+        "1"
+      ],
+      [
+        247,
+        "-1"
+      ],
+      [
+        252,
+        "-1"
+      ],
+      [
+        253,
+        "1"
+      ],
+      [
+        254,
+        "1"
+      ],
+      [
+        255,
+        "-1"
+      ],
+      [
+        324,
+        "-1"
+      ],
+      [
+        326,
+        "1"
+      ],
+      [
+        328,
+        "1"
+      ],
+      [
+        333,
+        "-1"
+      ],
+      [
+        384,
+        "-1"
+      ],
+      [
+        388,
+        "-1"
+      ],
+      [
+        390,
+        "1"
+      ],
+      [
+        391,
+        "1"
+      ],
+      [
+        392,
+        "1"
+      ],
+      [
+        397,
+        "-1"
+      ]
+    ],
+    "event": 11462,
+    "frame": 280,
+    "cached_event": 11270,
+    "cached_role": 240,
+    "zero_event": 17245,
+    "zero_role": 240,
+    "copy_factor": "1",
+    "difference_factor": "-1/4",
+    "zero_factor": "1/4"
+  },
+  {
+    "relation": [
+      [
+        257,
+        "1"
+      ],
+      [
+        259,
+        "-1"
+      ],
+      [
+        261,
+        "1"
+      ],
+      [
+        263,
+        "-1"
+      ],
+      [
+        268,
+        "-1"
+      ],
+      [
+        269,
+        "-1"
+      ],
+      [
+        270,
+        "1"
+      ],
+      [
+        271,
+        "1"
+      ]
+    ],
+    "event": 11488,
+    "frame": 624,
+    "cached_event": 11283,
+    "cached_role": 9,
+    "zero_event": 15870,
+    "zero_role": 9,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  },
+  {
+    "relation": [
+      [
+        288,
+        "1"
+      ],
+      [
+        294,
+        "-1"
+      ],
+      [
+        296,
+        "-1"
+      ],
+      [
+        297,
+        "-1"
+      ],
+      [
+        300,
+        "1"
+      ],
+      [
+        303,
+        "1"
+      ]
+    ],
+    "event": 11514,
+    "frame": 281,
+    "cached_event": 11306,
+    "cached_role": 288,
+    "zero_event": 17580,
+    "zero_role": 288,
+    "copy_factor": "1",
+    "difference_factor": "1/4",
+    "zero_factor": "-1/4"
+  }
+]
diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WORD.json.gz b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/WORD.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..f3111b47e89496da8ca0ee45b2e4b258c0634d8e
GIT binary patch
literal 94039
zcmY)V3p~^R8~=}Mj+yfub7*Fa9FpWL%&>_WNhoJ(<ec-NjKrL`p~$eAoC}dtNm51;
zBjprInqwu0kovFp=X?A9zJIs-p0DeAoxHZ!;dwnD*Y!G{$;0;V5Ab*G>GT7ouCU-e
zjn(}!(@mkO#P_?0T$X0e#6qu%pmTXMnw<w<;!8<IwMBc`n<oOb<2;r%tzI6Nf~NRt
zO8&liWADJ@&)a8*%WWpV4?S+IFFpI6>+xsn?alq4-%W;tBK}_g9Wc4pw)53w3hOhh
zPyM6!XD`?5PruyF$K9<aMY@@LRqE?@H>dvm{^}w3?Dw9>-<|2QKR-SGZXSR8>Cdm#
zvOl?h_qRh%{@uNK_+`)JPru3G*vXrRcRc?7ng03r$IZVxZO?u$l>OaVefD=J?b+GC
zna_Urm;K$|_DGEXJ$CZ#-=&AojQ)Q8`{#8<|F50KxWL@?FDGyQ9ec>yV$S`~&g$!j
z>-5!|*M_={OQ$Ll<15~VmqwYH{00@y$(ig)tX%yI|GnnHeEN6GL(*gu`1bHc+p0&S
zplbHRXA710*28c7mU#8{Pim3L;eYEMu0=7YcUq@^?ZY<rUO#pF(+Aw#DEd^F8{<_P
zrEl^Z=n;K?ZdJm)cz^lppT5lK!vPb*`qjUEsUe-eQsb7Mdi?1HZhj>Hew`bG``>Y#
z-1r9j+xPzC^6q}>!><h1#^DD8&%PVn`E*-yI+I=IqREepC(%_u-q}5Y+jW&6|BHV(
zwI6+uy7%)Y<;Kp*4|adK4hSL4lZTP+f8Zf)pi$MIEwA?$Jbran-hAlsD^6~I_6Fpz
z>Mvr_?(tY^h{4}J4d$0;hdZy+F2!u*9J=(iJ-qo~uR9~|5^hViGm&wFx#FR$$-(LR
z_wh(HZ<gDvhBD@}6RvwG1ejQ5nix!U|1<j(kj$y|Ons{XaNw=V$?0w|N(TJ!$L(rF
z*O>kdY!p%(X_I#@zj=u%&FNlrI5&IA6yrH36iE@>N_-TO!FfxG{`6Ahb3mDGp84`E
zTS?A8L6i`~g(_0qUi7XwHkos&Ew#I~XJe(n>jNj}ju2Wxt<jEyqWzrbIp~JK3yJ*+
z(5tpDbF(Krr=J26=S~Fg@_yI}+KX=EwegbNu>-Q&;iu0<fs0R7H`d1lY4aJow*H{s
zrawhRf5}Xi?()Xmxb$Z>5hiMhTOVuE<bBm$eO~mtklOdjT8%6~ZpiCrUB@|-IbU6U
zrt=)|_~el8b5M8IyJ^KD);BV=YmeuTt`uw^;fSAkoqD#huI?AkVZY}pD1U@I;2ZnB
zPw5;N1IvaZd3oR1O~LI=m)Xn2@1Dnaeq*<WIbM13Lths7$jd{gIzzQo$=P#`Q0$4b
z>p$H5wqf=BDd6c%o##TLl4VD}J&1ryOx*f;9ktZkJYyoe>-f7zbb`Gp8t!GRX|jw_
z8@aV@`ue=kdfat`?&E?7gThD0e#lL!co{r+yBu?Vf?Y+Ax-T=yYJW!{D*0Yu3>Lbl
zK?YuHWQ>a-4Jh7t9`khy@aOQ?n~N2ulM-t=NN2$}i5}&8R1vkjc$lafrc5095<tmH
zej6;-tDK%FdaGGiRK|XL%>UE&$Iyd6%S#upoAFAM5;cU>G|$c!YD;K)>0}vHdR>l(
zAKcLCy=V*OsQGlgpsiqpqip52med(P(ZH&o9oK-rcHic8ALHz$MjQmb6S^Fhpkb}+
zr)B+IxK&T~k$Zga&f(`D4|S9VYkyt0{Q&=PcdgFbPb=I@bjyywIy-YIaYRlI6VEcQ
z&cbBQv+-Ff_s&b~a3*?ycn<(`>|KMJ+N^8f@ZK#iY}rbbpJ=;?!qmn6-r|v6NrFi2
z1sOu(gDp<0@n|bwA|UyA_4+h??nGmmvr6g6Eql%VW#w<3f{VMP?(V4)-bBx(V*c<h
zec3sa>EG5z{4QLsGVi>`xxXve@hkw~WgwT9^=ew_7lg39l<-wG=-KLG;zw(_MB~MF
z+%9<hBKz0)(_?o^ce*s{gH1y9k7vgZ9GJPztUM`ePlzS{ddhz1e9rUM_ldH<qeCB5
z2}B#TeS=Zl4?bRm#VB+fM|*6HOO~5-HC*4}H@a@j^JMjH<X6{cT~W(71gGPa5_KK+
zXHg@&Ij+x)41Rwsnz?gz=o)bN^Js#E7qla3v2ExMuQV>D2j%H?y>-mTT>DgMBxFA*
z^<-~O_bDZ+tTK^SrnJ|mJyLT`L=t&}?Cm@KH0_$B<kpHtpW6P$rmNLf`^CjP<)a7*
z%E778!<=B#^<9f4(dCPo)s4b>=?ql99Q!D#<&9?fPN=7lyuD8)ka<cM5~owXjhOXE
zLyGUl8Q|De+)Vw=pAOK|PciQCB~l3=x1u!EtfM~NdjgWo4u_Ek@cID$2Ux@^vuE6l
z>!Mzfmq_*|!UxPhpp*h8oNLHdc3_!5vGNCE%^t!BV&RYi&+#W!uxnHgAI@54ZvDjz
z+SsD^kAA`2gki4Sl6eo$T_Fee_?-KC3Yb0B1oD_1=yU>>zH%%4y6fe&!PESJzd0jw
z%;8+6Z2C@iPj-(0-+G@6<B4=t?8VBe2kA?q$$F{hMX0>dv*RB3+aH7yz?UiHU~*Ix
z#2615<WX)3KB?uNk#)ylsjEhlP|_D=eXBM{DgdGuv1|;wTy#>rlgBtOQ1N!h*h12u
zyZaXmjyBwSZOQ%lnoPKP<Y>2ir?9J}HgG1wd3nlkCf`oR^FmY45l^oRO)my(y(zNk
z;!hR<x&YEizHzldxEF<WNG%v=tY^SL9a=>6IB3r^eCG^(^1W%l3%l%9^{pp!X#VhD
zXGRv@!@2Dd#aEV8(kmFCkttD~QPJDz1o6%!&aUtgEx!7cG~CZGUh@gDGQ%#V5e7nJ
zgzzRlCE-*1T$v#IokNK!qylf+=!=cuz(k2C?=Elv&)10;Jr6u3KZx;(93JBu&SdT2
zlWef%Jmb>$*RNev*L;%<i&tc9BXgD%V2J}L1p|MC)p^rAo<8)s)qCI{8L8r2u|nKZ
zeVLp`gZV^KrJ)Xwdjz)fWRT^Y{}7TO`ex@vzgOuNRGl@jx3X>iVb^@rW_*_zC`Dq?
z$3yJn+1zj+k6xJJv2nF1D*3sgGrjAn!b9|hxnf~))kCpe&L^AyXtdD&(adTK)kUAE
zh&HM=Z>fvUs<O~JF2=hf%A#mBV4FAY>Ja~E^<*VEp`p}l0s-_FD;mv2oZmG#(%aJY
z;`9+UUxD>dkuw~*hew}%Rk{3vKVQ$;-+U{PYakGIr-6YIwHMz2&I%hpx7q=GH;sED
zF=X$jaA50eBCi^OGqjHvK-eKF1hCRn_PYpr@#T4F91m#G!5YxoNqo>gBAZa5d2je9
zuJ%N+woSPi$byMDR2dLD&rrI`?oR^BFr_n<9q5NDMR|`1HuO{_C6z_Xj0lw)fdRNQ
z)$O>i1D{{%PoewB6n%$*i<jroo(h`HR-o=i(w6{_I~rO>JS9A(1~b!%YB3KxYMgy!
zPWsyl>i|@Z<4Ow4PS~DpvI9sY^>eMAI))qI&Ot#*Ix^^SBsf-NZ0N}NU0MgM=~V=P
zBwrUu>F=zc@M5gigYG7jgUDp&8se(rzGlwAMC~G2(?1v{r;;blujQD`_f45<B@%K6
zu?!s|_A%ZKNK7EKrCd3uzC=dWzvx-NQBS)tibik?&nDF^`!<XZxYo3xJQV^saAsvU
z-aZ$K+(^Dt>RY5gpmm+<w}g28=K55HwJz&7l%|3tF)sL_^DnO!M8Tz-%Oc^1#C02;
zeQQBD_X^Hz%B`3RD?-AGrT<a1p~Ry2xl(cdl0hU}u`^AfY{y>vPqC7I=g;4zr6;C@
z)U^*({$5NikgO%BKVw0uP*aG%!NO2B9=|msWGia_c-nHO;~!BK|IoS1BFg5igV*@H
zy=jEVE+uen_@y$!I79m!fpVcQ=6D+D1i$6$_|8Ti)z@JPhEk5-JdaI=N=}CA6}A6%
zY`ZKbYbvO?{T#KDQsK*G@-(lUA*&2gl+m-+3(XImzb3hj3XW7UevXPuCT($Wi;Z10
zz)zUHvWb9B;j!a6s5f`2ufl!+2eTsL#?3FV^Si64%x`sP@G4kjXjg3cGL784>@7f<
zNZ33Y-9s)(GSnXvAWBLqpZbn@z&&EYG#htno(K3nfBA!sNrmCqdmal*wo*gV(dFs+
zRpL-Pb<B!O-uNTaWiK<v3qWNWCrU8$Glj$>!Kg@=<Fsk;Q{^0R$~aH$w2o$-53&9`
z%D)O&K>vezOJVe=6%~|&fXU#K9se<`CqfQ`8hl1Zydp5O6h@`2sHbxfS7lJi7x2j!
z{<Uyx)PJyy|IbFVHVcIsEFi;sy`(#|{iU4?PKF9u<X_nP;TKJI$~dOBb(lEIS&D2C
z9_{<k>+X#+Y$|QM)5yQ3D1P^@c}HmHh}jmhJgu>+X+1`x!rIbjbmY6k<8#2-bR~FY
zq=GJ3LbA1kTbNuf#lGk0W!2u3gCGTytA|K2c?h>N1d?OaJ)rFqTI2N00z6K1w8HfC
ziP&^tiK)NewaypW5itL2og?g9dAkbwVmdS)7iXj*UBdM)pMie<B`n1}vSoY)Tk~#!
zT1h&uzdG+2jN`_^aQK>nmvF1oaV%hCZruG>fHQbGvwbUY3bZMb`T!;qtgd;iV=#aG
z`Q!vZ!I(GV+Ly)v9G-pjN>L7r`^hZK9=~D_%H~FmK04x{5tx(@l!jWo<wA{o@b~*`
zF!CodkAq(tYW9LPr_t>HtN{Mf%Y~w9hO@usno{9!J`Z`{DlWO*4Ze>a&p;VGZrPUd
zT|JEyd5M;Apru1BZfAv`55R%&T-|m9l*S|B%7IBTywcETBV6=$%}u>#+whsIB$-|H
z7LY}9&(Sq`8K_31)){o3MF_}u^rYsPkI1OyJXHOG3`Qe@-S#Z%Vd)|$^>@NOu*sYf
z{cYRP&7VQZ|BstvBym?eI&Vqf6E<0|*mTw;{oXJ?lh7B13WP1*o?3nvCZ^Otm2sWs
zNSn}kPH82(n@ALBY^GXt5+h`SK{9F69Q_NH?p_}AfX2}17fS72td4VO7+uIcILmMT
z_RT$9-Ipu#0eb*LhJsMTR)E6$i6PTS=xO4SE0$V4Z%oA$P7^h*STbI|=}C<_9V-8E
zP4v0MvoLC@@u=<zJQhesfXs&;&>D&eEoV*>A78P2Fmaav)jdsIyt0Tpb~=1@E-Qal
z$B^t)y#)<WxG6>V;F5Z7?Vmy(&Q>PUr||Xal}Ag;;x77+>%lv?PdjWp&&rQ){29MS
zok~61Y+B}Ejk-&?XLp76{TAU)`5R;b@9E9F*Ki3+Wl|C0H|8`(cpwW(DyH~4gs;Y=
zC9>(^ef>f@Ju0uUZ6ptyIW2`<E~+Dvkxs8n%Tx8^HU^VRY`FA`_(bS@El~mvTsNyK
zkypy!UH`}Vx2D(D!4$i2?ob>#p@Q<*9#Uxrsa%Yr5F|#U^e{Jh$IJ4aRbq>WM%1ko
z+GHg3@NyPw1p0&nz`p!tz&|9h<=5vAU7;)XsYdxNA_6Q#y!o4j1ROkXQt%!H6OWk$
zxcNmVb<Chs-scT)|EyVZJ&Q%Zm$EvrP=Fr(*kGs5dqO<7M3W_D>^Hn=8t`&OqMfb2
zq(dU(=S0|c&59RC6wNBx&QWB8S8+zH`r@-55MF5lR4VQ^&$grKC!!qw%VY8Tvvi*m
zL_6ocOfl41weKS<fM{<lOx6w+qD=gVsoJu>Ao%GeK>xn!3!QXnl9mjw1ufGi!$RpL
ze6PS_Qx)j=cFs#%Un1Zoyv!M!tfI+FOAjL`%f#+o$FV0+@|Rr7<Ng2yA+eCkY^J?w
zZugOar$^eVZaE|>oEs)P6_#`p_}J!5b?%d-e*;U{N)h~i+e?dF&q5aeq=YQW%<6{c
zY%mR;RIGmQCXmAB=mYH)bziy(Qi&AMD64}v*BU@7ZxK>ORmSrziXDo6h)d#wrK#N1
z=Sg=oUdFPAafX2PhotGla|^h6%WljhC0@b*$4B}$He^1or6M}_DembH0btiGr;@d5
znmJm|(S06DC2zsJ$~t-w%iux*Z-4n&x-`;bZUHK1_F+1fJ-X#7!Enm3p(Htm-DT-x
zPj)cuAzwWEy)z-ukQr$tXY}Tu4S*m31iK%YP-0Zm)iW58$s4byvewjd)Kgyig(3ab
zhXpgJ>ZGKhIusTUQxO6ViH4P@3pb={r*dv^h%+`z9Qh^}z#fvU;Fn(rcE<EcO5G&d
zy)A09bDI@GJdm0D7C|6X&uDLUTdpk*(`K~89o+g1+h4BBmN>?9!`>Or=(1v5)rvwR
z>;~-$zM@z$r_^NE?1aM}Sga-?FY^rgBloUZ^I<{~(Gl&wv}3l>tyc^Glrm%Y!)&8U
zuh#q%GwiArr)h~OTbLtTA2&+$rx~#$A?cHSj+|H2=7Z*n_qnnK%iqny2?=@0n6pST
z<>S!EkK8D7^d|Emi6NTf{v*;M$QwuQL2cco$62pkBeLh<1@uOwyK_E%cf-=~6;5~l
zbI+pk1Bl9EvESaK2%KfmLT!6B{5beKifT?mq$wFpn)-2;IP!j2xQ#eR5f4ASi7SYG
zHK2HyDqeU4?erz*{{d~ic{0LWn{mnIN0|p%RE)60jo#t@8V$W*LD#kJI%-nNkB^ho
zO2-)8#EmAkfLkhtPpsdSS-(rK9N@GhzeAZDghO$~#+bk7qk?myf|>rd(c$lB$up52
z*u^geZj=f)%5lL0L_>i(v?Hynhbw<#=N>c2c6V&kV!SI78V{ZXjnb1F($~<IMUU;2
zbQ@)jt=mR&u+P8cNvuUVyGALxMp3MmjRqLX1EZITt!UyqU|e2sRVC-qIPc+6&~+gB
zmVkHQmnZ6@v6qNHA49(eq0ldhZ(<hD7+5_V)sOWE#*upFfvx^ZqmD^(71y^U$r6)F
z|Css@6iu0kw1*O?7>EU>!JlH20WT7@&{E0pbr2ntP|F86L(f$p3oQvxfZ?%$Y3!{X
zp|XKES-ik^JiZ0J7%I}isj^GOFgz(i&IIxW%8*FM<<=fN0(5}tIA#%kCSx%`l>RQA
zpT@889o#5<rUWSffF*Gn_H%`A`6%e`HxXnGKhX8RpzXZ=9+%dCm&IQa@XAtaKgB5b
zm^7W4%kR5&vJtc@<zRrv!k*gwZ_c;SK+hOX|3dJPNZ(D4AIEzML4osh9UY8>iH^fd
zZJoS*DQV;(YgecHEr*LF4CpX%EhJ&su@7v)=in<NE|tc4Uw=6?fs&ohWvzN<*GJ*q
zIUn|DJ@0=Xh5t>d1cm)nxpeV~ao{>K3d|ZZB0{Ky@g^)dQtcR0Hk0eYt8d>$m6EwO
zMy(WfnH4zgM_A~P+A-AWOiRWaDvk&rMWS7`G3S+!p*$~Pwc`pR+OW{sAPO+SHxRLI
zIwV&;nTmZ2P`D{hFH<=Kq!Nlb4axMG-p{B}`tnWf@crZ2`L3+vQ&$U33Q_aUgU>$9
zGvk$_jbKk|Pi4O8w#KD%1|wVKkLktMIJ|_P&SVQwsm!ocsG*LU)?&4ZCpyOlIUnfF
z8kIuo>q`x*Pd)45+`=T&42{wmaElRHxxN@5Aw3?OKwVM~qB*E1;tK78ny}lgDDHrG
zk-N?(F}nOzE27dv)+3m9UZT-z&S0b>1eETSW4nLq3Ak5QMLqWZ(PlC67|19Jt2p3I
zNf}{ZZde4XX)_S?lbI+7A#Y+y6IsVsM78{JMWHBzSNsE;Oy2~~(iXCM)Wwta<ks+A
zfxAjz7JbMM8KiU_0Lg4b8Y`)CRgLab160d865)TXs-Qnx+|~K=!AeSGd%7IEzcH_}
zH$A~2k7u@&Cn6qF@+4n4N2l?t(f&1qT)Q!}upEbz(i1Woo{PhB2dMtoh3*NVdcUC<
z^5L^7%S)Q$nwD8Gi#ZVI_|KS8n_DR@RM9)bXEYkd@V>BsVyNwT`Ui_FH{>;yUqy>~
zMgtqC-p^JDu*YNVpCc$;5Q%j0IEbq=RD9~wyRcaKUUq-=_3ymv-!bU8a<!kzEidaL
zGpk;3dRp<<tbJeEnrcIGYekjg@~Y1%u0T<@ZRM{?_(y*6#)wWWicKz3wl<VoUe`t5
zsTxZ(k6=HpqE>R<FzBaaoXBWz_)SWtGWFN5)C~kkvAJV}M3-Y-8#U*GX)~|j+zuRP
zh7n3dI3}W4RI_{&GYOX#&h8#1rYn^(nIPG1<u8g4Q!R~8&`o*94*@k~ItjW`--^ps
zTcq)BKZ67*kR#Q%*ovQ^H#*lW<Dx@kN0A|wTzzQL(Jmn2L12}e(|hKPvPUg1*zw}-
zo0sR=zC(#spvnfGb^cNE$SEFjwZ9hb2rxpp(q;%?2OveQ4KDP-brGuTdOhTR8R+Y?
z+yg-#Oh}6_G0Zi{jv$w=gWzTu64u^FUL2cm1KvBK7W3=K$MeHsyvUjsP&}XSDsI0l
zJS>7D-B=ciZtfvD`$Db(1vO8Gf-QIxK2MV!o9d>ZWz~U2Tza!E^We}U=YV(It|xsh
zzAp2*;Dk*=az)P9KAGOiX-*~fQzP}lpmem>E0W$gV$7bXL8h09FW*nS{}T?1kk7@?
zZ=@>G;AfjhHc?aZg5ic<6hor1P*B`gCyldfq3p8Xp8`-IFD;?`OAqyXNJIKLr((p!
zOAa`SG=N4tfgETy)mROboC$KP#0(uisyz_TrEhlsH9%tY1@gsRg;6uC;+P-BzK%P9
z4z4goMNTdw5}~MRXn?d|aVhqb;@jiU*gs$xGQ!1Ei!a~i4kuTs-CzW2tMvJ~w!BPx
z^-zE_J#yA-Ve^l`G)JR!QbGKrA$bv)sqEG>!VnuFix1wYOgV>NhWZCk#2RFww(6lr
zoLy4%+Vk&1PaDb7f?0bQV4Qkd(VCY6uSChsAh|E9fS$HBjqp2%L@{h(dk6~K3IMj>
z2WiPyn+ID3<M3v;M4&($qhw6$nbFrWDEB32Pjf2Xn3m7Ut?Lak{@gT@tt^5~;M}J}
zjnClQ&<ri>($8qs*8wJSUbULx>lRrT`(nP(gn|0qkeqLan2V`~IR51$R{&oa5eDtr
zPkU$;C*DPXjCTm=O?dL<jY~{OgjMt080;QWnn=DShYV3UR2+GJt=wi<@7=tZx*q1z
z@NKMD{>vJh?&=-HQYn1~RCLMuV)mGbBaPqR8woNmM&hYBhq7du1TGb)wh^>JK}C}g
zf3@tQG<)O*;>L-hK<!YG$oIPvNBSPCj92n5y9petqAMR%hfE_n<tN!kX<;qnlX{iI
z86J~d)PeGGhl6C91x^)<LX_6Qrlcua*eS<gGoMR&@P=Wm<AOvAUr}if_}i+%g$SX{
zh${p@K<+=SlAQ4A9GgS%-L_v9ycM_Yb7FsrCW%^{OY5cWn-N#Ii>fLsYg^eb*^M`(
zI>f}Py#VhDDRjTdi`Vk)-ra7r=59<E{;7gWip{#0VeqWq_CoO+X@?nY6pO+6<vj~~
ze?>o`3;oVa9P7#<weLW$2aC+*SHG-$lWN52d!coJc|u!QbXnel>rMO$)mp(vLMw_=
zG`~K7=|We8b0@wmty$4r+&HPJ;M||sIA_O#HH6mpcn3>gB3mR2xy&<lEajNaEuLg}
zSL<x=;tBOPfL6lOixescQ1+I1;Y2GA@TL{Fs%25?Qpc}We@&roj;u4T`N~&<Qou2o
zs^duntAl8Mfb3+%D<>!UR-B=5E6&d%$diJRE*i=-x_?2s=*=~S^T9!$?w37b)al#U
zEkbsd=9jpH$WX4<9s$oeo*6b7L^#{PU}COpaPl!)c{D|2_RPTH0%TV{fVleN%s}cq
zTo=Ooj`!hF2HQ2_o9<%p;RDQ%Z^iQ;{cRl%9*q>F!z+6;^I6L^u86CMxid4&DXIcz
zP;nP*9m*dmDUY~RJH-%O7tWXs3>7aj+z9u0EO;{|YX7*=_M@eyUQ4o|_kHy8Q}yvx
z^;yjGq!?0R_Rw^!0yP`20Y4WnrEp}4EHJKvo3fl5mSoY+|Cps(z=Yg<>m}?v^B5NU
zWsk|Hn#reH{zGWW)l=&gZI&<Y7G?Mj-hl?QUp)Kj$&16YLYHsU{;gn;Bx%y421&*S
z%~ryd1y(BJo$|#I-KTnVyEm@d++Y7=6h|o_Z1i6vP_c@?ma)(0Y0engV6$cM*x9s!
ziBj5C)jRiB68x<l`|=D=e=5)7i@XltK9w&269s(mB3te0JCF0gMY%6@epRnPn4j-!
zltVE2p$k6X+%*hLIFef|KtfXgHA3Uh8KLsmmgp0xN2-KG6L;Xn0!yEIdIF|8P4t-d
z89bzK+``7qSEm}`fxN>0MahL6OspYthbB4@77XSb&ife>Z4=5KSB5!kw3p-?x-;=u
z^N8|?YVc>4(~cf{g;?<Ji7%HSNb(X{obdtZrgVu3-a-VtWebpYKqxOeGlR#_s+D(u
zZf!11jsR6%?-M!h?kNTEA)wJwo4B$FVC9G{fh_)@GAD>V(#2_CC$Fui_s5d8AY_Wi
zCSQ&&*SoM}4Qlx2q2ulaoy0SCuigU&B61IU+kk2%fe#{JRC^L|Tf^yCWFA6c>5tSR
zrv`(}>$2D_*~beLaZ7R<*1330Po~oM1$>u(blshBUjlt;{=nN(wf>E??a4=vdv^UM
z#GRFeA2DRp(bWD#sXLq+kd7qZ$`flJI&T<WPc5_R*}m_Y`g5b+2iNtfq3eeJ^;DMJ
zq}l(P3jYiD%>e|=%(Y%#u#D>$y8rTq>rs4J%+1O0RDQfb`Sz2!<p<hYbBKUB5B%i?
zDEk$0p`boRNh$WFz6o)Jps%1R+)&DM_m0fPc9OuSzC&I++4>fe9rWXJ<euto9uu(&
zJ_{WkvDJDBEjn{+3al#YOMjv^<#*{lSp8=+_Py6u_Q`Vzhae#Ku&MXrG7f8AoFshz
zR+mKQk-y^u$#(5_ZM`6sAVh?aWIJpDKFh1iFfnj8ic~B<gC4N6rOmzSI5ABK^qZ26
zi@A|%*vO+*hH(k0<WKa@v-6!$rS5zXn#D~y(0_gxxcBjpt9b{r)0x)K@U>7{u5(ac
z{QbMAHXU?u)Nk9Vv!}7iGA>{KcqJl@t6k_3L%{X$Fx2)POI~FKOBL^>mmweVdon|E
z*7Lzh#kW+mi(e5QW$|aRt9;Z$KKb!I=3elcsrUfe7gnr5((V$085`{=sk%uoPg+dy
zogrYob0Ir1#sZ`KfZttF$Ka(GFZnBE2tE5Aru~2+JIX$K8`~VUr^k@++vVRPYH-eR
zTT4imJ1u_b0iIH==R=tktcd%6NgsM{J_IzT>*knwJ}3P0U#`#4DDR(1lDjT)H(|ks
zdV0@P@!An1_2ym#KP+m;(vxagzEO5$3+Zj>zZ0!>U}&uxs!iy;(Her2#%_Kj$Pp#Z
zeX0S)t{_ScMhC)(dcrDax)}5u=J-6A{;18TI*<|g83Qz$+=h-QFPcZyraJwOq>}m&
zFg(gAN+g%u=L6gPaP;G}`!YucQo|7c8ok(j{$|eAR9KQUHhh^5eoio(?qSCR)kSkX
zmJd`C)2u{Bb&jqx71;enIL|hB3fz2>Rn9QO`jIC0moNKgY#nMk&mVMn;)*6%LxDnI
zL&_KU>Y{T^<af_8YnWzPIA+|y<x30NNguersE~SL7$9Mfa9L8@LTK+J{m5emE?-*&
zCiELpU<FRcYJ!kKR@n+hH7yKwJ{hY3?l1vdiMddS)RB3_W3=z;+M+Z_e-CkJ=W_9}
zz(hd<DbjD%)2)N0Cvlxm&S(9n_MpcM+GHg-RzY7odvT;CECZ!Y=r$RdT<8{dmf}*b
z^Pzy0sWKmQ!#(HdHKFEJy@s;vqkUj|nxDvaRhwHg&qeNxC&93Yn3Xu>*KnY$X|83l
zJ&HS!E4W?TaKqoxIn2*8%Jg=WY1GUSd}GTG&E_ACpKV1)<$Of+@HJKhyM(T9;EY12
zp{OUl;0&k2+OHy{T2>M(@1rP7#xV!e!Ghx^G>b-xMWgIDKy?OGsKJQR!2k_#86#Zd
zj=9E7o%(!vyn^!-{oWnX1&wwslP@;W1aX6%8cYQ*Z1e@+sDP;OM<sWr=~5;*f|aX1
zct0rKp1ug@s$p0>6L<w9izB!vw>b<>^Mqd!@;we>(!ulzD1Aqsjx)<+PXVj`HvP(J
z<}?B2E~m&OrAAS?9XiwH7-2^SG_WY6c*xrv5s72gm$AxW6hdFB<^Sv4{-1*iHfTY_
zgYv(QU`ovuVg<4n^;@9#phVG8j6)w>;S%=`3@Qs2gvOk(QmBzpH+x!MNOQ-W%X|3|
zsbr;4Bm=ZbXnedb?*hs8#cSs)I+WM`u~s$ff>2uF%O@f;3TrY%F$mXp;_dUDJt;k;
z1aDmgE9IGfSz-`TJ=SdD=*x%Trv6jimiv@Ik?Z)aQe=p~$Ax}J4ly)<v`{xwahZ7=
zyI3J3WtbkqvnbvBoK0YylB{h@y-x@S^1i&Vny=1E(j@p2qSUk}RE2Fj%L<9k{fc*Z
z?Vtui{7Xv9ALrr!k|Cp3J2_ad!Zql*M-^&A<c)N31~88M)DyHrodK$0MY**$TIkva
z^nF#d(5H3s*3+{CX8myB#JwuyJyvg0%#?S8FO%xcB#uqGy1d>V%WQ_!t9=n?i4N2>
zAUcwgjg>`4mFLJ-%csT+11h{Q0%tcryL(G4BO-*0V{YfJE`PGxK_h^{ixK)y@r?`@
zGKXfAEB)k}09@oSf#g;R(?nWvEx!Syx|@<FtdZ2R;MF?KrjI<3qPso@7$3-hMc~yw
z8F&PR^d@x!>{C}()^grLA^sPaXsjXJ-s@9;NrXSlTs8feS)70Qm80Wo*5gz|B-bjs
zR|uGGbe?cU&3g^9blyRtGo>9Ko!9fY#|#R~o6!M81Eg`!k&fZBoyU)tVZ0cqR_B-U
z2a7dxSR%Nf=D3Kp@4(<udlOiGb@R7J@)9v3DG}azIebJq*rLU0<Jp$c#+M5*;8FSq
zg}gxDp7%eYE~Fv^$)zW0kdvBf$>kV+!O;4a3)8e1dg^G?+^S1KeLt%~D_mWs3#&>z
z-j|12y@%#~95iz_x&NKn4El9$0bGB4Gtu{q2!Aso#fFY`XQfTYDZFQFj$As&eaYDF
z$Ri~NB52vS?)ddw-^n2J2rKO(r8$A#h{-<PCt@Ar%eS$O;mpAk4fLm<Q=P6fL%21R
zE2>E{lpMwl18cQq<yERghujR13=lQoR1W9GFh$Gh?>@WFuY{cpHHpE=GAZPfq6QwO
zRok-UiCw@|iHeldDWd}_Jxp+;iNVpeTmisA1qpM=1n-|Uz<1{gP`_2AFc1E7d8%1U
zS1L$J`%G~8Sp%N<Ty*cp3R2@P6TD{p&lO;~Daairm}qQ}?wgCI4ppRJe=@;zLxc3b
z905pEMaujN6WnfK!1EwSAi3`Ub<r%BG`}JV77k=32gyByjL<x-(}wl++ppO0o`z~_
z+v4rZjV)JPnE+}5qVW_e?uDtpPYNx2y-_6bxbi??9`q5X4xqx$hT4+%Ob7F4%5?7<
zkZel8ciSVQq?IRwDE9s04nVGf3TbF=aJf-us?zKf!5E+-LRaTlNyHgA3SCp(kp1#=
zJwkZY!ZMCRc(5p@q1{+YJfewt^$Gspy^PgLMeSv$Eb0mn=k&5<ss#<@s_Pm-#_nam
zMZDy9I$4haFRM6F;RYF>lM&o=)iOSU3jH5|LC7ePI30w7ZN9>0>XkSNtjw461j?K{
zyJ&p5K2f$0Iykz;k`NT`>8*Sm%o(BU?`VeSJRQTGb<ppZORJ5G)3uLkjxyR3-=_2b
zI_EciZE+-CQh&=GJHBFpt?`^=JqAE!JC8ruOIz{ENa_c=Gjp(7Q<X24yp-p?7O`=X
z`o->8zZHcLsKA!xCpgg1k^5~h-)8A2({CyQtO@vklmCAYYzGzCM0^T$=m^Nu72%Fm
z2-AyYc<IG3ywXywa=Bx7Li4T)a>xBQk+{2630YDexy^{rcrl>L%l?$W60h;>1x7Nl
zyu`W)Ay*Y2z0G_n8p8%eSwL;~$d>+>0iHCk$!{AAHWjvG<8HDlAC{;dxXzM;0$>3}
z(4}(>d!X{Hu9oDP=)(R-(PC)mF-e;0$$@O6((XFVP+serCmpzgZGa)GtZ29HJEsQN
zrJA$7ht#vk-Zd{D?W%I6YlMBY_vknrbV+sFU*cFzgX1GNCZgH?^M~75MrFQiAG{(r
z0y<s9y1T)_P`dJK)~HsQOp{FwVgR_8C-F9J)eps+k-~3J1lF<AyAPAn;@r}hp|D2w
z>8Dj}wVM8$=qp>f+MxvkaMjZxCUOlKp%>$}(b14%<yrn^!Yw&zjITB{4s3vfFl;)j
zP`cnL<mqDpQrF>z%aCCNw~#EUhbG3}>Kz4_IM(&jmsDuKlzrpPy!`@t-fW(2>6aeL
z!QX4lm>d6d$m~<X^*p^fv}#y4tCD31Z1@Bh6~lgOFUpyfTx~It^1Z2rEC~^4`7DX;
zKV?b_5fE9vmx9<|0u#FR|BuU#*cX>P<9no`5;G?Q9oOaN*&Z^3Ctgp&%n7JoTf<F!
zU~g#R#&1)Ae4tq^XJ!u547))5Ttdrx19jOplp*yX1uMbRXqZ-%uxqXODf{M4xFA9`
zOxREz>9~J($cvhWk9KXZc=As>(?Hs6TCZz|t9ua>I`ML)Wah%8f0dL&C8*jBLD+34
zvbwP;JQG3993f^3e&^WB8hfK{F-3rwiK;+4fnB}e-S6U^piE``V?bkqQgu*1Oi<i_
zum(`qM@}PuJYqW<3AE{)Gu@G_el&a_Ee15oV*<FEveTX5x6I(Tm_swEI*=(8>*uzF
zk?lGL+DDK<icV5hLr-gYnvsF!K2{3fp<Kf5E-s#nF!sGv@C*C)$qtsP;j6s_CEEX0
z)&hy{^+G(Hu{jR_TmAQKD+jC*g9ta48Zl<|x&LTgtxl-j;3ab)U!nX{g2f~8CPC4r
zT%X>eTAnbw!NZxNMVjs?DuhUK-wfR|x{%|v!13MGL+_ZdaUPc18Zmrt6(TSqJ4*9=
zb7YO4ki#lVX^`1c(r4O6jND_E-!aND29bYKt6Hv7YqSSYCu3vcS-E_aU@TcT!kLMV
zG&;Esk>PL>4~u-V4DNj_d^dp-+7X8X^|%<!6wFU`j8|FDwNVIbVG5I<Et~tZeRHJ;
z<aCL~!O-{w96xggf5xEcHnFvF%shQoErQk26!Rer8Mn6b@HSe6DeK`bN=dZ2{<quV
zA0;|*a#(T#jc`h-o?k+8TiE=S_+YM-^|%KXM#W!`-oaO!a25fRV@wu!lPIcemJiq@
zI{=={|D4CT$aab}+hamxJK?`YA1s}IS#Ge_VE1GSBoPeRZvW>r_Vnm)Ti%DNY!8fV
z0~Fo^-Ipkp!}riYMQ4`mJlPwNK#?6~X}%GJhmOR4@lM=*M~0Ai9Jtl~bA)eC*fSNk
zc}vgn4sI!3xc*&E0UGxsxs@BF53bd6k9y25r?fyr<|Px;8iaqku%617OI@%G3-`hy
z^Fo_7%9FXrBlL#`n|0`M0j*;xTjQo>l1vbLwwq!{WEIF(7A50HtuaSwT*hig@>CMU
z^~{djZ(LN@KII|*Q*3!MHPDSdk$O2wk^0>EjzgUUOU$T0LPM;jmLhfT3esf0rJ@lM
z7@B;h_I!F}_$8pRd!3W}7@1?<aH={&#PJ)n`r|<OvkJ}xt8)wJ!d}^#50^Z>1t|~;
zMS9})hS?=6vmvww`_!_^i6%pR5m`h;p3cSO7_!Y6^H>WZlcg5m7#7`)B|V-zNUz5^
zOBG`W4sN#$MH+tH$IpD@@ORKb73bTA`%Ed-M7EE?rw&<}&eO)k5ld0w<~Kn^gAAR4
zoakh&4B#3<P`)ibO)S^IERJYPENvOX+mI0ixPm3>N;4`vn)SuvAXAYf<WXzGSuQG!
z^_47ciP|gp^-DOr1Q41(TMp)YYYbHxDp_pP8-Rxq-*=AikJ8*|Hp1L4jg}{h?^QT!
zsu*>@xLseh_+DcRno)krvv1-7N14nQj2?Z~ZQhjiD8QZ7!sPNYDu^we&FA2i)2#8j
zaYlP8q||QGfk6EZT%)}Nwor%zPgpl<UkcVmSYTs)EmWGL6p?GWh1rO@$BH4LE|03=
z-HIJP!HeBll<@t+#f%Qc4((vtuWpL;Y0KJgmxxD=?K}ObE_Y^dO&o36>h`_hj(6VG
zPR|rkl8DOv?EDqo2(MSj?Zk81*-AxgL>n#qeLy(pD@@G|h01;Yf)!nd+Bsf}y$r-2
ztNmxJt@Ez`N9rCgi**u<j5Sh5AItX3So8bWa_qC<<^0G0HU8)R-#HoebYKHLlhyX^
zB`CN&?k1>Blf^e)9ayeF_PJP}z3yBju;@xR!RGWF@_tbWRQipsgK;p$uzW68`CqV#
z$5tvz*JLu44QK5O+jKFKqteRvzN|~Oh<TYWfohcvtTQ9>#g~<(S@R>A(4!;vBIRv9
zeAcPbI2hvvo(ZNF9Ppeq)4PgGt$7bS`t=vbLJ4OnhYkRS%S@n%yqR1cU;+Ywf+saJ
zn@Sz9!Bw(}R8rwlh8e(Lo#T3x^U)=>2nFisckA&BnOk}AA!mfJO37!?t?S}?1gvIH
z{%Q_TEwF0V6h)GC8dOk=V5jmwCo|<mO((r5Y=f-699LOjSjW=9>TUi&&HL<cr<3@E
zVNwvZ7NW#AUF|!E0Z<H6vRJC7d5Y|iMz?p(tY{I3`K#wJTuW%JdZ=rx{b-UZWF%qw
znuhiHVo~|0J}djYLcPi|blK2v4_JnFy|RxQf|GQj7q@SHZ>?}FNkwmETljJ}dz5<#
z`AR~U6HrEtnDRGdH7tslOM)JcZgEs{Ig4&ikn!7VuTV5Z{R|^6eO4aow=d2mX_v{0
z56<cj91YJ0wTy5T+v`6J%{N<wrqENy&$_TgK`+trXhWlsQ|I!$mE>r5@!Y)Ex!Y%%
zX6UpL)#Ewtd*8tYc1FlAAlSF4wZ>*1rITT5jk9xWJ8bWbjgjggL5J7ARaX@PR0X5e
zw6*Xpaf0FY@7VJLx4}n4<Y<j^@UMr5*9614qpHYRQC8|I<Hg%-V%AZtf@m`?S~y*X
znI~oZa3So?1^WdE6*MHv*o!RxxoXOtZZ=q?)&eqt_%7<jt-eU1S;Xb(el!{xxSEvz
zn$t4qe09*RbJKF*-LaJM(_vdH>D=u?8@Oim<VEY)Jkn=VSU-+&7Eqa39&J_fgunTP
zwVYKRaGNE^nEZe~-$fi0Ll25MPV#Al3LEDSA*hFD#MG#NR9+`~UQf1GK?h%sA#THB
zulwRiEg6&zO8vfwg*K^vk*HR_Dfw1(0lH44#Usz98r_z)FwXe!0Qm@essnM}4dOwj
z{Xzxy9d5LQN6YItP@s=}Q0K)gsW6B5D1=@44j-E|ArKjU<b$ra0Oi+!0C&J0CSr>%
zlxmiD8*3E-XayEM%$u^X^uZ0o+{&F<r>HzKgyy4K#RcT!x*M(tL3%ys6xX2v6Q5nq
zK^MLrHESLOa3>Y?CXb@RU%?Hjz-nV@9O~X%RDLO|N77z_SeMe_6%R#sIDuI<5Z~)-
zjUgO5)HEVOxH{)EntQn($K?xdO_d!K02=0Vmd=An5mgavs_|v1O6!oo{N(Z0tn)S2
zVwPuHN1W9dbp`pE;7Co0y9u9HwGe6ScuOvOrR9#ZFR3pEpPYJr?YY^5*L~1!o8-&5
zqY*WJ6qs-jTd6dT;0yCmw*9jhZfk>4_Dg#zZ2Ux_c<bqhbS799N|=x`jgW81l%y$%
z*mC(0hGBbA;jLG2_-D(qe6t!BpZF~HSY!ph=L@R&pZ%|0ul)}{z973S#C}$w9n0Xe
z*#BoE_F2aN_`mi)L!Hi_y3d!opLJ_LtG<c9;UC$3`@gqlyd;*PE#Zb|OU6x(a&Oy3
zImcG%qc7$n^zyLst3hd?BD+{iof4?5y0-sLu8(zrT)Go=$ZVwyk#tN^xZD!ecS@wL
zm#p02s6DxiO}8xOdFKF7gmPIUv-B)qIO-j_Op^twG|Y%(u)TADAY1dn`XR!!KdA8^
zmr<z&o>sCaZR$dg7=MhivAreTlt#SXG(rbENY<iVL~B3xeSq(LU?p><S><U9tccQr
z*+D2Qs<yJ#>Rm!m@vW75?&QbKwGd8G;gw5jn#WFCr#I%*oUWDYGudP1)KgCYQ%_{x
zI`KBu_Co6@PbR;z2*0Eu{Z|I6UP550Xl))y$~v;(`U{{?Rcy9q&q@`>4!}?Q6ZC7+
z_ijx~0kcYc755SI4wYRpK-<go{wtWu?CN#o`iRx%RW|{t;69IYVtDamHZlx*Q%XhB
z`6D0C8Hcl1Jprn1t<LnQgaps$N8_@4kp5rtqbV?I_DHY(H^6CDsk4M|5K_1@;}bfb
zJ-~1|F~`+SpE<-Yv$bR?5GP@f#DpByu<9!K*%!*Aap%$su78~AVQonYo;|pYrCid*
zh=rx4vB#hRpffffRx~1nrgY2GG4QZ7V8W+^A0%Fdf!-xm)MgBI@dtF^GoIK_g65uV
zJYsxnJe3peEvR_X*xr2~Zbv)Xluj%oK))EH2IGnOy9kwUK-;xb<R07>5>X*v0Ud)`
z-+!Ak5h|N+X_FsU2Hif3T4BX0<t+}>FbcPDw#_=-On(Jq#uWmdlRyS7@R|};*-#JI
zpdEm`MPAdWW+9j^8*zq>o>TaX<x^GJ@DJF0VbXwbcJKgy65_vw$Ov}uD1Q=p!*?pr
zT0yD9EiWbC@-kN5mURme)$7H%RI=Mg@JztYd7bPOTC(~Uc<KD0ghm9wM{t}aU)}H#
zF&=^Oo^ck}`}R6oJwiA|IW`(NE0i5K9`BF%p$gO5jX=Pf!BPac>^)8$h*Tog!7_|u
ze<yq#b&Hw_%)0ypWb%n7#hzVk%5~H`5Bx_h-2~`uRLT5=hBdoGPEvi<HMBP&_}k9Z
z3rV4Zp190*>o1!V@QPvA>adKh3AnmTwPLEzA*Us<1=77)Vd(?%XXr3G{=fyH@sP>e
zzA3L_O&}K+EIobCR%&~rMQ~-<DlHVp4JyxX=rkU$!vivU+}b0HmovTgrFH=>A*3#9
zWfKu%Fz|GlQz=ez4{l}6?JuGDQ5W^(+ZMf?7c`CfxdHXk4}W1WdWH#oUoOEacPSSx
zxVRA24$1`=SlYnaWLUvDt31dzrjpd0X{b)yKFP|cvehr1)~82%c*2%6y#@T^*Pzb~
z$-c_^)tz^9MDj~wuEE~djiHi>AVC}V2i8`5D0Fl5*Z@B>wUkvV(G@JRp7-4Bae%?V
z)$mX^1JvXXPB{)%GWO_$F2!1dQk0e#5!$x6Y-aNV#NE`AKTTA=s$)N_rsCiIV(>y^
zs%3_<)MI=ygVw$;Ag%SddD8UVyJ**eS=;cR{uKMyddG5m{q94*yd&jb^zhV<DKJWd
z?k0;A1bZ-VGX>Nf`s~F|A%(xW({xeGJk=k6vx-aBkrBAz_XV|rK>quh>J0`1l|?pr
zPcYIQ2JVXi=YkfOVuI#1VkmX$tpuadDbtm!l+A-y!pvL9_U<+I^Zr4e;c5|0l}P`;
z@OS&y*xx4uFRY$)Xn00fzYA~k<h`)^ke{~l&hmcOR8NUxwewAa_n}3`_It}KjZ<`*
z<6?#_g*9X4+eHP|xW6<V4Ob;OoN0VMy?`5c+PMI<6%_^~0<*S+9$$Dz|9F*>Ino<-
z1!pLdtwz1IFCNF%3Yt8Lk`RU`8eZ<3NX^&KieZiY;s0J~c&>+;_+U7Ly17Cpt2A}5
z%qMQF(BixzF;5!}1~Ti>n~>FnFIF^GIt2-mzZsYY!aIpH)shhPE6_951~r>bRjX_#
z>LYr>_-yOGBdDYi_=F9=Lt!0eCyXBxQG?02!jF+^!sK{SjCzihfAFGQehNPtc_v3#
zgWoAbb^`oT0Qe<GY(Tco%vzzaA|{6vlau102rNMes+4}7|M61RsaHRzS6{&W{AJe2
z0GRHi(V?N;R4U()8ea#@n!23vRS*9kEaQK6dt65kYbe&DK|8Zz$7zWZe;X$9HZ1gO
z7_MM8Itij|SU>LIjAf_7l4W~t=ZgnFIvEPn`~|PMJcU-hXfNUV3qgcAK<#MAQY68M
z0FQ-OY$C)zBr&YtoI<_KhpQ-CIAC}y%SEltRPvLXM{>?K_gI}cstRPihy_ZdiKN+L
zRBJIBHiXM};T@U<*u=Yw8A~kLkbt_C>}=5-&g=I@Z3`R+_Av}Efb-fBL`xwmMy$e!
z4BB^5>xCNVHP8I#=b<T8BI*xOyl(-Z-1EML8uOv~5oPe@vlfg*-pT_}>)pv^u2)I<
z(vDDFERHZienXp5;U0vZaNw%U$Twrfo4yB!k?&FkXedZ$(vei(pC`ia-*W$54e`U&
zno8x%ifdprLb-P&X?46W5p{IG*C!m_(^l?!fKNbV=fn)URWYYpM@~xv$#e+)#snRC
zk@1mt9H6#&q90%)?Mn|35~La}*jo(dt3?Q%H?%j*o5I~TW5vyVnH*B5ac`;|Pq0dU
zcFuiDVfE(*tP8(5r<AA0;QsgO&}64Oo610=t;apAGPC^vN}<ZQR;ug$kwtrK#|7Wb
zyp?=Mob=ZV%4t+g+yzR-62xkV^Fg;n+)ZCrh-16O^qr$PnifspPrG+fkIjg;=k$>^
z)33Wejn~@A8TGmZ4X`UR+<BRU+HW~;xh08QUFb`I>%U};!oMB7KXi(LSR{|!9@nAn
z9Ht}!*U($v!CQx2p{iMNj^$?|^=(eaifDOj-p!~x4gm$~Ekd_lmsumJdl5oHm;U8B
zI_+5EZKtM6L|$|UgPsIpB>+L@T>r{v4Rt&>5Qk^%%TD+bA;)Xf9$%b_AZ<<HnM&zg
z_%YQI4h^<l^gPPbo8NEUh`t$8FZUI7pZiol_%<tOLw&v5Cu2FT$@qw#n#K<|5tM8g
z1w?Hx;p?Km;QrE<;Y0t#msx3$x^o;c=mTQ95wBxH3cR5-Rc_O4R)l?fYP8gcXxxv8
z&%s9tgVrHRQx-NYnRl_3CZpDKn5|xVAJ*5qB{FL{F3S>8Vdr?o((vO5#*3CFJbD|^
z#XgF5J#}nUf%WzsZB>yab`gQdjY0V2mgY}h)wAzLxn>74W(PW_@CTuv&dR74kh8+9
zF2(+T+`DeY;<c+)*L4;!;H7^qi*uJ?=Pp^Dn+A9NG=1J~y3h(f@(3LN<{#6q!1ubq
z^0najE*7RoYX7;yRi?sKtQHbRft)IY2&Y5LQdt1Hn2&M7-95cLbN+s}+W2Xg9z=jU
zd#rd3w>X12G^kt9I2&qO<F<z<!|axD;|t5PBXsU#d!}B2>Ww5N(H%peO`t?yl-a)q
z&(+XKa`p7?g0er!^Ek1Ew>aBmnyK*c!JAgY`ZujWV<FaEoIH`eW`2qNV8qfP%9R~v
z^{*1+jXX<UK*_kyLvA~Hhwy)qYUM&#ir>}#gmAT^wTjeU!j3l-82?2}?^~OD_%l_r
zv)C1XjU3}a>g4yfjL@fW^|JpOavwq2O00np`Ub9W(Sb%1-FpR}b7rN0k#^Uhj7MYq
zdZvn=GZ^dl@Y4;cHF)13?M>c&YnTvAEPPqUFA@?$3LLTfhSCv6Q`3A`@jHJ=^$|)g
z%QnqF%dqQO0~0r?8`^g7Z2F>P7NrZSd!hEJ_z8W|EwQC0Jv>%GfmM<X<WF3<q$ptT
z@Apm%<?Kal?1g%z;tSPCePU4`2H0ZirYOCA@1g#Mte59}N5nVpvs5LzggEn@1D|&q
zNV{FU>8`K5Hmb*)nDp{D#s6<b>C09#K2GyB#}%^zb?r{VmwSW}JPXPT4)e65mW71d
z$uP?tIlh<ZtUmPGukQK}CS3an6^6Gm!+Y`a3rzV-v>+oxiO{Qc`#&tv@T@iOwJog&
zSYa!62Lr!TqJ95|@DXq2+diuq$j4FC0R?+jJ>fk>5Q$zOy8M9kF3X6O__Bj*5*?F7
zpYY3{+HlYw7-`C-gc4a0LW#0v`rSG_D3w5HWg`Lld?}9nQdT@;?_{V1l-u?Et2mWE
z!z0S)11UgkL;Y}aeOq#0{3k~*r<Szvfv1G6{~uxR7#(TUv<uI~wryi#+jb@s+qN^A
z*tR>iG4aH<ZEIrZ>&)}K=X^iTI%lm~b$9Q5cY1a2T~}AtzN*rMQA|?<Ft>0(HvT8M
zk0;Xk7q{y4TCAa@Vg*T1Qcqf2V4AdXp<gcJD}ZbP3+&?wPtvDAp2*BJG%(J2rY?2v
zVf5RqWWZ5@^Mf?3F55Ie-7r5LP)pf!41?b$=OV00Q!0usW0FB9QfRhOeo7RjramP!
z4@HS$<CL=fHz}w~MW}mqRw>pE1M+q?<2+5{Jn8E!%$86t2&NFnYt^H@(xG9Myd}8d
zW82)i1DFI?hwC6^-h!z#g*+sQxP&wkN)|B$Ey2njbP8@6r63ZXHWIHV;g@rejDgNL
zIU|V&Xl|*oOERXe1l5<$I6h^{(j$D6l!vG@cJ5)UOR}fdeD9OaIC>$<urd5X3b*+5
zHQb?|W3uIz1iDRNYJ^9+|C|cFIpJ(2y3WcAlo}hqFpHsqlpC7f*!~uRnUh<Z?3{|U
zo}=#Rk_>o>rJGVBFs3Yx!Y^dMM_AZ~wFW}~5-v2cqxPOolP*FD0x{Tcc+MmnYWObq
zurHD>1fAmv0M?T{WxR_#8YTA#u7@27>mHZ-c`H0WN-i4ecrF9_7M{OM*WqKZSHrGB
z^M0u~(|I9!>CQs94jW;&FHVYG5av-NlcL3#5m{cn6Ealw`H7`QiLH^f$LtbMP}eIA
z2f$rAxu~flbg8p-YruEe6U;O&aG}JuSPye@tc!4Mptg^PUQnXXyyz?D{#z>VO+%AW
zKP75GD$S#$2}8@doRO<6ur3AHGmN%t9`3-}&zWYZ=mWSg7Is84b71x1O7G0HK9>xZ
zc0;*zV2$7oN8nmv<4((y!jPBv!O17N7q&NlOZ2kyPYmNXW<hNLph2UO>{B49GPHk=
z1T&ugiH9;yc|LDG0o9NMN|fhMkrsk2B-;@DACqAO%3C>!#Hap-QT`y5LjMH#fQ+XM
zGQ19qljlqbP%5;;0Te2Ua>(#|Fql(_FnI8=uL*%w1XL$zR41a2!rW2=M`RDVnA}j*
z&Pd98k_NHQPO#p79X{6j^sI`NtwI|jxO;pJLNxPHQ56~k;`i49ykqR_bxDK;>gz;}
zClIA-9RHrZuPqJzG681od-lhJ<VjXJzI6tYj}j$a4T%4OF(Q>o7P8!qiV{V~Sdkhf
zt8GN7!77;8Sd#1pvi-ey#!NvBxL6g{I&0&O28c|a2E^4lVY6~0+WG0rdJC#una`zb
zV};5d>FuE*gxEeXxMR;m>w+8v%ig2J5n#kgA;AOY-f&AUHi;%9q9J}!=Etc7O$*){
z=L-9RqF>{d#BQ1sc`_@SbP8p|;um}aK69_@?pf*ZmmEcS5g+)S@2V6n4?#o8i32qj
z3Gw-mf)ginl&&VgRCbP8c*rc5IVj&hc2ZCcMgo*LXL<;Ef`|=X0+cDoUm7P`+>k%t
zpEMI(zJteyx3Ov_SIe!TPO(P{6kSFect)jUsF0ttL62!sxB)!Q1J-2rUtv7In?4;4
zF8u<=)X<%Z;q=bTF|N#PuCWx~xTyjKra;?yfF!(`v>72%jMxf1?HGg+p!fP!!+|{u
z4I39fQ#8h*;)<w8*rFOgnIvJ)W(6E$gfP-!1+j!RzOv#95(XLpZI9G$;=&$@Q;DYt
z^#(oejl0`fGu$rrP<K!i8CKQEEjPUmwlXmLz~Z57Mu_z<0^HHiPa#pWI6KvaMV?4F
zlF9+f(s&>lddODv@?iv%rh>H~&PYgE!ZB7j6qwUhICFn4==nOQxR5Qbo&c041nmy!
zEY`fbd(otuVEh=mK2s%(&=To2;RFoEDTZnSp*LX*H7jE^8JPNWd%JGe8DaDe#kSd*
zwS9A_+=@MaM|(`1V|qEJXq*sUl-AzxP1v0W#qk<{%it&?nPj5QNV0x-)iSGCx*Bkb
zbLCteGC~w%sW@YabTZ+jg59`uRZz7wP4nv@`9xsdO-)wQj_eFie4iXp6iteisNyxL
z+Wlz|;8i=!ib1EPZWo%?#G2Mn)smJiOvE=W{xm9Fa~_b{2{C+A)=Zlau;?$9S3Wk5
zA4H_|=(Gz7a_K>!Ew5Yd9xw)^EKqoASmzCMz&Kr4>&FQUzi9JR(7~I5p5BK|6q{1&
zy5t4v@5)cYPoo0gN8L0)D%#7GlKhF1`!emQ-OQDFn$G!)lMHEI!pvEH0=Ati>n;$n
zrQ}U1xYE)<>C!2=Qh#i{7`5R8T}DcO)FV2&+ruvgEnI?FwjoLMeZmP7+oCZ<_VL+?
zU(;)T8e2HkO$CH9e1XkKkdn`I)mR=L3p>!h-rLSJKS?+DO#@27rQA&9USo|#pIib<
zR9N<}^gS?RoWCC8!uGS0P_{S@a^l(vdHW%8SZk~e;)0V!vM6>r1xOPhunF}ES?LK+
z_p1D2sv;*|(a+flSpEsn531H;uYE+8U~zOVmX!YRlo{H}8phmdSy_F8iqla+>i5Y)
zcwR`~@u@D*%?UjjmWX`w>+Z?b&`onC5zGF31GNdA6vGmY0Gr{7JtNW43ReUVmj+0K
zpsJyy`Zpa26%7ay(>rf&zP5~K;k-6EscnC`dMPxB^X*b3odHLClHC4&jB>=?kzO?;
zel%=OdHW)hPP6{??Qdj_G;F#%=t~;@1@2D?5KbiRFI82&mr|TG-j_Mvc;9zvWXT}o
zfE;XFFk9|dUn9w&po47658|0w=yUif!u<Pm_MHce6(~OJ^Fa02>{SQEqCfGgPCOUz
zRogeJD{Lzqf_`JsH1vHKyxr2qAwfx@IS=?GHlgatB)+;;mJJOUKg<p2cRVsL(jg?i
zwzML2O|mS08?gj#GGRt$VBvpK5HNHB_I(&T0yn)Sa;Y!`<){i!O$vk8?u>#^C!X%6
zA;ZxKqWcy{S0Rj{kqXH7HyHwf&E_5o@DUp6Jg-4Yj|A~LBCEzCrxvN}6(@uBFDCO4
z<k80U55oE*4BJ6^v&54QvHJGIJ>EB^V3YjV?Z+O1a+dU8He`8Vru_51Q5RTxZ53K(
zqzJe^642Ty87(n!!?-vNb21E^uq6F<G|z~Z_&@;dbSQCeJ4~tEfQSE6Kf9uXQ_v-5
zEUZniIb=B0AtJ2LX6^UXuqv<VsHIk7Ee>O=9Z`(ujWD_z!_#2v_0Y;c`r7&i-xwNj
zbCaf*1f^EN)f+aBy)f%~!*}b&pIt=WTJwC@6}xN;^p}NU@!RsE*ChvSv#{Dojogf_
z6}8R$!3lx)mhv#WKo(^eqpYX|-mphDPT7Suli=YZXMGi2Bm->LNwPlX|2$>$sS+%k
zkvjT~3=D3B%!k(w4IObRmtRyTWrBE+@!_W>T>&w&kc2-Zoqr4FoD!BgQ#unZPhZM0
z$2Ly7gow7rp0(OZk@~DEZnDocSArVho~($sHsw{>WG#9A;&Su{4{4eWU)?wsY}jdX
z({xy6|3hby;BIr-y#h>OG}Mp)3sP%ph?Wid=U}s1j~<>&7q7thjs1Ck21p{1{P;@*
zdk)OVPfH+PFZw;*U3R@)KkhewJOcZg>G?h0O?JKC3HZINZu&jlKUeF04BilaT-*7*
z_xio>BYyl{^?SQsB6vF$Xc~Ncj(KD1df#<lTJ+0A{CJMJ53T+<ig|sG`CC%`ks8yC
z|M2jk3B2rJnl2HXk4T?SGn~ym=j&*cMM<>PsAa^s8dRDBRrLW-)nWiueR7PiL4!I_
zHNLMkGE^+&GzWk0C>MARntyh`g)P5(I>J;xz5i72pX%?Ydcp##JD|c{HPY6w;YA#V
zEsuJ~`kwE|I}kKK;2jBD4)67;{D3OT{Zo050hK3Ejh{0yR<P&b?*+{t)YG=rtl-6X
z?2jK9>1x=le5&V9HSnnpdKoI%PYp2D>(4*ceGP2+55J|L`7;lgmYVeO5S?+5&#^Rt
zvmQ$f#I~CB{a(fj)4MC!@~3;C^6+{Lnr|0)?Xl!1@HJrb%jRaRIJmzmU!EldK8*>{
z(-^-&##F!Y><gMV^a3gX-%gL^G@*k*BUVgHjpmqywg!E63Ld69tY6=J87Tp9Vn{+)
zgZ?BAQ+@ROQ{4~2mYetiKZzsnb&n+%p@%_Z!{;42DVD%l_q};bdO{b2#tI1?jmoA^
zwUW<Jq5h_Xsb2oK1h#zMdoE~xgaCNQ_2*=EN(*ozMeJgp=D{PaO{dB!2eWl`UfRt|
z_r&(Q)%v+dZJSP|YxCj$g=^!+dNyYJ>U=nG@)|g~aqck<ob+ryG`VzbyjahM_h{5{
ze_x#JP9oQ9f?M<ozQ-_l#5szgh0kt=Pw~rM^lLg5c)82jeV+7qJ8XTuxoO(Io;-h^
zTvR{(KMC%l`u{~T7S;bRQg2nh+&F)>V(Dtb*4C7+qcvVtX}YNXpW)XPOJ5tduBLQ7
zt?}y0gGKcltMaGD`G3QWElrx*TJ%+w7>nu=R^|PT^E)e+4mSTCuC7d8R3Eh}-*241
zUa|DBX>4!O)YYQ@H(YL2KHoThvSR6C)7aXisiRd{RjIzH{yAJY|J<bW@f#?5A0FBt
z9=adPRUc=Ie$l4_hj%&El?zp$;@ZJ+wCEM!`~SEQdIiLgHhi3?>>jU<`n{Z|#29xm
zUex2~GJ%;Ve@P=bE^i}{kbL6G0lA&Gi9<iBq>iOkgi#b&qkRKf`u*ZVS9{=a_V?_`
zdIc|@-pARlH(;Z|zrU08QUzYmn?GI`{XWhoFTGk8<s@ECj@TYZ3J9gr7D@Ef8_Iz7
zWJ4);nKU!SB-bwb;Ut?GhL|38H?#G5dSo5om?;9Cflb!!L1`QB`wzZmzcU<}uh@K=
z*4cd6N6FV8+~z<2Cg`z1>hYiUyRZJ<?SLCeQAuyHm~mK@v99*by^Bw=$)s^iUP$qm
zOc3q#G*L4CpyRoZsk};8c(XpjlyZIF9bNuY&z7CChgpe#L;IpTYc{JhD}L13RrnC2
z_bSZC=Qlr!*@bUcv3s?QH~DfKS-vSns+Souab2(*d^Kw4JKkE`{2qTO&^gd#)7hWe
z^<LPt_JWKz_G=Z1-+0@H<b7te-B5v1@8QIBVENmm@8Iix-=XQ3)yj;`_wA~^#-S9O
z1e)ucra$AxbH;I(w2@wM2%^u6H>)xS`A=GqXT<`YdoCKC#y_+h9v&xraG?cOFXDaK
zMp3)pPOBa?Qx`Y1PdVM%Q$CCaWNe4#FX48~lLsw;47Hr)9Knuj7RI^R$Yuq8MkCz@
z&*3QZ?_DeroM~C=>P$TJ9;rXV13X+#>^5(+S?gS1Qj)aV@hWtGU%ievY0pXzPP|&S
zZ%$#paqD5)+C^y}x~$3o`s(W=M;Tpj`=dLTP~lBd_@5dDe=o15Z;zhMYzR>7Dm^UD
ziBBYT%4_52$mMqjZE;ikh~@DAZDsyb;^W}>q0Nrc(IX@V+KMWM<InNM45iQsWhJcA
zhZInW6vaP-S7K9ueOc`vJ?TZ&dsz(@JsDqwavm9-zmnj+yT7!4N>x|u#rPb;v-zmU
zclQMmNPbSdh(0Q%oe5}=eGq1?aq&A=&<W;=TML~jxpA3$Y6VyHvVLG7Q-5@=RSYD+
zr>eV@Ae+9SYSrs;Me&iNR4(Y|xOkXDpMIgY3Ij&*ePpw-)|3r4-9Ll5!{kI+8mC*B
z=87vMcR5ceqFcjw%<&{9h^I7$$SA09<Mvw_v9%z>BW>`+^cbd|e}n4ILPlsSco{j9
zJRdRIna<h2p}ss?-y$uLJ^&ESvLBKp+`^3DzQCf}sIMUN`I9`jWT`Jft%c19Tbu@U
zR#&yMy5JmRaUuC^inu*?M&H0tVr}UB1lBF>ZPSNtNHi09Iut$tUaDN~UR-};`e1EH
z7StuJ01M$7r=pLb(Ux(Tw0<+R!V<TDcYgQGi9`2mZfF#Kksf8KBl1j(YpZF51G$u@
z{W|uD%r~&`b7miSauJJTh4|GO(h||Q6L>yDLdO%?KtWGRmz0dqLqZ|m#EpVaOMmH%
zHvO_82H*kUmvmg}fVpqBQhAE<gkN~_Y_PU|ELq4>3at>}h9#i;zd=5;L4ot<X>6gw
zKmas|V88*AM4`Cyq6y+TR6n_-zBmDb(+UhAm^TGGV*36T{umgdGcr!DCCo5MB%k0P
z)gY~p6r}{5ibi~86T9c9mTDk=))(@CQ4zg#N)>kFp>bTlI3Fw`w-T@^GH@E~W08CL
zSdqQyYTul^_kH;h1Icw72V{Xd0Q&0*q?%Ay5ZHeQ;3};`C>x`+t}30Mig~<l0eBOw
z_{Q=OPJDBw0GE`NPeXAZq7Z3AM4<SM34HVVp1E8`xu$qjZutq+Mfu{4e-^DnZE5Lw
zRHax|R-tWh6}{X%VR+*RT+!C=T-!6SP6zP{90d}&hn{8^ia-38geY%gy6NRki2UOH
zMCH%;<Ly?n4c)qewJq|{u7$f;J=+tZFpjdxdFdP6&N$>mmlu#bke|niOYD)B;s_o#
zIR#J;CED)hfT?(l4H;cvXaIrsbVNeKhs+mBg5S*o70K^_QW#{$BmR;qqW7_`<0*KP
z)G38%?uz6i@t`HP@bpCLu%~%YRNm%#wE5$9sfge7`w}#rHuNV!Hfjo2u??0no~{AN
zg(P_>cA@2kTKj4pmU)ckX^DT-hMY}X8Er3jt8t9$-ZsCx1>ecq7uPC4iI)KiipTSI
zNxkCgz9#Tm3uG<#l$*e=L$Bjc3)+~d)c|X^a25A_tJ`~o^eJn$#sr-1WRFX8Qb_oZ
z7|7vQ4j!ID#n7I{K)v(ZQn9G1e|6U8bk^#5rZeWL?TAA>c9N<vw>G<skxYxIwPLPF
zkW_jpFSnY1d~IY)khDq*+JHKLfE@&v2X<b`S6~G+fTw>OItQ(MnU~)5NcW|EuDM1+
zJ9@Essf2Zt;}6Jj@dIh<4i;4);!X%92r{S0&@kro$NkCk+$W!i0dSZ3bq#D$n!)q1
zci0-!erYkUMm5<k$nH*U;JH7`Z*}cGcB=vyObxtvn6L#lIl-M0!PcNX56x~}xm?Dj
zS%Yf-+5-91bD>Yq7fAZkho0{uLH=H>6wHp>TX!z<QZx;bW#P0~2eIP!;Ms*;Xyw&g
znPpzHurm?R?7Jmwbwb*%oZo<b!R!R%UPxEa5r8bRB*s@b#^#rV;pGGA%|E+PdZ*L!
zp4zjxNFCt*Sx2>vJk#YIv7){g^M~fmD;G8Pi<X7(z+$;0QZ4@&>(XAr7s<GL(FRbl
zi|RCBV#OY^23qftD?niz=HRuRkN@%#Ffkdm&Es9^l6l)wlod(<b|D&r;RZn55PWV>
z2%$~n&^YoHD5a}Gb^p?WuGC5#z<L!%IO>rEWGDfKi0nzPAhrnhV3UST9Pm|go0B?K
z`a+L3LXV<CH)5X1fpqbROGSijv^d<~$eq9<w!Bq(;7f?U)eZ{YD|!!7@^M^+Ih{)0
z3OaugTM^g44m&T8b3B@OAeTyRym!^3G_rkL6}n~P1y*kW=}n~JXvpgnNb8ZIRnT?O
z7|)#;yU@vEF$>PqmuaRt0YT@_Advn+$Zb<^?=37-zb_99ND>8k_j}3!n|9gG$k`9D
zyAL^jmY(rtne<+S0?XSTegSq1#X)?56L_at18u&wy$=%}0@6rLMLAc_CScFcVKj7S
za)Sgn)a0P$U%P5&f6;2_Gq-}rI4f%g754RHZBXQHM%aegJAc`vyas;1(vt`%b%Cny
z38eE0nz+X$4^ovF4rBC~1_lV57N{c{KgNujBA{UVn_XAHZkBa(UVOdjYrYX)+|vE=
z^;*+t@$Z~@sO;=#8ZL;qY6)>t+f}zfD$v$fu`SuF4Id%L^BP&ExTO?0a4oMPc~*4P
zDjxKqIia-fk&1ZAuKWIzpo5hALPF!1{MB^{&FHf6E+cpF@DU}R{Osmz_<EM;+y?gc
zZR0sDHFY)Rm5HOatAK-VeJG2t=)OasvDs%8|6@Cd?bT(?IjtEJ^3mt@D#<S5rP!*L
zPk>JqhOGdY+>5^lvWpOb)LXkf*nA}Xo~*3z?*|}P@8((8>chgYrmNf0q8vornLrrO
z39agM8?you|A;@yJUjq!TtvfNA!}Y+oA#NUA25vTzej6OANik5^GK298W8?Wo?j8g
zzdURk*<m=MZiKv}9;JA~BChOTZZ)}PQ)an}!pi63n^B?@eCcE~>F60EAf9{IF&DWN
zy%qFy+m_u<!W<kxy`u8`FtAlb>hR&A`>MJGWM7)%rjN1jL9!cn!mEbpZ7F&VxNfol
z1S5cZT7$Y<uRsjQzHUX;WWLs_=WBe4^X8Gn^`Oc{umW5EOEr9}=R5l_?tHmHI_&x@
zEZXk5iezWWUri&GgG3%*qYx7Ku`+6`Jx}))x&j!vS}8l$+4m?wc>!@yt{@!GvO}nz
zlzURXWD*+bj8|k=U+nHgKkRr*oC1}v_@UYT2PM?9o%P5=*=Ob>o!LZm#udM_%*{ty
ze+v+0!_YXg8hB2pMs*6DTK*NuM#_`sHNA-~pwP9epCfSZolN4HdGN|G10-h72!Kbb
zYJ_ol&)dXIp=sJwkqU8C)@gL2zim$6^DiL3K{lR0xO^WtE^CkmHj<q+*fu?df%M1s
z&bz*!kVY(=TX+L@mS~)}Y=&VqY{Hi(;|@KN--7Sf<Dc?n{cB@*qDhdOX9!Yo`_pjO
zkBTq12Z($>Rg^p#sa(4DG`6aGs}I~~j>C?G(0(HhpI^z$%l~jJ`t~=;KJ3WnNWkBh
z+AmHu@k>~A;|=ezvqZxd*bXO;#Z_CSn)}JUdxns+CX^A7xqmBuL<evyLTRdw{kM*-
zE@8NdqA$(8D1yL76iLHl)5Zhg37pJ13E#iHO?VJ`1=kE~NejTx8y1McHHPM4FwKz!
zYxbqa6&?vfPy55npr6%<PlYs~;6GkxbXNb|+Mx6pNeCm@+|%iYaRcE{4sH(=^o~+-
zgRE1VCNvT$M4is77z%bIA^J@%pqU${$$j0uXK(;y^|ssN-4^as-p<v%S2fk0Tp9<=
z4`bw2N01-GU%Vht2Nq!H&2P8ODYW9EiE_-$;~ZPUyEF#3YKrJo=5<(+`c%esE@<dk
z&15nb#L-uk#ks1mOEm+!SbVd62mf?tv0HTI9Pxh7IeT^@ar4k{!I`4r3q3;EQZ*#h
zyZdW|3M+BxRc;dJs)%vk4EW$#p`ZpEZWw<#4R6%dnT0*t)VtR(psYc5M{3Duv_2B@
zkJmjZd9kW+@RThIYtV1P&z8LX0%#@!Zg<b6txmwywYmr@LmImXyy4J*xV3d3P>tzM
zbMkJ_m~cY#21>9-$J7noiZ^V42{Z%qaFZ`#m*`#ejZ+r^1jW9k%{9{un{z1&n$Q5q
z^sE7nEwBLxS7ig>55ZY2G0>@Iib+Bc<pIDSSE{0T?)TUJ1>+6h@Jj`LH4nS>-)S<z
z5Uv_h+0$J1Ai0_KDA75evu^nBBN=WZ#Wf4!Ff2;Ma4h43H4E}EEXIbUskVKrc}sVz
zkWUd<$)WNBtGkY0V4yC1Uh)8>;YXF7$8F)2(fArcK^{isDv;{Hp0c91NXc?`9k0g^
zSLBcn1<hKNw#vv^-Np3wC>mHUz$UZnfrDHqbmN#y(AHfq`QD`!yBvAtHu|V78p-Xu
z)L{rS^S_)M1$F2Zzr)VW|FZtZfikb5pH~fjYLzEDw(2vnyi=A~i(yRZ#Q4m!dwA@I
zcZN`AFEo89Y@}1bA#B%E;0J?MT7%;BSho7!OPb$Yd2lKjD+f!6%~lx0Wb<LhAJ*F0
z#xi_r_pqO%-h$flwFT23wZjfGG?`$D;6W&dN#3rPJq}~6sTUWy63YWmFH3D(UjJCF
z`-OY^)XMlFd*{(P4FT~gctuO)^mf%qC96G;BK)F{C=06~!By$GAAuGz7@yF$jj*KW
z-3N~#qr<Ah=3Jb4Evfi18nO0-b-ESy-B(LXG^HIH_Gk45`c{-Hme@5W{M;be^vh^T
z?+{Pf2;I7Z7)~1$&`Q3zT?O790h=_;;?nXV0l&T@ua<{F%#OYPE^ML;2uhaziO!bP
z*4GWe6!jlKDq#n*W@&v+w+Ca*eRf?9+dEw%eWPCNJ?xyX{|ckx3%F%hixtW_TYw+d
zL$jQcz_noSAnwhF-1Kcwu-aDx=EvHd^LX=@qRam0Qb0WnZGB`GcMY(AtzF<nA@88U
zh(XAn49Xcd_ewv@bi!kUl=q5gzAZo@GlXfz#1pBJ$N%#C8*Dpuw3sKMcxV$n0(fKk
zbr}K*pX7Jkf^zt|d59BBP?tubru?kFU!N!&aMwsIHzpjswo?Z2L}s$-MEgH0i_aVS
zMXY%?b5m^P&s|82+zOgW#ykI9#u0HjU*1t{(#4Rsw7wX&&8kIAB|pP`|BJ}rCZ;lF
zauv0x9{ZIr1gcF=5u3q7&20V8qcq^bF!0plxyS#gsL$e@ACB$xqwr$g)nwS=e9G_m
zFiG%8SV#B#k_vAL7k=rd&%{8}*IqwA;c!W%IBX_PRx9+@m%N{0nz9h&f0;#<=6J1=
zzo0hq*`PXT8q(8NG=uLbs)wQ`VAO1ioT;!?hmeK=ha`=AC{OA{v#b~Slt#msXi-tV
zQ;=0uz~*C0%UZWmp7dc^k~xAgjawR5>ZZ?!QbY?=1uMUhpP-ipoL^GzwD)i!dz45z
z$LwRA8;aeA?!-qkRhXz}V=8o1DzZ!{Rw<>EPtf-H8u0JTc#D#l6wLKmEwQ-#08G$2
z3Uu!H%$w)g>^5#GJuaKr_n@4%pm^>|A4R21jjE)OpR|i+C71M$5J4Z}W5%J@zC|0D
zy!DJc2NmAI%A8^*FEG+o>eVFgaSy9*P@s5Z3`_TpoQ=eLnOw6oRZt<I!o7}ASVuL!
z7#T1gRKduiNKlNlAcC8g-k`W>0x%$qxef$_uE`xt7Hb<K^o%+x9~*4?i*01oo9W>l
z+Ll7iO0kK$D$jbG(C50wiHBY3WSbaKmYat2=qhpIY_tsVPkxoj_0eWxt7VkzqOhq@
zXnt?XHz3DkMP6;iIEk+ck_I;gm@4R?8(7U+GrbTb+(o^$`{vY!T-RPcM^)TNj6IMw
z>H(Spd>@DG;`+u+nfA)1HNgRa@x?Kfm4*AFc>xTLH8)rZU&dU5&=;P2TuJO7MS%;s
z3*(?c>`L3WIs#S5pu~d6;^ryhlQ33q3PVIYTh!+p)~KaVZxO^<g#?_-2@flFKQoE<
z$!0+=MmHoW=2aRbx3nXalby2_vi^~V^eI0u#TgS*mpbL=vYAy4o3mak#1~GUenhz&
z?oiY!%lrW7#%V(NT^^!ubD<)tx;e5WszkWfl6Z<*NDX2w*nTcIaHXL0offIaQ9{5C
zsbO!3Wp0Q?uT22S<R>kn_{n>w1SJ=@1vc#%yfD=QaPk_49hHF_HsrUqpKCoxeo`ZP
z{=KA-0WRKQW0k~_guPA~bHR>8p0=;=S#HiDjGIpB1>KT3yO0ZWdE_S<2`KYZd@FOC
z?XVmZHc}~VxCj_1HEl)>+rkr~FC)cMSvMUMvI&_V)i)XZ<dQcOw!fKorTf*JTQXG>
zk$TNG!=)${v*8LdwEXmy8tbCKy$Y)Y&Y?8=YpIXlnxskTL-Y)Lu!rm_aHvTR!Ng=9
zc&)5WMpsJ!3i<y?(s@b6-Y*J6;YDM)#Z<_0dADm49dskBy1L8SADc^)ryMw5uS;%k
z;tSiP2VU{5bV{f~AEaIVD1+o&sooIzd+$b8Ru*7N%-`tivIbMZ^nX6WoHCo1BXN2I
zT>sgt_V>^m7za&kgJg2clfTD?l+NK9X5(nxm9iNqDdY<tL5+IE8yKOecaP4slVUeZ
zqi8R@W+eBteWLOnfDQGMmlJT;$i5TcE=7$8nss#rY#yd`X6X5;s1BCMc%Lm#%8#gu
zdD?oM>Atj<2Oi+g0NQo^`DGI4JorSIdth5aMqZ|7Lj?LX>4*&XK+Qz`b-TM|m#7?;
zPN%p<Jm(_%PRln!4-0<gIPbKQb(Fg%VY%OVugGI`Q4<aS)>@zqOkTq%OI_Gb6T0IV
z#na=&CMf+H)WYI<29DFiu*ajAZ7(q_$~rmeE&(Wo|65S4q^c5RO$3?azNS^EVwiFq
zl0S?X3)cO!?43``c6kigjM%qV(@#zfW8N0=mpai-DH%m^F%`tPsbW8rnHi}vvcT*b
zSgC$w?b?}rjh}xiBz}&Fa!+5W4DFytVkz02{Abr7jHv(Hu8q#sRmUq!(zTS?nhPv#
zrRLXWT%E}=3;H6fezWQ16ZDRV-mUJHt&Oz)FPqM<wIh6~+8pGbk4e3h0`7M?)j6NN
zW{n*ivFN@%7ASIs{r|3XZbW8ie9tx0*RB{B{CYKLJbtA^^aYC`4fW7om|8uYJgq#2
zx!#3&`J*}B$#iN#-86RcXqk#$5UU-gyD-j5Bo#!h?=RX7(H*jllTH*nb;7cHiIgV|
zqWI_eVL&4Z)lsJ?sF0QX|5<e0r$y`Rep+<@KZ}Mq|J?5>=%ujRm%HsGyk-afmm{|$
zh5rHYlTQHet>9(M{@kzPn4bWijJ{)Iz&|qMjYjgstaL~Yd_Q^_M-@cxMZwhpt3UZy
z&%IlL<O{y!x6esar;K?i#qu(9b)xtwCF?yz*oWtz;2l?KYx1@>^8CB-&PnF<FnM8;
zzA~r&A9zC)pkT)iORtZd1s8tlF%~S-QpO{}vX;rHL0>3*|8v<d-9htBMpiUUSpY4y
z@E@Rz^Fr#D9ClOd?O?j%o7iA>^|jJHHiWfQAfc*rD7}zd0$}7zp@{@OArJRXp>GUz
zJV<Iwjbyb5q3}QOZItz0mA<+}Q&+jMy};5#YW{k}wc)?!e4SpUr0^Xb@GSRf&K@S4
zM)km))1n>g{p~;K-v2abPvBCCPJIm7)%ICPAyDM}q4IcLTG7N2N`#Y*us&p>_?p`D
z0lvV@fEKn+V@E<^Yd2OQcSe_wJAhNW&TVvHErEkg>0_uToE{3zm6#e&S|RJAo7U0J
z>;=gD9@>xkoL3Rh5ne|Wf)cTQVQ<<&B0+L%q=lpzmcq%x!WVszhD^gm8ln|T8a-M)
zZHh0kk1Cc4S?eLX_(c6TA|)V~;9L%%LrqjQ*0+GFT7_WA<36Y~hG#Q`7sB0deF$P&
zJ6`7fcVs0|WFTL8x)Y2&Dz+pjYoDlOP)BvS?EHRXgwnP?$!^F16G5^CNehNq7cpkI
zsxq?FTd_Vq^@t%^$eJ>O49<!UtQO9YWlGKvDQKx45A4p}KqwR6A)h7`8xl}LD|3%D
z3sdVj(Ue`3_Siof7gl=TZWoUPQG1Rmofd|<M^qvKdShM;W882W<BB3YaB3gf5qU_E
zpA{eNk`boY4*Y|m2X)9=A>5%hr4r<p4H?FLO00zE2lNRJ$oSBv3t_2zE+zMB4A_Xq
z5&(%wFxt>$)p|11q+Cum9f-gZL}I}qv@<O2I8#g7fs*K@$D$+Q6@F1AnrV5<<X!1E
zyN}(jkI9ecW<9?bfscKG_qUIyn68h@k9UEO&X1v&M=Kr_ga^1ymV-MF)tDvdQF$s?
z3$v6_mM;I`j!tXuFSV4>X@{v?(I$r)CoF@=hwc1w-eh;#oa)&|g`B~a^srl;x|t6K
z#-O}=NAA(lyGL%(Z2V4mki7hn<LgSHSA9%Zc%Xx|KO%lAMMQfpMRY5{PAYLmkDGoG
z+2^2xs2ingldU~nK>2Cg_D8XjoG3c!P@@{p?#}f~`*WU269jf2+$oon*R?mctON{|
z-d*nkML?>7Pm&wjE^(0^a@Dip2?j;uvMxD3rNGZ!T$E#ovmZ89(xxY=<Igk~oWFh*
z#b!t#Oyf7%E6nxW5cx-Yf&IFXL&loi6bqp|e`_Y^_>KvX0AZKhNrJMf1;pPZWvwDd
znXQWTgVm6JSPDbX6*v=vZeyXJWM0Ouk5ZL&6^H5r`<H$p?h6eZD<#en0*edO{m!E|
z@N220B$h~9eG~Yf5Pq3mCn~3Mo>MaIdoaxInJI9A%NAMvCG88`9}CG03u6t(pB!Yo
z+#gH8<=mIWBDsSe*O+oV5{F<Xc;%qr(<|;sX&75NMPu9L+&pa1S2`uO6apmM)vW6E
zd7(5;eAz*3)K^^WP!0kFpW9bKT}NlG2LdJ+hcAztvFWn`I7?Mc&7Cy`RWi>-tsjoh
z;)ieWwUnM5`2!-#%in0MP6;EW;C1pqGv}V+XC^snzYSgQ^8HPC#olfTVxv$)Aoox3
z1f8G6toqi@y&X!pH+e8)O&(g0mRtEwR6k}s^M#b5xdg9I>%E=pMktu{`fR%2=wa2{
zE>=IyqJCN^`0c{F7{$KD?hn6YgSOpGTL7HI^YTM@?Kv+*5UIu0;bPE@l5SUY{w~ws
zZ@dRizNtqgwMr<Wh#>^q=9n|3XK5>k3M<LPihQd0A=QfVUUYNsKAPvh2G=_;b44uC
zUd$lT@tSNmf33<2oxUhSA+b~(;zuq(uo(Nse*NC?f@yoZzC1<(g1ZTyVnU-(&x&|-
z)?y7`vb<!=eKi|j?IrFN@8}kQr*g@{A=NmDKIHuCPm&@pyx1-hx}wV1Avx8B$lcF`
zbv{bGWwd72u8`oOje8YnzlryF?5jBD3XUv}PDTz~EYTbrCk+!nbS;7qx54k6rTZd5
zyj;?9t8ob^i$}dLnsg@gr!*RAY-OV~8dB(Z&5|XTEC%NB$@SIGdly%8!zgUK0|zE?
zY}c(VCmwOxFxIotN!geEk~M<zm6KiZ+q|ui8$aTdHw&r1XX4UE7qwtn4v$7ZWj}Lo
zr(FxyLFw`5;}9B`f+ta~N%RXRw?9i<w}qZb5sBb9YQt_#M<R1<g`lT3f;|y8fS&y@
zhg6=(CQkvcfd4rOKX<>zpOB!DOjNYT7S?rdcI$vzKHkt5`V=*^_r7*Ij3+i;^6p|b
zo}kjX#Z`Y*V;51`L>^$gTSD>RIZK|eYUB(dL6}sytI@QR94QYQVla^R8{34;=o{xV
zXEHTJv`M*bss5T;2p>jgkHJ5S?`Q>wYdaCO^nt~5Ip8vlHY#_JB7)|*`1!=?_)7|D
zaKxzsO~OJwK``Aj(cKeUJwY*E6K`_b0WV{kGndcSJVy7yLDGxtADS#jg0Aca-ye;0
zg)~S69#Vaeez4u@V4PN7C(9)GL=0F!m{Bii>WG*7v#(8fru^qvL_4!`Na(TG$eQas
zmR1*>Vep;Wh7x0NYNtcFQ`5b+%eXSzFW^wzx(J4nj?*OZACbv5(tDy`zS_8D*>>O}
zbBcolZ2p&&o8EeokJhZ&%ANx<15&bfB5|zu-O!wLi*LYjG#3d$4?s_P1rin6R`6QE
zXmO_bG><J5G$!Zo;GZBc+@Sh<QX}Sonlj;EP>qw51c@R&gLORjr^=4oS`YL?f1ii{
zW;^~ezto1MBHjim##cHBgJ}Z|N+jmP<m~^(6{s>17^jk>=)KprJ6DBU(oLOgSF(~*
z=>v#iA>$Dn=e&C0>Zk1E`EmgOfKY~QVm(@acr%ubg?>Ut#i9>tRsV9Fi(7pOhD4K{
zy$}0lCnnoC(KTA5;n3om%0NFSkFg!V)LEJG9k(&ZrtVT~oF$o8bR2iULhfr{>ii0u
z=2pcBhdW~KFVF5OmY>f;?{HpivxD`mppR7)_UgSH!2+AKgQ2H=6uz+nxU%)hu~~&*
zZJr?045;d1u>SrAKaB0zpU&Vxw2l_^;g(0i+u+#K$F{7W`N{FIJ)r#eV)O1Np<_d)
z-A#J{9OTRL%R#8m91|63a`Me-j|VmV?_o}U0#roMg4GFVU_O@Q{$@N=0?ff2CE9&Q
z!DSLII96(tIj|z6ZWn1m+OSm&!_rEi((TXg#Ca<SYl8}R46~%sQfu+ee8#V$hkICL
z)QZD5S)5hI;4wtztw>kI-l&ZjUnvNcMY$A{lWfytW+Dank{`>qJdd;QtpN>`)Xow^
zOm|H731obAf<>rk7{Y&9vAE2v2>QKsK@Ry<5nGnm-Fo8W;$+xO&FlE6w<nkNZp3j-
zH0-$Tygy7)L64#TVa6&S!eun${t+-J?oGU+nmsA7wz{>M=Cc7p2GtnOa2*Ux>91=B
zrrgfSz&z|hTdO@dx8D@88kPf5<D+$w3=!o77{{gEMQ!T7otUJ5K)4$DKcs_ijtJb%
z#H8^%oswiGqR`C>ese0Err_W3-MRFD?)$56kD96O2GBL;UO+!6)y7izCBHF{c%cl%
z2Dev&Uyc7S#CQ-fhg_<kLMX`Mlj;1`sG{M&lD%r?h@!9;*q0)Ab_)5za=#X~V5(`@
z_bP7e=;sT9KdH=8mb3817KZj8Vl>#DM#Tz_&|5)>;}ZV~)MDrKoZj;}&}eGK>~pxn
zwcr}6!Z{N+qpR+yLh7AsBg#|B_qUC&;^GFAjy^o%jP8I%8M2IVz0!3l2E6LP@D6r6
zShF!6S#!ceW{Pto;om=#@k(rS-g7g>mf|aDJQcVY9$7P+WE&lD-s?*0o77cB-V6Vt
zRq=>U+DXkA=Tuc=;_fz&f-yca555?=TIdu9wQj6FBnd3X_y-t?QbxrAsnH<&?(@i6
z`TxK{_uL;WwKIj(?<k^D2ZE{hnWmau2xL4$96Y3w7gMetZQRrwSzV7$VnNaJW-M=O
zhGKKanJN-?aj{pVwzkI|o0N!9(a6awZ;NFbKhK$(Z<h!?|4g9f>ySJ2ZGmrU@yewV
zrnhJ7ZZ?CNe&(KP079!r6v}(W4Kyt;t}zsNPW^kh^sl&}a4efWHZV~WxvHE=bZ@k_
z{EiaQrFEJuo=uTI?zXpDe5Hi9bvab%+H(y7LnWe9uvDSEn{>Z1>&gf@O=PiX?|%0k
zwps9~f)Ed*b^SShN}S?*V-KiNnTr(h0RjnLJFNsJx*F?o6fAt!;i%vPpcPv*6MzwU
z(JIr^$ib6*v4K9n5!tzen#rG|-CF#>V$Ca7iM7X8t?F<-UPbBxX#H@08aO^wF@Cr;
z5RVBdap|3^$eG5erx`rvJA3m4T@<NepS#|L4gq=?N3MEyW0w4LU=x;a;^%qR>?7Aw
zeBHtDML%RpCT4y%y?#BPqYz0`>xLSorwBQrH`~zm_<7i)A}sjEC9gGi;Uxl}oX1WJ
ze}oauy|Jvk&6l}ATFgdVKJC~!eiICnZ`1j=v*x?K^kJ?&mJPYv+b3vLR+oNbC%B3B
zVxM>N4LvHs;>+c;`F>v{A>K|~TxVuEDqx`%%z3Big4eByuhu-+Lo|O}B}nhS);Q1d
zr{5N30ibHX)EaT4CM%S15Vb#9(@ADf+zOWQ2^ryKloFSNDzFf<z4kwfo-C3XbV^9r
za#!dfeLd(D=0(0Ry_&$2DF_fCcFVTeat9pCrC<MuV?|KYI>lN@S^iMu-qJ1KQj$ZK
zN$|GUK9+j(op{$&jHOEOob}j!dGfjhIWD(>DnF|>JRIC!|68cNhUd8+g1xQe*vcy>
zt(k8ZabcnILtSW~(CMt&f_0+YjoYqj|M4Brkmw_~mqgrk5Mh3TZaCps716Tic0$63
zKJ8pTqVS-JrjZxjB~$$&HFhw~byXFfplOSeAX62EUR*V#yIc3Yv$!)jexxO*dZ`9y
z<`GJ!(#*HpOBK&}SO}{<Vjvrg2`^C6s+K2hdmG}R2BqFK)-Uwrix<W`-(eb`RF+3*
zM_>(Kb1hkal+5*jnE!5ipT&;^i!kIH+_+)*r!YHSnemc0bgRF6E@6+eu)O3tp0t>;
z`cA+qK8aL>!bQh#oSyVyBmPFqUcaqt_#*k;^VhZ66G6reneKkn%Ly~v%+uGLK3*9-
z*T7nGUpW28qp*c0$}hK*HkP~ka~MT4S*wgEQ*FBpR{6*&My<J3N36qW8&pb~<_Zd8
z#;{8+t2g&^3RxQZAGX{F=nhR4Ymd|rJZ_00XXo4Fc@dL)PRdJE1|{0h0Ye~QP|_hZ
zP20CE!U3gI2W;zy>6{NgN4%-@C8K)8usm64tfmvD!Y201>_c2W|LE1L>ZscIf1M1@
z;M8amRN=5H8Z*mGU|e!JbWPlAUOg4)BYL$|e`gpW4VKk<!=1q%4RvXAAoY6nwx+GW
zc6DsdUw9i?KbDZX0YS-t$R*T=Sor%-%eK?p0x}5=`hqdIn1ff9&4|IwzKT4O5;+?Z
za&ssyHD0KBtWf(j)1uatIca@u5N~OYF%+NpAUxq@6U-9>4d%oR+F~Ds_ghMF4bk)E
z799tDf1!LOr8p)VQ!SOk-|OEi7Q9^9YI3L$s)H3fH=EvN&}D8ks~myret+pK)BRVd
ztp*fxC(9hPGZB@PI#hoD8F*pL7VFTDRGIrVt>>oF!d%R!fR%WntNH=o`k==fp=qk&
z5pMaj`=IpdR1AKELup%!mfSc032KGGYT48Svt4Y7t0mJkNX*8iS*I|s;t6+Z(57A~
zmC;fI0>$=CkY?eh`n+ZmOnw6N!ev*@^kSIGE0JGQswu-XmkjvIvjpTOVBC#czwZR2
zB>yH^&yJsud(s4HuA0ZFdGpoI`A^-PX%TXxhuS7j28}g-h6v*OwAkni`y#HxJ=t1|
zUMfHJJ04nei3v{^Lt@5^&ciz_7D-H42vc2eNv`TQQTd~F@<=iSwH~Hwu7Rq{G#NNq
zoD|}pd~^5`wej*9baTFbntu%=*BZ+xkCM_utEkWkS~46n?%)4{DMGOIzB=~1WpHyL
zJNr(3E#Bkh0bjoyQwDKzi#vSgR7+tpv6LL&&}Qy@tF3M*mTHyROLhGi8dJVtf?&?-
zfy?*BNp@_Sk1^zD6q+DhfyApq<*lO*MxTVMe59m*<$5_Cr&3s6$e6(0MBK#1kz{P*
zs;KJ<e>>y8c;uGf><NMKa7<K*kI6*u65mu`pFOCn3P}4=&|VRcHutAO465&;)ST5w
zvrC)-%;PsjvIg)}VjO$Y1v@2K2k2o;6=`VzJq)8iAirO1%H9+Vxnkb^-M$yhU1#-b
zU)xr2k{<Uztq`^xcwL`H!tMw3ko<ar1OE4?LUmSNApsh^nLRD{g06^>Y%rERyyr%u
zi}P;|0Y5d;ei%Us^tt`yi?|ddSgGGL_-apj>jc`u*L=7q>MBFhrWUsj81ns*XA$=a
z8Ot5d&~ChP6D1#m6kh(>j?hH2R}CSw9U5T#4S?S}0LuHCib73UpXqkr{nQ0@T2dm1
zqDzgrxO!A)4b`ka)2BD~^A2=gX>i=%d11@B73dR%B!W7F(Tn_zSHexe_CW5`py=yR
zowL<~4yo`4)#-Ns{0_m@RBaqU!Z(^5a~i`N+;E07{@X}tFdxV;vb_k5R^SF}?gosu
zGJ88>s(ul;dL<5S{3l-77gY_(!)xsM>Ila>Xut1%2`3&&_kFzPZivWKL+_jXydp$u
zXGk$TSpK2&$mh^LehN)aS}?Mic86tTr5@1L@JxQ#dty$Fo=LQ{np9h)GyE5r+=^fj
z&#XD!wvd#~3pWO!8?Qf4Wox?Kf(2qBLWu3b89w+;?~=|ffE2+>{~lrH(zEN0pB}#l
zx*8QLnfkYn4UKF+kAFe*=*hdAfBdP>b(uL*nF1P?8yGSlZ+g<w)f7>WqDYQr7=L<h
z#m5C2+Pqj2Mt1(7S&IwL9vV%o0>89%$)R{&8suR|9zN?OSqqt^M5@k&C|Dk};e~*E
z@~m9db|Q-b+&m>3A;My_XKr{&dS{%~?IgO=v%DL=iFnDA`4QwW4?Mq&t&V1E#TFgc
z+Si>o%*nc7Y@N(HjL4VPm>zH@o{<X%%&ge?Yxo8rc+3uBD`o@K;Xcw+U|J?h2&Rd1
zE!{eRtx$YF`s+)WcSl6#Y7E8}*t(I}2)W_K;5P;NnUUzsfqmb<f!Wrdz=4<O$W8G<
ziczv;Ll*AdfxbKny<0PlYZ}@oLp1CY8ZRj_(CGIaW8@oMB`eq=_{3sc1Pqr$#^~7J
zbTNUADrO{!J9kL<Tw0g@847HuArxs?vvcYQfD3tDehW5#Dq*K0O)vTvoK#LgiwB;e
z#t=4oDIlSepm$u}B8lLogBj^MMTE4Pfr!cC?!G}nINOZq`eL`O_maT+>m0({QMs?Z
z=!0}#Pm!$&;7(;he($_@GpGmW%SELCZjQR9{f<V1p;sc%3G;_<Ye#KuX<}gNof!<H
z4gBLXyhJ`SaK3Gy0m{{EndB}F8-c=2S{vzJ>hnp7l%-I~`tULycra+5JE~=Q(}B_$
z<Lb$Co@e*?MJH;sb+mR6&PqPYd*)jsmOsnCyoO(Wlz*?&e;`DM5SZ6UadfW7+Ww4D
zbbe$eiaj?SWj7_8pjY^7kcPjp(PMF<SL{krpS;Lor5Dg!?d4n`D6G3Tg#t|1md>yj
zhNN;dG3Y&*YL2Uta{i?@CV;7p*#Ajwv|UE-$2%GIV}~(>YwC^V|0hzx-}N6M@qP-o
zbdIGT`-O1L_%FS&#>aT5BYIC3yAAg{vGI%U7?uO5uST4d%%isW1MX+ELYB=ZrK?`k
zL`$o<>hvNjzjJ&R68l&e=JTfSH$WgTy&@|UnYtM&doihyyDMcWeOJw6mCZ}X^x+7u
zAeEZGi84e&`)#$zRpuKl9mZr${~uM!qK<WxEo?P;n`SUB(*UET8T~Y_<c>`gN&Vny
z9HZI(m{6mAF7@zytDtX3NvJkiJHaS<5;DJ>cqIlM&Vs)EG*XRD#|*>+on*4dLmc&g
zcpvZx&ya<@w~9kA5@tRpH!c~l)5xC%GUhl<KVuiy(XXed&OURFThFT5MjejrcK$3)
zGLG|zS{a|d1UMBZy~|hGMt*X?Bj~*E7+izzG>ztnwB2rrtb^q{OO~d<Tv#=TRS>p5
zH#?Rv)wI~YY*hUZz5RJ-!f%lz<KG9N5G7Z7@y@NGk`NH8`RAR*am6DMFqnE!D%Rfg
zBi~c}^$>*k_L<RpL{)<@&DQyY#2_nbxq7icG1TOhKzBLNG5fKy$&;iC6@>o$u;#f7
z<ALT4iz>_m2!RPnWG3^k3|S{8iT+dsGzjA7Z!OD)B=!V4iv==;!#@Ck9ShfzFmw(3
z))`#+E*vQ+fCroFephs6*{?m+W<BO*3MCF`+6e1{$g}I+i%^DB>ZYl#;pt3pM^2WR
zc#9&cs;{hBnx|nNbd!JuY`xDI<pTi{JVFm=?cxFhy{qLhs^t?f>{zOJP1un1ofPW~
zlyorBZNs#mgRhmcGuXK~L`FqaTY@Y*5>~vi0l^}Lc_nuc(*f`Cph4i3lu@|ie>z%v
z6~A!Zk_p1Me7$2rI-)hd>`|;8X7vi&p+h%66&RvZNptQFouL<&`1>Ec_)!XacLD-%
zI!kfHnH6k#F9pc(-k*+_N<b$+ajX&=2aDvK>46NOz)OgR{pS@1a7;WdVM}-T0X@X6
z{aNoW+uk`Bd*C7KMmrA64!o41VQsC1p+}}#D&tkzoUyIWD@Z9esfnCMyxyru2vL>q
zrK=v>%22c6n7r5bBe)knD<;;}8UU@Bzowg5*%>)y6-wgVoUhaeDb6+K+)ETU0dSAM
z56nuSkFu>Xke6CT(~oyqb=pi#Y(;0}sJ2FHpIQ|fi>cj0h8)+KITRWP>4#i?tt3r#
zQqLi;NHBGsEeSLtK58Kw8RKBGEr$lG4Zf6y2$=bG#G+HL{tHw%GRP!zY$86hp)boW
zYkyq|mU6iFh7BxFVl$IkKK+iHgSv`<q#p&XKt1=TtP#HNA)iia6kEgR+RgoB4To!g
zNL!mZ`;?i1-b=Tj7?5Eb@dT|G2@bor2J%LmHUVrfzK%}q@-833@S8&u?+5bx`RI4=
z&&<XE%YL9b@tB$ME+~B?;2P|`#eHaI&<qHo%k}2Lv*j&V{rT8bwnRwuEEaIrB0qtd
zjW38~&7YZ#mi&q@whFdfTyg6-bHE??UN5%i*oZ|7UCX|Ad27c(f&pL~?(x)am+}t5
z&c4@GN?!cVy9>D^{%NQg-8POq>ln9BOSewqxFXrHNA=x1of7NY`e*H4s}!-M$qxL0
zG``fayB;SrV8-*eP>NJ9r_B{9C{%U)^MBlm2e^)p?b|PtR+}uhxe`|{K^FU|!5i(+
zI&cJ#2|^hhd1$Wo|Iox{a!LkAUdVl_$?S+c3aJNXR*>1|KHxd{F;7Z})+Ck!e4A?|
zY1hZY|00WjK6;8OBGbt454^8+Fp{3n%Z#4dfcm%3qZ4FK^9PD<Rj-x>#Cc-XagxI&
zy~2g>pvapJwy4%Rt(Mt^?qH|o-K5Z==lPT~sGSMAT4aQxQ@s-O7LuZ8gyXy@+)Oub
zQ*_&;nqBz79H<jb__E)Xb<}FXN^xe%rfPY#&EXt$PW#1@Bn6E~9y-B!mpjJ%IF8T%
zN7Y#d#kqycIzfX34esvl4#9%E2MF%&4#C~s-QC?8oWS7j?(Vt6-us+W_t(_uS2Z=$
z_4d=f)*21V+CC{ECij%Y!QsUg!Sp_qFbX5jiJP`1?=^XpL|kOr+F8{WYRl*gbmp6o
z>6w06Ld~wr<8T#*V`17#E6*&GN=xxANb35#squ%AD+okFYv-7XA1hp&TdD|44o8!1
zSlj<@r}9sxoF%Xs@cyAd%ci{`)mBz^WD|0u%l|PYs-|O{V;82$h;%9oo4k6u+5V!X
zY=_!p^V<1$TVs}$WL#-B?CO_`5|$eCSxwhSngUt;`jxz4H|W`U-kovb`3}9;c~-#)
zv&vvuxD2%?sD~E@OIq}XGzIFQf#4UwO&j=Y6_u?{KgZC9kDh-GW8m!96={}~l*~eK
zna@zEdNlPYIbuO?_^JljmNK!W>zp{Bazy{8bfVE}7GN53UQbOEdz>z%YejRZBjjlO
zCG4m7y8p!W>&Nt^$oRDV@kBl%Gd!7bbr#9J7a%8sQG2o)?%=HfjB=;PLz?&8aL%0Z
z8J;QEWf^@SgHezx0R|elDaSJU?K@2Tq)|vXVjy6v7LC+Ji9uObPxD4Ug7;u24II6e
zk2icJKe-yuaPf5Q2xgp-ZSXY>H>=77^~10<C-8v`%MHk|_)o<i9A_0B+q11H310_e
z_1Z+MTr1IJnLbY8{wV5&wocj&VU96-6bll}WnK0fy)@WQCi?=iEI+N$L6#*fFcNEd
z*Mq~u68FWT&OG1pMCKs!qCNeVHxKdOf#d8WNJ+MLsmHw5lXOi`f{o2cw2JJiY%88H
z(uNMyAk~-`B65;%*!O$nM~gHr>8OlFofJEm1l6_3)-$dGtR~83Z}mV)id7rO{(%P*
zdPU63M&a^b(xjV10#}z0FnW_GwGINKhCoj9?(?*Zk!luvN`hT<<Z+W<J3F+EdFL?C
z3R^K`KEWJvVn%Ymv1SsQ8wtCX^tPcs*D}`+ZF+}XfGEd?A4Ids$QszD*x><`t%voL
zMA&Jv$bC8S3tMcnQDBj%*tm^|@x!s-RTsg^3Pv{UW|5&JUI5#*Tr$YFSR`^1Qsuk7
z#X<&9Af*~5Q#n^c75knUO=nF1SpfrReK1Q*t-G(1Wswh#{!MtoRE<b@A5n<M8usuE
zymuLUi1x1~$T02lmQq5Z@=C3pVR%(#1*Ctxi!sGvi%5_jK#%J3mgJwA;+|ds$DE0u
zQ&tDxu7VdJX_v6B`_(ms`DcKs58E!uz!mP=hivqiuA)|@>7B%WkPJbrPM`3UDB&{u
zITWqp|1btHBE>xYPx;W|v(d+xaV?wdniYPyv0g!{<x$mUT#DWMteGuf?=eigdY)$B
zXHsSsJ?#(SX3O_XV=PU;@D<JRR5NWV95OpPNLX-+6TmnE8r{%l3Py`lN=#IE7?ve2
zg^r_~!%+0zRC?+`|MGEOvr8)SFPR$HvLTRJK4-udR1pYws2oc7W3@b(*rAsNWTFCW
zP0A=pg7I_tYAFdwD@c!8U;9Dk))f#D*^x5WBSrto*9bmLZ=w%2dCO_yR+WWa88c=I
zri?Nq<@No_&1MxeZwx9ic?$#8v%-sSGgCOJ<9?MZE=6$-7WeaPp5^6jmzEC8l`F_&
zy0AoXiqc_jIZXwWdpeWiB^<tw9pT6Tu7B>JzD3~5Nze?rO>n9F+^+Y(%@KLfrQZ<b
zQ$^D4k03ylI0>rN(DfEp<hsQQr9Q{00a1+Hc`Vj9LZ6_vH(sFn`)VR-|6TP)i`U=4
z$U0fxZRn@^R#vUhIStr9Nj@=H#?0lu$mv>!QFH&LuKA$UwH$EX{Iss_Z&Wn#0~+hT
zy*_u|7u*}}p;m0{j=h^_*tR6w%O-MB7&K?ZvJQbf3Ktb!Qz<7mK58_MRHDQ0luJ%D
zwK<5Z{#=O<6xwEDz9QhoBi!On$%F8#GFPQ}xQ|dZb-sPmZo$)0Z17(Y%6t|+@XgVE
zSM(kJ#0`<9Tgo8*NeC)K;coXoZ=ypo!7A`!O{ivlW#Rm@@lPDivCky9aftw|(hSm}
z$N^>j(r91A#VNC(^5ZNg@>8ayY#F_lNTmKtPJmvvrbiMVd8?*Y3}yd+Boq!DL_!h%
zkA&i`;r?C=rrJ`NjOI{?kDEVS$@5s&Oj2Rw){msTUvNy@QD&5tGeX`l>H9-UXQYej
zW;9&AM3U52fM!1FxLqbEW05o-;-Edj8YQvxq!R%FnlzqY;jkw2JvKAZDDLL`|Ms-j
zZYPj!71HwTdmLM^mPSB7!y=X|L?YJBX6*hOx_WvyCxr}WK`>_!>CW83?M^XmL%r4z
zgK{sQFJ~a7SoSNZHyODBn}_N-fHL>6&K{AVH4@z(Bfr1%f5Y-P6tQ5TW778~VQv*b
z1d^2Yotf+2?q{b*3+W`4bpPyCLMcLP&AG{E9!LZ&fsHZP<bsMapm7p%L9DmOb!&y^
zg8gVybdti8T{iILWNGDt(~R%}#_cQ%=?}4uRHKBwn0M9x$v`wq;mp;E!M_*AB8%|-
z_-_BNL(#hw3hh;p>X-k`51D1K$;qBBM5hvGkINoUD89u73#jE_1*gf!c#7v1Xkq@B
zf|~F}(kXVD2UUuHWFo&!W){y0i~6ms)aYuRMv2KmIAbn@?bkEEZHDEN!+%N<RmU{o
zsGO$!k4}`Ofe>i*{=Kj0?&4~_<>jCH0Q72T<l7yx!}3PwfT@e$(7g;$92*ok{5Wf|
zlF4z`abYU=1iabNFA~LaTz>tMYky(9YYVorLAeQUp)?Rib0$b4S&pkW)FSjN$Cs|n
zY+-Q0-&I72zOfWk`7o(r^xT{&Yq|aS36R-9w!?+OZ{(gdkEk`>F`QiMO0u(sc}>2=
zIP|v5pN*1Pm~zF53N5D~Wr^d3Irms&KC;%$|FTvy#i^qui%T%GG@>Oc^C7?PsZu-s
z4+iR|B)Ng9&MwcJW+L)2U(BC$!Kk&I4!5;yC~w8Ra<rgdnpav|#S?%y##5SyeT%he
zb2~ZpaS`^+S96R%1@_<h`|tH`=J1LGoxg>dIH?`5Ds0to`8~X0u%B{+mw+l5HO-(6
zh{}0<5mC{^NKu25tw@m6;&MOXu%{T)ZD)LBtdNbqneaxcpGo+eH)$ue@H<;?gp48f
zM~Zo(@oaCpwtpLyOh|%cqNBdB&DX#i?r}SB&oli1&yaI*YJEZUG(SpcOT7&`Was3&
zTPf=u9N_9I#TAqArP*Jx_Y;>7m(ag4Yr7WjET0mU@BikkNi$}#fy>KsC)$@S+UIgv
zdh%=hIPB(&z{XKaSZep@^uO>YQaa9UD*FEjMeNP#;h-)wM8&FTnwe`_;Ym2gtZ!Ok
zYk)wdl~7T<pXH-8#*d;k8s_)}4?{m`3d#(u!FW%<zLYe5@7C?tQV_i0W-5{*Sx9&W
z7fzSYZ3Yb0cI)_DC+Kw^bzHrrcW@S9tl+9H=?)@9_qXp!akWWAync)miWn4w)zi(Q
z4-JhK<-d&QDH+Otk*nCcSA;$CqXrq{o-7Op63Q(=ph!)$)VgW(VY})4bkZm|09#pX
zyuRtggh3xJy?at)&Jcg-;h|A9f0|UG=i*Ss)lClANcxvt1YQg3A$NI-vGETp!eM9G
z5}?6p*t_j}W5n{o82%8xxA?r8{yzeN<o%yOG=K!6|NjI+B5kbc8%6U!wT#nN)XM*A
z8K>`{U0*>f+wTW$-b<e_cM}*~Cuw=lR@?<hW2|Y@{HDEs)Y#@;<I)T=J=9^u9M1E)
z%->ihG*A8$r&gXq?jb-6@Og@!f{oG3pMJc{hhc{ov|N}pL3ZjNdqU$XM8Pm>TL8Aj
zB{|93Kh9*?1jgWx@F^*{GN(O<NbRHXm1Ip*qPxubjn<szFs7O_D}RTRUF)jErrUmY
zVSy0P;{dM~)jXdluJ@|KBu&R`3Nw`aD-nPXeTA!rwp&Kr^!+1jE$<-F`jV0~4NIv#
zH>gVgVM=0~P1i7gaW^52sAiVuX}F8kbdB<$xDVq>nq_J5@+Q*p{Xir>?3+^x*%+_U
zS<mE^-41R)oWad@^~7y|$)qnd_*nq<?P?RLTAJHyG!)@L(ZPHBs`o64tSuwUE*{on
zz~8=&`{<gA;=4rmvWMQKFUMYx8x(RMn&u~J{zXEwFCnninzZQAh<-QDA(*Kpd}ezN
z(2E_V0KPzxXx{>Kv4NfbZ9INwsz4Y{SVBnNfYh~J7+EgJ{6hZBmTPnI!aR`&0$GmX
zSphX2BZ2-JrI~<yuWUt6!gRzp(PHssaVM}&e28ks{1By?h%0RuiN{5Ez|2~Ep3;dY
zcroNwBqulkl%DA6JV>^PnL;0dTnkA-do6Eg!`n}if=vCf5|bM=gZifT&kJ7~_Z!j`
zw@kS{JHtRMa_<y@)Iq*^qKw73(V5N8R&|ZT8e~4eD^cSfg%D1Sn$cnY308lPzEcRN
zDidPrwGJA>tY7a>B*Jxc#Gd1FcXZXZZ|r-JfnaB$1%8;z(we&Y7tYycP6nd1Di;?}
z5d-kJ^c3`O5#xK|zeS8HA%;bcD6efhE+uXXO5`m&>Ju0kzhL25TO_KL(z8^MP?dbe
z+MX4jvr|4iWT3$kD>KqO0~5#7q(gmmL}mO|_}#w>$feITI7?HsC&$>ex;?jBF0luV
zX8XO@0sKP8I0+Hc#e*PiM<bj3aK=@#WXsV)=5frx=+#lT8#AkpFG!Z@tScrZAKm?T
zzcj@o&X+_W(r$dE<F}i!5y|I2JexoLH)AKR%H)MTW_z>iyXR4CRqu*!h8|8Hh9D89
zmiB8#->IFwaM$s4M+YbL0}z$^@@c~z>V9m@uL6haD*U*Rq(o}Fi{8MB{oLFiLm$00
zP}nPDeYkme9aL0HuqfDH0^3An-Dm4e0pWTwE@iKt3`2g9_SRnSfv5Y^JfKiDVcDyg
zEZGxO-jbu~Q`2x7dl*=Fa*p`>6!x{8C^D)hRAWl$9rC$Ea5zqYVPBi|o-|}@oHMa;
zQ@i4moxg{As07R7PmvG0S%P2)%2g)=GK92M1)C1;lQMdMO9(`l9d;nPX)u&UKV2pb
z_dz$u&qm}zcDVE<&&Fm9X}SEwF)kBqkG!G<+tg*MOgBhU-q1eMO)UwyHbl0^NUYzD
zc>h?C&K=|*@a54o%U55>d;iH!Ef`GPj5#M|%Fycxok0aqO6STLNGH?k{;m1gE8(xp
z!e2j<)6>qVo|HR&k2xK2+u46~1Qfc&cSgl$aMMESNLT;U9-Yucsp0SJ)w#1`G4yG?
z#yv^gu{y*$J1gR%{;#m*I-T_za%B4bHrJ);pSo6g$MVJ(M!Yv^0oI{;hJQPsvw=iK
z`Mx5SXRXI+rRMA(LJ}NIOMG6XLF{c@)$oNcBnC0N%r6gbM%*GQqznILOLd?)i--A$
z*?mZunmzXMCmd_qS2MWSFS0*eE}D5TLLWUH0X*81J+2a>yeQcoOlYaMj|r$5g+<GM
zev7!qwMmtdA}LD~i@}i;PIFM^1@9}u4WV4=ogm!Qq3GF^|B%~uV2g1E;IXkIXN)zm
z)5?JTgm35vgnr@qEE<E7&8I&CYIqK^UMgnG?tE*;)$}v>EBhN%gd#Lymg=_%njyBj
z<Vx+1J*XME8Oru>ZX_Yta-D{di%X#TPIO?@Dre6YL>w88zNRI80UKv00VvIc+3DO!
z{g(1`j>-Dhf0Tsts)4C+>;OKxo$MB41QA?cwX^@}b}o`B<Ctd(0THiFN>(yEnM&;`
zVKU}kBUi|**+*gH+c#=J76aKX3G5>WNlKLl<sf_L38Ec)6X^^DhMa^`2->{&T@w#s
z5M$Emu?WnkE+)c>z6M@!x5U%-of8)b%(%NI8#KrsB?j`GQRiD*k8QTHlHsNh&;WyN
zJx5D4FE5bCD52CQ6}q(rRkU2#GLN%Lt^O9+V11txUb6diveiPFT6>rFVKJo2wSKSH
zOHhiIZq_&vU}Uv}AqbUcb<Yd*KgYRen*Xq578v$rL6M8%$JG|j98qpNs*~O`OWOa8
z$AjP?I5A4PB^P}s0i0H5^DKghGkXXdC!NFBU{rb<vJ^~a#U!g`i`Mtn0DF?>+cXxv
z94;DG!AehiJuCi*Kkj6e3gG|25gV3zgkDV(dWml;mTvz@!}Nsy?1wZ|nAs_AV|!^i
z%4v<Y!KxZZ9@oLDDnb^EXNCNKwa&s8&>E)MjH91wc4l)opu)wXBXD%;L7!BeD7ss!
z{;vf5!8G6HWLUy8xp?dDs=8fV#h2{uIs;JQLe{m2_Ybw_Q-rx^Od-1Rzw^U&8ve)y
zaUF#pyxFiFo$rcPBF<%h*tq8JSES|7_p}Y*5++k|)xWGhd0OXygdw$HK+5j=ztAI#
z<NpsmG|a{R4L#^SLJvehmKKe@5MIlgR`?G4wO7e!m(`43ChL`7N1REO^N>!IE_SxK
zp<J`Myw-jPn4D3d$M)#OZE9O&4yr=(FL48R7R|NggB%=(!dDWGg>hM?m>h7mD&e>>
z@DWh}Rs|5#LN=@aXo)rpwj(VrV6;V#^{|428{puG3$SJ>A!}L*GUI8)o~@;8tLbBn
zkv1^VL;|v=h#6@jDQW0Y6G&gIslEx{8O?(z#77E>J0P3IApD!?clSq9iq6#gOk9oA
z8HEIFF1JnhG)2fY`zI4|`h%eETm8yJl~5{1U~XcLH~3E7RI+&380NfvD}};~XeAeC
zNcJ0Fr}9VKR|><1K|wipv5k&AQdi4mLFwcfmUkt+2wnk7PQ3($dcUl3$1|da`yeS;
zbw!sS*p!H6mp@Q!@vT))l~j?smQiu7WVh@rJzyxPkOK&g<H<x(<wIpDBXsEuL6^#W
zk5MeytTJhm$T9)SRXrvs{pl;lHzp;cHRB|eQ5IAjr<xMYwS%j-;53o}Q6Gs3^;y?L
z=zz;TsBwM_t0B6{oU?CppCADZ=(Odyb?613uAs;%kPeKXaEdD+`+Ls|sL|Q*-kXRO
znsHt;kLyd!hEj`5(DM7vi>`x=CbU%@iO9Hp{7-N0X)Us*_laoQdS?h%bHRct?&QrW
z%RNavC2;%!vxU}}m=A7f72rJMHfhB2(0v>;7^M*C4kQJVY?eiL3?q}XeyaK5=d;pH
z%rt(;<ytvOr*u>6tIve>C@{w>^#JRZr(Ywz4RiBRWck`V&dnN=pT+;8Ka+_AKR3hn
zMBMwQw_o*e>2o;2kA{@)y|&p#NuJo(AyY)B2HVXz?ZHb1f$u@=L3Zj8td+`eUUT`B
zc^Y2^q&w0JfAOH?jWVRqQq?FS?P=JDjBfv0bS^t%fV|=YjfLMr4tMN8&a7jXAUeU=
zeQrNQ9-Mn43H_?*z`l!XxdJHh9pT_HUgDRVH&V{RQE6^7mVCT<Hwc#)SLMtg0W`Nu
znm6r+aKxNN#0M%4%2Ww1<xmJPG7OJA8X?xYZS8Abjhh()A&8r@&lFhx4nS8)6i2eQ
zTD{E5()@<B#sb$PA0uc9Ls%W9GnvGYjT<fw#1eKYSE{Fb&#CM_kU4~grJB_rY5NXa
z9<y^tsT#l*DiI$q?qWKgqf2~{vDzVM9jl|tMp*Ig3-52R(9U=@cBQ`uy{h<Djs?u$
zP`5KI*xlN<bRD^wMlqX@c=gqFSwq}iNJY$Wu`e$<V0op3FtoN>W3eviBbU3#I=a|y
zHkn4W+Fa4^**KNA_fIu#H9N5t2n;*~XQdSxv6}kZQ|ag29JIvO9!oYcTs^4LO?m&Y
z9?f^L&E_d|Y^8;gJ_&B=$MmJy6w%sFbu};BbsdA(3i@TtfN+kz&|d{YS#YPWmx;SE
zVZ8Pf@y-w8<xsUXKFZ|oS69b}`<Q<C-t?7ko+a*C2gAodc*@$Zn8fWK@GPjKp&VQ!
zdlvF9!zdpX;v>t`&x;Kaks;2*_!vprw{o7da`%?OCv$(6PJK{}(?(F=V1YC3R&y-q
zda>&tbA#&)4m|TWNr8uEcA}A9g9g6%vNW-7l@T<tYYae~Sdijqkqz8>tse0=OwH5&
zGdHN|UV}>qQ-rH^);5m+ODK+;Op1hr9Y}8vgg2y}@)var5Yo6snuw~@bkKe}qiI5b
z5|2`g)WUB#qQfQTREIC6T;Hi4BbpRK74-&HwG+3kOt-~E;oP%0hW6nLH-W3F5%iLQ
zXqrT^-{iGYDH8ejAdnlKz%40+An{-KX9%YWf4d5=cuIwmhs-$BLuMicqvsWF-srhV
zN<cbrgg%|pXs6;{Qc>_qMFB=sd)d@@hEL<{^?ukDC75(?9-m^!YM>4&dMRFw)NjZ_
z3Q<h)dxNWkghS0cUE!mSrM{V>=Bd1<GjQ6Mmw#O2MPfij_}+qLn9+w0|EWE?4~^rE
ziLww>)NB)4g*^3oi=dTLpc(R;kWu+Lyeo`>#%GD=)#`VB*BUbtjP(mYFE6<U$DT*I
zCq@OKQmhW@;p<VMB|JQkuu+e3wTKM|JElF$u;lX{&XQCWI~Y%G7|4Q<1II<nSX6SH
z^vX*1M>nhv%8*O65|WPpQ;9g}<CXG%RHC%EVRoLNurHnaZb;dpr?*?wyL8&VXW|Kg
zndDdwp+)Sp07N2Eme-R{bTKAn%<kmaws)CsIAw<%f?7Dayl|{P%V{%j>u{m*E0y|5
z>@bT|2e<7oqBjA_OX+-4R6929ntNxpGx^YKy<B2?{p4Oco?p#xNKb}0p9KJ~ZN1YF
z^g;)T2(E?u<}F+y^j;CLn4b0eNmkw&6=Qlr+hTK8RT?O-9o7y_B_^=z*Lf3c_MYwe
zhQ{TPMd((HT8-~i6QK!X?KIL&%E>Q1cemu;$0V1%6Sew*EixE=L`C8guc!nqNgSjz
zyIqaI5Z$(=UV)N;R9c@+YIkq^9XyawOy(|oX{IpE)^M|#T|ryD@!5Pofjz>jS6_v$
zO63x#E^yHV3Wg%hlkQ7f=T(1uV|y8hSCX~9$8?L#x@$9=?xG5<f-7fZxgB5tgclMN
zY!sjT<sG^`1mOrQil;fi-+>Rkn2acpJE?l{d&PF3-plOLAGUwg`ZBz_yl=AlBTz;s
z=Th1Sqnj_>TOGVR1ES)O|NrR4@c-yVDM&8}tNre4{?!Xe-SBb@8Mimn3jn^;6?PXP
zTf5%Dtl=_@+7Mx19$&zq228m3Hdo|TLXH_E=jX0E{#%1xOmOKZh!3{d1cr-<l8b7K
z58PG2X8rO3E-ODlcOD_LB}Fs}$vF<hxJ9MzEW+Am2(Pi<K09JAi5_hBoWKG{nIbFU
zq51c7DJDr!L)Z61rmt}EKx@jPpo78PH%soK|DgXXDh%4f(DD7~#pd4(!xdbk`s_{%
zEf5lA4g;f0yeE474$z98{Exh30=o9S{<l$aedwe+;K;k#rR_BMpI*3-jv)i>HdCwI
z4J=Ycr9mj7oXpDiXi-|aIV|fAq!^Y?1|Om6Dp6hJ8lH<!Cj0BXoVgHhuD!0)DfY~a
zF~I9!onjdV4f^FA9vBpD=JE-+SFl?2J*D9@(jLVf|DMPsIa_cFyJt>&e;%WPUZLu*
zgr<YKawPIb&~plG9GtQ2uD2)J{i6O~wh<=43+R@AP$Lpe!-=+v9yM&CZsQ??Kt$+4
z7z_}~+;C^tUyf_qtd3_}YWdRaI*PTuAT&$_mL0WhC}D{$qmCTD__<&kc(As;BjR+C
z*kto9U64m`@L5500`n^_&^$vmyDh?Z*icr($jkXqX<XHV8uPO=bRdoOvT8}Y7R25i
zRP6RSg!Oy?v%#3sd|2!+2So%7W;WkdL#L8BiE?4INs5P`Bj1iAm=HDAf_hhS!POV>
zW?U+R>eh3f8?4w-!sFYQ8S$;FomD{dMV$>KA6l8Or@u!jL>JH2hjg$5;mNs7js&&-
z3K=hsR)C9TSPOA;*|^>B&!hf6$Ida?KzIOe$Fb(;Z2h%lUJndtsz3HN(HivF{R8e}
z|Dhc(AniDm!(S9VE&9-oHt0|g#eAY#bD=O97%|wl%aA^Rx3jaycKfZq{f7+q!Fj=z
z(zB=zJbuXNiw>d_z^)>?9ppqf(uY70bLH1@l?#6OVi(WwW>2x!Z#D>}`JC1R6Z5dA
zJ-qNz-rqT(0i#3Ffo&Dn5#WG~`mcJpW>mN-d++?G9<S<U4^Z(bbX-3{GX@W6#<)hd
zB3!{DGZ8~$6U$`$7&2_Rlx$au`N0TQacOY3zb)+J0Dpy`THX#IjUfI!!QeBoxA|@p
ziqyry^9cPtW#k&VDlhneY29w$bBk8uy@8QeS+#$Ur&j2H2aVLy!O;`gRE@xK&4r$j
z8fqpp`=@EVZLHfB6t08aeMs2wTQ?PO!#n7on6q>jeIL@1NMI{<S8XgE?QPH-TN^j#
zvhOefQjXSAB@E$<W~YTWLGMhrtqvu1QNHXg8zMpn3!E%F5;S%*_it?fGirD<ZF=w|
zto|a`v|i@!lhY%5{`3`2!F=UL;EPm_7h1iCJ&6?T`NHmfx&Dhv>04XSjiT^9hkm`A
zFDi*!T1H(kjiFW!#T&#AgH;=7U>8iqdvfw49O=1pSk1*QbfWk3#yemmTHyVLeuuz^
zH4gFj-;0gE7mpA1M}FNT8S7E-l8^jA@u`DCuhg<t363jA3*NPP@*@2rYpsOYL|r`x
zC}7<X%jhJ_uPl;Wx#%t!?8<2d$+Xv83#{X`UEu}h*~Y5xPZ|sBlOor6TLl=XTORO-
zwL#d3+GD@;hu~Idr)uPy23abu654LYQ;KKVvScV=jWy84vzBQ}hK7OIQ_g)IE9&-W
zW*T<dV^DLQNr3{I-tGM6OCAbg?IaoLoYY%C((?~K+q>{{%*gB~FStq`X+pV4YV2S&
zRT;&YsN;I@W@DL3pQ+($6dgcnkF!=VtvxwWq~;d65y%BYsn9tK+*O#{WY^WV=V!#k
zW>W_D_B2yoBMULlG+jx48*3UpqW`o&9WJfJiwE^9ZJQYQ=&emkvZtOk|Df$K;Pey!
zS8EW-GQ~yAB-aATSx%c8mznHXyLcjycMxyOa0_*7#hTZ=*vY-w=BNlk!!6Q8BG^Tk
zS4wl|NNM5MFp%N;v=gJ<W2F^pn}{sRigQYxXrYF)m>>7O((+ID+2`i|Hjbsvy2AZN
z{&aYmQFeH}=tPbLU_@}}wH0#-o<a%q;d_!zT3XxiZ1y88(_OiAJns5eCYie727x|J
zxu#xg7MZCY=PV-PChtUxOD(mw-K(I6{7WInYWvpq$^*W>72IRIwE`RiBu(AjSRq57
zXAWO;uX`zJ|3`3hq9P&m)FOL#&H>g$vZ79yUjWUokBctfB&w`EJU9pDD(O^!4G3Pa
z@WnbawI?(PTdRINq@`6P#duLUflE<sDrr_+LMVn>s)do@f4&9#K9#jpUhX-PhEx|p
zOLTQ*j3j{x$v+ufwmPBM>}@QqDafL0kLCybecyN=`}_Ptzt#Qr_V;bW=Wq1iyJizR
z&C7N~uQviYHi2a^vEQ=<Hf{C=eQ|C1?f9aat{TxU1e{g3H9vJyDg+&5Ix56Bq{EaS
z^{(Jf6!%PgliBFtX>PzS(-LuIu#e`hvj|jO|5V8Ni%DF)1B-W`8kFvR;Gd<+oc7Ac
zyob=->5qS>-guMS_#|e#y|G0F8EHLnQNjTme<Ay%7UvfK(ld4|?n$rSVD5(Mz~^3H
zu<CHz6KPAcY{!m{79sU%O~X~|ewN!c*MaK_DttTnv}p0!uk(GYX1~$b;{B@Xs&NxX
zW4Wij2-0*1BZt$5Gt0&G`*$2i?)!U=&je9;S_MlRo-AzLZKpQq3ukwTfT?Q8PjAtP
zz14x3ug?|{+jk4<gC_(CSUPYiTX%>XQl04RN(>0wi}V0qlE@9r;wo?FrGsxeK=kj<
zyJ(fywZvBivB@gv_YR&j`a6)99f0sx_yEYNSY0|DZ7{@@?cXS{-4L&R`+;uSf7Ep5
zDO_FxnR}KVSEj%4W4mlD?uVB?&8Y~~n<KK;ZK`n4mCzHo1yEGNl^SNTGAy>fl;cjE
zRM&pNUbqBz;8k37bxn0!lY~1NoJu+{A^eis^f?jPMlC*~Eu_UuFRku%$w)dL{nHV#
zyz3hz=pb4D3a<18-5o2P?zJ`7?iyGl7@CfE?3&AGxIcY;xCLY`H_sNY6DJ%zxXKte
z_as;ggR?fKsA>Yw`E;`<)l0&i-Y?|lb88i!Y8Q0<2Xwme!YZHB7y87G?-ouAbh>?L
z8V_w%dlpZsg$$|%U;tgUL7nM!l9r@i!nopI_u76p+3)wRr))ZQPRo<W$X20AMrIcy
zUse2H)}hq@^iOYvX?eUT&;FsVz8rVoLSn8o^D~pd1+I(Yu&liXvoxg+p%ulZ&BS52
zCXK_SMOh!@B&Q8re=gxsQU(!wFr_8VB3bm5wrSA;J_7RMsY|d*YOmb^E`6$43fVKu
z9^q}yp-29>yKi?d^7962oB3=bO!H3#PaQXrs*^lZEN3P&7)1}sVgggyo3z6RFyFEu
zFQk)^1}6aKHh#H<bc|=vwxAc>zH2r^pqU_LCrXLQ+YX|0{G=hZ{ELU-I*(ZGDu-V^
z$mR;Q-Pkdd;%8o7IegbL<EY<Ce>pzqtZ(=2q&plxhisP-LkB787x$X_YqRiou;iL!
zfetIKIiHLZtR$s=&o<K+Q6hbtM`sB^i0L%Xd4EHb{_IBuW&JN(hV)jocY3Hw0d{An
z+FOPpn>VMTmd|zsWdsJOL=#XX*BS)AD(bUxYUG-kQytyFh@eQx_W>=|2Suy%Jr-TP
z(xb!ge~MRd@HN8HU7Ctmt=DVPX5Za|^h22M!4!Fgs-mdUrX7h9AZmXq;iquwAU2}g
z?uRD{XV3v!4m2WW0f}wf2@ipbHg=&-H5vzGr8l%}G83VhCbcrhb)+sDaqYAt+NwqE
z^r6~n2?djiHyKvBC$`*y>Zw9!9NmIvbrtd+Vkq6D&AM?b3?pYIt#sQpq|PaWMH(g=
zgvJ5$TIT^1lupAmvs@MOIKl0ioD3hIZMKbz9)guS2G|$S?@=04Bf}KsN2}e@)?{)q
zi-+F{!5Edt2v+Y#td)4L8|qg6&2P05_bNFxB5;$;_C9`_jc9t52rU=q@Ws=3%F@rs
zu>F}~BPA_X9GQP=!}#KW20aKUZ(e?QJi6Q#XIF@BQjZ{|2z?)LJ(`ZfGp?ULYbSBu
zLhAA}j;Bhx`RB!!D}8=vXyUZ$<OLCZjdyKF>S;=ZY(#j+VC8j_dU3RfZGhH7sQ2up
z{jR%5Kj#$ljcz@BYAg{00+Ua6mBX#BLBpfNt&zfe9i@*(LU)CXPv`obUcKO3ura!+
zKEaM+Qt4lNKfYv(yK93hpPmiWgZ_O9XZvI=x+bueiy6f*&o&r;BZNA_8_N6N%q@jP
z=HILTUZYhSDZh_Y-yAIY$ZdJ;bN^L-B|Lexy7yM-eVwtS=HuW)^^tYkzAN}szpK2i
zbu?A4a^qNpzQVixvqXHD&_X!j#EL%Y)gmB?F_1{kqOO>237B?jX19HlcIl?jd_9A_
zL@T=$1q-)TK6Y2uMkf43S&?^CpMOfx1{s^5Z&+d>T(Pi2miFop0Oe*l{MJO;zL8}3
zuo8Fbt(ES2QOyP~_AW9~`Z^+V(M<C~aj37_D#Ht&cypy^6|$w7CKm4#^@k8KkSN-s
z4#2jwlXhxnw{0ZjsxeEaQ3jcEC~-B`7=c9gm3(_!Rgt6<;2Udjxwm{0{Ec+w;MUAB
zxo}9mdf|anU-HnM4kCC!Pb-GY5{^08N@%~PQrgkB<4?Rhgh_dDosLrH=J=_qEdd?L
zFcS((9$C*@z>uUDjhldiE8QOtIb}?_-K+f3R?(8_P1nC0Po7#mtpUr79zFxLs<O{N
z4LA_sjhUD>YKA#tJa>pU%(4)Ml0%of)83r&&ar~rz^dRY32I1C%?(G@_#f9_DjLWi
zU;SGiKg;I4ax$TN?Lx&6K)Tb*Sic0Qf64+XGCerA)r$N~_hfYXMCyG8OJaVrVr}V|
z)%u$Q*qEhrVJY(H?hnV47HI??ZEO*khZF51I=lL_jk~#P52iDyi{)I`+Hg`fI7q?7
z`FPDigNjMv$zm${fXZf{SF{y<(8C~Y*@{T%q0UnmgE^skarA)S{?p`47w~TAYshg^
zbeEqM82b)0pcgIlxI1b^4&$#UTq)C6w2JQRGD-k^K-f1zXW=DZFxSeNaC6FZ1r)hq
z?5fQ2PO`G<rjqmJ?PZ*}CJXf<upiG|!H{S<Xn+)0Bz`#bjNH%fmuBsw&nApcXIM)?
zh%48{vl?wCN!HZ2Kl~}a)vx^utpZDCM)QyOgt-;2N#!CGo1GSh$NIyy;Zd)i^iC7v
zThNXF@33ZwJIzP3{@dD&NljM{v{+6&-VWcxio)cneh(Ac&T_g!Y8)iiV2kWOnesJM
zczSX%RA#wu3PlLIaeOJ(J^b;Wy76d-(vr<ZVXOjst?|QL#lt5O-PSE6J-VA%e>_E2
z#P&|%W;CEShd29)Kt~h{Hq>hwpH3BiyF9ZyMHh4Wo66wU1rV-~e;oa@4H>qsL+D~v
zdlq?T*4%<9fjkqnvCvYxEN)Wn6-9t$Vshx!-mt`^9FRO$H6gzOF%ZIFg)i+_(&(9}
zIB<BmcR9&Q*l@ysqMgPB*`VGS92?R%?AVv9M~aQH@kL|rIqf%x$X(TPUeHNB+<F|V
zBQ%<y&wTPkV>sAP@1@rxa%xA^E}v!vWVIWB!H$Xdb?f%%EU)N*ou+K?MFaaKIo;Y#
z%h<$%ROQ6Yqc1}v=+Xi-D{AvPg!G(xO`HX;u%T1C-Zv<h+T)eI#4tZ@zO~zcqeuyQ
z9Jopgy4QQTzf#^Za4?%JoI7(Nh{6oLiFxGRMs0G&GwoBQ-z41JaW`@ljqEwYE+}85
z9*En}nUrJ=*iUx&vut!PhlH#nbDtn&Q!aDs@<#<_6y6qEP+aTTpKYz~<3cemEHHtQ
zW^^GIKs?86b4wLqx552+Fo$%vNp9;Ry3JcbD^5WR#FCJiX=p$2&H7dG)*d;&G}oRx
zpG$zhBv(rz(KQ)(iEE@E)pw_YU?Uy7QC4VI>fNAYA2ca(;TZc}5SV5D*F4{TpfpaF
z8(yTS4iH^WYC`3qmYaf97P26=_qC)T#6rNsP!55OwWW#mLK^RU%aKvkBMgb3`Vm{l
zxAcCIy;C7(^a!=xZeWuV?ZJW2&}l)fx`WI-q^QK55Lc`YRm!}o%W|W$Y4bW94!Q^)
zIgpmCYo#Q_Sgr2sOGwM_h1m`y{xI3hLif&2IYD~T;u8-UIvm)1RjN!f#$Br}7f<^D
zq4GTpmyRz19jjG*>f69f{&TRQvuXw>rzl2s4zzWbBf(*-t_`=EfN&**BvZT9yVSZ#
zlpk)i(y%7E>%ueSPLY_(rZ6`l`&7PQy{9kFg)y7K+5~4gziBe>YL7le6<^m<QW@SF
zZ8+&6_0HWqufYRmhGM@z87*!wEd*-p>iJQ9Yw`9vv;Q(I#fD>=f9}}J{#OtB4BC`>
zg|(>Vjaj*!felRKU8)&1Kz(oXK$G`wQ7ABLX!!^q@o#3)(C91|0~YEs1?YU$ZusE&
z@m%0%7=A4%Toi~3S?!&lzdx5{`;oc);e*Q&eY2*A4zay@K>OiA$Wd^rYwbAs(@Vwu
z+j;%PeUjIk5kzs<Io6&>k?A#pJm~g%-icp4y4%ZKEWds&LaYwAbIWA3IssDF?F!J0
zlSz^{l5#^!nZ_y*fA7_Sj2S%_H5f&Kjjc35U!|oPhL-Nmo76td)i-zq0PShq;H4($
z!Brhu)wk#hneiC`-SRqH#w-IeLo*jpl>#P(+Mwxn%57)%eWQfvut28fby#u}CG0E)
zRd3}8c5FCH@OJklmEgOadm$ithwE_d`g1nKP?OhLyFEN}OOnnV3Ct?-ossnRFT+r;
z0e@Hq*I5RVtQidQ(BQ>N$4pFRTNpOsl!5-~+t?O}t1=#n4j^(kUc)Ufj1HhFNWzx(
z?g`h;Q%oUV;8FvCzvX$~YMF=>l+=uN;TR!wOy--wxH8EMLrZ0$bHW%3VH=RNRK6n_
zcbU=jBpv62^?t?}7SWYu0{!srKJ+~6L?zMdzacwDxp~uet)j~s1E%(#;U1CK=8g`Z
z=eQL-BmAw=Bh}dMNE`j7<Jf8tRT4~QqGLmlycajdF;H%#SMFstna3_yKcFF@W`TE}
zr`Pf(H?cLIi@0d_$_mjy(uMgVv!}l7Zcx@QgsQ$M_pEPg%bA768BS+%59+C6sXx>k
zPZU^5f}e1ELwvJhK(Xrwd+MJU^mM$kAHf@8!!~9m2Uos7R5-6tpJBUX=uZKYNb2U|
zWnW$&K-KrFpYm)Pcj%BQD(sDw)GyLq*+1M}Jt(5HjfBP@{H5zvTL22{=VTSFO(&`{
z=Byg?Ru4AM=~4nby*qAV9!#JLjCjuvPOQB)9eC=Nh<7g|ioytSp!jx#+y(oRG3bjw
z;Y%%a_~F}>P};8Ep=Uwrb&BRoRryy67^lXYZ?)N}idEirTb8SgSs&r9%YruER4=`x
zCxC-cK8&y#dZh9RQfcXu)rw!~z8jul;fy%HLOpJ2qO<$FR?Nvt63c|7-wX$<VBpnx
zr&Cc(6soh1axVnzC2CzO@n^pMeLwAvLP&yM<(tQZo_>*x91ipNn5&DIA8>Sx6>;H{
zp)96kV3m2~_`R*k#>BhX>6W7I=_?I(+dQ*#s)Jp88J6t1JR3NG&EHg4oYOkYtUmsV
zvB(KA*^ZmG1ET|p=`3%5(7t+NsMaHL@27o&Yht=-7Bj7gsdyz332E}$tLsu|TbAxj
z614-WVxCe*{p6R%iJGkYKH={dagi?>>?kv%=-^L*QLjijVQ$`=CllY+EX`b`DwVUl
zJn|k;^{S>^Sm_SYRWl}^(d6?i)C;>11*jv$&sb~JD9CdvmQ6LMz*iXL`IqtRs(Nf&
zqRSCIW3~pP-P?)Kl(9FXB1HY5MP8m=Ah8T>+49k2icl_No^6-+xPvF2Ql7@?UfE^5
z)-U7k_oPJ`Vc`!hA#()zDpM>ALYT_mkcI@m^WPR;I0i(@hF#zee1Cs+rN#mma=}f;
zh*`K+N{^LzsAH;pNhnhE#<IR(L`s;K+!{Jd{M}e)p-jyv#wO>S@<UYcawxG-@oJmE
zfq(|e5Kz1oI^A$z_VPGBjMtP*Jz4Q&Fo%P+<+PtzjdRN_bEV{jnON9$7#R^l1Z-35
zkHtU9A{H~+dgLBuE(NAW;v1!oVhJe*2G`4+JlCmBL8MC@l>rc{wSKZI^W&By=xKDp
zG$19l9*+}KJh@WLM=}?CD5F=)9DJ2Wx5xN2=UVVQ?bR*y>Ef~t{7Bg}r%i5-*w|HD
zGA=P%NuC^a#$OHVgos*mp(HRekFCvCyHK5?M$?)uEk;<pri<)nR0@Wz<ar4ewxO#6
z8`>%Ea?!=f90sdO3X<jC`dLXOZ2hf@oGK{Q?Yc*kM5BPXiA^mF)fj_`n}dL!h2B{&
z4K|VDFV57w<p!_&qIRP$k$eSXG4^hAl|zydDm~SlCnA~-^xk9J5tijbNan#a$WrP>
zmsDl#$~0ML&qyC#<HTNKA&$E~8)5F+$&SLBz!`^Qk6wt#kM)}>wuw&W5H4-|zV~%u
zY($SB^7QE@txldHi34%rJ;TFwAxC1VYjrrI^VSKweaj|oOQTV$vaH-nME)p_JHu>C
z?@sZCQ|2O4xV!1RHCq{CXixeCLGI1mi-BjzAntjArA>f$Ftq^HW+3(4zJfIs7Zw_5
zi0Ud|$Z~CH6W+gP-)>-fvObKvbsiRl*F`Kf8+k+*{ov=-<KpWc$w{04)!r+jd|{=(
zT~fcl$<wQ21gE5uDkG72whPK_IMf3I&!qE*>{(#~V9*zWU_^R9x1r0WqjL;yGxfIX
zlULw%lI@!M;V9E^#Nh0#?Yg{A(Jg|`<8HN8c>A=Gp{>CN4g~|^)Z0(p+>Wgb;kYVX
ze|UzXg#^!aSbSw1`So9AwOIR1H?wu+X8V=fca|2Zc=UlbCQ4R^*7>h}HK2oyd2_9p
z>m4}flA}~yqL`#r9#7$`-ukNqf6is79iqJ$3AbiVVNmeY)OW~aJF8uWTJU7hP^_^u
zO?#ueEl+(D&TpG(?6Zj0RzIYegv@H2j}|{b_}o$Z{#D@dcRYP@#8N*e%|=;tTLEh}
z@N}|-<i<;CI_|V2#?qdf#Jg9rZr>s8T<aj)Y6^&skMBE)ERuryr~lyeuPC$$KVats
zi!C%IBWl^pk#nB4*kBI}w6piPI7+WrKE*hTbMgT@9FXJhp9Q?%?ssnSD@&W5apu~_
zvr%@kW7k_&Lz-5ecTY%_^`DX;$QcS=mL7I-%yLcf=VemZqDDO_OL61!h=HJ$^;k}~
zEkCB{seo#puPwh2BfHL~afa;~XOmaaNb`em+H#g>SwOeb1Qw}$5w|ZX&p9l|Jh@}|
zccb27kret;hz*$MdL_}7iXBTCF5`+~GHXUQ@MVa@TO<?48Mz#C)P9=I#VXH-@(#Lx
zx>Bk(;g_v(0jWB<tN!CZNVYYsSkn03I~WdT#7DV1*LlKIEOt`(_+=~a7$Y;`6GoD4
z7?L_Ssm_3@b}LK!X9y>PE)b-X>*sGz0cd43O81Y9PA+=EZaGq5%Ri;aJE!LR#8H2>
z?u;Sn%D`PvdZO_FCOXa*<ASth=_hAFd$>j5sdASOmD71>*{koc1tU~4j4iI=mgBQ$
z^m5%Y=X=Y<H)CxvLX!-$+8E##uqRrCBOoeLEHa|etKqgIc(9<jtkHatT`euX36xyr
zx~MdUP+39tpsRom4qdrxwDnABL0wwPy1cS%W0~PQ)1kIYDUoRPOQWXcm~;+I&dQJW
zAZ`&gG>S=CKLgf_cy0l-nn^`@K<DLPb}SNI$W#i_sv>$RGItcYmkx6ICE{;!(!(Id
zgk1DbmW0Muy_$x=c@PXZOVtmiA=$YlpDf2J_+x61Rnc_P66GT>z4%7$gF|NTodtPH
zdmtN69~8sOJE?dvv;YKau*7jZi|f54IHGS}@Ku}7;+H8JoZ6k#ccO9P$(Zhses^)}
zpzN=>?aSNFj1gc>f3o@dY$KPX0E}j@^pbR7v{oMga?86VvNM8qp4Y8ab&4ECCMZ0&
zuF(1+B3}BOwUA&e#&f)GRxj5T>$EgznGIT8VRqJO5=TF=!wO`<7HmkgDMxq_C>fhB
z`GO+|`bXTZw{b3cX%Avh6hG#kAXLkadMq*FS}ZShA#9~Q+N1+)rTexVBDSlF9IfW`
z?2@6<B#wSLsqtl|IHh1t8i@yohGnu2_w^4fR_`@Z@bwfrR3gobV?a<}Ps6i)q4d1l
zK}#z^Mf=0|PN|j5MyRoYigZWkPdL0WHXX|SrOXDWeYvD^8@$bhz$5#Wu;kj6^MDeT
z1(I$)w}c0|tw10}R!tjKe>qy2j6?#UX!e~Xr~N`<5`!6H%@>ZlJkN4Es8MYpFrtC&
z7=pBu=y!vPyPMv9NGW|{5{7X}`C1k8%v?!*nKR_rN`Xl%%P|u2&aX1nz_4b0n>j4z
znOQpxM)F2#_1MIya^9oVBUg$J7j(}Xk+8Hj38R9N{s-|hYph?yIU9K}t%OAel8x$|
zIoC1sjdmuQv1w6#4<$s*Jz$64Kpy3SqP&v=s6c(WQ^bORuvyllj4~mWf}%I3c=^~g
za&0fR64<#09A#1SG{@Yc1;3m$Xa6!m8S#bFl-VqKI^$D0*}$+_$6Ku^jk8i>wu!YY
zYDM7mHO(<zkv#IeP4S%7-;jreujvg4BUtCv;yBLL+WXA3CT77&m4Zd~mNzeYkv9|A
zWHvr;Z#Ecp$uoRJkMHgZvMnWfD(2P-Bb!ocvL1sbDRkGFM7S;d*@^v5t8(>J0Aey%
zci{8M?G@*KY-K4XB72i*PiN!kX4d)jpc0K+Oezi5YHQphvuZo|oFkt0{9L&yFchz?
z94G3c&yNOpMgJ97Zk%r1NGKC-=mtVzL#ubFNeY{LhVC*q^Zv^Ez<+WPd6%ma98W#G
zUgpgI4MBVM`kU#G7xcUfrk@vsp#oXa*O<G4PQvz7(L#Rw1R&fjSpAt)&c?472ds0e
zN!ZUj0Y#LKEDRw@;-Odp7xq>oKdvisd$Z&I!1&`Hg~|qn5Mm?XT|}fk0P$9rO_bof
z<7JSbkJXT$V0C(I#l;-gx5Kfk4s7Ox>9@vi$|vKn(}L~_B)l0QbCI&HYDkqQZ^8;V
z081B~`?D3~a{B|qCD#;da6YOQt~5h-g7d4bH?x7wDz1qjqWe*Mgia!E{hE-PM;bj&
za<uc+a=9y(4nOvV+T#%+&e`Ph0?wH4`O}o;hToef{Us4Rz9B=Q$8YMYZs+7Hv>dPc
z4gBRXEdDRg&KGSfQ>JiBU2B|uu{3JB$4<M5y^WD245<7erVkR&F@ieMx`vKQ#JKDN
zM+PXoMMt>+&6YXZS@W=raF{8=K6F_x@gg4l?KyHOtb3i<NhAc&R+lOdtmj&RaW1F`
zf>n{i>;OthT0poe7xaGNm^!b~6djwpKDp~$yB9w}V9cj_(TUsyEEXbC^*%28eTiAl
zv-V$I#cGGmSmikQs+_9>Iqd|hZ|_|WC2cJC4_}tO&JU0{mYZ%l;x`yJgzye?s0jbC
z#_iNnnto?^9N6iVnq62|%k+VixwLI|{PPXTw2Wkrxf41H!OFmgjsyxKt*j3UQs%HR
zP@UTpmNK-sygCP_GatzUTIREFQO?UJzVhh9*nmZw5`a7skg3qUnIVYb&uq|ikNk-?
z7{R4wuq_>L&Tm?;#`%-m49kP)`FE7fr|GaaFPDiDB&iLUd!Ui$u=565LolX;pPEPC
z6VxtYzYRN-R}@2jrrwLY0hT=S!+^8WB~ljnnZ&(fTX27~ea7RC4*8k83C#mtpevX%
z;t2CH4+t&3Zq`6g)r>gJ$~mOIp!Awh-f1ZCkw~ix*dLfy{MkGvZu}0N+WK8|60J;~
z>!h?l(Upe9bje!`xrMALjLFuhZLipFqrx;bMxN14?(jO6)2vV~oZy|-?z{DkD<f@k
z1ioHkDvjPBe%#=ONfmXGY5onbP=9DL_dG3%RR}rBXPhrsd+y&N%xLUPE4$_n?j`q*
zuX6gf$Z>f~t~fSa5VB@xcdS?#RfNjV%k#)x<#l;_geZ=MrjBk?FTcpmMvI3i5WLhJ
zJ)&*)+}tjIM&Oo1lojp(!*$JCx7lkDHnP3ta;5GO0vyfgCPyA}^0lz8TPpebM*$06
z#4Jrlea*0>(Kd0Re_s+AF7fC0K*+eSO5}R<_?nxh{XMHfQQ1FS0cKvjaG?$~sT4JH
zSHsr7<l=!f=yNKk=F9zsJgZAC2k6?+f>ZltExLc5L5Aq^KP_~WTV9Hub_g7)@FJLw
zN{2@ClwdaHhsNKWpF~8^a&vdVy91&Gc8OfF343KKmb+{^1Vvixgs7R?p0$Zp{1LjZ
z12|U64~$Y3BZzO04Cctu?}v4-VPb<5SbWPG@@mc#%9UVs1B}vkTZ$hkvQXFvJW?rD
zm0^?VQOx_QiLM;9JJ^=Y5=ABR8d?9)A=+_`qCuMK9~Hy?1$P6z9MT<8?K0+4vPc~E
z^6vctqrd9+xhxb`ha?2dAGFK%S<k0A5y<LX1;5Xy<7>JaQ6=QmuArYg6c$1^IJhz@
zTE~!<C=_KrZ50XlPt?06A-gd6Uv=|NhQ48Wzk}SZ&QKK;5^fKEl2C`imH}lqkS7N{
zNty-JJ+4k!Rxdjb6dufpF!>wXyFX>uCUS{&Zb88p%|zeX52nVXyo7EOwsSmRIh}1M
zDa6YC^IHzQ7*_?a_Wk7?)0uF-#dhv}pF$%Y&~T4(cB~E=8Z*7A(;Qv`OXXy3J8lM1
z<cW6$<el&09qHe5OHae6C(mYD7@Ahc3)BqN$`q-LIw_C;gLUSbr6ZMq+VQl!)Vl?r
zl*|9sShMh|%eP@RD$@t)Au5ydFXOS>py+6XClAEo9RLk|wt310&N;DcCQDppt7ch2
zM6A(W)D6~%v~|JrVnfDN#6G3SA1(5xd1J?qsL0@RLII3>uguDmSVDfRcQaESsRSk(
zRvreIexUX=54s={gGi?PAQ;ltoiicw=ZbnMag#FjPunybwVxC_7^zzaY0!PcTzFNY
z=XHd}Zk73dzIy9&<eASSC6<2wY?wQ<0Uk2^{Wlntl@jg=N!M_`@iYL@#e2&8vFs?7
zX_sy#oSRNp*%q-T=DXbIuXQgA@<9gwkELsl&g^&kTidp6+qP}nw#{v~TRydI+qR9Z
zZEd^n^ZlLopPX~=o#ZB&<TIJcB(oCx5SkU-Qpfchq(vipJr;5jJ~YW3LD0BI_6(;y
zlrQ;s{*^53V)ee~EBrSK#&VGTKi4CuC;@Lsm^BrlnUW`p(A%f*g(_L3`~xw8g1!yZ
z8VuZh1|Qpqlrl}~v0hOafMjCUKt9DQ48Y|^9#4#$)PnYbJ-_QXDa&-6@>aB_iru+c
zsy}q|HlkRo0nNhqnsN<>%J|&=)4$C(D#rq!Oa0?@?*I#tj%Y|U;j1x`RxNVH?Hj6?
z+FSj--a4w=<JZ*d9`I6or`w%yTB|wB3_yh^k=Grj&9yvAIdVef=H?HLS=n`7HE`O|
z9z2+A)`;7fj#>1OSQR&#tXfQU9y%%DZGk*^z>k@o%)-fpA6o+DuAYY#O0V2+omx&T
zk+fDr?Nek~&HvFB2rVbjT8S;vU|4)W)5cCF3x@U!e1g<~otkV}w3Zq{yl&eD2;jjp
zl%KBp%+&njVDIvd>f6<ZTxRgFta5A*PEIQe)nI;U^g!3==iiX&C>jy*=#qE(T58wq
zj{1M(O}_A0Msn-8o!vsE$VkR*%Phsu7y|ZPx9}u8mSYHPn{Ww}vM80W1$y}}8)-cA
zP3*%CBKami-1!+<fQAF1TGB_{j3r>yM|=?)95TIA%L{~kAg!U|dO9hRSQ@HRlp_%@
z@QU_1c(a0(C-;bPQ8WLQ>FYA`6eoliee&^5Q;k~S8C1@0>-4h>il8@lx9^`M5yriP
zZ~<S)Scj^SAx+((-n)q(%%Bq<p_;(<M*fi3(dTOti_h|gjOiFnc{S%5BM+@2%w4DO
z|DNLg%1|-N@*8zy2!QD(bA6xq2#`wif3z>%^?RAL${{_;rckuNtnqM)s2Jt{BmOTP
zp;2*xrL9WK;8hAQkF8ZxErnJY+0G;tFUgb__`@Br&G41aNQ82i+qI}g+ufXf6%{hT
zM|O?t)08ga`T5L?3a7CQ0sRe>f5s0|8;Y;S{Sxb`Krlu^$#-{SAl$|IS-T8DKpww!
zzEqC(*YO+*Ce0WpR)6d-duj);mmO9H+vU<Iuc3iTp>_4#k8TdtOEt0<!3HKJ*mAq2
zw+D7&_3!!r0R{yd8dKvlAJs@$t)q$l9CFQ4$nS+J5WW7}q|n1TuOfW+*Yim3pnnAT
z2LZHRh;Z(+3nDzS_kJ9QDE9({%Qk6YH-XCOw|!6%ht{_&<n`pu7c+DTMW9xdV=5vj
zLHfcN*DU0q6xS~3tC@*gJcVtD68p_B+_0DOP}^A7%;e>>>b_AVAs(eio{83B;36KS
zi+u1fm23oxQq2R&{k%&@&w|=kx*h=b5Xeh;zp(#EHOkyC5I(x2aQ(uX1GvxqUSw~n
ziKu%RlJj$wUGSQ!974#41aWp?mA};R)BVJeT)<a_o?C@OFY*q(i^ZE6lKVf(b}^-a
zpSL5smRp5EFY|o$h((^2Tz)ynwL+k3|6ASyg{ci%TqU!GtpBcPgFsdPhYn!;l?75A
zbm0&Jz9Ix*fahI0?@;)4e-jV_PEa&<kJ)5xL>w}9*29#XZ}wCkap2=Sgnn*wD@<Ci
zsv7sN87#Wr>}mIhxG|uRh(tIE3WBic^&2lVaiIwFpUppn|8o9|%r|ov$XYuj`S0l~
zvOkqXAbafv4^%1A_Y)xmicO?U9RZebx;g#9v-sD%nj#B4Qw;()Du32FFy+mP(N!&n
zxdKnJ)cv_O+vuGk0ed}jk!t}ZLyjX;t-Q<d2ky#fFRP?A36DW;Yh~0k8dDkXmc`v@
z*P$D3^OVp@S-R^nq8%||@rDeBQ0^I+639s?wA#G>1Wzi_#q2V<{ZSCqWxEHv2s>#k
z)1lr0K!eCbP&yqW5qDbC+FVJKJh?82y6+VYnJ<2GO9O9-CZw#yNQEJsNSoJ!;Q^jY
zo0%FS>#!uNoe``qLZW$<cN3Z5TZoN67l+)90hVLZ;z#%40MVB)olTa<sEVF(ba@Sp
z${Qblaa(4K?2Wy#g+lI*jZ?<4h)S--3_LUnuD!Ot+27JEEMg<KU{{r8M_rF6Y*hT>
zp&hpF6nmZ6`qRhnN=+>#6g8*D3g{@HB06etZs+v4Iv%Y_JX=LDByN2ht^yk9|8Pa4
zElRTK;e9$*wvaWpm=qklk_fc^IhoJd3Bo?-fF7V4$5#<R|BBuspIo497)}^~S8RQq
zC*z+lms(GJyC1<$q)4K6JOlI2`e0f(^WES*NIScq4{#b-8t>kzoBR5=-E&>bz~e~q
z#`yJ#PyECnFdd<iQE|hv-+<7D$97hhmyb@uI*Z7l+UEF;4HhA8LFgDOB7-jRGp-3l
zT*CP323y;Q<Iqz3lq117G<y27-k0%|hr3%PvE8nRZ@=cZ-_@PGc<ZX)2_*c_XT$>=
zQ?5}Uxw`uOxfvDPy2BU^JI5g3MfCh?w4chc>kRM!mLN;nFbg&tqge@U3$9Dj4%}t%
zIDCtHE+7s163>@LCjo=0qiBc)In(g=g!R@v10K`QMk1lT@1}!&oD>D;jGGlI$#g`7
zOsk9Nx;%-Ron4A4@Z4R*tJ9!cXxB#@_k79OAFb65+)=72@vtXGFWAK-KmoQAu7G(t
z{2G4+CzVG$`8yutU~uQ4TvYsDNQf#Lr`suG5w9NUBW+<=+|uO08H)k@nX*#*k>N{^
zeMjNT4;w>x{4p%LaJKxm8nwqnQ-=D6IwFcvZgieHWX1i4Lv8bR{P%DK1NpUPGBM!A
zYHuB#rSVOFXtY`>uV&JU(vMIwNs89eY#fx6yW(>mvg!-$8q)POmIsVWcREKe32-`x
zyvPBuC~YwQ>9Fgx7eslMe>XH5RxrfY64D>rBm8BGJZsyYR}psXt*`hmh?UYTzY-Hj
zDhUcyRzx6wh_|nhe7fmWY!utp#kv#{Jnxc7@%qUrWW_DziE%H4Bd^cS{B8hL*(~dr
z8=un7`DTd?J(PqbE3>t_F(h?jtPdu9elTOo&%^>QTQBu-ovZRrZR^H}S;GKFcHCc}
zB;M^PtmEyOS~F|aWWoD7duNqzAMs1_XB=HXPXGcfOlQX5TwX!b$R?8MtKTR3Y^|=p
zbmSB5Yd^Z$>6U&@L(|3(wtvj8j|0Yxlx%0ITap;)wPaVT^>xk(b>ZxZB~NiCwB@;0
z*$rYt_s97N_iapLhn523&m$e|VU@Vbw9zSKa$G6w1|Vzy{3Ovx4x!s-$`#rfVt1Id
zsg|(W)t8J#1+|^o)(fb0gYJ?q7yC0|yl*B2vl(DOyg$R+mmRj%LcONZ8Ky~4><tY=
zHgJzt++GN@2y8>Qn&cRt-tb736tHOwyC66*$jT>zI<%nI1VKkg(O&FNvG6Pi6=UN6
zDw5V?(74<eIru398Rn{Z(-O;c;r>}$ViTR|ZjxpGR>+9VW@mF(s<?Kmiv-b>!YH2#
zYq-oq(6lOczolf=tyy+pmJG%*QNPD{$6`AIQTiug?E)hj)-|6J<7w-Cq(rk0|Bv~R
zv(lntXq*+RfASPB!Ey@w^HIm)>=QWwO?hbHD$t4%mbD0V%8RN}bJsJFzN%*|&l<0A
zcC01#<7L~9$!^B`Y2D94zVY=E^p$BpAK7+D_7oUHsIuKC)~SL_M{Ajp!h7`ZDFGsj
z%Ul!tON9FU8Q4Q7X}R2}%>#UyK3%n}Tu)-Y>Gq>=$SdWz^MnX;h*x+A?j$vLId(3;
z^4=EkrGqGP8Vv$va@WtgjbCFIt8rR(Y!pV2ifL5{nEuDPzB(-9)FNRjX?6~!^fUc1
zX&6HUCyBEfEWfjal2mQU)v{s6r?3iqo>T-qvFl<<=Kh`!DUW4t%10aJy4lc%FS&t1
zwU|z0E2$I^k29NBI*C5cudd{h8nE=nm3=phB%9c4%msH~P*ACeO)Lvl?rUiIu@{Ik
zBZEK_pAc;D!n(X9ReC>dUzX5`BV=L-lEnB(wbmwd|Jg*>I|aI@NqAW24B{8g^EY~^
zoB7Q84N;hpApXdTq#fm6<8gM;62mYXPMLj;bbI(ZpHZ1wfmD02A_AY=)eke^J3Hfd
zFc_M6{9fi~_zCF-1j4~Ar>IZ~>DF3;^;MJ?2RHc_!Wh6QpA~4E7zhKo-WsC)B{fQy
z52YVbz>U|g3j*krYIlVa^(<MzX{%cbC5~dvjkm;C=dSV4xf`Kco|65AEflLQGbqC*
z-E@IUPb8ASzgB|vSrt1!tql0G3(w+EJLl!1!Ij*yEkyeh*BfleRQR%|$oJws#J8K|
zPOh!Q$XDGPhB&H?Pv4`S-#$GY@RYK<_HNv2DX1{kYVBYNf?u$KyAH_b#m9k-Tv0Xn
z9Q)RxS39%Q3-1MW1D1hLwsM%eCUogiL)(yO<{e(xYpU$)&$r9`6oy=7=FbT0$tUt9
zFebehT<ZjP&AJtHRP3%k`El%4mBz?oWN==)d8&ExBZDh~A~O_nm3~mXU64|kvq}7~
zC(ecXxX9KBCoZ$U-jd&@*lwhOduu1oc}lTCSRyaH++LaHPL%^U5vMah8INWT0&~<`
z)WJ7C&(51peZ}5?F4xB7Jf1lBG5Y?o3B3{k5C?hoIMyEYD*nmgO4_nLX7%ipGH9{9
z6k8zd@-aW2eGG-g(j5r2Px^*q)!#&Wds$W%Uj&@OrExdI_5o&FiOZc~lIQtiWh9OK
zOeCt_Mir5AWReeX<L8IZnEU+Ijhkbgu4-NyJ7pr{I6%4TtyhjTZP5d51rNS7$2x9)
z0*(wz29v@idcrwSXC1EC2zwITcF4rEeA>7O1&$J1(Ic%1^>{;5fnK&^a${Y99#|vi
zOFdXI_9O-a#i6j*`NexjC4SyU_u1DAqEif~2mCBsolHcmafk)eF(Tz)ZrTX`7wU?5
zAq$a6yK`=<gusv&|0@lnS+jK3Wsukb_jYl5X8`;cxWMN#XhSMA9^e8hJTc0U0*PrE
zsjA{o*w?0AcSsFNju+jyWmLZM?rP7t7-J2r89~b~dGuUbIGUcuRd1EYec0m<dW}sx
z=-{jU+o1Wafuz+i>7y5wzSC|P@J7XC?#>P;=zR(ou$4ihT$ePrz9y)@gep>(SCPra
zswaMINQTZF?!cG!4z{=TJIKcJhgw3Kz9TK=JE=(Pbv%-46Oflg+`Qg*UR?T3n*#6A
zHSiw9f<nG2JxH?z@V7Y)kW)k{w@fGuhkkS<963@VVaG^l9?MjO`XV93AiBeAnxID1
zX%o9pc?dL1@M+=@M6rhp473d$>qM4R8(k5ZMzbzi<@?eq+?^8EJL5s6Z|L-a8Rche
zE|nwE_aGk*0<=!Z9bUc;<xeCEf2Vg}pK<w3@IwOilIA;A&Otiv+V4VA=TGNxv_@as
z_0{e13>@H6dz_klvNUpUL+Q@^^cfG!G&}WF^%+TzG}}jb=z2`8zt;QoI~oX&@RP<n
zd0tG)Jj6VZ(2t6-mVf_(tHOiw5nY{Wfb&~BZgn?SH}I9Wg?Wv>qVh3qeEs{lQJAdc
z8tsCnA0!8S?K-_iDP_!UQ+hkhuf;b!SfJ;8-dm-ba>X}@ywr2cQ7iL%wrGqS-(5$j
z0{yljDkkG9;4e-pI!#CYXt(^HLB-4S*Y6ScTRlhKIg!Ai;Wxze$HbyA^@qh<ZfgDv
z?g0{M1oHR*g$XbQ8m_fVb17`07`~VjpGL80qCMXmVY$f>j`&mp6OfXP59SkQsJeC$
zD1oBZ@M{CF0$?{}=e!?ZiIzp;`8;VY$6pha9H;!tE$GQMGA!+xf*P&B;qs)Ql}9of
z;_XNC9Ie34_#GI^;xL*(AQic@;A<Umz6+5N)42T=9~eraOs(jpdY}gmh>=<BapG(B
z(}7lI(T9z=$Qipo5RPM)>GT3=-)qSUjm++Sf?A0$@(}2gOzv^&@i}n`RG5<W%J?qM
za%rx$dW30wT{tZm+wf<widWdn%V2HwX+hlMEE?g`V;!OG?J-9F{2u?+uuzrmmAx=|
zG@GvB?>9o-NFc@;&XlBw?<GBej2tNZ*WMN1xt$WBegpab%%K~W#5n<d$%^j}GCF@x
zVyRacX*C|>i)S1%UkD#5zUfnJ$Sd!aVX(&U<;;dx3-L21Ea%-OF0<e}rUO~>@wetn
z7Ce!c-V1Jx?7cv@p)X`#N|Avv1CJw9wRsmVJ{rl|IO}rE$PdZqvX#Q8;J!mn2uuz)
zGpBD)=)Kb+Z#@RtCQmL<uJU$HpBs0&-W@aM6T}gGRznX*_8W0&niv(+oHLV57F)M5
z`(6^|RRKZ2D5daUDdLX;b46J2avLHv2K}F37e5p4s!-cB4m#t1++zOvEk{@-=k3n5
zJB-YzcKE`!tt=qimn+LC%7+D2jhg?#P3xO&j$JjvhG`fkoZR36|10t`zg!v^RRi}T
zaKxD=7vu(4JpM`>|9a|ZwnF{KPF0r5=`#7p^Q^|HOH%Q&3kq)SU?HqIEnTiTwx|eu
zg%k2R>z_m<Wd5AjT)u1woJdsU1lKU6_LRKIN4#2)B3W%(CxCf-ijn)Y19s5k88ov(
z6^LEWLu~;rGYBRbKOOw?IWMH#kc6>1rBsU(0%nLpJ0{b$|JOp{`k2d7iQowtz~F`H
zW@g^Z$eJmL;x(t%L(1oi&VV@f?<Fi`d_B2RiboNWqgeLEPNe36j;A*!-dyKU(}SYX
z8ntVl3gZChBA$g~)^v)M-@`D&KYLQSkIu1O@&r8^ak4tfgB{tdXI)B%qs{pb*2{Lz
z=HGD)>v!<+Y2d+-;dcUBPsVW<JO&@jnW}Rekb3HsI6Pf_nYJ7@G)T4O(5VF7oAMGF
zx%H!2szy8_wB7U{5AA*@`?&N0k)n#FlQOp1yz8J=R+9B#WQj%|KL`1}tbXMi(%{|%
zesiQ$2?GdxFWBP+xk5t_e+h*}ca!@H)M7LB&1e=f;`*O^@=s`ya%+GOEM3R+r^CEf
zoJs!c;5$v$OC@@$N!ryMtVKt5hhUz&`$HoXEy{_m00#m)PF&QAg!=Rwf_OYkkq{?l
zhqWzb8!tTlX@C>YjIn&&J3#qYItNHxJRiQFRW`~NwTDSL;Z5)rfFYdUdjW?Yj!<iB
z{W1V#>!|4xtorp@`WC>zySjdD(<*A%8SmAKK!O~e?ulA2nqF8D#=yJgZ3T-itnQ1K
z<lgWceH}k|zjIevkyZu*0bSvS0)V`c?e+QlmGj4$P$uD{zvl}eZ>;+dz-V<^@_7IH
zDi*4B6M!UK=>Q&a<$JQgtCKnh=n_a7nlaM#bv973@VFxPl>cUFrL@~DK9!<)3nNWy
zcnvdOHe{KGabqaGweK=*Qy6Iz2s!afaVZ4vaVQ){idDIFu?9?T4=gAPallM%`&|s}
z<Du-)W0+DK-{K&IG4Yb*K@KQq5$?D=N=W^=ia~#O0mlTqmhBI;5r^p=cjHV>oKqYh
z#$}z%mKFDU!ABf|d-&f+l#yQ+WXkr#^mROz96I)U3BJbmZ@2gNdX-FhQ7tF!dgS#S
zxEefnptT)m@?G9=c41kja%ap6sjyNKlnB;Xd@g7z<=XdAx8&k(8o&?l&EgcrOIb2P
z367AApKu1X>v|M*$q1)0+tZdBGS9URHR*Vt9MwNgA9@T^IW&H1`LMCnm^vk|oj<rD
zl=)rkKWp}qIR;t}Dmo;GWlIH=gQj??aFzocDpqPuLrt}dX58eZe*GM{i8kAEkB8`g
zsemCc3&FfMh9i9cOAn1ag&j)O9!E2-cK5jMOeqeo+Z#r6;fq5A_huP4I~!*sSpyO{
zGvneW-lNHsh>YYDJ3$X;o9S{d9(=<#wG88(@ZrM1Q&GNo(fPYQFQ|+iqcXD4w|K2j
z4Y?+yFE39dxbfk(3g&sp&a>a{#U7gfGd$UD{SY@^{|Hm-yrFIg*y^N5zNdp$x2$cM
zbiH~7q2_zVJkAkCq#paPeoAGXONmbr_5cwb*k;2mgG+?xujl)QP6TFx=1wRhFXG<&
z0%U?<GOxcMvsmKx{x5lS_+oZ%{*TYmOn$Q);8`M<ABS;-WR!dKi{QkBk{KTobtr1v
z#LIE@jDzS{9Bg^FQY_Fe3kMjJGh9V+=u>pcxDQhBfAM2nc`I<)g{4@%%&jk;F`n6n
z{kIRGBkVSgbnW#o3AKLKX9}Xb2SS$sUgT$r%fg<SUPCh_4NG5R`zmyLV>VjLN(uAa
z5oLH11TYxSc`QejXpsVL=D~Dm2!(Ny1zZ@<amw>Pmd~mVwiZ?EE_X!PB$yd5(I^F0
z<3UCvTBnTlP_`cCBNFFCKP~DdzAoIpx0#T=BT#er^pbMtPU)OtC&J4``AGDYY4&A4
zSj-^H(Pa^@?HA1cEsMl*BBRTG;Oj3GLBE1wVF#=nTwM=f3dBYy?!QCX$H?c%eu>J*
zs2x-a{0=HnLL^Xny{>!8K}!#s5t#XNe>#%WxxmTMZ)+no*L-!N*D<)}@ZcfY8<@%@
z)N2^O7f?tqG=DqaW%GhQ5hn7$j~DAM(%VK3Bc%RTo7MVS61tlWjw-|q!_HQ0s9y2a
zpM5gP0HNy?E2sdD)Ep?1Ns=~=5(teXo_%;2ryBwb!HagM<U}g)hPe#I8R!TLeSWmG
zEGFSk<toK1Z!FM^!Mm3@2!`A3&EtZJPPq4T8q#W>Mz$Z)60bM0tn71OJp_`bU^aYb
z*}k7guxnz2WEOsFKhX40x-UU>L{5q7^_q-O0!0ot_D~`(=%!*7T>s$INDB?Si{Vi{
zzl5sh)pA|yg6vP$OFJdrTKAa7pW;AZbTxij(c;GPdo6wJw2rZ|pSy1gBX<g+c0R5n
zJ};655COYpPRW##eX22%xd?-DAEry*SDQB>s~+U#ftARlQpa|vFleyF$FdsR`ecR=
zVRXK4v(IW4*f$e<yulSFY-Yo71m@itP<k2n{^KxR8<_g%-0Ou}PM*sUYq4~CkXr6g
zhd@h@dfaYz5s^Ka??dj{tctO3l9#g%rwCkPZp4vrzxVgg=5#5gha@52PUsZ4h16%k
zI=WM(36y*}2zabcI@oYyUeK|D9e?#v{Vl>Z%fpK#hFU}N!qD0}iNGz)9u?a%IY5t|
zjW)_4A7Hzz#|i!Ed)?G2CDJTbh@(6?n^Jv|Z_BhMz*Sd#ZgC>0Qn@3eIgY{ix1!3$
zp=FhQ=m4gm+?WzTWWWCB?lm9zdZ)=%wK4KSKsbz~U63<`7n=|mpN=^cNpqcWge8EX
zJ!^)%ml%-*{Lk^yOiMo2ZHzpnA_@4yv03N3=J4;3gAFI)eZ5S>ii$j+IA%hgBvYnD
zlBYz;X8^z{6lB7tj-LqvJTonz`<-{#i<fthOosV!W5-|MkPpR4{6#GElOCa$U;uVm
zPN8c*6=8su(8M(o@!}WvdVNJX!siTkVX+4$&z5kRuh4NEn{O$cz2~G7JIy&@-YDSA
zA?~k=&_930-$_$KOVqzATHe@jEMhm56E2@my}lk$b4y~OXxs94*UY5VjVAQ76YRJ>
z+aqn}4#r|K%e#Qv$8DlSIT3-O4muErMB!#mKZ=AcZo@KnxgidrX4`u&w4oRV=JWq8
zlY=W1dHCH&6buk!xIWf+9~=6M{AHY#D^<o1=Y9MW?a_<#%w^d=IZjDXkO6pPe)IHh
zY;hB4+H`g1^k!A67sCP`7`n;mM@MQF_#?3GwgxiNA7T7~)VuLxgx`RWX%@jHSD6qg
z`<v}`V`;LMEb5(G@LSrg>CG%Z6wDPpX)SND;Ub{zB`=6VDYBpA{QECkp1!XZJa7-E
zEvT_jRzGyIc+Cv13io$4HFw%zd%K=C3_ZQ@&9RhyGMESfk68GZ2u?AkVIo_=LR1HX
z3>A-6wO+YGV>l+JZU1s9jmZO&j%Km~!DV*+eXv0l(Pr4ZH;2Cb0^dq^r%RA+w6|2n
zCV+-F#&WLL60GrY*{sb?;#B$AaC0JD`E>N++H3t8!MOL44<tJLuxGa{&OzM1toiDn
zm^?7hkqt@?Tps#LX8&P1)x0sBBi)2c((gMkh#L@aF_XVly2o#s2w2jjv6;%E)2Bu-
z8=;~^w?QRq{ISOFdjB5l*eAkU$AbL#JdT?lPO0c%Mbti^<U({-%w}SXY4NJV&$Uyr
z-cj)W2rEBmE(U<(X+yl4KNGrp>A5OC=z3*ji)V)P<nbz(D}*XN<Q3BUPxNB*UXawA
zk44=OpOJX{CM|{N=&3#!3b)W^l7WkM9M$n)B9=iBCpo}FswH#*EKMCJA^Rl<v-zqL
zi@v+w=uDM~z@oxF@5jz}wTsrHqiGtKr`J<Qr=DD@B71HR)CQiL#wqV6R)8U5MJ92}
zof%HJba)XtiTC_oXZYTXD5i?L84mp0vX?n@>>c#?`7ce$(>>8%-uQ`Bz1@kB;k}Zk
z#$>ckNwc{GH}(z)9j7Km<Ia!t5lTVRFnnlPM<k2K`V*F_kFXWL<esbXi9ZxK%x%%A
zmYe#Ug{?DV<o{?UFLsK!`bpTQo=;sK@yIePIx`AM`(nED?13)ePLvRSuD!hJ)}guG
zFB)UN!1Y2|C;%{OjffD&)#GFGIQgV=5J3~LVO&e)(bSlO!B1b*j|AH&-E;Cm`h*tJ
zO*e)*XB$yU(pZ7{oV7oa&Ns?h>pYJZ>3b`!>JS?}0`N{N5{3ybz~+sQ+I<rYNz6<5
z$|_NrT_qAeEg=&hn_i_O_7st*PN7=xF043wude-K;Qc?lyFNE;%Lbd1Jd+X!MCZhs
zQ0d(y81QfkS7%1CkonK`C4Z&J>WBPveh0m;fyVNY#K!l^5ebVT<Sm&H7o!?f6}Zb$
z0>oXZLEos)M*PX<Jz{}>+TWbFnyW=((YEBzxvW7-Y{R{V@{I`BW4LogJF9oDOY2>l
zQ*alPV2DJLih3n(e74P-InvL#mPF3~g>*wm0Q$%~h#u3MTBG*YDxG8uVH@`<QI_vZ
zU%JMG`C@5Yl}mvXY)_D{y@Tf#0W$DGfEV1{lP7PFkay!_%j&x6$nh1rk#c2y=_;BI
zmJDSRO9YE69CUUAmUIFoA#m4<jiauJ(ZPBK#nt7)d}^R$0@i4Gzq)M6p<KN#jB4kY
z)i@PT)F^MjgUVN#Yu%yMpy=rOx4u+Q$QHwNdA{7?7D=<W&=%-HrzF21$Ax2<qd}Zk
zeF?)_Wsy<7;Mf>?|B--{^tHu&4N|+#%8?bGzz4+Q4~l5y>SY(|>~D7O`$90>{gR;i
zAN5O3T@cW3&FAF@9`hgw@<r)7KQgp8{jODE8YqSFou6ZWu$iomSfl29IbIwcQS6KM
zTK(AXoPkR`8rHRdSzfB19{@&cS(AmDzIE>hpN6p>X$BR|Iyw^YX8eZ@XoLb|`oXBJ
z&Pg)B)w#+uR5Yf>Mmae~()m2W73bQG<wsm#_OBhndHo#b6ty_M3hcS`rKzm|t{dFM
z?qc<tm_-nFH@wzM>egKtYzc98Ht`9rc*7SCxdD>&Sphl>5&vH|%p*GSARlIl&cc`-
zsQDfqmodoUu%TO~9=s?Fw4*O{@LKTeD?0c7dn4T72EZGE{Gm&1K3!P8$4k5n%+i<<
z1Q^zV19^N18`Kyo*%-1>&C?`fWQ$Q6#P}J~C%;As<Oab7QC?t<cjtpXN3dK7)k(~K
zMKKUI`0Jl*Zp3*ZnAJgd;4d+H&_D1mzr;Yh`S1-PmhWmuMWED~sRlGOK|)RC4={;M
zlj?ucbe{#op0J{qmq6K@86>I1$jATWGL&<Y3xkk;<e1bDL?pBCTvQwTSS~z>8i)-;
z7C$-RWM>4iwbTmZst%sVJ96)Qwp*sRb$i5())FRG@`_I?GEm>p0yM%5$xD0XFot-U
zT$E(H!wBGeLRTQLhcKe<_#(A)dyx=DLgx%Z1;OoOB%SfcH4?e^6YO&k&ypquoA?1}
zMu-vXt_Im_k;S3Z`)7JKP<{K`wuhvyP?vT%qD0!%`<q2H@WJad{hy1Lf3Ft`c*kmg
zs=)hg%z4+L^$%$WFM&sJpI{^?4OFVvLevY!mBG-CzEe@ri3hyc-Fy}B5=grMKCtqV
zEc5ooM&BkO<7;0nhVYo>-#D>Kn7~cWx?Ct`L70Sto(Km3h{jLTILKU}%aE+4+z|b{
z`{&^+`j7<NkY#+{(Q+!nH^vvpAkD3zrl9_}fc5iW*f-rX9f<Pb;#ZbiQ121=JSfT9
zFvN1>T2MzJIUx}$5)NWMcM$!HnRi|SZkSV<KjA3iRm?_1z_BdbL-j)+nle9?Zlx8J
z)PQrSfbmBVVaPH;{Zh!>DTQ|iW-t|$U3}fJgsoF*{A+%lKT$GlaF6z9N%O5EJ|3SU
z%puF!DjPGI7(xEg>JQkMD1M0kUgd(4Lns1gaBl=?x%jvaJcq$=n>STY-<b-iGEq_5
z48QzXi63HQ9<cfCMW?njCi5T|)BVAzk;psJ)K^k0yb3>Hi_*ByR=12rO*${^LAfu2
zc)*n%ORjT4_mR6YtM?_aJlmm7y`UO<A@y$<(D(@Ef9yg3p%qUnlWK?PN0Gf)-6adR
zCW1^{#Oi=t%{cdu8dtLzVJcw5?;Dt={tMMH+}bzZD_}{7n0!8V+$^~VRK&dF?nS<l
z$>dp(w{W%};XAV)JKc>1VcI?Seh7^dnZh?ZA#LymUL9Ob9IlzpHT$f2t0r@1WuVU=
z2Ak2V;aMQG99tTde@~H&Dm_GDhh1%nwdSt5AGfHiY6iP0C-TrhG#j=5_tQ%sI|@v)
zx)v4y>zt{1F#?ICp`Do`ESBM~_FCks?qVNR{>8`)bY(apyJKweCj85x^NimOJ3m8_
z9!^m`)Zm9bJ9pE#?7{gW1X}dsksiu8OR=M`r%~Lt0laO`kW4wW>?79Wj^3DH^$7SW
z=$qPl28es%tSuq&@5G-k88z*wtwb_Bx0`mXF;b-t48z#wdxT91N&eM(@XRqTX){g8
zWRRF(^c|FHhlD=7b#hr?vMmB?XPBnTHq#(_TrSAn{r~W=qP$rC(w5kfi~`F{uJNP1
z;dkZUT}w&lA!1#yY7r-}Gn?`3&G-IE34=@3MVu;RJ~}6h7crvkXN1p#oHp$cF!*q3
z<vLefwW5f!shwAE4~30#FMHv$X82o1m=(;%L;`A~ZOmTmHxA+4>z7wYwmh_Vad@?+
zR4;@`Jb{=v?|t)+*#aHN*G!yx-o4ml^Bz%3{WduwrSDt0%5nS<sodGgco~`1_;=6r
z2*tt8JB8wmIs2b!<Uc8N*k1fMV+&s|LEZvP1PtSeWWeGercN2m@l)j?y?ep?E{7+|
zj-+1tWvOJQ5$mgDC@uN(!uQg=$GQGUQI6T(O3MVh+_4HBWD?%h4%0uv5W*nP9bM?4
z4!>#lq4afGMER?9ufgy-9FnX~WU&wtDfTYclr60sFCAXw5`>f6jn+&?eV%3?bVULF
zkR2VB1X*lUCYxX9y39X3zJC}zwfj37`bZ8o7WmP5i~AdC8}{<<95|Yr#c4MLyUaYW
z+`s2O)uxgY<rCH=(E*~-keL$|d#?nEe($E8{gGQfqVaC=Do%i4$?Oh1^4Bs=aY}jR
z6)_Y+;{}PAGw5UQxdo6CQQn{->$H--Ae#D*W0ldsXj28gi#Bw=!A?P9yUpw5@|o0#
zyWA`j-9}WoNnM!FtcOU|zn<$0>DJg+bAznKe}(IM`^0&tlTWoj*QCZ;mcamm;R1g<
zq0V_feeUv@|M<L*Zdi<2=L^0chQ5<(0WW3BfBh^=!YWzWMOh^j@8*elea!r05F;UI
zx1EyT)DAm^*^iMO;Fnle>(z6V?&wujOl;@+Gr(_}(=ETzc^>a-pT<*>?JR-QSrPvU
zGQET6AjZtvLVzJA&iNv~4zoC6@?K-VzzvzNiE|ZFS^a3Z0>S;q>G-C0(=nIBs5#xf
z=cvvA&D<O9gS6_&+eMbc2{tZN4;ykAllWia(Bbhz5%UDianE?WY_{ms>2PSF8Er`y
z)HzN1B5oKeU;OHXmI@pFM%JNj9%2^mX}EP)uC;w1hv4=}cP%x59oWW`I`9dPyi7!E
zxBl{xll2BqC^~<=%O4qJ;m6A^UR^@V`=RK@yX>>bH~P>cuv!ZEai}M7-QKPOEB*uY
z%x5!98RfZr%9G01K4DrkQ?w8i{wu2BJAAE3Ly`~&0d;fN@4L%EzJ7ZkaElSnIAx>}
zl1^>%kx{2nCQ-<)qH`W)3q>i=D`z0t6ZNe*(Z-_Ae_Rzc=NjX!8};YJDnoBt1YHTI
zqwZb~H+ARi#4)ihqDRh1xhcF>-dQvjibgS`{2z&i#PWd_y4_!<opz<T88n(0Wdizh
zH+1L(Su~S<?LWt~Xm-zYDk#r(2MVxR<qT~_YG1{HP80_4Ho1|=&V9^Amx1RIS;LqW
z>3wsRdlyR2FSr%)%XpVEp3seJpamN=V)`7WhG1NO5BGMmW|SiZ1@(8}B~0|TU)#h!
z2RBwFA5j~-uI1iCbq?MI;f?8@VPeUb0A@O6QG0=U$Rn=MTe;vkqSQVW37kG=to;0^
zBi?o8m$(KrSO~xRhRn6~5(`iShKnZ71v}|-Yh3dn>t()%!72|6y8_#k*hukMp~RJ^
zexRB|7c4g|^IF1jC?6jf^z5idbID)e7DYv;LLFr=fOk!7qE;9Y4mzTWkFU2P%xU&0
zfhUVzTeXT-F50%Vbe8fFyvO{&0Rxs3QdV%I0CsLt|6KnryuOW4(Rw+o0LAZO)-@aM
zo?kcvQ-vwv&0JI9eJVhr;c2cS7CR4jCIgL>G}>zQOByMRLAUR3!0I!eB2>-G;8nQW
z{$~U!Oy}$76HhOEALTr)y`nVghX(k$s5gU!fHEmj>cIhz+<a8<3Ws{~uSOiDjd=OU
zmgDxgSg{>3(b!Y_pDhDJpRS9~V(3XiVlfi@y%awfv4UdqcAJhHhz+7QuFX9--&pj@
zX<(6VOH(2B3d7x#YJV{0sQ%t1Al7ZBKs6BvHGuxIKZAp0T9Kp*L~*~RG>hatZZg(2
z8pPYfe6yGSZ~XOVmzK;ZEX_fh!aYw}g=zF1@T=*yy}z9a+1Lubpk5iVB`s1i&e{+p
z<%IMQ6E>(0hq{y8u{w>Nup+&-4eT%yp4+cd5}vnm*3*-Ed{K(L`eJ4AfS(uac`(c@
zi=p3v(wK;JA`@b%t1K84eA^%|=Nz@NS#3f|7>Gf5ckwAvsadjCGmHW1@i)8GaohlZ
zaOQq@%|U`k@uT&qqAC5OsaxTwiy&Q~v!Iv8GJUDi1t6GAV~UGADq0R3WlO58VH<!P
zaVt?|)yPD)P)vgIhaa8=Y8ll+%>C{I7BkN)5JRp8viPAWs0Nbq)CG%K3|Al@wwDum
zpp4OtmvZ+jzN=uS3CmDct@3pvxK=EoA!4M5KE!jjsmdPB%4r1H+<FyRk2&fR#2!ie
zgAWH2w=YOh%d?2=3KOMYvuDI-yK~=}nWS-EYaF_PmIqIHyB`kP$&BG^u>k}aKFm0T
zxpdO}w9gbC2@4$UFj8rZ|M7X9(=VD!_(!FHeV$8$K-z|9d1rhU^4u?3CN(|bh;4ZX
z7}65d=jDf<$&^73M8BJG+l??Blo`$6&m!q6vDyY^Ps#VX6K1W-W*`L&j42QGO+Pk@
z5mSEMt5SsL-!xizQ(5(CZa=Wz3BCUw3v|!~j=Oz@rNfibbIOLMnbKRf%XCej(}W#y
zUOzr*xyZJ&%r=TS!{j5@x$$J~9$G(OUxPBaxx8%t_UY_J(98bCRiiM*La<6{yhmwh
zB_^4BC;tSz4!<k1DD#p&R{S4+J+WAHJl(!nK?)b;(2$z|K<v6o+Q7^mKh%xNfHED$
zv-7wSIwTH?ZwD1$LukTnxGC+X35288^(rQodW5%%YQ|a=J-U|1R3s7^B@clyaU+)6
zbh2ZqDR!b@?e>gO!v{jXIb2XL72ZznSG;dDr5rW#kSC4TgMS{vnWA7SQmVM)<i29=
z|7J)Uur|>A2tHo8lOvcnkczeJH<9Al^+#6`QbF!x0i5}IPxK^ljp6ilMg>+dI;g-f
zxkZF9tl`3vG4Hqus+}G`)|i6wJia2`PMZ-yV-;$Wj*HzwZ@zjQJJFwVub7@|QyqAY
zNP(A_JRq%x!js6(`$9Z<f<p8Lr6paMYM}#JO&2LGTO>9}KD2q!vLvR5(PII4+)H${
zXJ&>YdG;c%(qFjSj^BMWuZc@M;h@rosQ4LFj|oH}vccuaA|*^%=*PG1$)SQf$1`b{
zfTz+Hmh)7Ix?!HFkN1Kaa5q<LE04G&r$1$73yHu1=)~Y=_4CwSY4t-?&@KFv>C~Kq
zejFLp5l2yw(=n59ovd}@DM0f1!`C+9q-`J1owSqsY!?mP>3H$@Sk+NyFYi58O{cA#
zFYi{13KgW*d6uNL#yQBX=64dCF3u?vnHv6!^@Rs1y7Qq@f9P_!<p9ViE^?N}Fg7WB
z&UK1ZU9L<iywE*H?csDu?Z>|1KteY!j{<9XWg@|X#xaVec`xG4;XQlHB|Y{2V$LZ&
zM{bG7=4iMm>Z$O(b~IyflA&GYvLCL*8}ieJ`os|Wir-an%i@I_dTMQ1A{1*Wbcx^S
zmZXRlg<9R8Kv3c#zpXKUe13^3Ij>xw?!gZ-Hh^Dn@W&C!4x3)l&Cv)t!{7Ffn+g~;
zA#FHMTE`)xh1cmz9y$*|)|cF0TUv|~OQRvO?4uWYMM1_=Z@}y=YwfbL;k2HTBBOV@
zvQ%yn5Vn_cmiAfcJPle<d59U5mct=%M4Jm+P%Z$G%3=~s^N1%N@SN&b=cDYtnw_2<
z3%YQU;XDjH(-s*f#4qgFwLwCOQK@j7w?z<;_NTd&R9Csx9P2uNyq`!Y>CAv|D8PWi
z^>Oi)OWNH$k|b#)2w7cQ5PH!<X%)~|*=AjJYO8;PJ_$L&uCvp5gy$(J<)t{^V<dKB
zZqeIZLq`>GBA1<09SW>dKf_Qo=_td}=Q^@p`EGZ`ZtYHQ=UrO+l8?x%BWIcG2uW8j
ziqc1vBOPW@T(B1Rl!@K}mzK4qb`vKZT1C@oJu5;N)3+e%Jc*FW-2(}xqn;e!rGzNT
z<o^(CEX3Nk<^1c3^a=hiRL<`xlzC-F4E2^KeJ4RJfP|g^udf3bx6V0lpNlbVUf>Bg
z>U<iD;(npOb8`WqokfJvVfw3ifu7|JA`?u3dv0+C7R0QcWGaSWCll|w59@a2WYnrh
zlaeN<O_kVy0UsPFAZp6`pd_WD%RvbBP8Y_l@$GM|u+F2v4Q*_~->{bd<}{p(7v|u|
z>Px_APjZqwp#7~oNzlkjG(s!)o%m!Uy~eKnJVqcHsRN52i1Q!}sBE0N#oJ6WPY%}4
z53e{{PTXt4mlVVpylyN%edF@|ZVPyf>Qj`NtgD#oU=_rPZ2N(5-_4}kH?UwgUsQ&7
z|7~blAwBSc%iFJ{&A82gvw((qSv5pyxD?SyN3FO<S7<xDBrz6%;eI=`#$)hzQ0+)p
z?=hk*Cfgw4KN*k|wMy(RuO&Xpla>ToAV{cfw05Upm%LdvHFW3}>FLJS2@)qZ=O=r~
z!GU2oOa_QkT<lrvo!dzpxzXiP&8fpL7~cVcnE`aS-NQ{S4VRw&R^IEfobIKC4Tcbv
z+H${Kr`FQMB!-{KR|fy(*72v#jCMRDsNtcHTTBwp)cX7%1-{hrZ6rRmdNsBrhzyaL
zvU2Tqi-6b}WY3gI2JK{$a8#*yuR3FVnd!X#N@~uGMf_fC18b?WP1D8nqjWF#DW#`;
zA;tUHGCM-Jvjg&nYeoBr&ec_U_n1RZEjl1#Eg;r7JZ98F_T)Znw000^8<}}`cN=t;
z!7<)ah29-64W4I3%5}uAeQFDHy#4gT5}ML*#>qQ>RJo~*1diZ+oAR!uWTsYUuHl)T
z<Rni(r?*Q<My(r2(29I#oK2+{0$3iYQ5#+r)+LF7C~?tne1aqmQ5)j?#qlj$?XEDL
z*PGpp3DuK+uOLk4npzMjspP%kUN91O6<Q_qGKWMm33woqO90_Gd%-I*rZBO5(ON<+
zGwv>(#s2rj!F8&Pk${r7w+!_q<2=ue-=Bg5I(Obzg}xq6^ks{y^x@knyY*V`sW?##
zn;$b~K-uIS(y=hs!AyWD{DkI|HTZGIZL=0pmDDOG(^XxEm=gGINWByz`Lc7!=}%SW
zF7&WOwewkGF{^bFz1V3cniFGRF!2rx?04{Ot{f7pZ7u<}ymis9R)sHB<9?*2=-c_s
z#3<Uc-N;k&WqQS^XAIxaeD(v{mgo^|(te5DrCrk7gP*B%%^cgs1D3Y@4&zhH!gASj
z25tlhFam&SDc><A?#ma<jr-Ij?`0<#IM(p~)`e#;_Re;at#MH3`~dUwPGF^Vu62cY
zx2#foeW^n1=<>b1Sew^Wa_{{+KCQ>8j~z-;c@zh<U!y0`uABb3&T5SUW!#-z$7L<W
z43;m06^L(K_!PN?gb91M5_itZ&ZJu}CBdrJEr!cA(=Q)sufJ2C2Yx)qh6zO=f}gY5
zVMkWot-a}U)tpRWgl7fZugUx{A*TaQvtmiU$a>vG54(ZmPxH<MJ#P?MDV*KKe*dat
zXj8(!bcICb+{3Si%@8MvFD|R#Lau<*d9$Pz+7xcB?oDv(1K}4w*2lxhfwrvi#jOl7
z=+DPBa(ENHQ<b^x9Af4V6wAWf3K4SfSq~QjBXsDY3C5&cGOkYJeptMtqiO54INS38
zA`8i;L0_%3OG<>(OLns1&Y=|2<wdv7LSmrXtfMRAS_iT0-hy0E3{m1l=Xkm*JPfHK
z;SET=pcZxNt@k-qSn`LoR)BZiS*5<(al$06n_WTDYuZVEGW1)DOvTb41^LcbcDI+}
z$_#pATb{V@{S8&1+OvO^xx*k9d*)vd_zsrvfl%Da*Z_(sxs(jC^9gWXeVeNJQ9p2E
zSYEB41mt@@$E^KK+~3t7>}(!$lf&FK@QO91>O{O4`1GGSX%d-w?u$yRW$W?<(S!5g
zz=hi&UrB`*)UCUG)R<R1sjo+^Hl2O^Z9~arU0zv7w!5~8<8Kddq^-_Vmsq~|zrSf<
zg7D#}t8vz06ij;$b&b$2WBpKh!!0ELgTgTofMJNj<MF}~G8nJhO!q4au&gA#d@t-w
zK_e0!^i>h_QGW>ND0RoJ68*`?0QUTYQ#^l6g7qB`$K$_QTHd{=|1G$u#dZNen%<R%
zkkPMXgN`IactpvFpJp`uUGx45kBfmd0|S;?J6GX>Z2#f*HR@x_CWY$oe%vZkP`=C8
zhwlZ0=PLJkmTE5ymiuB)-e0z(oX;a*v(w9bE&=mITwl6CwDsbaUif*~ZN|&rYbJkJ
zWi+L0V&;EU&0R^#=WotiUB7E~>zZb~7q^r+?CA7Mj(w&I3y9lFZs~slf3%(P3~1ya
zVE|R4J3^@g-V?BybSV|6QC5pzh_`5(>&l>v|1O>1*o|tv;|B55L$RWR#U59#dsVmP
zA2EQ+z3OaE9sMbsI@jF0t!XbVuoWS%2z^}IuL@IZV<P`e@J`Rl1a3ZW7J6|^hz-A?
zB0GB!kn7cJw+_9@@Su+Jbk?W)15hk^hs&)U{hygA)(o6<Vs)=OliWF80Uv5d>dt3_
zQ*|$gw14oqN7`u_8yqo!3yIw$wSuw?RLZg_N6|C^?pvL4Z4)t=cFgUOZ}^=IM7nA(
zoE}e*=9gpM5f)vKo2?PJPA{@4!}4vI%UJ=p0H1>h-Xw@~QDqhu{*fgPBSc?;>!yiH
zFPQ(hOvW3KW!=jke^#%hccMoaI|u$?8?`am<{G4520F-yuyj6E7<azX@~&aj6la5M
z$RNr`0j!cYVLM-?3!&(%?fKDs;64)jO_aQ_qnX^GoK5~miVI`@)O<K4+&2CU57t`r
zO4EFJ$Tq%s^JM`RR)c|QuV$BcEVlo`$1zfK?cV&7A@D}qKX$tP3iCZdSY;~X5b%w4
zI0HFDvW)*}m4f?YBj41>_)7=(0<W}>2g>ZLV`G6`m)3O$#{co#^*xIjU9VVKWv^?N
z=6(BgRwgRnk0>bexe*NwlC{$Z?p|Q-Kecku@2c%p95ahK=|d;RQ8L#nQ43fS(wpga
zlY`BmXan{1T(c38GHL!LUo}%!DAkqwKnj{W(96*)!+l^<*W{6BE`~t!KRIo2y1WB$
zqXVJK$eVM3eF+eAuhMG>R7$TH!&lxSnfny+mG`KLJZFiyR&KyH0Jq3&o3Yp}(incJ
z_XjL&nolOSS0gA6zI+Q3Dz}NveJ4cIc6eaE*jH`_`Bt@=0Ob$%XDN|c6qdWUKh@w3
zv_`RAby5<@rT%S(h!qTIwOPdT&7+nhWKO+*-YKD$#HTX>65%nUvqhP3k5`}p<~1<T
zICF&1e>F`yqOCoxRC{a%t7VS-=>!k8fu7(&v2R|YxJX5xiGE_)7$r7A_|xz_@_n%V
zD)aF0%Uf7^;@<cxt~~_`R4I&0?|l2o4#<Q_@!^@6v#c|sC{OU9d>^Ue&%YzzQsl`c
z<mbD6cB_&^gC-A`(>F14K${oc`hPMMg|o?JtCYsT{~lJ+kB+<D(RJMFPL}e;NAl^C
z*Iw(qeONgMg|OIEsT+$*Ua=o2d`J^nJgAX<OJZ;cR{SOJ)QD`iH#sDaK7++31fp2f
zONU@Dw=P{XlzSLvH0q8$3@5Hj*$QDhU+=8~+<#kvkKg190}|0V{Qomv@FOC6DNAQD
z-{zn4Do9(*tq{bHe!RV1H<mfQz=%1eSJ&tE`1qJu_q++31T5^!@gA=fQ=S=)<=thd
zP_Di`QvlHHx-;tkQwjP3WUO}ad}C_^Saj=7wC#PCPgaIeMY9b#R^mv)`DcmQBc=`G
zY^DJfj7z_X{(^@LijV^p>pJ%nJN<J5GyoGT&)*Qq)T1$h!pBjX4RBY!S?DKTh8vVa
z)T=d~4R|lQ8<cWvp`<j)x+U(~ZMfL5{GlT+>~ufUoWce{!NA#Di2^BT`6!H4JJC9V
z5XP0>88HGZIkXh_6!+VsxhyEA+Lb^9hHIX4qpRpxV1>o2>kXroP@<z3XHMP()LpYF
z70lRsk=_LQsAiYKAyNnb(rdkd^vou;8ym5|l@gxdgzT1CWza$SNLD*tm_VvZ=p#R)
zQ384BOgh-Wha#}M#uPgO1a*R+VO>Zj6nFTyY@iWyt{EBvDmf@73H=180;G3p;IVD*
z-??%i3V%y4ITh5_#82Zi>)(X8U=>dnmOi6VL#aCn(;lPqLouUt1t?q~<H$&Zn_Myf
z#<6j8|EI{N->W<;l+r;}9v&U|UC&T3(N4;Jl~Wp+gh@#j%-a_@j9y%H*kM(|i&}Ai
zCElaEeuK@f`Uw8vKU*D|6Ah(S;~f0Z6j-85Ig<a#hX$^Rt{Km#ubUz|4Ib`xV%obp
zsXuUs%;afBr^+^5p;Ka4RvI3d*g@SxY@dBIi^HJiH8%BtThM*EC=Hd{dY5#*03mDt
z5MhLDng14Y>>gfA$)u1*#YW%4O@Uj_v+mzu7wMj21n$OfHeHq52$y&szzl<)692V@
z@v*aOS_VZ7W_)wF)y6>-uB}Bzx$jyKcmB((6=;0uy1cv%x7?SkWbBvllnItQtuPi^
zI<gM4GpTh>JZ+8E;8+fa>mKizD`CdbO!Im~mMUTT?nX3-@|Hx?7z&`x-yZhuLe>EP
zJ@|lYP*$(uEsZ0~Lf-#Xc`mq31=~`U8}{n=*`vX#xq?j)CabD<xGho~CZW+ob#Kw2
z43eSLHbQG%xXF*a|Ll6mG5%=mLtqsyjDjlV)IDU2#Sd2aGu8#tSD2sLFIZ@{9jd(g
zhS&ZQYx;-MtH}>J`Z6K|iDM;gE6+8YexYH`^8XgPjpCto3+T_CBePfx2H(O*iwa}s
zzAso!^LHkGyY8QMe6bc3j(EV(Xk5+D1>AUl2nL_+|H~Iy>GHmP{;MS++1A^eYVcZN
zVGWy*OnC8xmSB`YZ}}Lz8xw?=auY!yjF`~7b=J-e36E@lj2%m^`fw9Jsio8MR<i*Q
zS>61~Gc#QJP4{#uqXt|+{r`A+$LLzRU~Blqwr!l)#))m)w(Vrcws~UPIk9cqwv#W<
zeeeDL%(1$<$J%RjRnIlYuI?&Zz*q-6S!Iotd)A+w^EBEO)|}^*+?v0&5S=9JA`ngk
zsW+}yRro<MC&+y9LWU?_)WCLTSF{wSKb@O?qJF;dQfB`uHt5Y|{q3>D_mn64Wo^Tp
z{Y3x*kUOd`a|L*8YMb07Oz15j{vTgAcTH@5I?Svw9E4A<1*h3sfzY=nSuMwcE2|Q;
zZV0rpI%G%lGG7YUfmj<V&<l`=l5i{=P6fikZyC9%VIo{+A=<I-s@X?)nD!k;t`?N*
zayxTMm=~NB%plxC+D$kEVwHdjh9@HfS(wM)9Zm9n8JG|!8A3)RmP5WY$f1sv?cHbE
z6g)$yF249i#maEAJhS197L<4M*5HL8zfV^To7C+rW)h3-|MB11c;-%m#T`6c^cr$|
zL%0r?l#d{y%nE4d208rlZH16r-2l0-3~@W08S_E^R~d-)mr}6F!>1{i;n5Jmm}UqO
zEuF~Js#)mjjj7d|U9GC*&w3gwE-w9U5zNnDXJ^d&Dk8$fd+pfm_LM)bgWW8iq4!a2
z&`&6_<T0i*@s!xSq1JW-;2GH1JcL605iFZZ#~IaWf!m)p*H5)DhAYQBjL0AKU{{#3
zk@N<lIjij^Oz?GOE<*mJwH<tIVZnw&XwbA>Vu9uek)KH6+fRtt8MZdDQ&98cZ)2iT
zu$sSLf#<bi?|XMEkVWb@*LJ?9(@n!*iND5Jf0Jd#x!{T!E`WzD3z8Kvng2<D6iZww
z0x$f?PlcWU%Pq=8=}~d`g@+P);iPG-)}u?r4kA1&`Kkx0kB2#W@XC&mKjT@inyDTq
ztabw!8aQ8n3Y&;poYZlmSn#e2fq-SESCi2~pcW85k@-85BmZI|>!W&GvgVu?B0_eX
zQxDP;G#RKo&T^|ma3z17dU}%gm!E~uU?36)Yf~;0#fZs0m&N6!XNEC4;#6KD=R#e0
z5?d&>la6qVVDzPxMp+}Vm+q+~gZ%eUyU~$aiJ%-xHk6iUE>=il(EgN^#X*Ph<$k=u
z3j{m{Aex>jA)&!qc%0Lrglic`5H;|oNd9AHXwx(!eE6V$V`zmC*3Gm)$dbL~utMo1
zhoI8MGy`g-n1=L?Yl5-R`QqshO$NdKZO90KoPiAw>zRaKd>@~wKYR|)t$5o0uIc%l
z?#Y$@j`e$e-~M{^`+VpBJl_6#)%(Js`d3=WI)uUX!9B(xQrErYfv_QL+z3G$KjS5V
zjVHH+i`R0*{emc>m{QR>(#IU#-JE9P%znqGI-T7B|5IGh%fcCW89WA~n%R(ZJYCdZ
zNohL!#l|4rky)JcOaVcJmrU2iQ-4Q8Fj<lX7MEVx<DUbS7-}dH(Y(s1g?_qZJ!MG@
zy0kjGn*h?><c7vzZ38h`mujb)S%Jj^U@&bgd)C$<J;J~!#Ocn`XO``=r$>&W{QY2i
z?78`65xx_Bjfb669>km7ca*Vm(Ecr`$&$RFMI`8mZsKj-*?7G65EuRGh$S-xEPk#L
zzo#?yyQA_@S(hfc?4dUr{qm+QEbm`O_wq?Ab1-`0;EL)QtRG<vqa$`+?-DYhq@7h1
z|G@+4J8U(-amvb&dEIc5rSKNy8{$+83;+RYcySioS7JD;WCSDw<?75C(^}S!P{yu%
zM+@1ELcRNM|Gn6w*2bbfybMf>giDHDcwzGI4|Ly-*c6YpfbW}@7Z_0dNf<Y~dUvF*
z<Isv1tzxqCRSDf)4RFnryWa+cw}B33``M^81d4PsZVyDvy318rYG#M!;mUku@Hc22
z)En%pwYZAyFi*3?($67J(Yr=xDm=mbM?)!p2>RE_H28+#>~UWh=VMEvN%%xL5u}$o
znrbBZrq#4V;nujt1|zhruiAL1z+{#Rr_)((VM?wQtcKtvdE_cw|I{!}F!MJT`8Zii
za4BqKyL_Njsx2Z~Ja9B|gw;)~_w;7+h~E7T?Vf&=*v=61_FhbB)F5U@erpdHm&zE7
z=AmzCDvJziAE1g18po&k`fls8Lg4<z!}aXjZgkxzIDtVmu7NZ4xk7?wrLYg*Bb<-m
z-DLL6g_lx6zH9Iv%sC~~pSF17>aZ4t-Y7NMMib*t&-y`>V&dS*(j;QDat~}T%tJFB
zwhN5-7A|D}Q~mPy>n*g1@p&4Zm*ZCscPzA}B7H^i5nL^N`Ir7V#kyPN6V|tMR;K>|
zBxlz7Mz2dwkn=?&ZQC7i{I#i5BXsy#eCgqCTNzBAn<0Nf`!B)MUcb&?ru|Q-5jH@<
zvrWnxzXa-iCQiK6!qOiSmLFoJ-dbtq1s0*9zsKL7$3n~Y1&}Ug^$e8<`NcO%#u?I`
zVfbq9@k`>!+I{D#Wn}c}G*0h<uN0VM3$SPIp|2DGa(fX|D@VGr=QYQGwhzso;^Xn4
z$$5m5bp;E!!0hb=<1%~)iXKQ__0ujZ*CIOYPmuzPc_Z;~L|quz92xn(Bm`D$ws;k=
zIN~|>@RJ3w46$NF-Mr{S=VCC)WDZ(Nm`3tZ6&;80ctx#ufu0D(ZA7;S<Wk^nbQ)V&
zC8)oeNr+yBM>{OdxHsQ*uea6REoEwhr6fy5c-(mB;pM3MWb}4Pp6XNCEB$EI=GG;w
zWmlu<@4s92cUc)dD+J5aW*c|t)m<oUv)BVXn1}nfY1IhTmIP`~2uBK+35B9C>SOA0
zMrQ3KG@3tTRSGTG2VmZ1492;{0h|92ZYG@_=LVi|b~S;&_jxh5=3WK4m}liVGuSwU
z9(At6?d?T_Cme4?{Qs$qb7PFIeBM9S3W^5-I3jEk9C?_m6cu~MeYL=uokrZOWF)KK
zIpKYXyV@g;n6(fX%wr7|kf|G^fQ=xTa-OQ66aRR=kp)JVhth<j#YP0Bh91iL!s04F
zIFEQpls60z1rTEM=W#SP=Xu8=q-GSD5)MGn&b4?a3^L-_L63>rusey<^7Kn`Tr7vX
z5U@nE!T1{`5NX)te&||rU<PU(zEG{5%NOe)q@D!pO#r$yHq_{#_*mQUT)#dDyorA6
z*3P>PcsS9%{GJ$Y9%P)w*mvtYXyz~tMDMfHZtJAF{d_qs6t!N)Cx~9&0j+;jV6Ubg
zqMoRo<%i!5>8fxv+O?$_%LXf%?i74ao4@8~EIXs}$XuvA?zmt;Z`>uiEmug=28x8c
zOGasgx|i&_T|H|gFqQ0`@8qMgtKiJ;ba;}L9b0jP%4WHB8}K6gB=f!V(yOv2EUA7z
zZhXJA(DNS?zVy$E&1jeE<`r1G?>sQe%Flwu*_d)oc)~a|cWT<d^|kW!c~$!~bbao+
z8mz{w@%L&%34d*~Oq-WQjYe)S_u+Dr-FS1(W@Kl$dsALqUdQPa^wfj9vt=+fUWFs-
z%ZIt8z^q|<U0ghjDW|$HU<#wcZdywh+kb-wYzj7Azj$H(BE~&x>M{Vz>Mmzn;k!sS
zj96t}l>5V1=1j};!gTum_3rn9^ZU#0d%v;Mx75eu&n4Y>9{qSNW31R>7=ctP3|4ez
zy_90~K;s+gRLK5xuj0oH%k`hm5BAS}ufHfM@@ACi_FCSP{9~=+inO*5Qk}u&*ftuA
zC$NEyl~zgSs3GMa1FB<@v9HX55rmAmpGY5V=SyGj{NLx>qP=UMdS74PU-y1r^V?t3
zJ)iG>U!VM6X5ZtF^glc4<MsFS&z9QrIp6a+KKelg>-SwK<o9qA3-rlYz)$`#9QCC>
zLqPpz6eRhNDv--jUIN~7RDhMUlmY_nFs~R_IXS5PPF@YahN6@j!R0W&nr9(7^nWa8
zV?sJ$r4_$i&~A=`+M(sufX=A?{I4ains`AaxIIE%4M~ftv;xuvE&u<wK%G$u=#Z6G
zfVw2tYJ|2+%B%gK1=b}wznW=51<*bwuZEQy@B?R5LOLd;6~HbkdDYMhDgo_O@@imb
z<@%vOXXSr%&`K+yT~zX`sTNd1+RNqD(9X&QbyO~N1awqNE5KbA^Qy5IRD#+q<<;QM
z$^~>-ODh063WFGfQzrpkvmhOX5Km$V7jZu+Pu^N7PyO77f3l|mO~q|D>Q)B>u{7mq
zK&;SkVLJ;OBlKEGMIFrN5ro@52x_2*ww_JIrFs~Kn-O_Gl{+jdIwl;RJ#>%|F_}8y
zkR%!ANIhPmED~@(gIOfHeFZZfUWY#PkdiurMkDgJ5T~dE+3c;Bp1YM2u`CigzhUiS
zz5robNWnPK<|2p?(%%_`(Z!rrf&X**3gqXSYS16B1^WRya4?I6D{!!_dZ=^g9~<P)
zAsy6zw*R0S`Uh-bz$_dIWrzb^jqs}WpoUL?+R5z;fi^PyYun?=Pru~j$+_uJ=SVk+
zspd#^NPl3H?7tDke<RBOMpW2y#&)M5h3pG3@IUimz**F@hyTea;uaOkD6;wwGXI0|
z|KR-xcxrIJ{$$WB7~_k!e@OVVXp}PkOoPUaC!VOh=1wT1c)A|IqA|9q;V2?67CXQy
zfD`Sy%-FSWd)`58?<O~l)>|eK%Hpvl-T5=&9e*f`1Q|EHMg37gRu?&Cp}|T<UJN<!
zfA`~OHI@fFbEJ!u9+(1;AnSHAh~Rw}8UFr9@#JM|y(BVoN|9n2Jl70rayw`OUAc*B
zpqI9a9T8{*&+i)%|27Fxse%14CaNJzBW?eH-r7F26LYX)Arp_do$f^JEErRU<!v2$
zQU|)SPwNgYmU&Rj6*;jFy#1UaZQn-}%oB6N4J^Mui4kIO`1ukO5@x258@~6(!+DrU
zoFn#%19bRk7B93N*xh;fR{1_@hZ@jx%cTao3m%<Q<Mw^7_jQ>2A5&cZ@CColucYtE
zJJ=T+57mz?_X!t2nsEb?_4D||+phTYUEjz{=*xo&N_iy_^aV;Nq5}1jP6|>!%isvI
z^_|X|M*z#ODq>-U&cERtkt~5gt9vhF3cqzr-ZpfhTk!8+Xxv;{|H&GREV>j+#3(Rn
zyWGu4^0X>4pw5@7MUw**XQ-fB1(}WeOI1u2D{r}j^=tgw>M2#UNR%-vZuZO7VOVI<
z-p(@Sd)HbA*m;!f2*Q;MwP8R=DaUUWMk_0*%g4QJ&F6igV&N$HW7dQ`%zlG?2RyW`
zooPB~m=l;(f>-2`7dMleKN>gZq0dhw?*{6UVP$K2pX5;gB7gXK35>FAKdJ;N`;=i^
zZ_;RFF98c%Sjyy$%(t)&H+!U3Sw#j=aw-5kmB@FJktG5)o3tlZ`&foe<n6;;=UiA<
z2gbO%Ufhv2uM?fOEK+kDzmP)DwRx8U-??Ebggzhdfv*E+WDApaUqEsQ_3K_AXso(u
zw*SORWt_rg<9+Q$Lv#oy)qwx@DS7Y<^j__pb{~>@ufI9^3JlN;xw{76s;utnI739|
z0_F7#S=s;7@3qSEcotO{;$)s8ovWCV%e&cs*7@axzObgBCF5qt!nLq4=C7LE4FKd~
z)lhu+?Y<BNg^k+)bc_}*GeIDp|4q7#)nhPkbSo4F=C!aTtsS4BYTTJ9sCsm34NmSk
z*3~5=Zrawpom)e6{2%>aD8i?d+)wC59g<9<@|H5LH<7(aBdkpVI2$sdS=#9alwzt~
zgSgsqF7GE^l}*J}Wfj_+YJfyHw>ftE$`hbIBRKY}^Q=xTla*}pLK`ofwkswPsQgeY
z(o|=}$hm$<P}iocr!u-xg^0kX-34N-U{na>ZZ%T}<!<#&2V<^4Lb6q{xPvL;$^g+3
z08ZOctap-$4039r$NC3ksw);Y!&xb@8(S7@%v?%?)0oG`hGRYY9PhE}l0w<4A#GUy
zXK9+1-q6@FmTa-T^)-(k@DB`_$u_*xtU>21N1Iy<6ot_bP#;(ieTp}}>G`q6@5l=J
zLz%&qpN~pN^-s&@l%yn1IDdMv*}3X)S$^)Duta1;TvXT@Y)UBORHR7akIDIDUI&xC
z6Ki5W>&kG3)C0BfFIsSlLm@p#UwOJd3ivT2v#EwNx_PFNvAw~+>XqCGqF+-qVhCIr
zIk`v?)@9pMNsXn@63>2>qcm?A*tXC)jDZ;<Bjs`}&mxOOe=ryZe(@M>rMb4eV_$CW
z#BXjt+zzG7Aj07chesPZ_?Bjnn9{<_d-;N(I&NXY?t};QqC^fxlgd-dB=(*Pn!=Z2
z1|O8{TXVLade&GbIN~Io=8UlPngqq6jFD#Aqil)`4R%mRv&cWxPL`^+$ENT;7c{O&
z5cG&Xi@uN<7^4>$aJ~~_63Stz(P#$4w#T(mq!Xx%<Fnzgr2B<$p9*@8J7ef1M!BoP
z3f5;gR*r6XHp8+V-C8*#gT0&La{z=Ks$rE%WFs^{7r*3@v0Vc=%ncwRLE$0O3ebZy
zi^~|}-14C~g$%*3iErM;nsM1*8O)j7ed>=LP+&6-=xkO4SFr`J1xhb6avY=jpF5l2
zrbvf}f-I~E^a}T>v=jdxi}qLXvYx{BiVth8?@24>WRn-kiOd_jI@wVK<)#$JP3=i1
z?B~g}TsPrF#LcI(1e5ZHl4cvYDH*n?p-PPL-4t#}Uo&td+)Gqz_(Sb4pX|aC2sp|O
zh&|U#h)=BEKr#sgHT=CKaS>fkI;o%|?H5rCigSTZmlpI4BL5xoB_Es>Cbwvhzw|26
z%$IU&#nKOWk3i1ZWfsafwr9i4y=a||9~2_dTc^%%6doEjIv#cq!qgcdjgo7IOotUz
z6vbOIcFkJNs~Kgvzka)RCW4#CD+3EC9zCTI266qAmbvVi&*g|!_yXj1dom(<?;e!U
z_m3~r-%@XiFDZzGwYb)}^ocscYa#S6<;)UC;+)cG7P)!Q6#i0Xe=)oF+0t0RgtLSl
z&Yxmw8D#2Q4t~|$r`4(B-F(YfrZL709*L3zwOa1#gM>TqPGxAS9(w?2G&TSd7U~VX
zF*Vq%1m7l_hcknn!HJ-P<=V`rOQiTMar5F(SZlr~2#XBbc^ADbGY%%toMo7p>P^~>
zY95sfij#uk?YFr5Khb3d(j#X5jN=%dxFioB$79=7N%toBtaK9@S-SB=Bjc1`D#{p@
zb;LzYE8F9eaiZB1;}-KIxU7;!W#`3X%q(e03$0ay;>z^OQI9E<;;Q=MMD{us@@+4@
z?ce{5XH1}mn@f%mKaTl)EHMztD=9}CXMoXunt>BVii{LkFcHiT#)x1zwzrEhLZv^R
z%8uqqxQ@8UkS`gtrT^r}6<Jneg%8UN&P34|ogjPCNGCpRq(%kDyXK)#9ge;*REFf$
z#S^g;1)>8iL(zziU8tfy;H^iGBW0K@m^4^cA4X+ip(?B#!D-*7or!oSi!4d!|7HFO
z@$E!Puq8c?jGiv8!t<i#>?V3@G{+U<K7wN`y|O)cIYW{W1dog>C%^ap9YJ&|c(;oB
z6HY$uBq2AfGP0pWs5;`!2k5yQN|<^bf$_)<{TQnrZJZBiuTmc)g!$JiV3JLTv$r&P
zVfU=6sf>_BGL}Vx%8%rk&O~j<tfzwH-6NujajSU}?TOThygC_(E>ifMDYkX|)%)_4
z<FnC}e2|(Gizg3<9EnWQnHf)!j=WKLDZgw_PjxGB-cnz}uR@=Vd1=-2E$Am<c{lf8
z$$SkFYtH7SYHHMdEIc7(yKE=@MZe>_#ZH?4K2?_E`9gquanzRReo>U2mLEEa(a*a&
z;MS^+;7_4uU_R>b=%G0>q+{1qFvigrLt?F(pMR}52l+H&UH(v}&S&yyPD@Fgi_Bez
zI*Ug$YV4S%>F+_$7=M^_Gue)OaXN?AVdN2+gUGUK_@5Grm?DO;Yc~<7uV`f^k#VEM
z#`7%crX*qJ?%vV&kF2ax`M4%gR`YleG!*Cw@j_YoV0V>c<|z=^eI1Tem?BpzT;}@|
z?mFTC&^8bD`$@$~u{ccum@Bd|h%t3>*HPGOaqAbEA5qy=F42dh5PWd<ZSD@Vi*H4y
z6<i4}^CTw3vl&9&1uG{p|KKIH<$lI|%F2z!^@UMMmeb2C)FqPfi2mvJcJ+kkCKaC9
z1XLLg$kvr%GTxzJ6G%z=71*H^QUnuQAVHTA>A59n7zHXdt4%z^XVXpsRchhrxhKYC
zoHEtoAvK#tL6n^_q6RTT#UzkLV#Xlwkz#|AaC4*V$K-6xOL<U9(DKh!ngelLT4j1R
zZxmI92y226OOcq9w=^xvgW0_P+V-!nHy;I-tDCrXhRw(|bX^b!RYxWRGsx9C>-k(l
zzAw)tbe;ZhX(^BeC8>k+ybOCcHF!QyA>wV8qm+!Ag?x!7(8w$nnc}f!2qB;c?}i^D
z3YmCw4$ZNzG<W2}T$LB&+irNjen9R4T7x_1{ruA@3g+wPP<*9*gHvfx0CL!6Dii9Q
zZjE_1SQo-VdU97am$16{E?yc>pd!jnqO=+}q~;s0cN#L?n>RGq=<(EG%8nZ3ku|h%
z4yhY8h?FHek%lQZ00l-rcpi;!_B7p~suf_vsjN*4kn_kf!yF_f%YMSE120@x7MdTF
zsDznl9GyY+0_Qk`uLDYt2#0G=8%*FY%99~t$nACzL~UU7=0w3c$gI09c?)sZA(@4A
zNKVmP{YI{cmVu;Z`=r;tr}}2HRO?^Q1y73edz}ZPJlyhSmB)aGRXZSU4sYfpkf+TE
zzd`m8C2<876AOs2g2Bau<y2I8*=qfl()$Z{b!MH1S0K=Oz$M6G(IE<pbC?*cqQDjr
z$5~;l12uM0_6hWw1)Pe>`<0Y!WO)lIuBeS9y2vmn<c%oDSjbOeb%=Z!E%OTl&=qfa
zkrDuuagYm+uI%+b{|Bqg&JX*qC`VD>=nC!0Q;~!<iVX!j)M5dW8WeBg<>6BdPmlmt
zhOK<DSqZl*tOgQXTH`K6ZA^5#3iok&P$Sbyln89GtxJ&lGI-(L2dYrz<}JmBNe-3<
zU(Wf23)DHcZCqT<IVsj|(%D?ciJyWYy9)HzRPi@i*DERr`RKcv*Zj7Qp5J1$q}M0R
zZGZC?uRk*j2DcO?B3wa}ggwe6bro{8$oeEqBYKqCEeI>vzNGOd2-fy4L_`=cr{N7E
z>0@2*8-#ux@QfjHk%Yj-0(dke2Tl;7w9TuyKotyeUSJHIVI*##=c%!CfnBv$ir-nt
zJ73pYM2-WB-uHq}qQBHyA!wkytJw|mn&7)>_+ma5D*dcj<LA;=uNZ@1KLR3RRMHJd
z6bK3W$FD(oOTZ&eUgf6BvGEbwgQPDlc|4hKz}%nWu0o6*s%rvD;MTP_F;@O+&#9@}
zpm_vuaO$50u3<fKFT-kqN+7_3b2n8ZL0#v;^o60VV%Zi|TbBweo*TmCMH>aJ5QpaJ
zX6`B2+_>`N$RmESHZLS5Z(X<%Jm3W3I(fQ1c>cMH8{E}A_@mlkReT)x_^#Rd>`uQu
z%sRzCc4AO>8*AyR{rFy3u1zh#{vd_8;1Sw{@0$$vZW765r%-_%e*+FK0P3<<pbHiQ
z0V>2+C|P<>7!F4aebyQ!=>`gTaV5ZMg}A-sThj2`M^t^BKGQd&8hY@QYr$G*hi=U-
z(`DlhT2C~VXcxsbv1k?ipqX6?tDs3<vW`t8c(Ey2TCb9@ENL1@R5|(iou+LAAIzdD
zoInOxfnyu9OV=<sMVJfF%|rA7bb<?a$h#}_hb)M1Y{S#vTs1AVy1H1peoj91e}CPT
zN4XRW4pb~HYgj7R?3tLAqjind-R98O<7$!kCW%;ieJSKrBJqy}HwB&D25h^YmD6cT
z=p6XE;|4a0GPH-&OtFnnmR2;wkli+LNR6!|sxVcLgll<5!AzPD{1JUa0dyy=0G}l!
z4uD^a%OC$`o~1{`dIy`w)@jO_Qr2`+so|1ZG-2U+kF=ECgfp80tRRL;BYYkq7SgmX
zhBeT5t5^q@CM@cRNZ>uPRR(gIM`|sh{&-grk=sh>UR@!;28r~-+h_$z7`5fRg-f8)
zi#cJ9p1{l#X65CndY$zRZ|ywS{N)Cn9n<6)vn-i<+4&g&GxD&hYLZ;Wy!dRw+c-8D
z&Goyd1Q#HmnYvhn?GPW5Eveo+Uh~d|a-LJ>6&7W24?xry(>Ho=_=l#3a!xG#o;nDJ
zl;tDPD&|m^?25H<p4$F`UVPs2(IS?Tv+;CS`Dq^44rw0;An^{`#ie`RQu;92E6<nu
z5Fe;h@fZ0N@TaaTz;8LG>MDgm4x(&k;xT-A&QR8FdM;!`Rh#}SogGlI=C>qk>XQ^&
zQIJ2zTLPeHCFQ5ko^^^;SqY<FYJ&dOBG7OJ<z!2u4TGy2Ole+l6E9QQa_D{Eb&9)%
zvMaV-pb1qoTHgOh)cqA6)90_3q?Gj6d2PzBo<rWNy{vvip+Qvu-QLo4&%I`Q0L_;F
zjMCxnYOJTI_U&U~wLG;T3rE*5U?yP&%eKow2vOp)r8IUCMv$I*&|kOyX_2rn&sA$d
z3d_r#fx~LFZka^YMQVUbMA>G%E{)g%`t6gUvn%{zwi^VnK~*0k4a3i-fmQMl^<2Lo
z*MKB~PH)LscKtW9b%6R5>PXw_u`mfijrWtXZ2s&TmVQ65{i>D@e91y8F7%156i!0I
z;Aa6k&83fJNG=U7p(}aT0$t8<)pwK2EC2=Hw~S$idJVl?&gwDEmo%bx1Fh}a#9bMt
zPIjVUgziy9LhXkGUpa=!>#n+F=6?C=;U%pe8Yde5Qvp)=atbp6t(&ik$DH2=Rl46>
za+t>uq;4zQ<_TYrgYhpbumcLspejxF_?}h6*UOqaU&6)6j(%CVC`;$JTYUG~t)tEE
zYwfi4IQgoAs>W)69{aUFE%DZ@J`JvBIpvdXtDQw?>Yg}v(&22{KMQ$NiYqBS6D;6`
z;wO6_OkC&!gV~oaP_Ug?A3)p6POCA|oVcB&9-OXHU!vb3R>#~`)aF`R?v#-A3yKDO
z+I3B|C*~}^H0kAarjb+0K2FFR4LxMN2dF(w*FG;k8}vP}6PJXttWxG}-U4)+_b}yR
zR)lG_c&loI`bL=qQ|^uF$%*zY(!DCt>>uj;lct#B<M8XH1)hQw71GF;>=oTi_K+JH
zsN8qJ&mNA^1OKE&Y34p;)^hiOH~AMT@)CCQV`ARl#}hGHAK$w=_fn`V@479R_LrsQ
z8ZyDIUgE5wS<UIsd{YfcpeEah=T{g;-d5V*zBMp+XaGRnb$LA#+5_sexrM;&N%%Q6
z#bQH=lwY`WP4sDi`_F`>@AVya%4^{xL`;%&I&$~n-l{r$Wj~m0r=}p#><%?Aws!iw
zm?nPfQhl*6sYLi1xrp^Ya(n>NB^a$SJIu}Da7sfY22B>31vO!HFHW(kK1}uXg$gyg
z_#(!5`>9JmNY_<am8T~DIW@MvS3jh*Ofg)hoIyPi()>m5^+mmv{1oW?x5MSBC1|#y
z1c+ea1NB9u2Y1tJW3Rshr`S|Py4VU=JBiXu&zoN^oMt+!!g@^cInFG8#%imR=6W}r
zWN_zLX!8D;Dhh>5?Zes9IO={*i8C&sCWy(f-`_Zpd3I>O!+YVwN8e;nqmla!67!P>
zdo{ZsTMYR~V%qrwD)g>~B8H4SO!U%NLr$c`rLo5$ELne89$><wvG)fQr^fp2#_6*$
z50p5|+`QZnQw|ZG_flxV`UC-p%jndMO-QXBPGTOA*HRyN7!_S2^7O)!w#NSJdNP%y
zgj`IHeWL7ioR6kDtAf=f%SsYTgcp0JJTijd5RU$(XP~B0<S&!2Fl&Y{^Cpsu<{Uu*
z-I65Na)gkT$sIGQAG$!fTQH}c$c&Xia8VI$u|}4KglS~#QRR!v-YO}Y*wb8LE)o3x
zu$hqn+%UTzD}-E!I>9D{O3cHbqa9A<RRW0=C(=2sVyU#hsc_ZKDZ?HtobE9LBoW{i
z;4wv`{+y<()6!-Va*hxWID5{PUIKvv$tBc|sFh=cUi+AQA6eNTaxc3gc4Q#Kj*bKO
zyk36+=15G+ie%2HLRIxdp=Sjx`xR`hPQdIyVF0y3d(WJv-c$I)SznRkpQixK$@@W4
zfivf+fGzehjZD9%TFlMSSv^*^;QU-qhB@fCoo9{t1b1Go%DsBLFg0-Uc&?D_LN=s8
zclgLd^KnJeTSRI2HX@J2TiR_)V@~gbd+HgQZgU<-P2|`!il_S!j~`_i#4#&fe$-I!
zx1t-zghRXbVl6M_n<FlMq&rS^0!?w8rwJaBKGre*(m4m#jxqwKbhqae%kv@&iwvam
zBu_iZ{vwCPjFlZba0b&yxzC((@}T?tGA?}0vqu0lV94~|TMF=HnAnh$%(ARk%ko-4
zej+BX`Va-J+*Q&mombv_qcJbC%x^XH{E&KaI!n%*ALp}(FFtpLdVg4tIgrNQSYTJ{
zp%p&pt0UnVj;W_sumwyQo+zGb*nS`}O=o7uZNdv=?ODo;T!JKLWBgf^%`j<jJvj)8
zZTtrshIqCAm%vasx~EJW<<P8EU~7l^-4QG_#)I@PfwQQ=##L?U4xT0a$4r2sYk+RI
zSXE7Cdw@4%c;aEh9(Y!BxF@>EN&cvW#vQn@Y`xII2c@wVnb#aAu02oq_@>}I3V8(S
z(p;IUePa!Ucas}X>9i=~R^O81)yVP*+Q>Vz=qdZ#?+b;Bqr9u6uqC0kCSHDO>qY|x
z1%BOrG=)Mu$2%lw74$0-{fZ5dLOiZ+K5lRi7%iB8ze3rpl~UZG)0#^wJUNzXe{uCf
zGhf!$E6JJW%Qj#Iv=6qDCAX|-M%>}!_h3uQDeKiPN*R*ihUD9hk7g!u0p(w!2HGf`
zH_3Vw^3hY@77nW|cFuMT3-j*A`WB(^cnZ!gvQl5BmOU@cIxH<;Cxv#IMh7gzxoB<(
z^~zHY@}k0qD8?FN7`aaav)IbX_!!e!aCzC4-)?0c&2CL-t!PS?3C#fWO@nm>iFZj<
zZ4YH?zng}LM1JzKaZT7L;y|}xJ$`B2zM4-gIXp3_hO{gPI)<VOjgqtTn@?_i{8RSD
z#0k-Scgkc(T|C{va1iLg&LKW}A=6%HWwEPCW=CX3wxL*(Ju|igumq@zxltjc`Za1}
znU)>kyUa+fmur74U2F1=@$^tzKkRK3vhh3wlXR+u@oO?Z^{?$;HGT1J-^`+fTiXnQ
zouj1p%1=y8vKHhQ=$UF_>-E4ESrn?Ic{T1YL@XV2dgJ_6=ey^rD1z;h)L5Xkbi?GK
zrbvy@G2^m6rTP8@!Y9Nq@Y5dWK=A^izR{mwm!iB(zyLddVV0Aqh3h^ZO?c3U;ABJ$
zg}CTzNmh@2oKAE#pAhf#cJ)o0s-GX97S1L}zFmUnQMm3Im2oNfTDp<;c0THC&K`Kp
z=6TL;baqMZAiRgd5T5l(hU|xkpB|VUkiuaHB>o-VC;wJS;sF-Tsx!`iclNbW6154<
zIp)yP$xxO)#1~OuG*R>XpyJKM7(V{VJJ3)J7sGn7s0`i*;vxuT#339i*VX5p{a!<I
zIPq(4rcDu;=R663c-+-?grM_IuR|uFVGnSJ$Em2#%6O`B7;?%G>21p%hpI;9*W;mu
zA>;JvGvqO2W%J(80RP8e6vGz6X2h5!jCD43TRgLF!c@opa`~ZZd6LuX&aNw$n)V7h
zg{7Z|DK0jwx<h}_qXYwX;R4L;U{cmD_R~1a#G$)H7|&7hMD2R%_J!^;`CUQ7z$fuj
z0jS<{uhLQy^PCk7k1509ml8v1<(E12*(H6!(bL&q4Z%l%>O_{OL4MAu0ifw#yJM|#
zvA6@WdnO)!l8F7C4oBXORns!n3l38H5ju+3MnczG7XLT(_HT=A9%cn^rY!Dbe@+2k
zX1Zb!-?p3fNVS|l^Ha&E4=?&0iBe0l!|N2wPIL*0yO-HxPOOE(#arH5bsw-J?N?&u
zgdd&#kqq0aV4ZF8I&~~pFY!&`Nca)fQyl_T_`efY{DB9exupY*e~*AS0TFOoLlT$u
zqc`adcyUd-1u)LIw?+>Qhpr>fN+7Ad{A;X-j;gt1YZy_#GgJ=Iw97^sSG|wg-&Mar
z)UxPWtCwQIae?_sxH_=>bS^t4SeP|+5p`nd5x9s}UF>^>XllX3DI}PKuXCw)vtS);
z6LU(%Gb}{)lwxv-z_F&66Q4V;&CNXU5;A7x;3i36&VPkoslGbSfwW&58I?lrs&W2i
zWQfAUHKyBrU$!Qjr6H47ICK-{?un}yqMsOP4$-@#>cN_B7LJP;n@&~p{eHjxzO@@T
zw)+mM*2f5*N`Sz4#?j=Y3ES==q<|9vcs&gDXH^*G!QnJA!y4>r=~fu3!mufocy{XF
zQwwnh9T#8NbDRMwXJe6TQ)DCbEFue*VH-{hgD;EaK!F3UJunn4>Cr503<Fpd5F#y$
zjn!d<qMAa8h~gO2#Exva0g`_$Haf8?7yOs?kH_+=Qi8FWPdAEu&G^?XjBaom4T9Kc
z_xup#MR_;=U2pczXfAxe1x4|bKC%JYD~<@@3@!t)>x;7T|FU;bwU<g;#j7Z4DYnx9
zVfjWw0*X<0mkCThiK^HgSvY#84=w-dTwRrv8Wdh$sDo_@a|<`k>K43JK{Y6r;4KXn
z)Ei^+^Oh`&TF+`Ea4|b|Tc;+k)cPeXq_<HxMs4X|+3-Xjlr8SQ>-nLb506?MS#x;p
z-^VF0n=DkxKH#uvDwfE=b@T|wculUCwjAwmEvj1f2y|&X+F5<|%uTspdD=Bo;#9&#
zUY2-lbN0}bl=!?f8mWFmp36~;WtL8S&1^xxlT`9|sdv<9T!=o$Hu%0BtD5<q;@E6)
z<+L<hXItf3cC;VfpcnAFhCkx;?r$65JSyWG!0ZoQQrcN#3OOsT_;(uVmVc5X!Bw>k
zL@??LItW(xrXJZkcwTBm#VYeByTqsWsygRk76!O%$d5>eYQ7I&gE!eqOHY6=c?>I?
zw#lk24PVnJkFy?=r0qz%%L6LX)fXL%D6mnp-L5qGc{IO=3sj!T9g1ZPTN}d4UYIL$
z=dit<o6%RJ_Mgl!`9+#Gtop9Ar2GPJm6V0}Du4am;6VST*(b0Xm+fproM?2gTbgL}
zl^ZnG+)TfbFs-bZ{VVcQ+3QvT%>@*@Q*V8`iscvX6xA=Yh+VGnznj5Ge2WLL_95Dp
z#=nTNMo{>jEVeaDo-NbW28W*a{ytxblF5AL*PFzjBvPf7N+&vFGQ6(Bvj%DXgW3ha
zap*Ax8C*);{NXOIopMXrBxP>Q>K*+Y<X5;3o1FVc$RbrqBVx8^(ssg>QfeyzI+GSN
zNdt`p%kVcU0mIpP3JTVA#|k{hH?Q9ZXLq-}w^zMHm%mKfNmII_6x9m@Ua0WEw8lPL
z+vVT*0_m?b);2>6A$(|tKkc}#5}YCDu?$~v3+tH0rav8N^vj{TClL+joz%dJVmNEY
ziA(Lc0|CY_4+oc4^iCQBxd#6)P@OA1=v1hy*nzswVlgYr7Z#?DhLsd?s<wBnZZ?Ys
za4MCUcd5^OB`hyF+t>_sOr+0SFe&Vgt(i7#K+F^r&4RL9ZfO!qM6>)pO)4Wl5e*E-
z)3tJ>R{Y;iqcv;O%*q;?%k-a9M|Ri2Z<nmq|ELcNQ}hh3FYH!+q^@I3^Ik_UkR!}r
z#e1(jWjBmFI<AG<Jzc*ERq}sQ*cCXM4x1Q-d=f1YOjWFo(zr&xhhp*TI97aL(dynB
ztY~Ttsb*K@Mq@3qHqCR-?QDL@N=atZwq(ui3!#VziJ^HB2KwO;^;V3fR6v%4A*c@T
zK3zwr5+XKlWm%yQoY-ae9MMn6bOsVh5BzHa_gC8{ov0qm5Xi~I8sfm>dc}t(zXG;<
zS%>7nr41FS6>boMEG{knEo;iq7PW?*MU*jlQp^QyUMUv_I<jJymkDkb{s9g$K-zzf
zf7G5`TTNE!vJh6z(-}iUWuBSc%qeAhqFU&NmsTuE`_=!$Dy%8s=e7IOSC6Iw5W!V@
z%q(6CZ9oKFHjrZj=mK3pr+Uir=T_6q!ZZKtENAY1oHJc36;CH#GFDKZb0;Ww6dRt4
z#{5-_uH9Qv`5N?PoLl6jbC1~>9ZdeZH0@17w$iAMp=P)tUAs`yaJV|377&aj-#&_W
zKg`;w-9=a(`8j9wFP`&ShcJe^9EQ<G{@M|ss3vyHUc($P7pF{USHEyvgHU%XHtEv6
zeA_Gx>8{2rJL<2VsqUAy<F5F%y%yf6ipQiL^rNX&6Hd-aSwMHVulkN()?>-{fsC^1
zx1rVl`fql0L-69GKPs25ZP5<_5SP1~bK4o~lSyxf-f&1`HMX;5t8GTGT->vlVr_m)
zCp+{pzQwH@OK!i7*wxkF;4{=x=LeYAf?)IvW#;kkFuXR>7jMmeZMFsB9EeM>Fu(mh
zI~)lloIxb{*dHfFM{CQy9rZXC9*%2%@|zDQ@Pwf>apCmZg^s^=@3zFFS1ky@R|Lz&
z&;dTig2eV%ry*;1QijW3dzWaXSH-RkReqJ&;NFS*%(_rE<t$^T3zUzo3F?s5o)#j$
zl^$}ETh=sUvR~HI=a8xmlIPKE2RJTgWv6WVS51a7>dOvmJ|z#}dh-kuQM7_=vW;}9
zrw=DAT3QzN3^O2we*^Zk^*m2t_*bg3$g+s%`q%tIQepPEGghygB}nBN++6!xw!<Hx
zQxsf^_Ugt;Vt;uKp5F~MI-fg2hkMJ;oGGmeA`u@PV#Fkp-%ps^umT7@;62ZT*=7OH
zUf`U~Jm@go0t9W7__rJ0JIa4?X2^m=)zhV1rZc1e$ABA_?jU}$09sQiwYQVRTJ5vN
zLlN%$+MVX&$7`XDTVu1Au-BJTUTqz@1)8;En?`8vI8`n4|GRaC;w_;wWcJHTc?2In
zV28tT!6=%!P7NEF*{tykoK0+W64D8v<xn->NGFuIZs7KOQ7uVduybfl=^k01rmdMg
znzCX}#N@$eV*eLf&l&7@Tj{Z0YFcHnRVv2iXtLjju0u}CUJW9vhFwkzC7bu-j-G3w
z2;8QRv9({$1)bqz7jYL=wfuc=^N~&O8Kbt&-#k`5Mpm6iIG0;o8!4kIB^MqK>gY>T
zwOiE_JrOpI+Xj)Jjt8!?!>D^PE|J_vWOmvK2tE51C;3NM#dU;#lktW$9+|h{=3|(T
zU~f=S1_q2B3$pAkCm9B|)9uGycJ~!yG~T1BW7ah!Wv|dwjvAe;UUzZc_|fDYaeTX?
z%GLjPyH>+)+$!j~3A#+pO*34i)owGj*+R^XT<fFS43N;aZCtwb8PZ)M4o{vkqoj60
zG0x+Aak0%|$NW3EY*wAIy<z2H7<y%BpxXB<g4Ns!i`A<ch*T3N=+?CR#9X+R0GP&D
zJXt`eup>;xl$$mIntM60%703|mK=spCb5Au!=&n;`y_+VgO0bwyLonoU^i7e7^w2C
zaey}==s?0??VhVSb2pj<sZK9AcnCqJ`u&!3;Ev+odWz!Y@;oiX?6`m|PqDYh;15Fl
z5jBGHTJ_}FWbLW!=#w<`A3tPV)RY5-ezGtu$TE*lzSD2W(KGfF7ARHYIE_NeJ*)<*
zXU)B9S~)kcrsPw&HJEH+v|Ls{alz=Sp7|t~$o1Z=WHz7KeJHUmk%R5<^_W`c`lKX?
zh+}&~1F%YY0Ny-%$xakhZ23PygHz^qM1sx4PWFgyhhkmn_Pyvj6svPxwO||SvchrJ
zwa)vWp4pr?$Ju@~Q}^Ri*b+8*3T;+h`60^mZ__7M+TzjAw@7t<Ub~8)ULw(K*C^A}
zi_cR!lQZNK3;m;fm9{|5AIIB<UTO3>qjuUc1wK6s*;Y~cFeSCaTfVVj;H@wYG$&6h
zq1%5P*cqS7Q(t{=UZW9UQ{YpFV|qD#3-QgZ+G*87VqrK<b=a%f4UC9xJ)51G*V<}6
zZlJ%_<0!4&ADD6s?VJ0SOo&!_3vR3ml?K4~3AW8B_@0E>=FXm&ZB}Rn&L<lI#hwP;
z7o=wX>ZpxeeZhw={|;-=alG;DVaLk>NNF6{J159$l&2wWwn7TrQGRydu*+lwY)b-J
zyRXJKi6I#kWK(Kz?8o77n2A2eFDI8M$8gCePE6jjRrvfCKW!m>Dcy}SnlvTtiXRIk
zBFowN8Oh!k%(*$yzZWz52LV}WMF{-6^r-`}WU8<-AeL{B+zW5#2{o{T`7KR*Efzk1
z`Pu6%W&73Wz$OKt=ltE*sTOkAwHn^D0-qS3N0?qh0-LY286w&WQ+i2IAUOe1WqKbZ
za8?63)+ua`r-9<9^EO64zL|!ImT#7Pg@xIiLm4z%g7$i}z1qO90^k&GR}Q(4<&SM>
zK2NSDuSb^+J6erSS99yf%l16dk$P}wlk*XW*18FRRL}T)Og8gR*|kz;J0qbOJU7xX
z*EwTyIG3O*TRhOJLq?kO9IcoiB?NQuze?x~iZ8LT;$dCddL(?Bt6M|XRbW0Q&q8cQ
z-+p~C_{@r);PC$xyS0beOSVZi%_KoYzKx;>4Uk>Iq(czfszngcs;)hst8g=Egt1V9
zdyZO5vyinydgGeuQ0gp`W3zP*jmncvN%JqP6?f55B@+0aFQz5#&=I6bv+5*bEme~l
znwW*aULKgU&L1JPJQD93_I$)?C$BXHQ*4`J*5B!!`tp6<?SAE9SH$*WBe!qKdw7rJ
zHcdA^YC*tvU3&4udk?ukymtj{Q(4PD@Ye6a%AM}ezxQP@q~%IZ#W#EOlP{$yKNgW=
z)tXEYHL|y3x2^K%xB9|s2CTuV&J9JECP!DzeN0{cU4xS{5B0$S#e3p}6#uq1&&hF9
zCn%qPsqU<js{}8r@Tq{9{ns}WQ1ZH+E)sd3>pGQ9j9%8)iuO)RWKZzVc#E=kPSZBX
z!F;e2tc|%iKk@*6|9Cmw;ymY{sU~k~f4AKJP`4G1nQ6myRCbf@<@htX&8TEqiNEZ5
zTtza=>ag6TW3+j@8?yifoFjk+?Gb_be-!JP7nwweZ)P~0L<ykCR@Q{2zd`c=bpV{R
zW3H!a-a_5|lr#66;~c@FD}I0K<jsxo@_Tt}^>QR-f8}*6R$&?K-`2u+KPWiwJXmXh
zMaL|@e)Y%IRRqd!g?Ow{yTkBCvoWV0Lojv`g(Ts4(#Q5++_W9}*nu&9b*h|CHno^<
zWfnfLvcd*=!NZ-uE`U?aX|4}vv0kofFfk{yE?8Z6&4u8aq0H{GkXEX<MYCVt>i(&6
zIuO~Q+ZJFi0mm;EeEXH}+-n{Df&)TV$BqWhP^Mwgph3rG&Bs1PV5fchZHEX)+&tMd
z2li!~GS(-eD)aTMF}osFx*aMDkmrF$hP@D3xb9QM)g!;M)06IuMUCEoGe-0OR|Uhi
z*k5<&CktD?{~aX+PY}?ZlhkOktD{lu;qP6|Dx!(j-sP{<$TDpxxdE_p5tcx6eyqOd
zD9#!9%zIjI$`d_;*o#m?Uq;5G@~!#|H<I#x+OMsflR6fxjNk(Ur6#&%`^Bp}eGD75
zY5Tm^u5TZ?X%sunYWke2KBEgJfQJd`sq`L#V2=CzU?c38^OoHRjwPVomPs|}YFsv;
z?54#UOq*@wb-2>9TcF4yVqC<y2Uz24g_Txb${J(1-Lz2n{qMj+*90TVcTL}ZnPImw
zhglMmVEMY>YK~a()=?Ax(`cd4BiIZ_7N#ioF6`^OEO6Q`J_t6uP<5z{9Y|&=a!%;_
zD}L}h{%DZz7_LBIqnTT+eGJ1S`geA9*2i_`p0b|cC!a4<a9>@Rp#gn?FGlAcq0&t&
zJw?igG$Km)dz4Rwi^7w=gDYlP2uPn61<BH(m4#Z(Y|?&0C_AhzLAz%(`i!AxveL)_
zcvD<4m)$mM{tT2bU7qqnr#9GOAUXO5bp{X;t*qEoMTWPw++Xh(@;4>(k8YPbeBeuo
zIsU02)W0_B3y+R3WCPbCtRraxr!Pl~V<x;3jv~9UD@F=RNTf0%NR9rP<pY!Sc!zI-
zdtwrB-SqSyJ#xF7p2W6Kzl8iQjO-x2Qj-D_|G-iKbKInJI*CFN=J85vAe2Y`0;kg2
zDPl+^MGT^YIe#D7tP@IvMeIvAgG}1b9O0?a=nl}-5JbnWY^5IImaxg=05dKN;5Z5a
zmpLO~@%D|xl>oBp7w}x;ZZsA?(4{WKjr*2H*>{-35e~|;ajJF>n7)Pj?r4gn$>#VM
zMll-%^W|~o7N3ZOSQSy2wk#F4EmFx)FHHAarzhlv2yxiJ3z+_71f7Js&K<sRcM=Cp
zkzV~p4RQU7yV#CMHt$Sjw<=K;ipu~=ro>^|mD)I%S88L(ioPi9SvYyR4i<VNtAZDe
zqd7yxQE7w9Mg>tiFUmSXip5u%oGOUI*|!s+S15aDcf0(OJ2=poy#uD~QVIZ}m=fIN
zi1mBLfRjS~wX@zm*K923)S*zHo@*e(j>oGqT%*J$P8&gfcWaVoSNmjfpkc@P!gx6@
z0QwEufvcx=!{2{@0a$6~(&=?sJNWRbX`n+u-+Fln)2M>Ol0z9N-Vtf3rmrwqrHoa#
z(-X-M)Sx3b__1#oKhKuI?R>24=49o0jfVIam25R~|LL!1lLi^4-%Opl;sgio&ZZs1
zb~S3O<Bka=!^pplw}le3MY&{?aH6Vbz}rqe=H)<gywB>>fn}jFA4YApqi~GBs1!xT
zJ1-@AtClS>G0*cnd>kZtui6F^*aYT^#n(tBqLo*3grI58!9B<xxh<mCw&R1pAu3)6
znni`9ujf;%uSE4>H#nN1R$71xPx{K3aW;X!dU#;zg+X{xOPHm-pS4k8kK}H-I_z26
zzksvaLR3C^{~vitCgA9)-WS3JHG_dS>5Idle|{^0<!%#;SpolWR|}`iEP0+B>Q2|{
zA%U48kE~~qxl*Zs`rT9)^*DwGuSb!>OK4Zvn-8K1q=*sh=zy;9CtYwzJo%mU=^O2U
zm%eP_3poCC{N+&hal80>n^e}3*p-SzTE`cbv!ccFHIeHPG(H#i`cx-Ee1Oy0B1;$x
zu%k}UA9W4_k_}&s(<}SQ$byF0#mmQE@MVcb#^+%9$by5@1!f><$a;Fmc6$Sd0dtx0
zlE{h@z`r3(x{<m5Ft<Oh?Q$48>uLal<f%2ox)UX;DFy&Na4C`LwYB!D$!5|+yo|BM
zvh3S-z{5fpq`FcrgbH?1{U#JJO;Kl6=EEx*U7|PnO-+lk%4m)D_EREAI-zm8EWP!*
zzO|d|@x^u1A>J{T^Es9pTYOUh{=qes7}gP^9%je?0fWMp&zSm~hxO+ZAWDm@<3GBM
z+5-J2<@VpUrb%4G(Lp>7za^w3fZR@DB&hlv4x3LKEZ}n(9<n@p*7#3QnJCE^*!V+6
zoscF|oeikoi+$4lNXAOeH`aL68z2pB^u|ZYw;@a2tQvC1biUQ4!F=Sh^A<#a)W9}S
z?Nc9+O4#3`28Ha^2v39LD`-n~pb;(9H^JEDN;RmGHq<(<<#J#PWw3&XO=}$OmHz2q
zH{U9CAGG-~MTm-8cnfRCoNJ)ktNfDza@&O&W!g`S{aeX*xC)Ww+kc`QqnL=|dwqgD
z(aXJiZ=eSE_gAbOp3|{@g6lEU34(z?%E;Z_2~~b(@YNnOP=@IH#vWhu-W~MWW*SU3
zW-(9Q9KL_X-LHoNUb2CN0j&uLzrJ3b1S5a6P_<rl^+p)3$ofH^rl^a8O7F3CatKk6
zQ`(LCY?&GRM3xOwIChDCnc3Qux9x&k_h;k&o&Jb*;X(boHw#LySt1K}aY-D6aTF1D
zs7(n&MX+$PiaZW`4I3AcD4k>AOsGKR8%>8mW(!Wu7!HS9KwAyR&VU_2LwM!FZl97P
zpQrp0w`)l4$cZn2`hJ6>L2d?EPaX7#IJ_=R!1mQcck`O^5$cMO?9BLy%yK+kNo&Kz
z)~5hY#e7UV0jl9I;&am`CPc%Mte*>B01Ch4v%dW><Ln_~DYN;P#?fJYK#=kNM1`VP
zIIYDdwf}v|Q6d6m8qcfl#7US<0kwNdqpY8yJum1HU-cD#DJFRP$l3+*{}<~c6x?g%
zSg>-Tb5+2*qAy&IDxm8>tUpt19GuiO-j%D4<zU>#;*v3A<Ssh@teHa>^Uj1ALVF0B
zO~R+y7e=huD~Nw;#4gH^DWd*|AKmq7B^`X?fH9j=a5c1Wky}O+cP5_A_XJ;RHNJ1N
zI=HX7Y4sj>pCD=S<fAc{7LYJo<gw_nBIZg+veDl@KWf}H(2X2P6}qYLb<S-<<8XRH
zEpD#lunI4E5u-R^AgSf!`a<G&k{Tnd2|J0KO1Yp3yeK&17X>F4)a?|>zETm?a%}u-
zK!NSuAg`o;C#_NIOTypB^Lk-VBx!5`OI0;~RF%(7QilB@sY$~{(Mh2uPpdL`<(tz!
zxDX6f=Djv1zB?@n29qawm0d8p9Kg>r&f+-(a5=8uMLoe_5n15#<ivLq4y>}o9;Y0F
zd-mugD){^sIZg#EjmF!QrszXJSM*ltX<4`byz^q8^M?J2KpjUU?|i$mc9E5n|9w)N
z>Px8K$4`b(I26(>>?PFif>#`57VdFhOuUEWG=6^;6RG<Q#i;g;UVJV^UIT;hR@t@M
z^;>9{w=!j(RvwKTsB7ldn8wdt4LsDcvhI&NKl8If4r2;GMO(MLH%*7s#uZ}Oc+l-E
zou5^Xc;_(=eD*gF6h|D&&%%3+JU=ez$uN2ad9xOPA}6!LiATEr-yjYOBc9y$20zE0
z(D*(6x^0VdJ{-0P*hczQf^K(>OKP(S=}U;;NotG`G<9fRrCd<buRA_<nPnbgL03fx
zAgBWaLCxZu>@}dk_H3QqzlQpqv<4YLR`hPF6x+$Uo5d-~OI7i^u!Sv+WBbXmMk<6m
zbW^AY(HJPwVQn8=1|}+NPGy+*?zAWvOrGXdcERXG`VBJ9;W-0v%Gd9ro?x(uEO5N$
zIw_2l1xvBVNm+2u9^FI*pWh+}sH3yM(rCO*X^PGQ8a+&TGs{2Hyx8ZwVSge}gG8}M
z->$4(WaZ?4-xR0%66*KylOYrig)|F$3H7_+6$hDvd)yZj?;$yj-#a*W1N)49KXy?z
zdU3yQQrr=Qx5BQqwClIhTIzh)nkwEADNAS)+*$#BIaYiLS}Uxbh8;qTlH!0SonCKI
z?3ya4F7r_Fd4Tz0kU;b?yk&&cU2qF$_ah!s+gFAhY!e<g;-8;!9eiW6<{vSovSv!a
zD{WLB0z!M$;ZfqD{8DfNQI<e_tK7)k%kpm^)aA66%2#|W3Hv$mt>`2S2%Yl=ckKf4
zKFAo`rGcZ+s*MH4W=*{q3#xAm3yrYc&DWH`_pSG$20Aspfm{5Zd-|w{SF8W>uYdXL
zKmYRUFaQ3hzyIx@{{Gv){pGK}{rUIw+w$vZ$3I9@%vc_#+B3@Z>!|&6%2l+Il*3#p
z8u2aPoMl!MSC$dY&f#sHGZ)bNZdXTSkh6SREVIq4p{EagKQPG=msIZ9AQv{-$-!li
zBS|cUo0?$b7|`yUTyP$7bzcYn`=%@^Xc_U5cM^n1iV!IhVk>tazdoBo1?(lwr>HL>
zew5T0-wCQwYz9c7AO-5j5E<0c2?`Y1xk(DKiDMfmH?*D@$ENMUAd!H0mNL$Vv1RC3
zWe%GJ;#N5^m^TYt2B;9e(48DDGtR?vMz5yF^}DDim?UK^aN@*e0C#f})u0xLU-mjX
zMFpSVB8Mdftc=FnlxAqKR4nj`YWkLO{Nd)sKIaXh<529ux6%dvZkWo_MOIG!_kvS>
z5%s&k$q0z<I~DVK3GsfztOS;a;Kg4{yocB{9yjv#&p_LwE*R9lDFa=PI_i4Vg+B(F
zvUdGu;uN1NIlY3zqP1}v%E~CXwiKTbd*8x0y9pF+m@`Kz-;}^5Ls}iin{oyM9<_T#
zSN@3!T<D~Ap)(GC%##ds3bFo`5eFNE$4xk_IR*AM-Uk^s>GK$Xdhi{~;{nc#&V|xC
zTTJ{|1Y9{N#3>0r#%T?lol4YYy#e9=wt(k93UQiuq#!)>)(P4&DAfCCV{8`3kAuY_
zq1Zk|C3A4R1SVmDNP@>dgwXNeKG`h|C&mK5nFU9f2X=108EaSW6=E0bd!mNa^`sXI
z6KQdoN{4L%HeQ!T=0ezPo;Tu*w3v8Hb&4|`Ct;0W-DIyVF6fANGV$@i;9@FLDnc5l
zg1H70n3S!X?AK7glhz<(J%zs?SuklLXq+^-G*#nks+E$L1uTaeXaeie3Uwt<WPk&*
zGWMZmV4|_HG=_Qa-im_3%o$!|7mltZubptN^`L?~^m_d^>XWY?#+Oms*Sol$TkLIW
z6+E*?4^hA8x5zORtTGmF^O>TnfUc|<-}y(I6%RAsD7pyLz|<ZcyRvSPRg=dTLr~dk
zsNaW9hEO;Pk}T{s)Q>SMj4p{&I<MbAyGP+PWG4Z8ytCLhR~Kd178h7KNr9D<|7{%8
zZX2c7(K@fz6^EG>-*YJb(uB|e6q;HEMJjl&P`g5HVOaOE@{CuCw+bF`)XY`A(i7q@
z?82xV{1L*zpB1>SAE4@c+K$aHue)Lb#QVKGNc~6;lo{PjlZ*EI5!^SVvL%ommiGM5
z_UVT`+#p^g?xf_@Y1Ai{x^h+DkBAN4#+hL6<m4An?^cvwp1*W{B_HBBHOox;D07l$
z0$sF>8N+CkxWn!30^iJx%h8pKdm-uS?WUTd!G)yNE4NK=@50N7gkJjI@N5d%*B-k>
zpG0z|HD8j2sl3p@+8$C2_%{v#oFt1t*4Dq2nTWnIrrz!7=Q21y7IO&b`yDF;$F;qE
zLW?P2i8(9!NCjLOmTNTsKk_MBUJ`OGH#|-jAZRba;3*Ezsdoz=FZw9gLT((OO=aO(
z0uCIfA3P+Iaj?Xkm0?Ter+mpr{)xOP?80~~G&A7NN6&$C;$Sd(9xO3u;S0%<<Z}j<
zTp=k@noZTW6h|=aqaDw{4}=yLJ**pi*XnddUTckg+eMiVMdqpuFz9{ZxJl-#J?7|9
zbQV4mJhq>Cch4>E!`CFS4<OW=$>&5ThAEE{v?o)hJej&^k8ijnRe9;9JPQNG(LB0<
zb9gPiGk!F?u;iJd1DhZQdgAH0v&4M}XtLBiOr=D{{@oE_Wv8To6@|daDHdSmDwDiz
z#WFlPOXwk>Ntm_3SxMf08fWb)jt>*k7XMQ)O3y7y-fxjKTqLDEzEPoQjT`i<Zvyo~
z=Njjmx3xJ2=~i7~PP`(@62m%ZU)B$S+T}}j{)Hf4&Rte_-WN2!t*={C(93rb;|pnE
zpOxE1p0}g~yxa1H%K_G%vk80Pg(gqoCb)pNGD{9%bZM6IyZtVDLgASsk2H_oQ|I6U
zidw9_b-WtS{wH8gP2L=5mVBKUHaa?m#$2E|;i+`SD!gyr;w_-s-Is}JD;n^1?c}X!
zib>aA(z{uAe;jAg%}ELlNIK_TjjQ7VebZlc{<^1uDwi{#s0lFuC{ns=l(yL7dvg*)
zMcjULc^$F!f>pdeu7hbO5bs~72q9I!i(LFUPcULnvB2a3-Z_LIe4#UFzn*6EvD@z=
zTRuE>w1TW9<ltcN^4lH7$3{0__{HvG9e`)BkNPrk5Onfyt30My*{|&ok{TP>h_pk<
z?R|XU_o|nJxmP`X_4cF7cM;P8Au0TdhNJw;{e(EIU{}`3{t?glb)J570ep54s7$v8
zoN+3vRyxS{&z?G%_p{&N?LTN+&lu}_=YmArDKlzY`q1;(SS!+lH<%RKauy?_&52#q
zoi!nXDJnFq&VAY&xa*ivbkF<-{zNTjPa)5vXTPfm@_s!!MOmp%9TroU)qVij=R)TS
zdUiN;9B8FeNTc`E19+rWmN>4@GCXr&(#LX0mA(jX!Xqf~#$S0`)tm^?K1+EA+wg<V
z$=bkMyC%F7<=S0eR>_M;PP}~^g&vx?7%QAL6Vp-7u!Y(KtN2C%9%8GW9(stvpS~~f
z+nF~*gCk@IjyqSRT6wW`o8d8Go(YbzD|TU4tc*n*x8^Q07K$$b(n=#G*VJDn4%YN_
zx)E=K)`e3C@4(jJf#aq*P0sj$Y{}f>2WCAvVyp{LnNlEbf|7S3AU4N}D8gtg|3)qr
zjh`x>#z)Sdj}d2>lzXhcZDgZtXot=M`W8V_K{8mPR{h5gc4b*$UI%2L&gv?-3~CZ8
z#8Zk424(J_;-joGZ$n~-xK1oHNn_%~HkwmgFi)1&z=^s*ynh|Vo<$QFV`J}<*WFa+
z;PU_#EwAoZQNWk*9pvIIU=jH;F~%A{z5$w8$FUh40HS9O=L$^Y^NKTja6~;TG7{>e
zNYq)OP72s0IZlrbGeqNN(Pb7xyeT_cbr%?<aXR#&ppPb@lOXnC3RwBZdpkG^t_nCy
zawG|@d}ApRw>AEe_g-soWO}?Qs=|!5E-=rdtQ045xtjy>Dv{p>q?LL$1cAW=*e?@D
zOVrv-#^bS$eLA?kScl2rB(mkJlPHWDR?a1`qSI4zeSm{Qh1z8$WKj$bjwj&B2gPAK
zA3%^Va~=mDKkr}STEG3^;D;l#3zy>nXUf@cvM+r5o)uM-${IJkAT9`)Tl$)~>8Hfq
zQDJ=Hr35AL_dITl&MisYT@gF3rMeQz#Zgvr)!~SMObhpIAU~`Xep*JT_gxV)Mnz0E
z)yp;=45PEe-NOQ<4m<>KyvBI&ser5Ug(S<d^(!|{Z}39#cSAM0Zg@6_3`=R!HxX;o
zyh)WNb5+c(D&|%dbE}fMRVk_VxJJ(9<9i%%C>v96hSU$i2O1Rf6wvp}5K5gCa8|%Y
z0ar;M4Xpg*8aaTEoyrh)W6-w@VMBw^Za;YPZP;__-Ga|oebmadK|XNs>pZW4ByOKM
zxG3N%4O{yuU-H~P8ALOqJcJQh)L=v$I4j_yfUEF@WSMcDWTZ0+pglspFCa#za&%a9
z?sw7@oD{#473QLVD+gyy=B_yH4)&rBoh5XU&{g=z-gp8@22rm!<MayZ-I^1f8AhdS
z21<*W5XpOV5%iTs?k;@f@8iwERgt5Eo;p2!C0_|`gnCl8nO!?#PRin^oaXlwt!KO0
zhqW@+dp@LM>14y9tAa)<E{ckal%7_i0oirjVjVX>RVkS4Cl;9ON1LQ!EvK(NtWXqP
zBy<%XPc-TA#64h!uP20;7U?t&&Y%fMIjeuCa^bH@8c4y*KK})ybE(Qx9PqTZKD>c3
zh>lYj9JmS8#Uw$Bf+hoLqwwcRW!+qkc;hpf(?OED4^F-0NC&7W=rVZX)Wjl)v9RDC
zR}f->Z5W>cAh9&Bf<^$mC&OO29Pw7g2|_B@xNPFg6P0rZ@2RftSHZ9h&O6_)#*I<d
zlP-|^JmsxNTt2oIL5QpS(dD~{gJK_vf84}^S0HKjt_I^aE2Mx|e)ITjfKyK|M3mOD
z&gJ6VjG6S223ABmK*ctNc;-FEDqi(14v_975bs}yv8D-(u|ncLu%Gn;TuIzF(xUu~
zGWWOUVsVD1`>sw7t-kcu;W_oTj{+4(JtsMX9$yo8{FJ!+<}l6%SyFaVVrBSv1EWjQ
zxHIqJ^rkOL9iPz-yMD<g;s}gT@1sn*ban3=E_Br*AugcalhoNvQ^Z7$!J*?m=?;y?
z_w-iDsfz-xJlX*7bX;h1nDB*Ut+!R7W)N=UJ0C*58&alo$f%Ua+Dx)G&6}7snN2Y_
zQ_Rg2b2G`@Oft86jhxHJ4hwu^OuZXY6?~vUF`IzCKj(wsEHpyYq`pV20ySqo6|hM{
zgNx3w9n=V}P&nkGZmS6IM;W>(b2_Hp#ceP9sInQQQS>Q{0eD3Fa4N~crvf%XAJ6?I
zb5qY<pFuPmzp9K#RYs&LBT|(SsnUp4VFfE^`O=ecpglsptxYGM%8{RJ`$+%=55?~s
z0(0CF$%Bo9!8XY=XJv%J)zU(fyAh8*CA9I61ZQTey25jl`^b!e6Cl)kYaOFA!{}t|
zvCs7Ap`b}mq*GZTJ$Dv9ax@P9;WarrP8eFlEL90H)Hle49jr$;0ZrU@Hol&DFln%U
zgqc$*KF<9R3{>pVCZU^v1}b*otO)XSKz1F+-IiPdiO#`bKjFbu0XN|~hbb*RtWXqv
zN@!4a%7ja3m;6wKbPz2;rknyZxYJFmiP;G%@N`cd6<VJ$Eoe))zy%0hR*U9PXx9uE
z)W2ReZQ>v;uhbY2NIB}t3wGV)h^XhVfWk<wP;`8Mp13yFX>$B|uHJE0%o)7=szMW<
zhh9K9wW$hcRX1&1Fd7)rs?&Vao`CLxBwAN$lF+l4myTA#I0rS)(TfxJ^Q<!lUd!cq
zkKV&=Yqmqco`MjwygndKhd`W8Ogz(6K>?nX(rN-Ps2Q|~K{+A^mYA~wu3Q&!-KUjF
z4XT|wa2JRLA?%sj_Gcx(PtFS~Mn-aUkLth?wh6?mCmR8uT#7R(#CZp^8hCL#wAp3N
zGI-`JtVj;rIGE%UFJ`pV?WGGLwqR^N1c~#J6mS)!XaaU{?0E>-{bAj|{Oe!-`p>`o
z`pdun>F<C0r@#O9Z-4pgZ-4&XJ&a##O+QGVEnEZJuPHuaj_--5MNUn?RxU0mSH7@u
znMYghcYw%XD%cvRy9qk=I?7nse0?SHE-G-3Q&;hJbw%tiCf;=bv2m*KE-%K0;=0wn
z3L%Cm@kmkv#DOI)CrAq|7KbCNM=bF8X4{y3j!g=2RlrS<VhF^mCjfZFJhuy=;lV@S
z3`1Dbh{u%fh^92RFr^KT?fpg=ww)N8K@oKa9s<~mOJPaC76Ds1_UT@4zlpm^dSOQz
zzdzYczxL0L3aiqv-m=u*UPG7b_KBb0<D`9?o)P%IPiNq_jXI>hj~+#9+*v|bK_fqQ
z>kQlk;&fkkDS9aAAMqsv-;drt1E*QffSBIOB#IxcFXjYlTc$Y~0riptxbf9>2;7Oy
z@*r^|p~;)TWAv{R2a(gkKd!V>@JXeXuc3>9V)V}*QM^mM2;BX8(L-(;SLQH73#n!9
z<*#(*c|+q&h9ApshTsPLitSN41S5xU-YE-cN$elVRTQjzV^^3*R)ikPFb+i@_gn7I
zJ$@FFrDle5ii<8gX7IMFtTcX5kK461jxR`;$B$)R1!>{~q2-uCO!sBtV0CEx<4Th{
z8r5=DQr>=qM3>KlX4~SY&#}W{gY2#qF~`KKcWsPq5A7W@!^RQZ0@srh*Q5}41+0kN
z4lZ&FKX2cn1&vy(kEs>j3moWVT@@Je4pHC)HIYc;<F81Z$`fKg>u<9un4ELgpP)6+
z+F0MWE1!d_(6u_vX5UEa5oIiR|6__AN%_Q7xE#y3-R}f51jiwnM>hdY8go1Da!6?9
zBTM1nn-yL-x(d|E6mU|&lF(1*w=cIM%v?t;EW$Z1@!`R7V)48hiOcFZEZEUiS1c`j
zH+pry`f1`lN%&cuwZ9sTgR!IY4@zh9;J|gd_XMGvJtZjyCNAez+YXJ^{pKPgY$fZi
z5V@7~aB~5fs{$6jk3??X%Bc|PJUDS&YtUhnfRzM}gX44_E=4=c=iXIu{v7e<9eyx=
zKJia;lz1w~LC}__&ZqK;r}DimX=Ye3<rcUI#7!VBrhpZZOXeaM{&}}$feMk%%8Ab=
zU?m}jumidW#+~PHbMOztVCc8FxbxI-4pu(#hi!CT8;K^7-}Zfts$(2{f1Km?e#w<r
z1jm|l(;L5RNo4~^+u2ox5IhSSTnwj;4(e%k4t}U&dEs(^S~oMX{dQZ8(FSt396H4>
z^c~nF>a0)~1+1v=wiF6z69mbUuEA5O1ulnVB9cZ5sc!z`%Irb~0LSF^a2@wLYAZ#^
zt+v%r*utoJwVNmBGwbylLgy+7l8XX11$;_E9|E-rLZ|sY?+*U-ZQR^+#M5d$-b~<e
z*AfFf$V{`!(TG#-mdxOEW)AmAf-XQ|V1d{=SMn}Ia84z>c%5D&#|2pPd@%{YWu~NN
zQu@KkaezYGhk*X_>J3uM-3*M+cYY=?;NT?21wzQ7t;dQWSqV^bmE@442rV$+aY1@@
zT#!LOwLIUnOK}0AUMqd>m9O*wT&(Y4_NM(!XciR^p>t8dNf0`l!h9;=Ljdo-QF4uv
zXVmsgm+#s%X_830CPjTkSy`+~8mY=^Q57d$g)L`Ehr&Ewyd7H(MBELL#<a)o{y&{x
zbtvHaAjjv&P?8*`fKLHj9=`B%SKSrnrhqF4r$?DTKMb1%;^O)e$sL_#a445KwUYy+
zmnWBB-h>V%;S_Iz$g49|EW_&S1<of|cmSSa<!Sr5f(_Bw!3O1sOE3P{Qv3g6sr~=p
zeDdju<HukrP|;34|09Jp_C1kG{jRX)7FS%P_$s^-IldGG0cu;1cEI~q7c!+o2$?_v
zii?>L+7v-f0lXp`0&a@Xr3%!KcKvxA)cGVRV}>>*K3`qT13YP7_nxJ5IY60;^&)-5
zv0H797&f=N{pj*t#25>*`}}y|5HB2!mbil3YFGza7_Jg}pc+Z-9vxAiJJ_Hc;r7PY
z{figQRI+d27ov@8k5F&vS|tktfT3O;9TTVp;n87-EDx>%bpb6&Ja<<F3GK*bYam?<
zyCFio4>l<Ex{A3Ekb5x(-{=wQ{ZTGz0U(J<Cfq_-QU%;`XGxN<e6j}*0bG?O9n>iu
z<Kg^)qQMF|!v$iT-r$8u<T>>|J35_1hNU#&n~1fk-lPhX*>ex!BejgRQvpjRfdaDQ
z8abDb58e(T-w*k%x7<DE0}YCK3g~-42*LT_;QMJJ1s4TeC4Dqd%zN|5g1=JEgrRQ%
zlXUJ)5xNL|o>1==e7@?V$`(e1K5+0YjRWUHJjCbVqJXP3Y(M8qKF$L+)tMQl9+D5P
zf*@IN!DRT9?(8016;)TV%G7H#p+1_VKzoFGUu`O#_t7QPxf>e;*TWPil{xc$=SpR+
z3UgCr?#c*flHPwx_l~DGdI4R9kBkqnN<OZU$$ezTzzGoQy{gkeXNJ+qR>-!oN}J3o
z?aHg*y&ukCP4OrkTopO$GpX6YePj%&fVx%(_d}jJ3v#@TpF!>_aW_RHV6}OeOo@tJ
zGgtP_6LD~rK9NOFp#W)?B0|AaQTFH#T@^G67K##Tl`EfFUJ&r?<u(!qFH6c0z+@j*
zrG0#pG~6VmwTH!;qKkwESJh3)GHFtlNt3cnnv`YIq%4!BWSKN2%cKe206jV@)QZqU
z7<1C7&J8+vCt2)JQk)cOSDF%`jrR<41vQPdqE)C@9nct@T#<h8>~@|F#N86oS_(n4
zt|do`<81dXDdQe^fOnZvZlJ4I=iuV{eGI{*Z+~*Zf{;hZ!=(PoCUq;ftI{_;Y{L2>
z*c7o7s5t4sT>vN6K;GiFHEVXCAj^Cf4Z3r`j@s2;KjQ|gNur)vtAu)0EhW_1qLvxH
z+vZ$}Kq2GBoWRz}c}L@NbkLY&sw3|Amu6{@xaX(qJPN|iFB4-dXsqhTgFZ+N2csL;
zZ#VwncTLsYKm*TqcyvTPcCbM?;=Wiba~&jyuE)|Tfh}aJ!gFarz3uZ-7X$!9UHYQ{
z2GMbklm!L{tqWbcBuLyF&x2DOEFM=y*PVx6gnAonass#e%?tI&pj$Gb-VO{qIuDk_
zBooemRF98A9d}nG0fqY=I4R()tms7mmqYnNvOuoN^W;3nZI6UNB%v#Vgo>8mxC~Fr
zDtr^MHqo0n?j~tB2_LC#Yl{Fbl1U(Q%h$-ceB6>Ad}B<#8&Vd0pg}Q<fG%;jVNcx@
za96;J80Ap(Q9$`{R}{x2f0dMaJIuEvp==F9CuQQr)VsLlWgnHcxnmR^?`XURnphx-
zgB3B5Q%j*!W4`3W!@{`Q_M<a1N{t3PE5nzS;mgYKWo7uXG<;cDll&2gQnm_ck5KPL
zzz3c8ky9<Zu`zJzLOn3BWAw~TkU1X;b5$IxNgf`g!#Z@A&_h9&L-<Hg`FS;gPeYm^
z?G@C!H8(mlj7ph6_RK`1O{POPL0`msKODiD;!!a8<~2F`1o=cMlP%4*@i%HY#1A!T
zBi0_q&loq_6gOc{<GG8%{rl)7EOzJ0zIh@HE{Z~E^aKPLO7Ju!(-_iVYr(=$LalLC
zX4Z&et^HL&+&N%1;OLcu$v(`1vjQ%{1rJi1Lw5;16m+~;o9nkm3TZ9$P|*F5&`A)x
z7Y=^wP+$yw#@QkcYznwYax?{PSwdGqY)~%DHGxZ@6Z;KsaQH|TTXAh@Dz^+m?JoF9
zE2DM8AJ>_67yN|Usz7}t<r|L&sbLycNlF@43H$B1G%O&;DpmuSSFsubu0kVwSF46l
zp8~iHK^>(l%uNAT1)LRdQox5YDp?Ua7X_SzQOSyNWW_kLV*Y6;x=V^Fr6Q;!WyN<S
z#XNS;8-1cF{=k&k@~+6=r<I+$;?!5|MR4jgnL%Nv^_GVazexdJu&u(GJ-(Hm<{v)?
zt*Z$+c^1Qo(@d0&Q?!@X23TVS;{EF&wjN0n7-QqiJZ?R+02DEZwLD}c1}yQTA5RU=
zWY?8q2Ujg$o2JjHx1BUO<XJN`ZYNrg_8@>kbd3uyEpQj8>mdm;4ndF+KZaiET}ao}
ze`5rWsrSK-cjq@{t-%h_)hqeuslB*w;})S5G0BAU9~D2K_1uyqBTW7A;8OuxJQRZK
z_TVmkAvkB6y=91TI)fka6%wG{X2&?_95OsDv+zyC+Ej1Sg~{x-dkP;Jo0|tG1+19_
zF*mzL&gCPAMZOVG@8)KL4>Txd643VukAd%@BbB2n;HH4Pqz`Z{J<e<706ugoaW5=F
zy_>`-#Qh9?3KI`d@8YJHebl+l9mD9v#{g`8yt=9aZVI?d!!~}(mwe=(z*gzenHi-<
zgKf(2nKFE)44)~(XVUPQuqM?beQDnhv`47-)h5w-A34>u8=JvTYJ!uBcZ{C7Dl&J4
zIV+C!5JvdzFbYZy4(2?%N$9S8<Pgs0jwH+w-~<TuUP$PqGsEa)>lthtleEc9(ylxS
z-rGBgL-@#{Xk>Irj)5vbDMz)pF)?g8jhh+Sh<R%81jBK6i90JA0jtf!WJ*+QP%kZS
z(Gv%E=@VJ>6c-#CO$nZwvPU0HIRRN{6f86))M~;dh!>=SjI9x8#ks=knS;?jY$*Hq
zA!&F>N*fQ0HAOcG-Nn987pXCn)E7!>3ng`hx=3xIE{4%ko8hW_V-s3Vp&}~|T@`9!
z6qD4^jnusN=qjNVu@&P3h2h*id{!EEk>YI{_bPCxwfB-L)V-lI>ou7{&nXFP9Q^(h
zKi$)`B2<%IdzuzMcwBX^I*?=bvIo>oj&6W@^}dOdV5?^i_7&BCU{Iu`^UrhGIJn}U
zw#F{Lzi%d3#R7wMsMI7-FL1U0a=Tx5q##W9VC4&k<o?Ggp-oyWPDSjdtQE@ET3m)s
zHK-2OiqRjaGrBHh=q#Y$jm+ok&><XbuQaDPgj~$=RhdFNWf<|hgRy39d~n!?BM!32
zCNFq8q7bLnmePXN>gs-Sc^U2gX%JiD{p=<#g~n-Kja$x&bYf#DEh#=|p+RfOwQQ4`
z?Nt(_l&_(I*hPxq+otTxxA>Lk)Z38{sa;oBzt~t4yH^SOK$ZR5DA)w*0unAfcUA<6
z>mp2xM!H_(7YD?IdLL}kSuy#+4$+y1`h<FK=z*?=Br(Z^^B+|}PmC;#uSdss9S&R+
zFz7mz`HJJf-IOov;AnRBGX}=#4L;t40_uHsWIBh8N=e-NTJeCjsound$?Um{@R6~(
zd2kcJT`~z|ZuJ^Dmyb`Dz&FO!yCGG<2O1Q!3Fv!VN~wnc?uP<C6|gD#=t($heC_}~
zb}GtYBlImr*sL&gQ6^qYy^Gsk_ECGRW*BYC7!2`rn1fFRY|60ppYtUj`6sm9uhM{2
z$tJ5Zd{r5~stjLMhObJ)SA{jH4Exey1<)R$-d7u=^FDH_Z8tW9pHvhlbtuePkhz({
zoD`X}<l#YP{6dopEr&iOv<V;C6F*KY!=xE9UO~NE^Pn@ssFW3ycN->cGELf*o8Y~@
zcC+x2tqI_6iX1(WVsO&w@@-5ETTbC-#x`Q(Vf+koo5Y<IjiA+Ln@ov{-4Cwpn<wI6
zMIkVH0s{0?2%Z+0n1(}}gl+<wgj$YzD1tnTwRRoH<>mX9HbB8-AJ&z9d{2^wlccot
suvk;{DWSKq{@Z{5)BpO%F#Pi8|M@?D`{jE5-~a9Z03EsK&TmW(08Jw{{Qv*}

literal 0
HcmV?d00001

diff --git a/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py
new file mode 100644
index 0000000000..b62af49c87
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/5402/source-capsule/research/native-rank8-helper-provider/verify.py
@@ -0,0 +1,602 @@
+#!/usr/bin/env python3
+"""Source-bound coupled provider, exact rational rows and absolute phases.
+
+No scratch registry, pending Git object, network access or third-party package.
+The authenticated predecessor Clifford evaluator is the only imported module.
+"""
+from collections import Counter
+from fractions import Fraction as F
+from functools import lru_cache
+from hashlib import sha256
+from pathlib import Path
+import argparse
+import gzip
+import importlib.util
+import json
+import sys
+import time
+
+HERE = Path(__file__).resolve().parent
+ROOT = HERE.parent.parent
+SOURCE_HASH = 'cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd'
+WITNESS_HASH = '24599011da06325e1012619b2b84a4dd3aceb90ab42d3caaf6414879e7d16591'
+MODE = [224, 225, 227, 229, 240, 241, 256, 257]
+PAID = Counter({1: 2193, 2: 412, 3: 510, 4: 127, 5: 40})
+
+
+def need(condition, message):
+    if not condition:
+        raise ValueError(message)
+
+
+def enc(row):
+    return [[j, str(a)] for j, a in sorted(row.items()) if a]
+
+
+def add(target, source, factor=1):
+    for key, value in tuple(source.items()):
+        value = target.get(key, F(0)) + factor * value
+        if value:
+            target[key] = value
+        else:
+            target.pop(key, None)
+
+
+def addr(ref):
+    need(ref[0] in ('L', 'C'), 'unknown field kind')
+    return ref[1] + (632 if ref[0] == 'C' else 0)
+
+
+def replay(program, c, owners, snapshots=()):
+    """Every owner is an independent free-group column, including dirty C fields."""
+    rows = [{(j, ()): F(1)} for j in range(owners)]
+    charts = c['start'][:] + [None] * (owners - 632)
+    paid, scalar = Counter(), Counter()
+    zeros, dirt_clears, saved = [], [], {}
+    for event, e in enumerate(program):
+        kind = e[0]
+        if kind == 'scalar':
+            op, chart = e[1:]
+            dst = addr(op[1])
+            scalar[op[0]] += 1
+            if op[0] == 'clear':
+                need(dst >= 632, 'persistent CLEAR forbidden')
+                dirt = {k: v for k, v in rows[dst].items() if k[0] >= 632}
+                if dirt:
+                    dirt_clears.append((dst, dirt))
+                rows[dst], charts[dst] = {}, chart
+            else:
+                need(charts[dst] == chart, 'destination chart')
+                if op[0] in ('copy', 'add'):
+                    src = addr(op[2])
+                    need(charts[src] == chart, 'source chart')
+                    if op[0] == 'copy':
+                        need(dst >= 632 and not rows[dst], 'COPY must fill owned zero')
+                        rows[dst] = dict(rows[src])
+                    else:
+                        need(dst != src, 'ADD self alias')
+                        add(rows[dst], rows[src], F(op[3], op[4]))
+                else:
+                    need(op[0] == 'scale', 'unknown scalar operation')
+                    factor = F(op[2], op[3])
+                    rows[dst] = {k: v * factor for k, v in rows[dst].items() if v * factor}
+        elif kind == 'warp':
+            _, ref, warp, old, new = e
+            dst = addr(ref)
+            need(charts[dst] == old, 'warp chart')
+            symbol = (1 if warp > 0 else -1) * (abs(warp) + 1000000)
+            after = {}
+            for (owner, word), value in rows[dst].items():
+                word = word[1:] if word and word[0] == -symbol else (symbol,) + word
+                add(after, {(owner, word): value})
+            rows[dst], charts[dst] = after, new
+        elif kind in ('climb', 'center'):
+            if kind == 'climb':
+                _, _, dst, old, new, rank = e
+                expected = len(c['frames'][new]) - len(c['frames'][old])
+            else:
+                _, dst, old, new, rank = e
+                dst += 632
+                expected = abs(len(c['frames'][new]) - len(c['frames'][old]))
+            need(charts[dst] == old and rank == expected and rank > 0,
+                 'paid child chart/rank')
+            charts[dst] = new
+            paid[rank] += 1
+        elif kind == 'zero_retag':
+            _, dst, old, new = e
+            need(charts[dst] == old and not rows[dst], 'zero retag has nonzero input')
+            zeros.append([event, dst, old, new])
+            charts[dst] = new
+        else:
+            # Inherited source annotations / physical boundary bindings. The
+            # predecessor's normalized-row convention treats these as no row
+            # update; they remain byte-for-byte records in the emitted word.
+            # New physical boundaries are checked separately below, with phase.
+            need(kind in ('phase', 'adapter', 'residual_adapter'), 'unknown source record')
+        for at, owner in snapshots:
+            if event == at:
+                saved[(at, owner)] = (charts[owner], dict(rows[owner]))
+    return rows, charts, paid, scalar, zeros, dirt_clears, saved
+
+
+def scalar(row):
+    need(all(not word for _, word in row), 'endpoint has unreduced native word')
+    return {j: a for (j, _), a in row.items()}
+
+
+def rewrite(source, witness):
+    centers = {r['event']: i for i, r in enumerate(witness)}
+    late = {r['zero_event']: i for i, r in enumerate(witness)}
+    caches = {r['cached_event']: i for i, r in enumerate(witness)}
+    need(len(centers) == len(late) == len(caches) == 8, 'distinct eight sites')
+    need(max(caches) < min(centers), 'caches must precede all replacements')
+    word = []
+    for event, op in enumerate(source['programs']['backward']):
+        if event in centers:
+            i = centers[event]
+            frame = witness[i]['frame']
+            need(op == ['center', 0, 0, frame, 8], 'center source binding')
+            word += [['scalar', ['clear', ['C', 0]], frame],
+                     ['scalar', ['copy', ['C', 0], ['C', i + 1]], frame]]
+        elif event in late:
+            r = witness[late[event]]
+            need(op == ['climb', 'warp_retimed', r['zero_role'], r['frame'], 1, 1],
+                 'late H1 source binding')
+            word.append(['zero_retag', r['zero_role'], r['frame'], 1])
+        else:
+            word.append(op)
+        if event in caches:
+            i = caches[event]
+            r = witness[i]
+            word += [['scalar', ['clear', ['C', i + 1]], r['frame']],
+                     ['scalar', ['copy', ['C', i + 1], ['L', r['cached_role']]], r['frame']]]
+    return {'source_sha256': SOURCE_HASH, 'direction': 'backward', 'word': word}
+
+
+def inverse(matrix):
+    n = len(matrix)
+    a, b, ops = [dict(r) for r in matrix], [{j: F(1)} for j in range(n)], []
+    for j in range(n):
+        k = next((i for i in range(j, n) if a[i].get(j)), None)
+        need(k is not None, 'singular basis')
+        if k != j:
+            a[j], a[k], b[j], b[k] = a[k], a[j], b[k], b[j]
+            ops.append(['swap', j, k])
+        factor = 1 / a[j][j]
+        if factor != 1:
+            a[j] = {k: factor * v for k, v in a[j].items()}
+            b[j] = {k: factor * v for k, v in b[j].items()}
+            ops.append(['scale', j, str(factor)])
+        for i in range(n):
+            if i == j or not a[i].get(j):
+                continue
+            factor = -a[i][j]
+            add(a[i], a[j], factor)
+            add(b[i], b[j], factor)
+            ops.append(['add', i, j, str(factor)])
+    need(a == [{j: F(1)} for j in range(n)], 'basis reduction')
+    return b, ops
+
+
+def ordinary(ops, roles, reverse=False):
+    out = []
+    for e in reversed(ops) if reverse else ops:
+        if e[0] == 'swap':
+            a, b = roles[e[1]], roles[e[2]]
+            out += [['add', a, b, '1'], ['add', b, a, '-1'],
+                    ['add', a, b, '1'], ['scale', b, '-1']]
+        elif e[0] == 'scale':
+            v = F(e[2])
+            out.append(['scale', roles[e[1]], str(1 / v if reverse else v)])
+        else:
+            v = F(e[3])
+            out.append(['add', roles[e[1]], roles[e[2]], str(-v if reverse else v)])
+    return out
+
+
+def apply_ordinary(program, rows):
+    rows = [dict(r) for r in rows]
+    for e in program:
+        if e[0] == 'add':
+            need(e[1] != e[2], 'ordinary ADD alias')
+            add(rows[e[1]], rows[e[2]], F(e[3]))
+        else:
+            need(e[0] == 'scale', 'ordinary operation')
+            rows[e[1]] = {j: a * F(e[2]) for j, a in rows[e[1]].items() if a * F(e[2])}
+    return rows
+
+
+def authenticate():
+    pins = json.loads((HERE / 'SOURCES.json').read_text())
+    for r in pins['files']:
+        if r['usage'] == 'input':
+            need(sha256((ROOT / r['path']).read_bytes()).hexdigest() == r['sha256'],
+                 'changed scientific input: ' + r['path'])
+    raw = gzip.decompress((ROOT / 'research/native-center-free-code/SOURCE-WORD.json.gz').read_bytes())
+    need(sha256(raw).hexdigest() == SOURCE_HASH, 'native payload')
+    need(sha256((HERE / 'WITNESS.json').read_bytes()).hexdigest() == WITNESS_HASH,
+         'Ali verbatim candidate provenance')
+    cp = ROOT / 'research/coded-native-caller/clifford_exact.py'
+    spec = importlib.util.spec_from_file_location('rank8_provider_clifford', cp)
+    ce = importlib.util.module_from_spec(spec)
+    sys.modules[spec.name] = ce
+    spec.loader.exec_module(ce)
+    return json.loads(raw), json.loads((HERE / 'WITNESS.json').read_text()), ce
+
+
+def main(emit=False):
+    started = time.monotonic()
+    source, witness, ce = authenticate()
+    c = source['canonical']
+    normal = json.loads((ROOT / 'research/coded-native-caller/NORMALIZERS.json').read_text())
+    M = normal['mode_columns']
+    A = [[F(a) for a in r] for r in json.loads((ROOT / 'research/native-center-free-code/CODE.json').read_text())['A']]
+    need(c['start'][112:224] == [0] * 112, 'main Y inputs have ground chart')
+    need(len(M) == 8 and all(len(r) == 112 for r in M), 'M dimensions')
+    need(all(sum(M[k][i] * M[l][i] for i in range(112)) == 56 * int(k == l)
+             for k in range(8) for l in range(8)), 'M Gram')
+    need(all(A[i][j] == F(i == j) - sum(F(M[k][i] * M[k][j], 4) for k in range(8))
+             for i in range(112) for j in range(112)), 'A factorization')
+    original = replay(source['programs']['backward'], c, 633,
+                      [(r['cached_event'], r['cached_role']) for r in witness])
+    oldrows, oldcharts, oldpaid, oldscalar = original[:4]
+    expected = [{(j, ()): F(1)} for j in range(632)]
+    for j in range(112):
+        expected[j][(j + 112, ())] = F(-1)
+    need(oldrows[:632] == expected and not oldrows[632], 'original 632-row endpoint')
+    need(oldcharts[:632] == c['final'], 'original exit charts')
+
+    centerfree = [['scalar', ['clear', ['C', e[1]]], e[3]] if e[0] == 'center' else e
+                  for e in source['programs']['backward']]
+    cf = replay(centerfree, c, 633)
+    cfrows = [scalar(r) for r in cf[0]]
+    need(cf[1][:632] == c['final'] and not cfrows[632], 'center-free charts/owned')
+    P = [[-cfrows[j + 224].get(i + 112, F(0)) for i in range(112)] for j in range(408)]
+    B = [[sum(P[j][i] * M[k][i] for i in range(112)) / 56 for j in range(408)] for k in range(8)]
+    need(all(P[j][i] == sum(B[k][j] * M[k][i] for k in range(8))
+             for j in range(408) for i in range(112)), 'full native coupling factorization')
+    for j in range(632):
+        row = {j: F(1)}
+        if j < 112:
+            for i in range(112):
+                if A[i][j]:
+                    row[i + 112] = -A[i][j]
+        elif j >= 224:
+            for i, a in enumerate(P[j - 224]):
+                if a:
+                    row[i + 112] = -a
+        need(cfrows[j] == row, 'center-free complete scalar endpoint')
+
+    delta = [{j - 224: F(a) for j, a in r['relation']} for r in witness]
+    coupling = [[sum(a * B[k][j] for j, a in d.items()) for k in range(8)] for d in delta]
+    need(all(sum(bool(a) for a in r) == 1 and set(r) <= {F(0), F(1), F(-1)}
+             for r in coupling), 'candidate is not a signed retraction')
+    perm = [next(k for k, a in enumerate(r) if a) for r in coupling]
+    sign = [coupling[i][perm[i]] for i in range(8)]
+    need(sorted(perm) == list(range(8)), 'retraction permutation')
+    E = [{} for _ in range(8)]
+    for i, k in enumerate(perm):
+        E[k] = {j: sign[i] * a for j, a in delta[i].items()}
+        row = {(j + 224, ()): F(witness[i]['zero_factor']) * a for j, a in delta[i].items()}
+        for j in range(112):
+            a = -F(witness[i]['zero_factor']) * sign[i] * M[k][j]
+            if a:
+                row[(j + 112, ())] = a
+        need(original[6][(witness[i]['cached_event'], witness[i]['cached_role'])]
+             == (witness[i]['frame'], row), 'fresh original cached row binding')
+    need(all(sum(a * B[l][j] for j, a in E[k].items()) == int(k == l)
+             for k in range(8) for l in range(8)), 'E B^T identity')
+    active = sorted(set(j for r in B for j, a in enumerate(r) if a) | set(j for r in E for j in r))
+    roles, index = [224 + j for j in active], {j: i for i, j in enumerate(active)}
+    need(len(active) == 122 and all(c['start'][j] == 0 and c['final'][j] == 1 for j in roles),
+         'basis requires 122 actual cold H9 owners')
+    J = [j - 224 for j in MODE]
+    L = [{} for _ in active]
+    for k, j in enumerate(J):
+        for r in active:
+            if B[k][r]:
+                L[index[r]][index[j]] = B[k][r]
+    for j in active:
+        if j in J:
+            continue
+        for r in active:
+            a = F(r == j) - sum(B[k][r] * E[k].get(j, F(0)) for k in range(8))
+            if a:
+                L[index[r]][index[j]] = a
+    Li, ops = inverse(L)
+    for left, right in ((L, Li), (Li, L)):
+        for i, row in enumerate(left):
+            product = {}
+            for j, a in row.items():
+                add(product, right[j], a)
+            need(product == {i: F(1)}, 'two-sided basis inverse')
+    for k, row in enumerate(E):
+        product = {}
+        for j, a in row.items():
+            add(product, L[index[j]], a)
+        need(product == {index[J[k]]: F(1)}, 'E L mode selection')
+    need(all(sum(a * B[k][active[j]] for j, a in row.items()) == int(i == index[J[k]])
+             for i, row in enumerate(Li) for k in range(8)), 'Li B mode embedding')
+    need(all(a.denominator & (a.denominator - 1) == 0
+             for matrix in (L, Li) for row in matrix for a in row.values()), 'dyadic basis')
+    entrance, exitword = ordinary(ops, roles, True), ordinary(ops, roles)
+    identity = [{j: F(1)} for j in range(632)]
+    entered = apply_ordinary(entrance, identity)
+    def check_basis(rows):
+        for i, j in enumerate(roles):
+            need(rows[j] == {roles[k]: a for k, a in L[i].items()}, 'literal L program')
+    check_basis(entered)
+    need(apply_ordinary(exitword, entered) == identity, 'literal Li program')
+    need(Counter(e[0] for e in entrance) == Counter(add=822, scale=12), 'basis program bill')
+    need(Counter(e[0] for e in exitword) == Counter(add=822, scale=12), 'inverse program bill')
+
+    changed = rewrite(source, witness)
+    frozen_word = json.loads(gzip.decompress((HERE / 'WORD.json.gz').read_bytes()))
+    need(changed == frozen_word, 'committed exact word differs from source rewrite')
+    result = replay(changed['word'], c, 641)
+    rawrows, charts, paid, scalars, zeros, dirt = result[:6]
+    need(charts[:632] == c['final'] and not rawrows[632], 'changed persistent charts/C0')
+    need(paid == PAID and oldpaid == paid + Counter({1: 8, 8: 8}), 'paid children')
+    need(scalars == oldscalar + Counter(clear=16, copy=16), 'source ordinary delta')
+    need(len(zeros) == 8, 'eight exact zero retags')
+    need(len(dirt) == 9 and {j for j, _ in dirt} == set(range(632, 641))
+         and all(d == {(j, ()): F(1)} for j, d in dirt), 'all arbitrary owned dirt cleared')
+    need(not any(j >= 632 for row in rawrows for j, _ in row), 'owned dirt leaked')
+    need(sum(rawrows[j] != oldrows[j] for j in range(632)) == 218, 'changed endpoint count')
+    endpoint = []
+    for row in rawrows:
+        out = {}
+        for j, a in scalar(row).items():
+            add(out, entered[j], a)
+        endpoint.append(out)
+    endpoint = apply_ordinary(exitword, endpoint)
+    for j in range(632):
+        expected = {} if j in MODE else {j: F(1)}
+        if j < 112:
+            expected[j + 112] = F(-1)
+            for k in range(8):
+                if M[k][j]:
+                    expected[MODE[k]] = F(M[k][j], 4)
+        need(endpoint[j] == expected, 'composed all-owner endpoint at ' + str(j))
+    def check_cache(i, row):
+        r, k = witness[i], perm[i]
+        factor = F(r['zero_factor']) * sign[i]
+        expected = {MODE[k]: factor}
+        for j in range(112):
+            if M[k][j]:
+                expected[j + 112] = -factor * M[k][j]
+        need(row == expected and charts[633 + i] == r['frame'], 'composed retained cache')
+    for i in range(8):
+        check_cache(i, endpoint[633 + i])
+    first_cache = dict(endpoint[633])
+
+    def conjugate(op):
+        circuit = []
+        for e in op.circuit:
+            if e[0] == 'D':
+                circuit.append(('D', e[1], tuple((-x) % 4 for x in e[2])))
+            elif e[0] == 'C':
+                circuit.append(('C', e[1], -e[2]))
+            elif e[0] == 'phase':
+                circuit.append(('phase', (-e[1]) % 4))
+            else:
+                circuit.append(e)
+        return ce.Op(9, tuple((x, z, -p % 4) for x, z, p in op.tab), circuit)
+
+    @lru_cache(None)
+    def frame(j, back=False):
+        op = ce.canonical_frame(9, c['frames'][j])
+        return conjugate(op) if back else op
+
+    def literal(word):
+        op = ce.ident(9)
+        for e in word:
+            if e[0] == 'P':
+                part = ce.perm(9, tuple(e[1]))
+            elif e[0] == 'D':
+                part = ce.diag(9, tuple(e[1]), tuple(e[2]))
+            elif e[0] == 'X':
+                part = ce.xgate(9, e[1])
+            elif e[0] == 'phase':
+                part = ce.Op(9, ce.identity(9), [('phase', e[1])])
+            else:
+                raise ValueError('boundary contains a Gaussian gate')
+            op = op.then(part)
+        return op
+
+    def equal(a, b):
+        return a.tab == b.tab and a.zero_state() == b.zero_state()
+
+    def rank(op):
+        return ce.rank([x for x, _, _ in op.tab[9:]])
+
+    def receipt(op):
+        vec, den = op.zero_state()
+        j = next(j for j, a in enumerate(vec) if a != (0, 0))
+        return {'literal_word': op.circuit, 'signed_tableau': op.tab,
+                'zero_column_anchor': {'index': j, 'gaussian_numerator': vec[j],
+                                       'denominator_power2': den}}
+
+    def compile_monomial(op):
+        need(rank(op) == 0, 'nonmonomial boundary map')
+        compiled, _ = ce.monomial(op)
+        need(equal(compiled, op) and equal(literal(compiled.circuit), op),
+             'literal phase-correct monomial compilation')
+        return compiled
+
+    R, D = frame(1), ce.fourier(9, range(1, 9))
+    Km, N = [None] * 8, [None] * 8
+    records = [None] * 8
+    for i, r in enumerate(witness):
+        k = perm[i]
+        candidates = [q for q in range(1, 512)
+                      if all(ce.parity(q & v) == 0 for v in c['frames'][r['frame']])]
+        need(len(candidates) == 1, 'rank-eight missing line')
+        q = candidates[0]
+        need(q.bit_count() % 2 == 1 and q != 511, 'odd noncharacteristic line')
+        if not q & 1:
+            transvections = [1 ^ q]
+        else:
+            j = next(j for j in range(1, 9) if not q >> j & 1)
+            transvections = [1 ^ (1 << j), (1 << j) ^ q]
+        cols = []
+        for j in range(9):
+            x = 1 << j
+            for v in transvections:
+                x ^= v if ce.parity(x & v) else 0
+            cols.append(x)
+        G = ce.transpose(cols, 9)
+        z = sum((((row.bit_count() - 1) // 2) & 1) << j for j, row in enumerate(G))
+        K = ce.perm(9, G).then(ce.diag(9, (0,) * 9, tuple(2 * ((z >> j) & 1) for j in range(9))))
+        need(equal(K.then(R), R.then(K)), 'mode K/R absolute phase')
+        need(all((ce.mv(ce.transpose(G, 9), x).bit_count() - x.bit_count()
+                  - 2 * ce.parity(z & x)) % 4 == 0 for x in range(512)), 'K weight congruence')
+        F8 = frame(r['frame'], True)
+        need(rank(F8) == 8, 'actual cache rank')
+        Km[k] = compile_monomial(K)
+        N[k] = compile_monomial(K.then(F8).adjoint().then(D))
+        records[k] = {'mode': k, 'owner': MODE[k], 'cache_slot': 633 + i,
+                      'witness_row': i, 'frame': r['frame'], 'missing_line': q,
+                      'cache_scalar': str(1 / (2 * F(r['zero_factor']) * sign[i])),
+                      'input_K': receipt(Km[k]), 'output_N': receipt(N[k])}
+    Kp = [literal(r['K_word']) for r in normal['ports']]
+    checks = Counter()
+    for j, port in enumerate(normal['ports']):
+        need(port['port'] == j and rank(Kp[j]) == 0 and equal(Kp[j].then(R), R.then(Kp[j])),
+             'port K binding and R commutation')
+        wrappers = port['compiled_wrappers']
+        BX, BY, OX, OY = [literal(wrappers[key]['word']) for key in
+                          ('backward_input_X', 'backward_input_Y', 'backward_output_X', 'backward_output_Y')]
+        birth, final, finalY = frame(c['start'][j], True), frame(c['final'][j], True), frame(c['final'][112 + j], True)
+        need(equal(BX.then(birth.adjoint()).then(final).then(OX), D), 'X diagonal physical block')
+        need(equal(BY.then(finalY).then(OY), D), 'Y diagonal physical block')
+        need(equal(BY.then(final).then(OX), R), 'main shear physical block')
+        checks['main_diagonal_and_shear'] += 3
+        for k in range(8):
+            if not M[k][j]:
+                continue
+            need(equal(Km[k].then(final).then(OX), Km[k].then(Kp[j].adjoint()).then(R)),
+                 'helper-to-main physical coupling')
+            F8 = frame(records[k]['frame'], True)
+            need(equal(BY.then(F8).then(N[k]), Kp[j].then(Km[k].adjoint()).then(D)),
+                 'main-to-helper physical coupling')
+            checks['two_coupling_directions'] += 2
+    for k in range(8):
+        need(equal(Km[k].then(frame(records[k]['frame'], True)).then(N[k]), D),
+             'helper diagonal physical block')
+        checks['helper_diagonal'] += 1
+    need(dict(checks) == {'main_diagonal_and_shear': 336, 'two_coupling_directions': 896,
+                          'helper_diagonal': 8}, '1,240 physical bindings')
+    autonomous = Counter(len(c['frames'][c['final'][j]]) - len(c['frames'][c['start'][j]])
+                         for j in range(224, 632) if j not in MODE)
+    need(autonomous == Counter({4: 28, 7: 7, 8: 47, 9: 318}), '400 retained native helper jobs')
+    # Physical normalization precedes a complete-field SWAP, including chart tags.
+    for r in records:
+        owner, cache = r['owner'], r['cache_slot']
+        need(not endpoint[owner], 'SWAP destination must be identically zero')
+        endpoint[owner], endpoint[cache] = endpoint[cache], endpoint[owner]
+    need(all(not endpoint[j] for j in range(632, 641)), 'all owned outputs clean')
+
+    # Failure controls invoke the same predicates as the construction.
+    controls = []
+    bad_c = dict(c)
+    bad_c['start'] = c['start'][:]
+    bad_c['start'][0] = 0
+    try:
+        replay([['zero_retag', 0, 0, 1]], bad_c, 641)
+    except ValueError as e:
+        need(str(e) == 'zero retag has nonzero input', 'wrong rejection')
+        controls.append('nonzero zero-retag rejected')
+    need(len(controls) == 1, 'zero-retag control accepted')
+    corrupted = [e[:] for e in entrance]
+    mutated = next(e for e in corrupted if e[0] == 'add')
+    mutated[3] = str(F(mutated[3]) + 1)
+    try:
+        check_basis(apply_ordinary(corrupted, identity))
+    except ValueError as e:
+        need(str(e) == 'literal L program', 'wrong basis rejection')
+        controls.append('one altered basis ADD coefficient rejected')
+    need(len(controls) == 2, 'basis coefficient mutation accepted')
+    badN = ce.Op(9, N[0].tab, N[0].circuit + [('phase', 1)])
+    need(badN.tab == N[0].tab and not equal(Km[0].then(frame(records[0]['frame'], True)).then(badN), D),
+         'phase-only error escaped')
+    controls.append('same-tableau phase-only cache error rejected')
+    wrong = dict(first_cache)
+    add(wrong, {MODE[perm[0]]: F(1)})
+    try:
+        check_cache(0, wrong)
+    except ValueError as e:
+        need(str(e) == 'composed retained cache', 'wrong cache rejection')
+        controls.append('one altered saved-cache coefficient rejected')
+    need(len(controls) == 4, 'saved-cache coefficient mutation accepted')
+
+    # An explicit, conservative local error-amplification bound for this finite
+    # schedule. Gaussian and monomial field maps have Euclidean norm one.
+    def log2_bound(a):
+        a, exponent = max(F(1), a), 0
+        while a > 1:
+            a /= 2
+            exponent += 1
+        return exponent
+    amplification = 0
+    for e in changed['word']:
+        if e[0] == 'scalar':
+            op = e[1]
+            if op[0] == 'add':
+                amplification += log2_bound(1 + abs(F(op[3], op[4])))
+            elif op[0] == 'scale':
+                amplification += log2_bound(abs(F(op[2], op[3])))
+    for e in entrance + exitword:
+        amplification += log2_bound(1 + abs(F(e[3]))) if e[0] == 'add' else log2_bound(abs(F(e[2])))
+    amplification += 8 * log2_bound(F(2))
+    amplification += sum(log2_bound(abs(F(r['cache_scalar']))) for r in records)
+
+    artifact = {
+        'schema_version': 1, 'source_payload_sha256': SOURCE_HASH,
+        'candidate_witness_sha256': WITNESS_HASH,
+        'word_payload_sha256': sha256(gzip.decompress((HERE / 'WORD.json.gz').read_bytes())).hexdigest(),
+        'basis_roles': roles, 'mode_owners': MODE,
+        'candidate_mode_permutation': perm, 'candidate_mode_signs': list(map(str, sign)),
+        'canonical_retraction_E': [enc(row) for row in E],
+        'input_basis_program': entrance, 'output_basis_program': exitword,
+        'mode_boundaries': records,
+        'ordered_schedule': [
+            'Main input wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_input_X/Y.',
+            'On each mode owner apply input_K and scalar 2; run input_basis_program.',
+            'Run every instruction of WORD.json.gz; C0..C8 initially arbitrary.',
+            'Run output_basis_program on the 122 persistent common-chart helpers.',
+            'For each mode apply cache_scalar and output_N to its owned cache; SWAP the whole field and chart with its zero original owner; CLEAR the owned zero.',
+            'Main output wrappers: NORMALIZERS.ports[j].compiled_wrappers.backward_output_X/Y.'
+        ],
+        'paid': dict(sorted(paid.items())), 'autonomous_native_helpers': dict(sorted(autonomous.items())),
+        'owned_fields': {'count': 9, 'initial_values': 'arbitrary', 'final_values': 'zero', 'productive_credit': 0},
+        'added_ordinary_work_vs_original_raw_source': {
+            'ADD': 1644, 'SCALE': 40, 'COPY': 16, 'CLEAR': 24, 'whole_field_SWAP': 8,
+            'monomial_field_maps': 464,
+            'monomial_breakdown': {'fused_inherited_main_standardizers': 448, 'mode_inputs': 8, 'cache_outputs': 8}},
+        'local_error_amplification_power2_bound': amplification,
+        'source_original_scalar_counts': dict(sorted(oldscalar.items())),
+        'source_changed_scalar_counts': dict(sorted(scalars.items())),
+        'physical_phase_bindings': dict(checks), 'exact_zero_retags': zeros,
+        'formula': {'X': 'D x - R y + R W h', 'Y': 'D y', 'H': 'D (h - Z y)',
+                    'W': 'diag(K_port^-1) M diag(K_mode)/2',
+                    'Z': 'diag(K_mode^-1) M^T diag(K_port)/2'},
+        'failure_controls': controls,
+        'scope': 'Changed coupled backward provider. No autonomous credit for eight coupled outputs; no completed caller, inverse/transpose implementation, new kappa or selected-result change.'
+    }
+    artifact = json.loads(json.dumps(artifact))
+    path = HERE / 'PROVIDER.json'
+    if emit:
+        path.write_text(json.dumps(artifact, indent=2) + '\n')
+    else:
+        need(json.loads(path.read_text()) == artifact, 'committed boundary recipe differs from replay')
+    print('PASS_NATIVE_RANK8_HELPER_PROVIDER ' + json.dumps({
+        'original_inputs': 632, 'arbitrary_owned_inputs': 9, 'owned_outputs_zero': 9,
+        'autonomous_helpers': 400, 'coupled_helpers': 8, 'paid': dict(sorted(paid.items())),
+        'phase_bindings': sum(checks.values()), 'seconds': round(time.monotonic() - started, 3)}))
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('--emit', action='store_true', help='regenerate the package-local boundary recipe')
+    main(parser.parse_args().emit)
diff --git a/research/coupled-provider-independent-audit/custody/verify_custody.py b/research/coupled-provider-independent-audit/custody/verify_custody.py
new file mode 100644
index 0000000000..ab91c961d7
--- /dev/null
+++ b/research/coupled-provider-independent-audit/custody/verify_custody.py
@@ -0,0 +1,67 @@
+#!/usr/bin/env python3
+"""Verify source-capsule SHA256 and Git origin bindings without Git or scientific imports."""
+from pathlib import Path
+import hashlib
+import json
+
+HERE=Path(__file__).resolve().parent
+
+def require(condition, message):
+    if not condition: raise ValueError(message)
+
+def verify(number):
+    root=HERE/number
+    report=json.loads((root/'SOURCE-CUSTODY.json').read_text())
+    inventory=json.loads((root/'PRE-EXECUTION-HASHES.json').read_text())
+    for row in inventory['files']:
+        path=root/row['path']
+        data=path.read_bytes()
+        require(not path.is_symlink(),'symlink')
+        require(len(data)==row['bytes'] and hashlib.sha256(data).hexdigest()==row['sha256'],'changed inventory file '+row['path'])
+        require(path.stat().st_mode & 0o222 == 0,'source file writable')
+    def object_bytes(oid,kind):
+        row=report['raw_git_origin_objects'][oid]
+        data=(root/row['path']).read_bytes()
+        require(row['kind']==kind,'wrong object kind')
+        require(hashlib.sha1(kind.encode()+b' '+str(len(data)).encode()+b'\0'+data).hexdigest()==oid,'wrong Git identity')
+        return data
+    def tree_entries(data):
+        entries={}
+        while data:
+            split=data.index(b'\0')
+            mode,name=data[:split].split(b' ',1)
+            oid=data[split+1:split+21].hex()
+            entries[name.decode()]=(mode.decode(),oid)
+            data=data[split+21:]
+        return entries
+    def origin(binding,data):
+        commit=object_bytes(binding['commit'],'commit')
+        tree=commit.splitlines()[0].split()[1].decode()
+        parts=Path(binding['path']).parts
+        for part in parts:
+            mode,oid=tree_entries(object_bytes(tree,'tree'))[part]
+            tree=oid
+        require(oid==binding['git_blob'] and mode==binding['git_mode'],'tree path binding')
+        require(hashlib.sha1(b'blob '+str(len(data)).encode()+b'\0'+data).hexdigest()==oid,'blob bytes binding')
+    for row in report['runtime_files']:
+        data=(root/'source-capsule'/row['path']).read_bytes()
+        require(hashlib.sha256(data).hexdigest()==row['sha256'],'runtime SHA')
+        origin(row['origin'],data)
+    for row in report['source_rows']:
+        data=(root/row['stored_source']).read_bytes()
+        origin(row['origin'],data)
+        require(hashlib.sha256(data).hexdigest()==row['declared']['sha256'],'SOURCES SHA')
+        require(row['origin']['git_blob']==row['declared']['git_blob'],'SOURCES blob')
+        if row['declared'].get('retained_copy'):
+            retained=root/'source-capsule'/report['package']/row['declared']['retained_copy']
+            require(retained.read_bytes()==data,'retained source copy')
+    result={'status':'PASS_OFFLINE_SOURCE_CUSTODY','source_pr':int(number),'head':report['head'],
+            'inventory_files_checked':len(inventory['files']),'runtime_files_bound':len(report['runtime_files']),
+            'source_rows_bound':len(report['source_rows']),'all_source_bytes_unchanged':True,
+            'raw_commit_tree_blob_chain_verified':True,'git_invocations':0,'scientific_executions':0}
+    (root/'OFFLINE-CUSTODY-VERIFICATION.json').write_text(json.dumps(result,indent=2)+'\n')
+    print(json.dumps(result))
+
+if __name__=='__main__':
+    for number in ['5402','5376']:
+        verify(number)
diff --git a/research/coupled-provider-independent-audit/engine_adapter.py b/research/coupled-provider-independent-audit/engine_adapter.py
new file mode 100644
index 0000000000..e0a448e61c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/engine_adapter.py
@@ -0,0 +1,30 @@
+#!/usr/bin/env python3
+"""Execute authenticated unchanged engines without loading bytecode or stripping asserts."""
+import sys
+if not sys.flags.isolated:
+    import posix
+    posix.execv(sys.executable,[sys.executable,'-I',*(['-O']*sys.flags.optimize),'-B',*sys.argv])
+import importlib.abc
+import importlib.machinery
+from pathlib import Path
+import os
+sys.dont_write_bytecode=True
+root=Path(sys.argv[1]).resolve()
+engine=(root/sys.argv[2]).resolve()
+if not engine.is_relative_to(root):raise ValueError('Engine outside private scratch')
+class SourceOnly(importlib.machinery.SourceFileLoader):
+    def get_code(self, fullname):
+        raw=self.get_data(self.path)
+        return compile(raw,self.path,'exec',dont_inherit=True,optimize=0)
+class LocalFinder(importlib.abc.MetaPathFinder):
+    def find_spec(self,fullname,path=None,target=None):
+        spec=importlib.machinery.PathFinder.find_spec(fullname,path,target)
+        if spec and spec.origin and spec.origin.endswith('.py') and Path(spec.origin).resolve().is_relative_to(root):
+            spec.loader=SourceOnly(fullname,spec.origin)
+        return spec
+sys.meta_path.insert(0,LocalFinder())
+sys.path.insert(0,str(engine.parent))
+sys.argv=[str(engine),*sys.argv[3:]]
+os.chdir(root)
+raw=engine.read_bytes()
+exec(compile(raw,str(engine),'exec',dont_inherit=True,optimize=0),{'__name__':'__main__','__file__':str(engine)})
diff --git a/research/coupled-provider-independent-audit/receipt_guard.py b/research/coupled-provider-independent-audit/receipt_guard.py
new file mode 100644
index 0000000000..0ff64c1cbd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/receipt_guard.py
@@ -0,0 +1,29 @@
+"""Compare all stable mathematical result fields, with exact frozen evidence bindings."""
+import hashlib,json
+from pathlib import Path
+def require(ok,message):
+    if not ok:raise ValueError(message)
+def read(root,path):return json.loads((root/path).read_bytes())
+def stable(value,drop):
+    result=dict(value)
+    for name in drop:result.pop(name,None)
+    return result
+def validate(root,scratch,commands):
+    summaries={}
+    for command in commands:
+        actual=read(scratch,command['result']);expected=read(root,command['expected'])
+        require(stable(actual,command['drop'])==stable(expected,command['drop']),'Changed mathematical receipt: '+command['name'])
+        summaries[command['name']]={'all_stable_fields_equal':True,'ignored_only':command['drop'],'fresh_sha256':hashlib.sha256((scratch/command['result']).read_bytes()).hexdigest()}
+    a=read(scratch,'agents/algebra/FRESH.json')
+    require(a['status']=='PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT' and a['coupled_helpers_without_target_credit']==8 and a['owned_outputs_zero']==9,'Wrong provider scope')
+    b=read(scratch,'agents/budget/FRESH.json')
+    require(b['coupled']['autonomous_credit']==0,'Unearned coupled helper credit')
+    require(b['full_profile']['hypothetical_added_target_profile']=={'8':144},'Wrong conditional profile')
+    require(b['full_profile']['eight_paid_H8_per_provider']['signed_profile_equals_reference'] is True,'Rankwise cancellation failed')
+    require(b['conditional_screen']['new_kappa'] is None,'Unexpected kappa claim')
+    require(b['executed_checker_sha256']==hashlib.sha256((root/'capsule/agents/budget/screen_v3.py').read_bytes()).hexdigest(),'Wrong freshly executed final budget source')
+    require(b['boundary_scalar_units']==42 and b['scalar_tariff_units_including_swaps']==175022,'Wrong literal boundary tariff')
+    e=read(scratch,'agents/budget/FRESH-ENVELOPE.json')
+    require(e['total_max_field_l2_exponent']==18996 and e['total_joint_field_l2_exponent']==19012 and e['copy_count']==16,'Wrong local norm bounds')
+    require(e['executed_checker_sha256']==hashlib.sha256((root/'capsule/agents/budget/independent_local_envelope.py').read_bytes()).hexdigest(),'Wrong freshly executed envelope source')
+    return summaries
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/BINDINGS.json b/research/coupled-provider-independent-audit/reports/acceptance/BINDINGS.json
new file mode 100644
index 0000000000..b6973dcbe5
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/BINDINGS.json
@@ -0,0 +1,57 @@
+{
+  "artifact_sha256": {
+    "swarm-price-plane-20261023T112711Z/runs/clifford5376-independent-pilot/RECEIPT.json": "ee289f8b74d9ff760d5e1b45e327b8ce3b431ca302ec91f6f86213f84cde3ab3",
+    "swarm-price-plane-20261023T112711Z/runs/clifford5376-independent-pilot/stdout.log": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-author-registered/RECEIPT.json": "f08ff9410f5b9908ed76ca4191945cb75acd945d23070c1862d141bf28bf364b",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-author-registered/stdout.log": "55ab1283e19d6f304b9f5a69b8509674bdf7eb79948cd785cbf92061cb411163",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-algebra/RECEIPT.json": "e79403fc2d7e71a9a4aecaf492757bb3ac89fd5ca1765c8da1bd261f11767ad4",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-algebra/stdout.log": "690b1a619233a55701d5e06997ef4c61e5fbcbab5519c317276853a4d42b61ec",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-budget-fixed/RECEIPT.json": "5804c78debcb3af5094aec94f66e99b03d275357d31d83258fd1b3677cd9e006",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-budget-fixed/stdout.log": "79b9b8bd80c146518d16f58cefb7e701226e09ce5ef86b98ed3ff0e68634a349",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-budget/RECEIPT.json": "369d48d7096cb494358da43d01333492cb1cf0b6aecace6ab33e10dfa13dd659",
+    "swarm-price-plane-20261023T112711Z/runs/provider5402-independent-budget/stdout.log": "95c8284304f2bfe5d7cf080b3d6e3fc4197edc0b9c7868fa35ff84bd05c37846",
+    "swarm-provider-audit-sol-high-20261024/agents/algebra/RESULT.json": "e5b325235eeb6c976a8dc568df838f609fcca0f52945f00bb6b2e9a973a1a11b",
+    "swarm-provider-audit-sol-high-20261024/agents/algebra/RUN-REQUEST.json": "de7a2168effb21ce77508ad0046b26bc53753fb17137fab76d5500d655d686bc",
+    "swarm-provider-audit-sol-high-20261024/agents/budget/RESULT-v1.json": "62842778ec9467579c04280182c7c591c1c73abe38034231c40cf5e00238861c",
+    "swarm-provider-audit-sol-high-20261024/agents/budget/screen.failed-v1.py": "080803a22fc1545c95e97da0937887e711dcdee6089091ad3d2a9c4ec6759833",
+    "swarm-provider-audit-sol-high-20261024/agents/budget/screen.py": "1046234495045ffc83226d698af0f26bbe061dba9c3059c7a1124b7ce8e86e46",
+    "swarm-provider-audit-sol-high-20261024/agents/clifford-proof/RESULT.json": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c",
+    "swarm-provider-audit-sol-high-20261024/agents/clifford-proof/SOURCE-MANIFEST.json": "59f2bebd1ac5f49523ff01ee82e7ed01f786089683cf0f238a812e2777351def",
+    "swarm-provider-audit-sol-high-20261024/agents/provenance/RESULT.json": "718995cfd673ee36dfca1d397ae0ddb64150e9e5dc743860d026d4c728dfd241"
+  },
+  "limitations": [
+    "Static review authenticates completed evidence; it does not rerun scientific checks.",
+    "Run receipts bind stdout; algebra result hashes self-bind code/inputs. The root guard does not itself hash every independent checker.",
+    "The all-n conclusion is written proof review, not the finite oracle result.",
+    "No completed #5402 caller, autonomous coupled-H credit or new kappa is accepted."
+  ],
+  "run_receipts": {
+    "clifford5376-independent-pilot": {
+      "elapsed_seconds": 2.1140065640211105,
+      "exit_code": 0,
+      "sampled_peak_descendant_rss_bytes": 20733952
+    },
+    "provider5402-author-registered": {
+      "elapsed_seconds": 51.350174140010495,
+      "exit_code": 0,
+      "sampled_peak_descendant_rss_bytes": 108593152
+    },
+    "provider5402-independent-algebra": {
+      "elapsed_seconds": 33.09615578700323,
+      "exit_code": 0,
+      "sampled_peak_descendant_rss_bytes": 181915648
+    },
+    "provider5402-independent-budget": {
+      "elapsed_seconds": 0.5033487160108052,
+      "exit_code": 1,
+      "sampled_peak_descendant_rss_bytes": 68902912
+    },
+    "provider5402-independent-budget-fixed": {
+      "elapsed_seconds": 0.80603354802588,
+      "exit_code": 0,
+      "sampled_peak_descendant_rss_bytes": 57536512
+    }
+  },
+  "scientific_executions": 0,
+  "status": "PASS_STATIC_ARTIFACT_BINDINGS"
+}
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md b/research/coupled-provider-independent-audit/reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md
new file mode 100644
index 0000000000..1688469d58
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/FINAL-BUDGET-ENVELOPE-REVIEW.md
@@ -0,0 +1,62 @@
+# Acceptance addendum: corrected literal tariff and independent local envelope
+
+This addendum **supersedes two version-specific statements in the frozen `REVIEW.md`**: the exact scalar tariff is 175,022, not 175,038; and the provider's maximum-field local exponent 18,996 now has an independent literal recomputation and proof review. The partial-provider acceptance scope is unchanged. There is still no completed consumer, autonomous credit for coupled H, complete precision/funding theorem or new kappa.
+
+The authoritative new scientific outputs are `agents/budget/RESULT-v3.json` and `agents/budget/LOCAL-ENVELOPE-v1.json`, produced by root's guarded runs. I inspected both scripts, the written `LOCAL-ENVELOPE-PROOF.md`, semantic results and root guard receipts/stdout. A separate static check authenticated the script/result hashes, all fourteen norm-source pins and both log hashes. It also compared the complete stored recursive profile and conditional moment screen against v1 and found exact equality. No scientific execution occurred in this acceptance lane. Original acceptance and scientific artifacts remain untouched.
+
+## Literal scalar-tariff correction
+
+The emitted `PROVIDER.json` field `cache_scalar` already means the final output coefficient `1/(2 f_i)`. The earlier independent checker treated it as f_i and applied the reciprocal formula again. That misread affected its exact boundary scalar tariff. It did not change the emitted source, physical equations, operation counts, paid/productive profiles, moment intervals, cleanup budgets or no-credit boundary.
+
+The new `screen_v3.py` uses the emitted `cache_scalar` directly. Its diff changes that interpretation, checks the resulting totals, and records its own executed SHA256. The actual boundary scalar tariff is 42 rather than 58; the full inherited tariff including eight SWAP allowances is **175,022**, or **16,854 above the original raw-source 158,168**. The prior 175,038 was a conservative overestimate, but calling it an exact literal bill was incorrect. Earlier code/results and their preserved execution history remain version-scoped evidence of the independent checker's correction, not a provider construction failure.
+
+The root v3 run passed with exit zero, no termination, 0.908223 seconds guard elapsed and sampled peak descendant RSS 57,507,840 bytes. The complete recursive comparison and the hypothetical eight-H8-per-provider necessary screen are byte-for-byte equal as JSON objects to the previously reviewed result. No numeric moment conclusion is strengthened by this sixteen-unit ordinary-tariff reduction.
+
+## Independent envelope and its geometry
+
+The new checker constructs the entire finite provider schedule from the current literal changed word, both basis programs, all actual mode input/output scalings, cache swaps/clears and boundary words. It recomputes exact upward power-of-two factors without executing submitted Python. Only after summing them does it compare the maximum-field exponent with the author's declaration.
+
+For fields in the same square ambient Hilbert space at one fixed fiber width, use either
+
+```
+||v||max   = max_j ||v_j||2
+||v||joint = (sum_j ||v_j||2^2)^(1/2).
+```
+
+ADD has norm at most `1+|q|` in either geometry; SCALE has whole-bank norm at most `max(1,|q|)`. CLEAR, whole-field SWAP and square unitary maps have norm at most one. COPY has maximum-field norm at most one, but joint-field norm at most `sqrt(2)`, conservatively enclosed by two. This COPY bound applies to arbitrary destination perturbations, because COPY discards the old destination and duplicates the source. It does not assume a numerically clean destination.
+
+The exact logarithm ceilings produce
+
+| Geometry | Independent exponent L | Bound |
+| --- | ---: | --- |
+| Maximum of field Euclidean norms | 18,996 | `2^18996` |
+| Joint field Euclidean norm | 19,012 | `2^19012` |
+
+The difference is exactly the sixteen COPY operations. It is a change of norm geometry, not a contradiction of the author's maximum-field statement. The exact rational-logarithm, COPY-geometry and direct emitted output-scaling controls passed.
+
+All elementary assigned exponents are nonnegative, so the sum over any contiguous subinterval, prefix or suffix is at most the complete L. Submultiplicativity gives its operator bound `2^L`. Expanding propagated initial error and local residuals through suffixes then gives, in the selected same geometry,
+
+```
+||e_out|| <= 2^L (||e_in|| + sum_j ||local_residual_j||).
+```
+
+These are whole-field residual norms at one fixed width. With zero initial error and m residuals of norm at most epsilon this gives `m*2^L*epsilon`. It is not a dimension-independent conversion from coordinatewise error, nor a choice of machine precision.
+
+The all-width premise is substantive: mere free-group invertibility would not suffice for the unitary bound. The written proof uses the normalized square native gate `C_q=((1+i)/2)I+((1-i)/2)X_q`, where the translation X_q is a self-adjoint involution; cross terms cancel, so C_q and its inverse are unitary. Invertible address permutations and unit-modulus diagonal/phase factors are unitary. Canonical frames, their complex conjugates and chart transitions preserve this property. The checker verifies the actual frame/warp rank conditions and invertibility of each literal boundary P. Columnwise tensor lifts preserve unitarity at every positive width, while scalar owner coefficients stay exterior. Therefore the finite exponent bound is uniform over widths under the stated normalized square realization.
+
+The source's adapter and phase annotations retain the pinned physical interpretation. This new checker does not reconstruct every inherited native physical implementation or prove the absence of hidden rescalings independently of that retained contract. The already reviewed source/physical audit and explicit square-unitary premise remain necessary. Complete caller precision, routing, storage, movement, recursive primitive implementation, compiler and outer funding remain outside the local envelope.
+
+The root envelope run passed with exit zero, no termination, 0.504455 seconds guard elapsed and sampled peak descendant RSS 59,138,048 bytes. The result records the complete grouped exponent contributions and abstract scalar/unitary transcript hash.
+
+## Static bindings
+
+| Artifact | SHA256 |
+| --- | --- |
+| `screen_v3.py` | `9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e` |
+| `RESULT-v3.json` | `3918ce76fabf77199f18756249b13067c3d2319b67dfbab86d922de463320def` |
+| v3 stdout, matching root receipt | `32fde6ed6a8a21cbcd27c1b95fcb3cd2e91d9222d7773cb5124b0c50c0631d98` |
+| `independent_local_envelope.py` | `11d8b361adacac9ae44985ffa8a83ff0e9de47e94571e486427baa7201da7715` |
+| `LOCAL-ENVELOPE-v1.json` | `f99bc2dd5f60b38d6ee9617fac9fb1f03ce9c5f10455650ccf2f7acc54bb490f` |
+| Envelope stdout, matching root receipt | `1a27db01ba466c1ea58cf2bc1e8c6909b10ab6cb5144354f5fc4747fc3ef0350` |
+
+The fourteen source pins in the envelope result match the files read during this static review. The result's executed-checker hashes match the current scripts. The written envelope proof was reviewed for the mathematical implications described above; subsequent publication prose should identify these outputs as executed and the v3 tariff as authoritative. Construction and predecessor credit remain as preserved in the source and other audit lanes.
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/GATE-MAP.md b/research/coupled-provider-independent-audit/reports/acceptance/GATE-MAP.md
new file mode 100644
index 0000000000..b42a0318e7
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/GATE-MAP.md
@@ -0,0 +1,41 @@
+# Independent acceptance gate map
+
+Frozen review targets: provider #5402 at `3348fccea855082786d5f0fc5558b73d4974e745`; Clifford proof #5376 at `848cdce9003262c4b6e02ec4558f302e4fae56ad`. Canonical source reference is `1ec1119972c9aefe42525172d07b332fcff81cb4`. The latter is a source-custody reference, not an asserted ancestor of the older-base #5376 branch.
+
+This lane is read-only with respect to source packages, other auditors and scientific execution. Root owns guarded execution and publication. The map distinguishes a useful partial provider audit from completion of a multiplication construction.
+
+| Gate | Required implication and evidence | What passing does not establish |
+| --- | --- | --- |
+| Custody | Raw consumed bytes bind to frozen Git objects; capsule closure and registered driver have origin evidence; before/after hashes agree. Each independent checker binds its own source and code bytes. | Canonical ancestry where it is false; correctness merely from a hash or author receipt. |
+| Author reproduction | Registered #5402 normal and optimized runs pass, with exact head/code/runtime receipts. | Independence, full caller admission or new kappa. |
+| Unrestricted algebra | Separate original and center-free source replay; every one of 632 original and nine owned entry directions remains independent. Derive cache rows, E, B and their full factorizations from the current source. | A clean-subspace or quotient-domain result does not suffice. |
+| Chronology and ownership | Literal zipper preserves every unchanged record, binds eight cache births and eight center/H1 replacements; no borrowed erasure; complete zero at every retag; all nine owned outputs zero after actual boundary/swap composition. | A nonzero field may not receive a free chart conversion. |
+| Ordinary basis | Literal in-place entrance and exit agree with the derived 122-role map and both inverse products; complete endpoint comparison includes arbitrary helpers. | Endpoint invertibility is not an emitted same-cost inverse/transpose schedule. |
+| Physical phase | Independent literal elementary-gate interpreter checks all 1,240 current boundary equations using full signed Pauli action plus the complete zero-state image. Include exact global phase and actual order. | The unchanged 400 helper physical implementations, source adapters/warps, generic tape implementation and precision are inherited premises. |
+| All-width lift | Free-group identities use only adjacent inverse cancellation; the scalar basis/field coefficients stay exterior. Exact one-column operator equalities lift columnwise. | Tensor powers do not distribute over scalar sums; 14 remains 14 in `ZW=14I`. |
+| Negative controls | Mutations of actual source/cache/basis data, borrowed erasure, global phase, order, nonzero retag and false helper credit fail the relevant semantic predicate. | A list of mutations without actual rejection and its frozen run receipt is not executed coverage. |
+| Literal bill | Independent counts retain the complete native profile, source traffic, all ordinary scalars, eight swaps, 464 monomial maps and nine owned fields. Scalar tariff is bound to the raw source, not a different #5383 subtotal. | Ordinary scalar/monomial work is not zero and is not recursive target credit. |
+| Closure interface | Explicitly hypothetical eight autonomous H8 per provider under the same #5398 p16 comparator; reconstruct all 18 provider occurrences, query costs, idles, main targets and existing helpers. Added paid jobs, lost targets and ordinary overhead remain explicit unknowns. | The current coupled H outputs have zero autonomous credit; the conditional screen is not a physical closure theorem or universal ceiling. |
+| #5376 written mathematics | Independently follow discrete phase/trace alphabet, exact matrix grouping, polynomial Gram separation, eight-copy invariant descent, stability induction and n=0/1 exceptions for all n. | Finite tested n values do not establish any of those universal implications. |
+| #5376 implementation evidence | Independently constructed exact small matrix oracle challenges submitted code as the device under test. Record finite widths, phase/order/dirty-input cases, literal witness mutants, modular rank and Reynolds calibration. | No replay of every recipe/provider/fusion search; no proof-assistant or arbitrary-program implementation theorem. |
+| Checker contract | Existing literal witness checker proves a negative discrepancy; compact positive equality depends on its expander/arithmetic/trace/merge execution. Native and matrix witness schemas need explicit conversion/binding. | A negative-only checker need not reject a forged unused energy field if it validates a real nonzero entry. Compact positive receipts are not independently accepted by that negative checker. |
+| Scientific admission | Require a complete consumer schedule and its paid/productive invoice, restored standard main contract, coupled-mode closure, movement/storage/precision/compiler/recursive/outer funding. | This round has no complete provider/consumer admission and no new kappa. |
+
+## Provisional review observations
+
+The current algebra implementation imports the retained independent #5383 dyadic arithmetic engine with explicit reuse credit. It does not import author/native/Clifford evaluators as its oracle. Its new phase interpreter derives literal gate action. The #5376 oracle imports submitted modules only as the tested implementation and builds its own matrices and arithmetic. These are distinct claims from an assertion that every line is newly invented.
+
+The algebra controls include real current cache-source, native ADD and basis ADD changes, not only metadata edits. Full replay is required before they count. Exact signed Pauli action determines a Clifford operator only up to scalar; comparing the complete zero-state image supplies that scalar. Both halves are necessary, and the phase mutation tests that distinction.
+
+The proposed budget statement is a necessary incremental screen for a fully specified hypothetical comparator: eight additional H8 credits are exactly canceled by eight paid H8 jobs; any further positive paid job makes that incremental delta negative when every other term stays fixed. This does not rule out changed main targets, idle profiles, provider count, lost helpers, productive graph or compiler headroom. The #5405 fixed-owned-profile ceiling remains separately scoped and is not rerun here.
+
+The private continuation and an undefined A/S identity do not supply accepted evidence. Only source-bound released statements can support this audit's conclusions. Preserve author and predecessor credits and describe independent checking as an audit contribution.
+
+## Receipt state at map creation
+
+- Author #5402 normal/optimized passes were reported by root; final binding review is pending.
+- Algebra independent run is pending. `RUN-REQUEST.json` is preparation, not a pass.
+- Budget `RESULT-v1.json` exists after a failed first tariff binding; final guarded receipt and failure preservation remain to be checked.
+- #5376 `RESULT.json` and written review exist; final guarded receipt/source binding review remains to be checked.
+
+Missing evidence will remain explicit in the final acceptance report. No pending gate is promoted merely because a useful scoped PR is possible.
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/README.md b/research/coupled-provider-independent-audit/reports/acceptance/README.md
new file mode 100644
index 0000000000..87d62e0bbc
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/README.md
@@ -0,0 +1,5 @@
+# Acceptance record versions
+
+Read `FINAL-BUDGET-ENVELOPE-REVIEW.md` and `SAME-CHART-REVIEW.md` alongside `REVIEW.md`. The final budget addendum supersedes the old 175,038 exact-tariff statement with the emitted-scale tariff 175,022 and independently validates the local two-norm envelope. The cache addendum supplies a legal same-chart content mutation beyond the original frame rejection.
+
+`REVIEW.md`, `BINDINGS.json` and `GATE-MAP.md` are preserved original artifacts. Their creation-time pending rows and original v1 budget values are historical states, not the final package schedule. The final scoped acceptance remains a partial coupled provider, conditional closure budget and bounded Clifford proof/certificate review. No completed caller, autonomous credit for coupled H, new κ or full #5376 provider/fusion admission follows.
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/REVIEW.md b/research/coupled-provider-independent-audit/reports/acceptance/REVIEW.md
new file mode 100644
index 0000000000..c0aa4a2399
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/REVIEW.md
@@ -0,0 +1,71 @@
+# Independent final challenge and scoped acceptance
+
+Decision: **accept the source-bound #5402 partial-provider audit, literal invoice and conditional closure-budget screen, and accept the bounded #5376 theorem/checker review with the explicit limits below.** No reviewed evidence supplies a completed #5402 consumer, autonomous credit for the eight coupled H outputs, a new kappa, a proof-assistant theorem or a selected-result change. I found no concrete mathematical or implementation defect that blocks this scoped audit contribution.
+
+The review targets remain #5402 `3348fccea855082786d5f0fc5558b73d4974e745` and #5376 `848cdce9003262c4b6e02ec4558f302e4fae56ad`. `GATE-MAP.md` records the acceptance implications and their exclusions. This lane inspected source and checker implementations and authenticated existing receipts; it ran no scientific check and changed no other lane's files. `verify_bindings.py` and `BINDINGS.json` supply its read-only static check, which passed.
+
+## Completed evidence
+
+| Root-owned run | Result | Guard elapsed | Sampled peak descendant RSS |
+| --- | --- | ---: | ---: |
+| #5402 registered author normal/optimized pair | PASS, outcome partial | 51.350 s | 108,593,152 bytes |
+| #5402 independent algebra/physical boundary audit | PASS | 33.096 s | 181,915,648 bytes |
+| Budget first checker version | FAIL, scalar-tariff source binding | 0.503 s | 68,902,912 bytes |
+| Budget corrected checker | PASS | 0.806 s | 57,536,512 bytes |
+| #5376 independent exact-matrix pilot | PASS | 2.114 s | 20,733,952 bytes |
+
+Each stored stdout SHA256 matches its guard receipt. The registered author log contains two scientific pass records and the driver's explicit `outcome=partial`. The independent algebra's code SHA256 values agree with the frozen run request and its result. All five consumed scientific files agree with the corresponding #5402 custody capsule bytes. The proof oracle and nine reviewed source hashes agree with its source manifest, and those source bytes agree with the #5376 capsule. Every budget input agrees with its frozen manifest and the corrected checker has its declared SHA256. `BINDINGS.json` records hashes of the reviewed results and receipts.
+
+These bindings do not upgrade the guard into a proof kernel: it authenticates stdout and observed process outcome. The scientific implications still depend on the reviewed checker, mathematical derivations and pinned inherited premises. The #5402 independent result also records its own code and consumed input hashes. The source-custody lane's commit/tree/blob authentication supplies the separate origin chain. I inspected that lane's completed report/result and capsule cross-bindings; I did not rerun its offline verifier.
+
+The failed budget checker used the #5383 retained-owned-body subtotal 158,744 as a precondition for the original raw source. The original raw-source subtotal is 158,168. The first source version and failure log remain present; the corrected checker binds the right source before computing its output. This is a checker binding error with preserved evidence, not a detected #5402 construction error.
+
+## #5402 algebra, ownership and phase
+
+The checker carries 632 independent original symbols and nine independent owned symbols. Its old source replay, center-free replay and current changed-word replay are separate. B is derived by projection from the current full helper-to-Y matrix and then checked against every actual row. E is derived from current original-prefix cache rows and checked through `EB^T=I`. A literal source/candidate zipper binds every deletion, cache birth and unchanged record. It checks all 632 original endpoints, both literal basis inverse products, the complete transformed endpoints and the nine final zero outputs.
+
+I checked that persistent CLEAR is forbidden, COPY requires a zero owned destination, the initial owned fields are arbitrary rather than clean assumptions, and every zero retag requires a complete zero formal row. The zero retags are not accepted merely because one selected entry or a clean-input evaluation vanishes. Every cache exists before any deleted center; the result records simultaneous retention with the center temporary. Basis changes mix only the common physical charts and use dyadic ADDs and signed-power-of-two SCALEs. Transferring a normalized cache into the vacated original owner is a whole-field/chart swap with an exactly zero recipient. This supplies the intended nine-owned-field boundary without erasing a persistent direction.
+
+The independent phase implementation derives action from elementary P, X, D, C and literal phase gates. Complete signed Pauli action determines a Clifford up to scalar; the complete zero-state vector fixes that scalar. Both are compared, with exact integer/dyadic arithmetic. The fresh result covers 336 main diagonal/shear identities, 896 actual nonzero coupling directions and eight helper diagonals, totaling 1,240. The compared formulas respect word order; the implementation introduces no D/K or Q/K commutation. The rational M identities give `ZW=14I` and `WZ=I-C` after adjacent inverse cancellation. Exterior rational coefficients remain exterior at every fiber width.
+
+Nine controls rejected. They challenge a current native ADD, current basis ADD, borrowed erasure, a global phase invisible to a tableau alone, noncommuting boundary order, a nonzero original-field retag, false autonomous H credit, and inappropriate commutation of distinct free generators. The current cache-source mutation rejects at the **source-frame gate**. That is meaningful chart-contract coverage; it is not additional evidence that a same-chart altered cache algebra passes that gate and then fails an endpoint identity. The full positive cache algebra is independently checked, and the native ADD control supplies actual current endpoint sensitivity. This coverage nuance does not block scoped acceptance.
+
+The accepted physical result is exactly the coupled block
+
+```
+X = D x - R y + R W h
+Y = D y
+H = D(h - Z y).
+```
+
+The independent Y terms in H prohibit autonomous H8 target credit. Ordering the banks as `(y,h,x)` gives an invertible triangular map, hence preservation of all original information. It does not provide an emitted inverse or same-cost transpose schedule. The 400 retained helper implementations and unchanged source native/adapter realization are inherited premises. This audit does not independently reimplement their tape-level realization or flatten the entire physical 641-column operator.
+
+## Budget and closure boundary
+
+The accepted literal paid profile is `{1:2193,2:412,3:510,4:127,5:40}` and the autonomous helper profile is `{4:28,7:7,8:47,9:318}`. Those local profiles already match the #5398 comparator body. Removing eight H8 and eight H1 jobs relative to the raw native source cannot be counted a second time as extra savings against #5398.
+
+The literal boundary-inclusive inventory is 17,917 ADD, 1,204 SCALE, 16 COPY, 40 CLEAR, eight whole-field swaps and 464 monomial field maps per provider. The budget checker also reconstructs all eighteen provider occurrences, fifteen query shears, retained whole idles and main targets from the actual p16 controller and requires equality with the separately validated #5400 invoice. It retains ordinary caller/boundary work separately. The inherited scalar tariff yields 175,038 units per provider, 16,870 above the raw-source scalar subtotal; the physical cost of monomial maps and other retained realization work remains an explicit unknown.
+
+The optimistic interface grants eight **hypothetical new autonomous H8 jobs per provider** while preserving all standard main outputs and 400 existing helpers. Across eighteen providers this grants 144 targets. It has not been constructed. For a fixed saving, added paid jobs, lost productive jobs and other changed main/idle terms enter the exact signed moment comparison separately. The moment table is therefore a necessary incremental budget, not an actual #5402 ledger or a complete obstruction.
+
+If every other signed term is held fixed, 144 paid H8 jobs cancel the hypothetical 144 H8 targets identically rank by rank. An additional positive paid job then worsens the incremental moment. This is a valid conditional statement for every `0<kappa<1`. It does not forbid changed target contracts, shared cleanup, changed idle law, changed main outputs, productive graphs or compiler headroom. Per-provider and aggregate cleanup limits have different sharing assumptions. None is a universal controller ceiling.
+
+The #5405 fixed-current-owned-profile ceiling is separately scoped; it is not duplicated or extended to #5402's coupled interface. The undefined `A S A = Q S` proposal and reported private continuation provide no portable typed physical input for acceptance here. A meaningful next experiment needs exact ordered definitions of A and S, charts, helper-tail operations and costs. Guessing these would test another object.
+
+The source author's finite local amplification bound `2^18996` remains an author-source bound in this round: no reviewed independent receipt recomputes that numerical bound. In particular, the literal cost census does not certify local error amplification, coordinate rounding or full caller precision. Any future complete admission must fund precision, storage, movement, recursive primitives, compiler and outer ledger alongside the actual closure and its changed/lost targets.
+
+## #5376 all-n implications and executable boundary
+
+I followed the written all-n proof rather than inferring it from the pilot. The finite Pauli action has only four dyadic scalar lifts, so traces have the stated Gaussian-integer power-of-two alphabet. The filter isolates equality of **exact phase-bearing matrices**. After grouping exact matrices, the Hilbert-Schmidt Gram identity forces every residual coefficient to vanish when all required widths vanish. The eight-copy self-dual doubly-even code supplies an invariant under a generating set of the full dyadic normalizer, giving an injection from width f to f+8 and hence descent to the eight selected widths. These steps use fixed coefficients and a fixed program at all widths and independent arbitrary roles.
+
+For the `75/76` stability bound, the four coefficient residue classes are disjoint. The signed elementary-symmetric-product formula proves the ++-- sign rule for every n. The recurrence and uniform odd-coefficient estimate imply that the filter's coefficient L1 norm decreases after n=1; its maximum is `77/75`. Positive mass is therefore at most `76/75`. The stated stability constant applies to the full width interval, not automatically to the eight selected widths. The n=0 scalar Fourier test and n=1 96-element modular Gram/Reynolds arguments remain separate. Their sharpness does not claim sharpness for n>=2.
+
+The finite independent pilot supplies 25 native-entry checks, four traces, seven conditional inners, 24 programs, 64 small dense tensor-width instances, seventeen literal witnesses and 68 rejected witness mutations. It independently constructs the 96 one-axis matrices and obtains modular Gram rank 96 and Reynolds ranks zero through seven then fifteen at eight. Its own matrix/arithmetic/endpoint compiler forms the oracle; submitted modules are the device under test. This supports the implementation on those finite inputs. It does not establish arbitrary-program correctness or replace any all-n implication above.
+
+The literal checker accepts a **negative nonzero-entry witness**. It is not a positive equality checker. A forged unused energy field beside a valid nonzero entry is outside that negative acceptance contract. Compact native receipts also require explicit conversion and schema/digest rebinding before the matrix witness checker accepts them. Compact positive equality still trusts the expander, exact trace arithmetic and merge loop. The compact producer shares word expansion helpers with the negative checker; the stronger producer/checker compiler separation of the original dense path cannot be attributed to every compact component.
+
+I did not independently replay all 7,000 recipe classes, complete provider programs, the six registered #5376 science commands or the 30,328 fusion census. No current hosted CI result follows from the latest timeout-only metadata change. The candidate's older base and missing non-runtime contributor document remain visible in provenance; authenticated explicit later source pins do not imply current canonical main is its ancestor.
+
+## Publication boundary
+
+This is a useful, reviewable independent audit package with preserved author/predecessor credit and substantial OpenAI Codex assistance. Its accepted positive outcomes are a partial source-bound provider, explicit missing consumer obligations, a conditional closure-budget interface and a bounded written-proof/executable review. Completion of the whole multiplication construction and any frontier claim remain unaccepted.
diff --git a/research/coupled-provider-independent-audit/reports/acceptance/SAME-CHART-REVIEW.md b/research/coupled-provider-independent-audit/reports/acceptance/SAME-CHART-REVIEW.md
new file mode 100644
index 0000000000..58d403f47f
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/acceptance/SAME-CHART-REVIEW.md
@@ -0,0 +1,28 @@
+# Acceptance addendum: same-chart cache-content control
+
+The new independent control **closes the cache-content mutation coverage gap identified in `REVIEW.md`**. The original source-frame rejection remains accurate for the original control; it is now supplemented by a legally charted content mutation that reaches and fails the zero-row algebra predicate. The scoped acceptance decision is unchanged.
+
+I read `agents/algebra/check_same_chart_cache_mutant.py`, its `SAME-CHART-CACHE-MUTANT.json`, and the root-owned `provider5402-same-chart-cache-control` receipt/stdout. No scientific execution was performed in this acceptance lane. The original acceptance review, binding receipt and scientific checker files were left unchanged.
+
+The script selects the actual first COPY into C1 at event 11207, checks its preceding owned CLEAR at the same chart, and inserts precisely one event:
+
+```
+['scalar', ['scale', ['C', 1], -1, 1], 254]
+```
+
+This is a permitted signed-power-of-two SCALE on the retained cache's current chart. It preserves the existing source and destination identities, owned CLEAR/COPY rules, persistent-owner protections and chronology. It changes the copied content rather than choosing another-chart source. Prefix/suffix comparisons require every other event to remain identical.
+
+The control deliberately bypasses the source zipper, which would reject the extra instruction before any row-content check. It calls the same frozen independent native interpreter directly. Success requires exactly the exception `zero retag requires complete exact zero row`; a chart/ownership rejection or a different exception does not satisfy the control. The observed result has precisely that exception. Thus a wrong same-chart cache value makes a later asserted zero retag nonzero and is rejected by algebra rather than by frame metadata.
+
+The root guard reports exit zero, no termination, 0.705130 seconds elapsed and sampled peak descendant RSS 48,652,288 bytes. The semantic result records 0.575157 seconds internal execution and status `PASS_SAME_CHART_CACHE_CONTENT_MUTANT_REJECTED`.
+
+Static SHA256 checks confirm:
+
+| Artifact | SHA256 |
+| --- | --- |
+| Additional checker | `4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad` |
+| Semantic result | `c8224338d3143f36ba5668908064971f11e2e684a80d9097b1bbd922cf152b15` |
+| Root stdout, matching receipt log hash | `afc4e5719c0e7cf1b2c8c1770d6d5f5f3c8b9411df6b7644419cc138b9be9261` |
+| Root guard receipt | `15ff49f21e110782ea6dcbbe2196e22790241f42c3eb823a5a7211a2b2ed2a4e` |
+
+The recorded SHA256 values of `check_provider.py`, `provider_rows.py`, `phase_exact.py` and `prior_dyadic_engine.py` match the current files and the original independent run's frozen values. The result also retains the same previously authenticated source/candidate raw hashes. This addendum adds one narrow successful semantic control; it does not rerun or broaden the full provider's admitted physical implementation, consumer closure, target credit, precision or kappa boundary.
diff --git a/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED-PROVENANCE.json b/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED-PROVENANCE.json
new file mode 100644
index 0000000000..2937a6d720
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED-PROVENANCE.json
@@ -0,0 +1,13 @@
+{
+  "added_value": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad",
+  "authenticated_file": "capsule/agents/algebra/check_same_chart_cache_mutant.py",
+  "derived_expectation": "reports/algebra/REPLAY-EXPECTED.json",
+  "derived_from_fresh_output": false,
+  "mathematical_result_fields_changed": false,
+  "only_added_json_field": "checker_files_sha256.check_same_chart_cache_mutant.py",
+  "original_receipt": "reports/algebra/RESULT.json",
+  "original_receipt_changed": false,
+  "original_receipt_sha256": "e5b325235eeb6c976a8dc568df838f609fcca0f52945f00bb6b2e9a973a1a11b",
+  "reason": "Original main root result predates the separately added same-chart control. The unchanged main checker inventories every adjacent Python file, including this unused helper, during fresh replay. The helper is separately scheduled as its own control.",
+  "status": "EXPLICIT_ADJACENT_CODE_INVENTORY_ADDITION_ONLY"
+}
diff --git a/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED.json b/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED.json
new file mode 100644
index 0000000000..3be9defb56
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/REPLAY-EXPECTED.json
@@ -0,0 +1,556 @@
+{
+  "all_original_inputs": 632,
+  "arbitrary_owned_inputs": 9,
+  "autonomous_helpers": 400,
+  "basis_roles": [
+    224,
+    225,
+    227,
+    229,
+    230,
+    231,
+    232,
+    233,
+    234,
+    235,
+    236,
+    237,
+    238,
+    239,
+    240,
+    241,
+    242,
+    243,
+    245,
+    246,
+    247,
+    250,
+    252,
+    253,
+    254,
+    255,
+    256,
+    257,
+    258,
+    259,
+    261,
+    262,
+    263,
+    266,
+    268,
+    269,
+    270,
+    271,
+    272,
+    276,
+    280,
+    283,
+    286,
+    287,
+    288,
+    294,
+    296,
+    297,
+    300,
+    302,
+    303,
+    306,
+    308,
+    312,
+    315,
+    318,
+    319,
+    324,
+    326,
+    328,
+    332,
+    333,
+    334,
+    335,
+    336,
+    340,
+    347,
+    350,
+    351,
+    352,
+    356,
+    366,
+    367,
+    368,
+    372,
+    379,
+    382,
+    383,
+    384,
+    388,
+    390,
+    391,
+    392,
+    397,
+    398,
+    399,
+    400,
+    401,
+    402,
+    403,
+    405,
+    406,
+    409,
+    410,
+    411,
+    413,
+    414,
+    415,
+    416,
+    417,
+    418,
+    419,
+    421,
+    422,
+    425,
+    426,
+    427,
+    429,
+    430,
+    431,
+    432,
+    433,
+    434,
+    435,
+    437,
+    438,
+    441,
+    442,
+    443,
+    445,
+    446,
+    447
+  ],
+  "candidate_head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "checker_files_sha256": {
+    "check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf",
+    "check_same_chart_cache_mutant.py": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad",
+    "phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba",
+    "prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9",
+    "provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c"
+  },
+  "claims": [
+    "X=D x-R y+R W h",
+    "Y=D y",
+    "H=D(h-Z y)",
+    "ZW=14 I8",
+    "WZ=I-C"
+  ],
+  "consumed_sha256": {
+    "research/coded-native-caller/NORMALIZERS.json": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+    "research/native-center-free-code/CODE.json": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+    "research/native-center-free-code/SOURCE-WORD.json.gz": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+    "research/native-rank8-helper-provider/PROVIDER.json": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65",
+    "research/native-rank8-helper-provider/WORD.json.gz": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+  },
+  "controls": {
+    "actual_basis_ADD_changed": "derived basis matrix changed",
+    "actual_borrowed_erasure": "borrowed erasure",
+    "actual_cache_source_changed": "source scalar frame",
+    "actual_native_ADD_changed": "actual source ADD changes complete endpoint",
+    "false_autonomous_H8_credit": "H contains nonzero independent Y columns",
+    "false_zero_retag_original_input": "zero retag requires complete exact zero row",
+    "free_generators_do_not_commute": "distinct native generators retain order",
+    "same_tableau_wrong_global_phase": "global phase mismatch",
+    "wrong_operator_order": "reversed noncommuting factors"
+  },
+  "coupled_helpers_without_target_credit": 8,
+  "limitations": [
+    "No autonomous target credit for coupled H.",
+    "No caller, kappa, inverse/transpose schedule or outer budget.",
+    "Native realization and unchanged helper physical implementations inherited from pinned source.",
+    "Phase proof is exact Pauli action plus full zero-column anchor, not flattened all-column physical tape."
+  ],
+  "native_replay": {
+    "arbitrary_owned_inputs": 9,
+    "event_counts": {
+      "adapter": 448,
+      "climb": 3282,
+      "phase": 10,
+      "scalar": 17485,
+      "warp": 240,
+      "zero_retag": 8
+    },
+    "events": 21473,
+    "max_live_owned_rows": 9,
+    "original_inputs": 632,
+    "owner_lifetimes": {
+      "('C', 0)": {
+        "first_write": [
+          11325,
+          "clear"
+        ],
+        "last_read": 11539,
+        "last_write": [
+          11540,
+          "clear"
+        ]
+      },
+      "('C', 1)": {
+        "first_write": [
+          11206,
+          "clear"
+        ],
+        "last_read": 11349,
+        "last_write": [
+          11207,
+          "copy"
+        ]
+      },
+      "('C', 2)": {
+        "first_write": [
+          11221,
+          "clear"
+        ],
+        "last_read": 11376,
+        "last_write": [
+          11222,
+          "copy"
+        ]
+      },
+      "('C', 3)": {
+        "first_write": [
+          11236,
+          "clear"
+        ],
+        "last_read": 11403,
+        "last_write": [
+          11237,
+          "copy"
+        ]
+      },
+      "('C', 4)": {
+        "first_write": [
+          11251,
+          "clear"
+        ],
+        "last_read": 11430,
+        "last_write": [
+          11252,
+          "copy"
+        ]
+      },
+      "('C', 5)": {
+        "first_write": [
+          11266,
+          "clear"
+        ],
+        "last_read": 11457,
+        "last_write": [
+          11267,
+          "copy"
+        ]
+      },
+      "('C', 6)": {
+        "first_write": [
+          11281,
+          "clear"
+        ],
+        "last_read": 11484,
+        "last_write": [
+          11282,
+          "copy"
+        ]
+      },
+      "('C', 7)": {
+        "first_write": [
+          11296,
+          "clear"
+        ],
+        "last_read": 11511,
+        "last_write": [
+          11297,
+          "copy"
+        ]
+      },
+      "('C', 8)": {
+        "first_write": [
+          11321,
+          "clear"
+        ],
+        "last_read": 11538,
+        "last_write": [
+          11322,
+          "copy"
+        ]
+      }
+    },
+    "paid": {
+      "1": 2193,
+      "2": 412,
+      "3": 510,
+      "4": 127,
+      "5": 40
+    }
+  },
+  "ordinary_basis_counts": {
+    "input": {
+      "add": 822,
+      "scale": 12
+    },
+    "output": {
+      "add": 822,
+      "scale": 12
+    }
+  },
+  "owned_outputs_zero": 9,
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "physical_phase_bindings": {
+    "helper_diagonal": 8,
+    "main_diagonal_and_shear": 336,
+    "two_coupling_directions": 896
+  },
+  "runtime_seconds": 32.940536,
+  "source_16_identities": [
+    {
+      "cache_source_event": 11205,
+      "center_source_event": 11332,
+      "frame": 254,
+      "scalar_relation": {
+        "230": "1/4",
+        "324": "-1/4",
+        "326": "1/4",
+        "328": "1/4",
+        "333": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11218,
+      "center_source_event": 11358,
+      "frame": 274,
+      "scalar_relation": {
+        "225": "1/4",
+        "384": "-1/4",
+        "388": "-1/4",
+        "390": "1/4",
+        "391": "1/4",
+        "392": "1/4",
+        "397": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11231,
+      "center_source_event": 11384,
+      "frame": 619,
+      "scalar_relation": {
+        "225": "1/4",
+        "227": "-1/4",
+        "229": "1/4",
+        "231": "-1/2",
+        "232": "1/4",
+        "234": "-1/4",
+        "235": "-1/4",
+        "236": "-1/4",
+        "237": "-1/4",
+        "238": "1/2",
+        "239": "1/4",
+        "384": "-1/4",
+        "388": "-1/4",
+        "390": "1/4",
+        "391": "1/4",
+        "392": "1/4",
+        "397": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11244,
+      "center_source_event": 11410,
+      "frame": 279,
+      "scalar_relation": {
+        "227": "-1/4",
+        "229": "-1/4",
+        "232": "1/4",
+        "234": "-1/4",
+        "235": "-1/4",
+        "236": "1/4",
+        "237": "-1/4",
+        "239": "1/4",
+        "324": "1/4",
+        "326": "-1/4",
+        "328": "-1/4",
+        "333": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11257,
+      "center_source_event": 11436,
+      "frame": 621,
+      "scalar_relation": {
+        "241": "1/4",
+        "243": "-1/4",
+        "245": "1/4",
+        "247": "-1/4",
+        "252": "-1/4",
+        "253": "-1/4",
+        "254": "1/4",
+        "255": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11270,
+      "center_source_event": 11462,
+      "frame": 280,
+      "scalar_relation": {
+        "225": "-1/4",
+        "241": "1/4",
+        "243": "-1/4",
+        "245": "-1/4",
+        "247": "1/4",
+        "252": "1/4",
+        "253": "-1/4",
+        "254": "-1/4",
+        "255": "1/4",
+        "324": "1/4",
+        "326": "-1/4",
+        "328": "-1/4",
+        "333": "1/4",
+        "384": "1/4",
+        "388": "1/4",
+        "390": "-1/4",
+        "391": "-1/4",
+        "392": "-1/4",
+        "397": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11283,
+      "center_source_event": 11488,
+      "frame": 624,
+      "scalar_relation": {
+        "257": "1/4",
+        "259": "-1/4",
+        "261": "1/4",
+        "263": "-1/4",
+        "268": "-1/4",
+        "269": "-1/4",
+        "270": "1/4",
+        "271": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11306,
+      "center_source_event": 11514,
+      "frame": 281,
+      "scalar_relation": {
+        "288": "1/4",
+        "294": "-1/4",
+        "296": "-1/4",
+        "297": "-1/4",
+        "300": "1/4",
+        "303": "1/4"
+      }
+    }
+  ],
+  "source_derived_E": [
+    {
+      "225": "1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    },
+    {
+      "225": "1",
+      "227": "-1",
+      "229": "1",
+      "231": "-2",
+      "232": "1",
+      "234": "-1",
+      "235": "-1",
+      "236": "-1",
+      "237": "-1",
+      "238": "2",
+      "239": "1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    },
+    {
+      "230": "1",
+      "324": "-1",
+      "326": "1",
+      "328": "1",
+      "333": "-1"
+    },
+    {
+      "227": "-1",
+      "229": "-1",
+      "232": "1",
+      "234": "-1",
+      "235": "-1",
+      "236": "1",
+      "237": "-1",
+      "239": "1",
+      "324": "1",
+      "326": "-1",
+      "328": "-1",
+      "333": "1"
+    },
+    {
+      "288": "-1",
+      "294": "1",
+      "296": "1",
+      "297": "1",
+      "300": "-1",
+      "303": "-1"
+    },
+    {
+      "241": "-1",
+      "243": "1",
+      "245": "-1",
+      "247": "1",
+      "252": "1",
+      "253": "1",
+      "254": "-1",
+      "255": "-1"
+    },
+    {
+      "257": "1",
+      "259": "-1",
+      "261": "1",
+      "263": "-1",
+      "268": "-1",
+      "269": "-1",
+      "270": "1",
+      "271": "1"
+    },
+    {
+      "225": "1",
+      "241": "-1",
+      "243": "1",
+      "245": "1",
+      "247": "-1",
+      "252": "-1",
+      "253": "1",
+      "254": "1",
+      "255": "-1",
+      "324": "-1",
+      "326": "1",
+      "328": "1",
+      "333": "-1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    }
+  ],
+  "status": "PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT"
+}
diff --git a/research/coupled-provider-independent-audit/reports/algebra/REPORT.md b/research/coupled-provider-independent-audit/reports/algebra/REPORT.md
new file mode 100644
index 0000000000..ea5d404cae
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/REPORT.md
@@ -0,0 +1,53 @@
+# Independent coupled-provider algebra and physical-boundary audit
+
+Scope: Dillon's PR5402 exact head `3348fccea855082786d5f0fc5558b73d4974e745`, package `research/native-rank8-helper-provider`. Construction credit remains with Dillon and the package's explicitly attributed predecessors, including Ali Romman's cached-center identities, Cao Yifan's native source, Dugongue's center-free code/factorization, Cinna Davis's helper/controller work and the other retained contributors. This is an independent component audit with substantial OpenAI Codex assistance. It supplies no competing caller and no publication.
+
+**The independent component passed root's bounded serial run.** `RESULT.json` records `PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT`, 32.940536 seconds of internal elapsed runtime, all 1,240 actual physical phase bindings and nine rejecting controls. Root's separate guard measured **33.096155 seconds and 181,915,648 bytes sampled peak descendant RSS**, under a 300-second/1-GiB guard. Its receipt and stdout are retained at `swarm-price-plane-20261023T112711Z/runs/provider5402-independent-algebra/`. The RSS measurement is sampled rather than a cgroup hard-memory guarantee. Every checker-file SHA256 in the result matches `RUN-REQUEST.json`: main `3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf`, phase evaluator `15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba`, native interpreter `c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c`, prior dyadic arithmetic `3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9`. This is a provider component result, with the complete-caller and budget boundaries below.
+
+## Independent implementation and exact source boundary
+
+`check_provider.py` imports no candidate verifier, native evaluator, Clifford evaluator or expected endpoint registry. `provider_rows.py` is a newly written chronological interpreter with a complete owner/frame contract. Its dyadic sparse arithmetic explicitly reuses our frozen independent PR5383 engine, copied without modification as `prior_dyadic_engine.py`, SHA256 `3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9`. This is the old audit's arithmetic implementation, not its old quotient word or old owned-pivot input domain. Every actual current word is interpreted afresh.
+
+`phase_exact.py` is a separately written nine-bit operator evaluator. It derives all eighteen signed Pauli images from literal elementary operations and propagates the complete zero-address state using pairs of integers and a power-of-two denominator. Equality requires both the entire signed Pauli action and the full zero-column vector. The former determines a Clifford unitary up to scalar; the latter fixes its absolute phase. It imports no author or predecessor evaluator and does not use a stored signed tableau as an oracle.
+
+The checker pins the original native payload to SHA256 `cfcd36b40326d7a5815e1db5313444379b3fb756b27d5201c561574c085cc0dd`. It consumes the actual emitted coupled word, the actual boundary recipe, the source M/code and main normalizers. Each consumed raw file is hashed in the fresh result; the separate provenance lane establishes their Git/source custody. Source `phase` records are stage annotations, and `adapter` records retain inherited physical entrance/exit bindings. They remain byte-for-byte in place through the chronological zipper. Their full physical implementation remains a retained source premise.
+
+## All 632 original directions, not a quotient domain
+
+The original source replay seeds L0..L631 and C0 with separate arbitrary basis symbols and checks all 632 exact source endpoints. The center-free replay separately derives the complete helper-to-Y matrix and projects it against M/56 to derive B. Every center-free row must equal the full reconstructed formula; the rank-eight factorization is checked entrywise rather than accepted from metadata.
+
+The coupled replay seeds **all 632 original fields plus all nine C owners independently**. There are no owned L pivots and no imposed relation on the original helper inputs. The literal source/candidate zipper identifies all eight saved rows, all eight center replacements and all eight later H1 replacements, preserving the exact order and contents of every other record. Every cache is born after its actual source producer and all eight caches are retained simultaneously before the first removed center. COPY acts only on cleared C owners. Persistent CLEAR is forbidden.
+
+E is freshly derived from complete unrestricted source cache rows. The checker projects their helper components against B and checks their complete main/helper coefficients, obtaining eight independent canonical modes. It proves EB^T=I entrywise. Separately, eight source center-minus-cache differences must contain only scalar helper columns, and the eight later source rows must equal their negatives. The current changed word is then replayed, and every zero retag must encounter a complete zero row across all 641 arbitrary entry directions. Arbitrary owned dirt may not survive in any endpoint.
+
+Free-word operators retain exact order. Only adjacent generator/inverse pairs cancel. Scalar coefficients remain outside operator evaluation. Thus these formal identities evaluate at every positive fiber multiplicity, without assuming any source generator commutation or distributing tensor powers over sums.
+
+## Ordinary helper basis and coupled physical output
+
+The checker derives the 122-owner common-chart matrix L from its freshly computed B and E. It runs the literal submitted entrance program and requires exact equality with L on all 632 original input columns. It executes both products of the submitted entrance/exit programs and requires the identity. Every ADD is dyadic, every SCALE is a signed power of two, all mixed fields share the actual entrance or exit physical chart, and no basis instruction may erase a field or borrow hidden scratch.
+
+It substitutes the resulting entrance rows into every changed native endpoint and runs the actual exit program. All 632 persistent outputs and eight saved-cache rows are compared with their complete exact formulas. Exactly eight original mode outputs are zero before the cache transfer. Every other helper row is restored, and all 224 main rows have the specified coupling. Whole physical fields, together with their chart tags, may then be swapped from the normalized owned caches into these identically zero original directions. The owned slots receive zero; C0 was already zero. This proves the nine-owner final zero condition for arbitrary original owner dirt, rather than presuming entry cleanliness.
+
+For the new physical boundaries, the independent phase evaluator checks the submitted literal monomial words, their stored signed-tableau/anchor records, their actual saved frames and their scalar factors. It checks all 336 actual main diagonal/shear blocks, all 896 nonzero main/helper coupling blocks and all eight helper diagonals: 1,240 equations with absolute phase. In operator product notation, the order is exactly
+
+```
+X = D x - R y + R W h
+Y = D y
+H = D (h - Z y)
+W = diag(Kp^-1) M diag(Km) / 2
+Z = diag(Km^-1) M^T diag(Kp) / 2.
+```
+
+The main and mode K maps commute with R with exact phase. No K/D or K/Q commutation is introduced. In ZW, the adjacent Kp/Kp^-1 factors cancel before M^TM/4=14I is used. In WZ, adjacent Km/Km^-1 factors cancel before MM^T/4=I-A is used. The source code is C=diag(Kp^-1)A diag(Kp), so WZ=I-C. These are ordinary code maps with exterior scalar coefficients; the factor 14 remains 14 at every fiber width.
+
+Ordering banks as (y,h,x) makes the coupled map triangular with invertible diagonal D. Together with the other 400 restored helpers this retains every one of the 632 original input directions. This is an information-preservation proof, not a same-cost emitted inverse or transpose schedule.
+
+## Credits, bill and controls
+
+The checker independently counts the native paid profile and checks exactly eight H8 plus eight H1 deletions. The target grammar permits only the 400 autonomous helper outputs, profile `{4:28,7:7,8:47,9:318}`. The eight H outputs contain nonzero independent Y columns and remain coupled. They have no autonomous H8 target credit. The separate budget lane owns the complete added ordinary work, amplification and caller obligations.
+
+All nine full-run controls rejected. They alter actual current cache-source data (rejected at the source-chart predicate), an actual native ADD coefficient (rejected by a changed complete endpoint), an actual basis ADD coefficient (rejected against the source-derived L), and an actual CLEAR into borrowed erasure. Other controls inject a same-tableau global phase, reverse noncommuting boundary order, attempt a retag on a nonzero original field, falsely credit the coupled H outputs as autonomous, and test that distinct free generators do not commute. Each fails the same semantic predicate used for the accepted instance. Both executed basis programs contain exactly 822 ADD and 12 SCALE operations.
+
+The separate `check_same_chart_cache_mutant.py`, frozen SHA256 `4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad`, adds a tenth control without changing any frozen full-run engine. Immediately after the actual C1 CLEAR/COPY at chart 254, it inserts one legal SCALE -1 on C1 in that same chart. This preserves ownership, all COPY preconditions and every chart binding. The mutated actual native word is then replayed through the same frozen independent interpreter. `SAME-CHART-CACHE-MUTANT.json` records rejection specifically at **the complete nonzero row before a zero retag**, rather than a chart or ownership mismatch. Its internal runtime was 0.575157 seconds. This separately proves sensitivity to actual saved-cache algebraic content; the full run's wrong-source control by itself establishes only source-chart sensitivity. The separate root guard receipt is retained under `swarm-price-plane-20261023T112711Z/runs/provider5402-same-chart-cache-control/`.
+
+This component does not emit or fund a complete caller, claim a new kappa, change selection, prove generic native/tape/compiler assumptions, or rerun the 400 inherited helper implementations. One-column exact phase identities lift columnwise; rational field coefficients remain exterior. The native realization and generic precision/storage/recursive outer obligations retain their explicit source boundaries.
diff --git a/research/coupled-provider-independent-audit/reports/algebra/RESULT.json b/research/coupled-provider-independent-audit/reports/algebra/RESULT.json
new file mode 100644
index 0000000000..3ccee4f764
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/RESULT.json
@@ -0,0 +1,555 @@
+{
+  "all_original_inputs": 632,
+  "arbitrary_owned_inputs": 9,
+  "autonomous_helpers": 400,
+  "basis_roles": [
+    224,
+    225,
+    227,
+    229,
+    230,
+    231,
+    232,
+    233,
+    234,
+    235,
+    236,
+    237,
+    238,
+    239,
+    240,
+    241,
+    242,
+    243,
+    245,
+    246,
+    247,
+    250,
+    252,
+    253,
+    254,
+    255,
+    256,
+    257,
+    258,
+    259,
+    261,
+    262,
+    263,
+    266,
+    268,
+    269,
+    270,
+    271,
+    272,
+    276,
+    280,
+    283,
+    286,
+    287,
+    288,
+    294,
+    296,
+    297,
+    300,
+    302,
+    303,
+    306,
+    308,
+    312,
+    315,
+    318,
+    319,
+    324,
+    326,
+    328,
+    332,
+    333,
+    334,
+    335,
+    336,
+    340,
+    347,
+    350,
+    351,
+    352,
+    356,
+    366,
+    367,
+    368,
+    372,
+    379,
+    382,
+    383,
+    384,
+    388,
+    390,
+    391,
+    392,
+    397,
+    398,
+    399,
+    400,
+    401,
+    402,
+    403,
+    405,
+    406,
+    409,
+    410,
+    411,
+    413,
+    414,
+    415,
+    416,
+    417,
+    418,
+    419,
+    421,
+    422,
+    425,
+    426,
+    427,
+    429,
+    430,
+    431,
+    432,
+    433,
+    434,
+    435,
+    437,
+    438,
+    441,
+    442,
+    443,
+    445,
+    446,
+    447
+  ],
+  "candidate_head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "checker_files_sha256": {
+    "check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf",
+    "phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba",
+    "prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9",
+    "provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c"
+  },
+  "claims": [
+    "X=D x-R y+R W h",
+    "Y=D y",
+    "H=D(h-Z y)",
+    "ZW=14 I8",
+    "WZ=I-C"
+  ],
+  "consumed_sha256": {
+    "research/coded-native-caller/NORMALIZERS.json": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da",
+    "research/native-center-free-code/CODE.json": "8be7f3f073b7981ec91c6af43edff0ac8a89f4824ef6026ae758c287dd6c03d0",
+    "research/native-center-free-code/SOURCE-WORD.json.gz": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+    "research/native-rank8-helper-provider/PROVIDER.json": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65",
+    "research/native-rank8-helper-provider/WORD.json.gz": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+  },
+  "controls": {
+    "actual_basis_ADD_changed": "derived basis matrix changed",
+    "actual_borrowed_erasure": "borrowed erasure",
+    "actual_cache_source_changed": "source scalar frame",
+    "actual_native_ADD_changed": "actual source ADD changes complete endpoint",
+    "false_autonomous_H8_credit": "H contains nonzero independent Y columns",
+    "false_zero_retag_original_input": "zero retag requires complete exact zero row",
+    "free_generators_do_not_commute": "distinct native generators retain order",
+    "same_tableau_wrong_global_phase": "global phase mismatch",
+    "wrong_operator_order": "reversed noncommuting factors"
+  },
+  "coupled_helpers_without_target_credit": 8,
+  "limitations": [
+    "No autonomous target credit for coupled H.",
+    "No caller, kappa, inverse/transpose schedule or outer budget.",
+    "Native realization and unchanged helper physical implementations inherited from pinned source.",
+    "Phase proof is exact Pauli action plus full zero-column anchor, not flattened all-column physical tape."
+  ],
+  "native_replay": {
+    "arbitrary_owned_inputs": 9,
+    "event_counts": {
+      "adapter": 448,
+      "climb": 3282,
+      "phase": 10,
+      "scalar": 17485,
+      "warp": 240,
+      "zero_retag": 8
+    },
+    "events": 21473,
+    "max_live_owned_rows": 9,
+    "original_inputs": 632,
+    "owner_lifetimes": {
+      "('C', 0)": {
+        "first_write": [
+          11325,
+          "clear"
+        ],
+        "last_read": 11539,
+        "last_write": [
+          11540,
+          "clear"
+        ]
+      },
+      "('C', 1)": {
+        "first_write": [
+          11206,
+          "clear"
+        ],
+        "last_read": 11349,
+        "last_write": [
+          11207,
+          "copy"
+        ]
+      },
+      "('C', 2)": {
+        "first_write": [
+          11221,
+          "clear"
+        ],
+        "last_read": 11376,
+        "last_write": [
+          11222,
+          "copy"
+        ]
+      },
+      "('C', 3)": {
+        "first_write": [
+          11236,
+          "clear"
+        ],
+        "last_read": 11403,
+        "last_write": [
+          11237,
+          "copy"
+        ]
+      },
+      "('C', 4)": {
+        "first_write": [
+          11251,
+          "clear"
+        ],
+        "last_read": 11430,
+        "last_write": [
+          11252,
+          "copy"
+        ]
+      },
+      "('C', 5)": {
+        "first_write": [
+          11266,
+          "clear"
+        ],
+        "last_read": 11457,
+        "last_write": [
+          11267,
+          "copy"
+        ]
+      },
+      "('C', 6)": {
+        "first_write": [
+          11281,
+          "clear"
+        ],
+        "last_read": 11484,
+        "last_write": [
+          11282,
+          "copy"
+        ]
+      },
+      "('C', 7)": {
+        "first_write": [
+          11296,
+          "clear"
+        ],
+        "last_read": 11511,
+        "last_write": [
+          11297,
+          "copy"
+        ]
+      },
+      "('C', 8)": {
+        "first_write": [
+          11321,
+          "clear"
+        ],
+        "last_read": 11538,
+        "last_write": [
+          11322,
+          "copy"
+        ]
+      }
+    },
+    "paid": {
+      "1": 2193,
+      "2": 412,
+      "3": 510,
+      "4": 127,
+      "5": 40
+    }
+  },
+  "ordinary_basis_counts": {
+    "input": {
+      "add": 822,
+      "scale": 12
+    },
+    "output": {
+      "add": 822,
+      "scale": 12
+    }
+  },
+  "owned_outputs_zero": 9,
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "physical_phase_bindings": {
+    "helper_diagonal": 8,
+    "main_diagonal_and_shear": 336,
+    "two_coupling_directions": 896
+  },
+  "runtime_seconds": 32.940536,
+  "source_16_identities": [
+    {
+      "cache_source_event": 11205,
+      "center_source_event": 11332,
+      "frame": 254,
+      "scalar_relation": {
+        "230": "1/4",
+        "324": "-1/4",
+        "326": "1/4",
+        "328": "1/4",
+        "333": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11218,
+      "center_source_event": 11358,
+      "frame": 274,
+      "scalar_relation": {
+        "225": "1/4",
+        "384": "-1/4",
+        "388": "-1/4",
+        "390": "1/4",
+        "391": "1/4",
+        "392": "1/4",
+        "397": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11231,
+      "center_source_event": 11384,
+      "frame": 619,
+      "scalar_relation": {
+        "225": "1/4",
+        "227": "-1/4",
+        "229": "1/4",
+        "231": "-1/2",
+        "232": "1/4",
+        "234": "-1/4",
+        "235": "-1/4",
+        "236": "-1/4",
+        "237": "-1/4",
+        "238": "1/2",
+        "239": "1/4",
+        "384": "-1/4",
+        "388": "-1/4",
+        "390": "1/4",
+        "391": "1/4",
+        "392": "1/4",
+        "397": "-1/4"
+      }
+    },
+    {
+      "cache_source_event": 11244,
+      "center_source_event": 11410,
+      "frame": 279,
+      "scalar_relation": {
+        "227": "-1/4",
+        "229": "-1/4",
+        "232": "1/4",
+        "234": "-1/4",
+        "235": "-1/4",
+        "236": "1/4",
+        "237": "-1/4",
+        "239": "1/4",
+        "324": "1/4",
+        "326": "-1/4",
+        "328": "-1/4",
+        "333": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11257,
+      "center_source_event": 11436,
+      "frame": 621,
+      "scalar_relation": {
+        "241": "1/4",
+        "243": "-1/4",
+        "245": "1/4",
+        "247": "-1/4",
+        "252": "-1/4",
+        "253": "-1/4",
+        "254": "1/4",
+        "255": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11270,
+      "center_source_event": 11462,
+      "frame": 280,
+      "scalar_relation": {
+        "225": "-1/4",
+        "241": "1/4",
+        "243": "-1/4",
+        "245": "-1/4",
+        "247": "1/4",
+        "252": "1/4",
+        "253": "-1/4",
+        "254": "-1/4",
+        "255": "1/4",
+        "324": "1/4",
+        "326": "-1/4",
+        "328": "-1/4",
+        "333": "1/4",
+        "384": "1/4",
+        "388": "1/4",
+        "390": "-1/4",
+        "391": "-1/4",
+        "392": "-1/4",
+        "397": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11283,
+      "center_source_event": 11488,
+      "frame": 624,
+      "scalar_relation": {
+        "257": "1/4",
+        "259": "-1/4",
+        "261": "1/4",
+        "263": "-1/4",
+        "268": "-1/4",
+        "269": "-1/4",
+        "270": "1/4",
+        "271": "1/4"
+      }
+    },
+    {
+      "cache_source_event": 11306,
+      "center_source_event": 11514,
+      "frame": 281,
+      "scalar_relation": {
+        "288": "1/4",
+        "294": "-1/4",
+        "296": "-1/4",
+        "297": "-1/4",
+        "300": "1/4",
+        "303": "1/4"
+      }
+    }
+  ],
+  "source_derived_E": [
+    {
+      "225": "1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    },
+    {
+      "225": "1",
+      "227": "-1",
+      "229": "1",
+      "231": "-2",
+      "232": "1",
+      "234": "-1",
+      "235": "-1",
+      "236": "-1",
+      "237": "-1",
+      "238": "2",
+      "239": "1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    },
+    {
+      "230": "1",
+      "324": "-1",
+      "326": "1",
+      "328": "1",
+      "333": "-1"
+    },
+    {
+      "227": "-1",
+      "229": "-1",
+      "232": "1",
+      "234": "-1",
+      "235": "-1",
+      "236": "1",
+      "237": "-1",
+      "239": "1",
+      "324": "1",
+      "326": "-1",
+      "328": "-1",
+      "333": "1"
+    },
+    {
+      "288": "-1",
+      "294": "1",
+      "296": "1",
+      "297": "1",
+      "300": "-1",
+      "303": "-1"
+    },
+    {
+      "241": "-1",
+      "243": "1",
+      "245": "-1",
+      "247": "1",
+      "252": "1",
+      "253": "1",
+      "254": "-1",
+      "255": "-1"
+    },
+    {
+      "257": "1",
+      "259": "-1",
+      "261": "1",
+      "263": "-1",
+      "268": "-1",
+      "269": "-1",
+      "270": "1",
+      "271": "1"
+    },
+    {
+      "225": "1",
+      "241": "-1",
+      "243": "1",
+      "245": "1",
+      "247": "-1",
+      "252": "-1",
+      "253": "1",
+      "254": "1",
+      "255": "-1",
+      "324": "-1",
+      "326": "1",
+      "328": "1",
+      "333": "-1",
+      "384": "-1",
+      "388": "-1",
+      "390": "1",
+      "391": "1",
+      "392": "1",
+      "397": "-1"
+    }
+  ],
+  "status": "PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT"
+}
diff --git a/research/coupled-provider-independent-audit/reports/algebra/RUN-REQUEST.json b/research/coupled-provider-independent-audit/reports/algebra/RUN-REQUEST.json
new file mode 100644
index 0000000000..e762158d3c
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/RUN-REQUEST.json
@@ -0,0 +1,21 @@
+{
+  "status": "READY_ROOT_SERIAL_EXECUTION_ONLY",
+  "argv": [
+    "python3",
+    "-B",
+    "check_provider.py",
+    "--out",
+    "RESULT.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/algebra",
+  "wall_seconds": 300,
+  "sampled_descendant_RSS_MiB": 1024,
+  "expected_seconds": "20-80, unmeasured",
+  "code_sha256": {
+    "check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf",
+    "phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba",
+    "prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9",
+    "provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c"
+  },
+  "dependencies": "Python3 standard library only; no candidate/source evaluator import. Explicit reuse of our independent 5383 dyadic engine."
+}
diff --git a/research/coupled-provider-independent-audit/reports/algebra/RUNTIME.json b/research/coupled-provider-independent-audit/reports/algebra/RUNTIME.json
new file mode 100644
index 0000000000..bd02549f94
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/RUNTIME.json
@@ -0,0 +1,54 @@
+{
+  "guard_receipt_path": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-price-plane-20261023T112711Z/runs/provider5402-independent-algebra/RECEIPT.json",
+  "guard_receipt_sha256": "e79403fc2d7e71a9a4aecaf492757bb3ac89fd5ca1765c8da1bd261f11767ad4",
+  "stdout_sha256": "690b1a619233a55701d5e06997ef4c61e5fbcbab5519c317276853a4d42b61ec",
+  "guard": {
+    "schema": "serial-research-run/v1",
+    "command": [
+      "/usr/bin/python3",
+      "-B",
+      "check_provider.py",
+      "--out",
+      "RESULT.json"
+    ],
+    "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/algebra",
+    "exit_code": 0,
+    "termination": null,
+    "elapsed_seconds": 33.09615578700323,
+    "sampled_peak_descendant_rss_bytes": 181915648,
+    "rss_samples": 329,
+    "memory_limit_mib": 1024,
+    "timeout_seconds": 300.0,
+    "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+    "log_sha256": "690b1a619233a55701d5e06997ef4c61e5fbcbab5519c317276853a4d42b61ec",
+    "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+  },
+  "result_sha256": "e5b325235eeb6c976a8dc568df838f609fcca0f52945f00bb6b2e9a973a1a11b",
+  "source_byte_policy": "No source file edited; source custody is separately reviewed.",
+  "same_chart_cache_control": {
+    "guard_receipt_path": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-price-plane-20261023T112711Z/runs/provider5402-same-chart-cache-control/RECEIPT.json",
+    "guard_receipt_sha256": "15ff49f21e110782ea6dcbbe2196e22790241f42c3eb823a5a7211a2b2ed2a4e",
+    "guard": {
+      "schema": "serial-research-run/v1",
+      "command": [
+        "/usr/bin/python3",
+        "-B",
+        "check_same_chart_cache_mutant.py",
+        "--out",
+        "SAME-CHART-CACHE-MUTANT.json"
+      ],
+      "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/algebra",
+      "exit_code": 0,
+      "termination": null,
+      "elapsed_seconds": 0.7051301799947396,
+      "sampled_peak_descendant_rss_bytes": 48652288,
+      "rss_samples": 7,
+      "memory_limit_mib": 256,
+      "timeout_seconds": 30.0,
+      "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+      "log_sha256": "afc4e5719c0e7cf1b2c8c1770d6d5f5f3c8b9411df6b7644419cc138b9be9261",
+      "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+    },
+    "result_sha256": "c8224338d3143f36ba5668908064971f11e2e684a80d9097b1bbd922cf152b15"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/reports/algebra/SAME-CHART-CACHE-MUTANT.json b/research/coupled-provider-independent-audit/reports/algebra/SAME-CHART-CACHE-MUTANT.json
new file mode 100644
index 0000000000..d16ae63422
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/algebra/SAME-CHART-CACHE-MUTANT.json
@@ -0,0 +1,29 @@
+{
+  "candidate_raw_sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc",
+  "checker_sha256": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad",
+  "frozen_engine_sha256": {
+    "check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf",
+    "phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba",
+    "prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9",
+    "provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c"
+  },
+  "inserted_event": [
+    "scalar",
+    [
+      "scale",
+      [
+        "C",
+        1
+      ],
+      -1,
+      1
+    ],
+    254
+  ],
+  "mutation_source_event": 11207,
+  "preserved": "same chart, all owned CLEAR/COPY rules, no borrowed erasure; one legal SCALE -1 on retained C1 only",
+  "rejection": "zero retag requires complete exact zero row",
+  "runtime_seconds": 0.575157,
+  "source_raw_sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05",
+  "status": "PASS_SAME_CHART_CACHE_CONTENT_MUTANT_REJECTED"
+}
diff --git a/research/coupled-provider-independent-audit/reports/budget/LIVE-5405-INTAKE.json b/research/coupled-provider-independent-audit/reports/budget/LIVE-5405-INTAKE.json
new file mode 100644
index 0000000000..c9dc5a00af
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/LIVE-5405-INTAKE.json
@@ -0,0 +1,7 @@
+{
+  "url": "https://github.com/CrocSwap/integer-mult-bounds/pull/5405",
+  "title": "Prove an unbounded FULL/QUERY controller ceiling (no κ gain)",
+  "head": "314b56a6c0056c2358538f072c6fde9d365be44d",
+  "base": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "body": "This scoped proof puts a ceiling on the entire prefix/suffix FULL/QUERY invoice family with the current owned local profile: **no pair count, split or stage mask can fund `0.00302728825 <= κ < 1` through its strict moment test. No higher κ is claimed.** This removes the pair-count and stage-neighborhood limits of the earlier checks.\n\nThe [proof](https://github.com/aliromman/integer-mult-bounds/blob/314b56a6c0056c2358538f072c6fde9d365be44d/research/global-query-controller-ceiling/PROOF.md), [exact receipt](https://github.com/aliromman/integer-mult-bounds/blob/314b56a6c0056c2358538f072c6fde9d365be44d/research/global-query-controller-ceiling/RESULT.json), [verifier](https://github.com/aliromman/integer-mult-bounds/blob/314b56a6c0056c2358538f072c6fde9d365be44d/research/global-query-controller-ceiling/verify.py) and [source pins](https://github.com/aliromman/integer-mult-bounds/blob/314b56a6c0056c2358538f072c6fde9d365be44d/research/global-query-controller-ceiling/SOURCES.json) define the review object. The current complete conditional comparison is **κ = 0.00302728823**, from [PR #5398](https://github.com/CrocSwap/integer-mult-bounds/pull/5398), with [independent validation in PR #5400](https://github.com/CrocSwap/integer-mult-bounds/pull/5400). Its remaining room in this family is less than `2e-11`; this package does not rerun that positive admission.\n\nThe proof fixes the local paid/helper profiles, 112 ports, rank-eight stage blocks, rank-one query price and prefix/suffix idle law. A concavity bound rejects every allocation with at least 96 FULL stages. Deleting pairs of QUERY stages reduces the remaining unbounded family to at most 96 pairs. An integer dynamic program checks all **10,290,000** remaining state combinations. The minimum certified paid-minus-target margin is greater than **0.000000014914967918767741908079**, at the current p16/a7 invoice. A separate monotonicity argument extends the sign from the tested saving to the full stated interval.\n\nThis covers all masks and all pair counts, unlike the at-most-two-stage screen in [PR #5393](https://github.com/CrocSwap/integer-mult-bounds/pull/5393). [PR #5397](https://github.com/CrocSwap/integer-mult-bounds/pull/5397) supplies the related fixed 144-exchange invoice ceiling. It does not exclude another native profile, connection graph, idle law or recursive contract. In particular, the coupled outputs of [PR #5402](https://github.com/CrocSwap/integer-mult-bounds/pull/5402) require a different completed caller and are outside this theorem.\n\nBase: canonical main `1ec1119972c9aefe42525172d07b332fcff81cb4`, priority 7. The exact [PR #5392](https://github.com/CrocSwap/integer-mult-bounds/pull/5392) result at `329b2ff35d2994b11abbb59f770d12da75c494ac` is retained byte for byte in this branch's ancestor `6919161525e69b687630cb6468aa32b9414d7206`. Replay needs no pending predecessor checkout. The selected frontier is unchanged.\n\nPython 3.12 and the standard library:\n\n```sh\npython3 -B scripts/research_package.py --package research/global-query-controller-ceiling\n```\n\nExpected result in both registered modes:\n\n```text\nPASS_GLOBAL_QUERY_CONTROLLER_CEILING_NO_KAPPA_GAIN\n```\n\nNormal and optimized registered replays pass. Checks include source authentication, exact outward rational arithmetic, the infinite-tail inequalities, the complete dynamic program, 15 exact Laurent factorizations and all 12,744 masks through five pairs. The literal invoices and exhaustive minima agree with the new formula and dynamic program. Controls detect an omitted idle that falsely funds the moment, unearned helper credit and the middle-idle charge at an even FULL stage. All 16 committed-file bindings and official export integrity pass. An optimized read-only replay with Git absent passes; all 17 exported files remain unchanged. The optional full-history check is unavailable in this shallow checkout; direct base and retained-source ancestry checks pass. Hosted CI is pending at publication.\n\nThe native phase suite, complete compiler/outer and selected cold replays, physical tape execution and formal kernel were not run. The cited positive bounds retain the five selected framework assumptions. This is an author-checked mathematical ceiling for the stated invoices, not a global circuit optimum or a new multiplication theorem.\n\nCredit: Cinna Davis (@1337isnot1337) for the controller, Ali Romman (@aliromman) for the owned/transposed profile, Cao Yifan (@intqwq) for the native source, @zxv for the reused interval engine and invoice preflight, Chris R (@Clear1nsight) for the earlier stage screen and independent admission, and @Dugongue for the frame and compiler lineage. The [retained source notice](https://github.com/aliromman/integer-mult-bounds/blob/314b56a6c0056c2358538f072c6fde9d365be44d/research/global-query-controller-ceiling/source/NOTICE.md) preserves Jacob Alan Sussman and the earlier native, compiler and analytic credit. New proof and dynamic program by Ali Romman with substantial OpenAI Codex assistance; no subagents; Apache-2.0.\n"
+}
diff --git a/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-PROOF.md b/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-PROOF.md
new file mode 100644
index 0000000000..e16f3c18f3
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-PROOF.md
@@ -0,0 +1,60 @@
+# One-provider local envelopes in two norm geometries
+
+This is a local bound for the complete #5402 provider schedule at exact head `3348fccea855082786d5f0fc5558b73d4974e745`. It covers arbitrary positive fiber width under the retained square normalized native/Clifford realization. It is not a full caller rounding, recursion, coordinate, storage, movement, tape or outer-funding theorem.
+
+Let each of the 641 fields be a vector in the same physical Hilbert space H_f, with its field Euclidean norm. Define
+
+```
+||v||max = max_j ||v_j||2
+||v||joint = (sum_j ||v_j||2^2)^(1/2).
+```
+
+The first is the maximum-field geometry explicitly declared by the provider's proof. The second measures joint field Euclidean error. Their elementary COPY bounds differ; a different exponent in the second geometry is not a discrepancy in the author's first-geometry claim.
+
+## Square unitary native contract
+
+The pinned `clifford_exact.py` defines a normalized square Gaussian gate on a binary translation X_q by
+
+```
+C_q = ((1+i)/2) I + ((1-i)/2) X_q.
+```
+
+Here X_q is a self-adjoint unitary involution. The two coefficient squared magnitudes sum to one, and their cross terms cancel, so C_q is unitary; its inverse conjugates the coefficients and is also unitary. Address permutations, X shifts and D/phase gates are unitary. The canonical frame constructor consists of these gates and unitary conjugations. Complex conjugation of a frame preserves unitarity. A relative chart/frame transition and each normalized signed Gaussian child therefore act on a square field space by a unitary map. This does not follow merely from formal free-group invertibility.
+
+The emitted source's 72 warp address matrices are independently checked for full binary rank nine, and every canonical frame row list is checked to be an independent subspace basis. Every literal P in the 464 boundary monomial words is checked to be invertible. Their D and phase factors have unit modulus. Tensoring/lifting these primitive address operations columnwise preserves unitarity at every positive width; exterior scalar owner coefficients remain scalar coefficients and are not tensor powered. Thus the unitary bound does not grow with the width.
+
+The native source phase/adapter records preserve the predecessor's physical bindings; they are not newly reconstructed in this norm checker. The separate independent source/physical audit binds that inherited realization. The envelope's premise is that those records are realized by the stated square canonical Clifford maps, with no hidden nonunitary scalar rescaling. It does not newly discharge the native implementation foundation. This norm audit never executes submitted Python.
+
+## Elementary bounds
+
+For either geometry, ADD `v_d += q v_s` with distinct fields has norm at most `1+|q|`. In joint geometry, write the map as `I+q E_ds`, where the block matrix E_ds has operator norm one. In maximum-field geometry, use the triangle inequality for the changed destination. SCALE has bound `max(1,|q|)` on the whole bank. CLEAR and whole-field SWAP have norm at most one. A single-field unitary map, including each Gaussian/monomial/chart operation above, has norm one.
+
+COPY overwrites one destination with its source. Its maximum-field norm is at most one. In joint geometry its norm is at most sqrt(2), since the old destination is discarded and the source contributes to two output fields. The integer power-of-two enclosure uses 2. The COPY bound applies to arbitrary perturbations; it does not rely on silently restricting the destination's error to zero. Exact zero-retag is physical identity and has norm one; correctness of its exact-zero prerequisite belongs to the separate source replay.
+
+For each elementary operation assign exponent zero for a nonexpanding map; assign
+
+```
+ceil(log2(1+|q|))          for ADD,
+ceil(log2(max(1,|q|)))    for SCALE,
+0 / 1                    for COPY in max / joint geometry.
+```
+
+All ceiling decisions are exact rational comparisons against powers of two. The checker parses the actual changed WORD, both emitted basis programs, all eight input scalings, all eight emitted output scalings, all final consumption clears/swaps and the literal monomial boundaries. It counts the normalized output `cache_scalar` directly: that field already stores `1/(2 f_i)`.
+
+If L is the sum of these nonnegative exponents, every contiguous subinterval, prefix and suffix has operator norm at most 2^L. Indeed its exponent sum is no larger than the complete sum. This is a deliberately coarse upper bound; it does not assert an optimal norm or exponent.
+
+For residuals inserted after any local operation, the standard telescoping error expansion and the suffix bound give, in the selected same geometry,
+
+```
+||e_out|| <= 2^L (||e_in|| + sum_j ||residual_j||).
+```
+
+With m residuals each bounded by epsilon and zero initial error, this is at most `m*2^L*epsilon`. The residual bounds are whole-field norm bounds at a fixed width. There is no implicit dimension-independent conversion from coordinate error to whole-field error, and no machine precision or tape budget is inferred.
+
+## Execution and separate scalar-invoice correction
+
+`independent_local_envelope.py` independently reconstructs both exponents and compares the first with the author's declared maximum-field bound only after completing the literal calculation. It also checks exact rational ceiling, COPY-geometry and direct-output-SCALE controls. Its output is `LOCAL-ENVELOPE-v1.json`; root performs the guarded execution. The guarded run passed. The exact stage exponents (max / joint geometry) are: mode inputs 8/8, input basis 844/844, changed native word 17,282/17,298, output basis 854/854, and cache output normalizers 8/8; fused main wrappers contribute zero. Their sums are **18,996 / 19,012**. Thus the author's declared maximum-field bound is independently reproduced. Root's external guard recorded 0.504455 seconds and 59,138,048 sampled descendant bytes. The checker recorded 0.413036 seconds internally and 57,752 KiB maximum RSS. Checker SHA256 is `11d8b361adacac9ae44985ffa8a83ff0e9de47e94571e486427baa7201da7715`; receipt SHA256 is `f99bc2dd5f60b38d6ee9617fac9fb1f03ce9c5f10455650ccf2f7acc54bb490f`.
+
+The original budget checker misread the emitted `cache_scalar` as the unnormalized cache coefficient and applied its reciprocal formula a second time. All eight actual output magnitudes are two. The field operation counts and all recursive profiles/moments were unaffected. The old scalar tariff of 175,038 remains a conservative overestimate but is not the exact literal scalar tariff. The fresh `screen_v3.py` uses the emitted coefficient directly and checks boundary scalar tariff 42 rather than 58, giving exact total 175,022 rather than 175,038. Its authoritative output is `RESULT-v3.json`; earlier checker/result files are retained as version-scoped history. This correction concerns this independent checker, not the provider.
+
+Credit remains with the native, provider, Clifford, controller, compiler and other contributors retained in the pinned source. Independent derivation: Chris R/Clear1nsight with substantial OpenAI Codex assistance. No human or formal-kernel acceptance is claimed.
diff --git a/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-v1.json b/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-v1.json
new file mode 100644
index 0000000000..bd4cbcf367
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/LOCAL-ENVELOPE-v1.json
@@ -0,0 +1,174 @@
+{
+  "abstract_scalar_unitary_transcript_sha256": "8c96a283c2fe5523456ea898254199c6bf633cf9e7c3033b65151a6f5b9bd50a",
+  "author_declared_geometry": "maximum over fields of field Euclidean norms",
+  "author_stated_max_field_exponent": 18996,
+  "controls": [
+    "upward_rational_logarithm",
+    "COPY_norm_geometry",
+    "emitted_output_scale_used_directly"
+  ],
+  "copy_count": 16,
+  "error_inequality": "For either stated norm and its exponent L: ||e_out|| <= 2^L (||e_in|| + sum_j ||local_residual_j||). Residuals use that same whole-field geometry, at one fixed width. No implicit coordinatewise-to-field or width-independent injection conversion is claimed.",
+  "executed_checker_sha256": "11d8b361adacac9ae44985ffa8a83ff0e9de47e94571e486427baa7201da7715",
+  "groups": [
+    {
+      "counts": {
+        "unitary": 224
+      },
+      "gate_count": 224,
+      "group": "224_fused_main_input_wrappers",
+      "joint_field_l2_exponent": 0,
+      "max_field_l2_exponent": 0
+    },
+    {
+      "counts": {
+        "scale": 8,
+        "unitary": 8
+      },
+      "gate_count": 16,
+      "group": "eight_mode_inputs",
+      "joint_field_l2_exponent": 8,
+      "max_field_l2_exponent": 8
+    },
+    {
+      "counts": {
+        "add": 822,
+        "scale": 12
+      },
+      "gate_count": 834,
+      "group": "input_basis",
+      "joint_field_l2_exponent": 844,
+      "max_field_l2_exponent": 844
+    },
+    {
+      "counts": {
+        "add": 16273,
+        "annotation": 458,
+        "clear": 32,
+        "copy": 16,
+        "scale": 1164,
+        "unitary": 3522,
+        "zero_retag": 8
+      },
+      "gate_count": 21473,
+      "group": "changed_native_word",
+      "joint_field_l2_exponent": 17298,
+      "max_field_l2_exponent": 17282
+    },
+    {
+      "counts": {
+        "add": 822,
+        "scale": 12
+      },
+      "gate_count": 834,
+      "group": "output_basis",
+      "joint_field_l2_exponent": 854,
+      "max_field_l2_exponent": 854
+    },
+    {
+      "counts": {
+        "clear": 8,
+        "scale": 8,
+        "swap": 8,
+        "unitary": 8
+      },
+      "gate_count": 32,
+      "group": "eight_cache_output_normalizers_and_consumption",
+      "joint_field_l2_exponent": 8,
+      "max_field_l2_exponent": 8
+    },
+    {
+      "counts": {
+        "unitary": 224
+      },
+      "gate_count": 224,
+      "group": "224_fused_main_output_wrappers",
+      "joint_field_l2_exponent": 0,
+      "max_field_l2_exponent": 0
+    }
+  ],
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "native_records": {
+    "adapter": 448,
+    "climb": 3282,
+    "phase": 10,
+    "scalar": 17485,
+    "warp": 240,
+    "zero_retag": 8
+  },
+  "runtime": {
+    "maxrss_kib": 57752,
+    "seconds": 0.4130356339737773
+  },
+  "scope": "One raw provider only. Not recursive precision, caller error allocation, tape routing/movement, machine storage, compiler or outer funding.",
+  "source_files": [
+    {
+      "local": "inputs/NORMALIZERS.json",
+      "sha256": "ae8aad06aa5d1811d725895b3ab5a4f4daa9dcdd88294aa0d5f723e78bb1e0da"
+    },
+    {
+      "local": "inputs/PROOF.md",
+      "sha256": "2d59282f3b5e9fb848d0099ce91729fa433162e6975f877a441e2ab4f57a29c5"
+    },
+    {
+      "local": "inputs/PROVIDER.json",
+      "sha256": "676de7551d3364598f4a7e29ae97cae0e4364348786bbe70435b84294ba7dd65"
+    },
+    {
+      "local": "inputs/README.md",
+      "sha256": "0d86590c471a498f3b735397d42bbaf4d5e89c33b75ddbd48dbf972192ab351f"
+    },
+    {
+      "local": "inputs/REFERENCE-5398-CONTROLLER.json",
+      "sha256": "60cc512b39cdb9ea2c2ac6c6634c8d3f9627d96ace08ffa659a9d9472444122b"
+    },
+    {
+      "local": "inputs/REFERENCE-5400-INVOICE.json",
+      "sha256": "a53bdbc009830f83b91233cf7cc2c8e9a03d76cff93c73bdd4f52fceb742e73f"
+    },
+    {
+      "local": "inputs/SOURCE-PINS.json",
+      "sha256": "fc2e447a0043f74b133a24b67b2a87e4ff87232dd8a003253d19dbf2390a9092"
+    },
+    {
+      "local": "inputs/SOURCE-WORD.json.gz",
+      "sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05"
+    },
+    {
+      "local": "inputs/SOURCES.json",
+      "sha256": "f16756004bd3100e4993b250181c4c8d15c31b0a1478b627091dd900e1103888"
+    },
+    {
+      "local": "inputs/WORD.json.gz",
+      "sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc"
+    },
+    {
+      "local": "independent_price_engine.py",
+      "sha256": "9ef7ee4082631566eb7903c3e21e517ef58039dca2a47104a2279c459589eb47"
+    },
+    {
+      "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+      "local": "envelope-inputs/clifford_exact.py",
+      "sha256": "2982ead07721e83358dc67c6f49c2b4c16a236a6bebdfd72f58221be1f5d0962",
+      "source_path": "research/coded-native-caller/clifford_exact.py"
+    },
+    {
+      "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+      "local": "envelope-inputs/PHYSICAL.md",
+      "sha256": "4321b159ff8d3fe705419adaaa1beef75606e869e34341bda553f17d598a6078",
+      "source_path": "research/coded-native-caller/PHYSICAL.md"
+    },
+    {
+      "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+      "local": "envelope-inputs/verify.py",
+      "sha256": "121d87787c0f76bd530b6e1682704a311e96dfb33d787bea2ba29a1d0e5ee23e",
+      "source_path": "research/native-rank8-helper-provider/verify.py"
+    }
+  ],
+  "square_clifford_contract": "All fields are square ambient2^(9f) address arrays. Normalized signed C gates, canonical frames/conjugates, invertible address warps and literal monomial wrappers are unitary for every positive width f. Physical phase/adapter binding is inherited/audited separately; free-group invertibility alone would not establish this premise.",
+  "status": "PASS_INDEPENDENT_ONE_PROVIDER_TWO_NORM_ENVELOPE",
+  "total_joint_field_l2_exponent": 19012,
+  "total_max_field_l2_exponent": 18996,
+  "uniform_contiguous_intervals": true,
+  "uniform_suffixes": true
+}
diff --git a/research/coupled-provider-independent-audit/reports/budget/REPORT-v3.md b/research/coupled-provider-independent-audit/reports/budget/REPORT-v3.md
new file mode 100644
index 0000000000..c420bed962
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/REPORT-v3.md
@@ -0,0 +1,91 @@
+# Independent provider closure budget
+
+This lane supplies a typed necessary-condition screen and a literal ordinary inventory for #5402 at `3348fccea855082786d5f0fc5558b73d4974e745`. It supplies no completed caller and no new kappa. Its favorable comparison deliberately grants a target contract that has not been constructed: each of the eighteen provider instances closes to the same standard B main interface used by #5398, preserves its 400 autonomous helpers, and earns eight additional autonomous H8 jobs. The actual eight coupled H outputs have zero autonomous credit.
+
+## Exact source and complete comparison invoice
+
+`inputs/ALL-PINS.json` binds the literal original and changed words, PROVIDER basis programs, canonical NORMALIZERS, the independently validated #5400 invoice and the exact #5398 controller. The standalone price engine is copied without modification from our prior independent numeric lane; no submitted provider/native/price/verifier module is executed. The checker reconstructs the complete old invoice using all eighteen local bodies, fifteen 112-job H1 queries, every retained whole idle, and every main diagonal term. It requires literal equality with the independent #5400 invoice.
+
+The local paid profile is `{1:2193,2:412,3:510,4:127,5:40}`. Removing the eight selected mode owners from the original source's helper-frame census leaves `{4:28,7:7,8:47,9:318}`: 400 jobs. Both profiles already equal the comparison's local profiles. The advertised deletion of eight H8 plus eight H1 jobs is relative to the original raw source; those are not additional savings over #5398.
+
+The complete paid comparison is:
+
+```
+{1:41154,2:7416,3:9180,4:2286,5:720,
+ 16:448,24:448,32:448,40:448,48:448,56:448,64:448,72:224}
+```
+
+Its productive profile is:
+
+```
+{4:504,7:126,8:846,9:5724,17:448,25:448,33:448,
+ 41:448,49:448,57:448,65:448,73:224,145:224}
+```
+
+There are 64,116 paid calls and 10,784 productive jobs, with paid/productive rank masses 237,838/238,590 and surplus 752. The optimistic closure contract adds exactly `{8:144}` to the productive profile. It therefore has 10,928 productive jobs and surplus 1,904 before charging any closure Gaussian, lost target, changed idle or main output. This favorable profile is an upper relaxation under the named contract, not an attained caller profile.
+
+For aggregate closure paid histogram K, lost productive histogram L and other signed caller-profile change Delta, define `t=1-kappa` and `M(J)=sum_r J[r] r^t`. The exact required comparison is
+
+```
+margin_new = margin_5398 + 144*8^t - M(K) - M(L) + M(Delta).
+```
+
+Every unproved term remains unknown. In particular, `Delta=0` requires the actual eighteen closed interfaces, all original queries/idles and the main diagonal to be preserved. Ordinary scalar and monomial work does not enter this recursive moment identity; its separate funding remains mandatory.
+
+If K is exactly 144 H8 calls and L and Delta vanish, the entire signed profile equals #5398 at every rank. It has exactly the same moment for every saving. If any further paid job is added with no compensating productive change, its moment is worse. This gives no strict recursive-profile improvement. It does not exclude improvements to compiler headroom or a different productive contract, coupling graph or idle law.
+
+At the reference saving `.00302728823`, the exact directed intervals give reference target-minus-paid moment approximately `0.00000492044809504` and the hypothetical credit `63.59838102597` per provider, or `1144.77085846746` across eighteen. The following are strict *incremental* moment budgets with no lost targets and no other caller change; each column assumes all closure jobs have the single displayed rank. Mixed-rank closure must use the weighted inequality above.
+
+| Paid closure rank | Maximum per provider | Maximum across eighteen providers |
+|---:|---:|---:|
+|1|63|1144|
+|2|31|573|
+|3|21|382|
+|4|15|287|
+|5|12|230|
+|8|7|143|
+|9|7|128|
+|16|4|72|
+|32|2|36|
+|64|1|18|
+|145|0|8|
+
+The per-provider column assumes identical independent cleanup allowances; the aggregate column permits the caller to share cleanup across providers. `TOTAL-BUDGET-v3.json` derives the aggregate column from the exact intervals already produced by the guarded run, including exact equality at rank eight. The actual reference's tiny positive margin is separate from strict incremental gain; no table entry by itself proves full compiler funding.
+
+## Ordinary inventory and explicit unknown costs
+
+The checker parses all scalar operations of the changed literal source, both emitted basis programs, all exterior mode scalings and final consumption clears. Per provider, the complete boundary-inclusive scalar schedule has 17,917 ADD, 1,204 SCALE, 16 COPY, 40 CLEAR and eight whole-field SWAP operations. The 464 monomial maps comprise 448 inherited fused main standardizers and sixteen mode/cache maps. Their literal gate words are counted separately. Every unchanged warp, adapter and phase annotation remains in the census. The eight zero retags receive no paid Gaussian charge because their required exact-zero premise belongs to the independent source replay gate.
+
+Across eighteen providers, the known subtotal is 322,506 ADD, 21,672 SCALE, 288 COPY, 720 CLEAR, 144 whole-field SWAP and 8,352 monomial maps, before consumer closure and the separate outer caller records. The exact controller has 90 ADD, 20 SIGNED_SWAP and four Q_POWER records on 112-field banks, plus the complete left/right scalar boundary programs; its LOCAL, QUERY_SHEAR and IDLE records are already included in the recursive invoice. These are literal finite field-operation counts, not physical tape-step counts.
+
+The inherited dyadic scalar tariff is the prior independent tariff: COPY/CLEAR two units, dyadic unit SCALE twice its shift/sign count, ADD twice `3+floor(log2 numerator)+popcount(numerator)+log2 denominator`, SWAP reserved at 26. The original raw source scalar total is **158,168**, not 158,744: the latter belongs to the distinct prior retained-owned source body. The first frozen checker used that wrong precondition and failed before numerical work. Its source is retained as `screen.failed-v1.py`; the root's failure log is preserved. This was a checker binding failure, not a #5402 construction failure.
+
+Unknown costs remain explicit: physical machine/tape realization of monomial maps and retained native primitives; the closure's Gaussian and ordinary operations; productive targets lost through closure; caller-specific finite precision, growth constants, routing, storage and movement; the complete compiler and outer ledger. The local source amplification bound does not discharge these full caller obligations.
+
+## Independently derived local suffix and subinterval envelopes
+
+The fresh [LOCAL-ENVELOPE-PROOF.md](LOCAL-ENVELOPE-PROOF.md) and guarded `LOCAL-ENVELOPE-v1.json` independently reconstruct the full one-provider schedule's elementary norm product. In the author's explicitly declared maximum-over-fields Euclidean geometry, the derived exponent is **18,996**, agreeing with the author. In joint-field Euclidean geometry, sixteen COPYs each receive the safe power-of-two factor two, giving exponent **19,012**. This difference is a geometry change, not a defect in the author's maximum-field bound.
+
+The stage exponents in maximum-field geometry are: input wrappers zero; eight input scalings eight; input basis 844; changed native word 17,282; output basis 854; eight output scalings eight; output wrappers zero. Joint geometry changes only the native-word subtotal to 17,298. The proof uses normalized square Clifford/Gaussian/monomial unitarity and independently checks source-frame and address-permutation ranks. It explicitly retains the audited native physical interpretation premise, rather than inferring unitarity from free-group invertibility alone.
+
+For either geometry and its L, every contiguous subinterval and suffix has norm at most `2^L`. At one fixed width, `||e_out|| <= 2^L (||e_in|| + sum_j ||local_residual_j||)`. No coordinatewise-to-field error conversion, recursive caller error allocation, tape movement or machine precision is hidden in this statement. Root's envelope guard passed in 0.504455 seconds with 59,138,048 bytes sampled descendant RSS; its own process reports 0.413036 seconds and 57,752 KiB maximum RSS.
+
+The followup also found and corrected an interpretation error in the independent budget checker: `mode_boundaries.cache_scalar` already stores the final output factor. The old checker applied a reciprocal formula twice. Its 175,038 scalar tariff remains conservative, but its claim to an exact literal tariff was wrong. `screen_v3.py` uses the emitted coefficient directly, yielding exact boundary tariff 42 and total 175,022. Field operation counts, complete recursive profiles, moments and conditional budgets are unchanged. Earlier `screen.py`, `RESULT-v1.json`, `TOTAL-BUDGET-v1.json` and the text now preserved as `REPORT-v1.md` are historical, version-scoped evidence; `screen_v3.py`, `RESULT-v3.json`, `TOTAL-BUDGET-v3.json` and this v3 report are authoritative.
+
+## Scope relative to #5405 and the latest caller handoff
+
+Live [#5405](https://github.com/CrocSwap/integer-mult-bounds/pull/5405), head `314b56a6c0056c2358538f072c6fde9d365be44d`, fixes the existing paid/helper profiles, 112 ports, rank-eight stage blocks, rank-one query price and prefix/suffix idle law. Its unbounded FULL/QUERY ceiling excludes `.00302728825 <= kappa < 1` inside that exact invoice family. Its body explicitly excludes #5402's unfinished coupled caller. This lane does not rerun or extend that theorem. Any attempt to gain only by changing old FULL/QUERY pair counts or masks should consume that public ceiling; an earned new target contract changes its premises.
+
+Root's live intake of [Dillon's latest #4930 handoff](https://github.com/CrocSwap/integer-mult-bounds/discussions/4930#discussioncomment-19155935) reports that the caller claim has been released. The stated local-only snapshot and its execution counts are not independently validated here. The proposed next bounded control is an uncoded eight-owner identity written `A S A = Q S`, with helper-tail updates from retained original inputs. No portable exact A/S definitions, ordered physical words, charts and helper-tail implementation are supplied by the inputs reviewed in this lane. Substituting a guessed scalar code or commuting D/Q through W/Z would invent a different control. The alternative p2 pivot similarly requires its ordered eight-field right-hand side. Therefore this lane reports a missing typed next-test input, not a failed control and not an implemented coded closure.
+
+## Execution and reproducibility
+
+Final checker is `screen_v3.py`; frozen SHA256 `9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e`. Input manifest SHA256 `a37fa9735bbb2697811de72a706b243842d1303243f6e6a0300bd5046d4f3d66`. Root alone runs the exact moment screen with a ten-second external guard and 128 MiB address-space bound:
+
+```
+python3 -B agents/budget/screen_v3.py --moments --output agents/budget/RESULT-v3.json
+```
+
+Root's final v3 guarded execution passed in 0.908223 seconds with 57,507,840 bytes sampled peak descendant RSS. `RESULT-v3.json` records 0.822612 seconds internally and 56,160 KiB process maximum RSS. The exact receipt derives scalar tariff 175,022 units per provider (16,854 above the original raw source), including both 8,262-unit basis programs, 42 units of exterior mode scalings, final consumption clears and 26-unit SWAP allowances. The 464 monomial maps contain 464 each of D/P/X/phase gates (1,856 monomial primitive gates). These remain a separate physical cost term. The complete left/right caller boundary programs have respectively 56/25 ADD, 4/3 SCALE and 30/27 SWAP records. The checker authenticates all frozen inputs before deriving the inventory and conditional moments. Acceptance does not admit any actual #5402 consumer. Native identities, ownership/phase checks, full caller precision and complete funding remain distinct gates.
+
+Construction credit remains with Ali Romman and the native/provider/controller/Clifford/compiler predecessors named in the pinned source; the independent price engine and #5400 receipt retain their prior attribution. This budget audit is Chris R/Clear1nsight with substantial OpenAI Codex assistance. No independent human or formal-kernel acceptance is claimed.
diff --git a/research/coupled-provider-independent-audit/reports/budget/REPORT.md b/research/coupled-provider-independent-audit/reports/budget/REPORT.md
new file mode 100644
index 0000000000..c420bed962
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/REPORT.md
@@ -0,0 +1,91 @@
+# Independent provider closure budget
+
+This lane supplies a typed necessary-condition screen and a literal ordinary inventory for #5402 at `3348fccea855082786d5f0fc5558b73d4974e745`. It supplies no completed caller and no new kappa. Its favorable comparison deliberately grants a target contract that has not been constructed: each of the eighteen provider instances closes to the same standard B main interface used by #5398, preserves its 400 autonomous helpers, and earns eight additional autonomous H8 jobs. The actual eight coupled H outputs have zero autonomous credit.
+
+## Exact source and complete comparison invoice
+
+`inputs/ALL-PINS.json` binds the literal original and changed words, PROVIDER basis programs, canonical NORMALIZERS, the independently validated #5400 invoice and the exact #5398 controller. The standalone price engine is copied without modification from our prior independent numeric lane; no submitted provider/native/price/verifier module is executed. The checker reconstructs the complete old invoice using all eighteen local bodies, fifteen 112-job H1 queries, every retained whole idle, and every main diagonal term. It requires literal equality with the independent #5400 invoice.
+
+The local paid profile is `{1:2193,2:412,3:510,4:127,5:40}`. Removing the eight selected mode owners from the original source's helper-frame census leaves `{4:28,7:7,8:47,9:318}`: 400 jobs. Both profiles already equal the comparison's local profiles. The advertised deletion of eight H8 plus eight H1 jobs is relative to the original raw source; those are not additional savings over #5398.
+
+The complete paid comparison is:
+
+```
+{1:41154,2:7416,3:9180,4:2286,5:720,
+ 16:448,24:448,32:448,40:448,48:448,56:448,64:448,72:224}
+```
+
+Its productive profile is:
+
+```
+{4:504,7:126,8:846,9:5724,17:448,25:448,33:448,
+ 41:448,49:448,57:448,65:448,73:224,145:224}
+```
+
+There are 64,116 paid calls and 10,784 productive jobs, with paid/productive rank masses 237,838/238,590 and surplus 752. The optimistic closure contract adds exactly `{8:144}` to the productive profile. It therefore has 10,928 productive jobs and surplus 1,904 before charging any closure Gaussian, lost target, changed idle or main output. This favorable profile is an upper relaxation under the named contract, not an attained caller profile.
+
+For aggregate closure paid histogram K, lost productive histogram L and other signed caller-profile change Delta, define `t=1-kappa` and `M(J)=sum_r J[r] r^t`. The exact required comparison is
+
+```
+margin_new = margin_5398 + 144*8^t - M(K) - M(L) + M(Delta).
+```
+
+Every unproved term remains unknown. In particular, `Delta=0` requires the actual eighteen closed interfaces, all original queries/idles and the main diagonal to be preserved. Ordinary scalar and monomial work does not enter this recursive moment identity; its separate funding remains mandatory.
+
+If K is exactly 144 H8 calls and L and Delta vanish, the entire signed profile equals #5398 at every rank. It has exactly the same moment for every saving. If any further paid job is added with no compensating productive change, its moment is worse. This gives no strict recursive-profile improvement. It does not exclude improvements to compiler headroom or a different productive contract, coupling graph or idle law.
+
+At the reference saving `.00302728823`, the exact directed intervals give reference target-minus-paid moment approximately `0.00000492044809504` and the hypothetical credit `63.59838102597` per provider, or `1144.77085846746` across eighteen. The following are strict *incremental* moment budgets with no lost targets and no other caller change; each column assumes all closure jobs have the single displayed rank. Mixed-rank closure must use the weighted inequality above.
+
+| Paid closure rank | Maximum per provider | Maximum across eighteen providers |
+|---:|---:|---:|
+|1|63|1144|
+|2|31|573|
+|3|21|382|
+|4|15|287|
+|5|12|230|
+|8|7|143|
+|9|7|128|
+|16|4|72|
+|32|2|36|
+|64|1|18|
+|145|0|8|
+
+The per-provider column assumes identical independent cleanup allowances; the aggregate column permits the caller to share cleanup across providers. `TOTAL-BUDGET-v3.json` derives the aggregate column from the exact intervals already produced by the guarded run, including exact equality at rank eight. The actual reference's tiny positive margin is separate from strict incremental gain; no table entry by itself proves full compiler funding.
+
+## Ordinary inventory and explicit unknown costs
+
+The checker parses all scalar operations of the changed literal source, both emitted basis programs, all exterior mode scalings and final consumption clears. Per provider, the complete boundary-inclusive scalar schedule has 17,917 ADD, 1,204 SCALE, 16 COPY, 40 CLEAR and eight whole-field SWAP operations. The 464 monomial maps comprise 448 inherited fused main standardizers and sixteen mode/cache maps. Their literal gate words are counted separately. Every unchanged warp, adapter and phase annotation remains in the census. The eight zero retags receive no paid Gaussian charge because their required exact-zero premise belongs to the independent source replay gate.
+
+Across eighteen providers, the known subtotal is 322,506 ADD, 21,672 SCALE, 288 COPY, 720 CLEAR, 144 whole-field SWAP and 8,352 monomial maps, before consumer closure and the separate outer caller records. The exact controller has 90 ADD, 20 SIGNED_SWAP and four Q_POWER records on 112-field banks, plus the complete left/right scalar boundary programs; its LOCAL, QUERY_SHEAR and IDLE records are already included in the recursive invoice. These are literal finite field-operation counts, not physical tape-step counts.
+
+The inherited dyadic scalar tariff is the prior independent tariff: COPY/CLEAR two units, dyadic unit SCALE twice its shift/sign count, ADD twice `3+floor(log2 numerator)+popcount(numerator)+log2 denominator`, SWAP reserved at 26. The original raw source scalar total is **158,168**, not 158,744: the latter belongs to the distinct prior retained-owned source body. The first frozen checker used that wrong precondition and failed before numerical work. Its source is retained as `screen.failed-v1.py`; the root's failure log is preserved. This was a checker binding failure, not a #5402 construction failure.
+
+Unknown costs remain explicit: physical machine/tape realization of monomial maps and retained native primitives; the closure's Gaussian and ordinary operations; productive targets lost through closure; caller-specific finite precision, growth constants, routing, storage and movement; the complete compiler and outer ledger. The local source amplification bound does not discharge these full caller obligations.
+
+## Independently derived local suffix and subinterval envelopes
+
+The fresh [LOCAL-ENVELOPE-PROOF.md](LOCAL-ENVELOPE-PROOF.md) and guarded `LOCAL-ENVELOPE-v1.json` independently reconstruct the full one-provider schedule's elementary norm product. In the author's explicitly declared maximum-over-fields Euclidean geometry, the derived exponent is **18,996**, agreeing with the author. In joint-field Euclidean geometry, sixteen COPYs each receive the safe power-of-two factor two, giving exponent **19,012**. This difference is a geometry change, not a defect in the author's maximum-field bound.
+
+The stage exponents in maximum-field geometry are: input wrappers zero; eight input scalings eight; input basis 844; changed native word 17,282; output basis 854; eight output scalings eight; output wrappers zero. Joint geometry changes only the native-word subtotal to 17,298. The proof uses normalized square Clifford/Gaussian/monomial unitarity and independently checks source-frame and address-permutation ranks. It explicitly retains the audited native physical interpretation premise, rather than inferring unitarity from free-group invertibility alone.
+
+For either geometry and its L, every contiguous subinterval and suffix has norm at most `2^L`. At one fixed width, `||e_out|| <= 2^L (||e_in|| + sum_j ||local_residual_j||)`. No coordinatewise-to-field error conversion, recursive caller error allocation, tape movement or machine precision is hidden in this statement. Root's envelope guard passed in 0.504455 seconds with 59,138,048 bytes sampled descendant RSS; its own process reports 0.413036 seconds and 57,752 KiB maximum RSS.
+
+The followup also found and corrected an interpretation error in the independent budget checker: `mode_boundaries.cache_scalar` already stores the final output factor. The old checker applied a reciprocal formula twice. Its 175,038 scalar tariff remains conservative, but its claim to an exact literal tariff was wrong. `screen_v3.py` uses the emitted coefficient directly, yielding exact boundary tariff 42 and total 175,022. Field operation counts, complete recursive profiles, moments and conditional budgets are unchanged. Earlier `screen.py`, `RESULT-v1.json`, `TOTAL-BUDGET-v1.json` and the text now preserved as `REPORT-v1.md` are historical, version-scoped evidence; `screen_v3.py`, `RESULT-v3.json`, `TOTAL-BUDGET-v3.json` and this v3 report are authoritative.
+
+## Scope relative to #5405 and the latest caller handoff
+
+Live [#5405](https://github.com/CrocSwap/integer-mult-bounds/pull/5405), head `314b56a6c0056c2358538f072c6fde9d365be44d`, fixes the existing paid/helper profiles, 112 ports, rank-eight stage blocks, rank-one query price and prefix/suffix idle law. Its unbounded FULL/QUERY ceiling excludes `.00302728825 <= kappa < 1` inside that exact invoice family. Its body explicitly excludes #5402's unfinished coupled caller. This lane does not rerun or extend that theorem. Any attempt to gain only by changing old FULL/QUERY pair counts or masks should consume that public ceiling; an earned new target contract changes its premises.
+
+Root's live intake of [Dillon's latest #4930 handoff](https://github.com/CrocSwap/integer-mult-bounds/discussions/4930#discussioncomment-19155935) reports that the caller claim has been released. The stated local-only snapshot and its execution counts are not independently validated here. The proposed next bounded control is an uncoded eight-owner identity written `A S A = Q S`, with helper-tail updates from retained original inputs. No portable exact A/S definitions, ordered physical words, charts and helper-tail implementation are supplied by the inputs reviewed in this lane. Substituting a guessed scalar code or commuting D/Q through W/Z would invent a different control. The alternative p2 pivot similarly requires its ordered eight-field right-hand side. Therefore this lane reports a missing typed next-test input, not a failed control and not an implemented coded closure.
+
+## Execution and reproducibility
+
+Final checker is `screen_v3.py`; frozen SHA256 `9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e`. Input manifest SHA256 `a37fa9735bbb2697811de72a706b243842d1303243f6e6a0300bd5046d4f3d66`. Root alone runs the exact moment screen with a ten-second external guard and 128 MiB address-space bound:
+
+```
+python3 -B agents/budget/screen_v3.py --moments --output agents/budget/RESULT-v3.json
+```
+
+Root's final v3 guarded execution passed in 0.908223 seconds with 57,507,840 bytes sampled peak descendant RSS. `RESULT-v3.json` records 0.822612 seconds internally and 56,160 KiB process maximum RSS. The exact receipt derives scalar tariff 175,022 units per provider (16,854 above the original raw source), including both 8,262-unit basis programs, 42 units of exterior mode scalings, final consumption clears and 26-unit SWAP allowances. The 464 monomial maps contain 464 each of D/P/X/phase gates (1,856 monomial primitive gates). These remain a separate physical cost term. The complete left/right caller boundary programs have respectively 56/25 ADD, 4/3 SCALE and 30/27 SWAP records. The checker authenticates all frozen inputs before deriving the inventory and conditional moments. Acceptance does not admit any actual #5402 consumer. Native identities, ownership/phase checks, full caller precision and complete funding remain distinct gates.
+
+Construction credit remains with Ali Romman and the native/provider/controller/Clifford/compiler predecessors named in the pinned source; the independent price engine and #5400 receipt retain their prior attribution. This budget audit is Chris R/Clear1nsight with substantial OpenAI Codex assistance. No independent human or formal-kernel acceptance is claimed.
diff --git a/research/coupled-provider-independent-audit/reports/budget/RESULT-v3.json b/research/coupled-provider-independent-audit/reports/budget/RESULT-v3.json
new file mode 100644
index 0000000000..5c7e1ed2dd
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/RESULT-v3.json
@@ -0,0 +1,558 @@
+{
+  "added_scalar": {
+    "add": 1644,
+    "clear": 24,
+    "copy": 16,
+    "scale": 40
+  },
+  "autonomous_count": 400,
+  "autonomous_helpers": {
+    "4": 28,
+    "7": 7,
+    "8": 47,
+    "9": 318
+  },
+  "autonomous_rank_mass": 3399,
+  "basis_counts": [
+    {
+      "add": 822,
+      "scale": 12
+    },
+    {
+      "add": 822,
+      "scale": 12
+    }
+  ],
+  "basis_scalar_units": [
+    8262,
+    8262
+  ],
+  "boundary_scalar_units": 42,
+  "changed_word_scalar": {
+    "add": 16273,
+    "clear": 32,
+    "copy": 16,
+    "scale": 1164
+  },
+  "complete_scalar": {
+    "add": 17917,
+    "clear": 40,
+    "copy": 16,
+    "scale": 1204
+  },
+  "conditional_screen": {
+    "contract": "For any completed comparator at t=1-kappa: margin_new=margin_reference+sum(extra_target_count[r]*r^t)-sum(closure_paid_count[r]*r^t)-sum(lost_target_count[r]*r^t)+main_idle_other_delta. Unknown terms never default to zero.",
+    "new_kappa": null,
+    "ordinary_warning": "Field operation/monomial counts are ordinary work, never recursive moment terms.",
+    "relaxation": "Reference p16 invoice plus n times eight autonomous H8, all other paid/productive jobs unchanged. Coupled5402 H fields do NOT supply this credit; physical reachability is unproved.",
+    "rows": [
+      {
+        "hypothetical_credit_per_provider": [
+          "39748988141231362883988648454174576952193700984584469411/625000000000000000000000000000000000000000000000000000",
+          "19874494070615681441994324227087288476096850492292235161/312500000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "357740893271082265955897836087571192569743308861260224699/312500000000000000000000000000000000000000000000000000",
+          "178870446635541132977948918043785596284871654430630116449/156250000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "39748988141231362883988648454174576952193700984584469411/625000000000000000000000000000000000000000000000000000",
+              "19874494070615681441994324227087288476096850492292235161/312500000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "158995952564925451535954593816698307808774803938337877644/357079507408942003365184750854259754927379596777781842805",
+              "19874494070615681441994324227087288476096850492292235161/44634938426117750420648093856782469365922449597222728289"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "37410812368217753302577551486281954778535247985491265328/9333098364631538005119628123997789588712161960987413767",
+              "105997301709950301023969729211132205205849869292225254192/26443778699789357681172279684660403834684458889464338369"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "39748988141231362883988648454174576952193700984584469411/1247379804636432399472187171174294511947932967847354346",
+              "79497976282462725767977296908349153904387401969168940644/2494759609272864798944374342348589023895865935694708677"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "317991905129850903071909187633396615617549607876675755288/14950195625239606049639706858980077873559646693108750147",
+              "79497976282462725767977296908349153904387401969168940644/3737548906309901512409926714745019468389911673277187493"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "635983810259701806143818375266793231235099215753351510576/316660180880566093004592263869392269143638943451113705523",
+              "635983810259701806143818375266793231235099215753351525152/316660180880566093004592263869392269143638943451113695101"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "317991905129850903071909187633396615617549607876675755288/19916241625789750525833974696439520074005722862615540759",
+              "317991905129850903071909187633396615617549607876675762576/19916241625789750525833974696439520074005722862615540519"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "79497976282462725767977296908349153904387401969168938822/6219622610137792005777304052252099977750328288149802449",
+              "317991905129850903071909187633396615617549607876675762576/24878490440551168023109216209008399911001313152599209347"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "635983810259701806143818375266793231235099215753351510576/631992823300700606777967288460517610894447504610467130215",
+              "635983810259701806143818375266793231235099215753351525152/631992823300700606777967288460517610894447504610467101245"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "18705406184108876651288775743140977389267623992745632664/2629509990975687708884136090327492353438912052460451323",
+              "79497976282462725767977296908349153904387401969168940644/11175417461646672762757578383891842502115376222956917861"
+            ]
+          }
+        },
+        "kappa": "302728823/100000000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "2460224047522029011097622688321964422672686543137/500000000000000000000000000000000000000000000000000000",
+          "24602240475220290110976226883219644226726933834267/5000000000000000000000000000000000000000000000000000000"
+        ]
+      },
+      {
+        "hypothetical_credit_per_provider": [
+          "3974898814040480591219108572746249890064397320486360553/62500000000000000000000000000000000000000000000000000",
+          "79497976280809611824382171454924997801287946409727212809/1250000000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "35774089326364325320971977154716249010579575884377244977/31250000000000000000000000000000000000000000000000000",
+          "715481786527286506419439543094324980211591517687544915281/625000000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "3974898814040480591219108572746249890064397320486360553/62500000000000000000000000000000000000000000000000000",
+              "79497976280809611824382171454924997801287946409727212809/1250000000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "63598381024647689459505737163939998241030357127781768848/142831802956468442813254785736977110101071093003012103227",
+              "635983810246476894595057371639399982410303571277817702472/1428318029564684428132547857369771101010710930030120964481"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "635983810246476894595057371639399982410303571277817688480/158662672194337082731308230943141953619103668499836859353",
+              "635983810246476894595057371639399982410303571277817702472/158662672194337082731308230943141953619103668499836855815"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "127196762049295378919011474327879996482060714255563537696/3991615374808915908881617764503676861011414465901590271",
+              "158995952561619223648764342909849995602575892819454425618/4989519218511144886102022205629596076264268082376987811"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "15899595256161922364876434290984999560257589281945442212/747509781253768068166090230888742948592336679308803321",
+              "635983810246476894595057371639399982410303571277817702472/29900391250150722726643609235549717943693467172352132497"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "31799190512323844729752868581969999120515178563890884424/15833009043479574371306705246780160215551005547373699187",
+              "635983810246476894595057371639399982410303571277817702472/316660180869591487426134104935603204311020110947473975771"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "3974898814040480591219108572746249890064397320486360553/248953020318920659890381909018914840775383439071457967",
+              "14454177505601747604433122082713635963870535710859493238/905283710250620581419570578250599421001394323896210779"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "635983810246476894595057371639399982410303571277817688480/49756980880301528331841828789256879392972137571277528369",
+              "635983810246476894595057371639399982410303571277817702472/49756980880301528331841828789256879392972137571277527829"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "158995952561619223648764342909849995602575892819454422120/157998205818604191040553456381580513920130845294699079691",
+              "317991905123238447297528685819699991205151785638908851236/315996411637208382081106912763161027840261690589398145477"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "317991905123238447297528685819699991205151785638908844240/44701669845604494974692207412521341742024808454340699473",
+              "317991905123238447297528685819699991205151785638908851236/44701669845604494974692207412521341742024808454340698447"
+            ]
+          }
+        },
+        "kappa": "37841103/12500000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "12263832817543735274523503727444271472723812779617/5000000000000000000000000000000000000000000000000000000",
+          "2452766563508747054904700745488854294544775959081/1000000000000000000000000000000000000000000000000000000"
+        ]
+      },
+      {
+        "hypothetical_credit_per_provider": [
+          "39748988139578248940410710769787451549316055132618118917/625000000000000000000000000000000000000000000000000000",
+          "79497976279156497880821421539574903098632110265236239719/1250000000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "357740893256204240463696396928087063943844496193563070253/312500000000000000000000000000000000000000000000000000",
+          "715481786512408480927392793856174127887688992387126157471/625000000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "39748988139578248940410710769787451549316055132618118917/625000000000000000000000000000000000000000000000000000",
+              "79497976279156497880821421539574903098632110265236239719/1250000000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "158995952558312995761642843079149806197264220530472475668/357079507373400210701973588024691390599538841615042601311",
+              "635983810233251983046571372316599224789056882121889917752/1428318029493600842807894352098765562398155366460170323903"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "317991905116625991523285686158299612394528441060944951336/79331336094969009687852375856402410006719269412135537517",
+              "79497976279156497880821421539574903098632110265236239719/19832834023742252421963093964100602501679817353033883913"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/19958076873906240697262141798066671006382996409163100879",
+              "317991905116625991523285686158299612394528441060944958876/9979038436953120348631070899033335503191498204581550381"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/29900391249822233354011413577754006043637493111805040547",
+              "635983810233251983046571372316599224789056882121889917752/29900391249822233354011413577754006043637493111805040197"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "79497976279156497880821421539574903098632110265236237834/39582522607327110231007037105941354315869801756338345539",
+              "635983810233251983046571372316599224789056882121889917752/316660180858616881848056296847530834526958414050706756343"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/39832483250475110113261916547825629838983849672120232143",
+              "635983810233251983046571372316599224789056882121889917752/39832483250475110113261916547825629838983849672120231675"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "317991905116625991523285686158299612394528441060944951336/24878490439750360308739056831728864645131160577310678339",
+              "635983810233251983046571372316599224789056882121889917752/49756980879500720617478113663457729290262321154621356137"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "79497976279156497880821421539574903098632110265236237834/78999102906016615193444184609538402605216156858061078543",
+              "158995952558312995761642843079149806197264220530472479438/157998205812033230386888369219076805210432313716122149593"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "158995952558312995761642843079149806197264220530472475668/22350834922311149449187841171531004633209474623979405633",
+              "317991905116625991523285686158299612394528441060944958876/44701669844622298898375682343062009266418949247958810219"
+            ]
+          }
+        },
+        "kappa": "12109153/4000000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "-18643709898459677385098849972810657856170525699/1250000000000000000000000000000000000000000000000000000",
+          "-18643709898459677385098849972810657856153076087/1250000000000000000000000000000000000000000000000000000"
+        ]
+      }
+    ],
+    "status": "PASS_CONDITIONAL_CLOSURE_NECESSARY_SCREEN_NO_CALLER_NO_KAPPA",
+    "stop_test": "If all other changes vanish and per-provider closure costs eight H8 plus any positive paid job, its incremental margin is strictly negative for every 0<kappa<1. Eight H8 alone exactly cancels the hypothetical credit. This does not forbid changed compiler headroom, a changed connection graph or productive contract."
+  },
+  "coupled": {
+    "autonomous_credit": 0,
+    "diagonal_rank": 8,
+    "owners": 8
+  },
+  "executed_checker_sha256": "9805fb55fe2888ae7e10a96c5f91e032fc9e6ac95a7831fed987d502e4814c2e",
+  "full_profile": {
+    "boundary_program_events": {
+      "left": {
+        "ADD": 56,
+        "SCALE": 4,
+        "SWAP": 30
+      },
+      "right": {
+        "ADD": 25,
+        "SCALE": 3,
+        "SWAP": 27
+      }
+    },
+    "caller_events": {
+      "ADD": 90,
+      "IDLE": 15,
+      "LOCAL": 18,
+      "QUERY_SHEAR": 15,
+      "Q_POWER": 4,
+      "SIGNED_SWAP": 20
+    },
+    "eight_paid_H8_per_provider": {
+      "paid": {
+        "1": 41154,
+        "16": 448,
+        "2": 7416,
+        "24": 448,
+        "3": 9180,
+        "32": 448,
+        "4": 2286,
+        "40": 448,
+        "48": 448,
+        "5": 720,
+        "56": 448,
+        "64": 448,
+        "72": 224,
+        "8": 144
+      },
+      "signed_profile_equals_reference": true,
+      "targets": {
+        "145": 224,
+        "17": 448,
+        "25": 448,
+        "33": 448,
+        "4": 504,
+        "41": 448,
+        "49": 448,
+        "57": 448,
+        "65": 448,
+        "7": 126,
+        "73": 224,
+        "8": 990,
+        "9": 5724
+      }
+    },
+    "hypothetical_added_target_profile": {
+      "8": 144
+    },
+    "hypothetical_paid": {
+      "1": 41154,
+      "16": 448,
+      "2": 7416,
+      "24": 448,
+      "3": 9180,
+      "32": 448,
+      "4": 2286,
+      "40": 448,
+      "48": 448,
+      "5": 720,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "hypothetical_paid_count": 64116,
+    "hypothetical_rank_mass_surplus": 1904,
+    "hypothetical_target_count": 10928,
+    "hypothetical_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "4": 504,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "7": 126,
+      "73": 224,
+      "8": 990,
+      "9": 5724
+    },
+    "main_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "73": 224
+    },
+    "ordinary_caller_scope": "The literal caller and left/right boundary record counts are retained; ADD, SIGNED_SWAP and Q_POWER each act on112 fields. QUERY_SHEAR recursive costs are included in P. Consumer closure operations and their finite movement/storage/precision costs remain unknown.",
+    "ordinary_provider_subtotal_for_18": {
+      "ADD": 322506,
+      "CLEAR": 720,
+      "COPY": 288,
+      "SCALE": 21672,
+      "SWAP": 144,
+      "monomial_field_map": 8352
+    },
+    "reference_head": "174fb211493b43a42210434083e9702b4fb7a2ce",
+    "reference_paid": {
+      "1": 41154,
+      "16": 448,
+      "2": 7416,
+      "24": 448,
+      "3": 9180,
+      "32": 448,
+      "4": 2286,
+      "40": 448,
+      "48": 448,
+      "5": 720,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "reference_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "4": 504,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "7": 126,
+      "73": 224,
+      "8": 846,
+      "9": 5724
+    },
+    "unproved_contract": "All 18 providers must close to standard B main outputs, preserve400 ordinary helpers each, and supply8 new autonomous H8 each; no source proves this contract. Closure paid jobs/lost targets and ordinary overhead are unknown, not zero.",
+    "whole_idles": {
+      "16": 448,
+      "24": 448,
+      "32": 448,
+      "40": 448,
+      "48": 448,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    }
+  },
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "monomial_maps": 464,
+  "monomial_primitive_gates": {
+    "D": 464,
+    "P": 464,
+    "X": 464,
+    "phase": 464
+  },
+  "original_paid": {
+    "1": 2201,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40,
+    "8": 8
+  },
+  "original_scalar": {
+    "add": 16273,
+    "clear": 16,
+    "scale": 1164
+  },
+  "owned_credit": 0,
+  "owned_fields": 9,
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "paid_calls": 3282,
+  "paid_rank_mass": 5255,
+  "removed_paid": {
+    "1": 8,
+    "8": 8
+  },
+  "retained_native_word_records": {
+    "adapter": 448,
+    "climb": 3282,
+    "phase": 10,
+    "scalar": 17485,
+    "warp": 240,
+    "zero_retag": 8
+  },
+  "runtime": {
+    "maxrss_kib": 56160,
+    "seconds": 0.8226122010382824
+  },
+  "scalar_tariff_units_added": 16854,
+  "scalar_tariff_units_including_swaps": 175022,
+  "scope": "Static literal census and inherited scalar tariff only; source equation, endpoint and physical admission are separate gates",
+  "status": "PASS_STATIC_LITERAL_BUDGET_INVENTORY",
+  "unknown_costs": [
+    "ordinary monomial maps at machine/tape level",
+    "retained native warps/adapters/phase annotations and recursive primitive internals",
+    "consumer closure recursive invoice and changed/lost targets",
+    "caller query/idles/boundaries/main diagonal",
+    "full caller finite precision/movement/storage/compiler/outer funding"
+  ],
+  "whole_field_swaps": 8
+}
diff --git a/research/coupled-provider-independent-audit/reports/budget/TOTAL-BUDGET-v3.json b/research/coupled-provider-independent-audit/reports/budget/TOTAL-BUDGET-v3.json
new file mode 100644
index 0000000000..2946430889
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/budget/TOTAL-BUDGET-v3.json
@@ -0,0 +1,89 @@
+{
+  "assumed_provider_count": 18,
+  "hypothetical_extra_targets": {
+    "8": 144
+  },
+  "kappa": ".00302728823",
+  "scope": "Only one homogeneous paid rank at a time, no lost targets, no other caller change, explicit unearned target contract; strict incremental moment comparison not full compiler admission.",
+  "source_result_sha256": "3918ce76fabf77199f18756249b13067c3d2319b67dfbab86d922de463320def",
+  "status": "PASS_EXACT_RECEIPT_DERIVED_TOTAL_BUDGET",
+  "total_budget": {
+    "1": {
+      "ratio_interval": [
+        "357740893271082265955897836087571192569743308861260224699/312500000000000000000000000000000000000000000000000000",
+        "178870446635541132977948918043785596284871654430630116449/156250000000000000000000000000000000000000000000000000"
+      ],
+      "strict_incremental_paid_job_maximum": 1144
+    },
+    "145": {
+      "ratio_interval": [
+        "953975715389552709215727562900189846852648823630027265864/119026502469647334455061583618086584975793198925927280935",
+        "357740893271082265955897836087571192569743308861260232898/44634938426117750420648093856782469365922449597222728289"
+      ],
+      "strict_incremental_paid_job_maximum": 8
+    },
+    "16": {
+      "ratio_interval": [
+        "224464874209306519815465308917691728671211487912947591968/3111032788210512668373209374665929862904053986995804589",
+        "1907951430779105418431455125800379693705297647260054575456/26443778699789357681172279684660403834684458889464338369"
+      ],
+      "strict_incremental_paid_job_maximum": 72
+    },
+    "2": {
+      "ratio_interval": [
+        "357740893271082265955897836087571192569743308861260224699/623689902318216199736093585587147255973966483923677173",
+        "1430963573084329063823591344350284770278973235445040931592/2494759609272864798944374342348589023895865935694708677"
+      ],
+      "strict_incremental_paid_job_maximum": 573
+    },
+    "3": {
+      "ratio_interval": [
+        "1907951430779105418431455125800379693705297647260054531728/4983398541746535349879902286326692624519882231036250049",
+        "1430963573084329063823591344350284770278973235445040931592/3737548906309901512409926714745019468389911673277187493"
+      ],
+      "strict_incremental_paid_job_maximum": 382
+    },
+    "32": {
+      "ratio_interval": [
+        "11447708584674632510588730754802278162231785883560327190368/316660180880566093004592263869392269143638943451113705523",
+        "11447708584674632510588730754802278162231785883560327452736/316660180880566093004592263869392269143638943451113695101"
+      ],
+      "strict_incremental_paid_job_maximum": 36
+    },
+    "4": {
+      "ratio_interval": [
+        "5723854292337316255294365377401139081115892941780163595184/19916241625789750525833974696439520074005722862615540759",
+        "5723854292337316255294365377401139081115892941780163726368/19916241625789750525833974696439520074005722862615540519"
+      ],
+      "strict_incremental_paid_job_maximum": 287
+    },
+    "5": {
+      "ratio_interval": [
+        "1430963573084329063823591344350284770278973235445040898796/6219622610137792005777304052252099977750328288149802449",
+        "5723854292337316255294365377401139081115892941780163726368/24878490440551168023109216209008399911001313152599209347"
+      ],
+      "strict_incremental_paid_job_maximum": 230
+    },
+    "64": {
+      "ratio_interval": [
+        "3815902861558210836862910251600759387410595294520109063456/210664274433566868925989096153505870298149168203489043405",
+        "11447708584674632510588730754802278162231785883560327452736/631992823300700606777967288460517610894447504610467101245"
+      ],
+      "strict_incremental_paid_job_maximum": 18
+    },
+    "8": {
+      "ratio_interval": [
+        "144",
+        "144"
+      ],
+      "strict_incremental_paid_job_maximum": 143
+    },
+    "9": {
+      "ratio_interval": [
+        "336697311313959779723197963376537593006817231869421387952/2629509990975687708884136090327492353438912052460451323",
+        "1430963573084329063823591344350284770278973235445040931592/11175417461646672762757578383891842502115376222956917861"
+      ],
+      "strict_incremental_paid_job_maximum": 128
+    }
+  }
+}
diff --git a/research/coupled-provider-independent-audit/reports/clifford-proof/CONCLUSION.json b/research/coupled-provider-independent-audit/reports/clifford-proof/CONCLUSION.json
new file mode 100644
index 0000000000..fd575509d7
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/clifford-proof/CONCLUSION.json
@@ -0,0 +1,26 @@
+{
+  "status": "PASS_BOUNDED_SCOPE",
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "all_n_written_proof": "sound under fixed-coefficient exact dyadic-Clifford hypotheses",
+  "implementation_discrepancies": [],
+  "substantiation_boundaries": [
+    "Positive compact equality relies on trusted execution; no separate small positive proof receipt",
+    "Existing literal witness checker is negative-only and expects dense-v1, not native-v1",
+    "Compact producer shares signed-word expander with literal checker",
+    "Finite tests are not exhaustive arbitrary-n/circuit verification"
+  ],
+  "excluded_scope": [
+    "7000 recipe class census",
+    "two complete selected-provider programs",
+    "30328 fusion obstructions",
+    "physical/precision/stock/analytic recovery",
+    "five framework assumptions",
+    "new kappa"
+  ],
+  "artifacts": {
+    "independent_audit.py": "d7045d7e09291e7a38ff15431b17e6ef4b869a6e80414edc0d31c951c835c43e",
+    "SOURCE-MANIFEST.json": "59f2bebd1ac5f49523ff01ee82e7ed01f786089683cf0f238a812e2777351def",
+    "RESULT.json": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c",
+    "REVIEW.md": "8d3d6b752cb8603c2945d59cdb7d236389ebe16231ff6669d0df99764a345108"
+  }
+}
diff --git a/research/coupled-provider-independent-audit/reports/clifford-proof/RESULT.json b/research/coupled-provider-independent-audit/reports/clifford-proof/RESULT.json
new file mode 100644
index 0000000000..943a9032ac
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/clifford-proof/RESULT.json
@@ -0,0 +1,35 @@
+{
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "scope": "Independent theorem-boundary and tiny exact matrix ground truth; no complete provider replay",
+  "native_entries": 25,
+  "native_traces": 4,
+  "conditional_inners": 7,
+  "programs": 24,
+  "dense_tensor_widths": 64,
+  "literal_witnesses": 17,
+  "rejected_witness_mutations": 68,
+  "one_axis_group_size": 96,
+  "one_axis_K_rank_mod_65537": 96,
+  "Reynolds_ranks_1_to_8": [
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "15"
+  ],
+  "independent_filter_l1_n0_to8": [
+    "1",
+    "77/75",
+    "74813/73125",
+    "313942794301/306933046875",
+    "11022589328636651/10776638513671875",
+    "21209104644887588684637772909/20735878195289789514404296875",
+    "33116431930472921298246507944661833831/32377526104272707435884485589599609375",
+    "937471238746470125979305009117535543920946241127942891/916554044233113384200091297517419713606894073486328125",
+    "105693218247188758759330091216620618415705851287987826229390214557/103334953277429358511207880471112082320820596379923877716064453125"
+  ],
+  "elapsed_seconds": 1.996
+}
diff --git a/research/coupled-provider-independent-audit/reports/clifford-proof/REVIEW.md b/research/coupled-provider-independent-audit/reports/clifford-proof/REVIEW.md
new file mode 100644
index 0000000000..980c4f5ce1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/clifford-proof/REVIEW.md
@@ -0,0 +1,48 @@
+# Independent theorem and checker-boundary audit of PR #5376
+
+Candidate: `848cdce9003262c4b6e02ec4558f302e4fae56ad`.
+Scope: the written all-width Clifford theorem and compact certificate boundary, plus a bounded independent exact matrix oracle. This is not an audit of every provider recipe/pair, and does not repeat the 30,328 fusion search. `SOURCE-MANIFEST.json` pins the reviewed bytes. Execution results belong in `RESULT.json` and the root guard receipt; no unexecuted test is counted as a pass here.
+
+## Written proof review
+
+I find the all-n argument sound within its stated hypotheses. It is a written mathematical proof, not a proof-assistant theorem. The following is my derivation of the crucial implications rather than reliance on a finite sample of widths.
+
+1. **The allowed phase is discrete.** Conjugation on Paulis has finite image. Its kernel commutes with all X/Z generators and therefore is scalar. For a dyadic Gaussian scalar `(a+bi)/2^k` with norm one, unique factorization forces a unit times `(1+i)^(2k)` in the numerator, leaving one of `1,i,-1,-i`. This proves the normalizer is finite and disallows `(3+4i)/5`. The argument does not discard an allowed global phase.
+2. **The trace alphabet is sufficient, including nonmonomial Cliffords.** On the Hermitian Pauli basis, conjugation is a signed permutation. On `ker(S-I)` its signs form a character because the same Pauli multiplication cocycle cancels on both sides. Thus `|tr U|^2` is zero or a power of two. A finite-order dyadic Gaussian matrix has trace in both the algebraic integers and Q(i), hence in Z[i]. Gaussian factorization gives `tr U = i^k(1+i)^d`, `0<=d<=2n`, or zero. For a normalized trace `z=tr U/2^n`, put `j=2n-d`: `z^4=(-1)^j4^(-j)`. The j=0 values are precisely the four scalar values. The filter in PROOF.md kills zero, the nonidentity scalar values, and every j>=1 shell, while taking value one at z=1. For a unitary, trace D forces the exact identity, so it selects equality of full phase-bearing operators.
+3. **Grouping exact matrices is essential.** Expand each endpoint entry as `sum c_g g^tensor f` with coefficients independent of f, and first add the coefficients of equal exact matrices. Expanding Hilbert-Schmidt norms gives `E_f=sum conjugate(c_g)c_h z_gh^f`. The filter identity then yields `sum b_f E_f=sum |c_g|^2`. This is valid for arbitrary complex coefficients in the theorem, even though the executable uses Q(i). If all tested energies are zero, every grouped coefficient vanishes. No rational-nullspace argument or floating-point rank test is being silently substituted. Merely projectively equal matrices must remain distinct because their phases are raised to f.
+4. **The finite maximum 8n+4 follows for every n.** The filter has zero constant coefficient and degree 8n+4. Thus zero at all widths 1 through 8n+4 implies zero grouped coefficients and hence zero at every positive width. This holds separately for every input/output role and needs independent arbitrary inputs. It does not justify testing only a clean subspace.
+5. **The eight selected widths follow for every n>=2, not just tested n.** The length-eight code has 16 words, is self-dual, and every weight is divisible by four. The vector obtained by selecting a codeword independently on every axis is fixed by S, CNOT, native H, and iI. For native H, `((1+i)/2)^8=1/16`, and the code Fourier sum contributes exactly 16; the absolute phase is essential. These generators produce the whole dyadic normalizer: reduce the image of Z1 to Z1; while preserving it, remove the other-axis X/Z components of the image of X1 with CNOT/CZ, then remove its Z1 component and sign. Commutation with both X1 and Z1 leaves `I tensor V`. Iterate, leaving only a dyadic scalar unit. Native H has the ordinary H Pauli action, with its scalar absorbed in that final allowed unit. Consequently every g fixes the eighth-copy code vector. The nonzero injection `v -> v tensor tau` intertwines the f and f+8 residuals. Zero at f+8 therefore implies zero at f. Every width 1..8n+4 ascends into `[8n-3,8n+4]` in steps of eight. Combining with item 4 proves the claim. This descent does not preserve the same stability constant on the eight selected widths.
+6. **The stability improvement has an all-n argument.** The four coefficient residue classes of `q_n` are disjoint, so its coefficient L1 norm equals that of P_(2n). The elementary-symmetric-product formula has positive real product factors even for r=-1/4, giving descending signs ++--. When the roots -a,b are added, the sign pattern gives the displayed recurrence for L_new-L. The first odd-index coefficient gives `U_odd/L >= (3/16)/(3/2)=1/8`; meanwhile `ab/(a-b)<=1/192`. Hence the L1 norms strictly decrease for n>=1. At n=1 the norm is 77/75, and at n=0 it is one. Because q_n(1)=1, positive coefficient mass is at most 76/75. Removing negative multiples of nonnegative E_f gives `max E_f >= (75/76) sum |c_g|^2`, for the full range 1..8n+4. Finite polynomial checks in the oracle corroborate this derivation; they do not replace induction.
+7. **The n=0 and n=1 exceptions are correctly separated.** C0 consists of the four scalar units; the four positive residues 1,2,3,4 give the Fourier separation. In one axis, exact closure of C and S has 96 matrices; there are at most 24 signed anticommuting Pauli-image pairs and four scalar lifts, so this is the full group. A nonsingular sum of Gram matrices for widths 5..8 implies zero joint kernel over characteristic zero. Modular nonsingularity is legitimate because the entries lie in Z[i,1/2] and odd-prime reduction maps i to a square root of -1. The Reynolds average is an orthogonal projection; traces zero at widths 1..7 imply the zero operator, while rank 15 at width 8 proves a counterexample to every test whose maximum is <=7. Scalar Fourier residuals force at least one width in each residue modulo four, establishing minimum count four. Neither argument proves sharpness for n>=2.
+
+## Compact implementation and trust boundary
+
+`compact.py:80-100` expands literal signed words, interprets gate order by reversing the stored prepend order, and merges full matrices only when their normalized exact Hilbert-Schmidt inner product is one. For unitaries, `||g-h||_HS^2=2D-2Re tr(g*h)` makes that equality criterion exact. The gate grammar contains unitary gates with dyadic entries, so the required hypothesis is maintained by construction.
+
+`compact.certify` sets its positive all-width result from the absence of grouped residual coefficients. A positive result is therefore trusted execution of the word expander, quadratic-sum trace implementation, exact arithmetic, and merge loop. It does **not** emit a separate small independently replayable proof of positive equality. This is a substantiation boundary, not an unsound implication in the stated algorithm.
+
+The existing `check_witness.py` is explicitly a **negative-only** literal witness checker (`:123-136`). It recomputes a single nonzero discrepancy, which suffices to disprove all-width equality without trusting the filter or Gram energies. It does not validate a positive equality receipt or every displayed energy. Moreover, the compact producer imports `word_endpoint` and `add_term` from that checker, so the word expansion is shared in this compact path. The original dense producer and the literal checker have separate compilers; that stronger separation should not be read as applying to every compact component.
+
+There is also an interface distinction: compact emits schema `clifford-tensor-gram/native-v1` with gate circuits; `check_witness.check` accepts `clifford-tensor-gram/v1` with explicit base matrices. A compact JSON receipt is not directly accepted by the existing checker. The author's advance verifier converts through its dense test problem and invokes the discrepancy evaluator. The independent audit does the conversion from separately constructed exact matrices and explicitly rebinds schema/digest. This conversion is part of the audit, not a hidden claim that the CLI already accepts native receipts.
+
+No flaw follows from a checker ignoring a forged energy field while confirming a real nonzero literal entry: that field is outside this negative checker's acceptance statement. A malformed witness value/digest/width, or a purported positive receipt, must be rejected; the bounded tests exercise those distinctions.
+
+## Independent oracle and bounded evidence
+
+`independent_audit.py` owns its arithmetic (pairs of stdlib Fractions), gate matrices, matrix multiplication/adjoint, literal gate composition, tensor products, direct role-block interpreter, exact matrix-key endpoint expansion, one-axis group closure, modular rank elimination, and filter construction. It imports submitted quadratic/compact/checker code only as the device under test. It does not import the submitted arithmetic, compiler, kernel, traces, or path engine as ground truth. No source module is edited.
+
+The discriminating cases include: phase inside a tensor versus an outer scalar; C inverse and q=0; query sign; a self query requiring snapshot semantics; noncommuting gate order; loss of an arbitrary dirty role; role swap and rational scaling; and exact coefficient grouping. Direct small tensor matrices bind the oracle's expansion on widths <=3 (n=2 restricted to width<=2). Witnesses at larger selected widths are evaluated by products of independently constructed base entries, without allocating tensor matrices. The independent 96-matrix one-axis closure is also used for a fresh modular Gram rank and Reynolds ranks; it does not read the submitted inverse as an oracle.
+
+`RESULT.json` records successful execution only after the root resource guard runs the frozen checker. This scope is finite implementation evidence, not exhaustive correctness of arbitrary circuits or arbitrary n. The all-n conclusion comes from the written proof above.
+
+## Complexity and admissibility boundaries
+
+The compact quadratic representation and bitwise conditional norm splitting avoid arrays indexed by all 2^n base states or 2^(nf) tensor states. This is compatible with polynomial arithmetic cost in expanded support and literal path size. The support can grow exponentially in register-program length, and every pair of surviving terms is compared. Integer/Fraction operation counts are not bit complexity bounds; they still depend on operand sizes. The selected provider support measurements are case-specific and cannot establish a general support bound. The small dense matrices in this independent oracle intentionally do not claim the compact implementation's scaling.
+
+No statement here proves physical tape layout, precision/rounding, stock, analytic recovery, a new complete supplier, or a smaller complete kappa. The five framework assumptions remain. I have not independently replayed all 7,000 recipe classes, the two complete selected-provider programs, or the 30,328 fusion obstructions in this assignment.
+
+## Executed result
+
+The root-run frozen pilot completed successfully. `RESULT.json` records 24 independently interpreted programs and 64 direct tensor-width comparisons; 17 literal nonzero witness values matched the independent base-entry evaluator, and 68 altered witness receipts were rejected (wrong value, digest, positive flag, or width). Gate checks covered 25 entries, four traces, and seven conditional inner products. The fresh one-axis closure had 96 matrices, the independently reconstructed K had modular rank 96, and Reynolds ranks at widths 1..8 were `0,0,0,0,0,0,0,15`. Separately constructed filter coefficient norms for n=0..8 respected 77/75. The measured checker runtime was 1.996 seconds. These bounded passes support the written-proof review and exposed no discrepancy in the tested implementation implications.
+
+Final conclusion: **PASS within the declared theorem/checker scope**, with the positive-receipt and native-interface substantiation boundaries above. No complete-provider/fusion-census conclusion is inferred from this pilot.
diff --git a/research/coupled-provider-independent-audit/reports/clifford-proof/SOURCE-MANIFEST.json b/research/coupled-provider-independent-audit/reports/clifford-proof/SOURCE-MANIFEST.json
new file mode 100644
index 0000000000..fae64f400a
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/clifford-proof/SOURCE-MANIFEST.json
@@ -0,0 +1,15 @@
+{
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "sources": {
+    "PROOF.md": "f79c723a869a480c9959038f59db206359e4b6768e9839aff25b3921beaec84a",
+    "ADVANCES.md": "f3fb828fa04cf35b94e2199e51955e36dec26fb04e5be781feb9c84f3278f700",
+    "PROVIDER.md": "148852913905af606848601bf1a22b9149d9d422cdf2539b98e19dc6c42e13ce",
+    "compact.py": "ddd6c245f8e66a02071e3475a6f8c1fecc21e0ad5de00ac0d0fe5d9244ff0497",
+    "quadratic.py": "e10a809ab78b93340072a1b57d7158e1bf75fa8d1ddfda546b9262861883938b",
+    "certify.py": "a0dcd5a8551179305a993b1f9c034aa7c3898e08cd2344fd63f5ea9449dbb8bd",
+    "check_witness.py": "f3b811928a44301bb87b619bcedefa0a5dccb6ecc3fcaa9e69c21e7decf8ef3c",
+    "vendor/fields.py": "0829ad6ed3775ba6e3d11cf04cfb3513ac763549b730aaed74958b1238e660d7",
+    "ONE-AXIS-RANK.json": "cb6c030faf71d14685d237acbbf659a22b7e9fc8b3e848b7711c46c5ecc5ac70"
+  },
+  "checker_sha256": "d7045d7e09291e7a38ff15431b17e6ef4b869a6e80414edc0d31c951c835c43e"
+}
diff --git a/research/coupled-provider-independent-audit/reports/diagnostics/REPORT-before-literal-scale-correction.md b/research/coupled-provider-independent-audit/reports/diagnostics/REPORT-before-literal-scale-correction.md
new file mode 100644
index 0000000000..eaff66deed
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/diagnostics/REPORT-before-literal-scale-correction.md
@@ -0,0 +1,81 @@
+# Independent provider closure budget
+
+This lane supplies a typed necessary-condition screen and a literal ordinary inventory for #5402 at `3348fccea855082786d5f0fc5558b73d4974e745`. It supplies no completed caller and no new kappa. Its favorable comparison deliberately grants a target contract that has not been constructed: each of the eighteen provider instances closes to the same standard B main interface used by #5398, preserves its 400 autonomous helpers, and earns eight additional autonomous H8 jobs. The actual eight coupled H outputs have zero autonomous credit.
+
+## Exact source and complete comparison invoice
+
+`inputs/ALL-PINS.json` binds the literal original and changed words, PROVIDER basis programs, canonical NORMALIZERS, the independently validated #5400 invoice and the exact #5398 controller. The standalone price engine is copied without modification from our prior independent numeric lane; no submitted provider/native/price/verifier module is executed. The checker reconstructs the complete old invoice using all eighteen local bodies, fifteen 112-job H1 queries, every retained whole idle, and every main diagonal term. It requires literal equality with the independent #5400 invoice.
+
+The local paid profile is `{1:2193,2:412,3:510,4:127,5:40}`. Removing the eight selected mode owners from the original source's helper-frame census leaves `{4:28,7:7,8:47,9:318}`: 400 jobs. Both profiles already equal the comparison's local profiles. The advertised deletion of eight H8 plus eight H1 jobs is relative to the original raw source; those are not additional savings over #5398.
+
+The complete paid comparison is:
+
+```
+{1:41154,2:7416,3:9180,4:2286,5:720,
+ 16:448,24:448,32:448,40:448,48:448,56:448,64:448,72:224}
+```
+
+Its productive profile is:
+
+```
+{4:504,7:126,8:846,9:5724,17:448,25:448,33:448,
+ 41:448,49:448,57:448,65:448,73:224,145:224}
+```
+
+There are 64,116 paid calls and 10,784 productive jobs, with paid/productive rank masses 237,838/238,590 and surplus 752. The optimistic closure contract adds exactly `{8:144}` to the productive profile. It therefore has 10,928 productive jobs and surplus 1,904 before charging any closure Gaussian, lost target, changed idle or main output. This favorable profile is an upper relaxation under the named contract, not an attained caller profile.
+
+For aggregate closure paid histogram K, lost productive histogram L and other signed caller-profile change Delta, define `t=1-kappa` and `M(J)=sum_r J[r] r^t`. The exact required comparison is
+
+```
+margin_new = margin_5398 + 144*8^t - M(K) - M(L) + M(Delta).
+```
+
+Every unproved term remains unknown. In particular, `Delta=0` requires the actual eighteen closed interfaces, all original queries/idles and the main diagonal to be preserved. Ordinary scalar and monomial work does not enter this recursive moment identity; its separate funding remains mandatory.
+
+If K is exactly 144 H8 calls and L and Delta vanish, the entire signed profile equals #5398 at every rank. It has exactly the same moment for every saving. If any further paid job is added with no compensating productive change, its moment is worse. This gives no strict recursive-profile improvement. It does not exclude improvements to compiler headroom or a different productive contract, coupling graph or idle law.
+
+At the reference saving `.00302728823`, the exact directed intervals give reference target-minus-paid moment approximately `0.00000492044809504` and the hypothetical credit `63.59838102597` per provider, or `1144.77085846746` across eighteen. The following are strict *incremental* moment budgets with no lost targets and no other caller change; each column assumes all closure jobs have the single displayed rank. Mixed-rank closure must use the weighted inequality above.
+
+| Paid closure rank | Maximum per provider | Maximum across eighteen providers |
+|---:|---:|---:|
+|1|63|1144|
+|2|31|573|
+|3|21|382|
+|4|15|287|
+|5|12|230|
+|8|7|143|
+|9|7|128|
+|16|4|72|
+|32|2|36|
+|64|1|18|
+|145|0|8|
+
+The per-provider column assumes identical independent cleanup allowances; the aggregate column permits the caller to share cleanup across providers. `TOTAL-BUDGET-v1.json` derives the aggregate column from the exact intervals already produced by the guarded run, including exact equality at rank eight. The actual reference's tiny positive margin is separate from strict incremental gain; no table entry by itself proves full compiler funding.
+
+## Ordinary inventory and explicit unknown costs
+
+The checker parses all scalar operations of the changed literal source, both emitted basis programs, all exterior mode scalings and final consumption clears. Per provider, the complete boundary-inclusive scalar schedule has 17,917 ADD, 1,204 SCALE, 16 COPY, 40 CLEAR and eight whole-field SWAP operations. The 464 monomial maps comprise 448 inherited fused main standardizers and sixteen mode/cache maps. Their literal gate words are counted separately. Every unchanged warp, adapter and phase annotation remains in the census. The eight zero retags receive no paid Gaussian charge because their required exact-zero premise belongs to the independent source replay gate.
+
+Across eighteen providers, the known subtotal is 322,506 ADD, 21,672 SCALE, 288 COPY, 720 CLEAR, 144 whole-field SWAP and 8,352 monomial maps, before consumer closure and the separate outer caller records. The exact controller has 90 ADD, 20 SIGNED_SWAP and four Q_POWER records on 112-field banks, plus the complete left/right scalar boundary programs; its LOCAL, QUERY_SHEAR and IDLE records are already included in the recursive invoice. These are literal finite field-operation counts, not physical tape-step counts.
+
+The inherited dyadic scalar tariff is the prior independent tariff: COPY/CLEAR two units, dyadic unit SCALE twice its shift/sign count, ADD twice `3+floor(log2 numerator)+popcount(numerator)+log2 denominator`, SWAP reserved at 26. The original raw source scalar total is **158,168**, not 158,744: the latter belongs to the distinct prior retained-owned source body. The first frozen checker used that wrong precondition and failed before numerical work. Its source is retained as `screen.failed-v1.py`; the root's failure log is preserved. This was a checker binding failure, not a #5402 construction failure.
+
+Unknown costs remain explicit: physical machine/tape realization of monomial maps and retained native primitives; the closure's Gaussian and ordinary operations; productive targets lost through closure; caller-specific finite precision, growth constants, routing, storage and movement; the complete compiler and outer ledger. The local source amplification bound does not discharge these full caller obligations.
+
+## Scope relative to #5405 and the latest caller handoff
+
+Live [#5405](https://github.com/CrocSwap/integer-mult-bounds/pull/5405), head `314b56a6c0056c2358538f072c6fde9d365be44d`, fixes the existing paid/helper profiles, 112 ports, rank-eight stage blocks, rank-one query price and prefix/suffix idle law. Its unbounded FULL/QUERY ceiling excludes `.00302728825 <= kappa < 1` inside that exact invoice family. Its body explicitly excludes #5402's unfinished coupled caller. This lane does not rerun or extend that theorem. Any attempt to gain only by changing old FULL/QUERY pair counts or masks should consume that public ceiling; an earned new target contract changes its premises.
+
+Root's live intake of [Dillon's latest #4930 handoff](https://github.com/CrocSwap/integer-mult-bounds/discussions/4930#discussioncomment-19155935) reports that the caller claim has been released. The stated local-only snapshot and its execution counts are not independently validated here. The proposed next bounded control is an uncoded eight-owner identity written `A S A = Q S`, with helper-tail updates from retained original inputs. No portable exact A/S definitions, ordered physical words, charts and helper-tail implementation are supplied by the inputs reviewed in this lane. Substituting a guessed scalar code or commuting D/Q through W/Z would invent a different control. The alternative p2 pivot similarly requires its ordered eight-field right-hand side. Therefore this lane reports a missing typed next-test input, not a failed control and not an implemented coded closure.
+
+## Execution and reproducibility
+
+Final checker is `screen.py`; frozen SHA256 `1046234495045ffc83226d698af0f26bbe061dba9c3059c7a1124b7ce8e86e46`. Input manifest SHA256 `a37fa9735bbb2697811de72a706b243842d1303243f6e6a0300bd5046d4f3d66`. Root alone runs the exact moment screen with a ten-second external guard and 128 MiB address-space bound:
+
+```
+python3 -B agents/budget/screen.py --moments --output agents/budget/RESULT-v1.json
+```
+
+Root's guarded second execution passed: `RESULT-v1.json` records 0.706799 seconds of internal execution and 56,316 KiB maximum RSS. The exact receipt derives scalar tariff 175,038 units per provider (16,870 above the original raw source), including both 8,262-unit basis programs, 58 units of exterior mode scalings, final consumption clears and 26-unit SWAP allowances. The 464 monomial maps contain 464 each of D/P/X/phase gates (1,856 monomial primitive gates). These remain a separate physical cost term. The complete left/right caller boundary programs have respectively 56/25 ADD, 4/3 SCALE and 30/27 SWAP records. The checker authenticates all frozen inputs before deriving the inventory and conditional moments. Acceptance does not admit any actual #5402 consumer. Native identities, ownership/phase checks, full caller precision and complete funding remain distinct gates.
+
+Construction credit remains with Ali Romman and the native/provider/controller/Clifford/compiler predecessors named in the pinned source; the independent price engine and #5400 receipt retain their prior attribution. This budget audit is Chris R/Clear1nsight with substantial OpenAI Codex assistance. No independent human or formal-kernel acceptance is claimed.
diff --git a/research/coupled-provider-independent-audit/reports/diagnostics/RESULT-conservative-v1.json b/research/coupled-provider-independent-audit/reports/diagnostics/RESULT-conservative-v1.json
new file mode 100644
index 0000000000..79eae1fd09
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/diagnostics/RESULT-conservative-v1.json
@@ -0,0 +1,557 @@
+{
+  "added_scalar": {
+    "add": 1644,
+    "clear": 24,
+    "copy": 16,
+    "scale": 40
+  },
+  "autonomous_count": 400,
+  "autonomous_helpers": {
+    "4": 28,
+    "7": 7,
+    "8": 47,
+    "9": 318
+  },
+  "autonomous_rank_mass": 3399,
+  "basis_counts": [
+    {
+      "add": 822,
+      "scale": 12
+    },
+    {
+      "add": 822,
+      "scale": 12
+    }
+  ],
+  "basis_scalar_units": [
+    8262,
+    8262
+  ],
+  "boundary_scalar_units": 58,
+  "changed_word_scalar": {
+    "add": 16273,
+    "clear": 32,
+    "copy": 16,
+    "scale": 1164
+  },
+  "complete_scalar": {
+    "add": 17917,
+    "clear": 40,
+    "copy": 16,
+    "scale": 1204
+  },
+  "conditional_screen": {
+    "contract": "For any completed comparator at t=1-kappa: margin_new=margin_reference+sum(extra_target_count[r]*r^t)-sum(closure_paid_count[r]*r^t)-sum(lost_target_count[r]*r^t)+main_idle_other_delta. Unknown terms never default to zero.",
+    "new_kappa": null,
+    "ordinary_warning": "Field operation/monomial counts are ordinary work, never recursive moment terms.",
+    "relaxation": "Reference p16 invoice plus n times eight autonomous H8, all other paid/productive jobs unchanged. Coupled5402 H fields do NOT supply this credit; physical reachability is unproved.",
+    "rows": [
+      {
+        "hypothetical_credit_per_provider": [
+          "39748988141231362883988648454174576952193700984584469411/625000000000000000000000000000000000000000000000000000",
+          "19874494070615681441994324227087288476096850492292235161/312500000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "357740893271082265955897836087571192569743308861260224699/312500000000000000000000000000000000000000000000000000",
+          "178870446635541132977948918043785596284871654430630116449/156250000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "39748988141231362883988648454174576952193700984584469411/625000000000000000000000000000000000000000000000000000",
+              "19874494070615681441994324227087288476096850492292235161/312500000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "158995952564925451535954593816698307808774803938337877644/357079507408942003365184750854259754927379596777781842805",
+              "19874494070615681441994324227087288476096850492292235161/44634938426117750420648093856782469365922449597222728289"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "37410812368217753302577551486281954778535247985491265328/9333098364631538005119628123997789588712161960987413767",
+              "105997301709950301023969729211132205205849869292225254192/26443778699789357681172279684660403834684458889464338369"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "39748988141231362883988648454174576952193700984584469411/1247379804636432399472187171174294511947932967847354346",
+              "79497976282462725767977296908349153904387401969168940644/2494759609272864798944374342348589023895865935694708677"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "317991905129850903071909187633396615617549607876675755288/14950195625239606049639706858980077873559646693108750147",
+              "79497976282462725767977296908349153904387401969168940644/3737548906309901512409926714745019468389911673277187493"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "635983810259701806143818375266793231235099215753351510576/316660180880566093004592263869392269143638943451113705523",
+              "635983810259701806143818375266793231235099215753351525152/316660180880566093004592263869392269143638943451113695101"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "317991905129850903071909187633396615617549607876675755288/19916241625789750525833974696439520074005722862615540759",
+              "317991905129850903071909187633396615617549607876675762576/19916241625789750525833974696439520074005722862615540519"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "79497976282462725767977296908349153904387401969168938822/6219622610137792005777304052252099977750328288149802449",
+              "317991905129850903071909187633396615617549607876675762576/24878490440551168023109216209008399911001313152599209347"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "635983810259701806143818375266793231235099215753351510576/631992823300700606777967288460517610894447504610467130215",
+              "635983810259701806143818375266793231235099215753351525152/631992823300700606777967288460517610894447504610467101245"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "18705406184108876651288775743140977389267623992745632664/2629509990975687708884136090327492353438912052460451323",
+              "79497976282462725767977296908349153904387401969168940644/11175417461646672762757578383891842502115376222956917861"
+            ]
+          }
+        },
+        "kappa": "302728823/100000000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "2460224047522029011097622688321964422672686543137/500000000000000000000000000000000000000000000000000000",
+          "24602240475220290110976226883219644226726933834267/5000000000000000000000000000000000000000000000000000000"
+        ]
+      },
+      {
+        "hypothetical_credit_per_provider": [
+          "3974898814040480591219108572746249890064397320486360553/62500000000000000000000000000000000000000000000000000",
+          "79497976280809611824382171454924997801287946409727212809/1250000000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "35774089326364325320971977154716249010579575884377244977/31250000000000000000000000000000000000000000000000000",
+          "715481786527286506419439543094324980211591517687544915281/625000000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "3974898814040480591219108572746249890064397320486360553/62500000000000000000000000000000000000000000000000000",
+              "79497976280809611824382171454924997801287946409727212809/1250000000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "63598381024647689459505737163939998241030357127781768848/142831802956468442813254785736977110101071093003012103227",
+              "635983810246476894595057371639399982410303571277817702472/1428318029564684428132547857369771101010710930030120964481"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "635983810246476894595057371639399982410303571277817688480/158662672194337082731308230943141953619103668499836859353",
+              "635983810246476894595057371639399982410303571277817702472/158662672194337082731308230943141953619103668499836855815"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "127196762049295378919011474327879996482060714255563537696/3991615374808915908881617764503676861011414465901590271",
+              "158995952561619223648764342909849995602575892819454425618/4989519218511144886102022205629596076264268082376987811"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "15899595256161922364876434290984999560257589281945442212/747509781253768068166090230888742948592336679308803321",
+              "635983810246476894595057371639399982410303571277817702472/29900391250150722726643609235549717943693467172352132497"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "31799190512323844729752868581969999120515178563890884424/15833009043479574371306705246780160215551005547373699187",
+              "635983810246476894595057371639399982410303571277817702472/316660180869591487426134104935603204311020110947473975771"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "3974898814040480591219108572746249890064397320486360553/248953020318920659890381909018914840775383439071457967",
+              "14454177505601747604433122082713635963870535710859493238/905283710250620581419570578250599421001394323896210779"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "635983810246476894595057371639399982410303571277817688480/49756980880301528331841828789256879392972137571277528369",
+              "635983810246476894595057371639399982410303571277817702472/49756980880301528331841828789256879392972137571277527829"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "158995952561619223648764342909849995602575892819454422120/157998205818604191040553456381580513920130845294699079691",
+              "317991905123238447297528685819699991205151785638908851236/315996411637208382081106912763161027840261690589398145477"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "317991905123238447297528685819699991205151785638908844240/44701669845604494974692207412521341742024808454340699473",
+              "317991905123238447297528685819699991205151785638908851236/44701669845604494974692207412521341742024808454340698447"
+            ]
+          }
+        },
+        "kappa": "37841103/12500000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "12263832817543735274523503727444271472723812779617/5000000000000000000000000000000000000000000000000000000",
+          "2452766563508747054904700745488854294544775959081/1000000000000000000000000000000000000000000000000000000"
+        ]
+      },
+      {
+        "hypothetical_credit_per_provider": [
+          "39748988139578248940410710769787451549316055132618118917/625000000000000000000000000000000000000000000000000000",
+          "79497976279156497880821421539574903098632110265236239719/1250000000000000000000000000000000000000000000000000000"
+        ],
+        "hypothetical_p16_credit": [
+          "357740893256204240463696396928087063943844496193563070253/312500000000000000000000000000000000000000000000000000",
+          "715481786512408480927392793856174127887688992387126157471/625000000000000000000000000000000000000000000000000000"
+        ],
+        "identical_paid_jobs": {
+          "1": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 63,
+            "ratio_interval": [
+              "39748988139578248940410710769787451549316055132618118917/625000000000000000000000000000000000000000000000000000",
+              "79497976279156497880821421539574903098632110265236239719/1250000000000000000000000000000000000000000000000000000"
+            ]
+          },
+          "145": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 0,
+            "ratio_interval": [
+              "158995952558312995761642843079149806197264220530472475668/357079507373400210701973588024691390599538841615042601311",
+              "635983810233251983046571372316599224789056882121889917752/1428318029493600842807894352098765562398155366460170323903"
+            ]
+          },
+          "16": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 4,
+            "ratio_interval": [
+              "317991905116625991523285686158299612394528441060944951336/79331336094969009687852375856402410006719269412135537517",
+              "79497976279156497880821421539574903098632110265236239719/19832834023742252421963093964100602501679817353033883913"
+            ]
+          },
+          "2": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 31,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/19958076873906240697262141798066671006382996409163100879",
+              "317991905116625991523285686158299612394528441060944958876/9979038436953120348631070899033335503191498204581550381"
+            ]
+          },
+          "3": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 21,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/29900391249822233354011413577754006043637493111805040547",
+              "635983810233251983046571372316599224789056882121889917752/29900391249822233354011413577754006043637493111805040197"
+            ]
+          },
+          "32": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 2,
+            "ratio_interval": [
+              "79497976279156497880821421539574903098632110265236237834/39582522607327110231007037105941354315869801756338345539",
+              "635983810233251983046571372316599224789056882121889917752/316660180858616881848056296847530834526958414050706756343"
+            ]
+          },
+          "4": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 15,
+            "ratio_interval": [
+              "635983810233251983046571372316599224789056882121889902672/39832483250475110113261916547825629838983849672120232143",
+              "635983810233251983046571372316599224789056882121889917752/39832483250475110113261916547825629838983849672120231675"
+            ]
+          },
+          "5": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 12,
+            "ratio_interval": [
+              "317991905116625991523285686158299612394528441060944951336/24878490439750360308739056831728864645131160577310678339",
+              "635983810233251983046571372316599224789056882121889917752/49756980879500720617478113663457729290262321154621356137"
+            ]
+          },
+          "64": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 1,
+            "ratio_interval": [
+              "79497976279156497880821421539574903098632110265236237834/78999102906016615193444184609538402605216156858061078543",
+              "158995952558312995761642843079149806197264220530472479438/157998205812033230386888369219076805210432313716122149593"
+            ]
+          },
+          "8": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "8",
+              "8"
+            ]
+          },
+          "9": {
+            "max_identical_paid_jobs_for_strict_incremental_gain": 7,
+            "ratio_interval": [
+              "158995952558312995761642843079149806197264220530472475668/22350834922311149449187841171531004633209474623979405633",
+              "317991905116625991523285686158299612394528441060944958876/44701669844622298898375682343062009266418949247958810219"
+            ]
+          }
+        },
+        "kappa": "12109153/4000000000",
+        "reference_full_calls": 18,
+        "reference_target_minus_paid": [
+          "-18643709898459677385098849972810657856170525699/1250000000000000000000000000000000000000000000000000000",
+          "-18643709898459677385098849972810657856153076087/1250000000000000000000000000000000000000000000000000000"
+        ]
+      }
+    ],
+    "status": "PASS_CONDITIONAL_CLOSURE_NECESSARY_SCREEN_NO_CALLER_NO_KAPPA",
+    "stop_test": "If all other changes vanish and per-provider closure costs eight H8 plus any positive paid job, its incremental margin is strictly negative for every 0<kappa<1. Eight H8 alone exactly cancels the hypothetical credit. This does not forbid changed compiler headroom, a changed connection graph or productive contract."
+  },
+  "coupled": {
+    "autonomous_credit": 0,
+    "diagonal_rank": 8,
+    "owners": 8
+  },
+  "full_profile": {
+    "boundary_program_events": {
+      "left": {
+        "ADD": 56,
+        "SCALE": 4,
+        "SWAP": 30
+      },
+      "right": {
+        "ADD": 25,
+        "SCALE": 3,
+        "SWAP": 27
+      }
+    },
+    "caller_events": {
+      "ADD": 90,
+      "IDLE": 15,
+      "LOCAL": 18,
+      "QUERY_SHEAR": 15,
+      "Q_POWER": 4,
+      "SIGNED_SWAP": 20
+    },
+    "eight_paid_H8_per_provider": {
+      "paid": {
+        "1": 41154,
+        "16": 448,
+        "2": 7416,
+        "24": 448,
+        "3": 9180,
+        "32": 448,
+        "4": 2286,
+        "40": 448,
+        "48": 448,
+        "5": 720,
+        "56": 448,
+        "64": 448,
+        "72": 224,
+        "8": 144
+      },
+      "signed_profile_equals_reference": true,
+      "targets": {
+        "145": 224,
+        "17": 448,
+        "25": 448,
+        "33": 448,
+        "4": 504,
+        "41": 448,
+        "49": 448,
+        "57": 448,
+        "65": 448,
+        "7": 126,
+        "73": 224,
+        "8": 990,
+        "9": 5724
+      }
+    },
+    "hypothetical_added_target_profile": {
+      "8": 144
+    },
+    "hypothetical_paid": {
+      "1": 41154,
+      "16": 448,
+      "2": 7416,
+      "24": 448,
+      "3": 9180,
+      "32": 448,
+      "4": 2286,
+      "40": 448,
+      "48": 448,
+      "5": 720,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "hypothetical_paid_count": 64116,
+    "hypothetical_rank_mass_surplus": 1904,
+    "hypothetical_target_count": 10928,
+    "hypothetical_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "4": 504,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "7": 126,
+      "73": 224,
+      "8": 990,
+      "9": 5724
+    },
+    "main_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "73": 224
+    },
+    "ordinary_caller_scope": "The literal caller and left/right boundary record counts are retained; ADD, SIGNED_SWAP and Q_POWER each act on112 fields. QUERY_SHEAR recursive costs are included in P. Consumer closure operations and their finite movement/storage/precision costs remain unknown.",
+    "ordinary_provider_subtotal_for_18": {
+      "ADD": 322506,
+      "CLEAR": 720,
+      "COPY": 288,
+      "SCALE": 21672,
+      "SWAP": 144,
+      "monomial_field_map": 8352
+    },
+    "reference_head": "174fb211493b43a42210434083e9702b4fb7a2ce",
+    "reference_paid": {
+      "1": 41154,
+      "16": 448,
+      "2": 7416,
+      "24": 448,
+      "3": 9180,
+      "32": 448,
+      "4": 2286,
+      "40": 448,
+      "48": 448,
+      "5": 720,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    },
+    "reference_targets": {
+      "145": 224,
+      "17": 448,
+      "25": 448,
+      "33": 448,
+      "4": 504,
+      "41": 448,
+      "49": 448,
+      "57": 448,
+      "65": 448,
+      "7": 126,
+      "73": 224,
+      "8": 846,
+      "9": 5724
+    },
+    "unproved_contract": "All 18 providers must close to standard B main outputs, preserve400 ordinary helpers each, and supply8 new autonomous H8 each; no source proves this contract. Closure paid jobs/lost targets and ordinary overhead are unknown, not zero.",
+    "whole_idles": {
+      "16": 448,
+      "24": 448,
+      "32": 448,
+      "40": 448,
+      "48": 448,
+      "56": 448,
+      "64": 448,
+      "72": 224
+    }
+  },
+  "head": "3348fccea855082786d5f0fc5558b73d4974e745",
+  "monomial_maps": 464,
+  "monomial_primitive_gates": {
+    "D": 464,
+    "P": 464,
+    "X": 464,
+    "phase": 464
+  },
+  "original_paid": {
+    "1": 2201,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40,
+    "8": 8
+  },
+  "original_scalar": {
+    "add": 16273,
+    "clear": 16,
+    "scale": 1164
+  },
+  "owned_credit": 0,
+  "owned_fields": 9,
+  "paid": {
+    "1": 2193,
+    "2": 412,
+    "3": 510,
+    "4": 127,
+    "5": 40
+  },
+  "paid_calls": 3282,
+  "paid_rank_mass": 5255,
+  "removed_paid": {
+    "1": 8,
+    "8": 8
+  },
+  "retained_native_word_records": {
+    "adapter": 448,
+    "climb": 3282,
+    "phase": 10,
+    "scalar": 17485,
+    "warp": 240,
+    "zero_retag": 8
+  },
+  "runtime": {
+    "maxrss_kib": 56316,
+    "seconds": 0.7067987159825861
+  },
+  "scalar_tariff_units_added": 16870,
+  "scalar_tariff_units_including_swaps": 175038,
+  "scope": "Static literal census and inherited scalar tariff only; source equation, endpoint and physical admission are separate gates",
+  "status": "PASS_STATIC_LITERAL_BUDGET_INVENTORY",
+  "unknown_costs": [
+    "ordinary monomial maps at machine/tape level",
+    "retained native warps/adapters/phase annotations and recursive primitive internals",
+    "consumer closure recursive invoice and changed/lost targets",
+    "caller query/idles/boundaries/main diagonal",
+    "full caller finite precision/movement/storage/compiler/outer funding"
+  ],
+  "whole_field_swaps": 8
+}
diff --git a/research/coupled-provider-independent-audit/reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json b/research/coupled-provider-independent-audit/reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json
new file mode 100644
index 0000000000..55b636bae8
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/diagnostics/TOTAL-BUDGET-before-scale-correction-v1.json
@@ -0,0 +1,89 @@
+{
+  "assumed_provider_count": 18,
+  "hypothetical_extra_targets": {
+    "8": 144
+  },
+  "kappa": ".00302728823",
+  "scope": "Only one homogeneous paid rank at a time, no lost targets, no other caller change, explicit unearned target contract; strict incremental moment comparison not full compiler admission.",
+  "source_result_sha256": "62842778ec9467579c04280182c7c591c1c73abe38034231c40cf5e00238861c",
+  "status": "PASS_EXACT_RECEIPT_DERIVED_TOTAL_BUDGET",
+  "total_budget": {
+    "1": {
+      "ratio_interval": [
+        "357740893271082265955897836087571192569743308861260224699/312500000000000000000000000000000000000000000000000000",
+        "178870446635541132977948918043785596284871654430630116449/156250000000000000000000000000000000000000000000000000"
+      ],
+      "strict_incremental_paid_job_maximum": 1144
+    },
+    "145": {
+      "ratio_interval": [
+        "953975715389552709215727562900189846852648823630027265864/119026502469647334455061583618086584975793198925927280935",
+        "357740893271082265955897836087571192569743308861260232898/44634938426117750420648093856782469365922449597222728289"
+      ],
+      "strict_incremental_paid_job_maximum": 8
+    },
+    "16": {
+      "ratio_interval": [
+        "224464874209306519815465308917691728671211487912947591968/3111032788210512668373209374665929862904053986995804589",
+        "1907951430779105418431455125800379693705297647260054575456/26443778699789357681172279684660403834684458889464338369"
+      ],
+      "strict_incremental_paid_job_maximum": 72
+    },
+    "2": {
+      "ratio_interval": [
+        "357740893271082265955897836087571192569743308861260224699/623689902318216199736093585587147255973966483923677173",
+        "1430963573084329063823591344350284770278973235445040931592/2494759609272864798944374342348589023895865935694708677"
+      ],
+      "strict_incremental_paid_job_maximum": 573
+    },
+    "3": {
+      "ratio_interval": [
+        "1907951430779105418431455125800379693705297647260054531728/4983398541746535349879902286326692624519882231036250049",
+        "1430963573084329063823591344350284770278973235445040931592/3737548906309901512409926714745019468389911673277187493"
+      ],
+      "strict_incremental_paid_job_maximum": 382
+    },
+    "32": {
+      "ratio_interval": [
+        "11447708584674632510588730754802278162231785883560327190368/316660180880566093004592263869392269143638943451113705523",
+        "11447708584674632510588730754802278162231785883560327452736/316660180880566093004592263869392269143638943451113695101"
+      ],
+      "strict_incremental_paid_job_maximum": 36
+    },
+    "4": {
+      "ratio_interval": [
+        "5723854292337316255294365377401139081115892941780163595184/19916241625789750525833974696439520074005722862615540759",
+        "5723854292337316255294365377401139081115892941780163726368/19916241625789750525833974696439520074005722862615540519"
+      ],
+      "strict_incremental_paid_job_maximum": 287
+    },
+    "5": {
+      "ratio_interval": [
+        "1430963573084329063823591344350284770278973235445040898796/6219622610137792005777304052252099977750328288149802449",
+        "5723854292337316255294365377401139081115892941780163726368/24878490440551168023109216209008399911001313152599209347"
+      ],
+      "strict_incremental_paid_job_maximum": 230
+    },
+    "64": {
+      "ratio_interval": [
+        "3815902861558210836862910251600759387410595294520109063456/210664274433566868925989096153505870298149168203489043405",
+        "11447708584674632510588730754802278162231785883560327452736/631992823300700606777967288460517610894447504610467101245"
+      ],
+      "strict_incremental_paid_job_maximum": 18
+    },
+    "8": {
+      "ratio_interval": [
+        "144",
+        "144"
+      ],
+      "strict_incremental_paid_job_maximum": 143
+    },
+    "9": {
+      "ratio_interval": [
+        "336697311313959779723197963376537593006817231869421387952/2629509990975687708884136090327492353438912052460451323",
+        "1430963573084329063823591344350284770278973235445040931592/11175417461646672762757578383891842502115376222956917861"
+      ],
+      "strict_incremental_paid_job_maximum": 128
+    }
+  }
+}
diff --git a/research/coupled-provider-independent-audit/reports/diagnostics/screen-conservative-v1.py b/research/coupled-provider-independent-audit/reports/diagnostics/screen-conservative-v1.py
new file mode 100644
index 0000000000..986bf17400
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/diagnostics/screen-conservative-v1.py
@@ -0,0 +1,104 @@
+#!/usr/bin/env python3
+"""Independent static invoice and conditional closure screen; no provider code imports.
+All closure target credit is explicitly hypothetical. Does not construct a caller.
+Credit: native/source/normalizer/provider authors and predecessor independent price engine.
+Chris R/Clear1nsight with substantial OpenAI Codex assistance. Apache-2.0.
+"""
+from pathlib import Path
+from collections import Counter
+from fractions import Fraction as Q
+from hashlib import sha256
+import argparse, gzip, json, resource, time
+HERE=Path(__file__).resolve().parent
+IN=HERE/'inputs'
+HEAD='3348fccea855082786d5f0fc5558b73d4974e745'
+def need(v,s):
+ if not v: raise ValueError(s)
+def read(n):
+ b=(IN/n).read_bytes();return json.loads(gzip.decompress(b)if n.endswith('.gz')else b)
+def enc(x):
+ if isinstance(x,Q):return str(x)
+ if isinstance(x,dict):return {str(k):enc(v)for k,v in x.items()}
+ if isinstance(x,(list,tuple)):return [enc(v)for v in x]
+ return x
+def tariff(g):
+ if g[0]in ('copy','clear'):return 2
+ q=Q(*(g[3:]if g[0]=='add'else g[2:]));n,d=abs(q.numerator),q.denominator
+ need(n>0 and d&(d-1)==0,'nonzero dyadic tariff')
+ if g[0]=='scale':
+  need(n&(n-1)==0,'scale is dyadic unit')
+  return 2*(abs(n.bit_length()-d.bit_length())+int(q<0))
+ need(g[0]=='add','scalar tariff alphabet')
+ return 2*(3+n.bit_length()-1+n.bit_count()+d.bit_length()-1)
+def basis_gate(g):
+ q=Q(g[-1]);return [g[0],g[1],g[2],q.numerator,q.denominator]if g[0]=='add'else[g[0],g[1],q.numerator,q.denominator]
+def static():
+ pins=read('ALL-PINS.json')
+ for p in pins:
+  need(sha256((HERE/p['local']).read_bytes()).hexdigest()==p['sha256'],'changed input: '+p['local'])
+ a,w,s,n=read('PROVIDER.json'),read('WORD.json.gz')['word'],read('SOURCE-WORD.json.gz'),read('NORMALIZERS.json')
+ original=s['programs']['backward'];c=s['canonical']; paid=Counter(e[-1]for e in w if e[0]in('climb','center'))
+ raw_orig=Counter(e[-1]for e in original if e[0]in('climb','center'))
+ mode=set(a['mode_owners']);need(len(mode)==8,'eight distinct mode owners')
+ helpers=Counter(len(c['frames'][c['final'][r]])-len(c['frames'][c['start'][r]])for r in range(224,632)if r not in mode)
+ need(paid==Counter({1:2193,2:412,3:510,4:127,5:40}),'literal paid census')
+ need(helpers==Counter({4:28,7:7,8:47,9:318}),'autonomous remainder frame census')
+ scalars=[e[1]for e in w if e[0]=='scalar']; old=[e[1]for e in original if e[0]=='scalar']
+ bp=[a['input_basis_program'],a['output_basis_program']]
+ basis=[basis_gate(g)for p in bp for g in p]
+ # Boundary exterior scalar factors: input 2; output 1/(2*f_i), where f_i=cache_scalar.
+ boundary=[]
+ for m in a['mode_boundaries']:
+  for q in [Q(2),1/(2*Q(m['cache_scalar']))]:boundary.append(['scale',m['owner'],q.numerator,q.denominator])
+ full=scalars+basis+boundary+[['clear',['C',i]]for i in range(1,9)]
+ counts=Counter(g[0]for g in full);need(counts==Counter(add=17917,scale=1204,copy=16,clear=40),'complete field operation census')
+ oldcounts=Counter(g[0]for g in old);delta=counts-oldcounts
+ # Read all monomial words literally; native physical validation belongs to another lane.
+ wrappers=[p['compiled_wrappers'][k]['word']for p in n['ports']for k in ['backward_input_X','backward_input_Y','backward_output_X','backward_output_Y']]
+ words=wrappers+[m[k]['literal_word']for m in a['mode_boundaries']for k in ['input_K','output_N']]
+ need(len(words)==464,'complete boundary monomial count')
+ gates=Counter(g[0]for w0 in words for g in w0);need(set(gates)<=set(['D','P','X','phase']),'monomial word alphabet')
+ kinds=Counter(e[0]for e in w);need(kinds['zero_retag']==8,'retag census')
+ units=sum(tariff(g)for g in full)+8*26
+ need(sum(tariff(g)for g in old)==158168,'original raw source scalar tariff binding')
+ return dict(status='PASS_STATIC_LITERAL_BUDGET_INVENTORY',head=HEAD,paid=paid,autonomous_helpers=helpers,paid_calls=sum(paid.values()),paid_rank_mass=sum(r*v for r,v in paid.items()),autonomous_count=sum(helpers.values()),autonomous_rank_mass=sum(r*v for r,v in helpers.items()),coupled=dict(owners=8,diagonal_rank=8,autonomous_credit=0),original_paid=raw_orig,removed_paid=raw_orig-paid,original_scalar=oldcounts,changed_word_scalar=Counter(g[0]for g in scalars),basis_counts=[Counter(g[0]for g in p)for p in bp],basis_scalar_units=[sum(tariff(basis_gate(g))for g in p)for p in bp],boundary_scalar_units=sum(tariff(g)for g in boundary),complete_scalar=counts,added_scalar=delta,whole_field_swaps=8,monomial_maps=len(words),monomial_primitive_gates=gates,scalar_tariff_units_including_swaps=units,scalar_tariff_units_added=units-158168,retained_native_word_records=kinds,owned_fields=9,owned_credit=0,unknown_costs=['ordinary monomial maps at machine/tape level','retained native warps/adapters/phase annotations and recursive primitive internals','consumer closure recursive invoice and changed/lost targets','caller query/idles/boundaries/main diagonal','full caller finite precision/movement/storage/compiler/outer funding'],scope='Static literal census and inherited scalar tariff only; source equation, endpoint and physical admission are separate gates')
+def full_profile(paid,helpers):
+ ref=read('REFERENCE-5400-INVOICE.json');ctl=read('REFERENCE-5398-CONTROLLER.json');P,T=Counter(),Counter();events=Counter();idles=Counter()
+ for e in ctl['physical_events']:
+  events[e[0]]+=1
+  if e[0]=='LOCAL':need(e[3] is True,'all comparison providers backward');P.update(paid);T.update(helpers)
+  elif e[0]=='QUERY_SHEAR':P[1]+=112
+  elif e[0]=='IDLE':need(len(set(e[2]))==len(e[2]),'distinct idle stage incidence');r=8*len(e[2]);P[r]+=224;idles[r]+=224
+  else:need(e[0]in('ADD','SIGNED_SWAP','Q_POWER'),'comparison caller ordinary alphabet')
+ main=Counter()
+ for term in ctl['diagonal']:
+  need(abs(term[0])==1 and all(x in(0,1)for x in term[1:]),'comparison main diagonal');main[1+8*sum(term[1:])]+=112
+ T.update(main)
+ need((P,T)==tuple(Counter({int(k):v for k,v in ref['histograms'][name].items()})for name in ['paid','productive']),'reconstructed complete comparison invoice differs')
+ need(events['LOCAL']==18 and sum(P.values())==64116 and sum(T.values())==10784,'full comparison census')
+ optimistic=T.copy();optimistic[8]+=8*18
+ equal_paid=P.copy();equal_paid[8]+=8*18
+ bct={side:Counter(g[0]for g in ctl['boundaries'][side+'_program'])for side in ['left','right']}
+ return dict(reference_head='174fb211493b43a42210434083e9702b4fb7a2ce',reference_paid=P,reference_targets=T,main_targets=main,whole_idles=idles,caller_events=events,boundary_program_events=bct,hypothetical_paid=P,hypothetical_targets=optimistic,hypothetical_paid_count=sum(P.values()),hypothetical_target_count=sum(optimistic.values()),hypothetical_rank_mass_surplus=sum(r*v for r,v in optimistic.items())-sum(r*v for r,v in P.items()),hypothetical_added_target_profile={8:144},eight_paid_H8_per_provider=dict(paid=equal_paid,targets=optimistic,signed_profile_equals_reference={r:optimistic[r]-equal_paid[r]for r in optimistic.keys()|equal_paid.keys()}=={r:T[r]-P[r]for r in T.keys()|P.keys()}),unproved_contract='All 18 providers must close to standard B main outputs, preserve400 ordinary helpers each, and supply8 new autonomous H8 each; no source proves this contract. Closure paid jobs/lost targets and ordinary overhead are unknown, not zero.',ordinary_provider_subtotal_for_18={k:18*v for k,v in dict(ADD=17917,SCALE=1204,COPY=16,CLEAR=40,SWAP=8,monomial_field_map=464).items()},ordinary_caller_scope='The literal caller and left/right boundary record counts are retained; ADD, SIGNED_SWAP and Q_POWER each act on112 fields. QUERY_SHEAR recursive costs are included in P. Consumer closure operations and their finite movement/storage/precision costs remain unknown.')
+def screen():
+ from independent_price_engine import power,moment,difference
+ ref=read('REFERENCE-5400-INVOICE.json')['histograms'];P={int(r):v for r,v in ref['paid'].items()};T={int(r):v for r,v in ref['productive'].items()}
+ rows=[]
+ for k in [Q('.00302728823'),Q('.00302728824'),Q('.00302728825')]:
+  t=1-k;base=difference(moment(T,t),moment(P,t));u=power(8,t);credit=(8*u[0],8*u[1]);ratios={}
+  for r in [1,2,3,4,5,8,9,16,32,64,145]:
+   v=power(r,t);lo,hi=(Q(8),Q(8)) if r==8 else (credit[0]/v[1],credit[1]/v[0])
+   # Strict incremental budget requires m < ratio; equality is not gain.
+   maximum=(lo.numerator-1)//lo.denominator
+   need(maximum < lo and maximum+1>=hi,'integer budget separated')
+   ratios[r]=dict(ratio_interval=(lo,hi),max_identical_paid_jobs_for_strict_incremental_gain=maximum)
+  rows.append(dict(kappa=k,reference_target_minus_paid=base,hypothetical_credit_per_provider=credit,identical_paid_jobs=ratios,reference_full_calls=18,hypothetical_p16_credit=(18*credit[0],18*credit[1])))
+ return dict(status='PASS_CONDITIONAL_CLOSURE_NECESSARY_SCREEN_NO_CALLER_NO_KAPPA',new_kappa=None,rows=rows,contract='For any completed comparator at t=1-kappa: margin_new=margin_reference+sum(extra_target_count[r]*r^t)-sum(closure_paid_count[r]*r^t)-sum(lost_target_count[r]*r^t)+main_idle_other_delta. Unknown terms never default to zero.',relaxation='Reference p16 invoice plus n times eight autonomous H8, all other paid/productive jobs unchanged. Coupled5402 H fields do NOT supply this credit; physical reachability is unproved.',stop_test='If all other changes vanish and per-provider closure costs eight H8 plus any positive paid job, its incremental margin is strictly negative for every 0<kappa<1. Eight H8 alone exactly cancels the hypothetical credit. This does not forbid changed compiler headroom, a changed connection graph or productive contract.',ordinary_warning='Field operation/monomial counts are ordinary work, never recursive moment terms.')
+def main():
+ p=argparse.ArgumentParser();p.add_argument('--moments',action='store_true');p.add_argument('--output',type=Path,required=True);args=p.parse_args()
+ resource.setrlimit(resource.RLIMIT_AS,(128*1024*1024,128*1024*1024));start=time.monotonic();result=static()
+ result['full_profile']=full_profile(result['paid'],result['autonomous_helpers'])
+ if args.moments:result['conditional_screen']=screen()
+ result['runtime']=dict(seconds=time.monotonic()-start,maxrss_kib=resource.getrusage(resource.RUSAGE_SELF).ru_maxrss)
+ need(not args.output.exists(),'immutable output path exists');args.output.write_text(json.dumps(enc(result),indent=2,sort_keys=True)+'\n');print(json.dumps({'status':result['status'],'moments':args.moments,'runtime':result['runtime'],'output':str(args.output)}))
+if __name__=='__main__':main()
diff --git a/research/coupled-provider-independent-audit/reports/packaging/GUARD-CONTROLS.json b/research/coupled-provider-independent-audit/reports/packaging/GUARD-CONTROLS.json
new file mode 100644
index 0000000000..3fe96683a3
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/packaging/GUARD-CONTROLS.json
@@ -0,0 +1,32 @@
+{
+  "cases": [
+    {
+      "case": "false-coupled-credit",
+      "manifest_row_rehashed": true,
+      "semantic_guard_rejection": "Changed or unsupported scientific claim"
+    },
+    {
+      "case": "false-kappa",
+      "manifest_row_rehashed": true,
+      "semantic_guard_rejection": "Changed or unsupported scientific claim"
+    },
+    {
+      "case": "rogue-json.py",
+      "entry_isolated_reexec": true,
+      "rejection": "Missing or undeclared input",
+      "returncode": 1,
+      "rogue_module_executed": false
+    },
+    {
+      "case": "stale-bytecode",
+      "entry_isolated_reexec": true,
+      "rejection": "Bytecode cache in package",
+      "returncode": 1,
+      "rogue_module_executed": false
+    }
+  ],
+  "scientific_executions": 0,
+  "scope": "Only temporary-clone bootstrap/inventory controls and explicit rehashed false-claim semantics; no engine or scientific replay.",
+  "source_guard_sha256": "ed773ee5a702af7e6680dbbe2d4faeccbf5ab4a05d1a57f3aeba96bbfdeb4760",
+  "status": "PASS_CHEAP_PACKAGE_GUARDS"
+}
diff --git a/research/coupled-provider-independent-audit/reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json b/research/coupled-provider-independent-audit/reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json
new file mode 100644
index 0000000000..f705fc007d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/packaging/OPTIMIZED-ASSERT-CONTROLS.json
@@ -0,0 +1,24 @@
+{
+  "status": "PASS_OPTIMIZED_WRAPPER_PRESERVES_SCIENTIFIC_ASSERTIONS",
+  "adapter_sha256": "f50f67691fd9e59759241f02fa5a7a310a9e31c323093455613528d130434352",
+  "cases": [
+    {
+      "case": "main-assert",
+      "wrapper_optimization": 1,
+      "scientific_compile_optimization": 0,
+      "returncode": 1,
+      "post_assert_marker_observed": false,
+      "assertion_error_observed": true
+    },
+    {
+      "case": "import-assert",
+      "wrapper_optimization": 1,
+      "scientific_compile_optimization": 0,
+      "returncode": 1,
+      "post_assert_marker_observed": false,
+      "assertion_error_observed": true
+    }
+  ],
+  "science_executions": 0,
+  "scope": "Cheap mock main and local-import assertion controls only; no provider/Clifford scientific run."
+}
diff --git a/research/coupled-provider-independent-audit/reports/provenance/REPORT.md b/research/coupled-provider-independent-audit/reports/provenance/REPORT.md
new file mode 100644
index 0000000000..703131404a
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/provenance/REPORT.md
@@ -0,0 +1,14 @@
+# Exact provider source custody
+
+Both exact author heads are preserved in read-only, Git-free source capsules. The capsules contain the complete package bytes and only the manifest-declared external inputs. Provenance-only source bytes and the raw commit/tree origin objects sit outside each runtime capsule. `verify_custody.py` independently authenticates all stored bytes through the commit/tree/blob chain without invoking Git or importing scientific code.
+
+- `5402/`: exact head `3348fccea855082786d5f0fc5558b73d4974e745`; 10 package files and six declared external inputs. All eight source SHA256/blob pins match canonical `1ec1119972c9aefe42525172d07b332fcff81cb4`. The direct scientific command reads five package files and all six external scientific inputs. The registered metadata driver is separately pinned. Root completed the registered normal/optimized pair; the post-run inventory authenticates all 16 repository files against the frozen source, with all capsule and origin bytes unchanged.
+- `5376/`: exact head `848cdce9003262c4b6e02ec4558f302e4fae56ad`; 48 package files and two manifest-declared external inputs. Direct scientific commands use the hash-authenticated package/vendor copies. All 20 source SHA256/blob pins and four nested provider copies match their declared origins. Per-command static closures distinguish the three entrypoints and their normal/optimized variants. No scientific command was run by this agent.
+
+The 5376 branch derives from older canonical base `7c472563474e60185e6ca101a17622133d047e56`, which is an ancestor of both its exact head and current canonical main. Current canonical `1ec111...` is not an ancestor of the 5376 head. Its explicit later source pins authenticate against the canonical commit. `docs/research/community-native4610-contributors.md` is absent at the candidate head; its exact canonical source pin is preserved under provenance sources, and the missing candidate path remains visible. It is not read by the scientific commands.
+
+The final 5376 commit changes only timeout allocation and provider research notes: timeouts move from 180/180/180/180/240/240 to 90/90/90/90/420/420 seconds; all registered argv and Python bytes are unchanged. This source comparison does not reproduce the earlier timeout or establish current hosted CI success.
+
+`SOURCE-CUSTODY.json`, `STATIC-RUNTIME-CLOSURE.json`, `PRE-EXECUTION-HASHES.json`, `POST-EXPORT-HASHES.json`, and `OFFLINE-CUSTODY-VERIFICATION.json` are the primary artifacts for each head. `5402/POST-AUTHOR-RUN-HASHES.json` links the root-owned execution receipt by SHA256. `REGISTERED-DRIVER-BINDING.json` binds the metadata driver separately; both author heads retain the same driver SHA256 `8e07ddee4d8e1c70a278538b2758d423a298b96d5d1a18233dc29925696fc96f`, matching current canonical bytes.
+
+No scientific acceptance, caller completion, new kappa, proof-kernel acceptance, unconditional theorem, or selected-result promotion is asserted by this custody audit. Existing source mirrors, prior rounds, and all other agent outputs were left unchanged.
diff --git a/research/coupled-provider-independent-audit/reports/provenance/RESULT.json b/research/coupled-provider-independent-audit/reports/provenance/RESULT.json
new file mode 100644
index 0000000000..b179d1f3d0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/provenance/RESULT.json
@@ -0,0 +1,46 @@
+{
+  "status": "PASS_EXACT_SOURCE_CUSTODY_AND_STATIC_SCOPED_CLOSURES",
+  "completed_utc": "2026-10-23T23:14:15.702338+00:00",
+  "source_heads": {
+    "5402": "3348fccea855082786d5f0fc5558b73d4974e745",
+    "5376": "848cdce9003262c4b6e02ec4558f302e4fae56ad"
+  },
+  "canonical_base": "1ec1119972c9aefe42525172d07b332fcff81cb4",
+  "source_capsules": {
+    "5402": {
+      "package_files": 10,
+      "VERIFY_inputs": 6,
+      "capsule_files": 16,
+      "bytes": 886759,
+      "SOURCES_rows": 8,
+      "all_hash_blob_pins_match": true
+    },
+    "5376": {
+      "package_files": 48,
+      "VERIFY_inputs": 2,
+      "capsule_files": 50,
+      "bytes": 1148247,
+      "SOURCES_rows": 20,
+      "all_hash_blob_pins_match": true,
+      "nested_provider_inputs": 4,
+      "all_nested_provider_inputs_match": true
+    }
+  },
+  "offline_commit_tree_blob_verification": "PASS both capsules, no Git invocations",
+  "5402_after_root_author_pair": "All16 repository files match pinned source; all36 capsule/origin/provenance inventory files unchanged after root receipt exit0. See5402/POST-AUTHOR-RUN-HASHES.json.",
+  "5376_missing_candidate_provenance_paths": [
+    {
+      "path": "docs/research/community-native4610-contributors.md",
+      "runtime_dependency": false,
+      "explicit_canonical_pin_authenticated": true,
+      "silently_repaired": false
+    }
+  ],
+  "5376_latest_change": "Only VERIFY timeout allocation and provider research notes; all Python code and registered argv unchanged. Earlier failure or current hosted success not verified by this agent.",
+  "scientific_executions_by_this_agent": 0,
+  "source_capsule_files_readonly": true,
+  "source_capsules_git_free": true,
+  "unresolved_scientific_claims": "Outside this source-custody task; no scientific acceptance, new kappa, caller completion, theorem or selected promotion follows.",
+  "other_agent_outputs_modified": false,
+  "synced_sources_modified": false
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/RECEIPT.json
new file mode 100644
index 0000000000..c0fa59c27d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/RECEIPT.json
@@ -0,0 +1,20 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-I",
+    "-B",
+    "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/clifford-proof/independent_audit.py"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/clifford-repository",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 2.1140065640211105,
+  "sampled_peak_descendant_rss_bytes": 20733952,
+  "rss_samples": 21,
+  "memory_limit_mib": 256,
+  "timeout_seconds": 45.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "a63cacee6186866837d237a5dceb09ef90578653fd3b6f46dd987fd57ea45c0c",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/stdout.log
new file mode 100644
index 0000000000..943a9032ac
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/clifford5376-independent-pilot/stdout.log
@@ -0,0 +1,35 @@
+{
+  "head": "848cdce9003262c4b6e02ec4558f302e4fae56ad",
+  "scope": "Independent theorem-boundary and tiny exact matrix ground truth; no complete provider replay",
+  "native_entries": 25,
+  "native_traces": 4,
+  "conditional_inners": 7,
+  "programs": 24,
+  "dense_tensor_widths": 64,
+  "literal_witnesses": 17,
+  "rejected_witness_mutations": 68,
+  "one_axis_group_size": 96,
+  "one_axis_K_rank_mod_65537": 96,
+  "Reynolds_ranks_1_to_8": [
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "0",
+    "15"
+  ],
+  "independent_filter_l1_n0_to8": [
+    "1",
+    "77/75",
+    "74813/73125",
+    "313942794301/306933046875",
+    "11022589328636651/10776638513671875",
+    "21209104644887588684637772909/20735878195289789514404296875",
+    "33116431930472921298246507944661833831/32377526104272707435884485589599609375",
+    "937471238746470125979305009117535543920946241127942891/916554044233113384200091297517419713606894073486328125",
+    "105693218247188758759330091216620618415705851287987826229390214557/103334953277429358511207880471112082320820596379923877716064453125"
+  ],
+  "elapsed_seconds": 1.996
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/RECEIPT.json
new file mode 100644
index 0000000000..74ab930c84
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/RECEIPT.json
@@ -0,0 +1,21 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "scripts/research_package.py",
+    "--package",
+    "research/native-rank8-helper-provider"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/repository",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 51.350174140010495,
+  "sampled_peak_descendant_rss_bytes": 108593152,
+  "rss_samples": 510,
+  "memory_limit_mib": 512,
+  "timeout_seconds": 120.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "55ab1283e19d6f304b9f5a69b8509674bdf7eb79948cd785cbf92061cb411163",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/stdout.log
new file mode 100644
index 0000000000..45f9368fae
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-author-registered/stdout.log
@@ -0,0 +1,5 @@
+CHECK Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.
+PASS_NATIVE_RANK8_HELPER_PROVIDER {"original_inputs": 632, "arbitrary_owned_inputs": 9, "owned_outputs_zero": 9, "autonomous_helpers": 400, "coupled_helpers": 8, "paid": {"1": 2193, "2": 412, "3": 510, "4": 127, "5": 40}, "phase_bindings": 1240, "seconds": 24.994}
+CHECK Fresh canonical original/center-free/changed native replay on 641 columns; candidate relation, literal dyadic basis, all 632 endpoint and 9 owned-zero checks; 1240 signed-tableau/absolute-phase bindings; exact recipe equality and altered basis/cache coefficient, phase-only and nonzero zero-retag rejection controls.
+PASS_NATIVE_RANK8_HELPER_PROVIDER {"original_inputs": 632, "arbitrary_owned_inputs": 9, "owned_outputs_zero": 9, "autonomous_helpers": 400, "coupled_helpers": 8, "paid": {"1": 2193, "2": 412, "3": 510, "4": 127, "5": 40}, "phase_bindings": 1240, "seconds": 25.439}
+PASS_REGISTERED_RESEARCH_PACKAGE research/native-rank8-helper-provider outcome=partial
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/RECEIPT.json
new file mode 100644
index 0000000000..4a7077e93d
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/RECEIPT.json
@@ -0,0 +1,22 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "agents/budget/screen_v3.py",
+    "--moments",
+    "--output",
+    "agents/budget/RESULT-v3.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 0.9082228710176423,
+  "sampled_peak_descendant_rss_bytes": 57507840,
+  "rss_samples": 9,
+  "memory_limit_mib": 128,
+  "timeout_seconds": 10.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "32fde6ed6a8a21cbcd27c1b95fcb3cd2e91d9222d7773cb5124b0c50c0631d98",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/stdout.log
new file mode 100644
index 0000000000..41cb7eaca2
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-budget-final-v3/stdout.log
@@ -0,0 +1 @@
+{"status": "PASS_STATIC_LITERAL_BUDGET_INVENTORY", "moments": true, "runtime": {"seconds": 0.8226122010382824, "maxrss_kib": 56160}, "output": "agents/budget/RESULT-v3.json"}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/RECEIPT.json
new file mode 100644
index 0000000000..ef8028a796
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/RECEIPT.json
@@ -0,0 +1,21 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "check_provider.py",
+    "--out",
+    "RESULT.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/algebra",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 33.09615578700323,
+  "sampled_peak_descendant_rss_bytes": 181915648,
+  "rss_samples": 329,
+  "memory_limit_mib": 1024,
+  "timeout_seconds": 300.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "690b1a619233a55701d5e06997ef4c61e5fbcbab5519c317276853a4d42b61ec",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/stdout.log
new file mode 100644
index 0000000000..634abbdb5e
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-algebra/stdout.log
@@ -0,0 +1 @@
+{"status": "PASS_INDEPENDENT_COUPLED_PROVIDER_COMPONENT", "phase_bindings": 1240, "controls": ["actual_cache_source_changed", "actual_borrowed_erasure", "actual_basis_ADD_changed", "same_tableau_wrong_global_phase", "wrong_operator_order", "false_autonomous_H8_credit", "false_zero_retag_original_input", "actual_native_ADD_changed", "free_generators_do_not_commute"], "seconds": 32.940536}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json
new file mode 100644
index 0000000000..23dcd72fe0
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/RECEIPT.json
@@ -0,0 +1,22 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "agents/budget/screen.py",
+    "--moments",
+    "--output",
+    "agents/budget/RESULT-v1.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 0.80603354802588,
+  "sampled_peak_descendant_rss_bytes": 57536512,
+  "rss_samples": 8,
+  "memory_limit_mib": 128,
+  "timeout_seconds": 10.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "79b9b8bd80c146518d16f58cefb7e701226e09ce5ef86b98ed3ff0e68634a349",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/stdout.log
new file mode 100644
index 0000000000..8a0d914935
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget-fixed/stdout.log
@@ -0,0 +1 @@
+{"status": "PASS_STATIC_LITERAL_BUDGET_INVENTORY", "moments": true, "runtime": {"seconds": 0.7067987159825861, "maxrss_kib": 56316}, "output": "agents/budget/RESULT-v1.json"}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/RECEIPT.json
new file mode 100644
index 0000000000..61ed5899d1
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/RECEIPT.json
@@ -0,0 +1,22 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "agents/budget/screen.py",
+    "--moments",
+    "--output",
+    "agents/budget/RESULT-v1.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024",
+  "exit_code": 1,
+  "termination": null,
+  "elapsed_seconds": 0.5033487160108052,
+  "sampled_peak_descendant_rss_bytes": 68902912,
+  "rss_samples": 5,
+  "memory_limit_mib": 128,
+  "timeout_seconds": 10.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "95c8284304f2bfe5d7cf080b3d6e3fc4197edc0b9c7868fa35ff84bd05c37846",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/stdout.log
new file mode 100644
index 0000000000..f02d719f58
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-independent-budget/stdout.log
@@ -0,0 +1,13 @@
+Traceback (most recent call last):
+  File "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/budget/screen.py", line 104, in <module>
+    if __name__=='__main__':main()
+                            ^^^^^^
+  File "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/budget/screen.py", line 99, in main
+    resource.setrlimit(resource.RLIMIT_AS,(128*1024*1024,128*1024*1024));start=time.monotonic();result=static()
+                                                                                                       ^^^^^^^^
+  File "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/budget/screen.py", line 63, in static
+    need(sum(tariff(g)for g in old)==158744,'prior source scalar tariff binding')
+  File "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/budget/screen.py", line 16, in need
+    if not v: raise ValueError(s)
+              ^^^^^^^^^^^^^^^^^^^
+ValueError: prior source scalar tariff binding
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/RECEIPT.json
new file mode 100644
index 0000000000..8ec6e26291
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/RECEIPT.json
@@ -0,0 +1,21 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "agents/budget/independent_local_envelope.py",
+    "--output",
+    "agents/budget/LOCAL-ENVELOPE-v1.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 0.5044546050485224,
+  "sampled_peak_descendant_rss_bytes": 59138048,
+  "rss_samples": 5,
+  "memory_limit_mib": 128,
+  "timeout_seconds": 10.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "1a27db01ba466c1ea58cf2bc1e8c6909b10ab6cb5144354f5fc4747fc3ef0350",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/stdout.log
new file mode 100644
index 0000000000..e869112877
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-local-envelope/stdout.log
@@ -0,0 +1 @@
+{"status": "PASS_INDEPENDENT_ONE_PROVIDER_TWO_NORM_ENVELOPE", "max_field_exponent": 18996, "joint_field_exponent": 19012, "runtime": {"seconds": 0.4130356339737773, "maxrss_kib": 57752}}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json
new file mode 100644
index 0000000000..8941bc3b34
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/RECEIPT.json
@@ -0,0 +1,21 @@
+{
+  "schema": "serial-research-run/v1",
+  "command": [
+    "/usr/bin/python3",
+    "-B",
+    "check_same_chart_cache_mutant.py",
+    "--out",
+    "SAME-CHART-CACHE-MUTANT.json"
+  ],
+  "cwd": "/home/d3lerium/.codex/.chatgpt-projects/g-p-6ad5817fd84881918865926b6fd51453/swarm-provider-audit-sol-high-20261024/agents/algebra",
+  "exit_code": 0,
+  "termination": null,
+  "elapsed_seconds": 0.7051301799947396,
+  "sampled_peak_descendant_rss_bytes": 48652288,
+  "rss_samples": 7,
+  "memory_limit_mib": 256,
+  "timeout_seconds": 30.0,
+  "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
+  "log_sha256": "afc4e5719c0e7cf1b2c8c1770d6d5f5f3c8b9411df6b7644419cc138b9be9261",
+  "scope": "Fresh command execution only; scientific claim determined by reviewed output."
+}
diff --git a/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/stdout.log b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/stdout.log
new file mode 100644
index 0000000000..09b29082bf
--- /dev/null
+++ b/research/coupled-provider-independent-audit/reports/root-runs/provider5402-same-chart-cache-control/stdout.log
@@ -0,0 +1 @@
+{"status": "PASS_SAME_CHART_CACHE_CONTENT_MUTANT_REJECTED", "mutation_source_event": 11207, "inserted_event": ["scalar", ["scale", ["C", 1], -1, 1], 254], "preserved": "same chart, all owned CLEAR/COPY rules, no borrowed erasure; one legal SCALE -1 on retained C1 only", "rejection": "zero retag requires complete exact zero row", "runtime_seconds": 0.575157, "source_raw_sha256": "7679daa4ec6a40f56fc7f0202379a6f454310e94945aba4f48beaaaafb838d05", "candidate_raw_sha256": "7dc356001ed597ad6fc9fd3e0bc6ff7e3ec3a580a579a956827aa17fccfdd2dc", "frozen_engine_sha256": {"check_provider.py": "3774c5742b565ea9007af90d10e43d38a3e675c2074583c8c365799fc256baaf", "phase_exact.py": "15e90b63c5659090f02902cb38951ec4ab252352fb0b967b411ed547c501e2ba", "provider_rows.py": "c7e579939d89709d72457d5fa213173b3b492c3cc3de7546afc3ed6a6fb32f0c", "prior_dyadic_engine.py": "3ee4ae79a55188d5abf2306f678179f4aafb799602ffb970fc1bc8f76cb061d9"}, "checker_sha256": "4bf90d4656e03e6716448026ba120c172585c9aced067d35d6ca1a75250d9aad"}
diff --git a/research/coupled-provider-independent-audit/source_guard.py b/research/coupled-provider-independent-audit/source_guard.py
new file mode 100644
index 0000000000..c072708fe9
--- /dev/null
+++ b/research/coupled-provider-independent-audit/source_guard.py
@@ -0,0 +1,143 @@
+"""Actual bytes, source origin and scoped claims; no scientific evaluator imports."""
+import gzip,hashlib,json
+from pathlib import Path,PurePosixPath
+MAIN='1ec1119972c9aefe42525172d07b332fcff81cb4'
+HEAD='3348fccea855082786d5f0fc5558b73d4974e745'
+CLIFFORD='848cdce9003262c4b6e02ec4558f302e4fae56ad'
+CLAIMS_EXPECTED={'admitted_kappa': None, 'canonical_main': '1ec1119972c9aefe42525172d07b332fcff81cb4', 'clifford': {'finite_oracle': 'bounded implementation evidence only', 'full_provider_replay': False, 'fusion_census_replayed': False, 'head': '848cdce9003262c4b6e02ec4558f302e4fae56ad', 'positive_compact_equality_independent_certificate': False, 'pr': 5376, 'written_all_n_criterion': 'sound under fixed-coefficient exact dyadic-Clifford hypotheses'}, 'closure_budget': {'actual_extra_autonomous_H8_admitted': 0, 'closure_constructed': False, 'hypothetical_unearned_extra_H8': 144, 'paid_144_H8_cancels_hypothetical_credit': True, 'providers': 18, 'status': 'conditional necessary comparison only', 'unpriced_terms': ['closure paid calls', 'lost targets', 'changed main/idle profile', 'physical ordinary work', 'full caller precision and compiler/outer funding']}, 'completed_caller': False, 'new_unconditional_or_formal_kernel_theorem': False, 'provider': {'admission': 'independent partial coupled component', 'arbitrary_owned_inputs': 9, 'autonomous_credit_from_coupled_helpers': 0, 'autonomous_helpers': 400, 'coupled_helpers': 8, 'head': '3348fccea855082786d5f0fc5558b73d4974e745', 'original_inputs': 632, 'owned_outputs_zero': 9, 'paid': {'1': 2193, '2': 412, '3': 510, '4': 127, '5': 40}, 'phase_bindings': 1240, 'pr': 5402}, 'review_status': 'READY_FOR_COLD_REPLAY', 'schema_version': 1, 'selected_record_changed': False, 'local_envelope': {'head': '3348fccea855082786d5f0fc5558b73d4974e745', 'max_field_l2_exponent': 18996, 'joint_field_l2_exponent': 19012, 'copy_count': 16, 'scope': 'one-provider abstract scalar/unitary transcript; arbitrary contiguous intervals and suffixes; local residuals measured in the same stated field norm', 'full_caller_precision_admitted': False}}
+def require(ok,message):
+    if not ok:raise ValueError(message)
+
+def regular(root,relative):
+    parts=PurePosixPath(relative).parts
+    require(parts and not relative.startswith('/') and all(p not in ('','.','..') for p in parts) and str(PurePosixPath(relative))==relative,'Noncanonical input path: '+relative)
+    here=root
+    for part in parts:
+        here=here/part
+        require(not here.is_symlink(),'Symlink input component: '+str(here))
+    require(here.is_file(),'Missing regular input: '+relative)
+    require(here.stat().st_nlink==1,'Hardlinked input alias: '+relative)
+    return here
+
+def oid(kind,raw):
+    return hashlib.sha1(kind.encode()+b' '+str(len(raw)).encode()+b'\0'+raw).hexdigest()
+
+def tree_entries(raw):
+    entries={};i=0
+    while i<len(raw):
+        split=raw.index(b' ',i);zero=raw.index(b'\0',split)
+        require(zero+21<=len(raw),'Truncated Git tree')
+        name=raw[split+1:zero].decode('utf8')
+        require(name and '/' not in name and name not in ('.','..') and name not in entries,'Invalid Git tree name')
+        entries[name]=(raw[i:split].decode(),raw[zero+1:zero+21].hex());i=zero+21
+    require(i==len(raw),'Truncated Git tree')
+    return entries
+
+
+def custody(root,number):
+    base='custody/'+number+'/'
+    report=json.loads(regular(root,base+'SOURCE-CUSTODY.json').read_bytes())
+    require(report['head']=={'5402':HEAD,'5376':CLIFFORD}[number],'Wrong source head')
+    def obj(identity,kind):
+        row=report['raw_git_origin_objects'][identity]
+        raw=regular(root,base+row['path']).read_bytes()
+        require(row['kind']==kind and len(raw)==row['bytes'] and hashlib.sha256(raw).hexdigest()==row['sha256'] and oid(kind,raw)==identity,'Raw source Git identity')
+        return raw
+    for identity,row in report['raw_git_origin_objects'].items():obj(identity,row['kind'])
+    def origin(binding,raw):
+        commit=obj(binding['commit'],'commit')
+        first=commit.split(b'\n',1)[0].split()
+        require(len(first)==2 and first[0]==b'tree','Missing commit root')
+        current=first[1].decode();parts=PurePosixPath(binding['path']).parts
+        require(str(PurePosixPath(binding['path']))==binding['path'] and all(x not in ('.','..') for x in parts),'Noncanonical source origin')
+        require(len(parts)==len(binding['tree_objects']),'Wrong origin depth')
+        for part,treepath in zip(parts,binding['tree_objects']):
+            require(report['raw_git_origin_objects'][current]['path']==treepath,'Wrong origin tree path')
+            entries=tree_entries(obj(current,'tree'));require(part in entries,'Missing Git tree member');mode,current=entries[part]
+        require(mode in ('100644','100755') and mode==binding['git_mode'] and current==binding['git_blob']==oid('blob',raw),'Source Git blob binding')
+    driver=json.loads(regular(root,base+'REGISTERED-DRIVER-BINDING.json').read_bytes())
+    require(driver['head']==report['head'] and driver['path']=='scripts/research_package.py','Wrong registered driver identity')
+    def driver_object(identity,kind):
+        row=driver['raw_origin_objects'][identity]
+        raw=regular(root,base+'registered-driver/'+identity+'.'+kind).read_bytes()
+        require(row['kind']==kind and len(raw)==row['bytes'] and hashlib.sha256(raw).hexdigest()==row['sha256'] and oid(kind,raw)==identity,'Registered driver raw origin')
+        return raw
+    commit=driver_object(driver['head'],'commit');current=commit.split(b'\n',1)[0].split()[1].decode()
+    for part,identity in zip(['scripts','research_package.py'],driver['origin_tree_chain']):
+        require(current==identity,'Registered driver tree chain')
+        mode,current=tree_entries(driver_object(identity,'tree'))[part]
+    raw=regular(root,base+'registered-driver/research_package.py').read_bytes()
+    require(mode in ('100644','100755') and oid('blob',raw)==current==driver['git_blob'] and hashlib.sha256(raw).hexdigest()==driver['sha256'],'Registered driver blob binding')
+    repository='capsule/'+('repository/' if number=='5402' else 'clifford-repository/')
+    for row in report['runtime_files']:
+        raw=regular(root,base+'source-capsule/'+row['path']).read_bytes()
+        require(len(raw)==row['bytes'] and hashlib.sha256(raw).hexdigest()==row['sha256'],'Runtime source SHA')
+        require(raw==regular(root,repository+row['path']).read_bytes(),'Runtime replay copy differs')
+        origin(row['origin'],raw)
+    for row in report['source_rows']:
+        raw=regular(root,base+row['stored_source']).read_bytes();origin(row['origin'],raw)
+        require(hashlib.sha256(raw).hexdigest()==row['declared']['sha256'] and oid('blob',raw)==row['declared']['git_blob'],'Declared original source binding')
+        if row['declared'].get('retained_copy'):
+            require(raw==regular(root,base+'source-capsule/'+report['package']+'/'+row['declared']['retained_copy']).read_bytes(),'Retained source copy differs')
+    return {'head':report['head'],'runtime_files':len(report['runtime_files']),'source_rows':len(report['source_rows']),'raw_git_objects':len(report['raw_git_origin_objects']),'status':'PASS_FRESH_OFFLINE_SOURCE_CUSTODY'}
+def check(root):
+    root=Path(root).absolute()
+    for part in [root,*root.parents]:require(not part.is_symlink(),'Symlink package ancestor')
+    regular(root,'verify.py')
+    claims=json.loads(regular(root,'CLAIMS.json').read_bytes())
+    require(claims==CLAIMS_EXPECTED,'Changed or unsupported scientific claim')
+    manifest=json.loads(regular(root,'SOURCE-BINDINGS.json').read_bytes())
+    require(manifest['canonical_main']==MAIN,'Wrong canonical pin')
+    rows=manifest['files'];paths=[r['path'] for r in rows]
+    require(len(paths)==len(set(paths)),'Duplicate manifest path')
+    actual=set()
+    for path in root.rglob('*'):
+        require(not path.is_symlink(),'Symlink anywhere in package')
+        require(path.name!='__pycache__' and path.suffix not in ('.pyc','.pyo'),'Bytecode cache in package')
+        if path.is_file():actual.add(path.relative_to(root).as_posix())
+    require(actual==set(paths)|{'verify.py','SOURCE-BINDINGS.json'},'Missing or undeclared input')
+    digests={}
+    for row in rows:
+        raw=regular(root,row['path']).read_bytes();digest=hashlib.sha256(raw).hexdigest()
+        require(len(raw)==row['bytes'] and digest==row['sha256'],'Changed working bytes: '+row['path'])
+        if row.get('payload_sha256'):require(hashlib.sha256(gzip.decompress(raw)).hexdigest()==row['payload_sha256'],'Changed compressed payload')
+        digests[row['path']]=digest
+    for path,digest in manifest['frozen_engines'].items():require(digests.get(path)==digest,'Changed mathematical engine')
+    sources={n:custody(root,n) for n in ['5402','5376']}
+    engine=json.loads(regular(root,'reports/clifford-proof/SOURCE-MANIFEST.json').read_bytes())
+    for path,digest in engine['sources'].items():require(digests['capsule/clifford-repository/research/clifford-tensor-gram/'+path]==digest,'Clifford DUT/proof source mismatch')
+    pins=json.loads(regular(root,'capsule/agents/budget/inputs/ALL-PINS.json').read_bytes())
+    for row in pins:require(digests['capsule/agents/budget/'+row['local']]==row['sha256'],'Budget frozen pin mismatch')
+    for row in json.loads(regular(root,'capsule/agents/budget/envelope-inputs/SOURCES.json').read_bytes()):
+        require(digests['capsule/agents/budget/'+row['local']]==row['sha256']==digests['capsule/repository/'+row['source_path']],'Envelope original source pin mismatch')
+    budget=json.loads(regular(root,'reports/budget/RESULT-v3.json').read_bytes())
+    require(budget['executed_checker_sha256']==digests['capsule/agents/budget/screen_v3.py'],'Budget v3 execution source mismatch')
+    require(budget['boundary_scalar_units']==42 and budget['scalar_tariff_units_including_swaps']==175022,'Wrong final emitted-scale tariff')
+    envelope=json.loads(regular(root,'reports/budget/LOCAL-ENVELOPE-v1.json').read_bytes())
+    require(envelope['executed_checker_sha256']==digests['capsule/agents/budget/independent_local_envelope.py'],'Envelope execution source mismatch')
+    require(envelope['total_max_field_l2_exponent']==18996 and envelope['total_joint_field_l2_exponent']==19012 and envelope['copy_count']==16,'Wrong local norm envelope')
+    algebra=json.loads(regular(root,'reports/algebra/RESULT.json').read_bytes())
+    for path,digest in algebra['consumed_sha256'].items():require(digests['capsule/repository/'+path]==digest,'Algebra consumed source mismatch')
+    for path,digest in algebra['checker_files_sha256'].items():require(digests['capsule/agents/algebra/'+path]==digest,'Algebra checker mismatch')
+    require('check_same_chart_cache_mutant.py' not in algebra['checker_files_sha256'],'Original root receipt unexpectedly includes later helper')
+    derived=json.loads(regular(root,'reports/algebra/RESULT.json').read_bytes())
+    derived['checker_files_sha256']['check_same_chart_cache_mutant.py']=digests['capsule/agents/algebra/check_same_chart_cache_mutant.py']
+    replay_expected=json.loads(regular(root,'reports/algebra/REPLAY-EXPECTED.json').read_bytes())
+    require(replay_expected==derived,'Replay expectation differs beyond authenticated adjacent-code inventory row')
+
+    conclusion=json.loads(regular(root,'reports/clifford-proof/CONCLUSION.json').read_bytes())
+    require(conclusion['status']=='PASS_BOUNDED_SCOPE' and conclusion['head']==CLIFFORD,'Wrong companion scope')
+    require(conclusion['all_n_written_proof']=='sound under fixed-coefficient exact dyadic-Clifford hypotheses','Wrong all-n scope')
+    author=regular(root,'reports/root-runs/provider5402-author-registered/stdout.log').read_bytes()
+    receipt=json.loads(regular(root,'reports/root-runs/provider5402-author-registered/RECEIPT.json').read_bytes())
+    require(receipt['exit_code']==0 and hashlib.sha256(author).hexdigest()==receipt['log_sha256'],'Root author evidence binding')
+    author_rows=[json.loads(line.split(' ',1)[1]) for line in author.decode().splitlines() if line.startswith('PASS_NATIVE_RANK8_HELPER_PROVIDER ')]
+    require(len(author_rows)==2,'Frozen author normal/-O pair missing')
+    expected={k:claims['provider'][k] for k in ['original_inputs','arbitrary_owned_inputs','owned_outputs_zero','autonomous_helpers','coupled_helpers','paid','phase_bindings']}
+    for row in author_rows:
+        row.pop('seconds');require(row==expected,'Author pair scientific fields changed')
+    for name in ['provider5402-independent-algebra','provider5402-budget-final-v3','provider5402-local-envelope','clifford5376-independent-pilot','provider5402-same-chart-cache-control']:
+        b='reports/root-runs/'+name+'/'
+        receipt=json.loads(regular(root,b+'RECEIPT.json').read_bytes())
+        require(receipt['exit_code']==0 and hashlib.sha256(regular(root,b+'stdout.log').read_bytes()).hexdigest()==receipt['log_sha256'],'Root run/log binding: '+name)
+    return {'status':'PASS_ACTUAL_WORKING_INPUT_BINDINGS','files':len(rows),'custody':sources,'frozen_author_pair':'authenticated reuse; no fresh author science','digests':digests}
diff --git a/research/coupled-provider-independent-audit/verify.py b/research/coupled-provider-independent-audit/verify.py
new file mode 100644
index 0000000000..236cd62b85
--- /dev/null
+++ b/research/coupled-provider-independent-audit/verify.py
@@ -0,0 +1,73 @@
+#!/usr/bin/env python3
+"""Authenticated serial independent replay with outputs outside the frozen package."""
+import sys
+if not sys.flags.isolated:
+    import posix
+    posix.execv(sys.executable,[sys.executable,'-I',*(['-O']*sys.flags.optimize),'-B',sys.argv[0],*sys.argv[1:]])
+import argparse,hashlib,json,os,shutil,subprocess,tempfile,time
+from pathlib import Path
+sys.dont_write_bytecode=True
+_bootcache=tempfile.TemporaryDirectory(prefix='provider-audit-bootstrap-')
+sys.pycache_prefix=_bootcache.name
+HERE=Path(__file__).absolute().parent
+BOOTSTRAP={'source_guard.py': 'd91d376d0ff60a3d893cf355f351a28ec0dc7bb028a2f70353596346317ca893', 'receipt_guard.py': '4550a708cadb89d1d385984cf604717276bdafbe30ca1065d0f80db65b283b6b', 'engine_adapter.py': 'f50f67691fd9e59759241f02fa5a7a310a9e31c323093455613528d130434352'}
+MANIFEST_SHA256='892ca8c2ce8570920c16369b750197b5b1196dc79c592c967d9dbd13dd2869d3'
+COMMANDS_SHA256='524ccee9da1eb3334c255f9df76a3c84beb989e8e935c4d6da2d525541726f65'
+def need(ok,message):
+    if not ok:raise ValueError(message)
+for part in [HERE,*HERE.parents]:need(not part.is_symlink(),'Symlink package ancestor')
+for name,digest in [('SOURCE-BINDINGS.json',MANIFEST_SHA256),('COMMANDS.json',COMMANDS_SHA256),*BOOTSTRAP.items()]:
+    path=HERE/name
+    need(not path.is_symlink() and path.is_file() and path.stat().st_nlink==1,'Missing or aliased bootstrap: '+name)
+    need(hashlib.sha256(path.read_bytes()).hexdigest()==digest,'Changed trusted bootstrap: '+name)
+helpers={}
+for name in ['source_guard.py','receipt_guard.py']:
+    raw=(HERE/name).read_bytes();space={'__name__':'_authenticated_'+name[:-3],'__file__':str(HERE/name)}
+    exec(compile(raw,str(HERE/name),'exec',dont_inherit=True,optimize=0),space);helpers[name]=space
+check=helpers['source_guard.py']['check'];validate=helpers['receipt_guard.py']['validate']
+def main():
+    ap=argparse.ArgumentParser();ap.add_argument('--bindings-only',action='store_true');ap.add_argument('--output',type=Path);args=ap.parse_args()
+    before=check(HERE)
+    if args.bindings_only:
+        print(json.dumps({'status':before['status'],'files':before['files'],'custody':before['custody']}));return
+    root=Path(tempfile.mkdtemp(prefix='coupled-provider-replay-'));root.chmod(0o700)
+    destination=(args.output or root/'REPLAY.json').absolute()
+    for part in [destination,*destination.parents]:need(not part.is_symlink(),'Symlink output component')
+    need(not destination.exists(),'Immutable receipt output exists')
+    need(not destination.resolve().is_relative_to(HERE.resolve()),'Output must stay outside frozen package')
+    commands=json.loads((HERE/'COMMANDS.json').read_bytes())['commands']
+    need([x['name'] for x in commands]==['algebra','same-chart-control','budget','local-envelope','clifford-proof'],'Unexpected scientific schedule')
+    report={'status':'RUNNING','wrapper_optimization':sys.flags.optimize,'scientific_compile_optimization':0,'python':sys.version,'bindings':before,'runs':[],'scratch':str(root)}
+    try:
+        shutil.copytree(HERE/'capsule',root,dirs_exist_ok=True)
+        root.chmod(0o700)
+        for path in root.rglob('*'):
+            if path.is_dir():path.chmod(0o700)
+        for row in json.loads((HERE/'SOURCE-BINDINGS.json').read_bytes())['files']:
+            if row['path'].startswith('capsule/'):
+                target=root/row['path'][8:]
+                need(hashlib.sha256(target.read_bytes()).hexdigest()==row['sha256'],'Scratch copy changed')
+        for index,command in enumerate(commands):
+            cache=root/f'cache-{index}';cache.mkdir(mode=0o700)
+            env=os.environ.copy()
+            for key in ['PYTHONOPTIMIZE','PYTHONPATH','PYTHONHOME','PYTHONSTARTUP','PYTHONINSPECT']:env.pop(key,None)
+            env['PYTHONDONTWRITEBYTECODE']='1'
+            argv=[sys.executable,'-I',*(['-O']*sys.flags.optimize),'-B','-X','pycache_prefix='+str(cache),str(HERE/'engine_adapter.py'),str(root),command['engine'],*command['argv']]
+            started=time.monotonic()
+            run=subprocess.run(argv,cwd=root,env=env,stdout=subprocess.PIPE,stderr=subprocess.PIPE,timeout=command['timeout_seconds'])
+            (root/f'run-{index}.stdout').write_bytes(run.stdout);(root/f'run-{index}.stderr').write_bytes(run.stderr)
+            report['runs'].append({'name':command['name'],'argv':argv,'returncode':run.returncode,'seconds':time.monotonic()-started,'stdout_sha256':hashlib.sha256(run.stdout).hexdigest(),'stderr_sha256':hashlib.sha256(run.stderr).hexdigest()})
+            need(run.returncode==0,'Scientific replay failed: '+command['name']+'; see '+str(root/f'run-{index}.stderr'))
+        report['fresh_scientific_summary']=validate(HERE,root,commands)
+        need(check(HERE)==before,'Frozen package changed during replay')
+        report['status']='PASS_INDEPENDENT_PARTIAL_PROVIDER_AND_CONDITIONAL_BUDGET'
+        report['limits']=['Eight coupled outputs earn zero autonomous credit.','144 extra H8 targets are hypothetical; 144 paid H8 cancels them rankwise.','Companion all-n criterion is written proof review; executable oracle is bounded.','Frozen author normal/-O pair is authenticated reuse, never rerun here.','No completed caller, new kappa, full #5376 provider/fusion replay or selected promotion.']
+    except BaseException as error:
+        report['status']='FAIL';report['error']=repr(error);raise
+    finally:
+        destination.parent.mkdir(parents=True,exist_ok=True)
+        with tempfile.NamedTemporaryFile(mode='w',dir=destination.parent,prefix='.provider-receipt-',delete=False) as out:
+            out.write(json.dumps(report,indent=2,sort_keys=True)+'\n');temporary=Path(out.name)
+        os.replace(temporary,destination)
+        print(json.dumps({'status':report['status'],'receipt':str(destination),'scratch':str(root)}))
+if __name__=='__main__':main()